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7067
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7079
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7101
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7106
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7107
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7108
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7110
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7112
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7113
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7114
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7115
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7116
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7117
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7118
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7119
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7121
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7122
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7123
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7124
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7125
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7126
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7127
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7128
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7129
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7130
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7131
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7132
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7133
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7134
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7135
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7137
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7138
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7139
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7140
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7141
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7142
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7143
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7144
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7145
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7146
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7147
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7148
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7149
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7150
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7151
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7152
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7153
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7154
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7155
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7156
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7157
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7158
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7159
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7160
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7161
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7162
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7163
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7164
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7165
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7166
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7167
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7168
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7169
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7170
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7171
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7172
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7173
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7174
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7175
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7176
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7177
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7178
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7179
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7180
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7181
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7182
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7183
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7184
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7185
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7186
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7187
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7188
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7189
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7190
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7191
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7192
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7193
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7194
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7195
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7196
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7197
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7198
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7199
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7200
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7201
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7202
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7203
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7204
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7205
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7206
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7207
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7208
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7209
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7210
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7211
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7212
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7213
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7214
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7215
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7216
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7217
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7218
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7219
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7220
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7221
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7222
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7223
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7224
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7225
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7226
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7227
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7228
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7229
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7230
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7231
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7232
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7233
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7234
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7235
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7236
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7237
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7238
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7239
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7240
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7241
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7242
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7243
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7244
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7245
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7246
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7247
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7248
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7249
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7250
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7251
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7252
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7253
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7254
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7255
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7256
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7257
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7258
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7259
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7260
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7261
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7262
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7263
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7264
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7265
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7266
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7267
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7268
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7269
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7270
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7271
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7272
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7273
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7274
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7275
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7276
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7277
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7278
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7279
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7280
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7281
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7282
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7283
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7284
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7285
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7286
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7287
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7288
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7289
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7290
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7291
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7292
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7293
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7294
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7295
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7296
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7297
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7298
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7299
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7300
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7301
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7302
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7303
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7304
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7305
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7306
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7307
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7308
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7309
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7310
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7311
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7312
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7313
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7314
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7315
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7316
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7317
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7318
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7319
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7320
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7321
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7322
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7323
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7324
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7325
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7326
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7327
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7328
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7329
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7330
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7331
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7332
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7333
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7334
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7335
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7336
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7337
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7338
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7339
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7340
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7341
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7342
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7343
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7344
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7345
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7346
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7347
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7348
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7349
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7350
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7351
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7352
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7353
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7354
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7355
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7356
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7357
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7358
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7359
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7360
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7361
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7362
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7363
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7364
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7365
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7366
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7367
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7368
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7369
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7370
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7371
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7372
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7373
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7374
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7375
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7376
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7377
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7378
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7379
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7380
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7381
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7382
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7383
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7384
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7385
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7386
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7387
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7388
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7389
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7390
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7391
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7392
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7393
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7394
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7395
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7396
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7397
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7398
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7399
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7400
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7401
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7402
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7403
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7404
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7405
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7406
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7407
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7408
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7409
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7410
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7411
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7412
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7413
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7414
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7415
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7416
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7417
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7418
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7419
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7420
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7421
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7422
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7423
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7424
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7425
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7426
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7427
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7428
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7429
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7430
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7431
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7432
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7433
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7434
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7435
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7436
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7437
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7438
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7439
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7440
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7441
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7442
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7443
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7444
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7445
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7446
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7447
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7448
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7449
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7450
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7451
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7452
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7453
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7454
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7455
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7456
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7457
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7458
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7459
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7460
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7461
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7462
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7463
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7464
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7465
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7466
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7467
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7468
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7469
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7470
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7471
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7472
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7473
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7474
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7475
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7476
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7477
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7478
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7479
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7480
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7481
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7482
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7483
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7484
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7485
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7486
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7487
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7488
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7489
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7490
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7491
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7492
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7493
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7494
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7495
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7496
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7497
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7498
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7499
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7500
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7501
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7502
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7503
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7504
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7505
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7506
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7507
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7508
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7509
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7510
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7511
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7512
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7513
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7514
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7515
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7516
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7517
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7518
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7519
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7520
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7521
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7522
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7523
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7524
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7525
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7526
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7527
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7528
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7529
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7530
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7531
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7532
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7533
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7534
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7535
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7536
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7537
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7538
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7539
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7540
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7541
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7542
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7543
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7544
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7545
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7546
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7547
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7548
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7549
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7550
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7551
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7552
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7553
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7554
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7555
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7556
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7557
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7558
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7559
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7560
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7561
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7562
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7563
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7564
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7565
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7566
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7567
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7568
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7569
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7570
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7571
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7572
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7573
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HaGRID_V2_train_prompt.jsonl ADDED
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LICENSE ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ MANUS-HaGRID is derived from HaGRID/HaGRIDv2.
