增加根据词向量距离排序挑选词库的算法实验 修改requirements.txt

.gitignore

@@ -1 +1,2 @@
-ltp_data_v3.4.0
+ltp_data_v3.4.0
+classify_service/ltp_data_v3.4.0

classify_service/arp.py

@@ -0,0 +1,66 @@
+import numpy as np
+
+def arp_tensor_result(tensor_data, dis_matrix, first_id):
+    # TODO 适配tensor 格式
+    result_list_id = []
+    unsorted_testcase_id_set = set()
+    distance_list = {}  # min distance between each unsorted test case and test case in result_list_id
+    for i in range(len(tensor_data)):
+        unsorted_testcase_id_set.add(i)
+        distance_list[i] = float('inf')
+
+    while len(unsorted_testcase_id_set) > 1:
+        if len(unsorted_testcase_id_set) == len(tensor_data):
+            current_testcase_id = first_id
+        else:
+            current_testcase_id = max_distance_to_unsorted(distance_list)
+        result_list_id.append(current_testcase_id)
+        unsorted_testcase_id_set.remove(current_testcase_id)
+        distance_list.pop(current_testcase_id)
+        for temp_testcase_id in unsorted_testcase_id_set:
+            if dis_matrix[current_testcase_id, temp_testcase_id] < distance_list[temp_testcase_id]:
+                distance_list[temp_testcase_id] = dis_matrix[current_testcase_id, temp_testcase_id]
+    return result_list_id
+
+
+def max_distance_to_unsorted(distance_list):
+    max_distance = float('-inf')
+    max_unsorted_id = None
+    for testcase_id, distance in distance_list.items():
+        if distance > max_distance:
+            max_distance = distance
+            max_unsorted_id = testcase_id
+    if max_unsorted_id is None:
+        max_unsorted_id = list(distance_list.keys())[0]
+    return max_unsorted_id
+
+
+def get_distance_matrix_tensor(tensor_list, option):
+    t = len(tensor_list)
+    dis_matrix = np.zeros((t, t))
+    for i in range(len(tensor_list)):
+        for j in range(i + 1, len(tensor_list)):
+            x = tensor_list[i]
+            y = tensor_list[j]
+            dis_matrix[i, j] = compute_distance(option, x, y)
+            dis_matrix[j, i] = dis_matrix[i, j]
+    return dis_matrix
+
+
+def euclidean_distance(x, y):
+    return np.sqrt(np.sum(np.square(x - y)))
+
+
+def cosine_distance(x, y):
+    temp = np.linalg.norm(x) * (np.linalg.norm(y))
+    if temp == 0:
+        return 1
+    else:
+        return 1 - np.dot(x, y) / temp
+
+
+def compute_distance(distance_option, x, y):
+    if distance_option == "e":
+        return euclidean_distance(x, y)
+    elif distance_option == "c":
+        return cosine_distance(x, y)

classify_service/bilstm_attention.py

@@ -31,7 +31,7 @@ epochs = 50
 
 device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
 
-app_names = ["航天中认自主可控众包测试练习赛"]
+app_names = ["趣享GIF众包测试201908试题"]
 # 航天 random_state 6
 # 趣享 13
 # ,"决赛自主可控众测web自主可控运维管理系统"
@@ -229,6 +229,104 @@ def test_with_lexicon(model, develop_loader, develop_feature_origin, word2index)
     return new_labeled_data
 
 
+# 对于取发展集里预测置信度前n条  换成cosin 距离排序前n项
+def test_with_lexicon_tensor_dis(model, develop_loader, develop_feature_origin, word2index):
+    from classify_service.arp import get_distance_matrix_tensor, arp_tensor_result
+    model.eval()  # 评估模式而非训练模式,batchNorm层和dropout层等用于优化训练而添加的网络层会被关闭，使评估时不会发生偏移
+
+    confidence_list = []  # 总的置信度列表
+    category_list = []  # 总的预判种类列表
+    attention_list = []  # 总的word权重列表
+
+    for datas, labels in develop_loader:
+        datas = datas.to(device)  # 将所有最开始读取数据时的tensor变量copy一份到device所指定的GPU上去，之后的运算都在GPU上进行
+
+        softmax_w, preds = model.forward(datas)
+        softmax_w = softmax_w.squeeze(dim=1)  # [16, 32]
+        attention = softmax_w.tolist()
+        attention_list.extend(attention)
+
+        # pre_test = torch.argmax(preds, dim=1)
+        # label_test = torch.argmax(labels, dim=1)
+        # develop_true += torch.sum(pre_test == label_test).item()
+
+        a = preds.max(dim=1)
+        confidence = a[0].tolist()  # 置信度列表
+        category = a[1].tolist()  # 预测的类别列表
+
+        confidence_list.extend(confidence)
+        category_list.extend(category)
+
+    confidence_dict = dict(zip(confidence_list, list(range(len(confidence_list)))))
+    dis_matrix = get_distance_matrix_tensor(develop_feature_origin, 'c')
+    first_id = confidence_dict[sorted(confidence_dict, reverse=True)[0]]  # 把置信度第一的用例 作为第一条数据
+    # first_id = get_max_index(dis_matrix)  # 把距离最近的两个词　中的一个作为第一条数据　TODO 实现逻辑
+    ordered_list = arp_tensor_result(develop_feature_origin, dis_matrix, first_id)  #
+    category_dict = dict(zip(list(range(len(category_list))), category_list))
+    attention_dict = dict(zip(list(range(len(attention_list))), attention_list))
+    develop_true = 0
+    develop_all = 0
+    lexicon_num = {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0}
+
+    for i in ordered_list:
+        lexicon_key = category_dict[i]
+        if lexicon_num[lexicon_key] <= n:  # 每个类别取置信度最高的前n条数据
+            # print(str(lexicon_key) + ":" + str(i))
+            label = torch.argmax(develop_loader.dataset.tensors[1].data, dim=1)[i]
+            develop_all += 1
+            if label == lexicon_key:
+                develop_true += 1
+            lexicon_num[lexicon_key] += 1
+            lexicon_value_attention = attention_dict[i]
+            lexicon_value_word = develop_feature_origin[i]
+            attention2word = dict(zip(lexicon_value_attention, lexicon_value_word))
+            word2attention = {}
+            for j in sorted(attention2word, reverse=True):
+                word = list(word2index.keys())[list(word2index.values()).index(attention2word[j])]
+                if word != "<unk>" and word != "<pad>":
+                    if word in word2attention.keys():
+                        word2attention[word] += j
+                    else:
+                        word2attention[word] = j
+            q = 0
+            for k in sorted(word2attention.items(), key=lambda kv: (kv[1], kv[0]), reverse=True):
+                if k[0] not in word_with_attention:
+                    word_with_attention[k[0]] = k[1]
+                if q < m and k[1] >= word_with_attention[k[0]]:  # 按关键字在句中的attention 判定关键字类别
+                    for key, value in lexicon.items():
+                        if k[0] in lexicon[key]:
+                            lexicon[key].remove(k[0])
+                    lexicon[lexicon_key].append(k[0])
+                q += 1
+    print("每类选出前{}个，正确的有{}个，一共有{}个".format(n, develop_true, develop_all))
+    new_labeled_data = {}
+
+    # 此时，已经获得了这一轮的类别词库
+    # 记录下新被贴标签的数据，记录第k个数据和它新的类别，之后在发展集中剔除它，把它加到训练集
+    for k in range(len(confidence_list)):
+        lexicon_value_word = develop_feature_origin[k]
+        match_num = [0] * num_classes
+        for value_word in lexicon_value_word:
+            word = list(word2index.keys())[list(word2index.values()).index(value_word)]
+            if word != "<unk>" and word != "<pad>":
+                for l in range(num_classes):
+                    if word in lexicon.get(l):
+                        # 会不会出现同一个词在多个类别词库中出现的问题
+                        match_num[l] = match_num[l] + 1
+        max_num = max(match_num)
+        # print(str(match_num) + "---"+ str(confidence_list[k]))
+        if match_num.count(max_num) != 1:
+            continue
+        elif max_num >= t2:
+            # 就根据词库对应的类贴标签给这个数据
+            new_labeled_data[k] = match_num.index(max_num)
+        elif confidence_list[k] > threshold_confidence and t1 <= max_num < t2:
+            new_labeled_data[k] = category_list[k]
+
+    # 返回被标记的数据的行数和它的新类别
+    return new_labeled_data
+
+
 def test(model, test_loader, loss_func, test_feature_origin, word2index):
     model.eval()
     loss_val = 0.0
@@ -499,7 +597,8 @@ def main():
         while 1:
             i = i + 1
             # 从发展集中构建词库
-            new_labeled_data = test_with_lexicon(model, develop_loader, develop_features, word2index)
+            # new_labeled_data = test_with_lexicon(model, develop_loader, develop_features, word2index)
+            new_labeled_data = test_with_lexicon_tensor_dis(model, develop_loader, develop_features, word2index)
             print("重新贴标签的数据是{}".format(new_labeled_data))
             print("现在的词库是{}".format(lexicon))
             if len(new_labeled_data) == 0:

