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@ -5,7 +5,6 @@ import os
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import numpy as np
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import csv
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from ...helpers.treenum import Tree
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from enum import Enum
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CSV_PATH = "src\\experiments\\algorithms\\data\\"
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IMG_PATH = "dataset\\accasia_1210048 (2023_09_28 12_19_26 UTC).JPG"
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@ -1,53 +0,0 @@
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from sklearn import tree
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# from ...helpers.treenum import Tree
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from enum import Enum
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import csv
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import random
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SIFT_PATH = "..\\algorithms\\data\\sift.csv"
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class Tree(Enum):
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ACCASIA = 0
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BERK = 1
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EIK = 2
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ELS = 3
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ESDOORN = 4
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ES = 5
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LINDE = 6
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PLATAAN = 7
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# [[tree1_data],[tree2_data]]
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# [tree1_label, tree2_label]
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labels = []
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dialect = csv.Dialect
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i = 0
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done = False
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test_index = random.randint(0, 102)
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print(test_index)
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with open(SIFT_PATH, 'r') as file:
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reader = csv.reader(file, delimiter= ',')
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matrix = list(reader)
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data = [[] for x in range(len(matrix)-1)]
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for row in matrix[1:]:
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## Remove test case
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if i == test_index and done == False:
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done = True
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data.pop(i)
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continue
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## append data to lists
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labels.append(Tree[row[0].upper()].value)
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for element in row[1:]:
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data[i].append(element)
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## iterator
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i += 1
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clf = tree.DecisionTreeClassifier()
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clf = clf.fit(data, labels)
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# tree.plot_tree(clf)
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print(Tree[matrix[test_index][0].upper()])
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result = clf.predict([matrix[test_index][1:]])
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print(Tree(result[0]).name)
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