2
+
3
+ Source RGB images, crops, resized images, depth maps, and visual derivatives are governed by the upstream HaGRID-specific Creative Commons Attribution-ShareAlike 4.0 variant.
4
+
5
+ MANUS-generated metadata and annotations are distributed only to the extent permitted by the upstream HaGRID/HaGRIDv2 license. No additional rights beyond the upstream license are granted.
6
+
7
+ Users are responsible for complying with the upstream license, attribution requirements, change notices, and applicable laws.
8
+
9
+ Please cite both MANUS / HanDrawer and the original HaGRID / HaGRIDv2 datasets when using this dataset.
LICENSE_HaGRID.md ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ # HaGRID Upstream License Notice
2
+
3
+ MANUS-HaGRID is derived from HaGRID/HaGRIDv2. The upstream HaGRID repository describes its dataset license as a HaGRID-specific variant of Creative Commons Attribution-ShareAlike 4.0 International.
4
+
5
+ This file is a notice for the MANUS-HaGRID release. It is not a replacement for the upstream HaGRID license. Users should review the upstream HaGRID license terms before using or redistributing the data.
6
+
7
+ Upstream repository: https://github.com/hukenovs/hagrid
README.md ADDED
@@ -0,0 +1,217 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ pretty_name: "MANUS-HaGRID: HaGRID-derived Multimodal Annotated Naturalistic Hand Understanding Dataset"
3
+ license: other
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+ license_name: hagrid-specific-cc-by-sa-4.0-variant
5
+ tags:
6
+ - image
7
+ - depth-estimation
8
+ - hand-pose
9
+ - hand-gesture
10
+ - 3d
11
+ - mano
12
+ - multimodal
13
+ - multi-view
14
+ - webdataset
15
+ - computer-vision
16
+ task_categories:
17
+ - image-to-image
18
+ - object-detection
19
+ - image-classification
20
+ configs:
21
+ - config_name: hagrid_v1
22
+ data_files:
23
+ - split: train
24
+ path: data/hagrid_v1/train/*.tar
25
+ - split: test
26
+ path: data/hagrid_v1/test/*.tar
27
+ - config_name: hagrid_v2
28
+ data_files:
29
+ - split: train
30
+ path: data/hagrid_v2/train/*.tar
31
+ - split: test
32
+ path: data/hagrid_v2/test/*.tar
33
+ ---
34
+
35
+ # MANUS-HaGRID: HaGRID-derived Multimodal Annotated Naturalistic Hand Understanding Dataset
36
+
37
+ **MANUS-HaGRID** is the HaGRID/HaGRIDv2-derived subset of the Multimodal Annotated Naturalistic Hand Understanding (MANUS) dataset family. It provides multimodal annotations for naturalistic hand gesture understanding, including RGB images, hand crops, depth maps, 2D bounding boxes, estimated MANO-style hand mesh metadata, and multi-view mesh renderings where available.
38
+
39
+ This repository contains only the HaGRID-derived MANUS subsets: `hagrid_v1` and `hagrid_v2`. DexYCB-derived data is released separately as MANUS-DexYCB.
40
+
41
+ ## Dataset Features in This Release
42
+
43
+ MANUS-HaGRID provides the following modalities where available:
44
+
45
+ - full-scene RGB image;
46
+ - full-scene depth map at 512 x 512 resolution;
47
+ - hand-region RGB crop at 225 x 225 resolution, when available;
48
+ - hand-region depth map at 225 x 225 resolution;
49
+ - 2D bounding boxes for hand regions;
50
+ - estimated MANO-style hand mesh annotations or related mesh metadata;
51
+ - rendered mesh views from canonical viewpoints including front, rear, left, right, top, and bottom, when available;
52
+ - companion text prompts describing image content, provided as split-level prompt files listed below;
53
+ - per-sample metadata recording source dataset, source id, split, gesture label, available modalities, and license metadata in the public manifest.
