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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 651 | 5053156 | 74508 | City of Winona, MN | 26928 | Question 0.5 | 27094 | 26928 | 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 |
| 652 | 5490263 | 74531 | Santa Fe County | 150056 | Question 0.5 | 84099 | 84099 | NA | NA | NA | NA | 19.56451 | 54541.72316 | Reported population is 78% greater than expected | No inventory reported | No inventory reported |
| 653 | NA | 74534 | Erie County, NY | 921794 | Question 4.5 | NA | 921794 | 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 |
| 654 | 292672 | 74558 | Summit County, UT | 41106 | Question 0.5 | 543733 | 543733 | Yes | NA | NA | NA | 19.56451 | 54541.72316 | Reported population is 92% less than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 655 | NA | 74563 | Town of Guilford, VT | 2121 | Question 0.5 | NA | 2121 | Not intending to undertake | NA | NA | NA | 19.56451 | 54541.72316 | missing external population data | No inventory reported | No inventory reported |
| 656 | NA | 74573 | Snoqualmie, WA | 13670 | Question 0.5 | NA | 13670 | Not intending to undertake | NA | NA | NA | 19.56451 | 54541.72316 | missing external population data | No inventory reported | No inventory reported |
| 657 | NA | 74575 | Dane County | 542400 | Question 0.5 | NA | 542400 | NA | NA | NA | NA | 19.56451 | 54541.72316 | missing external population data | No inventory reported | No inventory reported |
| 658 | 922704 | 74631 | Lubumbashi | 5652000 | Question 0.5 | 1373770 | 1373770 | In progress | NA | NA | NA | NA | NA | Reported population is 311% greater than expected | No inventory reported | No inventory reported |
| 659 | 681290 | 74677 | City of Cluj-Napoca | 309338 | Question 0.5 | 316748 | 309338 | Intending to undertake in the next 2 years | NA | NA | NA | 5.996812 | 11534.85862 | Pass | No inventory reported | No inventory reported |
| 660 | 677697 | 74678 | City of Galati | 303000 | Question 0.5 | 294087 | 303000 | Intending to undertake in the next 2 years | NA | NA | NA | 5.996812 | 11534.85862 | Pass | No inventory reported | No inventory reported |
| 661 | 675810 | 74680 | City of Iasi | NA | NA | 318012 | 318012 | In progress | NA | NA | NA | 5.996812 | 11534.85862 | missing reported population data | No inventory reported | No inventory reported |
| 662 | NA | 826167 | Ayuntamiento de Tapalpa | 19506 | Question 0.5 | NA | 19506 | Intending to undertake in the next 2 years | NA | NA | NA | 6.00509 | 10385.29785 | missing external population data | No inventory reported | No inventory reported |
| 663 | 3816721 | 826182 | Ayuntamiento de Tonalá | 477117 | Question 0.5 | 35322 | 35322 | Intending to undertake in the next 2 years | NA | NA | NA | 6.00509 | 10385.29785 | Reported population is 1251% greater than expected | No inventory reported | No inventory reported |
| 664 | NA | 826208 | Junta Intermunicipal de Medio Ambiente de Sierra Occidental y Costa (JISOC) | 344325 | Question 0.5 | NA | 344325 | NA | NA | NA | NA | 6.00509 | 10385.29785 | missing external population data | No inventory reported | No inventory reported |
| 665 | 4014553 | 826209 | Aipromades Lago de Chapala | 601263 | Question 0.5 | 21596 | 21596 | In progress | NA | NA | NA | 6.00509 | 10385.29785 | Reported population is 2684% greater than expected | No inventory reported | No inventory reported |
| 666 | NA | 826210 | Junta Intermunicipal de Medio Ambiente de la Costa Sur (JICOSUR) | 147918 | Question 0.5 | NA | 147918 | Intending to undertake in the next 2 years | NA | NA | NA | 6.00509 | 10385.29785 | missing external population data | No inventory reported | No inventory reported |
| 667 | NA | 826212 | Junta intermunicipal para la gestión integral de la cuenca del Río Coahuayana (JIRCO) | 285774 | Question 0.5 | NA | 285774 | Not intending to undertake | NA | NA | NA | 6.00509 | 10385.29785 | missing external population data | No inventory reported | No inventory reported |
