Main Classes
Here is a (non-exhaustive) list of classes of objects in gstlearn:
- Db, DbGrid: Numerical data base
- DirParam, VarioParam and Vario: Experimental variograms
- Model: Variogram model
- Neigh: Neighborhood
- Anam: Gaussian anamorphosis
- Polygon: 2-D polygonal shapes
- Rule: Lithotype rule for thresholds used for truncated plurigaussian models
Importing External File
Loading a CSV File
We start by downloading the file called Scotland_Temperatures.csv
and we store it in the current working directory. In this example, the file (called filecsv
) is provided as a CSV format file. We load it into a data frame (named datcsv
) using the relevant R-command. Note that “MISS” keyword is used in this file to indicate a missing value. Such values will be replaced by NA.
filecsv = "Scotland_Temperatures.csv"
if(flagInternetAvailable){
download.file(paste0("https://soft.minesparis.psl.eu/gstlearn/data/Scotland/",filecsv), filecsv)
}
datcsv = read.csv(filecsv, na.strings = "MISS")
We can check the contents of the data frame (by simply typing its name) and see that it contains four columns (respectively called Longitude
, Latitude
, Elevation
, January_temp
) and 236 rows (header line excluded).
datcsv
Creating Db object from a data.frame
The user can then create a database of the gstlearn package (Db class) directly from the previously imported data.frame.
# Create an empty Db
dat = Db()
# And import all columns in one a loop using [] operator
for (field in names(datcsv))
dat[field] = datcsv[field]
dat
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 0
## Number of Columns = 4
## Maximum Number of UIDs = 4
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = Longitude - Locator = NA
## Column = 1 - Name = Latitude - Locator = NA
## Column = 2 - Name = Elevation - Locator = NA
## Column = 3 - Name = January_temp - Locator = NA
Creating Db object directly from CSV file
These operations can be performed directly by reading the CSV file again and load it directly into a Db.
To do so, we start by creating CSVformat
object using the CSVformat_create
function. This object is used to specify various properties of the file we want to load, namely the presence of a header line (through the argument flagHeader
) and the way missing values are coded in the file (through the argument naString
).
Then, the function Db_createFromCSV
allows to load directly the CSV file into a gstlearn data base.
csv = CSVformat_create(flagHeader=TRUE, naString = "MISS")
dat = Db_createFromCSV(filecsv, csv=csv)
dat
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 0
## Number of Columns = 5
## Maximum Number of UIDs = 5
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = NA
## Column = 2 - Name = Latitude - Locator = NA
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = NA
Note that a “rank” variable has been automatically added. The rank is always 1-based and must be distinguish from an index (0-based) when calling gstlearn functions (except for the []
operator, see below). The rank variable could be later useful for certain functions of the gstlearn package.
Importing Db File from a “Neutral File”
A last solution is to import it directly from the set of demonstration files (provided together with the package and called fileNF
) and stored in a specific format (Neutral file).
These NF (or neutral file) are currently used for serialization of the gstlearn objects. They will probably be replaced in the future by a facility backuping the whole workspace in one step.
Note that the contents of the Db is slightly different from the result obtained when reading from CSV. Essentially, some variables have a Locator
field defined, some do not. This concept will be described later in this chapter and the difference can be ignored.
fileNF = "Scotland_Temperatures.NF"
if(flagInternetAvailable){
download.file(paste0("https://soft.minesparis.psl.eu/gstlearn/data/Scotland/",fileNF), fileNF)
}
dat = Db_createFromNF(fileNF)
dat
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 2
## Number of Columns = 5
## Maximum Number of UIDs = 5
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = x1
## Column = 2 - Name = Latitude - Locator = x2
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = z1
Discovering Db
The Db class
Db objects (as all objects that inherits from AStringable) have a method display
allowing to print a summary of the content of the data base. The same occurs when typing the name of the variable at the end of a chunck (see above).
dat$display()
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 2
## Number of Columns = 5
## Maximum Number of UIDs = 5
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = x1
## Column = 2 - Name = Latitude - Locator = x2
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = z1
## NULL
As described in the “Data Base Summary” section, this Db object contains 5 fields (called Columns), and contains 236 data points (called samples). Upon inspection, we see that the 4 variables of the csv file are present (Columns 1 through 4), alongside with an additional variable called rank
(Column 0).
