├── GenderRecognition.ipynb ├── Jupyter Notebook Preview.html ├── Jupyter Notebook Preview.pdf ├── LICENSE ├── README.md ├── best_weights.h5 ├── last_weights.h5 ├── predict_train.csv ├── predict_train_excel.xlsx ├── run.py ├── sampleSubmit.csv ├── save_weights.h5 ├── submission.csv ├── test.csv ├── train.csv └── trial.txt /Jupyter Notebook Preview.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/0Kirby/GenderRecognition/8e3f9f71282ec728e593b4ff19a78953eb5be242/Jupyter Notebook Preview.pdf -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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-------------------------------------------------------------------------------- 1 | # GenderRecognition 2 | 江南大学《机器学习》大作业-人脸图像性别分类 3 | # 简介 4 | [Kaggle比赛地址](https://www.kaggle.com/c/jiangnan2020) 5 | [大报告](https://blog.csdn.net/jty123456/article/details/109733826) 6 | [Jupyter Notebook实现](https://blog.csdn.net/jty123456/article/details/109666045) 7 | **《机器学习》** 是计算机类硕士生阶段的重要应用基础课程，旨在使学生了解机器学习的研究对象、研究内容、研究方法（包括理论基础和实验方法），和近年来的主要发展技术路线。本课程非学位课，为了培养学生以机器学习理论为基础从事相关应用研究的能力，学生的考核以大作业的形式进行。 8 | 通过看——查阅资料、做——复现已有资料的实验或做一个机器学习应用课题、写——将自己的研究工作写成技术报告，完成整个大作业。 9 | # 库 10 | | 名称 | 版本 | 用途 | 11 | | :----: | :----: | :----: | 12 | | Tensorflow | 2.3.1 | 深度学习框架 | 13 | | Keras | 2.4.3 | 基于Tensorflow的实现 | 14 | | scikit-learn | 0.32.2 | 机器学习库 | 15 | | matplotlib | 3.3.2 | 绘图库 | 16 | | pandas | 1.1.3 | 数据处理库 | 17 | | numpy | 1.19.2 | 矩阵库 | 18 | | opencv-Python | 4.4.0.44 | 读取图片 | 19 | # 数据集 20 | [从网盘下载（参考Issues #1）](https://github.com/0Kirby/GenderRecognition/issues/1) 21 | ~~[从Kaggle下载](https://www.kaggle.com/c/jiangnan2020/data)~~（比赛现已截止，无法报名，未报名者无法下载） 22 | 然后把下载到的所有文件放在**根目录** 23 | # 文件说明 24 | GenderRecognition.ipynb - 包含运行结果的交互式Jupyter Notebook 25 | run.py - 纯Python代码 26 | save_weights.h5 - 训练2000轮后的权重，可复现最佳预测结果 27 | train.csv - 已对其中错误的标签进行修改 28 | submission.csv - 输出的预测结果 29 | trial.txt - 使用最佳模型预测训练集，对训练集所做的修改 30 | Jupyter Notebook Preview.html/Jupyter Notebook Preview.pdf - 运行结果，内容同GenderRecognition.ipynb 31 | -------------------------------------------------------------------------------- /best_weights.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/0Kirby/GenderRecognition/8e3f9f71282ec728e593b4ff19a78953eb5be242/best_weights.h5 -------------------------------------------------------------------------------- /last_weights.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/0Kirby/GenderRecognition/8e3f9f71282ec728e593b4ff19a78953eb5be242/last_weights.h5 -------------------------------------------------------------------------------- /predict_train_excel.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/0Kirby/GenderRecognition/8e3f9f71282ec728e593b4ff19a78953eb5be242/predict_train_excel.xlsx -------------------------------------------------------------------------------- /run.py: -------------------------------------------------------------------------------- 1 | # TensorFlow and tf.keras 2 | import tensorflow as tf 3 | from tensorflow import keras 4 | from sklearn.model_selection import train_test_split 5 | import matplotlib.pyplot as plt 6 | # Helper libraries 7 | from pandas import read_csv 8 | import numpy as np 9 | import pandas as pd 10 | import cv2 11 | 12 | print(tf.__version__) 13 | 14 | array_of_img = [] # this if for store all of the image data 15 | image_size = 100 16 | 17 | directory_name = "train/train/" 18 | for i in range(1, 18001): 19 | # print(filename) #just for test 20 | # img is used to store the image data 21 | # img = cv2.imread(directory_name + str(i) + ".jpg", cv2.IMREAD_GRAYSCALE) 22 | img = cv2.imread(directory_name + str(i) + ".jpg") 23 | img = img / 255.0 24 | img = cv2.resize(img, (image_size, image_size)) 25 | array_of_img.append(img) 26 | train_images = np.array(array_of_img) 27 | array_of_img = [] 28 | 29 | dataframe = read_csv('train.csv') 30 | array = dataframe.values 31 | train_labels = np.array(array[:, 1], dtype='int8') 32 | del dataframe 33 | del array 34 | class_names = ['male', 'female'] 35 | 36 | # train_images = train_images.reshape(train_images.shape[0], image_size, image_size, 1) 37 | # train_images = train_images.astype('float32') 38 | 39 | X_train, X_val, Y_train, Y_val = train_test_split(train_images, train_labels, test_size=0.1, random_state=3) 40 | 41 | data_augmentation = keras.Sequential( 42 | [ 43 | keras.layers.GaussianNoise(0.1, input_shape=(image_size, image_size, 3)), 44 | keras.layers.experimental.preprocessing.RandomFlip("horizontal"), 45 | keras.layers.experimental.preprocessing.RandomTranslation(0.1, 0.1), 46 | keras.layers.experimental.preprocessing.RandomRotation(0.1), 47 | keras.layers.experimental.preprocessing.RandomZoom(0.1), 48 | ] 49 | ) 50 | 51 | 52 | model = keras.Sequential([ 53 | data_augmentation, 54 | keras.layers.Conv2D(25, kernel_size=(3, 3), padding='same', activation='relu'), 55 | keras.layers.Conv2D(50, kernel_size=(3, 3), padding='same', activation='relu'), 56 | keras.layers.BatchNormalization(), 57 | keras.layers.MaxPooling2D(), 58 | keras.layers.Dropout(0.2), 59 | keras.layers.Conv2D(50, kernel_size=(3, 3), padding='same', activation='relu'), 60 | keras.layers.Conv2D(100, kernel_size=(3, 3), padding='same', activation='relu'), 61 | keras.layers.BatchNormalization(), 62 | keras.layers.MaxPooling2D(), 63 | keras.layers.Dropout(0.2), 64 | keras.layers.Conv2D(100, kernel_size=(3, 3), padding='same', activation='relu'), 65 | keras.layers.Conv2D(200, kernel_size=(3, 3), padding='same', activation='relu'), 66 | keras.layers.BatchNormalization(), 67 | keras.layers.MaxPooling2D(), 68 | keras.layers.Dropout(0.2), 69 | keras.layers.Flatten(), 70 | keras.layers.Dense(50, activation='relu'), 71 | keras.layers.BatchNormalization(), 72 | keras.layers.Dropout(0.2), 73 | keras.layers.Dense(100, activation='relu'), 74 | keras.layers.BatchNormalization(), 75 | keras.layers.Dense(200, activation='relu'), 76 | keras.layers.BatchNormalization(), 77 | keras.layers.Dropout(0.2), 78 | keras.layers.Dense(2, activation='softmax') 79 | ]) 80 | 81 | model.summary() 82 | 83 | 84 | 85 | 86 | model.compile(optimizer='adam', 87 | loss=tf.keras.losses.SparseCategoricalCrossentropy(), 88 | metrics=['accuracy'] 89 | ) 90 | 91 | save_weights = 'save_weights.h5' 92 | last_weights = 'last_weights.h5' 93 | best_weights = 'best_weights.h5' 94 | 95 | # model.load_weights(save_weights) 96 | 97 | checkpoint = keras.callbacks.ModelCheckpoint(best_weights, monitor='val_accuracy', save_best_only=True, mode='max', 98 | verbose=1) 99 | reduce = keras.callbacks.ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=3, verbose=0, mode='auto', 100 | min_delta=0.0001, cooldown=0, min_lr=0) 101 | earlyStopping = keras.callbacks.EarlyStopping(monitor='val_loss', patience=50, verbose=1, mode='auto') 102 | callbacks = [checkpoint] 103 | 104 | 105 | # hist = model.fit(train_images, train_labels, epochs=100) 106 | hist = model.fit(X_train, Y_train, epochs=2000, validation_data=(X_val, Y_val), use_multiprocessing=True, 107 | callbacks=callbacks, workers=3) 108 | 109 | model.save_weights(last_weights) 110 | plt.figure() 111 | 112 | acc = hist.history['accuracy'] 113 | val_acc = hist.history['val_accuracy'] 114 | loss = hist.history['loss'] 115 | val_loss = hist.history['val_loss'] 116 | 117 | epochs = range(len(acc)) 118 | 119 | plt.plot(epochs, acc, 'r', label='Training acc') # 'bo'为画蓝色圆点，不连线 120 | plt.plot(epochs, val_acc, 'b', label='Validation acc') 121 | plt.plot(epochs, loss, 'g', label='Training loss') 122 | plt.plot(epochs, val_loss, 'y', label='Validation loss') 123 | plt.title('Training and validation accuracy,Training and validation loss') 124 | plt.legend() # 绘制图例，默认在右上角 125 | 126 | plt.show() 127 | 128 | # model.load_weights(best_weights) 加载本次训练最佳权重 129 | model.load_weights(save_weights) # 加载之前已保存的能复现结果的最佳权重 130 | del train_images 131 | del train_labels 132 | 133 | directory_name = "test/test/" 134 | 135 | for i in range(18001, 23709): 136 | # print(filename) #just for test 137 | # img is used to store the image data 138 | # img = cv2.imread(directory_name + str(i) + ".jpg", cv2.IMREAD_GRAYSCALE) 139 | img = cv2.imread(directory_name + str(i) + ".jpg") 140 | img = img / 255.0 141 | img = cv2.resize(img, (image_size, image_size)) 142 | array_of_img.append(img) 143 | test_images = np.array(array_of_img) 144 | del array_of_img 145 | # test_images = test_images.reshape(test_images.shape[0], image_size, image_size, 1) 146 | # test_images = test_images.astype('float32') 147 | # probability_model = tf.keras.Sequential([model,tf.keras.layers.Softmax()]) 148 | # predictions = probability_model.predict(test_images) 149 | 150 | predictions = model.predict(test_images) 151 | results = np.argmax(predictions, axis=1) 152 | submissions = pd.read_csv('test.csv') 153 | submissions['label'] = results 154 | submissions.to_csv('submission.csv', index=False) 155 | -------------------------------------------------------------------------------- /sampleSubmit.csv: -------------------------------------------------------------------------------- 1 | id,label 2 | 18001,1 3 | 18003,0 4 | 23708,1 5 | -------------------------------------------------------------------------------- /save_weights.h5: -------------------------------------------------------------------------------- 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| 19049,0 1051 | 19050,0 1052 | 19051,0 1053 | 19052,0 1054 | 19053,0 1055 | 19054,0 1056 | 19055,1 1057 | 19056,1 1058 | 19057,1 1059 | 19058,1 1060 | 19059,1 1061 | 19060,1 1062 | 19061,1 1063 | 19062,1 1064 | 19063,1 1065 | 19064,1 1066 | 19065,1 1067 | 19066,0 1068 | 19067,1 1069 | 19068,1 1070 | 19069,1 1071 | 19070,1 1072 | 19071,1 1073 | 19072,1 1074 | 19073,1 1075 | 19074,1 1076 | 19075,1 1077 | 19076,1 1078 | 19077,1 1079 | 19078,1 1080 | 19079,1 1081 | 19080,1 1082 | 19081,1 1083 | 19082,1 1084 | 19083,1 1085 | 19084,1 1086 | 19085,1 1087 | 19086,1 1088 | 19087,1 1089 | 19088,1 1090 | 19089,0 1091 | 19090,1 1092 | 19091,1 1093 | 19092,1 1094 | 19093,1 1095 | 19094,1 1096 | 19095,1 1097 | 19096,1 1098 | 19097,1 1099 | 19098,1 1100 | 19099,1 1101 | 19100,1 1102 | 19101,1 1103 | 19102,1 1104 | 19103,1 1105 | 19104,1 1106 | 19105,1 1107 | 19106,1 1108 | 19107,1 1109 | 19108,1 1110 | 19109,1 1111 | 19110,1 1112 | 19111,1 1113 | 19112,1 1114 | 19113,1 1115 | 19114,1 1116 | 19115,1 1117 | 19116,1 1118 | 19117,1 1119 | 19118,1 1120 | 19119,1 1121 | 19120,1 1122 | 19121,1 1123 | 19122,1 1124 | 19123,1 1125 | 19124,1 1126 | 19125,1 1127 | 19126,1 1128 | 19127,1 1129 | 19128,1 1130 | 19129,1 1131 | 19130,1 1132 | 19131,1 1133 | 19132,1 1134 | 19133,1 1135 | 19134,1 1136 | 19135,1 1137 | 19136,1 1138 | 19137,1 1139 | 19138,1 1140 | 19139,1 1141 | 19140,1 1142 | 19141,1 1143 | 19142,1 1144 | 19143,1 1145 | 19144,1 1146 | 19145,1 1147 | 19146,1 1148 | 19147,1 1149 | 19148,1 1150 | 19149,1 1151 | 19150,1 1152 | 19151,1 1153 | 19152,1 1154 | 19153,1 1155 | 19154,0 1156 | 19155,1 1157 | 19156,1 1158 | 19157,1 1159 | 19158,1 1160 | 19159,1 1161 | 19160,1 1162 | 19161,1 1163 | 19162,1 1164 | 19163,1 1165 | 19164,1 1166 | 19165,1 1167 | 19166,1 1168 | 19167,1 1169 | 19168,1 1170 | 19169,1 1171 | 19170,1 1172 | 19171,1 1173 | 19172,1 1174 | 19173,1 1175 | 19174,1 1176 | 19175,1 1177 | 19176,1 1178 | 19177,0 1179 | 19178,0 1180 | 19179,0 1181 | 19180,0 1182 | 19181,0 1183 | 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1250 | 19249,1 1251 | 19250,1 1252 | 19251,0 1253 | 19252,1 1254 | 19253,1 1255 | 19254,1 1256 | 19255,1 1257 | 19256,1 1258 | 19257,1 1259 | 19258,1 1260 | 19259,1 1261 | 19260,1 1262 | 19261,1 1263 | 19262,1 1264 | 19263,1 1265 | 19264,1 1266 | 19265,1 1267 | 19266,1 1268 | 19267,1 1269 | 19268,1 1270 | 19269,1 1271 | 19270,1 1272 | 19271,1 1273 | 19272,1 1274 | 19273,1 1275 | 19274,1 1276 | 19275,1 1277 | 19276,1 1278 | 19277,1 1279 | 19278,1 1280 | 19279,1 1281 | 19280,1 1282 | 19281,1 1283 | 19282,1 1284 | 19283,1 1285 | 19284,1 1286 | 19285,1 1287 | 19286,1 1288 | 19287,1 1289 | 19288,1 1290 | 19289,1 1291 | 19290,1 1292 | 19291,1 1293 | 19292,1 1294 | 19293,1 1295 | 19294,1 1296 | 19295,1 1297 | 19296,1 1298 | 19297,1 1299 | 19298,1 1300 | 19299,0 1301 | 19300,1 1302 | 19301,1 1303 | 19302,1 1304 | 19303,1 1305 | 19304,1 1306 | 19305,1 1307 | 19306,1 1308 | 19307,1 1309 | 19308,1 1310 | 19309,1 1311 | 19310,1 1312 | 19311,1 1313 | 19312,1 1314 | 19313,1 1315 | 19314,1 1316 | 19315,1 1317 | 19316,1 1318 | 19317,1 1319 | 19318,1 1320 | 19319,1 1321 | 19320,1 1322 | 19321,1 1323 | 19322,1 1324 | 19323,1 1325 | 19324,1 1326 | 19325,1 1327 | 19326,1 1328 | 19327,1 1329 | 19328,1 1330 | 19329,1 1331 | 19330,1 1332 | 19331,1 1333 | 19332,1 1334 | 19333,1 1335 | 19334,1 1336 | 19335,1 1337 | 19336,1 1338 | 19337,0 1339 | 19338,0 1340 | 19339,0 1341 | 19340,0 1342 | 19341,0 1343 | 19342,0 1344 | 19343,0 1345 | 19344,0 1346 | 19345,0 1347 | 19346,0 1348 | 19347,0 1349 | 19348,0 1350 | 19349,0 1351 | 19350,0 1352 | 19351,0 1353 | 19352,0 1354 | 19353,0 1355 | 19354,0 1356 | 19355,0 1357 | 19356,0 1358 | 19357,0 1359 | 19358,0 1360 | 19359,0 1361 | 19360,0 1362 | 19361,0 1363 | 19362,0 1364 | 19363,0 1365 | 19364,0 1366 | 19365,0 1367 | 19366,0 1368 | 19367,0 1369 | 19368,0 1370 | 19369,1 1371 | 19370,0 1372 | 19371,0 1373 | 19372,0 1374 | 19373,0 1375 | 19374,0 1376 | 19375,0 1377 | 19376,0 1378 | 19377,0 1379 | 19378,0 1380 | 19379,0 1381 | 19380,1 1382 | 19381,0 1383 | 19382,0 1384 | 19383,0 1385 | 19384,0 1386 | 19385,0 1387 | 19386,0 1388 | 19387,0 1389 | 19388,0 1390 | 19389,0 1391 | 19390,0 1392 | 19391,0 1393 | 19392,0 1394 | 19393,0 1395 | 19394,0 1396 | 19395,0 1397 | 19396,0 1398 | 19397,0 1399 | 19398,0 1400 | 19399,1 1401 | 19400,0 1402 | 19401,0 1403 | 19402,0 1404 | 19403,0 1405 | 19404,0 1406 | 19405,0 1407 | 19406,0 1408 | 19407,0 1409 | 19408,0 1410 | 19409,0 1411 | 19410,0 1412 | 19411,1 1413 | 19412,0 1414 | 19413,0 1415 | 19414,0 1416 | 19415,0 1417 | 19416,0 1418 | 19417,0 1419 | 19418,0 1420 | 19419,0 1421 | 19420,0 1422 | 19421,0 1423 | 19422,0 1424 | 19423,0 1425 | 19424,0 1426 | 19425,0 1427 | 19426,0 1428 | 19427,0 1429 | 19428,0 1430 | 19429,0 1431 | 19430,0 1432 | 19431,0 1433 | 19432,0 1434 | 19433,0 1435 | 19434,0 1436 | 19435,0 1437 | 19436,0 1438 | 19437,0 1439 | 19438,0 1440 | 19439,0 1441 | 19440,0 1442 | 19441,0 1443 | 19442,0 1444 | 19443,0 1445 | 19444,1 1446 | 19445,0 1447 | 19446,0 1448 | 19447,0 1449 | 19448,0 1450 | 19449,0 1451 | 19450,0 1452 | 19451,0 1453 | 19452,0 1454 | 19453,0 1455 | 19454,0 1456 | 19455,0 1457 | 19456,0 1458 | 19457,0 1459 | 19458,0 1460 | 19459,0 1461 | 19460,0 1462 | 19461,1 1463 | 19462,0 1464 | 19463,0 1465 | 19464,0 1466 | 19465,0 1467 | 19466,0 1468 | 19467,0 1469 | 19468,0 1470 | 19469,0 1471 | 19470,0 1472 | 19471,0 1473 | 19472,0 1474 | 19473,0 1475 | 19474,1 1476 | 19475,0 1477 | 19476,0 1478 | 19477,0 1479 | 19478,0 1480 | 19479,0 1481 | 19480,0 1482 | 19481,0 1483 | 19482,0 1484 | 19483,0 1485 | 19484,0 1486 | 19485,0 1487 | 19486,0 1488 | 19487,0 1489 | 19488,0 1490 | 19489,0 1491 | 19490,0 1492 | 19491,0 1493 | 19492,0 1494 | 19493,0 1495 | 19494,0 1496 | 19495,0 1497 | 19496,0 1498 | 19497,0 1499 | 19498,0 1500 | 19499,0 1501 | 19500,0 1502 | 19501,0 1503 | 19502,0 1504 | 19503,0 1505 | 19504,0 1506 | 19505,0 1507 | 19506,0 1508 | 19507,0 1509 | 19508,0 1510 | 19509,0 1511 | 19510,0 1512 | 19511,0 1513 | 19512,0 1514 | 19513,0 1515 | 19514,0 1516 | 19515,0 1517 | 19516,0 1518 | 19517,0 1519 | 19518,0 1520 | 19519,0 1521 | 19520,0 1522 | 19521,0 1523 | 19522,0 1524 | 19523,0 1525 | 19524,0 1526 | 19525,0 1527 | 19526,0 1528 | 19527,0 1529 | 19528,0 1530 | 19529,0 1531 | 19530,1 1532 | 19531,0 1533 | 19532,0 1534 | 19533,0 1535 | 19534,0 1536 | 19535,0 1537 | 19536,0 1538 | 19537,0 1539 | 19538,0 1540 | 19539,0 1541 | 19540,0 1542 | 19541,0 1543 | 19542,0 1544 | 19543,1 1545 | 19544,0 1546 | 19545,1 1547 | 19546,1 1548 | 19547,1 1549 | 19548,1 1550 | 19549,1 1551 | 19550,1 1552 | 19551,1 1553 | 19552,1 1554 | 19553,1 1555 | 19554,1 1556 | 19555,1 1557 | 19556,1 1558 | 19557,1 1559 | 19558,1 1560 | 19559,1 1561 | 19560,1 1562 | 19561,1 1563 | 19562,1 1564 | 19563,1 1565 | 19564,1 1566 | 19565,0 1567 | 19566,1 1568 | 19567,1 1569 | 19568,1 1570 | 19569,1 1571 | 19570,1 1572 | 19571,1 1573 | 19572,1 1574 | 19573,1 1575 | 19574,1 1576 | 19575,1 1577 | 19576,1 1578 | 19577,1 1579 | 19578,1 1580 | 19579,1 1581 | 19580,1 1582 | 19581,1 1583 | 19582,1 1584 | 19583,1 1585 | 19584,1 1586 | 19585,1 1587 | 19586,1 1588 | 19587,1 1589 | 19588,1 1590 | 19589,1 1591 | 19590,1 1592 | 19591,1 1593 | 19592,1 1594 | 19593,1 1595 | 19594,1 1596 | 19595,1 1597 | 19596,1 1598 | 19597,1 1599 | 19598,1 1600 | 19599,1 1601 | 19600,1 1602 | 19601,1 1603 | 19602,1 1604 | 19603,1 1605 | 19604,0 1606 | 19605,1 1607 | 19606,1 1608 | 19607,1 1609 | 19608,1 1610 | 19609,1 1611 | 19610,1 1612 | 19611,1 1613 | 19612,1 1614 | 19613,1 1615 | 19614,1 1616 | 19615,1 1617 | 19616,1 1618 | 19617,1 1619 | 19618,1 1620 | 19619,1 1621 | 19620,1 1622 | 19621,1 1623 | 19622,1 1624 | 19623,1 1625 | 19624,1 1626 | 19625,1 1627 | 19626,1 1628 | 19627,1 1629 | 19628,1 1630 | 19629,1 1631 | 19630,1 1632 | 19631,1 1633 | 19632,1 1634 | 19633,1 1635 | 19634,1 1636 | 19635,1 1637 | 19636,1 1638 | 19637,1 1639 | 19638,1 1640 | 19639,1 1641 | 19640,1 1642 | 19641,1 1643 | 19642,1 1644 | 19643,1 1645 | 19644,1 1646 | 19645,0 1647 | 19646,1 1648 | 19647,1 1649 | 19648,0 1650 | 19649,1 1651 | 19650,1 1652 | 19651,1 1653 | 19652,1 1654 | 19653,1 1655 | 19654,0 1656 | 19655,0 1657 | 19656,1 1658 | 19657,1 1659 | 19658,1 1660 | 19659,1 1661 | 19660,1 1662 | 19661,1 1663 | 19662,1 1664 | 19663,1 1665 | 19664,1 1666 | 19665,1 1667 | 19666,1 1668 | 19667,1 1669 | 19668,1 1670 | 19669,1 1671 | 19670,1 1672 | 19671,1 1673 | 19672,1 1674 | 19673,1 1675 | 19674,1 1676 | 19675,1 1677 | 19676,1 1678 | 19677,0 1679 | 19678,1 1680 | 19679,1 1681 | 19680,1 1682 | 19681,1 1683 | 19682,1 1684 | 19683,1 1685 | 19684,1 1686 | 19685,1 1687 | 19686,1 1688 | 19687,1 1689 | 19688,1 1690 | 19689,1 1691 | 19690,1 1692 | 19691,1 1693 | 19692,1 1694 | 19693,0 1695 | 19694,1 1696 | 19695,1 1697 | 19696,0 1698 | 19697,1 1699 | 19698,1 1700 | 19699,1 1701 | 19700,1 1702 | 19701,1 1703 | 19702,1 1704 | 19703,1 1705 | 19704,1 1706 | 19705,1 1707 | 19706,1 1708 | 19707,1 1709 | 19708,1 1710 | 19709,1 1711 | 19710,1 1712 | 19711,1 1713 | 19712,0 1714 | 19713,1 1715 | 19714,1 1716 | 19715,1 1717 | 19716,1 1718 | 19717,1 1719 | 19718,1 1720 | 19719,1 1721 | 19720,1 1722 | 19721,1 1723 | 19722,1 1724 | 19723,1 1725 | 19724,1 1726 | 19725,1 1727 | 19726,1 1728 | 19727,1 1729 | 19728,1 1730 | 19729,1 1731 | 19730,1 1732 | 19731,1 1733 | 19732,1 1734 | 19733,1 1735 | 19734,1 1736 | 19735,1 1737 | 19736,1 1738 | 19737,1 1739 | 19738,1 1740 | 19739,1 1741 | 19740,1 1742 | 19741,0 1743 | 19742,1 1744 | 19743,1 1745 | 19744,1 1746 | 19745,1 1747 | 19746,1 1748 | 19747,1 1749 | 19748,1 1750 | 19749,1 1751 | 19750,1 1752 | 19751,1 1753 | 19752,1 1754 | 19753,1 1755 | 19754,1 1756 | 19755,1 1757 | 19756,1 1758 | 19757,1 1759 | 19758,1 1760 | 19759,1 1761 | 19760,1 1762 | 19761,1 1763 | 19762,1 1764 | 19763,1 1765 | 19764,1 1766 | 19765,1 1767 | 19766,1 1768 | 19767,1 1769 | 19768,1 1770 | 19769,1 1771 | 19770,1 1772 | 19771,1 1773 | 19772,1 1774 | 19773,1 1775 | 19774,1 1776 | 19775,1 1777 | 19776,1 1778 | 19777,1 1779 | 19778,1 1780 | 19779,1 1781 | 19780,1 1782 | 19781,1 1783 | 19782,1 1784 | 19783,1 1785 | 19784,1 1786 | 19785,1 1787 | 19786,1 1788 | 19787,1 1789 | 19788,1 1790 | 19789,1 1791 | 19790,1 1792 | 19791,1 1793 | 19792,1 1794 | 19793,1 1795 | 19794,1 1796 | 19795,1 1797 | 19796,1 1798 | 19797,1 1799 | 19798,1 1800 | 19799,1 1801 | 19800,1 1802 | 19801,1 1803 | 19802,1 1804 | 19803,1 1805 | 19804,1 1806 | 19805,1 1807 | 19806,1 1808 | 19807,1 1809 | 19808,1 1810 | 19809,1 1811 | 19810,1 1812 | 19811,1 1813 | 19812,1 1814 | 19813,1 1815 | 19814,1 1816 | 19815,1 1817 | 19816,1 1818 | 19817,1 1819 | 19818,1 1820 | 19819,1 1821 | 19820,1 1822 | 19821,1 1823 | 19822,1 1824 | 19823,1 1825 | 19824,1 1826 | 19825,1 1827 | 19826,1 1828 | 19827,1 1829 | 19828,1 1830 | 19829,1 1831 | 19830,1 1832 | 19831,1 1833 | 19832,1 1834 | 19833,1 1835 | 19834,1 1836 | 19835,1 1837 | 19836,1 1838 | 19837,1 1839 | 19838,1 1840 | 19839,0 1841 | 19840,0 1842 | 19841,0 1843 | 19842,0 1844 | 19843,0 1845 | 19844,0 1846 | 19845,0 1847 | 19846,0 1848 | 19847,0 1849 | 19848,0 1850 | 19849,0 1851 | 19850,0 1852 | 19851,0 1853 | 19852,0 1854 | 19853,0 1855 | 19854,0 1856 | 19855,0 1857 | 19856,0 1858 | 19857,0 1859 | 19858,0 1860 | 19859,0 1861 | 19860,0 1862 | 19861,0 1863 | 19862,0 1864 | 19863,0 1865 | 19864,0 1866 | 19865,0 1867 | 19866,0 1868 | 19867,0 1869 | 19868,0 1870 | 19869,0 1871 | 19870,0 1872 | 19871,0 1873 | 19872,0 1874 | 19873,0 1875 | 19874,0 1876 | 19875,0 1877 | 19876,0 1878 | 19877,0 1879 | 19878,0 1880 | 19879,0 1881 | 19880,0 1882 | 19881,0 1883 | 19882,0 1884 | 19883,1 1885 | 19884,0 1886 | 19885,0 1887 | 19886,0 1888 | 19887,0 1889 | 19888,0 1890 | 19889,0 1891 | 19890,0 1892 | 19891,0 1893 | 19892,0 1894 | 19893,0 1895 | 19894,0 1896 | 19895,0 1897 | 19896,0 1898 | 19897,1 1899 | 19898,0 1900 | 19899,0 1901 | 19900,0 1902 | 19901,0 1903 | 19902,0 1904 | 19903,0 1905 | 19904,0 1906 | 19905,0 1907 | 19906,1 1908 | 19907,1 1909 | 19908,1 1910 | 19909,1 1911 | 19910,1 1912 | 19911,1 1913 | 19912,1 1914 | 19913,1 1915 | 19914,0 1916 | 19915,0 1917 | 19916,1 1918 | 19917,1 1919 | 19918,1 1920 | 19919,1 1921 | 19920,1 1922 | 19921,1 1923 | 19922,1 1924 | 19923,1 1925 | 19924,1 1926 | 19925,1 1927 | 19926,1 1928 | 19927,1 1929 | 19928,1 1930 | 19929,1 1931 | 19930,1 1932 | 19931,1 1933 | 19932,1 1934 | 19933,1 1935 | 19934,1 1936 | 19935,0 1937 | 19936,1 1938 | 19937,1 1939 | 19938,0 1940 | 19939,1 1941 | 19940,1 1942 | 19941,1 1943 | 19942,1 1944 | 19943,1 1945 | 19944,1 1946 | 19945,1 1947 | 19946,1 1948 | 19947,1 1949 | 19948,1 1950 | 19949,1 1951 | 19950,1 1952 | 19951,1 1953 | 19952,1 1954 | 19953,1 1955 | 19954,1 1956 | 19955,1 1957 | 19956,1 1958 | 19957,1 1959 | 19958,1 1960 | 19959,1 1961 | 19960,1 1962 | 19961,1 1963 | 19962,0 1964 | 19963,1 1965 | 19964,1 1966 | 19965,1 1967 | 19966,1 1968 | 19967,1 1969 | 19968,1 1970 | 19969,1 1971 | 19970,1 1972 | 19971,1 1973 | 19972,1 1974 | 19973,1 1975 | 19974,1 1976 | 19975,1 1977 | 19976,1 1978 | 19977,1 1979 | 19978,1 1980 | 19979,1 1981 | 19980,1 1982 | 19981,1 1983 | 19982,1 1984 | 19983,1 1985 | 19984,1 1986 | 19985,1 1987 | 19986,0 1988 | 19987,0 1989 | 19988,0 1990 | 19989,0 1991 | 19990,0 1992 | 19991,0 1993 | 19992,0 1994 | 19993,0 1995 | 19994,0 1996 | 19995,0 1997 | 19996,0 1998 | 19997,0 1999 | 19998,0 2000 | 19999,0 2001 | 20000,0 2002 | 20001,0 2003 | 20002,0 2004 | 20003,0 2005 | 20004,0 2006 | 20005,0 2007 | 20006,0 2008 | 20007,0 2009 | 20008,0 2010 | 20009,0 2011 | 