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other:python:misc_by_jyp [2022/02/21 12:52] jypeter Added numpy section |
other:python:misc_by_jyp [2022/02/21 14:47] jypeter [numpy related stuff] Added np.unique example |
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==== numpy related stuff ==== | ==== numpy related stuff ==== | ||
+ | === Finding and counting unique values === | ||
+ | |||
+ | Use ''np.unique'', do **not** try to use histogram related functions! | ||
+ | |||
+ | <code>>>> vals = np.random.randint(2, 5, (10,)) * 0.5 # Get 10 discreet float values | ||
+ | >>> vals | ||
+ | array([1. , 2. , 1. , 2. , 2. , 1.5, 1. , 1.5, 2. , 1.5]) | ||
+ | >>> np.unique(vals) | ||
+ | array([1. , 1.5, 2. ]) | ||
+ | >>> np.unique(vals, return_counts=True) | ||
+ | (array([1. , 1.5, 2. ]), array([3, 3, 4])) | ||
+ | >>> np.sort(vals) # Sorted copy, in order to check the result | ||
+ | array([1. , 1. , 1. , 1.5, 1.5, 1.5, 2. , 2. , 2. , 2. ])</code> | ||