In addition, some interesting information tells you that this data base corresponds to a 2-D dimension one: this will be described later together with the use of the Locator information.
Remark: To get more information on the contents of the Db, we can provide the display
method of a Db with a DbStringFormat object used to describe which information we would like to print. Such objects can be created using the function DbStringFormat_createFromFlags
. We refer the reader to the documentation of the DbStringFormat class for more details. The example below provides a way to add summary statistics about some variables of the Db to the Db summary.
dbfmt = DbStringFormat_createFromFlags(flag_stats=TRUE, names=c("Elevation", "January_temp"))
dat$display(dbfmt)
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 2
## Number of Columns = 5
## Maximum Number of UIDs = 5
## Total number of samples = 236
##
## Data Base Statistics
## --------------------
## 4 - Name Elevation - Locator NA
## Nb of data = 236
## Nb of active values = 236
## Minimum value = 2.000
## Maximum value = 800.000
## Mean value = 146.441
## Standard Deviation = 165.138
## Variance = 27270.713
## 5 - Name January_temp - Locator z1
## Nb of data = 236
## Nb of active values = 151
## Minimum value = 0.600
## Maximum value = 5.200
## Mean value = 2.815
## Standard Deviation = 1.010
## Variance = 1.020
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = x1
## Column = 2 - Name = Latitude - Locator = x2
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = z1
## NULL
Monovariate statistics are better displayed using a single function called dbStatisticsMonoT. This function waits for a vector of enumerators of type EStatOption as statistic operators. Such vector is created using a static function called fromKeys which is available in all enumerators classes (i.e. inherits from AEnum).
dbStatisticsMonoT(dat,
names=c("Elevation", "January_temp"),
opers=EStatOption_fromKeys(c("MEAN","MINI","MAXI")))
##
## Monovariate Statistics on Variables
## -----------------------------------
## Mean Minimum Maximum
## Elevation 87.974 3.000 387.000
## *ary_temp 2.815 0.600 5.200
Assessors for Db class
We can also consider the data base as a data frame and use the [ ]
assessors. For instance, the full content of a Db
can be displayed as a data.frame as follows.
dat[]
We can access to one or several variables. Note that the contents of the Column corresponding to the target variable (i.e. January_temp) is produced as a 1D vector.
Also note the presence of samples with NA
corresponding to those where the target variable is not informed (‘MISS’ in the original dataset file).
dat["January_temp"]
## [1] 1.7 2.0 4.6 NA 3.1 3.5 3.4 3.0 4.9 2.9 NA 1.3 NA 4.0 1.7 NA 1.9 3.3
## [19] 2.3 NA 2.3 2.6 NA 2.7 2.9 NA 1.0 1.2 NA 3.1 NA 3.7 2.1 2.5 2.9 NA
## [37] NA NA 3.1 2.1 NA 2.7 3.0 NA NA 1.8 NA NA 2.2 2.9 3.3 NA 5.0 1.6
## [55] NA 2.1 3.2 4.2 1.1 NA 2.7 0.6 3.2 NA 2.5 2.0 2.8 NA 3.2 3.2 4.5 3.3
## [73] 4.1 2.2 1.7 4.3 5.2 NA 1.6 3.9 3.1 NA 3.5 4.7 3.6 NA 1.8 1.7 NA NA
## [91] NA NA NA NA NA 1.7 NA 3.0 4.6 3.9 3.2 1.3 NA NA NA 4.7 NA 2.6
## [109] 2.0 4.7 1.2 2.9 0.9 3.0 NA 3.6 0.7 3.3 NA NA NA 2.7 NA 2.7 2.4 NA
## [127] NA 2.0 2.6 NA 4.3 NA NA NA NA 3.1 3.4 3.1 2.0 1.3 1.9 NA 3.3 2.7
## [145] 4.4 NA 3.0 0.9 0.7 NA 3.6 NA 3.5 NA 2.4 1.0 NA 3.6 NA NA NA NA
## [163] 3.0 NA 3.5 4.0 3.0 3.6 NA 3.2 1.7 2.7 1.9 NA NA 4.4 1.9 3.3 NA NA
## [181] 3.5 1.7 3.0 NA 2.7 NA 1.0 3.3 NA NA 3.2 3.9 NA NA 3.0 NA 3.8 NA
## [199] 2.8 NA 2.9 1.4 2.6 3.0 NA 2.8 2.9 3.6 NA 2.0 4.6 3.7 NA NA 4.5 2.7
## [217] NA 4.7 1.7 1.9 3.5 NA NA NA 2.1 2.3 3.1 NA NA 2.0 2.6 2.8 2.6 NA
## [235] 2.1 2.6
But it can be more restrictive as in the following paragraph, where we only consider the samples 10 to 15, and only consider the variables rank, Latitude, Elevation. In R indices in array start from 1 to N (1-based). Indices slice ‘10:15’ in R means indices {10,11,12,13,14,15} (the last index is considered which is different from Python) which means ranks {10,11,12,13,14,15}.Be carefull that for all other functions of the gstlearn package, indices must be provided 0-based.