classify_service/constract.log

@@ -2687,3 +2687,1835 @@ INFO:root:朴素贝叶斯分类器平均准确率为0.19894179894179892
 11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器平均召回率为0.20532331387774003
 11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.18662823002285833
 11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器平均precision为0.18922994647083435
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在加载初始数据
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在加载词表
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.36666666666666664
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.24018199233716475
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22726348603957716
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.25
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.16292134831460672
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34013409961685825
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.22602208699571782
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器Acc为0.36666666666666664
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器召回率为0.31178160919540227
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器f1_score为0.2789473684210526
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.28715538847117794
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2755848861283644
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.12873563218390804
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2030597326649958
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.139027639027639
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器召回率为0.21015037593984962
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器f1_score为0.19084475895621406
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.25680479088186997
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27047438330170775
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.13033707865168537
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3008693132425384
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1993394138555429
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器Acc为0.5333333333333333
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器召回率为0.31005505650536075
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器f1_score为0.292354124748491
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.43333333333333335
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.1641025641025641
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15351898734177216
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.6
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.14999999999999997
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21189458689458693
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12858220211161386
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器Acc为0.5833333333333334
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器召回率为0.19444444444444445
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器f1_score为0.1473684210526316
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.2966666666666667
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27241935483870966
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.5833333333333334
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.1473684210526316
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.13333333333333333
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17499999999999996
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.137353206865402
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器Acc为0.35
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器召回率为0.1988888888888889
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器f1_score为0.1833333333333333
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.5166666666666667
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.30969439728353143
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3298049319101951
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.5
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.1935483870967742
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.13333333333333333
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.13992642897566496
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1066435894022101
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器召回率为0.24400679117147708
+03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器f1_score为0.2154985754985755
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.3247004608294931
+03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.32351097178683386
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.1377777777777778
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15660522273425498
+03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11171497584541062
+03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.5166666666666667
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.2626728110599078
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.22418300653594772
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.48333333333333334
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.2269585253456221
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22642496392496395
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.13626373626373628
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.4093087557603686
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2165296691612481
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.4166666666666667
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.21179723502304143
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.20824485891917743
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.2448671497584541
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.234006734006734
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.4
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.09523809523809525
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21739130434782608
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.15825825825825826
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.1394927536231884
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.10892710892710893
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.5666666666666667
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.3062613430127042
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2583764739718148
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.5
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.15746753246753245
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3141258318209316
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16225857475857478
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.24001814882032665
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.1821350762527233
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.23743589743589744
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2261183261183261
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.45
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.16825396825396827
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.223992673992674
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1417025089605735
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.22945054945054943
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.21177489177489175
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.28090569561157797
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2661314302705917
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.45
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.19285714285714287
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.12413793103448276
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.18333333333333332
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.27372549019607845
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.19829059829059828
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.3
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.1351151571739807
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.13019005847953216
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.20969696969696972
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19251336898395724
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.4166666666666667
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.18518518518518517
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.11764705882352941
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2952188552188552
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2063145743145743
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.4
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.24632996632996634
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.18834498834498833
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.27222222222222225
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.29031606672519755
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.12727272727272726
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17394179894179893
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11248801993482843
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.43333333333333335
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.265079365079365
+03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.2733329512018036
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.55
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.3767857142857143
+03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3861774655217278
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
+03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.17873563218390803
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19791666666666666
+03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16424501424501425
+03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器Acc为0.31666666666666665
+03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器召回率为0.1732142857142857
+03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器f1_score为0.17549128661475716
+03/06/2023 00:32:16 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.36666666666666664
+03/06/2023 00:32:16 [INFO] contrast_experiment: SVM分类器最低准确率为0.4
+03/06/2023 00:32:16 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.13333333333333333
+03/06/2023 00:32:16 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.45444444444444454
+03/06/2023 00:32:16 [INFO] contrast_experiment: SVM分类器平均Acc为0.48777777777777787
+03/06/2023 00:32:16 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.1988888888888889
+03/06/2023 00:32:16 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.26896265186277535
+03/06/2023 00:32:16 [INFO] contrast_experiment: SVM分类器平均召回率为0.20228594185583437
+03/06/2023 00:32:16 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.24220738407160658
+03/06/2023 00:32:16 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.2621761220580316
+03/06/2023 00:32:16 [INFO] contrast_experiment: SVM分类器平均f1_score为0.13969935152346152
+03/06/2023 00:32:16 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.16058468880181376
+03/06/2023 00:32:16 [INFO] contrast_experiment: k最近邻分类器平均precision为0.2999452995071132
+03/06/2023 00:32:16 [INFO] contrast_experiment: SVM分类器平均precision为0.12880417559581792
+03/06/2023 00:32:16 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.2566291419224634
+03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器平均Acc为0.4022222222222222
+03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器平均召回率为0.22483316256133568
+03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.20073138727074857
+03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器平均precision为0.20653648867380828
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在加载初始数据
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在加载词表
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器Acc为0.36666666666666664
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器召回率为0.24018199233716475
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22726348603957716
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器召回率为0.25
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器f1_score为0.16292134831460672
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34013409961685825
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.22602208699571782
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器Acc为0.36666666666666664
+03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器召回率为0.31178160919540227
+03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器f1_score为0.2789473684210526
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器召回率为0.28715538847117794
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2755848861283644
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器f1_score为0.12873563218390804
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2030597326649958
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.139027639027639
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
+03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器召回率为0.21015037593984962
+03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器f1_score为0.19084475895621406
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器召回率为0.25680479088186997
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27047438330170775
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器f1_score为0.13033707865168537
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3008693132425384
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1993394138555429
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器Acc为0.5333333333333333
+03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器召回率为0.31005505650536075
+03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器f1_score为0.292354124748491
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器Acc为0.43333333333333335
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器召回率为0.1641025641025641
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15351898734177216
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器Acc为0.6
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器f1_score为0.14999999999999997
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21189458689458693
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12858220211161386
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器Acc为0.5833333333333334
+03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器召回率为0.19444444444444445
+03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器f1_score为0.1473684210526316
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器召回率为0.2966666666666667
+03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27241935483870966
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器Acc为0.5833333333333334
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
+03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器f1_score为0.1473684210526316
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.13333333333333333
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17499999999999996
+03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.137353206865402
+03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器Acc为0.35
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器召回率为0.1988888888888889
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器f1_score为0.1833333333333333
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.5166666666666667
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.30969439728353143
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3298049319101951
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器Acc为0.5
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器召回率为0.1935483870967742
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器f1_score为0.13333333333333333
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
+03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.13992642897566496
+03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1066435894022101
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器召回率为0.24400679117147708
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器f1_score为0.2154985754985755
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.3247004608294931
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.32351097178683386
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器f1_score为0.1377777777777778
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
+03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15660522273425498
+03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11171497584541062
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器Acc为0.5166666666666667
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器召回率为0.2626728110599078
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器f1_score为0.22418300653594772
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.48333333333333334
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.2269585253456221
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22642496392496395
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器f1_score为0.13626373626373628
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.4093087557603686
+03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2165296691612481
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器Acc为0.4166666666666667
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器召回率为0.21179723502304143
