Go back to the interactive dataset
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 601 | 6113365 | 60603 | City of Prince George, BC | 74003 | Question 0.5 | 65558 | 74003 | Yes | NA | NA | NA | 20.562 | 51357.75398 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 602 | 927967 | 60621 | Lilongwe City Council | 989318 | Question 0.5 | 646750 | 646750 | Not intending to undertake | NA | NA | NA | 0.631618 | 516.7540552 | Reported population is 53% greater than expected | No inventory reported | No inventory reported |
| 603 | 425378 | 60633 | La mairie de Bujumbura | 1300000 | Question 0.5 | 331700 | 331700 | Not intending to undertake | NA | NA | NA | 0.636388 | 210.7835697 | Reported population is 292% greater than expected | No inventory reported | No inventory reported |
| 604 | 3359638 | 60638 | Walvis Bay Municipality | 100000 | Question 0.5 | 52058 | 52058 | Intending to undertake in the next 2 years | NA | NA | NA | 4.161869 | 6073.194376 | Reported population is 92% greater than expected | No inventory reported | No inventory reported |
| 605 | NA | 60656 | City of Piedmont, CA | 11378 | Question 4.5 | NA | 11378 | 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 |
| 606 | 3522790 | 60898 | Ayuntamiento de Naucalpan de Juárez | 916796 | Question 0.5 | 792211 | 916796 | Intending to undertake in the next 2 years | NA | NA | NA | 6.00509 | 10385.29785 | Pass | No inventory reported | No inventory reported |
| 607 | 3860443 | 61467 | Dipolog City | 130759 | Question 0.5 | 140850 | 130759 | Intending to undertake in the next 2 years | NA | NA | NA | 1.751089 | 3021.986863 | Pass | No inventory reported | No inventory reported |
| 608 | 1674199 | 61753 | Yilan County Government | 457538 | Question 4.5 | 94188 | 94188 | Yes | NA | NA | NA | 12.38148 | NA | Reported population is 386% greater than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 609 | 907111 | 61876 | Mazabuka Municipal Council | 182205 | Question 0.5 | 64006 | 64006 | Intending to undertake in the next 2 years | NA | NA | NA | 1.363735 | 1672.345428 | Reported population is 185% greater than expected | No inventory reported | No inventory reported |
| 610 | 684039 | 62791 | City of Botosani | 106847 | Question 0.5 | 114783 | 106847 | NA | NA | NA | NA | 5.996812 | 11534.85862 | Pass | No inventory reported | No inventory reported |
| 611 | 5197079 | 62864 | City of Lancaster, PA | 60000 | Question 0.5 | 59339 | 60000 | 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 |
| 612 | 315202 | 62868 | Eskisehir Metropolitan Municipality | 871187 | Question 0.5 | 514869 | 514869 | Intending to undertake in the next 2 years | NA | NA | NA | 6.442791 | 15026.70752 | Reported population is 69% greater than expected | No inventory reported | No inventory reported |
| 613 | 2620320 | 63615 | Hillerød Kommune | 50104 | Question 0.5 | 30853 | 30853 | Yes | NA | NA | NA | 10.16008 | 62888.72719 | Reported population is 62% greater than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 614 | 281165 | 63616 | Abasan Al-Kabira Municipality | 31000 | Question 0.5 | 18163 | 18163 | Yes | NA | NA | NA | 10.43372 | NA | Reported population is 71% greater than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 615 | 5711789 | 63862 | City of Ashland, OR | 20689 | Question 4.5 | 20861 | 20689 | 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 |
| 616 | 5136334 | 63919 | City of Saratoga Springs, NY | 28027 | Question 0.5 | 27765 | 28027 | Intending to undertake in the next 2 years | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 617 | NA | 63941 | Broward County, FL | 1870000 | Question 0.5 | NA | 1870000 | 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 |
| 618 | NA | 68296 | Hobsons Bay City Council | 96470 | Question 0.5 | NA | 96470 | NA | NA | NA | NA | 26.35903 | 56919.37428 | missing external population data | No inventory reported | No inventory reported |
| 619 | 1649378 | 68337 | Bekasi City Government | 2663011 | Question 4.5 | 1520119 | 1520119 | Yes | NA | NA | NA | 3.307971 | 4284.652535 | Reported population is 75% greater than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 620 | 3454407 | 68373 | Prefeitura de Pedreira | 47321 | Question 0.5 | 39198 | 47321 | In progress | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 621 | 3460598 | 68383 | Prefeitura de Itatiba | 115051 | Question 0.5 | 67934 | 67934 | Yes | NA | NA | NA | 5.58822 | 11026.24216 | Reported population is 69% greater than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 622 | 292953 | 68385 | Municipio de Chorrera | 161470 | Question 0.5 | 24716 | 24716 | Intending to undertake in the next 2 years | NA | NA | NA | 4.12438 | 11723.93056 | Reported population is 553% greater than expected | No inventory reported | No inventory reported |
| 623 | 2662689 | 69823 | Visby | 24822 | Question 0.5 | 23402 | 24822 | Intending to undertake in the next 2 years | NA | NA | NA | 7.1668 | 57232.08549 | Pass | No inventory reported | No inventory reported |
| 624 | NA | 69824 | Västervik | 36438 | Question 4.5 | NA | 36438 | Yes | NA | NA | NA | 7.1668 | 57232.08549 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 625 | NA | 69850 | Municipalidad de Comas | 543000 | Question 0.5 | NA | 543000 | Yes | NA | NA | NA | 2.644665 | 6453.922634 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 626 | 3670730 | 69968 | Alcaldia de Rionegro | 137078 | Question 0.5 | 62291 | 62291 | NA | NA | NA | NA | 3.329042 | 7698.412245 | Reported population is 120% greater than expected | No inventory reported | No inventory reported |