20010,0 2012 | 20011,0 2013 | 20012,0 2014 | 20013,0 2015 | 20014,0 2016 | 20015,0 2017 | 20016,0 2018 | 20017,0 2019 | 20018,0 2020 | 20019,0 2021 | 20020,0 2022 | 20021,0 2023 | 20022,0 2024 | 20023,0 2025 | 20024,0 2026 | 20025,0 2027 | 20026,0 2028 | 20027,0 2029 | 20028,0 2030 | 20029,0 2031 | 20030,0 2032 | 20031,0 2033 | 20032,0 2034 | 20033,0 2035 | 20034,0 2036 | 20035,0 2037 | 20036,0 2038 | 20037,0 2039 | 20038,0 2040 | 20039,0 2041 | 20040,0 2042 | 20041,0 2043 | 20042,0 2044 | 20043,0 2045 | 20044,0 2046 | 20045,0 2047 | 20046,0 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20113,1 2115 | 20114,1 2116 | 20115,1 2117 | 20116,1 2118 | 20117,1 2119 | 20118,1 2120 | 20119,1 2121 | 20120,1 2122 | 20121,1 2123 | 20122,1 2124 | 20123,1 2125 | 20124,1 2126 | 20125,1 2127 | 20126,1 2128 | 20127,1 2129 | 20128,1 2130 | 20129,1 2131 | 20130,1 2132 | 20131,1 2133 | 20132,1 2134 | 20133,1 2135 | 20134,1 2136 | 20135,1 2137 | 20136,1 2138 | 20137,1 2139 | 20138,1 2140 | 20139,1 2141 | 20140,1 2142 | 20141,1 2143 | 20142,0 2144 | 20143,1 2145 | 20144,1 2146 | 20145,1 2147 | 20146,1 2148 | 20147,1 2149 | 20148,1 2150 | 20149,1 2151 | 20150,1 2152 | 20151,1 2153 | 20152,1 2154 | 20153,1 2155 | 20154,1 2156 | 20155,1 2157 | 20156,1 2158 | 20157,1 2159 | 20158,1 2160 | 20159,1 2161 | 20160,1 2162 | 20161,1 2163 | 20162,1 2164 | 20163,1 2165 | 20164,1 2166 | 20165,1 2167 | 20166,1 2168 | 20167,1 2169 | 20168,1 2170 | 20169,1 2171 | 20170,1 2172 | 20171,1 2173 | 20172,1 2174 | 20173,1 2175 | 20174,1 2176 | 20175,1 2177 | 20176,1 2178 | 20177,1 2179 | 20178,1 2180 | 20179,1 2181 | 20180,1 2182 | 20181,1 2183 | 20182,1 2184 | 20183,1 2185 | 20184,1 2186 | 20185,1 2187 | 20186,1 2188 | 20187,1 2189 | 20188,1 2190 | 20189,1 2191 | 20190,1 2192 | 20191,1 2193 | 20192,1 2194 | 20193,1 2195 | 20194,1 2196 | 20195,1 2197 | 20196,1 2198 | 20197,1 2199 | 20198,1 2200 | 20199,1 2201 | 20200,1 2202 | 20201,1 2203 | 20202,1 2204 | 20203,1 2205 | 20204,1 2206 | 20205,1 2207 | 20206,1 2208 | 20207,1 2209 | 20208,1 2210 | 20209,1 2211 | 20210,0 2212 | 20211,1 2213 | 20212,1 2214 | 20213,1 2215 | 20214,1 2216 | 20215,1 2217 | 20216,1 2218 | 20217,1 2219 | 20218,1 2220 | 20219,1 2221 | 20220,1 2222 | 20221,1 2223 | 20222,0 2224 | 20223,0 2225 | 20224,0 2226 | 20225,0 2227 | 20226,0 2228 | 20227,0 2229 | 20228,0 2230 | 20229,0 2231 | 20230,0 2232 | 20231,0 2233 | 20232,0 2234 | 20233,0 2235 | 20234,0 2236 | 20235,0 2237 | 20236,0 2238 | 20237,0 2239 | 20238,0 2240 | 20239,0 2241 | 20240,0 2242 | 20241,0 2243 | 20242,0 2244 | 20243,0 2245 | 20244,0 2246 | 20245,0 2247 | 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4442 | 22441,1 4443 | 22442,1 4444 | 22443,1 4445 | 22444,1 4446 | 22445,0 4447 | 22446,0 4448 | 22447,0 4449 | 22448,0 4450 | 22449,0 4451 | 22450,0 4452 | 22451,0 4453 | 22452,0 4454 | 22453,0 4455 | 22454,0 4456 | 22455,0 4457 | 22456,0 4458 | 22457,0 4459 | 22458,0 4460 | 22459,0 4461 | 22460,0 4462 | 22461,0 4463 | 22462,0 4464 | 22463,0 4465 | 22464,0 4466 | 22465,0 4467 | 22466,0 4468 | 22467,0 4469 | 22468,0 4470 | 22469,0 4471 | 22470,0 4472 | 22471,0 4473 | 22472,0 4474 | 22473,0 4475 | 22474,0 4476 | 22475,0 4477 | 22476,0 4478 | 22477,0 4479 | 22478,0 4480 | 22479,1 4481 | 22480,0 4482 | 22481,1 4483 | 22482,0 4484 | 22483,0 4485 | 22484,0 4486 | 22485,0 4487 | 22486,0 4488 | 22487,0 4489 | 22488,1 4490 | 22489,1 4491 | 22490,1 4492 | 22491,1 4493 | 22492,1 4494 | 22493,1 4495 | 22494,1 4496 | 22495,1 4497 | 22496,1 4498 | 22497,1 4499 | 22498,1 4500 | 22499,1 4501 | 22500,1 4502 | 22501,1 4503 | 22502,1 4504 | 22503,1 4505 | 22504,1 4506 | 22505,0 4507 | 22506,0 4508 | 22507,0 4509 | 22508,0 4510 | 22509,0 4511 | 22510,0 4512 | 22511,0 4513 | 22512,0 4514 | 22513,0 4515 | 22514,0 4516 | 22515,0 4517 | 22516,0 4518 | 22517,0 4519 | 22518,0 4520 | 22519,0 4521 | 22520,0 4522 | 22521,0 4523 | 22522,0 4524 | 22523,0 4525 | 22524,0 4526 | 22525,0 4527 | 22526,0 4528 | 22527,0 4529 | 22528,0 4530 | 22529,0 4531 | 22530,0 4532 | 22531,0 4533 | 22532,0 4534 | 22533,0 4535 | 22534,0 4536 | 22535,0 4537 | 22536,0 4538 | 22537,0 4539 | 22538,0 4540 | 22539,0 4541 | 22540,0 4542 | 22541,0 4543 | 22542,0 4544 | 22543,0 4545 | 22544,0 4546 | 22545,0 4547 | 22546,0 4548 | 22547,0 4549 | 22548,0 4550 | 22549,0 4551 | 22550,0 4552 | 22551,0 4553 | 22552,0 4554 | 22553,0 4555 | 22554,0 4556 | 22555,0 4557 | 22556,0 4558 | 22557,0 4559 | 22558,0 4560 | 22559,0 4561 | 22560,0 4562 | 22561,0 4563 | 22562,0 4564 | 22563,0 4565 | 22564,0 4566 | 22565,0 4567 | 22566,0 4568 | 22567,0 4569 | 22568,0 4570 | 22569,0 4571 | 22570,0 4572 | 22571,0 4573 | 22572,0 4574 | 22573,0 4575 | 22574,0 4576 | 22575,1 4577 | 22576,1 4578 | 22577,1 4579 | 22578,1 4580 | 22579,1 4581 | 22580,1 4582 | 22581,1 4583 | 22582,1 4584 | 22583,1 4585 | 22584,1 4586 | 22585,1 4587 | 22586,1 4588 | 22587,1 4589 | 22588,1 4590 | 22589,1 4591 | 22590,1 4592 | 22591,1 4593 | 22592,1 4594 | 22593,1 4595 | 22594,0 4596 | 22595,0 4597 | 22596,0 4598 | 22597,0 4599 | 22598,0 4600 | 22599,0 4601 | 22600,0 4602 | 22601,0 4603 | 22602,0 4604 | 22603,0 4605 | 22604,0 4606 | 22605,1 4607 | 22606,0 4608 | 22607,0 4609 | 22608,0 4610 | 22609,0 4611 | 22610,0 4612 | 22611,0 4613 | 22612,0 4614 | 22613,0 4615 | 22614,0 4616 | 22615,0 4617 | 22616,0 4618 | 22617,0 4619 | 22618,0 4620 | 22619,0 4621 | 22620,0 4622 | 22621,0 4623 | 22622,0 4624 | 22623,0 4625 | 22624,0 4626 | 22625,0 4627 | 22626,0 4628 | 22627,0 4629 | 22628,0 4630 | 22629,0 4631 | 22630,0 4632 | 22631,0 4633 | 22632,0 4634 | 22633,0 4635 | 22634,0 4636 | 22635,0 4637 | 22636,0 4638 | 22637,0 4639 | 22638,0 4640 | 22639,0 4641 | 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4841 | 22840,1 4842 | 22841,1 4843 | 22842,1 4844 | 22843,1 4845 | 22844,0 4846 | 22845,1 4847 | 22846,1 4848 | 22847,0 4849 | 22848,1 4850 | 22849,0 4851 | 22850,0 4852 | 22851,0 4853 | 22852,1 4854 | 22853,0 4855 | 22854,0 4856 | 22855,0 4857 | 22856,0 4858 | 22857,1 4859 | 22858,0 4860 | 22859,1 4861 | 22860,1 4862 | 22861,1 4863 | 22862,1 4864 | 22863,1 4865 | 22864,1 4866 | 22865,1 4867 | 22866,1 4868 | 22867,1 4869 | 22868,0 4870 | 22869,1 4871 | 22870,0 4872 | 22871,1 4873 | 22872,1 4874 | 22873,1 4875 | 22874,1 4876 | 22875,1 4877 | 22876,1 4878 | 22877,1 4879 | 22878,1 4880 | 22879,1 4881 | 22880,0 4882 | 22881,1 4883 | 22882,1 4884 | 22883,1 4885 | 22884,1 4886 | 22885,1 4887 | 22886,0 4888 | 22887,0 4889 | 22888,0 4890 | 22889,0 4891 | 22890,0 4892 | 22891,0 4893 | 22892,0 4894 | 22893,0 4895 | 22894,0 4896 | 22895,0 4897 | 22896,0 4898 | 22897,0 4899 | 22898,0 4900 | 22899,0 4901 | 22900,0 4902 | 22901,0 4903 | 22902,0 4904 | 22903,0 4905 | 22904,0 4906 | 22905,0 4907 | 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5107 | 23106,0 5108 | 23107,0 5109 | 23108,0 5110 | 23109,0 5111 | 23110,0 5112 | 23111,0 5113 | 23112,0 5114 | 23113,0 5115 | 23114,0 5116 | 23115,0 5117 | 23116,0 5118 | 23117,0 5119 | 23118,0 5120 | 23119,0 5121 | 23120,0 5122 | 23121,0 5123 | 23122,0 5124 | 23123,0 5125 | 23124,0 5126 | 23125,0 5127 | 23126,0 5128 | 23127,0 5129 | 23128,0 5130 | 23129,0 5131 | 23130,0 5132 | 23131,0 5133 | 23132,0 5134 | 23133,0 5135 | 23134,0 5136 | 23135,0 5137 | 23136,0 5138 | 23137,0 5139 | 23138,0 5140 | 23139,0 5141 | 23140,0 5142 | 23141,0 5143 | 23142,0 5144 | 23143,0 5145 | 23144,1 5146 | 23145,1 5147 | 23146,1 5148 | 23147,1 5149 | 23148,1 5150 | 23149,1 5151 | 23150,1 5152 | 23151,1 5153 | 23152,1 5154 | 23153,1 5155 | 23154,1 5156 | 23155,1 5157 | 23156,1 5158 | 23157,1 5159 | 23158,1 5160 | 23159,1 5161 | 23160,1 5162 | 23161,1 5163 | 23162,1 