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器f1_score为0.20824485891917743
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.2448671497584541
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.234006734006734
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器Acc为0.4
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器f1_score为0.09523809523809525
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
+03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21739130434782608
+03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.15825825825825826
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器召回率为0.1394927536231884
+03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器f1_score为0.10892710892710893
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.5666666666666667
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.3062613430127042
+03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2583764739718148
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器Acc为0.5
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
+03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器f1_score为0.15746753246753245
+03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3141258318209316
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16225857475857478
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器召回率为0.24001814882032665
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器f1_score为0.1821350762527233
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.23743589743589744
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2261183261183261
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器Acc为0.45
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器f1_score为0.16825396825396827
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.223992673992674
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1417025089605735
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器召回率为0.22945054945054943
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器f1_score为0.21177489177489175
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.28090569561157797
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2661314302705917
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器Acc为0.45
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器召回率为0.19285714285714287
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器f1_score为0.12413793103448276
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.18333333333333332
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.27372549019607845
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.19829059829059828
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器Acc为0.3
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器召回率为0.1351151571739807
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器f1_score为0.13019005847953216
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.20969696969696972
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19251336898395724
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器Acc为0.4166666666666667
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器召回率为0.18518518518518517
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器f1_score为0.11764705882352941
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2952188552188552
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2063145743145743
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器Acc为0.4
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器召回率为0.24632996632996634
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器f1_score为0.18834498834498833
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.27222222222222225
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.29031606672519755
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器f1_score为0.12727272727272726
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17394179894179893
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11248801993482843
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器Acc为0.43333333333333335
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器召回率为0.265079365079365
+03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器f1_score为0.2733329512018036
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.55
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.3767857142857143
+03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3861774655217278
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
+03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器f1_score为0.17873563218390803
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19791666666666666
+03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16424501424501425
+03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器Acc为0.31666666666666665
+03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器召回率为0.1732142857142857
+03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器f1_score为0.17549128661475716
+03/06/2023 12:23:22 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.36666666666666664
+03/06/2023 12:23:22 [INFO] contrast_experiment: SVM分类器最低准确率为0.4
+03/06/2023 12:23:22 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.13333333333333333
+03/06/2023 12:23:22 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.45444444444444454
+03/06/2023 12:23:22 [INFO] contrast_experiment: SVM分类器平均Acc为0.48777777777777787
+03/06/2023 12:23:22 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.1988888888888889
+03/06/2023 12:23:22 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.26896265186277535
+03/06/2023 12:23:22 [INFO] contrast_experiment: SVM分类器平均召回率为0.20228594185583437
+03/06/2023 12:23:22 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.24220738407160658
+03/06/2023 12:23:22 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.2621761220580316
+03/06/2023 12:23:22 [INFO] contrast_experiment: SVM分类器平均f1_score为0.13969935152346152
+03/06/2023 12:23:22 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.16058468880181376
+03/06/2023 12:23:22 [INFO] contrast_experiment: k最近邻分类器平均precision为0.2999452995071132
+03/06/2023 12:23:22 [INFO] contrast_experiment: SVM分类器平均precision为0.12880417559581792
+03/06/2023 12:23:22 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.2566291419224634
+03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器平均Acc为0.4022222222222222
+03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器平均召回率为0.22483316256133568
+03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.20073138727074857
+03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器平均precision为0.20653648867380828
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在加载初始数据
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在加载词表
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.36666666666666664
+03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.24018199233716475
+03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22726348603957716
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
+03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器召回率为0.25
+03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器f1_score为0.16292134831460672
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
+03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34013409961685825
+03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.22602208699571782
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器Acc为0.36666666666666664
+03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器召回率为0.31178160919540227
+03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.2789473684210526
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.28715538847117794
+03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2755848861283644
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
+03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器f1_score为0.12873563218390804
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
+03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2030597326649958
+03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.139027639027639
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
+03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器召回率为0.21015037593984962
+03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.19084475895621406
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
+03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.25680479088186997
+03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27047438330170775
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
+03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器f1_score为0.13033707865168537
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
+03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3008693132425384
+03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1993394138555429
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器Acc为0.5333333333333333
+03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器召回率为0.31005505650536075
+03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.292354124748491
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.43333333333333335
+03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.1641025641025641
+03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15351898734177216
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器Acc为0.6
+03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器f1_score为0.14999999999999997
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21189458689458693
+03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12858220211161386
+03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器Acc为0.5833333333333334
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器召回率为0.19444444444444445
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器f1_score为0.1473684210526316
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.2966666666666667
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27241935483870966
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器Acc为0.5833333333333334
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器f1_score为0.1473684210526316
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.13333333333333333
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17499999999999996
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.137353206865402
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器Acc为0.35
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器召回率为0.1988888888888889
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器f1_score为0.1833333333333333
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.5166666666666667
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.30969439728353143
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3298049319101951
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器Acc为0.5
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器召回率为0.1935483870967742
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器f1_score为0.13333333333333333
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.13992642897566496
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1066435894022101
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器召回率为0.24400679117147708
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器f1_score为0.2154985754985755
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.3247004608294931
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.32351097178683386
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器f1_score为0.1377777777777778
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15660522273425498
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11171497584541062
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器Acc为0.5166666666666667
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器召回率为0.2626728110599078
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器f1_score为0.22418300653594772
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.48333333333333334
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.2269585253456221
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22642496392496395
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器f1_score为0.13626373626373628
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.4093087557603686
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2165296691612481
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器Acc为0.4166666666666667
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器召回率为0.21179723502304143
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器f1_score为0.20824485891917743
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.2448671497584541
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.234006734006734
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器Acc为0.4
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器f1_score为0.09523809523809525
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21739130434782608
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.15825825825825826
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器召回率为0.1394927536231884
+03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器f1_score为0.10892710892710893
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.5666666666666667
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.3062613430127042
+03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2583764739718148
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器Acc为0.5
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
+03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器f1_score为0.15746753246753245
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3141258318209316
+03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16225857475857478
+03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器召回率为0.24001814882032665
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器f1_score为0.1821350762527233
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器召回率为0.23743589743589744
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2261183261183261
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器Acc为0.45
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器f1_score为0.16825396825396827
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.223992673992674
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1417025089605735
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器召回率为0.22945054945054943
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器f1_score为0.21177489177489175
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器召回率为0.28090569561157797
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2661314302705917
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器Acc为0.45
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器召回率为0.19285714285714287
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器f1_score为0.12413793103448276
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.18333333333333332
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.27372549019607845
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.19829059829059828
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器Acc为0.3
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器召回率为0.1351151571739807
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器f1_score为0.13019005847953216
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器召回率为0.20969696969696972
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19251336898395724
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器Acc为0.4166666666666667
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器召回率为0.18518518518518517
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器f1_score为0.11764705882352941
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2952188552188552
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2063145743145743
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器Acc为0.4
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器召回率为0.24632996632996634
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器f1_score为0.18834498834498833
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器召回率为0.27222222222222225
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器f1_score为0.29031606672519755
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器f1_score为0.12727272727272726
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17394179894179893
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11248801993482843
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器Acc为0.43333333333333335
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器召回率为0.265079365079365
+03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器f1_score为0.2733329512018036
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器Acc为0.55
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器召回率为0.3767857142857143
+03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3861774655217278
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
+03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器f1_score为0.17873563218390803
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19791666666666666
+03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16424501424501425
+03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器Acc为0.31666666666666665
+03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器召回率为0.1732142857142857
+03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器f1_score为0.17549128661475716
+03/06/2023 12:35:13 [INFO] contrast_experiment: 数据集 趣享GIF众包测试201908试题 结果：
+03/06/2023 12:35:13 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.36666666666666664
+03/06/2023 12:35:13 [INFO] contrast_experiment: SVM分类器最低准确率为0.4
