refactor

src/models/OurKmeans.py

@@ -1,6 +1,3 @@
-from cProfile import label
-from sklearn.cluster import KMeans
-from sympy import centroid
 from cmath import sqrt
 
 class OurKmeans():

src/models/kmeans_based_model.py

@@ -1,5 +1,3 @@
-from sqlite3 import SQLITE_CREATE_TRIGGER
-from unittest import result
 from sklearn.cluster import KMeans
 from models.OurKmeans import OurKmeans
 from models.dict import Dict

src/requirements.txt

@@ -4,4 +4,5 @@ unidecode
 ir_datasets
 dictdatabase
 typing
-scikit-learn
+scikit-learn
+matplotlib

src/test/plots_evaluation_meassures.py

@@ -1,25 +1,6 @@
-from turtle import mode
-from numpy import *
-import math
 import matplotlib.pyplot as plt
-from sympy import im
 import sys
-import dictdatabase as ddb
-
-# t = linspace(0, 2*math.pi, 400)
-# a = sin(t)
-# b = cos(t)
-# c = a + b
-
-# plt.plot(t, a, 'r') # plotting t, a separately 
-# plt.plot(t, b, 'b') # plotting t, b separately 
-# plt.plot(t, c, 'g') # plotting t, c separately 
-# plt.show()
-
-import numpy as np
-import matplotlib
 import json
-import matplotlib.pyplot as plt
 import os