5164 | 23163,1 5165 | 23164,1 5166 | 23165,1 5167 | 23166,0 5168 | 23167,0 5169 | 23168,0 5170 | 23169,0 5171 | 23170,0 5172 | 23171,0 5173 | 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23704,1 5706 | 23705,1 5707 | 23706,1 5708 | 23707,1 5709 | 23708,1 5710 | -------------------------------------------------------------------------------- /test.csv: -------------------------------------------------------------------------------- 1 | id 2 | 18001 3 | 18002 4 | 18003 5 | 18004 6 | 18005 7 | 18006 8 | 18007 9 | 18008 10 | 18009 11 | 18010 12 | 18011 13 | 18012 14 | 18013 15 | 18014 16 | 18015 17 | 18016 18 | 18017 19 | 18018 20 | 18019 21 | 18020 22 | 18021 23 | 18022 24 | 18023 25 | 18024 26 | 18025 27 | 18026 28 | 18027 29 | 18028 30 | 18029 31 | 18030 32 | 18031 33 | 18032 34 | 18033 35 | 18034 36 | 18035 37 | 18036 38 | 18037 39 | 18038 40 | 18039 41 | 18040 42 | 18041 43 | 18042 44 | 18043 45 | 18044 46 | 18045 47 | 18046 48 | 18047 49 | 18048 50 | 18049 51 | 18050 52 | 18051 53 | 18052 54 | 18053 55 | 18054 56 | 18055 57 | 18056 58 | 18057 59 | 18058 60 | 18059 61 | 18060 62 | 18061 63 | 18062 64 | 18063 65 | 18064 66 | 18065 67 | 18066 68 | 18067 69 | 18068 70 | 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18985 987 | 18986 988 | 18987 989 | 18988 990 | 18989 991 | 18990 992 | 18991 993 | 18992 994 | 18993 995 | 18994 996 | 18995 997 | 18996 998 | 18997 999 | 18998 1000 | 18999 1001 | 19000 1002 | 19001 1003 | 19002 1004 | 19003 1005 | 19004 1006 | 19005 1007 | 19006 1008 | 19007 1009 | 19008 1010 | 19009 1011 | 19010 1012 | 19011 1013 | 19012 1014 | 19013 1015 | 19014 1016 | 19015 1017 | 19016 1018 | 19017 1019 | 19018 1020 | 19019 1021 | 19020 1022 | 19021 1023 | 19022 1024 | 19023 1025 | 19024 1026 | 19025 1027 | 19026 1028 | 19027 1029 | 19028 1030 | 19029 1031 | 19030 1032 | 19031 1033 | 19032 1034 | 19033 1035 | 19034 1036 | 19035 1037 | 19036 1038 | 19037 1039 | 19038 1040 | 19039 1041 | 19040 1042 | 19041 1043 | 19042 1044 | 19043 1045 | 19044 1046 | 19045 1047 | 19046 1048 | 19047 1049 | 19048 1050 | 19049 1051 | 19050 1052 | 19051 1053 | 19052 1054 | 19053 1055 | 19054 1056 | 19055 1057 | 19056 1058 | 19057 1059 | 19058 1060 | 19059 1061 | 19060 1062 | 19061 1063 | 19062 1064 | 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19371 1373 | 19372 1374 | 19373 1375 | 19374 1376 | 19375 1377 | 19376 1378 | 19377 1379 | 19378 1380 | 19379 1381 | 19380 1382 | 19381 1383 | 19382 1384 | 19383 1385 | 19384 1386 | 19385 1387 | 19386 1388 | 19387 1389 | 19388 1390 | 19389 1391 | 19390 1392 | 19391 1393 | 19392 1394 | 19393 1395 | 19394 1396 | 19395 1397 | 19396 1398 | 19397 1399 | 19398 1400 | 19399 1401 | 19400 1402 | 19401 1403 | 19402 1404 | 19403 1405 | 19404 1406 | 19405 1407 | 19406 1408 | 19407 1409 | 19408 1410 | 19409 1411 | 19410 1412 | 19411 1413 | 19412 1414 | 19413 1415 | 19414 1416 | 19415 1417 | 19416 1418 | 19417 1419 | 19418 1420 | 19419 1421 | 19420 1422 | 19421 1423 | 19422 1424 | 19423 1425 | 19424 1426 | 19425 1427 | 19426 1428 | 19427 1429 | 19428 1430 | 19429 1431 | 19430 1432 | 19431 1433 | 19432 1434 | 19433 1435 | 19434 1436 | 19435 1437 | 19436 1438 | 19437 1439 | 19438 1440 | 19439 1441 | 19440 1442 | 19441 1443 | 19442 1444 | 19443 1445 | 19444 1446 | 19445 1447 | 19446 1448 | 19447 1449 | 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19602 1604 | 19603 1605 | 19604 1606 | 19605 1607 | 19606 1608 | 19607 1609 | 19608 1610 | 19609 1611 | 19610 1612 | 19611 1613 | 19612 1614 | 19613 1615 | 19614 1616 | 19615 1617 | 19616 1618 | 19617 1619 | 19618 1620 | 19619 1621 | 19620 1622 | 19621 1623 | 19622 1624 | 19623 1625 | 19624 1626 | 19625 1627 | 19626 1628 | 19627 1629 | 19628 1630 | 19629 1631 | 19630 1632 | 19631 1633 | 19632 1634 | 19633 1635 | 19634 1636 | 19635 1637 | 19636 1638 | 19637 1639 | 19638 1640 | 19639 1641 | 19640 1642 | 19641 1643 | 19642 1644 | 19643 1645 | 19644 1646 | 19645 1647 | 19646 1648 | 19647 1649 | 19648 1650 | 19649 1651 | 19650 1652 | 19651 1653 | 19652 1654 | 19653 1655 | 19654 1656 | 19655 1657 | 19656 1658 | 19657 1659 | 19658 1660 | 19659 1661 | 19660 1662 | 19661 1663 | 19662 1664 | 19663 1665 | 19664 1666 | 19665 1667 | 19666 1668 | 19667 1669 | 19668 1670 | 19669 1671 | 19670 1672 | 19671 1673 | 19672 1674 | 19673 1675 | 19674 1676 | 19675 1677 | 19676 1678 | 19677 1679 | 19678 1680 | 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21989 3991 | 21990 3992 | 21991 3993 | 21992 3994 | 21993 3995 | 21994 3996 | 21995 3997 | 21996 3998 | 21997 3999 | 21998 4000 | 21999 4001 | 22000 4002 | 22001 4003 | 22002 4004 | 22003 4005 | 22004 4006 | 22005 4007 | 22006 4008 | 22007 4009 | 22008 4010 | 22009 4011 | 22010 4012 | 22011 4013 | 22012 4014 | 22013 4015 | 22014 4016 | 22015 4017 | 22016 4018 | 22017 4019 | 22018 4020 | 22019 4021 | 22020 4022 | 22021 4023 | 22022 4024 | 22023 4025 | 22024 4026 | 22025 4027 | 22026 4028 | 22027 4029 | 22028 4030 | 22029 4031 | 22030 4032 | 22031 4033 | 22032 4034 | 22033 4035 | 22034 4036 | 22035 4037 | 22036 4038 | 22037 4039 | 22038 4040 | 22039 4041 | 22040 4042 | 22041 4043 | 22042 4044 | 22043 4045 | 22044 4046 | 22045 4047 | 22046 4048 | 22047 4049 | 22048 4050 | 22049 4051 | 22050 4052 | 22051 4053 | 22052 4054 | 22053 4055 | 22054 4056 | 22055 4057 | 22056 4058 | 22057 4059 | 22058 4060 | 22059 4061 | 22060 4062 | 22061 4063 | 22062 4064 | 22063 4065 | 22064 4066 | 22065 4067 | 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22220 4222 | 22221 4223 | 22222 4224 | 22223 4225 | 22224 4226 | 22225 4227 | 22226 4228 | 22227 4229 | 22228 4230 | 22229 4231 | 22230 4232 | 22231 4233 | 22232 4234 | 22233 4235 | 22234 4236 | 22235 4237 | 22236 4238 | 22237 4239 | 22238 4240 | 22239 4241 | 22240 4242 | 22241 4243 | 22242 4244 | 22243 4245 | 22244 4246 | 22245 4247 | 22246 4248 | 22247 4249 | 22248 4250 | 22249 4251 | 22250 4252 | 22251 4253 | 22252 4254 | 22253 4255 | 22254 4256 | 22255 4257 | 22256 4258 | 22257 4259 | 22258 4260 | 22259 4261 | 22260 4262 | 22261 4263 | 22262 4264 | 22263 4265 | 22264 4266 | 22265 4267 | 22266 4268 | 22267 4269 | 22268 4270 | 22269 4271 | 22270 4272 | 22271 4273 | 22272 4274 | 22273 4275 | 22274 4276 | 22275 4277 | 22276 4278 | 22277 4279 | 22278 4280 | 22279 4281 | 22280 4282 | 22281 4283 | 22282 4284 | 22283 4285 | 22284 4286 | 22285 4287 | 22286 4288 | 22287 4289 | 22288 4290 | 22289 4291 | 22290 4292 | 22291 4293 | 22292 4294 | 22293 4295 | 22294 4296 | 22295 4297 | 22296 4298 | 22297 4299 | 22298 4300 | 22299 4301 | 22300 4302 | 22301 4303 | 22302 4304 | 22303 4305 | 22304 4306 | 22305 4307 | 22306 4308 | 22307 4309 | 22308 4310 | 22309 4311 | 22310 4312 | 22311 4313 | 22312 4314 | 22313 4315 | 22314 4316 | 22315 4317 | 22316 4318 | 22317 4319 | 22318 4320 | 22319 4321 | 22320 4322 | 22321 4323 | 22322 4324 | 22323 4325 | 22324 4326 | 22325 4327 | 22326 4328 | 22327 4329 | 22328 4330 | 22329 4331 | 22330 4332 | 22331 4333 | 22332 4334 | 22333 4335 | 22334 4336 | 22335 4337 | 22336 4338 | 22337 4339 | 22338 4340 | 22339 4341 | 22340 4342 | 22341 4343 | 22342 4344 | 22343 4345 | 22344 4346 | 22345 4347 | 22346 4348 | 22347 4349 | 22348 4350 | 22349 4351 | 22350 4352 | 22351 4353 | 22352 4354 | 22353 4355 | 22354 4356 | 22355 4357 | 22356 4358 | 22357 4359 | 22358 4360 | 22359 4361 | 22360 4362 | 22361 4363 | 22362 4364 | 22363 4365 | 22364 4366 | 22365 4367 | 22366 4368 | 22367 4369 | 22368 4370 | 22369 4371 | 22370 4372 | 22371 4373 | 22372 4374 | 22373 4375 | 22374 4376 | 22375 4377 | 22376 4378 | 22377 4379 | 22378 4380 | 22379 4381 | 22380 4382 | 22381 4383 | 22382 4384 | 22383 4385 | 22384 4386 | 22385 4387 | 22386 4388 | 22387 4389 | 22388 4390 | 22389 4391 | 22390 4392 | 22391 4393 | 22392 4394 | 22393 4395 | 22394 4396 | 22395 4397 | 22396 4398 | 22397 4399 | 22398 4400 | 22399 4401 | 22400 4402 | 22401 4403 | 22402 4404 | 22403 4405 | 22404 4406 | 22405 4407 | 22406 4408 | 22407 4409 | 22408 4410 | 22409 4411 | 22410 4412 | 22411 4413 | 22412 4414 | 22413 4415 | 22414 4416 | 22415 4417 | 22416 4418 | 22417 4419 | 22418 4420 | 22419 4421 | 22420 4422 | 22421 4423 | 22422 4424 | 22423 4425 | 22424 4426 | 22425 4427 | 22426 4428 | 22427 4429 | 22428 4430 | 22429 4431 | 22430 4432 | 22431 4433 | 22432 4434 | 22433 4435 | 22434 4436 | 22435 4437 | 22436 4438 | 22437 4439 | 22438 4440 | 22439 4441 | 22440 4442 | 22441 4443 | 22442 4444 | 22443 4445 | 22444 4446 | 22445 4447 | 22446 4448 | 22447 4449 | 22448 4450 | 22449 4451 | 22450 4452 | 22451 4453 | 22452 4454 | 22453 4455 | 22454 4456 | 22455 4457 | 22456 4458 | 22457 4459 | 22458 4460 | 22459 4461 | 22460 4462 | 22461 4463 | 22462 4464 | 22463 4465 | 22464 4466 | 22465 4467 | 22466 4468 | 22467 4469 | 22468 4470 | 22469 4471 | 22470 4472 | 22471 4473 | 22472 4474 | 22473 4475 | 22474 4476 | 22475 4477 | 22476 4478 | 22477 4479 | 22478 4480 | 22479 4481 | 22480 4482 | 22481 4483 | 22482 4484 | 22483 4485 | 22484 4486 | 22485 4487 | 22486 4488 | 22487 4489 | 22488 4490 | 22489 4491 | 22490 4492 | 22491 4493 | 22492 4494 | 22493 4495 | 22494 4496 | 22495 4497 | 22496 4498 | 22497 4499 | 22498 4500 | 22499 4501 | 22500 4502 | 22501 4503 | 22502 4504 | 22503 4505 | 22504 4506 | 22505 4507 | 22506 4508 | 22507 4509 | 22508 4510 | 22509 4511 | 22510 4512 | 22511 4513 | 22512 4514 | 22513 4515 | 22514 4516 | 22515 4517 | 22516 4518 | 22517 4519 | 22518 4520 | 22519 4521 | 22520 4522 | 22521 4523 | 22522 4524 | 22523 4525 | 22524 4526 | 22525 4527 | 22526 4528 | 22527 4529 | 22528 4530 | 22529 4531 | 22530 4532 | 22531 4533 | 22532 4534 | 22533 4535 | 22534 4536 | 22535 4537 | 22536 4538 | 22537 4539 | 22538 4540 | 22539 4541 | 22540 4542 | 22541 4543 | 22542 4544 | 22543 4545 | 22544 4546 | 22545 4547 | 22546 4548 | 22547 4549 | 22548 4550 | 22549 4551 | 22550 4552 | 22551 4553 | 22552 4554 | 22553 4555 | 22554 4556 | 22555 4557 | 22556 4558 | 22557 4559 | 22558 4560 | 22559 4561 | 22560 4562 | 22561 4563 | 22562 4564 | 22563 4565 | 22564 4566 | 22565 4567 | 22566 4568 | 22567 4569 | 22568 4570 | 22569 4571 | 22570 4572 | 22571 4573 | 22572 4574 | 22573 4575 | 22574 4576 | 22575 4577 | 22576 4578 | 22577 4579 | 22578 4580 | 22579 4581 | 22580 4582 | 22581 4583 | 22582 4584 | 22583 4585 | 22584 4586 | 22585 4587 | 22586 4588 | 22587 4589 | 22588 4590 | 22589 4591 | 22590 4592 | 22591 4593 | 22592 4594 | 22593 4595 | 22594 4596 | 22595 4597 | 22596 4598 | 22597 4599 | 22598 4600 | 22599 4601 | 22600 4602 | 22601 4603 | 22602 4604 | 22603 4605 | 22604 4606 | 22605 4607 | 22606 4608 | 22607 4609 | 22608 4610 | 22609 4611 | 22610 4612 | 22611 4613 | 22612 4614 | 22613 4615 | 22614 4616 | 22615 4617 | 22616 4618 | 22617 4619 | 22618 4620 | 22619 4621 | 22620 4622 | 22621 4623 | 22622 4624 | 22623 4625 | 22624 4626 | 22625 4627 | 22626 4628 | 22627 4629 | 22628 4630 | 22629 4631 | 22630 4632 | 22631 4633 | 22632 4634 | 22633 4635 | 22634 4636 | 22635 4637 | 22636 4638 | 22637 4639 | 22638 4640 | 22639 4641 | 22640 4642 | 22641 4643 | 22642 4644 | 22643 4645 | 22644 4646 | 22645 4647 | 22646 4648 | 22647 4649 | 22648 4650 | 22649 4651 | 22650 4652 | 22651 4653 | 22652 4654 | 22653 4655 | 22654 4656 | 22655 4657 | 22656 4658 | 22657 4659 | 22658 4660 | 22659 4661 | 22660 4662 | 22661 4663 | 22662 4664 | 22663 4665 | 22664 4666 | 22665 4667 | 22666 4668 | 22667 4669 | 22668 4670 | 22669 4671 | 22670 4672 | 22671 4673 | 22672 4674 | 22673 4675 | 22674 4676 | 22675 4677 | 22676 4678 | 22677 4679 | 22678 4680 | 22679 4681 | 22680 4682 | 22681 4683 | 22682 4684 | 22683 4685 | 22684 4686 | 22685 4687 | 22686 4688 | 22687 4689 | 22688 4690 | 22689 4691 | 22690 4692 | 22691 4693 | 22692 4694 | 22693 4695 | 22694 4696 | 22695 4697 | 22696 4698 | 22697 4699 | 22698 4700 | 22699 4701 | 22700 4702 | 22701 4703 | 22702 4704 | 22703 4705 | 22704 4706 | 22705 4707 | 22706 4708 | 22707 4709 | 22708 4710 | 22709 4711 | 22710 4712 | 22711 4713 | 22712 4714 | 22713 4715 | 22714 4716 | 22715 4717 | 22716 4718 | 22717 4719 | 22718 4720 | 22719 4721 | 22720 4722 | 22721 4723 | 22722 4724 | 22723 4725 | 22724 4726 | 22725 4727 | 22726 4728 | 22727 4729 | 22728 4730 | 22729 4731 | 22730 4732 | 22731 4733 | 22732 4734 | 22733 4735 | 22734 4736 | 22735 4737 | 22736 4738 | 22737 4739 | 22738 4740 | 22739 4741 | 22740 4742 | 22741 4743 | 22742 4744 | 22743 4745 | 22744 4746 | 22745 4747 | 22746 4748 | 22747 4749 | 22748 4750 | 22749 4751 | 22750 4752 | 22751 4753 | 22752 4754 | 22753 4755 | 22754 4756 | 22755 4757 | 22756 4758 | 22757 4759 | 22758 4760 | 22759 4761 | 22760 4762 | 22761 4763 | 22762 4764 | 22763 4765 | 22764 4766 | 22765 4767 | 22766 4768 | 22767 4769 | 22768 4770 | 22769 4771 | 22770 4772 | 22771 4773 | 22772 4774 | 22773 4775 | 22774 4776 | 22775 4777 | 22776 4778 | 22777 4779 | 22778 4780 | 22779 4781 | 22780 4782 | 22781 4783 | 22782 4784 | 22783 4785 | 22784 4786 | 22785 4787 | 22786 4788 | 22787 4789 | 22788 4790 | 22789 4791 | 22790 4792 | 22791 4793 | 22792 4794 | 22793 4795 | 22794 4796 | 22795 4797 | 22796 4798 | 22797 4799 | 22798 4800 | 22799 4801 | 22800 4802 | 22801 4803 | 22802 4804 | 22803 4805 | 22804 4806 | 22805 4807 | 22806 4808 | 22807 4809 | 22808 4810 | 22809 4811 | 22810 4812 | 22811 4813 | 22812 4814 | 22813 4815 | 22814 4816 | 22815 4817 | 22816 4818 | 22817 4819 | 22818 4820 | 22819 4821 | 22820 4822 | 22821 4823 | 22822 4824 | 22823 4825 | 22824 4826 | 22825 4827 | 22826 4828 | 22827 4829 | 22828 4830 | 22829 4831 | 22830 4832 | 22831 4833 | 22832 4834 | 22833 4835 | 22834 4836 | 22835 4837 | 22836 4838 | 22837 4839 | 22838 4840 | 22839 4841 | 22840 4842 | 22841 4843 | 22842 4844 | 22843 4845 | 22844 4846 | 22845 4847 | 22846 4848 | 22847 4849 | 22848 4850 | 22849 4851 | 22850 4852 | 22851 4853 | 22852 4854 | 22853 4855 | 22854 4856 | 22855 4857 | 22856 4858 | 22857 4859 | 22858 4860 | 22859 4861 | 22860 4862 | 22861 4863 | 22862 4864 | 22863 4865 | 22864 4866 | 22865 4867 | 22866 4868 | 22867 4869 | 22868 4870 | 22869 4871 | 22870 4872 | 22871 4873 | 22872 4874 | 22873 4875 | 22874 4876 | 22875 4877 | 22876 4878 | 22877 4879 | 22878 4880 | 22879 4881 | 22880 4882 | 22881 4883 | 22882 4884 | 22883 4885 | 22884 4886 | 22885 4887 | 22886 4888 | 22887 4889 | 22888 4890 | 22889 4891 | 22890 4892 | 22891 4893 | 22892 4894 | 22893 4895 | 22894 4896 | 22895 4897 | 22896 4898 | 22897 4899 | 22898 4900 | 22899 4901 | 22900 4902 | 22901 4903 | 22902 4904 | 22903 4905 | 22904 4906 | 22905 4907 | 22906 4908 | 22907 4909 | 22908 4910 | 22909 4911 | 22910 4912 | 22911 4913 | 22912 4914 | 22913 4915 | 22914 4916 | 22915 4917 | 22916 4918 | 22917 4919 | 22918 4920 | 22919 4921 | 22920 4922 | 22921 4923 | 22922 4924 | 22923 4925 | 22924 4926 | 22925 4927 | 22926 4928 | 22927 4929 | 22928 4930 | 22929 4931 | 22930 4932 | 22931 4933 | 22932 4934 | 22933 4935 | 22934 4936 | 22935 4937 | 22936 4938 | 22937 4939 | 22938 4940 | 22939 4941 | 22940 4942 | 22941 4943 | 22942 4944 | 22943 4945 | 22944 4946 | 22945 4947 | 22946 4948 | 22947 4949 | 22948 4950 | 22949 4951 | 22950 4952 | 22951 4953 | 22952 4954 | 22953 4955 | 22954 4956 | 22955 4957 | 22956 4958 | 22957 4959 | 22958 4960 | 22959 4961 | 22960 4962 | 22961 4963 | 22962 4964 | 22963 4965 | 22964 4966 | 22965 4967 | 22966 4968 | 22967 4969 | 