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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 451 | 2271071 | 50679 | Município de Barreiro | 78764 | Question 0.5 | 51280 | 51280 | Yes | NA | NA | NA | 6.341294 | 23737.65833 | Reported population is 54% greater than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 452 | 2269594 | 50680 | Município de Cascais | 208122 | Question 0.5 | 36436 | 36436 | Yes | NA | NA | NA | 6.341294 | 23737.65833 | Reported population is 471% greater than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 453 | 2267827 | 50681 | Município de Funchal | 111892 | Question 0.5 | 100847 | 111892 | In progress | NA | NA | NA | 6.341294 | 23737.65833 | Pass | No inventory reported | No inventory reported |
| 454 | 2993458 | 50792 | Ville de Monaco | 38300 | Question 4.5 | 32965 | 38300 | Yes | NA | NA | NA | NA | NA | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 455 | 3598132 | 51079 | Guatemala City | 992541 | Question 0.5 | 994938 | 992541 | In progress | NA | NA | NA | 1.661853 | 3160.005492 | Pass | No inventory reported | No inventory reported |
| 456 | 3662574 | 51374 | Prefeitura de Rio Branco | 401155 | Question 0.5 | 257642 | 257642 | In progress | NA | NA | NA | 5.58822 | 11026.24216 | Reported population is 56% greater than expected | No inventory reported | No inventory reported |
| 457 | 4499612 | 52894 | City of Winston-Salem | 246328 | Question 0.5 | 241218 | 246328 | Not intending to undertake | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 458 | 5992500 | 53829 | City of Kingston, ON | 124000 | Question 0.5 | 114195 | 124000 | 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 |
| 459 | 4499379 | 53860 | City of Wilmington, NC | 119045 | Question 0.5 | 115933 | 119045 | Intending to undertake in the next 2 years | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 460 | 5317058 | 53921 | City of Tempe, AZ | 175826 | Question 0.5 | 175826 | 175826 | 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 |
| 461 | 4110486 | 53959 | City of Fayetteville, AR | 88963 | Question 4.5 | 82830 | 88963 | 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 |
| 462 | 4119403 | 54030 | City of Little Rock | 198600 | Question 0.5 | 197992 | 198600 | Intending to undertake in the next 2 years | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 463 | 4853828 | 54037 | City of Des Moines | 217521 | Question 0.5 | 210330 | 217521 | 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 |
| 464 | 5964700 | 54060 | City of Greater Sudbury / Grand Sudbury | 161531 | Question 0.5 | 157857 | 161531 | In progress | NA | NA | NA | 20.562 | 51357.75398 | Pass | No inventory reported | No inventory reported |
| 465 | 4158928 | 54082 | City of Hollywood, FL | 145128 | Question 4.5 | 149728 | 145128 | 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 |
| 466 | 5967629 | 54084 | City of Guelph | 131794 | Question 0.5 | 115760 | 131794 | 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 |
| 467 | 6166142 | 54098 | City of Thunder Bay | 107909 | Question 0.5 | 99334 | 107909 | Intending to undertake in the next 2 years | NA | NA | NA | 20.562 | 51357.75398 | Pass | No inventory reported | No inventory reported |
| 468 | 5106834 | 54102 | City of Albany | 97856 | Question 0.5 | 98469 | 97856 | 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 |
| 469 | 4464368 | 54108 | City of Durham | 315228 | Question 4.5 | 257636 | 315228 | 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 |
| 470 | 4862034 | 54111 | City of Iowa City | 76290 | Question 4.5 | 74220 | 76290 | 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 |
| 471 | 4453066 | 54114 | City of Asheville | 91902 | Question 0.5 | 88512 | 91902 | Not intending to undertake | NA | NA | NA | 19.56451 | 54541.72316 | Pass | No inventory reported | No inventory reported |
| 472 | 4854529 | 54116 | City of Dubuque | 58410 | Question 4.5 | 58799 | 58410 | 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 |
| 473 | 2186239 | 54277 | New Plymouth District Council | 83400 | Question 0.5 | 49168 | 49168 | Intending to undertake in the next 2 years | NA | NA | NA | 18.32725 | 38000.7196 | Reported population is 70% greater than expected | No inventory reported | No inventory reported |
| 474 | 1214520 | 54306 | Medan City Government | 2247425 | Question 0.5 | 1750971 | 2247425 | Intending to undertake in the next 2 years | NA | NA | NA | 3.307971 | 4284.652535 | Pass | No inventory reported | No inventory reported |
| 475 | NA | 54318 | Government of Tangerang City | 2139891 | Question 0.5 | NA | 2139891 | In progress | NA | NA | NA | 3.307971 | 4284.652535 | missing external population data | No inventory reported | No inventory reported |
| 476 | 1627896 | 54327 | Semarang City Government | 1729428 | Question 0.5 | 1288084 | 1729428 | In progress | NA | NA | NA | 3.307971 | 4284.652535 | Pass | No inventory reported | No inventory reported |
