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A helper library for pulling data from netdata into a pandas dataframe.

Project description

netdata-pandas

A helper library to pull data from netdata api into a pandas dataframe.

pypi package CI

Install

pip install netdata-pandas

Documentation

More detailed documentation can be found at https://netdata.github.io/netdata-pandas

Quickstart

Get some data into a pandas dataframe.

from netdata_pandas.data import get_data

df = get_data('london.my-netdata.io', ['system.cpu','system.load'], after=-60, before=0)
print(df.shape)
print(df.head())
(60, 12)
            system.cpu|guest_nice  system.cpu|guest  system.cpu|steal  \
time_idx                                                                
1592303824                      0                 0          0.250627   
1592303825                      0                 0          0.000000   
1592303826                      0                 0          0.000000   
1592303827                      0                 0          0.000000   
1592303828                      0                 0          0.000000   

            system.cpu|softirq  system.cpu|irq  system.cpu|user  \
time_idx                                                          
1592303824            0.250627               0         0.501253   
1592303825            0.000000               0         1.250000   
1592303826            0.000000               0         0.502513   
1592303827            0.000000               0         1.005025   
1592303828            0.000000               0         1.002506   

            system.cpu|system  system.cpu|nice  system.cpu|iowait  \
time_idx                                                            
1592303824           0.501253                0                0.0   
1592303825           0.500000                0                0.0   
1592303826           0.502513                0                0.0   
1592303827           1.005025                0                0.0   
1592303828           0.250627                0                0.0   

            system.load|load1  system.load|load5  system.load|load15  
time_idx                                                              
1592303824                NaN                NaN                 NaN  
1592303825                0.0               0.02                 0.0  
1592303826                0.0               0.02                 0.0  
1592303827                0.0               0.02                 0.0  
1592303828                0.0               0.02                 0.0  

Examples

You can find some more examples in the examples folder.

Or if you just want to play with it right now you can use this Google Colab notebook to quickly get started.

Project details


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