22968 4970 | 22969 4971 | 22970 4972 | 22971 4973 | 22972 4974 | 22973 4975 | 22974 4976 | 22975 4977 | 22976 4978 | 22977 4979 | 22978 4980 | 22979 4981 | 22980 4982 | 22981 4983 | 22982 4984 | 22983 4985 | 22984 4986 | 22985 4987 | 22986 4988 | 22987 4989 | 22988 4990 | 22989 4991 | 22990 4992 | 22991 4993 | 22992 4994 | 22993 4995 | 22994 4996 | 22995 4997 | 22996 4998 | 22997 4999 | 22998 5000 | 22999 5001 | 23000 5002 | 23001 5003 | 23002 5004 | 23003 5005 | 23004 5006 | 23005 5007 | 23006 5008 | 23007 5009 | 23008 5010 | 23009 5011 | 23010 5012 | 23011 5013 | 23012 5014 | 23013 5015 | 23014 5016 | 23015 5017 | 23016 5018 | 23017 5019 | 23018 5020 | 23019 5021 | 23020 5022 | 23021 5023 | 23022 5024 | 23023 5025 | 23024 5026 | 23025 5027 | 23026 5028 | 23027 5029 | 23028 5030 | 23029 5031 | 23030 5032 | 23031 5033 | 23032 5034 | 23033 5035 | 23034 5036 | 23035 5037 | 23036 5038 | 23037 5039 | 23038 5040 | 23039 5041 | 23040 5042 | 23041 5043 | 23042 5044 | 23043 5045 | 23044 5046 | 23045 5047 | 23046 5048 | 23047 5049 | 23048 5050 | 23049 5051 | 23050 5052 | 23051 5053 | 23052 5054 | 23053 5055 | 23054 5056 | 23055 5057 | 23056 5058 | 23057 5059 | 23058 5060 | 23059 5061 | 23060 5062 | 23061 5063 | 23062 5064 | 23063 5065 | 23064 5066 | 23065 5067 | 23066 5068 | 23067 5069 | 23068 5070 | 23069 5071 | 23070 5072 | 23071 5073 | 23072 5074 | 23073 5075 | 23074 5076 | 23075 5077 | 23076 5078 | 23077 5079 | 23078 5080 | 23079 5081 | 23080 5082 | 23081 5083 | 23082 5084 | 23083 5085 | 23084 5086 | 23085 5087 | 23086 5088 | 23087 5089 | 23088 5090 | 23089 5091 | 23090 5092 | 23091 5093 | 23092 5094 | 23093 5095 | 23094 5096 | 23095 5097 | 23096 5098 | 23097 5099 | 23098 5100 | 23099 5101 | 23100 5102 | 23101 5103 | 23102 5104 | 23103 5105 | 23104 5106 | 23105 5107 | 23106 5108 | 23107 5109 | 23108 5110 | 23109 5111 | 23110 5112 | 23111 5113 | 23112 5114 | 23113 5115 | 23114 5116 | 23115 5117 | 23116 5118 | 23117 5119 | 23118 5120 | 23119 5121 | 23120 5122 | 23121 5123 | 23122 5124 | 23123 5125 | 23124 5126 | 23125 5127 | 23126 5128 | 23127 5129 | 23128 5130 | 23129 5131 | 23130 5132 | 23131 5133 | 23132 5134 | 23133 5135 | 23134 5136 | 23135 5137 | 23136 5138 | 23137 5139 | 23138 5140 | 23139 5141 | 23140 5142 | 23141 5143 | 23142 5144 | 23143 5145 | 23144 5146 | 23145 5147 | 23146 5148 | 23147 5149 | 23148 5150 | 23149 5151 | 23150 5152 | 23151 5153 | 23152 5154 | 23153 5155 | 23154 5156 | 23155 5157 | 23156 5158 | 23157 5159 | 23158 5160 | 23159 5161 | 23160 5162 | 23161 5163 | 23162 5164 | 23163 5165 | 23164 5166 | 23165 5167 | 23166 5168 | 23167 5169 | 23168 5170 | 23169 5171 | 23170 5172 | 23171 5173 | 23172 5174 | 23173 5175 | 23174 5176 | 23175 5177 | 23176 5178 | 23177 5179 | 23178 5180 | 23179 5181 | 23180 5182 | 23181 5183 | 23182 5184 | 23183 5185 | 23184 5186 | 23185 5187 | 23186 5188 | 23187 5189 | 23188 5190 | 23189 5191 | 23190 5192 | 23191 5193 | 23192 5194 | 23193 5195 | 23194 5196 | 23195 5197 | 23196 5198 | 23197 5199 | 23198 5200 | 23199 5201 | 23200 5202 | 23201 5203 | 23202 5204 | 23203 5205 | 23204 5206 | 23205 5207 | 23206 5208 | 23207 5209 | 23208 5210 | 23209 5211 | 23210 5212 | 23211 5213 | 23212 5214 | 23213 5215 | 23214 5216 | 23215 5217 | 23216 5218 | 23217 5219 | 23218 5220 | 23219 5221 | 23220 5222 | 23221 5223 | 23222 5224 | 23223 5225 | 23224 5226 | 23225 5227 | 23226 5228 | 23227 5229 | 23228 5230 | 23229 5231 | 23230 5232 | 23231 5233 | 23232 5234 | 23233 5235 | 23234 5236 | 23235 5237 | 23236 5238 | 23237 5239 | 23238 5240 | 23239 5241 | 23240 5242 | 23241 5243 | 23242 5244 | 23243 5245 | 23244 5246 | 23245 5247 | 23246 5248 | 23247 5249 | 23248 5250 | 23249 5251 | 23250 5252 | 23251 5253 | 23252 5254 | 23253 5255 | 23254 5256 | 23255 5257 | 23256 5258 | 23257 5259 | 23258 5260 | 23259 5261 | 23260 5262 | 23261 5263 | 23262 5264 | 23263 5265 | 23264 5266 | 23265 5267 | 23266 5268 | 23267 5269 | 23268 5270 | 23269 5271 | 23270 5272 | 23271 5273 | 23272 5274 | 23273 5275 | 23274 5276 | 23275 5277 | 23276 5278 | 23277 5279 | 23278 5280 | 23279 5281 | 23280 5282 | 23281 5283 | 23282 5284 | 23283 5285 | 23284 5286 | 23285 5287 | 23286 5288 | 23287 5289 | 23288 5290 | 23289 5291 | 23290 5292 | 23291 5293 | 23292 5294 | 23293 5295 | 23294 5296 | 23295 5297 | 23296 5298 | 23297 5299 | 23298 5300 | 23299 5301 | 23300 5302 | 23301 5303 | 23302 5304 | 23303 5305 | 23304 5306 | 23305 5307 | 23306 5308 | 23307 5309 | 23308 5310 | 23309 5311 | 23310 5312 | 23311 5313 | 23312 5314 | 23313 5315 | 23314 5316 | 23315 5317 | 23316 5318 | 23317 5319 | 23318 5320 | 23319 5321 | 23320 5322 | 23321 5323 | 23322 5324 | 23323 5325 | 23324 5326 | 23325 5327 | 23326 5328 | 23327 5329 | 23328 5330 | 23329 5331 | 23330 5332 | 23331 5333 | 23332 5334 | 23333 5335 | 23334 5336 | 23335 5337 | 23336 5338 | 23337 5339 | 23338 5340 | 23339 5341 | 23340 5342 | 23341 5343 | 23342 5344 | 23343 5345 | 23344 5346 | 23345 5347 | 23346 5348 | 23347 5349 | 23348 5350 | 23349 5351 | 23350 5352 | 23351 5353 | 23352 5354 | 23353 5355 | 23354 5356 | 23355 5357 | 23356 5358 | 23357 5359 | 23358 5360 | 23359 5361 | 23360 5362 | 23361 5363 | 23362 5364 | 23363 5365 | 23364 5366 | 23365 5367 | 23366 5368 | 23367 5369 | 23368 5370 | 23369 5371 | 23370 5372 | 23371 5373 | 23372 5374 | 23373 5375 | 23374 5376 | 23375 5377 | 23376 5378 | 23377 5379 | 23378 5380 | 23379 5381 | 23380 5382 | 23381 5383 | 23382 5384 | 23383 5385 | 23384 5386 | 23385 5387 | 23386 5388 | 23387 5389 | 23388 5390 | 23389 5391 | 23390 5392 | 23391 5393 | 23392 5394 | 23393 5395 | 23394 5396 | 23395 5397 | 23396 5398 | 23397 5399 | 23398 5400 | 23399 5401 | 23400 5402 | 23401 5403 | 23402 5404 | 23403 5405 | 23404 5406 | 23405 5407 | 23406 5408 | 23407 5409 | 23408 5410 | 23409 5411 | 23410 5412 | 23411 5413 | 23412 5414 | 23413 5415 | 23414 5416 | 23415 5417 | 23416 5418 | 23417 5419 | 23418 5420 | 23419 5421 | 23420 5422 | 23421 5423 | 23422 5424 | 23423 5425 | 23424 5426 | 23425 5427 | 23426 5428 | 23427 5429 | 23428 5430 | 23429 5431 | 23430 5432 | 23431 5433 | 23432 5434 | 23433 5435 | 23434 5436 | 23435 5437 | 23436 5438 | 23437 5439 | 23438 5440 | 23439 5441 | 23440 5442 | 23441 5443 | 23442 5444 | 23443 5445 | 23444 5446 | 23445 5447 | 23446 5448 | 23447 5449 | 23448 5450 | 23449 5451 | 23450 5452 | 23451 5453 | 23452 5454 | 23453 5455 | 23454 5456 | 23455 5457 | 23456 5458 | 23457 5459 | 23458 5460 | 23459 5461 | 23460 5462 | 23461 5463 | 23462 5464 | 23463 5465 | 23464 5466 | 23465 5467 | 23466 5468 | 23467 5469 | 23468 5470 | 23469 5471 | 23470 5472 | 23471 5473 | 23472 5474 | 23473 5475 | 23474 5476 | 23475 5477 | 23476 5478 | 23477 5479 | 23478 5480 | 23479 5481 | 23480 5482 | 23481 5483 | 23482 5484 | 23483 5485 | 23484 5486 | 23485 5487 | 23486 5488 | 23487 5489 | 23488 5490 | 23489 5491 | 23490 5492 | 23491 5493 | 23492 5494 | 23493 5495 | 23494 5496 | 23495 5497 | 23496 5498 | 23497 5499 | 23498 5500 | 23499 5501 | 23500 5502 | 23501 5503 | 23502 5504 | 23503 5505 | 23504 5506 | 23505 5507 | 23506 5508 | 23507 5509 | 23508 5510 | 23509 5511 | 23510 5512 | 23511 5513 | 23512 5514 | 23513 5515 | 23514 5516 | 23515 5517 | 23516 5518 | 23517 5519 | 23518 5520 | 23519 5521 | 23520 5522 | 23521 5523 | 23522 5524 | 23523 5525 | 23524 5526 | 23525 5527 | 23526 5528 | 23527 5529 | 23528 5530 | 23529 5531 | 23530 5532 | 23531 5533 | 23532 5534 | 23533 5535 | 23534 5536 | 23535 5537 | 23536 5538 | 23537 5539 | 23538 5540 | 23539 5541 | 23540 5542 | 23541 5543 | 23542 5544 | 23543 5545 | 23544 5546 | 23545 5547 | 23546 5548 | 23547 5549 | 23548 5550 | 23549 5551 | 23550 5552 | 23551 5553 | 