| 668 | 3446194 | 826236 | Prefeitura de Tremembé | 40984 | Question 0.5 | 31719 | 40984 | Not intending to undertake | NA | NA | NA | 5.58822 | 11026.24216 | Pass | No inventory reported | No inventory reported |
| 669 | NA | 826239 | Alcaldia de Sopó | 27932 | Question 0.5 | NA | 27932 | In progress | NA | NA | NA | 3.329042 | 7698.412245 | missing external population data | No inventory reported | No inventory reported |
| 670 | NA | 826380 | Junta Intermunicipal de la Cuenca Baja del Rio Ayuquila (JIRA) | 144000 | Question 0.5 | NA | 144000 | Not intending to undertake | NA | NA | NA | 6.00509 | 10385.29785 | missing external population data | No inventory reported | No inventory reported |
| 671 | 2262912 | 826396 | Munícipio de Sintra | 383946 | Question 4.5 | 26193 | 26193 | Yes | NA | NA | NA | 6.341294 | 23737.65833 | Reported population is 1366% greater than expected | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 672 | NA | 826407 | Munícipio de Mirandela | 11852 | Question 0.5 | NA | 11852 | NA | NA | NA | NA | 6.341294 | 23737.65833 | missing external population data | No inventory reported | No inventory reported |
| 673 | 2739590 | 826429 | Município de Figueira da Foz | 62125 | Question 0.5 | 46600 | 62125 | NA | NA | NA | NA | 6.341294 | 23737.65833 | Pass | No inventory reported | No inventory reported |
| 674 | NA | 831152 | Municipio de San Pedro de Urabá | 37255 | Question 0.5 | NA | 37255 | Intending to undertake in the next 2 years | NA | NA | NA | 3.329042 | 7698.412245 | missing external population data | No inventory reported | No inventory reported |
| 675 | 1469706 | 831230 | Municipality of La Marsa | 92787 | Question 0.5 | 15098 | 15098 | In progress | NA | NA | NA | 3.349585 | 4402.0237 | Reported population is 515% greater than expected | No inventory reported | No inventory reported |
| 676 | NA | 831433 | Comuna de Ataliva | 2500 | Question 0.5 | NA | 2500 | NA | NA | NA | NA | 8.519953 | 10040.13074 | missing external population data | No inventory reported | No inventory reported |
| 677 | 2363534 | 831616 | Commune de Tsévié | 59000 | Question 0.5 | 55775 | 59000 | Yes | NA | NA | NA | 1.004837 | 672.4947925 | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 678 | 2290956 | 831617 | Commune de Bouaké | 715435 | Question 0.5 | 567481 | 715435 | Yes | NA | NA | NA | NA | NA | Pass | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 679 | NA | 831618 | Yaoundé 4 | 792546 | Question 0.5 | NA | 792546 | In progress | NA | NA | NA | 1.725273 | 1497.783485 | missing external population data | No inventory reported | No inventory reported |
| 680 | NA | 831620 | Yaoundé 3 | 476016 | Question 0.5 | NA | 476016 | In progress | NA | NA | NA | 1.725273 | 1497.783485 | missing external population data | No inventory reported | No inventory reported |
| 681 | NA | 831823 | Comune di Massa Marittima | 8303 | Question 0.5 | NA | 8303 | Not intending to undertake | NA | NA | NA | 7.715113 | 35391.70548 | missing external population data | No inventory reported | No inventory reported |
| 682 | NA | 831926 | Ramallah | 66000 | Question 0.5 | NA | 66000 | Not intending to undertake | NA | NA | NA | 10.43372 | NA | missing external population data | No inventory reported | No inventory reported |
| 683 | NA | 832078 | Município de Mafra | 81961 | Question 0.5 | NA | 81961 | Intending to undertake in the next 2 years | NA | NA | NA | 6.341294 | 23737.65833 | missing external population data | No inventory reported | No inventory reported |
| 684 | 2267226 | 832097 | Município de Lagos | 30442 | Question 0.5 | 18831 | 18831 | Intending to undertake in the next 2 years | NA | NA | NA | 6.341294 | 23737.65833 | Reported population is 62% greater than expected | No inventory reported | No inventory reported |
