This example illustrates how to use the conditional calculation functions. |
Functions:
Source:
Here is some example weather data:
date | city | rain | temp | wind |
---|---|---|---|---|
1/23/17 | Valleyville | 0.00 | 12.8 | 6.7 |
1/23/17 | Center Town | 0.31 | 9.4 | 5.3 |
1/23/17 | Magic Mountain | 0.00 | 0.0 | 7.3 |
1/24/17 | Valleyville | 0.25 | 17.2 | 3.3 |
1/24/17 | Center Town | 0.54 | 1.1 | 7.6 |
1/24/17 | Magic Mountain | 0.32 | 5.0 | 8.8 |
1/25/17 | Valleyville | 0.02 | 3.3 | 6.8 |
1/25/17 | Center Town | 0.83 | 3.3 | 5.1 |
1/25/17 | Magic Mountain | 0.59 | -1.7 | 6.4 |
1/26/17 | Valleyville | 1.08 | 15.0 | 4.2 |
1/26/17 | Center Town | 0.96 | 6.1 | 7.6 |
1/26/17 | Magic Mountain | 0.77 | -3.9 | 3.0 |
1/27/17 | Valleyville | 1.00 | 7.2 | 2.8 |
1/27/17 | Center Town | 1.32 | 20.0 | 0.2 |
1/27/17 | Magic Mountain | 0.77 | 5.6 | 5.2 |
1/28/17 | Valleyville | 0.12 | -6.1 | 5.1 |
1/28/17 | Center Town | 0.14 | 5.0 | 4.9 |
1/28/17 | Magic Mountain | 1.50 | 1.1 | 0.4 |
1/29/17 | Valleyville | 0.36 | 13.3 | 7.3 |
1/29/17 | Center Town | 0.75 | 6.1 | 9.0 |
1/29/17 | Magic Mountain | 0.60 | 3.3 | 6.0 |
Transformation:
The following computes average temperature for rainy days by city:
The following computes maximum wind for sub-zero days by city:
This step calculates the minimum temp when the wind is less than 5 mph by city:
This step computes the variance in temperature for rainy days by city:
The following computes the standard deviation in rainfall for Center Town:
You can use the following transforms to format the generated output. Note the $col
placeholder value for the multi-column transforms:
Since the following rely on data that has only one significant digit, you should format them differently:
Results:
date | city | rain | temp | wind | avgTempWRain | maxWindSubZero | minTempWind5 | varTempWRain | stDevRainCT |
---|---|---|---|---|---|---|---|---|---|
1/23/17 | Valleyville | 0.00 | 12.8 | 6.7 | 8.3 | 5.1 | 7.2 | 63.8 | 0.37 |
1/23/17 | Center Town | 0.31 | 9.4 | 5.3 | 7.3 | 5 | 32.6 | 0.37 | |
1/23/17 | Magic Mountain | 0.00 | 0.0 | 7.3 | 1.6 | 6.43 | -3.9 | 12 | 0.37 |
1/24/17 | Valleyville | 0.25 | 17.2 | 3.3 | 8.3 | 5.1 | 7.2 | 63.8 | 0.37 |
1/24/17 | Center Town | 0.54 | 1.1 | 7.6 | 7.3 | 5 | 32.6 | 0.37 | |
1/24/17 | Magic Mountain | 0.32 | 5.0 | 8.8 | 1.6 | 6.43 | -3.9 | 12 | 0.37 |
1/25/17 | Valleyville | 0.02 | 3.3 | 6.8 | 8.3 | 5.1 | 7.2 | 63.8 | 0.37 |
1/25/17 | Center Town | 0.83 | 3.3 | 5.1 | 7.3 | 5 | 32.6 | 0.37 | |
1/25/17 | Magic Mountain | 0.59 | -1.7 | 6.4 | 1.6 | 6.43 | -3.9 | 12 | 0.37 |
1/26/17 | Valleyville | 1.08 | 15.0 | 4.2 | 8.3 | 5.1 | 7.2 | 63.8 | 0.37 |
1/26/17 | Center Town | 0.96 | 6.1 | 7.6 | 7.3 | 5 | 32.6 | 0.37 | |
1/26/17 | Magic Mountain | 0.77 | -3.9 | 3.0 | 1.6 | 6.43 | -3.9 | 12 | 0.37 |
1/27/17 | Valleyville | 1.00 | 7.2 | 2.8 | 8.3 | 5.1 | 7.2 | 63.8 | 0.37 |
1/27/17 | Center Town | 1.32 | 20.0 | 0.2 | 7.3 | 5 | 32.6 | 0.37 | |
1/27/17 | Magic Mountain | 0.77 | 5.6 | 5.2 | 1.6 | 6.43 | -3.9 | 12 | 0.37 |
1/28/17 | Valleyville | 0.12 | -6.1 | 5.1 | 8.3 | 5.1 | 7.2 | 63.8 | 0.37 |
1/28/17 | Center Town | 0.14 | 5.0 | 4.9 | 7.3 | 5 | 32.6 | 0.37 | |
1/28/17 | Magic Mountain | 1.50 | 1.1 | 0.4 | 1.6 | 6.43 | -3.9 | 12 | 0.37 |
1/29/17 | Valleyville | 0.36 | 13.3 | 7.3 | 8.3 | 5.1 | 7.2 | 63.8 | 0.37 |
1/29/17 | Center Town | 0.75 | 6.1 | 9.0 | 7.3 | 5 | 32.6 | 0.37 | |
1/29/17 | Magic Mountain | 0.60 | 3.3 | 6.0 | 1.6 | 6.43 | -3.9 | 12 | 0.37 |