23552 5554 | 23553 5555 | 23554 5556 | 23555 5557 | 23556 5558 | 23557 5559 | 23558 5560 | 23559 5561 | 23560 5562 | 23561 5563 | 23562 5564 | 23563 5565 | 23564 5566 | 23565 5567 | 23566 5568 | 23567 5569 | 23568 5570 | 23569 5571 | 23570 5572 | 23571 5573 | 23572 5574 | 23573 5575 | 23574 5576 | 23575 5577 | 23576 5578 | 23577 5579 | 23578 5580 | 23579 5581 | 23580 5582 | 23581 5583 | 23582 5584 | 23583 5585 | 23584 5586 | 23585 5587 | 23586 5588 | 23587 5589 | 23588 5590 | 23589 5591 | 23590 5592 | 23591 5593 | 23592 5594 | 23593 5595 | 23594 5596 | 23595 5597 | 23596 5598 | 23597 5599 | 23598 5600 | 23599 5601 | 23600 5602 | 23601 5603 | 23602 5604 | 23603 5605 | 23604 5606 | 23605 5607 | 23606 5608 | 23607 5609 | 23608 5610 | 23609 5611 | 23610 5612 | 23611 5613 | 23612 5614 | 23613 5615 | 23614 5616 | 23615 5617 | 23616 5618 | 23617 5619 | 23618 5620 | 23619 5621 | 23620 5622 | 23621 5623 | 23622 5624 | 23623 5625 | 23624 5626 | 23625 5627 | 23626 5628 | 23627 5629 | 23628 5630 | 23629 5631 | 23630 5632 | 23631 5633 | 23632 5634 | 23633 5635 | 23634 5636 | 23635 5637 | 23636 5638 | 23637 5639 | 23638 5640 | 23639 5641 | 23640 5642 | 23641 5643 | 23642 5644 | 23643 5645 | 23644 5646 | 23645 5647 | 23646 5648 | 23647 5649 | 23648 5650 | 23649 5651 | 23650 5652 | 23651 5653 | 23652 5654 | 23653 5655 | 23654 5656 | 23655 5657 | 23656 5658 | 23657 5659 | 23658 5660 | 23659 5661 | 23660 5662 | 23661 5663 | 23662 5664 | 23663 5665 | 23664 5666 | 23665 5667 | 23666 5668 | 23667 5669 | 23668 5670 | 23669 5671 | 23670 5672 | 23671 5673 | 23672 5674 | 23673 5675 | 23674 5676 | 23675 5677 | 23676 5678 | 23677 5679 | 23678 5680 | 23679 5681 | 23680 5682 | 23681 5683 | 23682 5684 | 23683 5685 | 23684 5686 | 23685 5687 | 23686 5688 | 23687 5689 | 23688 5690 | 23689 5691 | 23690 5692 | 23691 5693 | 23692 5694 | 23693 5695 | 23694 5696 | 23695 5697 | 23696 5698 | 23697 5699 | 23698 5700 | 23699 5701 | 23700 5702 | 23701 5703 | 23702 5704 | 23703 5705 | 23704 5706 | 23705 5707 | 23706 5708 | 23707 5709 | 23708 5710 | -------------------------------------------------------------------------------- /trial.txt: -------------------------------------------------------------------------------- 1 | row 2 | 9 3 | 15 4 | 24 5 | 70 6 | 76 7 | 84 8 | 85 9 | 100 10 | 117 11 | 118 12 | 129 13 | 131 14 | 133 15 | 134 16 | 137 17 | 144x 18 | 147x 19 | 191 20 | 201 21 | 213 22 | 243 23 | 300 24 | 345 25 | 357 26 | 362 27 | 377 28 | 422x 29 | 474 30 | 476 31 | 509 32 | 512 33 | 516 34 | 567x 35 | 697 36 | 702 37 | 712x 713x 38 | 753 39 | 755 40 | 768x 41 | 807x 42 | 824 43 | 843x 44 | 847x 45 | 879x 46 | 907 47 | 909 48 | 1192x 49 | 1205 50 | 1206x 51 | 1207 52 | 1229 53 | 1240 排除1242 1251 1465 54 | 1246 55 | 1314x 56 | 1316 57 | 1317 58 | 1355 59 | 1382 60 | 1390 61 | 1401 62 | 1404 63 | 1407 64 | 1447 65 | 1458 66 | 1479 67 | 1491 68 | 1503 69 | 1507 70 | 1560 71 | 1569 72 | 1572 1571x 73 | 1577 74 | 1590 75 | 1618 76 | 1619 1620x 77 | 1639x 78 | 1640x 79 | 1656x 80 | 1666x 81 | 1678 82 | 1684 83 | 1693 84 | 1694 85 | 1695 86 | 1699 87 | 1705 88 | 1707 89 | 1712 90 | 1716x 91 | 1720排除 92 | 1723 93 | 1729 94 | 1734 95 | 1736 96 | 1742 97 | 1744 98 | 1752 99 | 1755 100 | 1757 101 | 1758 102 | 1769 103 | 1773 104 | 1778 105 | 1785排除 1784x 106 | 1790x 107 | 1797 108 | 1801 109 | 1807x 1808x 110 | 1810 111 | 1815 112 | 1822x 113 | 1823x 114 | 1828x 115 | 1832x 116 | 1838x 117 | 1839x 118 | 1842x 119 | 1846 120 | 1852x 121 | 1853x 122 | 1858x 123 | 1862x 124 | 1865 125 | 1867 126 | 1870x 1872x 127 | 1874x 128 | 1877 129 | 1879 130 | 1881x 131 | 1884x 132 | 1888 133 | 1891 134 | 1897 135 | 1900x 136 | 1902x 137 | 1903x 138 | 1905x 139 | 1908 140 | 1917 141 | 1918 142 | 1921 143 | 1925 144 | 1937 145 | 1940 146 | 1943 147 | 1946 148 | 1952 149 | 1953 150 | 1956 151 | 1963 152 | 1969 153 | 1972 154 | 1976 155 | 1977 156 | 1978 157 | 1982 158 | 1983x 159 | 1984 160 | 1987 161 | 1988 162 | 1996 163 | 1997 164 | 1998x 165 | 2000 166 | 2001 167 | 2004 168 | 2009 169 | 2029 170 | 2031 171 | 2038 172 | 2080x 173 | 2139 174 | 2148 175 | 2339 176 | 2340 177 | 2419 178 | 2603 179 | 2604x 180 | 2619x 181 | 2837 182 | 2860x 183 | 2876 184 | 2887 185 | 2893x 186 | 2909x 187 | 2927x 188 | 3247x 189 | 3276x 190 | 3295 191 | 3345x 192 | 3403 193 | 3669x 194 | 3884x 195 | 3970 196 | 4207 197 | 4220 198 | 4238 199 | 4285 200 | 4318x 201 | 4420x 202 | 4422x 203 | 4435x 204 | 4436x 205 | 4444x 206 | 4445x 207 | 4774x 208 | 4826 209 | 4846x 210 | 4848 211 | 4963x 212 | 4999x 213 | 5008x 214 | 5021x 215 | 5138x 216 | 5166 217 | 5193x 218 | 5194x 219 | 5197x 220 | 5198x 221 | 5235 222 | 5254 223 | 5329 224 | 5357 225 | 5438x 226 | 5484 227 | 5522x 228 | 5587 229 | 5944 230 | 5946 231 | 6043x 232 | 6181x 233 | 6242 234 | 6271x 235 | 6273 236 | 6410 237 | 6415 238 | 6420 239 | 6471 240 | 6530 241 | 6556x 242 | 6572x 243 | 6573x 244 | 6704 245 | 6784 246 | 6821x 247 | 6885x 248 | 6913x 249 | 7036x 250 | 7046 251 | 7196 252 | 7700 253 | 7703 254 | 7707 255 | 7715x 256 | 7733 257 | 7769 258 | 7775 259 | 7803 260 | 7814 7820x 261 | 7824 262 | 7837 263 | 7840x 264 | 7841 265 | 7854x 266 | 7855 267 | 7870 268 | 7890x 269 | 7904 270 | 7913 271 | 7918x 272 | 7920x 273 | 7921x 274 | 7922x 7923x 275 | 7931x 276 | 7937 277 | 7948 7940x 278 | 7959 279 | 7966 280 | 7969 281 | 7979 282 | 7983x 283 | 7984x 284 | 7989 285 | 7990 286 | 7993x 7994x 7995x 7996x 287 | 8007 288 | 8017 289 | 8020 290 | 8021 291 | 8024 292 | 8052x 293 | 8102x 294 | 8189x 295 | 8213x 296 | 8248x 297 | 8282x 298 | 8659x 299 | 8876x 300 | 9128x 301 | 9135 302 | 9232 303 | 9294x 304 | 9323 305 | 9380x 306 | 9420 307 | 9422x 308 | 9843x 309 | 9899x 9897x 310 | 9935x 311 | 9964x 312 | 9972x 313 | 9996x 314 | 10037 315 | 10153x 316 | 10337 317 | 10484x 318 | 10501x 319 | 10559x 320 | 10763x 321 | 10893x 322 | 10908x 323 | 10958x 324 | 10997 325 | 11115x 326 | 11479 327 | 11499 328 | 11511 329 | 11526 330 | 11537 331 | 11539 332 | 11546 333 | 11553 334 | 11574x 335 | 11585 336 | 11591 11592x 337 | 11632 338 | 11674 339 | 11950 340 | 11955 341 | 12165 342 | 12375 343 | 12488 344 | 12729x 345 | 12846 346 | 12890x 347 | 12979x 348 | 12984 349 | 13396 350 | 13411 351 | 13413 352 | 13424 353 | 13444 354 | 13452 355 | 13462-13466x 356 | 13472 357 | 13473 358 | 13476 359 | 13495 360 | 13496 361 | 13498 362 | 13509x 363 | 13556 364 | 13559 365 | 13583 366 | 13591 367 | 13712x 368 | 13802 369 | 13835x 370 | 13853 371 | 13877x 372 | 13969 373 | 14076 374 | 14122x 375 | 14203x 376 | 14319 377 | 14479x 378 | 14592 379 | 14631x 380 | 14987x 381 | 15071 382 | 15217 383 | 15228 384 | 15236x 385 | 15238x 386 | 15240x 387 | 15250x 388 | 15326 389 | 15330 390 | 15334 391 | 15344 392 | 15359 393 | 15361 394 | 15362 395 | 15495x 396 | 15497x 397 | 15523 398 | 15669 399 | 15949 400 | 16185x 401 | 16292 402 | 16387x 403 | 16427x 404 | 16440 16448-16451x 405 | 16450x 406 | 16489 407 | 16539x 408 | 16624 409 | 16639 410 | 16641 411 | 16644 412 | 16668x 413 | 16669x 414 | 16776 415 | 16806 416 | 16978x 417 | 17036x 418 | 17080x 419 | 17104 420 | 17150 421 | 17154 422 | 17198 423 | 17285 424 | 17328x 425 | 17352 426 | 17381 427 | 17408x 428 | 17421 429 | 17422 430 | 17426 431 | 17466 432 | 17468 433 | 17474x 434 | 17502排除 435 | 17524 436 | 17537x 437 | 17539 438 | 17540 439 | 17596x 440 | 17606 441 | 17652 442 | 17674x 443 | 17697 444 | 17715 445 | 17717 446 | 17740 447 | 17754 448 | 17756 17770排除 449 | 17863 450 | 17866 451 | 17882 452 | 17902 453 | 17907 454 | 17911 455 | 17940x 456 | 17963 457 | 17968 --------------------------------------------------------------------------------