dat[10:15, c("rank", "Latitude", "Elevation")]
We can also replace the variable name by their Column index (1-based in []
operator) in the data base.
dat[10:15, 3:4]
This is not recommended as the Column index of a given variable may vary over time.
A particular function is available to convert all the data base in an appropriate object of the Target Langage (here R). A gstlearn Db is converted into a data.frame using toTL.
dat$toTL()
Finally, an interesting feature of the [ ]
assessors is that it allows to easily incorporate new variables into a Db or modify the existing ones. For instance, in the next example, a new variable newvar
is created and added to the data base dat
.
dat["newvar"] = 12.3 * dat["Elevation"] - 2.1 * dat["*temp"]
dat
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 2
## Number of Columns = 6
## Maximum Number of UIDs = 6
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = x1
## Column = 2 - Name = Latitude - Locator = x2
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = z1
## Column = 5 - Name = newvar - Locator = NA
Remark: Note that variables names may be specified using traditional regexp expressions (for instance, the symbol ‘*’ replaces any list of characters meaning that ["*temp"]
selects all the variable names ending with temp
).
The user also can remove a variable from the data base by doing the following:
dat$deleteColumn("newvar")
## NULL
dat$display()
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 2
## Number of Columns = 5
## Maximum Number of UIDs = 6
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = x1
## Column = 2 - Name = Latitude - Locator = x2
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = z1
## NULL
Locators
The locators are used to specify the role assigned to a Column for the rest of the study (unless they are modified). The locator is characterized by its name (Z
for a variable and X
for a coordinate) within the Enumeration ELoc
.
dat$setLocators(c("Longitude","Latitude"), ELoc_X())
## NULL
dat$setLocator("*temp", ELoc_Z(), cleanSameLocator=TRUE)
## NULL
dat
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 2
## Number of Columns = 5
## Maximum Number of UIDs = 6
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = x1
## Column = 2 - Name = Latitude - Locator = x2
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = z1
As can be seen in the printout, variables Latitude
and Longitude
have been designated as coordinates (pay attention to the order) and January_temp
is the (unique) variable of interest. Therefore any subsequent step will be performed as a monovariate 2-D process.
The locator is translated into a letter,number pair for better legibility: e.g. x1
for the first coordinate.
Here are all the roles known by gstlearn:
ELoc_printAll()
## -1 - UNKNOWN : Unknown locator
## 0 - X : Coordinate
## 1 - Z : Variable
## 2 - V : Variance of measurement error
## 3 - F : External Drift
## 4 - G : Gradient component
## 5 - L : Lower bound of an inequality
## 6 - U : Upper bound of an inequality
## 7 - P : Proportion
## 8 - W : Weight
## 9 - C : Code
## 10 - SEL : Selection
## 11 - DOM : Domain
## 12 - BLEX : Block Extension
## 13 - ADIR : Dip direction Angle
## 14 - ADIP : Dip Angle
## 15 - SIZE : Object height
## 16 - BU : Fault UP termination
## 17 - BD : Fault DOWN termination
## 18 - TIME : Time variable
## 19 - LAYER : Layer rank
## 20 - NOSTAT : Non-stationary parameter
## 21 - TGTE : Tangent
## 22 - SIMU : Conditional or non-conditional simulations
## 23 - FACIES : Facies simulated
## 24 - GAUSFAC : Gaussian value for Facies
## 25 - DATE : Date
## 26 - RKLOW : Rank for lower bound (when discretized)
## 27 - RKUP : Rank for upper bound (when discretized)
## 28 - SUM : Constraints on the Sum
## NULL
More with Db
Plotting a Db
Plot the contents of a Db using functions of the package (which relies on ggplot2). The color option is used to represent to january_temp
variable.
