diff --git a/svm_class/svm_gradient.py b/svm_class/svm_gradient.py
index 1a978363..d4ddf6dc 100644
--- a/svm_class/svm_gradient.py
+++ b/svm_class/svm_gradient.py
@@ -70,7 +70,7 @@ def fit(self, X, Y, lr=1e-5, n_iters=400):
self.alphas[self.alphas < 0] = 0
self.alphas[self.alphas > self.C] = self.C
- # distrbution of bs
+ # distribution of bs
idx = np.where((self.alphas) > 0 & (self.alphas < self.C))[0]
bs = Y[idx] - (self.alphas * Y).dot(self.kernel(X, X[idx]))
self.b = np.mean(bs)
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