Statistics API in R built with docker 🐳
Get basic descriptive statistics from a dataset
http://localhost:3030/api/v1/describe?columns=Temperatura
| Parameter | Description | Example |
|---|---|---|
| columns | Define columns to get summaries, 'All' by default | ?columns=Temperatura,C02,altitude |
{
"data": [
{"Date": "2016-12-06", "Temperatura": 0.7895, "Source": "GCAG"},
{"Date": "2016-12-06", "Temperatura": 0.81, "Source": "GISTEMP"},
{"Date": "2016-11-06", "Temperatura": 0.7504, "Source": "GCAG"},
{"Date": "2016-11-06", "Temperatura": 0.93, "Source": "GISTEMP"},
{"Date": "2016-10-06", "Temperatura": 0.7292, "Source": "GCAG"},
{"Date": "2016-10-06", "Temperatura": 0.89, "Source": "GISTEMP"},
{"Date": "2016-09-06", "Temperatura": 0.8767, "Source": "GCAG"},
{"Date": "2016-09-06", "Temperatura": 0.87, "Source": "GISTEMP"},
{"Date": "2016-08-06", "Temperatura": 0.8998, "Source": "GCAG"}
]
}
{
"summary": {
"Temperatura": {
"length": 0,
"columns": 0,
"min": 0,
"max": 0,
"mean": 0,
"median": 0,
"mode": 0,
"range": 0,
"var": 0,
"sd": 0,
"quantile": {
"0": 0.0,
"25": 0.0,
"75": 0.0,
"100": 0.0
}
}
}
}
Get variance, standar deviation, covariance and correlation coefficient from a dataset
http://localhost:3030/api/v1/correlation?columns=test,Temperature
| Parameter | Description | Example |
|---|---|---|
| columns | Define columns to get cor and cov, 'All' by default | ?columns=test,Temperature |
| method | Define the method to get correlation('pearson', 'kendall', 'spearman'), 'pearson' by default | ?method=pearson |
{
"data": [
{"Date": "2016-12-06", "Radiation":0.23, "test":34, "Temperature": 0.7895, "Source": "GCAG"},
{"Date": "2016-11-06", "Radiation":0.64, "test":30, "Temperature": 0.7504, "Source": "GCAG"},
{"Date": "2016-10-06", "Radiation":0.18, "test":35, "Temperature": 0.7292, "Source": "GCAG"},
{"Date": "2016-05-06", "Radiation":0.73, "test":30, "Temperature": 0.93, "Source": "GISTEMP"},
{"Date": "2016-04-06", "Radiation":0.65, "test":24, "Temperature": 1.0733, "Source": "GCAG"},
{"Date": "2016-04-06", "Radiation":0.61, "test":31, "Temperature": 1.09, "Source": "GISTEMP"},
{"Date": "2016-03-06", "Radiation":0.53, "test":30, "Temperature": 1.2245, "Source": "GCAG"},
{"Date": "2016-03-06", "Radiation":0.89, "test":11, "Temperature": 1.3, "Source": "GISTEMP"}
]
}
{
"correlation": {
"size": 73,
"variables": "test,Temperature",
"covariance": 17.0051,
"correlation": 0.7767,
"correlationMethod": "pearson",
"variance": {
"test": 36.0638,
"Temperature": 13.4418
},
"standarDeviation": {
"test": 6.0053,
"Temperature": 3.6663
}
}
}
more than two columns return a matrix of correlations and covariances, Response of http://localhost:3030/api/v1/correlation?columns=test,Radiation,Temperature:
...
"correlation": [
{
"test": 1,
"Radiation": -0.7728,
"Temperature": -0.7186,
"_row": "test"
},
{
"test": -0.7728,
"Radiation": 1,
"Temperature": 0.656,
"_row": "Radiation"
},
{
"test": -0.7186,
"Radiation": 0.656,
"Temperature": 1,
"_row": "Temperature"
}
]
...