Mathematica Asked on December 5, 2020
I have the following Code
that extracts selected variables and makes a table. I like to use these data in statistical analysis such as Fit[...]
, but I cannot use them because String
variable units are also extracted together with the raw data.
How can I extract the raw data without String
units and export it as an XLS
file for use in Linear and Nonlinear Regression analysis?
countLst={"Argentina", "Australia", "Austria", "Belgium",
"Bulgaria","Brazil", "Brunei Darussalam", "Canada",
"Switzerland", "Chile", "China", "Colombia", "Costa Rica",
"Cyprus", "Czech Republic","Germany", "Denmark", "Spain",
"Estonia", "Finland", "France", "United Kingdom", "Greece",
"Hong Kong", "Croatia", "Hungary", "Indonesia", "India",
"Ireland", "Iceland", "Israel", "Italy", "Japan", "Kazakhstan",
"Cambodia", "South Korea", "Lithuania", "Luxembourg", "Latvia",
"Morocco", "Mexico", "Malta", "Malaysia", "Netherlands",
"Norway", "New Zealand", "Peru", "Philippines", "Poland",
"Portugal", "Romania", "Russian Federation", "Saudi Arabia",
"Singapore", "Slovak Republic", "Slovenia", "Sweden",
"Thailand", "Tunisia", "Turkey", "Taiwan", "United States",
"Vietnam", "South Africa"
};
Text[Grid[
Prepend[{CountryData[#, "Name"],
CountryData[#,"PopulationGrowth"],
CountryData[#, "GDP"],
CountryData[#, "TotalFertilityRate"],
CountryData[#, "GrossInvestment"],
CountryData[#, "InternetUsers"],
CountryData[#, "InventoryChange"],
CountryData[#, "MedianAge"],
CountryData[#, "TradeValueAdded"],
CountryData[#, "UnemploymentFraction"]} & /@ countLst, {"",
"pop. growth", "GDP", "fertility", "grossInv", "internet",
"inventory", "medianAge", "tradeVA", "unempl."}], Frame -> All,
Background -> {None, {LightBlue, {LightYellow}}}]
]
A streamlined way to construct the desired rectangular table using Outer
:
countryList = (SeedRandom[777]; RandomSample[countLst, 20]);
propList = {"Name", "PopulationGrowth", "GDP", "TotalFertilityRate",
"GrossInvestment", "MedianAge"};
propLabels = {"country", "pop. growth", "GDP", "fertility", "grossInv", "medianAge"};
table = Prepend[propLabels] @ Select[FreeQ[_Missing]] @ ReplaceAll[Quantity -> (# &)] @
Outer[CountryData, countryList, propList];
Grid @ table
You might also consider Dataset
:
ds = Dataset @ Select[FreeQ[_Missing]] @ AssociationThread[countryList,
Map[AssociationThread[propList,
Function[p, ReplaceAll[Quantity -> (# &)] @
CountryData[#, p]] /@ propList] &] @ countryList]
Correct answer by kglr on December 5, 2020
Following @C.E's suggestion, I retrieved selected variables without strings:
Text[Grid[
Prepend[data = {CountryData[#, "Name"],
QuantityMagnitude@CountryData[#, "PopulationGrowth"],
QuantityMagnitude@CountryData[#, "GDP"],
QuantityMagnitude@CountryData[#, "TotalFertilityRate"],
QuantityMagnitude@CountryData[#, "GrossInvestment"],
QuantityMagnitude@CountryData[#, "InternetUsers"],
QuantityMagnitude@CountryData[#, "InventoryChange"],
QuantityMagnitude@CountryData[#, "MedianAge"],
QuantityMagnitude@CountryData[#, "TradeValueAdded"],
QuantityMagnitude@CountryData[#, "UnemploymentFraction"]} & /@
countLst, {"", "pop. growth", "GDP", "fertility", "grossInv",
"internet", "inventory", "medianAge", "tradeVA", "unempl."}],
Frame -> All, Background -> {None, {LightBlue, {LightYellow}}}]]
Then, I deleted Missing
observations from data
:
(*Export "data" to XLS format after deleting "Missing" observations*)
dataClean = Take[Select[data, FreeQ[#, _Missing] &], All, All]; (* thanks to @kglr *)
Export["(*directory address to save the Exported data*)dataClean.xls", dataClean];
Then I run two regression estimations (linear and quadratic) and plot original data points together with the regression lines:
(*Use a subset of "data" to run "Fit[...]" over "ListPlot[...]"*)
ClearAll[data, line, parabola];
data = {QuantityMagnitude@CountryData[#, "PopulationGrowth"], QuantityMagnitude@CountryData[#, "GDP"]}&/@countLst;
line = Fit[data, {1, x}, x];
parabola = Fit[data, {1, x, x^2}, x];
Show[
ListPlot[data, GridLines -> Automatic, ImageSize -> Large, PlotLegends -> "Expressions"], Plot[{line, parabola}, {x, 0, 15}]
]
In summary, here is what I did with this Code
:
CountryData[]
without any stringsMissing
observations from the extracted data setXLS
fileAnswered by Tugrul Temel on December 5, 2020
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