+03/06/2023 12:35:13 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.13333333333333333
+03/06/2023 12:35:13 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.45444444444444454
+03/06/2023 12:35:13 [INFO] contrast_experiment: SVM分类器平均Acc为0.48777777777777787
+03/06/2023 12:35:13 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.1988888888888889
+03/06/2023 12:35:13 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.26896265186277535
+03/06/2023 12:35:13 [INFO] contrast_experiment: SVM分类器平均召回率为0.20228594185583437
+03/06/2023 12:35:13 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.24220738407160658
+03/06/2023 12:35:13 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.2621761220580316
+03/06/2023 12:35:13 [INFO] contrast_experiment: SVM分类器平均f1_score为0.13969935152346152
+03/06/2023 12:35:13 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.16058468880181376
+03/06/2023 12:35:13 [INFO] contrast_experiment: k最近邻分类器平均precision为0.2999452995071132
+03/06/2023 12:35:13 [INFO] contrast_experiment: SVM分类器平均precision为0.12880417559581792
+03/06/2023 12:35:13 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.2566291419224634
+03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器平均Acc为0.4022222222222222
+03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器平均召回率为0.22483316256133568
+03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.20073138727074857
+03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器平均precision为0.20653648867380828
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在加载初始数据
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在加载词表
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器Acc为0.36666666666666664
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.24018199233716475
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22726348603957716
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器召回率为0.25
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器f1_score为0.16292134831460672
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34013409961685825
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.22602208699571782
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器Acc为0.36666666666666664
+03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器召回率为0.31178160919540227
+03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器f1_score为0.2789473684210526
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.28715538847117794
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2755848861283644
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器f1_score为0.12873563218390804
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2030597326649958
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.139027639027639
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
+03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器召回率为0.21015037593984962
+03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器f1_score为0.19084475895621406
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.25680479088186997
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27047438330170775
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器f1_score为0.13033707865168537
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3008693132425384
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1993394138555429
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器Acc为0.5333333333333333
+03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器召回率为0.31005505650536075
+03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器f1_score为0.292354124748491
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器Acc为0.43333333333333335
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.1641025641025641
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15351898734177216
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器Acc为0.6
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器f1_score为0.14999999999999997
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21189458689458693
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12858220211161386
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器Acc为0.5833333333333334
+03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器召回率为0.19444444444444445
+03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器f1_score为0.1473684210526316
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.2966666666666667
+03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27241935483870966
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器Acc为0.5833333333333334
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
+03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器f1_score为0.1473684210526316
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.13333333333333333
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17499999999999996
+03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.137353206865402
+03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器Acc为0.35
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器召回率为0.1988888888888889
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器f1_score为0.1833333333333333
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器Acc为0.5166666666666667
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.30969439728353143
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3298049319101951
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器Acc为0.5
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器召回率为0.1935483870967742
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器f1_score为0.13333333333333333
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.13992642897566496
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1066435894022101
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器召回率为0.24400679117147708
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器f1_score为0.2154985754985755
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.3247004608294931
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.32351097178683386
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器f1_score为0.1377777777777778
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15660522273425498
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11171497584541062
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器Acc为0.5166666666666667
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器召回率为0.2626728110599078
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器f1_score为0.22418300653594772
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器Acc为0.48333333333333334
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.2269585253456221
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22642496392496395
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器f1_score为0.13626373626373628
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.4093087557603686
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2165296691612481
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器Acc为0.4166666666666667
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器召回率为0.21179723502304143
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器f1_score为0.20824485891917743
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.2448671497584541
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.234006734006734
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器Acc为0.4
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器f1_score为0.09523809523809525
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21739130434782608
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.15825825825825826
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器召回率为0.1394927536231884
+03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器f1_score为0.10892710892710893
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器Acc为0.5666666666666667
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.3062613430127042
+03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2583764739718148
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器Acc为0.5
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
+03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器f1_score为0.15746753246753245
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3141258318209316
+03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16225857475857478
+03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器召回率为0.24001814882032665
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器f1_score为0.1821350762527233
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器召回率为0.23743589743589744
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2261183261183261
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器Acc为0.45
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器f1_score为0.16825396825396827
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.223992673992674
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1417025089605735
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器召回率为0.22945054945054943
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器f1_score为0.21177489177489175
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器召回率为0.28090569561157797
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2661314302705917
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器Acc为0.45
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器召回率为0.19285714285714287
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器f1_score为0.12413793103448276
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.18333333333333332
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.27372549019607845
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.19829059829059828
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器Acc为0.3
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器召回率为0.1351151571739807
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器f1_score为0.13019005847953216
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器召回率为0.20969696969696972
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19251336898395724
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器Acc为0.4166666666666667
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器召回率为0.18518518518518517
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器f1_score为0.11764705882352941
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2952188552188552
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2063145743145743
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器Acc为0.4
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器召回率为0.24632996632996634
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器f1_score为0.18834498834498833
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器召回率为0.27222222222222225
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器f1_score为0.29031606672519755
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器f1_score为0.12727272727272726
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17394179894179893
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11248801993482843
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器Acc为0.43333333333333335
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器召回率为0.265079365079365
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器f1_score为0.2733329512018036
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器Acc为0.55
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器召回率为0.3767857142857143
+03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3861774655217278
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
+03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器f1_score为0.17873563218390803
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19791666666666666
+03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16424501424501425
+03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器Acc为0.31666666666666665
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器召回率为0.1732142857142857
+03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器f1_score为0.17549128661475716
+03/06/2023 14:22:46 [INFO] contrast_experiment: 数据集 趣享GIF众包测试201908试题 结果：
+03/06/2023 14:22:46 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.36666666666666664
+03/06/2023 14:22:46 [INFO] contrast_experiment: SVM分类器最低准确率为0.4
+03/06/2023 14:22:46 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.13333333333333333
+03/06/2023 14:22:46 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.45444444444444454
+03/06/2023 14:22:46 [INFO] contrast_experiment: SVM分类器平均Acc为0.48777777777777787
+03/06/2023 14:22:46 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.1988888888888889
+03/06/2023 14:22:46 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.26896265186277535
+03/06/2023 14:22:46 [INFO] contrast_experiment: SVM分类器平均召回率为0.20228594185583437
+03/06/2023 14:22:46 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.24220738407160658
+03/06/2023 14:22:46 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.2621761220580316
+03/06/2023 14:22:46 [INFO] contrast_experiment: SVM分类器平均f1_score为0.13969935152346152
+03/06/2023 14:22:46 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.16058468880181376
+03/06/2023 14:22:46 [INFO] contrast_experiment: k最近邻分类器平均precision为0.2999452995071132
+03/06/2023 14:22:46 [INFO] contrast_experiment: SVM分类器平均precision为0.12880417559581792
+03/06/2023 14:22:46 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.2566291419224634
+03/06/2023 14:22:46 [INFO] contrast_experiment: bpnn分类器平均Acc为0.4022222222222222
+03/06/2023 14:22:46 [INFO] contrast_experiment: bpnn分类器平均召回率为0.22483316256133568
+03/06/2023 14:22:46 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.20073138727074857
+03/06/2023 14:22:46 [INFO] contrast_experiment: bpnn分类器平均precision为0.20653648867380828
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在加载初始数据
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在加载词表
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.24264705882352938
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22364532019704433
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器Acc为0.6296296296296297
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器召回率为0.25
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器f1_score为0.19767441860465118
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16911764705882354
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13664596273291926
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器Acc为0.5925925925925926
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器召回率为0.23529411764705882
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.186046511627907
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.3348214285714286
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.297979797979798
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器召回率为0.25
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器f1_score为0.1794871794871795
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.14814814814814814
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.11160714285714285
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.08777777777777777
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器Acc为0.4074074074074074
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器召回率为0.24107142857142858
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.1984126984126984
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.5555555555555556
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.4044642857142857
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.4052197802197803
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器Acc为0.5555555555555556
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器召回率为0.375
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器f1_score为0.3074074074074074
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2962962962962963
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.319047619047619
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2318840579710145
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器Acc为0.4074074074074074
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器召回率为0.35833333333333334
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.35715323166303564
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.5185185185185185
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.4301587301587302
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37535612535612534
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器f1_score为0.23333333333333336
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4074074074074074
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.32857142857142857
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2942528735632184
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器召回率为0.3952380952380952
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.3695175438596492
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.5925925925925926
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.48888888888888893
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.4796037296037296
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器召回率为0.3888888888888889
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器f1_score为0.3333333333333333
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2962962962962963
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3444444444444445
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2388888888888889
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器召回率为0.26666666666666666
+03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.2676767676767676
