Predictive model for GHG emissions from cement production
Description of data
The main data table is called master.table. It is created from the raw data by the assemble-data.R script and saved to the file cement-data.dat. Other programs look for the cement-data.dat file, so once it's been created you don't need to run assemble-data.R anymore unless the data changes.
Each line of the table has the data for one country, for one year. Incomplete entries are trimmed out of the final table. Any cement production values of zero are treated as missing and filtered out of the data. The reason we do this is that we are assuming that all of this production data is a proxy for consumption, and we don't really think that any of these countries consumed no cement at all.
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ISO: The three-letter ISO code for the country.
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year: The year of the observation.
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pop.tot: The total population.
Units: thousands
Source: http://esa.un.org/unpd/wpp/Excel-Data/population.htm -
urban.growth: Urban population growth. This is actually the growth rate in the total urban population, so there is some population growth conflated. In particular, urbanization fraction can still go down even when urban.growth > 0, if the non-urban population was growing even faster.
Units: annual %
Source: gapminder.org -
cement: CO2 emissions from cement production. This is just the CO2 produced directly by calcining the limestone, not including any energy inputs. As such, it is directly proportional to the amount of cement produced.
Units: kt C
Source: GCAM -
urban.pop: Urban population fraction
Units: percent
Source: gapminder.org -
GDP: Gross Domestic Product, Market Exchange Rate
Units: billion 2005 US$ Source: http://www.ers.usda.gov/datafiles/International_Macroeconomic_Data/Historical_Data_Files/HistoricalRealGDPValues.xls -
pcGDP: per-capita GDP
Units: million 2005 US$/person
Source: Internally calculated -
pccement: per-capita CO2 emissions from cement
Units: Kt C/person
Source: Internally calculated -
cement.intensity: cement CO2 emissions per unit of GDP
Units: Kt C / billion 2005 US$
Source: Internally calculated -
GDP.rate: log of 5-year growth factor for total GDP
Units: unitless
Source: Internally calcualted as log(GDP(t)/GDP(t-5)). If there are missing values, the growth factor from the nearest available year is converted to a 5-year equivalent factor. -
pop.rate: log of 5-year growth factor for population
Units: unitless
Source: Internally calculated as above. -
pcGDP.rate: log of 5-year growth factor in per-capita GDP
Units: unitless
Source: Internally calculated as GDP.rate - pop.rate -
cement.stock: (very) loose proxy for the total stock of cement products to date. It is calculated as the cumulative sum of the cement variable from the earliest date in the raw data.
Units: Kt C
Source: Internally calculated -
pccement.stock: cement stock, as above per-capita
Units: Kt C/person
Source: Internally calculated -
pcc.rate: log of 5-year growth factor for per-capita cement
Units: unitless
Source: Internally calculated using the same technique as for GDP.rate
Analysis techniques
TODO