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2019 City Emissions Data Quality Checks
| Row number | geoid | account_id | org_name | rep.population | rep.population.source | geo.population | effective.population | has.inventory | inventory.type | effective.s1.s2.sum | city.emissions.per.cap | country_co2e_per_capita_2012 | country.GDP.pc.2018 | flag.population | flag.emissions.check1.statistical.outliers | flag.emissions.check2.per.capita.country |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 501 | 3465624 | 54667 | Prefeitura Municipal de Contagem | 603442 | Question 0.5 | 627123 | 603442 | Intending to undertake in the next 2 years | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 502 | 3452779 | 54678 | Prefeitura Municipal de Porto Feliz | 48893 | Question 0.5 | 41015 | 48893 | NA | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 503 | 3471859 | 54681 | Prefeitura Municipal de Araçatuba | 195874 | Question 0.5 | 170024 | 195874 | In progress | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 504 | 3462964 | 54683 | Prefeitura Municipal de Franco da Rocha | 131 | Question 0.5 | 108858 | 108858 | Not intending to undertake | NA | NA | NA | 5.58822 | 11026.24216 | Reported population is 100% less than expected | No inventory reported | No inventory reported |
| 505 | 3447651 | 54692 | Prefeitura Municipal de Sertãozinho | 121412 | Question 0.5 | 99211 | 121412 | NA | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 506 | 3466429 | 54697 | Prefeitura Municipal de Cerquilho | 39617 | Question 0.5 | 35367 | 39617 | Yes | NA | NA | NA | 5.58822 | 11026.24216 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 507 | 3470353 | 54699 | Prefeitura Municipal de Barueri | 271306 | Question 0.5 | 251994 | 271306 | Not intending to undertake | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 508 | 3458131 | 54703 | Prefeitura Municipal de Mairiporã | 98374 | Question 0.5 | 54415 | 54415 | Not intending to undertake | NA | NA | NA | 5.58822 | 11026.24216 | Reported population is 81% greater than expected | No inventory reported | No inventory reported |
| 509 | 3664980 | 54706 | Prefeitura Municipal de Boa Vista | 576568 | Question 0.5 | 235150 | 235150 | Intending to undertake in the next 2 years | NA | NA | NA | 5.58822 | 11026.24216 | Reported population is 145% greater than expected | No inventory reported | No inventory reported |
| 510 | 3469968 | 54709 | Prefeitura de Blumenau | 309011 | Question 0.5 | 293949 | 309011 | In progress | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 511 | NA | 55325 | Município de Águeda | 47729 | Question 0.5 | NA | 47729 | Yes | NA | NA | NA | 6.341294 | 23737.65833 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 512 | 2738707 | 55331 | Município de Ílhavo | 38598 | Question 0.5 | 17236 | 17236 | Yes | NA | NA | NA | 6.341294 | 23737.65833 | Reported population is 124% greater than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 513 | NA | 55371 | Municipalidad de Vicente López | 270929 | Question 0.5 | NA | 270929 | Intending to undertake in the next 2 years | NA | NA | NA | 8.519953 | 10040.13074 | missing external population data | No inventory reported | No inventory reported |
| 514 | 3467467 | 55372 | Prefeitura Municipal de Canoas | 341343 | Question 0.5 | 328291 | 341343 | Intending to undertake in the next 2 years | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 515 | 3468592 | 55373 | Prefeitura Municipal de Cabreúva | 47877 | Question 0.5 | 38738 | 47877 | NA | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 516 | 3465059 | 55380 | Prefeitura Municipal de Cubatão | 118720 | Question 0.5 | 118410 | 118720 | Intending to undertake in the next 2 years | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 517 | 4164601 | 55419 | City of Miramar | 134037 | Question 0.5 | 137132 | 134037 | Yes | NA | NA | NA | 19.56451 | 54541.72316 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 518 | 4899012 | 57616 | City of Lake Forest, IL | 20601 | Question 4.5 | 19408 | 20601 | Yes | NA | NA | NA | 19.56451 | 54541.72316 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 519 | 2640194 | 58346 | Plymouth City Council | 260000 | Question 4.5 | 260203 | 260000 | Yes | NA | NA | NA | 8.716702 | 42986.03288 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 520 | 5408076 | 58357 | City of West Hollywood | 34399 | Question 0.5 | 36222 | 34399 | In progress | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 521 | 4255466 | 58413 | City of Carmel, IN | 93510 | Question 0.5 | 88713 | 93510 | In progress | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 522 | 3099434 | 58424 | Gdansk | 464254 | Question 0.5 | 461865 | 464254 | Yes | NA | NA | NA | 10.48975 | 16639.72798 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 523 | 3193044 | 58569 | City of Podgorica | 185937 | Question 0.5 | 136473 | 185937 | Intending to undertake in the next 2 years | NA | NA | NA | NA | 8226.598844 | Pass | No inventory reported | No inventory reported |
| 524 | 5188140 | 58590 | City of Easton, PA | 26915 | Question 0.5 | 26915 | 26915 | Yes | NA | NA | NA | 19.56451 | 54541.72316 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 525 | 4356847 | 58591 | City of Greenbelt, MD | 23000 | Question 4.5 | 24272 | 23000 | Yes | NA | NA | NA | 19.56451 | 54541.72316 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 526 | NA | 58595 | Municipalidad de Belén | 24000000 | Question 0.5 | NA | 24000000 | Yes | NA | NA | NA | 2.774346 | 9892.64112 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 527 | NA | 58609 | City of Ærøskøbing | 6180 | Question 0.5 | NA | 6180 | Yes | NA | NA | NA | 10.16008 | 62888.72719 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 528 | 5268249 | 58626 | City of Racine, WI | 78860 | Question 0.5 | 77742 | 78860 | Intending to undertake in the next 2 years | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 529 | 4232679 | 58627 | City of Alton, IL | 26581 | Question 0.5 | 27003 | 26581 | Yes | NA | NA | NA | 19.56451 | 54541.72316 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 530 | 2274895 | 58670 | City of Monrovia | 1197684 | Question 0.5 | 939524 | 1197684 | Intending to undertake in the next 2 years | NA | NA | NA | 0.701483 | 541.2713241 | Pass | No inventory reported | No inventory reported |
| 531 | NA | 58783 | Commune de Bakata | 39308 | Question 0.5 | NA | 39308 | Not intending to undertake | NA | NA | NA | 1.501416 | 709.7551881 | missing external population data | No inventory reported | No inventory reported |
| 532 | NA | 58796 | Odder Kommune | 22624 | Question 0.5 | NA | 22624 | Not intending to undertake | NA | NA | NA | 10.16008 | 62888.72719 | missing external population data | No inventory reported | No inventory reported |
| 533 | 4950065 | 58871 | City of Salem, MA | 43146 | Question 0.5 | 42869 | 43146 | Intending to undertake in the next 2 years | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 534 | 4437982 | 59124 | City of Natchez, MS | 15500 | Question 0.5 | 15128 | 15500 | Not intending to undertake | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 535 | 3183875 | 59163 | City of Tirana | 780531 | Question 0.5 | 374801 | 374801 | Yes | NA | NA | NA | 2.641683 | 5075.354985 | Reported population is 108% greater than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 536 | NA | 59166 | Municipalidad de Independencia | 100281 | Question 0.5 | NA | 100281 | Intending to undertake in the next 2 years | NA | NA | NA | 6.326088 | 15130.15432 | missing external population data | No inventory reported | No inventory reported |
| 537 | NA | 59167 | Municipalidad de Providencia | 142079 | Question 0.5 | NA | 142079 | Intending to undertake in the next 2 years | NA | NA | NA | 6.326088 | 15130.15432 | missing external population data | No inventory reported | No inventory reported |
| 538 | NA | 59168 | Commune de Dioudoubou | 7050 | Question 0.5 | NA | 7050 | Not intending to undertake | NA | NA | NA | 1.42272 | 1546.520159 | missing external population data | No inventory reported | No inventory reported |