| 477 | NA | 54342 | Jbail-Byblos Municipality | 40000000 | Question 0.5 | NA | 40000000 | Not intending to undertake | NA | NA | NA | 4.935869 | 6249.766655 | missing external population data | No inventory reported | No inventory reported |
| 478 | NA | 54352 | City of Muntinlupa | 504509 | Question 0.5 | NA | 504509 | In progress | NA | NA | NA | 1.751089 | 3021.986863 | missing external population data | No inventory reported | No inventory reported |
| 479 | NA | 54356 | City of Parañaque | 714710 | Question 0.5 | NA | 714710 | Intending to undertake in the next 2 years | NA | NA | NA | 1.751089 | 3021.986863 | missing external population data | No inventory reported | No inventory reported |
| 480 | 1735161 | 54364 | City of Kuala Lumpur | 1790000 | Question 0.5 | 1453975 | 1790000 | In progress | NA | NA | NA | 9.393339 | 12109.48855 | Pass | No inventory reported | No inventory reported |
| 481 | NA | 54367 | Melaka Historic City Council | 524353 | Question 0.5 | NA | 524353 | Yes | NA | NA | NA | 9.393339 | 12109.48855 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 482 | 3184862 | 54370 | Municipal Council of Penang | 748000 | Question 0.5 | 41469 | 41469 | NA | NA | NA | NA | 9.393339 | 12109.48855 | Reported population is 1704% greater than expected | No inventory reported | No inventory reported |
| 483 | NA | 54457 | Hansestadt Rostock | 209000 | Question 0.5 | NA | 209000 | Yes | NA | NA | NA | 11.29623 | 47501.81265 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 484 | 2750053 | 54478 | Gemeente Nijmegen | 175000 | Question 0.5 | 158732 | 175000 | Yes | NA | NA | NA | 12.31005 | 55041.12039 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 485 | 2514256 | 54491 | Municipality of Málaga | 572000 | Question 0.5 | 568305 | 572000 | Yes | NA | NA | NA | 7.29918 | 33146.39167 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 486 | 3149318 | 54493 | Kristiansand Municipality | 92282 | Question 0.5 | 63814 | 92282 | Yes | NA | NA | NA | 13.65435 | 92121.42113 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 487 | 2513416 | 54498 | Ayuntamiento de Murcia | 443243 | Question 0.5 | 436870 | 443243 | Yes | NA | NA | NA | 7.29918 | 33146.39167 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 488 | 602150 | 54510 | Umeå municipality | 127119 | Question 0.5 | 83249 | 83249 | Yes | NA | NA | NA | 7.1668 | 57232.08549 | Reported population is 53% greater than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 489 | NA | 54579 | Sekhukhune District Municipality | 1076840 | Question 0.5 | NA | 1076840 | In progress | NA | NA | NA | 9.145148 | 7432.868382 | missing external population data | No inventory reported | No inventory reported |
| 490 | NA | 54588 | West Coast District Municipality | 391766 | Question 0.5 | NA | 391766 | 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 |
| 491 | 3672486 | 54617 | Alcaldia de Pereira | 472000 | Question 0.5 | 440118 | 472000 | Intending to undertake in the next 2 years | NA | NA | NA | 3.329042 | 7698.412245 | Pass | No inventory reported | No inventory reported |
| 492 | 3470044 | 54623 | Prefeitura de Betim | 378089 | Question 0.5 | 384000 | 378089 | 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 |
| 493 | 3458425 | 54633 | Prefeitura de Lorena | 88276 | Question 0.5 | 76506 | 88276 | Intending to undertake in the next 2 years | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 494 | 3458575 | 54641 | Prefeitura de Limeira | 276022 | Question 0.5 | 289665 | 276022 | NA | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 495 | 3455459 | 54650 | Prefeitura de Palmas | 291855 | Question 0.5 | 39150 | 39150 | Yes | NA | NA | NA | 5.58822 | 11026.24216 | Reported population is 645% greater than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 496 | 3449701 | 54651 | Prefeitura de Santo André | 676407 | Question 0.5 | 662373 | 676407 | Intending to undertake in the next 2 years | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 497 | 3455775 | 54652 | Prefeitura de Osasco | 676 | Question 0.5 | 677856 | 677856 | Not intending to undertake | NA | NA | NA | 5.58822 | 11026.24216 | Reported population is 100% less than expected | No inventory reported | No inventory reported |
| 498 | 3448902 | 54654 | Prefeitura de São João da Boa Vista | 90089 | Question 0.5 | 76540 | 90089 | Not intending to undertake | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 499 | 3445014 | 54656 | Prefeitura de Vinhedo | 77308 | Question 0.5 | 56492 | 77308 | 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 |
| 500 | 3457671 | 54662 | Prefeitura do Município de Maringá | 417010 | Question 0.5 | 311724 | 417010 | Intending to undertake in the next 2 years | NA | NA | NA | 5.58822 | 11026.24216 | 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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- 2019, cities, emissions
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