Scripts for VPN experiments.

[pingpong.git] / python_ml / plotting-dbscan-complete.py

diff --git a/python_ml/plotting-dbscan-complete.py b/python_ml/plotting-dbscan-complete.py
index 55d5af4638306220119dcd8ef87f73b991023ed4..a2baa902c63104e52c02a2c6d24b07f4c5f60760 100644 (file)
--- a/python_ml/plotting-dbscan-complete.py
+++ b/python_ml/plotting-dbscan-complete.py
@@ -13,8 +13,8 @@ fig.set_size_inches(7, 7)
 # TODO: Just change the following path and filename 
 #      when needed to read from a different file
 path = "/scratch/July-2018/Pairs2/"
-device1 = "kwikset-on"
-device2 = "kwikset-off"
+device1 = "alexa2-on"
+device2 = "alexa2-off"
 filename1 = device1 + ".txt"
 filename2 = device2 + ".txt"
 
@@ -38,7 +38,7 @@ X = np.array(pairsArr);
 # Compute DBSCAN
 # eps = distances
 # min_samples = minimum number of members of a cluster
-db = DBSCAN(eps=30, min_samples=trig - 5).fit(X)
+db = DBSCAN(eps=10, min_samples=trig - 5).fit(X)
 core_samples_mask = np.zeros_like(db.labels_, dtype=bool)
 core_samples_mask[db.core_sample_indices_] = True
 labels = db.labels_
@@ -76,7 +76,7 @@ for pair in pairsArr:
        else:
        # Only print the frequency when this is a real cluster
                plt.text(pair[0], pair[1], str(pair[0]) + ", " + str(pair[1]) + 
-                       "\nFreq: " + str(labels.tolist().count(labels[count])), fontsize=10)
+                       "\nFreq:" + str(labels.tolist().count(labels[count])), fontsize=10)
        count = count + 1
 
 #====================================================================================================
@@ -138,7 +138,7 @@ for pair in pairsArr:
        else:
        # Only print the frequency when this is a real cluster
                plt.text(pair[0], pair[1], str(pair[0]) + ", " + str(pair[1]) + 
-                       "\nFreq: " + str(labels.tolist().count(labels[count])), fontsize=10)
+                       "\nFreq:" + str(labels.tolist().count(labels[count])), fontsize=10)
        count = count + 1