54
+
55
+ Text prompts are provided as companion split-level files at the repository root. They are not embedded inside the existing WebDataset tar shards; use the prompt files listed below when text conditioning is needed.
56
+
57
+ ## Configs and Splits
58
+
59
+ | Config/Split | Samples | WebDataset shards | Size |
60
+ |---|---:|---:|---:|
61
+ | `hagrid_v1/train` | 28,814 | 18 | 16.73 GB |
62
+ | `hagrid_v1/test` | 7,623 | 8 | 7.20 GB |
63
+ | `hagrid_v2/train` | 36,123 | 33 | 30.27 GB |
64
+ | `hagrid_v2/test` | 7,916 | 7 | 6.34 GB |
65
+
66
+ Total canonical samples in this release: 80,476. Total WebDataset tar size: 60.55 GB.
67
+
68
+ ## MANUS-HaGRID Release Scope
69
+
70
+ Included:
71
+
72
+ - `hagrid_v1/train`: based on the HaGRID V1 training subset selected by the MANUS processing pipeline.
73
+ - `hagrid_v1/test`: based on the HaGRID V1 test subset selected by the MANUS processing pipeline.
74
+ - `hagrid_v2/train`: based on the HaGRIDv2 training subset selected by the MANUS processing pipeline.
75
+ - `hagrid_v2/test`: based on the HaGRIDv2 test subset selected by the MANUS processing pipeline.
76
+
77
+ Not included:
78
+
79
+ - MANUS-DexYCB, which is released in a separate repository.
80
+
81
+ ## Data Format
82
+
83
+ Data is stored as uncompressed WebDataset tar shards. Files belonging to the same sample share the same prefix:
84
+
85
+ ```text
86
+ v2_test_grabbing_00000001.json
87
+ v2_test_grabbing_00000001.full_rgb.png
88
+ v2_test_grabbing_00000001.full_depth.png
89
+ v2_test_grabbing_00000001.hand_rgb.png
90
+ v2_test_grabbing_00000001.hand_depth.png
91
+ v2_test_grabbing_00000001.bbox.json
92
+ v2_test_grabbing_00000001.normal.json
93
+ v2_test_grabbing_00000001.mesh_front.png
94
+ ```
95
+
96
+ The per-sample `.json` member records source id, split, gesture label, and the list of files available for that sample. The public manifest adds source/license fields such as `source_dataset`, `source_license_id`, `contains_source_pixels`, and `processing_pipeline_version`. See `docs/data_structure.md` and `docs/annotation_format.md` for details.
97
+
98
+ ## Known Modality Differences in This Release
99
+
100
+ - V1 test has no usable hand RGB source package, so `hand_rgb.png` is absent for that split.
101
+ - V2 test has 7,916 canonical OG samples, but only 7,911 samples have hand crops, bbox JSON, normal JSON, and six-view mesh assets in the provided source packages.
102
+ - V1 train has 28,814 canonical samples; `normal.json` is present for 28,780 of them.
103
+ - V1 train six-view mesh source contains 28,860 images per view; this release filters to the 28,814 canonical OG ids.
