General overview
The Analyst calculator is a powerful tool for data editing and calculation. The calculator includes tools for column creation and deletion, calculation tools with common functions, and data selection:
Create new columns.
Calculate and write values into columns. Choose a column for calculation, insert the expression, and click the "Calculate" button. New values will rewrite values in the column.
Apply calculations on selected records only. Select the record in the table view, open the context menu (right-click), and choose "Add to selection". Write the expression into the box for selection and press the "Apply selection" button.
Explore columns. Click on the column in the list and press the "Describe column" button.
Check your results before saving. Choose table view and explore table records.
Save changes. Click on the "Save" button.
You can drag a column from the column list and drop it into one of the expression boxes. Column expression will be correctly transformed into processing form. This behavior is implemented in the unique values list too. Predefined functions can be dragged and dropped into the calculation expression box.
# | Component | Description |
1 | List of columns | List of columns available for expression construction. For inserting the expression you can drag the list item and drop it into one of the expression boxes or just double-click on the name and the column will be added to the expression with the cursor in the right form. |
2 | New | Opens the dialog for creating a new column in the dataset. |
Delete | Removes selected columns from the dataset | |
3 | Expression box for calculation | Insert expression for calculation. The calculation will be applied to selected records only or all records. Below the expression box are buttons with operands. |
4 | Expression buttons | Click on the buttons to insert symbols in the expression box |
Clear | Clears expression field | |
5 | Functions | List of predefined functions which are possible to use in expression boxes |
6 | Table view | The table view shows selected records - highlighted by yellow color. The table view includes a context menu with functions for manual selection and deselection of records. |
7 | Clear selection | Clears selected records |
8 | Calculate | Launch calculation |
9 | Describe column | Describe column opens and expands the Column description section. All unique values in the column are listed. This can be used to see all existing flag columns. Values are often used in a calculation or selection expression. Users can drag & drop or double-click the value. Basic statistics are displayed at the bottom of the Column description section. |
10 | Switch selection | Invert selection. Selected points are deselected and not selected points are selected. |
11 | Selected records only | Show/hide not selected rows for better readability. |
12 | Save | Save changes |
13 | Close | Close calculator window |
Useful calculation expressions
Below there are some samples of useful calculation expressions for datasets.
Type | Description | Expression |
Missing solar irradiance components | GHI - Global horizontal irradiance | col["DNI"] * sin(radians(sun_elevation)) + col["DIF"] |
DNI - Direct normal irradiance | (col["GHI"] - col["DIF"]) / sin(radians(sun_elevation)) | |
DIF - Diffuse horizontal irradiance | col["GHI"] - col["DNI"] * sin(radians(sun_elevation)) | |
Kt - Clearness index | col["GHI"] / ETR | |
Ktb | col["DNI"] / ETR | |
D2G - Diffuse to global ratio | col["DIF"] / col["GHI"] | |
Unit conversions | Temperature Celsius to Fahrenheit | col["TEMP"] * 1.8 + 32 |
Temperature Fahrenheit to Celsius | (col["TEMP"] - 32)*(5/9) | |
Irradiation kWh/m2 to kJ/m2 | col["DNI"] * 3600 | |
Irradiation kJ/m2 to kWh/m2 | col["DNI"] / 3600 | |
Datetime selection | From a specific date (year) | col["datetime"] > "2018" |
From a specific date (year) | col["datetime"] > "2017-10" | |
From a specific date (year) | col["datetime"] > "2017-10-30" | |
From a specific date (year) | col["datetime"] > "2017-09-30 10:35:00" | |
Exact date (year)* | col["datetime"] == "2017-09-30" | |
Excludes date* | col["datetime"] != "2017-09-30" | |
Combination using logical operators | (col["datetime"] > "2017-09-30 10:35:00") And (col["datetime"] < "2017-09-30 12:15:00") | |
Combination using logical operators | (col["datetime"] > "2017-09-30") And (col["datetime"] < "2017-10-01") | |
Combination using logical operators | (col["datetime"] > "10:00") And (col["datetime"] < "15:00") | |
Column selection | Combination using logical operators | (( col["GHI"] + col["DNI"] ) > 1200) And (col["TEMP"] < 30.2) |
Combination using logical operators | (( col["GHI"] + col["DNI"] ) > 1200) And (Not( col["TEMP"] > 30.2)) | |
Mixed selection | Combination using logical operators | (Not((col["datetime"] > "09:00") And (col["datetime"] < "15:00"))) Or (col["GHI"] > 800 ) And (col["DNI"] < 500) |
*operations == and != support only date value, not datetime or time value
Copy a column
Example: Copy the column DNI from our dataset.
Open Calculator
Push the "New" button under the column list
Fill in "Name" (eg. new_DNI), parameter type (DNI), and press "OK". For filling in other optional information you have to use Metadata editor.
Choose the new column in a combo box (eg. col["new_DNI"])
Fill the expression box (eg. col["old_DNI]).
Press "Validate" button
If validate step was without errors press the "Calculate" button
For permanent saving of the results press the "Save" button
Select records marked with a specific flag
Example: Select only those GHI values whose flag value is 2.
Open Calculator
Double-click on column (eg. flg_GHI)
Type "==" or click on "==" button
Type value 2. Final expression will be: col["flg_GHI"] == 2
Press "Validate" button
If validate step was without errors press the "Apply" button
Calculate parameters
Example: Diffuse horizontal irradiance (DIF) data was missing in the original imported file.
Open Calculator
Push the "New" button under the column list
Fill in "Name" (DIF), parameter type (DIF), and press "OK". For filling in other optional information you have to use Metadata editor.
In the expression combo-box choose a column for calculation (col["DIF"])
Type in calculation formula into expression box (col["GHI"] - col["DNI"] * sin(radians(sun_elevation)))
Press "Calculate" to launch the calculation.
Press "Save" to save for saving your calculation into your dataset.
Calculate parameters (only if values are empty)
Example: Calculate values for DIF, only for records with empty values:
Open Calculator
Push "Select data" button
Select DIF in the column list and press "Describe column"
Double-click on the DIF column (will bring the column into the expression box), press "==" button, and double-click on "NaN" value in a unique value list. Final expression looks like this: col["DIF"] == NaN
Press "Apply" and close the window after the message informs you about the selection. Now you have selected all records with missing DIF value
In the expression combo-box choose a column for calculation (col["DIF"])
Type in calculation formula into expression box (col["GHI"] - col["DNI"] * sin(radians(sun_elevation)))
Press "Calculate" to launch the calculation. Calculation is applied only for selected records
Press "Save" to save your calculation into your dataset.