| 685 | NA | 832274 | Município de Odemira | 26066 | Question 0.5 | NA | 26066 | NA | NA | NA | NA | 6.341294 | 23737.65833 | missing external population data | No inventory reported | No inventory reported |
| 686 | NA | 832610 | Orange County, NC | 142830 | Question 0.5 | NA | 142830 | In progress | NA | NA | NA | 19.56451 | 54541.72316 | missing external population data | No inventory reported | No inventory reported |
| 687 | NA | 834120 | City of Tanjungpinang | 207057 | Question 0.5 | NA | 207057 | Intending to undertake in the next 2 years | NA | NA | NA | 3.307971 | 4284.652535 | missing external population data | No inventory reported | No inventory reported |
| 688 | NA | 834153 | Jasin Municipal Council | 141000 | Question 0.5 | NA | 141000 | Intending to undertake in the next 2 years | NA | NA | NA | 9.393339 | 12109.48855 | missing external population data | No inventory reported | No inventory reported |
| 689 | NA | 834202 | Mogale City Local Municipality | 383864 | Question 0.5 | NA | 383864 | Not intending to undertake | NA | NA | NA | 9.145148 | 7432.868382 | missing external population data | No inventory reported | No inventory reported |
| 690 | NA | 834261 | Municipality of Irapuato | 529440 | Question 0.5 | NA | 529440 | Yes | NA | NA | NA | 6.00509 | 10385.29785 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 691 | NA | 834300 | Municipality of Villanueva | 1200000 | Question 0.5 | NA | 1200000 | Intending to undertake in the next 2 years | NA | NA | NA | 1.661853 | 3160.005492 | missing external population data | No inventory reported | No inventory reported |
| 692 | NA | 834370 | Town of Secaucus, NJ | 18000 | Question 0.5 | NA | 18000 | In progress | NA | NA | NA | 19.56451 | 54541.72316 | missing external population data | No inventory reported | No inventory reported |
| 693 | NA | 834374 | Tagum City | 259444 | Question 4.5 | NA | 259444 | Yes | NA | NA | NA | 1.751089 | 3021.986863 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 694 | NA | 834406 | Municipality of San Pedro Tlaquepaque | 608114 | Question 4.5 | NA | 608114 | Yes | NA | NA | NA | 6.00509 | 10385.29785 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 695 | NA | 834413 | Municipality of Tahuamanu | 2500 | Question 0.5 | NA | 2500 | Intending to undertake in the next 2 years | NA | NA | NA | 2.644665 | 6453.922634 | missing external population data | No inventory reported | No inventory reported |
| 696 | NA | 839648 | Ayuntamiento Victoria | 19820 | Question 0.5 | NA | 19820 | Not intending to undertake | NA | NA | NA | 6.00509 | 10385.29785 | missing external population data | No inventory reported | No inventory reported |
| 697 | NA | 839650 | Ayuntamiento de Uriangato | 1241 | Question 0.5 | NA | 1241 | Intending to undertake in the next 2 years | NA | NA | NA | 6.00509 | 10385.29785 | missing external population data | No inventory reported | No inventory reported |
| 698 | NA | 839667 | Municipio de Guanagazapa | 13000 | Question 4.5 | NA | 13000 | Yes | NA | NA | NA | 1.661853 | 3160.005492 | missing external population data | Inventory reported, but total emissions value not provided | Inventory reported, but total emissions value not provided |
| 699 | NA | 839670 | Municipio de Santa Catarina Pinula | 97000 | Question 0.5 | NA | 97000 | Intending to undertake in the next 2 years | NA | NA | NA | 1.661853 | 3160.005492 | missing external population data | No inventory reported | No inventory reported |
| 700 | NA | 839673 | Municipalidad Distrital de Jesús María | 77955 | Question 0.5 | NA | 77955 | In progress | NA | NA | NA | 2.644665 | 6453.922634 | missing external population data | 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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