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fix typos and standardize default description in hdbscan_.py #659

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11 changes: 5 additions & 6 deletions hdbscan/hdbscan_.py
Original file line number Diff line number Diff line change
Expand Up @@ -1008,17 +1008,16 @@ class HDBSCAN(BaseEstimator, ClusterMixin):
to True will override this and allow single cluster results in
the case that you feel this is a valid result for your dataset.

prediction_data : boolean, optional
prediction_data : boolean, optional (default=False)
Whether to generate extra cached data for predicting labels or
membership vectors for new unseen points later. If you wish to
persist the clustering object for later re-use you probably want
to set this to True.
(default False)

branch_detection_data : boolean, optional
Whether to generated extra cached data for detecting branch-
branch_detection_data : boolean, optional (default=False)
Whether to generate extra cached data for detecting branch-
hierarchies within clusters. If you wish to use functions from
``hdbscan.branches`` set this to True. (default False)
``hdbscan.branches`` set this to True.

match_reference_implementation : bool, optional (default=False)
There exist some interpretational differences between this
Expand Down Expand Up @@ -1089,7 +1088,7 @@ class HDBSCAN(BaseEstimator, ClusterMixin):

branch_detection_data_ : BranchDetectionData object
Cached data used for detecting branch-hierarchies within clusters.
Neccessary only if you are using funcotin from ``hdbscan.branches``.
Neccessary only if you are using function from ``hdbscan.branches``.

exemplars_ : list
A list of exemplar points for clusters. Since HDBSCAN supports
Expand Down