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.25
+03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23737373737373735
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器Acc为0.7037037037037037
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
+03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器f1_score为0.30930232558139537
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2222222222222222
+03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12545454545454546
+03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.21666666666666667
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.2130952380952381
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.4444444444444444
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.32307692307692304
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2825757575757576
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.2222222222222222
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19615384615384618
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.18416666666666665
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.3333333333333333
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.21666666666666667
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.2464285714285714
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2673611111111111
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.25
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.17073170731707316
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2892857142857143
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.20192307692307693
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.25
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.17073170731707316
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.5185185185185185
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.31845238095238093
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3240740740740741
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.24806201550387597
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.6296296296296297
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.5148809523809524
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.44334975369458124
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.375
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.32264957264957267
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.33893557422969184
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37789661319073087
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.6666666666666666
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.38095238095238093
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.3531746031746032
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4444444444444444
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.5938375350140056
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.45573122529644267
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.31092436974789917
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.3055555555555556
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.4074074074074074
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.3754985754985755
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.35027195027195024
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.21666666666666667
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.37037037037037035
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34757834757834755
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.24494949494949494
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.3703703703703704
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.28888888888888886
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.30976430976430974
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23310023310023312
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.4444444444444444
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.3703703703703704
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.2648648648648648
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15656565656565657
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13247863247863245
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.48821548821548816
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.4150702426564496
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.5925925925925926
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.39166666666666666
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3737373737373737
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.6296296296296297
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.30341880341880345
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21666666666666667
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.18461538461538463
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.25
+03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.18292682926829268
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.6296296296296297
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.41388888888888886
+03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37777777777777777
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.2777777777777778
+03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.23292682926829267
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21944444444444444
+03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16346153846153846
+03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
+03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器召回率为0.3527777777777778
+03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器f1_score为0.3068181818181818
+03/06/2023 14:28:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器Acc为0.4074074074074074
+03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.27976190476190477
+03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.28735632183908044
+03/06/2023 14:28:41 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
+03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器召回率为0.38095238095238093
+03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器f1_score为0.293859649122807
+03/06/2023 14:28:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4074074074074074
+03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.375
+03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.3115942028985507
+03/06/2023 14:28:41 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器Acc为0.4444444444444444
+03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器召回率为0.42063492063492064
+03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器f1_score为0.4239316239316239
+03/06/2023 14:28:41 [INFO] contrast_experiment: 数据集 航天中认自主可控众包测试练习赛 结果：
+03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.37037037037037035
+03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器最低准确率为0.4444444444444444
+03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.14814814814814814
+03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.4814814814814815
+03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器平均Acc为0.5604938271604939
+03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.3259259259259259
+03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.3432302791616518
+03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器平均召回率为0.32826278659611996
+03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.2936282444860876
+03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.32622198022722027
+03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器平均f1_score为0.25776435728710057
+03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.22914493882484882
+03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器平均precision为0.3800030081144632
+03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器平均precision为0.3040295188350744
+03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.26951001297750526
+03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器平均Acc为0.5037037037037037
+03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器平均召回率为0.324301771213536
+03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.28167608400584
+03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器平均precision为0.28852752527802256
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在加载初始数据
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在加载词表
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器召回率为0.24264705882352938
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22364532019704433
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器Acc为0.6296296296296297
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器召回率为0.25
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器f1_score为0.19767441860465118
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16911764705882354
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13664596273291926
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器Acc为0.5925925925925926
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器召回率为0.23529411764705882
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器f1_score为0.186046511627907
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器召回率为0.3348214285714286
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器f1_score为0.297979797979798
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器召回率为0.25
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器f1_score为0.1794871794871795
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.14814814814814814
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.11160714285714285
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.08777777777777777
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器Acc为0.4074074074074074
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器召回率为0.24107142857142858
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器f1_score为0.1984126984126984
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器Acc为0.5555555555555556
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器召回率为0.4044642857142857
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器f1_score为0.4052197802197803
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器Acc为0.5555555555555556
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器召回率为0.375
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器f1_score为0.3074074074074074
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2962962962962963
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.319047619047619
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2318840579710145
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器Acc为0.4074074074074074
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器召回率为0.35833333333333334
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器f1_score为0.35715323166303564
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器Acc为0.5185185185185185
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器召回率为0.4301587301587302
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37535612535612534
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器f1_score为0.23333333333333336
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4074074074074074
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.32857142857142857
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2942528735632184
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器召回率为0.3952380952380952
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器f1_score为0.3695175438596492
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器Acc为0.5925925925925926
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器召回率为0.48888888888888893
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器f1_score为0.4796037296037296
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器召回率为0.3888888888888889
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器f1_score为0.3333333333333333
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2962962962962963
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3444444444444445
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2388888888888889
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器召回率为0.26666666666666666
+03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器f1_score为0.2676767676767676
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器召回率为0.25
+03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23737373737373735
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器Acc为0.7037037037037037
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
+03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器f1_score为0.30930232558139537
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2222222222222222
+03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12545454545454546
+03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.21666666666666667
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.2130952380952381
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.4444444444444444
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.32307692307692304
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2825757575757576
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.2222222222222222
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19615384615384618
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.18416666666666665
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.3333333333333333
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.21666666666666667
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.2464285714285714
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2673611111111111
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.25
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.17073170731707316
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2892857142857143
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.20192307692307693
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.25
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.17073170731707316
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.5185185185185185
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.31845238095238093
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3240740740740741
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.24806201550387597
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.6296296296296297
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.5148809523809524
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.44334975369458124
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.375
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.32264957264957267
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.33893557422969184
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37789661319073087
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.6666666666666666
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.38095238095238093
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.3531746031746032
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4444444444444444
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.5938375350140056
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.45573122529644267
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.31092436974789917
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.3055555555555556
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.4074074074074074
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.3754985754985755
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.35027195027195024
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.21666666666666667
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.37037037037037035
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34757834757834755
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.24494949494949494
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.3703703703703704
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.28888888888888886
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.30976430976430974
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23310023310023312
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.4444444444444444
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.3703703703703704
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.2648648648648648
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15656565656565657
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13247863247863245
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.48821548821548816
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.4150702426564496
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.5925925925925926
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.39166666666666666
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3737373737373737
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.6296296296296297
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.30341880341880345
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21666666666666667
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.18461538461538463
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.25
+03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.18292682926829268
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.6296296296296297
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.41388888888888886
+03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37777777777777777
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.2777777777777778
