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How do I determine k when using k-means clustering?

...klearn.cluster import KMeans from sklearn.metrics import silhouette_score range_n_clusters = [2, 3, 4] # clusters range you want to select dataToFit = [[12,23],[112,46],[45,23]] # sample data best_clusters = 0 # best cluster number which you will get previous_silh_...
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How do I use IValidatableObject?

...idatableObject { [Required] public bool Enable { get; set; } [Range(1, 5)] public int Prop1 { get; set; } [Range(1, 5)] public int Prop2 { get; set; } public IEnumerable<ValidationResult> Validate(ValidationContext validationContext) { var results = n...
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How do you log content of a JSON object in Node.js?

... To have an output more similar to the raw console.log(obj) I usually do use console.log('Status: ' + util.inspect(obj)) (JSON is slightly different). share | imp...
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Print in one line dynamically

...ased on your code: from sys import stdout from time import sleep for i in range(1,20): stdout.write("\r%d" % i) stdout.flush() sleep(1) stdout.write("\n") # move the cursor to the next line Some things about this that may be surprising: The \r goes at the beginning of the string so ...
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Does JavaScript have the interface type (such as Java's 'interface')?

...ew TypeError('Value must be numeric'); } //latitude is in range between 0 and 90 if(prop == 'lat' && !(0 < val && val < 90)) { throw new RangeError('Position is out of range!'); } //longitude is in range between 0 and 180 ...
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Why does direction of index matter in MongoDB?

...The order of the nodes in the tree is irrelevant. If you are returning a range of nodes - The elements close to each other will be down the same branches of the tree. The closer the nodes are in the range the quicker they can be retrieved. With a single field index - The order won't matter. If ...
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When is each sorting algorithm used? [closed]

...worth a try: Counting sort: When you are sorting integers with a limited range. Radix sort: When log(N) is significantly larger than K, where K is the number of radix digits. Bucket sort: When you can guarantee that your input is approximately uniformly distributed. ...
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Fast check for NaN in NumPy

...a n: numpy.random.rand(n), kernels=[min, sum, dot, any, einsum], n_range=[2 ** k for k in range(20)], logx=True, logy=True, xlabel="len(a)", ) share | improve this answer ...
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Is it possible to specify your own distance function using scikit-learn K-Means Clustering?

... X.shape, centres.shape, delta, maxiter, metric) allx = np.arange(N) prevdist = 0 for jiter in range( 1, maxiter+1 ): D = cdist_sparse( X, centres, metric=metric, p=p ) # |X| x |centres| xtoc = D.argmin(axis=1) # X -> nearest centre distances = D[a...
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How to get HTTP Response Code using Selenium WebDriver

...s":{"frameId":"3928.1","requestId":"3928.1","response":{"headers":{"Accept-Ranges":"bytes","Keep-Alive":"timeout=4, max=100","Cache-Control":"max-age=300","Server":"Apache/2.2.22 (Ubuntu)","Connection":"Keep-Alive","Content-Encoding":"gzip","Vary":"Accept-Encoding","Expires":"Tue, 11 Oct 2016 14:13:...