Note: Non availalble values (NaN) are display in gray. This will be tunable in future versions.
p = ggDefaultGeographic()
p = p + plot.point(dat, name_color="January_temp", show.legend.symbol = TRUE,
legend.name.color="Temperature")
p = p + plot.decoration(title="January Temperature", xlab="Easting", ylab="Northing")
ggPrint(p)
![](data:image/png;base64,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)
A more elaborated graphic representation displays the samples with a symbol proportional to the Elevation (name_size) and a color representing the Temperature (name_color).
p = ggDefaultGeographic()
p = p + plot.point(dat, name_size="Elevation", name_color="January_temp", show.legend.symbol = TRUE,
legend.name.color="Temperature", legend.name.size="Elevation")
p = p + plot.decoration(title="January Temperature", xlab="Easting", ylab="Northing")
ggPrint(p)
![](data:image/png;base64,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)
Of course, you can use your own graphical routines (for example, a direct call to ggplot2) by simply accessing to the gstlearn data base values (using ‘[ ]’ accessor):
p = ggplot()
p = p + geom_point(data=dat[], mapping=aes(x=dat["x1"], y=dat["x2"], color=dat["January_temp"]))
p = p + labs(color = "Temperature")
p = p + labs(x = "Easting", y = "Northing")
p = p + labs(title = "January Temperature")
plot(p)
![](data:image/png;base64,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)
Grid Data Base
On the same area, a terrain model is available (as a demonstration file available in the package distribution). We first download it and create the corresponding data base defined on a grid support (DbGrid).
fileNF = "Scotland_Elevations.NF"
if(flagInternetAvailable){
download.file(paste0("https://soft.minesparis.psl.eu/gstlearn/data/Scotland/",fileNF), fileNF)
}
grid = DbGrid_createFromNF(fileNF)
grid
##
## Data Base Grid Characteristics
## ==============================
##
## Data Base Summary
## -----------------
## File is organized as a regular grid
## Space dimension = 2
## Number of Columns = 4
## Maximum Number of UIDs = 4
## Total number of samples = 11097
## Number of active samples = 3092
##
## Grid characteristics:
## ---------------------
## Origin : 65.000 535.000
## Mesh : 4.938 4.963
## Number : 81 137
##
## Variables
## ---------
## Column = 0 - Name = Longitude - Locator = x1
## Column = 1 - Name = Latitude - Locator = x2
## Column = 2 - Name = Elevation - Locator = f1
## Column = 3 - Name = inshore - Locator = sel
We can check that the grid is constituted of 81 columns and 137 rows, or 11097 grid cells. We can also notice that some locators are already defined (these information are stored in the Neutral File).
Selection
We can check the presence of a variable (called inshore
) which is assigned to the sel
locator: this corresponds to a Selection which acts as a binary filter: some grid cells are active and others are masked off. The count of active samples is given in the previous printout (3092). This selection remains active until it is replaced or deleted (there may not be more than one selection defined at a time per data base). This is what can be seen in the following display where we represent the Elevation
only within the inshore
selection.
p = ggDefaultGeographic()
p = p + plot.grid(grid, name_raster="Elevation", show.legend.raster=TRUE, legend.name.raster="Elevation")
p = p + plot.decoration(title="Elevation", xlab="Easting", ylab="Northing")
ggPrint(p)
![](data:image/png;base64,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)
Note that any variable can be considered as a Selection: it must simply be assigned to the sel
locator using the setLocator
variable described earlier.
Final plot
On this final plot, we combine grid and point representations.
p = ggDefaultGeographic()
p = p + plot.grid(grid, name_raster="Elevation", show.legend.raster=TRUE, legend.name.raster="Elevation")
p = p + plot.point(dat, name_size="January_temp", show.legend.symbol=TRUE, legend.name.size="Temperature", sizmin=1, sizmax=3, color="yellow")
p = p + plot.decoration(title="Elevation and Temperatures", xlab="Easting", ylab="Northing")
ggPrint(p)
![](data:image/png;base64,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)