| 627 | 291074 | 69985 | Sillamäe | 12900 | Question 0.5 | 115949 | 115949 | In progress | NA | NA | NA | 18.07657 | 19948.92283 | Reported population is 89% less than expected | No inventory reported | No inventory reported |
| 628 | 653281 | 69995 | Kemi | 21256 | Question 4.5 | 22641 | 21256 | Yes | NA | NA | NA | 14.63996 | 48579.87129 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 629 | 593959 | 70005 | Taurage | 38500 | Question 0.5 | 27662 | 38500 | Not intending to undertake | NA | NA | NA | 7.831176 | 17669.65898 | Pass | No inventory reported | No inventory reported |
| 630 | 3673164 | 70017 | Alcaldia de Palmira | 294580 | Question 4.5 | 247986 | 294580 | Yes | NA | NA | NA | 3.329042 | 7698.412245 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 631 | NA | 73240 | Tuzla Municipality | 235000 | Question 0.5 | NA | 235000 | NA | NA | NA | NA | 6.442791 | 15026.70752 | missing external population data | No inventory reported | No inventory reported |
| 632 | 1028918 | 73252 | Pemba Municipality | 221316 | Question 0.5 | 108737 | 108737 | Intending to undertake in the next 2 years | NA | NA | NA | 0.757499 | 539.1833403 | Reported population is 104% greater than expected | No inventory reported | No inventory reported |
| 633 | NA | 73293 | City of LaGrange, MO | 931 | Question 0.5 | NA | 931 | NA | NA | NA | NA | 19.56451 | 54541.72316 | missing external population data | No inventory reported | No inventory reported |
| 634 | 5258957 | 73295 | City of La Crosse, WI | 51567 | Question 4.5 | 52306 | 51567 | 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 |
| 635 | 4326575 | 73301 | City of Gretna, LA | 17935 | Question 0.5 | 17880 | 17935 | Intending to undertake in the next 2 years | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 636 | NA | 73302 | City of Port Allen, LA | 5320 | Question 0.5 | NA | 5320 | Not intending to undertake | NA | NA | NA | 19.56451 | 54541.72316 | missing external population data | No inventory reported | No inventory reported |
| 637 | NA | 73676 | Umhlathuze | 410465 | Question 0.5 | NA | 410465 | Intending to undertake in the next 2 years | NA | NA | NA | 9.145148 | 7432.868382 | missing external population data | No inventory reported | No inventory reported |
| 638 | 5322737 | 73706 | City of Alameda | 75961 | Question 0.5 | 78630 | 75961 | 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 |
| 639 | NA | 73746 | Probolinggo | 233123 | Question 4.5 | NA | 233123 | Yes | NA | NA | NA | 3.307971 | 4284.652535 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 640 | NA | 73749 | Nagpur | 2405665 | Question 0.5 | NA | 2405665 | In progress | NA | NA | NA | 2.502415 | 2104.163292 | missing external population data | No inventory reported | No inventory reported |
| 641 | NA | 73752 | Bontang City | 143683 | Question 4.5 | NA | 143683 | Yes | NA | NA | NA | 3.307971 | 4284.652535 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 642 | NA | 73754 | Panaji | 40017 | Question 0.5 | NA | 40017 | Yes | NA | NA | NA | 2.502415 | 2104.163292 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 643 | NA | 73759 | Jambi City | 591134 | Question 0.5 | NA | 591134 | In progress | NA | NA | NA | 3.307971 | 4284.652535 | missing external population data | No inventory reported | No inventory reported |
| 644 | 1271631 | 74386 | Gangtok | 100286 | Question 0.5 | 30700 | 30700 | Not intending to undertake | NA | NA | NA | 2.502415 | 2104.163292 | Reported population is 227% greater than expected | No inventory reported | No inventory reported |
| 645 | 5346646 | 74401 | City of Encinitas, CA | 60991 | Question 4.5 | 62930 | 60991 | 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 |
| 646 | NA | 74418 | Town of Breckenridge, CO | 5035 | Question 0.5 | NA | 5035 | 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 |
| 647 | 4160812 | 74423 | City of Key West, FL | 24565 | Question 0.5 | 25755 | 24565 | In progress | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 648 | NA | 74428 | City of South Miami, FL | 12500 | Question 0.5 | NA | 12500 | In progress | NA | NA | NA | 19.56451 | 54541.72316 | missing external population data | No inventory reported | No inventory reported |
| 649 | NA | 74466 | Village of South Barrington, IL | 4565 | Question 0.5 | NA | 4565 | Not intending to undertake | NA | NA | NA | 19.56451 | 54541.72316 | missing external population data | No inventory reported | No inventory reported |
| 650 | 4930505 | 74488 | City of Beverly, MA | 41648 | Question 0.5 | 41186 | 41648 | Intending to undertake in the next 2 years | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
About
This information is now on Primer
All the information that is in this pane, and more, is now on Primer, in a more consumable and user friendly format. You can also edit metadata from this page.
Take me there!
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)
Activity
- Community Rating
-
Current value: 0 out of 5
- Raters
- 0
- Visits
- 399
- Downloads
- 80
- Comments
- 0
- Contributors
- 0
Meta
- Category
- Emissions
- Permissions
- Public
- Tags
- 2019, cities, emissions
- Row Label
- SODA2 Only
- Yes
Licensing and Attribution
- Data Provided By
- (none)
- Source Link
- (none)
License Type
- License Type
- CDP Open Database License