+03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.23292682926829267
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21944444444444444
+03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16346153846153846
+03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
+03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器召回率为0.3527777777777778
+03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.3068181818181818
+03/06/2023 14:29:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.4074074074074074
+03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.27976190476190477
+03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.28735632183908044
+03/06/2023 14:29:39 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
+03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器召回率为0.38095238095238093
+03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器f1_score为0.293859649122807
+03/06/2023 14:29:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4074074074074074
+03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.375
+03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.3115942028985507
+03/06/2023 14:29:39 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器Acc为0.4444444444444444
+03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器召回率为0.42063492063492064
+03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.4239316239316239
+03/06/2023 14:29:39 [INFO] contrast_experiment: 数据集 航天中认自主可控众包测试练习赛 结果：
+03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.37037037037037035
+03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器最低准确率为0.4444444444444444
+03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.14814814814814814
+03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.4814814814814815
+03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器平均Acc为0.5604938271604939
+03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.3259259259259259
+03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.3432302791616518
+03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器平均召回率为0.32826278659611996
+03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.2936282444860876
+03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.32622198022722027
+03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器平均f1_score为0.25776435728710057
+03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.22914493882484882
+03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器平均precision为0.3800030081144632
+03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器平均precision为0.3040295188350744
+03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.26951001297750526
+03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器平均Acc为0.5037037037037037
+03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器平均召回率为0.324301771213536
+03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.28167608400584
+03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器平均precision为0.28852752527802256
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在加载初始数据
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在加载词表
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器Acc为0.5125
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器召回率为0.24493355481727574
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23194871794871794
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器Acc为0.525
+03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器召回率为0.19534883720930232
+03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器f1_score为0.1388429752066116
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2625
+03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2950096899224806
+03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.17780444193487668
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器Acc为0.5
+03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器召回率为0.16960825027685492
+03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.14807924376508447
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器Acc为0.4375
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器召回率为0.18386243386243387
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17770199867386569
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器Acc为0.55
+03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器召回率为0.16296296296296295
+03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器f1_score为0.11827956989247312
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1125
+03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17804232804232803
+03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.06868616392425918
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器Acc为0.5625
+03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器召回率为0.16666666666666666
+03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.12
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器Acc为0.2875
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器召回率为0.13193765613120453
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器f1_score为0.10568842921784095
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器Acc为0.4
+03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器召回率为0.17592592592592593
+03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器f1_score为0.11146788990825689
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.225
+03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.20263929618768328
+03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13190404366874955
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器Acc为0.4
+03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器召回率为0.17424242424242423
+03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.10843214756258236
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器Acc为0.4625
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器召回率为0.18508771929824563
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1777070564199277
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器Acc为0.5
+03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器f1_score为0.13333333333333333
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1625
+03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17916666666666664
+03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11107171000788023
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器Acc为0.425
+03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器召回率为0.1462719298245614
+03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.11467236467236468
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器召回率为0.19206349206349205
+03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器f1_score为0.18651462669486762
+03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器Acc为0.525
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器f1_score为0.13884297520661154
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.23666666666666666
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.17898182528825485
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器Acc为0.525
+03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器召回率为0.2
+03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.1377049180327869
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器Acc为0.425
+03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器召回率为0.180718954248366
+03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1700793106077938
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器Acc为0.5
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器f1_score为0.1111111111111111
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.225
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3410130718954248
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1881989002058998
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器Acc为0.4375
+03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器召回率为0.19027777777777777
+03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.18345711373234308
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器Acc为0.475
+03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器召回率为0.2008944543828265
+03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器f1_score为0.20199186819102666
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器Acc为0.5375
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器召回率为0.20534883720930233
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器f1_score为0.15789059425423063
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1875
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2402504472271914
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1433149329701054
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器Acc为0.5125
+03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器召回率为0.15891472868217055
+03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.11484593837535012
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器Acc为0.4625
+03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器召回率为0.18078703703703702
+03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16895453833707397
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器Acc为0.5375
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器召回率为0.15925925925925927
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器f1_score为0.11653116531165314
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1375
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.22592592592592595
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.0819304152637486
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器Acc为0.525
+03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器召回率为0.2722222222222222
+03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.2759018759018759
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器Acc为0.475
+03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器召回率为0.2112085769980507
+03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器f1_score为0.20009946949602123
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器Acc为0.4625
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器召回率为0.16228070175438597
+03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器f1_score为0.1054131054131054
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2807017543859649
+03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16980034022741516
+03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器Acc为0.4625
+03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器召回率为0.3245614035087719
+03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器f1_score为0.2154589371980676
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器Acc为0.4625
+03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器召回率为0.22759170653907496
+03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22019618869103405
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器Acc为0.475
+03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器召回率为0.2
+03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器f1_score为0.12991452991452992
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
+03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.41130604288499023
+03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.270380782008689
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器Acc为0.3875
+03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器召回率为0.16900584795321638
+03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器f1_score为0.12941176470588237
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
+03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器召回率为0.15041928721174003
+03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器f1_score为0.13425925925925924
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器Acc为0.6625
+03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器召回率为0.17393867924528303
+03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器f1_score为0.1519233647657536
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1
+03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1268343815513627
+03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.05424065106268497
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器Acc为0.5625
+03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器召回率为0.14150943396226415
+03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器f1_score为0.12096774193548389
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器Acc为0.375
+03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器召回率为0.1662971175166297
+03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1430976430976431
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器Acc为0.5
+03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器召回率为0.16611234294161123
+03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器f1_score为0.12500000000000003
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1875
+03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16832963784183297
+03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2063492063492063
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器Acc为0.3875
+03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器召回率为0.14061345158906133
+03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器f1_score为0.12703243616287094
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
+03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器召回率为0.20290697674418604
+03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19904761904761906
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器Acc为0.5375
+03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
+03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器f1_score为0.1165311653116531
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
+03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21429263565891474
+03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.10391304347826087
+03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器Acc为0.425
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器召回率为0.19654392764857878
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器f1_score为0.16034916737963273
+03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
+03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器召回率为0.1700814536340852
+03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14986094152760818
+03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器Acc为0.5
+03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器召回率为0.17440476190476192
+03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器f1_score为0.13239171374764594
+03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1375
+03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16644736842105265
+03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.06501689524945338
+03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器Acc为0.5
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器召回率为0.16666666666666666
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器f1_score为0.11299435028248588
+03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练k最近邻分类器
+03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器Acc为0.4
+03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器召回率为0.18693693693693691
+03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17950312741584087
+03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练SVM分类器
+03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器Acc为0.45
+03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器召回率为0.1945945945945946
+03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器f1_score为0.12631578947368421
+03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
+03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.35
+03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.20495495495495497
+03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1112669471715755
+03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练bpnn分类器
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器Acc为0.4625
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器召回率为0.23547297297297298
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器f1_score为0.18736842105263157
+03/06/2023 14:30:28 [INFO] contrast_experiment: 数据集 决赛自主可控众测web自主可控运维管理系统 结果：
+03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.2875
+03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器最低准确率为0.4
+03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.1
+03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.44833333333333336
+03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器平均Acc为0.5108333333333334
+03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.19583333333333336
+03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.18771515716143897
+03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器平均召回率为0.18023401575604817
+03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.231438724548896
+03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.17644338630840933
+03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器平均f1_score为0.1275859521900436
+03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.13752401992073732
+03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器平均precision为0.18289822765834388
+03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器平均precision为0.1395543943620226
+03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.19681690158333273
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器平均Acc为0.4716666666666667
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器平均召回率为0.1901718469329473
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.15044509471729617
+03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器平均precision为0.16222128975496158

