1 files changed, 35 insertions, 0 deletions

diff --git a/Metrics/Metrics-Calculation/metrics_plot/src/test.py b/Metrics/Metrics-Calculation/metrics_plot/src/test.py
new file mode 100644
index 00000000..d1aae53a
--- /dev/null
+++ b/Metrics/Metrics-Calculation/metrics_plot/src/test.py
@@ -0,0 +1,35 @@
+from sklearn.datasets import load_digits
+from sklearn.manifold import MDS
+import matplotlib.pyplot as plt
+from scipy import stats
+import numpy as np
+
+dist = []
+
+for i in range(100):
+    rvs = stats.uniform.rvs(size=500, loc=0., scale=1)
+    dist.append(rvs)
+
+for i in range(100):
+    rvs2 = stats.powerlaw .rvs(1.66, size=500)
+    dist.append(rvs2)
+
+matrix = np.empty((len(dist),len(dist)))
+
+for i in range(len(dist)):
+    matrix[i,i] = 0
+    for j in range(i+1, len(dist)):
+        value, p = stats.ks_2samp(dist[i], dist[j])
+        matrix[i, j] = value
+        matrix[j, i] = value
+
+embedding = MDS(n_components=2, dissimilarity='precomputed')
+trans = embedding.fit_transform(X=matrix)
+x = (trans[:100,0]).tolist()
+y = (trans[:100,1]).tolist()
+
+x2 = (trans[100:,0]).tolist()
+y2 = (trans[100:,1]).tolist()
+plt.plot(x, y, 'yo')
+plt.plot(x2, y2, 'ro')
+plt.show()