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# k-Shape
Python implementation of [k-Shape](http://www.cs.columbia.edu/~jopa/kshape.html),
a new fast and accurate unsupervised Time Series cluster algorithm
a new fast and accurate unsupervised Time Series cluster algorithm.
[See also](#relevant-articles)
## Usage
@ -48,3 +49,12 @@ for f in df.columns:
if not df[f].isnull().any() and df[f].var() != 0:
time_series.append[df[f]]
```
## Relevant Articles
```
Paparrizos J and Gravano L (2015).
k-Shape: Efficient and Accurate Clustering of Time Series.
In Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data, series SIGMOD '15,
pp. 1855-1870. ISBN 978-1-4503-2758-9, http://doi.org/10.1145/2723372.2737793. '
```