| 539 | NA | 59180 | Middelfart Kommune | 38211 | Question 0.5 | NA | 38211 | Yes | NA | NA | NA | 10.16008 | 62888.72719 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 540 | NA | 59298 | City of Yaoundé 6 | 324734 | Question 0.5 | NA | 324734 | Not intending to undertake | NA | NA | NA | 1.725273 | 1497.783485 | missing external population data | No inventory reported | No inventory reported |
| 541 | NA | 59535 | Town of Vail, CO | 5450 | Question 0.5 | NA | 5450 | Intending to undertake in the next 2 years | NA | NA | NA | 19.56451 | 54541.72316 | missing external population data | No inventory reported | No inventory reported |
| 542 | 4685907 | 59537 | City of Denton, TX | 138541 | Question 4.5 | 131044 | 138541 | Yes | NA | NA | NA | 19.56451 | 54541.72316 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 543 | 5341704 | 59552 | City of Davis, CA | 68111 | Question 0.5 | 67666 | 68111 | Yes | NA | NA | NA | 19.56451 | 54541.72316 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 544 | 4370890 | 59563 | City of Takoma Park, MD | 17000 | Question 4.5 | 17713 | 17000 | Yes | NA | NA | NA | 19.56451 | 54541.72316 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 545 | NA | 59595 | City of Brisbane, CA | 4603 | Question 0.5 | NA | 4603 | Yes | NA | NA | NA | 19.56451 | 54541.72316 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 546 | 5393052 | 59633 | City of Santa Cruz, CA | 65021 | Question 0.5 | 64220 | 65021 | In progress | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 547 | 5341114 | 59644 | City of Culver City, CA | 39860 | Question 0.5 | 39717 | 39860 | In progress | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 548 | 5713376 | 59657 | City of Beaverton, OR | 97514 | Question 0.5 | 96577 | 97514 | Yes | NA | NA | NA | 19.56451 | 54541.72316 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 549 | NA | 59681 | Town of East Hampton, NY | 21457 | Question 0.5 | NA | 21457 | Intending to undertake in the next 2 years | NA | NA | NA | 19.56451 | 54541.72316 | missing external population data | No inventory reported | No inventory reported |
| 550 | 4161422 | 59697 | City of Lake Worth, FL | 36000 | Question 0.5 | 37498 | 36000 | Intending to undertake in the next 2 years | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
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Description
This dataset combines reported emissions and population data with external datasets:
- City Population, from the Geonames database
- Country GDP per capita from the World Bank
- Country emissions per capita from EDGAR
- City Population, from the Geonames database
- Country GDP per capita from the World Bank
- Country emissions per capita from EDGAR
The results from the following data quality checks are displayed:
- Population Check - Comparison between reported populations and figures from the Geonames database
- Emissions Check 1 – A multiple regression model is used to identify statistical outliers (using city population and country GDP per capita)
- Emissions Check 2 - A comparison between city per capita emissions and country per capita emissions.
- Population Check - Comparison between reported populations and figures from the Geonames database
- Emissions Check 1 – A multiple regression model is used to identify statistical outliers (using city population and country GDP per capita)
- Emissions Check 2 - A comparison between city per capita emissions and country per capita emissions.
Field names:
geoid - A unique identifier corresponding to the city's record in the Geonames database
account_id - The CRM organisation ID
org_name - The CRM organisation name
rep.population - The reported population
rep.population.source - The source of the reported population. The population data used is primarily from question 4.5, as this figure corresponds to the year the inventory was taken. If no population is provided in question 4.5, then question 0.5 (current population) is used instead.