classify_service/contrast_experiment.py

@@ -24,7 +24,7 @@ grander_path = os.path.dirname(parent_path)
 word_list_data_path_base = parent_path + "/word_list_data/"
 word2index_path_base = grander_path + "/word2index/"
 data_path = './word_list_data/'
-dataset_name = "趣享GIF众包测试201908试题"
+dataset_name = "决赛自主可控众测web自主可控运维管理系统"
 
 max_len = 64
 vocab_size = 5000
@@ -160,6 +160,7 @@ def contrast():
         logging.info("bpnn分类器召回率为{}".format(recall_bpnn))
         logging.info("bpnn分类器f1_score为{}".format(f1_bpnn))
 
+    logging.info("数据集 " + dataset_name + " 结果：")
     logging.info("k最近邻分类器最低准确率为{}".format(score_knn_lowest))
     logging.info("SVM分类器最低准确率为{}".format(score_svm_lowest))
     logging.info("朴素贝叶斯分类器最低准确率为{}".format(score_nb_lowest))

classify_service/flask.log

@@ -0,0 +1,220 @@
+DEBUG:tensorflow:Falling back to TensorFlow client; we recommended you install the Cloud TPU client directly with pip install cloud-tpu-client.
+DEBUG:tensorflow:Falling back to TensorFlow client; we recommended you install the Cloud TPU client directly with pip install cloud-tpu-client.
+INFO:root:正在从数据库读取原始数据
+INFO:root:正在制作词表
+INFO:root:正在获取词向量
+INFO:root:开始训练模型:趣享GIF众包测试201908试题
+INFO:root:pytorch 初始化
+INFO:root:模型初始化
+INFO:root:开始训练基础分类器
+INFO:root:初始分类器accuracy为0.8383838383838383
+INFO:root:初始分类器召回率为0.8513095238095237
+INFO:root:初始分类器precision为0.8465816326530612
+INFO:root:初始分类器f1_score为0.8303927025355595
+INFO:root:开始第1次重训练
+DEBUG:tensorflow:Falling back to TensorFlow client; we recommended you install the Cloud TPU client directly with pip install cloud-tpu-client.
+INFO:root:正在从数据库读取原始数据
+INFO:root:正在制作词表
+INFO:root:正在获取词向量
+INFO:root:开始训练模型:趣享GIF众包测试201908试题
+INFO:root:pytorch 初始化
+INFO:root:模型初始化
+INFO:root:开始训练基础分类器
+INFO:root:初始分类器accuracy为0.48484848484848486
+INFO:root:初始分类器召回率为0.4710515873015873
+INFO:root:初始分类器precision为0.47434240362811797
+INFO:root:初始分类器f1_score为0.452191082726797
+INFO:root:开始第1次重训练
+INFO:root:开始第2次重训练
+DEBUG:tensorflow:Falling back to TensorFlow client; we recommended you install the Cloud TPU client directly with pip install cloud-tpu-client.
+INFO:root:正在从数据库读取原始数据
+INFO:root:正在制作词表
+INFO:root:正在获取词向量
+INFO:root:开始训练模型:趣享GIF众包测试201908试题
+INFO:root:pytorch 初始化
+INFO:root:模型初始化
+INFO:root:开始训练基础分类器
+INFO:root:初始分类器accuracy为0.46464646464646464
+INFO:root:初始分类器召回率为0.32843253968253966
+INFO:root:初始分类器precision为0.34802489177489176
+INFO:root:初始分类器f1_score为0.3126327045969903
+INFO:root:开始第1次重训练
+INFO:root:开始第2次重训练
+INFO:root:开始第3次重训练
+INFO:root:开始第4次重训练
+INFO:root:开始第5次重训练
+INFO:root:开始第6次重训练
+INFO:root:开始第7次重训练
+INFO:root:开始第8次重训练
+INFO:root:开始第9次重训练
+INFO:root:开始第10次重训练
+INFO:root:开始第11次重训练
+INFO:root:训练完成，测试集Accuracy为0.5555555555555556
+INFO:root:训练完成，测试集召回率为0.4089484126984127
+INFO:root:训练完成，测试集Precision为0.413752405002405
+INFO:root:训练完成，测试集f1_score为0.3915148938363225
+DEBUG:tensorflow:Falling back to TensorFlow client; we recommended you install the Cloud TPU client directly with pip install cloud-tpu-client.
+INFO:root:正在从数据库读取原始数据
+INFO:root:正在制作词表
+INFO:root:正在获取词向量
+INFO:root:开始训练模型:趣享GIF众包测试201908试题
+INFO:root:pytorch 初始化
+INFO:root:模型初始化
+INFO:root:开始训练基础分类器
+INFO:root:初始分类器accuracy为0.48484848484848486
+INFO:root:初始分类器召回率为0.4710515873015873
+INFO:root:初始分类器precision为0.47434240362811797
+INFO:root:初始分类器f1_score为0.452191082726797
+INFO:root:开始第1次重训练
+INFO:root:开始第2次重训练
+INFO:root:开始第3次重训练
+INFO:root:开始第4次重训练
+INFO:root:开始第5次重训练
+INFO:root:开始第6次重训练
+INFO:root:训练完成，测试集Accuracy为0.5656565656565656
+INFO:root:训练完成，测试集召回率为0.44214285714285717
+INFO:root:训练完成，测试集Precision为0.4793470418470419
+INFO:root:训练完成，测试集f1_score为0.4356089743589743
+DEBUG:tensorflow:Falling back to TensorFlow client; we recommended you install the Cloud TPU client directly with pip install cloud-tpu-client.
+INFO:root:正在从数据库读取原始数据
+INFO:root:正在制作词表
+INFO:root:正在获取词向量
+INFO:root:开始训练模型:趣享GIF众包测试201908试题 扩增
+INFO:root:pytorch 初始化
+INFO:root:模型初始化
+INFO:root:开始训练基础分类器
+INFO:root:初始分类器accuracy为0.8383838383838383
+INFO:root:初始分类器召回率为0.8513095238095237
+INFO:root:初始分类器precision为0.8465816326530612
+INFO:root:初始分类器f1_score为0.8303927025355595
+INFO:root:开始第1次重训练
+INFO:root:开始第2次重训练
+INFO:root:开始第3次重训练
+INFO:root:开始第4次重训练
+INFO:root:开始第5次重训练
+INFO:root:开始第6次重训练
+INFO:root:开始第7次重训练
+INFO:root:开始第8次重训练
+INFO:root:训练完成，测试集Accuracy为0.8585858585858586
+INFO:root:训练完成，测试集召回率为0.8657142857142857
+INFO:root:训练完成，测试集Precision为0.8751530612244898
+INFO:root:训练完成，测试集f1_score为0.8496129663986807
+DEBUG:tensorflow:Falling back to TensorFlow client; we recommended you install the Cloud TPU client directly with pip install cloud-tpu-client.
+INFO:root:正在从数据库读取原始数据
+INFO:root:正在制作词表
+INFO:root:正在获取词向量
+INFO:root:开始训练模型:航天中认自主可控众包测试练习赛 扩增
+INFO:root:pytorch 初始化
+INFO:root:模型初始化
+INFO:root:开始训练基础分类器
+INFO:root:初始分类器accuracy为0.6
+INFO:root:初始分类器召回率为0.42391975308641977
+INFO:root:初始分类器precision为0.39709595959595956
+INFO:root:初始分类器f1_score为0.3721230158730158
+INFO:root:开始第1次重训练
+INFO:root:开始第2次重训练
+INFO:root:开始第3次重训练
+INFO:root:开始第4次重训练
+INFO:root:训练完成，测试集Accuracy为0.7111111111111111
+INFO:root:训练完成，测试集召回率为0.43333333333333335
+INFO:root:训练完成，测试集Precision为0.541028416028416
+INFO:root:训练完成，测试集f1_score为0.4296980252862606
+DEBUG:tensorflow:Falling back to TensorFlow client; we recommended you install the Cloud TPU client directly with pip install cloud-tpu-client.
+INFO:root:正在从数据库读取原始数据
+INFO:root:正在制作词表
+INFO:root:正在获取词向量
+INFO:root:开始训练模型:决赛自主可控众测web自主可控运维管理系统 词向量
+INFO:root:pytorch 初始化
+INFO:root:模型初始化
+INFO:root:开始训练基础分类器
+INFO:root:初始分类器accuracy为0.7518796992481203
+INFO:root:初始分类器召回率为0.6173003179947626
+INFO:root:初始分类器precision为0.6229347041847042
+INFO:root:初始分类器f1_score为0.5941863782550058
+INFO:root:开始第1次重训练
+INFO:root:开始第2次重训练
+INFO:root:开始第3次重训练
+INFO:root:开始第4次重训练
+INFO:root:开始第5次重训练
+INFO:root:训练完成，测试集Accuracy为0.7593984962406015
+INFO:root:训练完成，测试集召回率为0.6229891507669286
+INFO:root:训练完成，测试集Precision为0.6503086419753087
+INFO:root:训练完成，测试集f1_score为0.611134737295728
+DEBUG:tensorflow:Falling back to TensorFlow client; we recommended you install the Cloud TPU client directly with pip install cloud-tpu-client.
+INFO:root:正在从数据库读取原始数据
+INFO:root:正在制作词表
+INFO:root:正在获取词向量
+INFO:root:开始训练模型:趣享GIF众包测试201908试题
+INFO:root:pytorch 初始化
+INFO:root:模型初始化
+INFO:root:开始训练基础分类器
+DEBUG:tensorflow:Falling back to TensorFlow client; we recommended you install the Cloud TPU client directly with pip install cloud-tpu-client.
+INFO:root:正在从数据库读取原始数据
+INFO:root:正在制作词表
+INFO:root:正在获取词向量
+INFO:root:开始训练模型:趣享GIF众包测试201908试题 原始数据
+INFO:root:pytorch 初始化
+INFO:root:模型初始化
+INFO:root:开始训练基础分类器
+INFO:root:初始分类器accuracy为0.48484848484848486
+INFO:root:初始分类器召回率为0.4710515873015873
+INFO:root:初始分类器precision为0.47434240362811797
+INFO:root:初始分类器f1_score为0.452191082726797
+INFO:root:开始第1次重训练
+INFO:root:开始第2次重训练
+INFO:root:开始第3次重训练
+INFO:root:开始第4次重训练
+INFO:root:开始第5次重训练
+INFO:root:开始第6次重训练
+INFO:root:训练完成，测试集Accuracy为0.5656565656565656
+INFO:root:训练完成，测试集召回率为0.44214285714285717
+INFO:root:训练完成，测试集Precision为0.4793470418470419
+INFO:root:训练完成，测试集f1_score为0.4356089743589743
+DEBUG:tensorflow:Falling back to TensorFlow client; we recommended you install the Cloud TPU client directly with pip install cloud-tpu-client.
+INFO:root:正在从数据库读取原始数据
+INFO:root:正在制作词表
+INFO:root:正在获取词向量
+INFO:root:开始训练模型:趣享GIF众包测试201908试题 扩增
+INFO:root:pytorch 初始化
+INFO:root:模型初始化
+INFO:root:开始训练基础分类器
+INFO:root:初始分类器accuracy为0.8383838383838383
+INFO:root:初始分类器召回率为0.8513095238095237
+INFO:root:初始分类器precision为0.8465816326530612
+INFO:root:初始分类器f1_score为0.8303927025355595
+INFO:root:开始第1次重训练
+INFO:root:开始第2次重训练
+INFO:root:开始第3次重训练
+INFO:root:开始第4次重训练
+INFO:root:开始第5次重训练
+INFO:root:开始第6次重训练
+INFO:root:开始第7次重训练
+INFO:root:开始第8次重训练
+INFO:root:训练完成，测试集Accuracy为0.8585858585858586
+INFO:root:训练完成，测试集召回率为0.8657142857142857
+INFO:root:训练完成，测试集Precision为0.8751530612244898
+INFO:root:训练完成，测试集f1_score为0.8496129663986807
+DEBUG:tensorflow:Falling back to TensorFlow client; we recommended you install the Cloud TPU client directly with pip install cloud-tpu-client.
+INFO:root:正在从数据库读取原始数据
+INFO:root:正在制作词表
+INFO:root:正在获取词向量
+INFO:root:开始训练模型:趣享GIF众包测试201908试题 词向量距离
+INFO:root:pytorch 初始化
+INFO:root:模型初始化
+INFO:root:开始训练基础分类器
+INFO:root:初始分类器accuracy为0.8383838383838383
+INFO:root:初始分类器召回率为0.8513095238095237
+INFO:root:初始分类器precision为0.8465816326530612
+INFO:root:初始分类器f1_score为0.8303927025355595
+INFO:root:开始第1次重训练
+INFO:root:开始第2次重训练
+INFO:root:开始第3次重训练
+INFO:root:开始第4次重训练
+INFO:root:开始第5次重训练
+INFO:root:开始第6次重训练
+INFO:root:开始第7次重训练
+INFO:root:开始第8次重训练
+INFO:root:训练完成，测试集Accuracy为0.8484848484848485
+INFO:root:训练完成，测试集召回率为0.8570238095238095
+INFO:root:训练完成，测试集Precision为0.8735884353741497
+INFO:root:训练完成，测试集f1_score为0.8476942898371469