geo.population - The city population provided in the Geonames database (used to verify the reported population)
effective.population - After the population check has been carried out, the 'effective population' is defined for use in the subsequent emissions checks. If a city passes the population check, their reported data is used here, otherwise external data is used (i.e. from the Geonames database)
has.inventory - This is the city's response to question 4.0 in the 2019 questionnaire, which asks the city to state whether they have an emissions inventory to report
inventory.type - If the city has an emissions inventory, this field specifies the format that this inventory is provided in
effective.s1.s2.sum - The total scope 1 + scope 2 emissions reported by the city. This is obtained from either question 4.6a or 4.6b, depending on whether the city followed the CRF, or GPC
city.emissions.per.cap - The city's effective.s1.s2.sum is divided by the effective.population to calculate the emissions per capita for that city
country_co2e_per_capita_2012 - This is country level per capita emissions data obtained from: EDGAR’s Global Greenhouse Gas Emissions from 1970 to 2012 (EDGARv4.3.2 dataset). While the data used is from 2012, this is the most recent dataset available which includes all greenhouse gases. More recent datasets are available for CO2 alone, however this is not consistent with the cities' data, which generally includes other GHGs too. Link here: https://edgar.jrc.ec.europa.eu/overview.php?v=CO2andGHG1970-2016&dst=GHGpc
country.GDP.pc.2018 - This is country level GDP per capita in 2018 in US$, obtained from the World Bank. Link here: https://data.worldbank.org/indicator/NY.GDP.PCAP.KD
flag.population - The data quality flag identifying cities whose reported population differs from the external population by +/- 50%
flag.emissions.check1.statistical.outliers - The data quality flag identifying cities whose emissions appear to be anomalously high or low, based on a statistical regression with population and country GDP
flag.emissions.check2.per.capita.country - The data quality flag identifying cities whose per capita emissions differ greatly from the country per capita emissions (a generous theshold of 10x is used, as some variation is expected)
geoid - A unique identifier corresponding to the city's record in the Geonames database
account_id - The CRM organisation ID
org_name - The CRM organisation name
rep.population - The reported population
rep.population.source - The source of the reported population. The population data used is primarily from question 4.5, as this figure corresponds to the year the inventory was taken. If no population is provided in question 4.5, then question 0.5 (current population) is used instead.
geo.population - The city population provided in the Geonames database (used to verify the reported population)
effective.population - After the population check has been carried out, the 'effective population' is defined for use in the subsequent emissions checks. If a city passes the population check, their reported data is used here, otherwise external data is used (i.e. from the Geonames database)
has.inventory - This is the city's response to question 4.0 in the 2019 questionnaire, which asks the city to state whether they have an emissions inventory to report
inventory.type - If the city has an emissions inventory, this field specifies the format that this inventory is provided in
effective.s1.s2.sum - The total scope 1 + scope 2 emissions reported by the city. This is obtained from either question 4.6a or 4.6b, depending on whether the city followed the CRF, or GPC
city.emissions.per.cap - The city's effective.s1.s2.sum is divided by the effective.population to calculate the emissions per capita for that city
country_co2e_per_capita_2012 - This is country level per capita emissions data obtained from: EDGAR’s Global Greenhouse Gas Emissions from 1970 to 2012 (EDGARv4.3.2 dataset). While the data used is from 2012, this is the most recent dataset available which includes all greenhouse gases. More recent datasets are available for CO2 alone, however this is not consistent with the cities' data, which generally includes other GHGs too. Link here: https://edgar.jrc.ec.europa.eu/overview.php?v=CO2andGHG1970-2016&dst=GHGpc
country.GDP.pc.2018 - This is country level GDP per capita in 2018 in US$, obtained from the World Bank. Link here: https://data.worldbank.org/indicator/NY.GDP.PCAP.KD
flag.population - The data quality flag identifying cities whose reported population differs from the external population by +/- 50%
flag.emissions.check1.statistical.outliers - The data quality flag identifying cities whose emissions appear to be anomalously high or low, based on a statistical regression with population and country GDP
flag.emissions.check2.per.capita.country - The data quality flag identifying cities whose per capita emissions differ greatly from the country per capita emissions (a generous theshold of 10x is used, as some variation is expected)
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- Tags
- 2019, cities, emissions
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