mt_clerk_test.sql

@@ -936,7 +936,7 @@ INSERT INTO `test_case` VALUES (761, NULL, '2019-10-13 09:48:00.000000', 1, NULL
 INSERT INTO `test_case` VALUES (762, NULL, '2019-10-12 08:59:00.000000', 1, NULL, NULL, NULL, NULL, NULL, '登录界面能否正常显示', 1, '登录界面能正常进入', '登录-登录-登录', NULL, 1, 2, 4, NULL, '进入登录界面', '1.界面文字和按钮文字正确显示\n2.账号、密码输入框正确显示，密码输入框小键盘点击能正确显示小键盘，账号密码输入框内提示信息正确显示\n3.两周内免登录勾选框显示正确，能正常勾选\n4.界面排版合理，风格统一', NULL, NULL);
 INSERT INTO `test_case` VALUES (763, NULL, '2019-10-12 10:38:00.000000', 1, NULL, NULL, NULL, NULL, NULL, '登录', 1, '进入登录页面', '登录-登录-登录', NULL, 1, 2, 3, NULL, '输入账号空，密码为1', '登录失败，提示账号或密码错误', NULL, NULL);
 INSERT INTO `test_case` VALUES (764, NULL, '2019-10-14 15:08:00.000000', 1, NULL, NULL, NULL, NULL, NULL, '测试首页常用流程框显示位置是否合理', 1, '1.用户已成功登录并进入首页', '首页-更多流程-更多流程', NULL, 1, 2, 4, NULL, '1.点击更多流程\n2.查看点击出来常用流程位置所在', '常用流程框位置应该在下方空白处显示，不阻碍其他地方显示。', NULL, NULL);
-INSERT INTO `test_case` VALUES (765, NULL, '2019-10-13 09:56:00.000000', 1, NULL, NULL, NULL, NULL, NULL, '个人事务模块个人信息测试', 1, '正常打开网站，打开个人事务模块，网络正常', '个人事务-个人信息-个人信息', NULL, 1, 2, 2, NULL, '1.打开个人事务功能模块。2.查看个人信息。3.点击个人信息，从性别里面调整性别', '1.个人事务功能模块正常打开。2.用户能选择男女性别', NULL, NULL);
+    INSERT INTO `test_case` VALUES (765, NULL, '2019-10-13 09:56:00.000000', 1, NULL, NULL, NULL, NULL, NULL, '个人事务模块个人信息测试', 1, '正常打开网站，打开个人事务模块，网络正常', '个人事务-个人信息-个人信息', NULL, 1, 2, 2, NULL, '1.打开个人事务功能模块。2.查看个人信息。3.点击个人信息，从性别里面调整性别', '1.个人事务功能模块正常打开。2.用户能选择男女性别', NULL, NULL);
 INSERT INTO `test_case` VALUES (766, NULL, '2019-10-13 10:13:00.000000', 1, NULL, NULL, NULL, NULL, NULL, '页面布局有误', 1, '邮箱登录页面', '其他-其他-其他', NULL, 1, 2, 4, NULL, '点击邮箱登录', '页面显示完整', NULL, NULL);
 INSERT INTO `test_case` VALUES (767, NULL, '2019-10-15 11:36:00.000000', 1, NULL, NULL, NULL, NULL, NULL, '页面缺陷', 1, '通讯录显示缺陷', '首页-通讯录-查看', NULL, 1, 2, 4, NULL, '进入首页，点击通讯录', '显示完整', NULL, NULL);
 INSERT INTO `test_case` VALUES (768, NULL, '2019-10-15 11:52:00.000000', 1, NULL, NULL, NULL, NULL, NULL, '登录页面显示有误', 1, '进入登录页面', '登录-登录-登录', NULL, 5, 2, 4, NULL, '输入密码账号，密码会被 “”“密码”两字遮盖', '显示完好', NULL, NULL);