104
+
105
+ ## Text Prompt Files
106
+
107
+ The following companion prompt files have been added at the repository root:
108
+
109
+ | File | Split | Records/Lines | Format | Notes |
110
+ |---|---|---:|---|---|
111
+ | `HaGRID_V1_train_prompt.jsonl` | `hagrid_v1/train` | 28,814 | JSONL | One JSON object per sample with `conditioning_image`, `image`, `text`, and `label`. |
112
+ | `HaGRID_V1_test_prompt.txt` | `hagrid_v1/test` | 7,623 | TXT | One text prompt per line, aligned to the canonical V1 test order. |
113
+ | `HaGRID_V1_test_gesture_label.txt` | `hagrid_v1/test` | 7,623 | TXT | One gesture label per line, aligned to the canonical V1 test order. |
114
+ | `HaGRID_V2_train_prompt.jsonl` | `hagrid_v2/train` | 36,117 | JSONL | One JSON object per available prompted sample with `conditioning_image`, `image`, `text`, and `label`. |
115
+ | `HaGRID_V2_test_prompt.txt` | `hagrid_v2/test` | 7,909 | TXT | One text prompt per line for available prompted V2 test samples. |
116
+ | `HaGRID_V2_test_gesture_label.txt` | `hagrid_v2/test` | 7,909 | TXT | One gesture label per line for available prompted V2 test samples. |
117
+
118
+ Prompt and gesture-label files are optional companion annotations and are not packed into the WebDataset shards. The V2 prompt/label files contain fewer records than the canonical V2 sample counts (`hagrid_v2/train`: 36,123; `hagrid_v2/test`: 7,916), so users should treat these companion annotations as available-where-present rather than required fields for every V2 sample.
119
+
120
+ ## Metadata Files
121
+
122
+ - `metadata/hagrid_v1_manifest.parquet`
123
+ - `metadata/hagrid_v2_manifest.parquet`
124
+ - `metadata/hagrid_all_manifest.parquet`
125
+ - `metadata/source_licenses.csv`
126
+ - `metadata/release_schema.json`
127
+ - `metadata/release_report.json`
128
+ - `metadata/source_package_audit.csv`
129
+ - `metadata/checksums.sha256`
130
+ - `HaGRID_V1_train_prompt.jsonl`
131
+ - `HaGRID_V1_test_prompt.txt`
132
+ - `HaGRID_V1_test_gesture_label.txt`
133
+ - `HaGRID_V2_train_prompt.jsonl`
134
+ - `HaGRID_V2_test_prompt.txt`
135
+ - `HaGRID_V2_test_gesture_label.txt`
136
+
137
+ The public manifest files do not contain local absolute source paths. They contain portable source and audit metadata, including sample id, source id, source license, available modalities, and shard path.
138
+
139
+ ## Loading
140
+
141
+ See `docs/loading_examples.md`.
142
+
143
+ ## Source Dataset Reference
144
+
145
+ This release is derived from HaGRID/HaGRIDv2. Please acknowledge the upstream HaGRID datasets when using MANUS-HaGRID.
146
+
147
+ ```bibtex
148
+ @misc{nuzhdin2024hagridv21mimagesstatic,
149
+ title={HaGRIDv2: 1M Images for Static and Dynamic Hand Gesture Recognition},
150
+ author={Anton Nuzhdin and Alexander Nagaev and Alexander Sautin and Alexander Kapitanov and Karina Kvanchiani},
151
+ year={2024},
152
+ eprint={2412.01508},
153
+ archivePrefix={arXiv},
154
+ primaryClass={cs.CV},
155
+ url={https://arxiv.org/abs/2412.01508}
156
+ }
157
+
158
+ @inproceedings{kapitanov2024hagrid,
159
+ title={HaGRID--HAnd Gesture Recognition Image Dataset},
160
+ author={Kapitanov, Alexander and Kvanchiani, Karina and Nagaev, Alexander and Kraynov, Roman and Makhliarchuk, Andrei},
161
+ booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
162
+ pages={4572--4581},
163
+ year={2024}
164
+ }
165
+ ```
166
+
167
+ ## Citation
168
+
169
+ If you use MANUS-HaGRID, please cite both the MANUS / HanDrawer work and the upstream HaGRID / HaGRIDv2 datasets.
170
+
171
+ ### MANUS / HanDrawer
172
+
173
+ ```bibtex
174
+ @misc{fu2025handrawer,
175
+ title = {HanDrawer: Leveraging Spatial Information to Render Realistic Hands Using a Conditional Diffusion Model in Single Stage},
176
+ author = {Qifan Fu and Xu Chen and Muhammad Asad and Shanxin Yuan and Changjae Oh and Gregory Slabaugh},
177
+ year = {2025},
178
+ eprint = {2503.02127},
179
+ archivePrefix = {arXiv},
180
+ primaryClass = {cs.CV},
181
+ doi = {10.48550/arXiv.2503.02127},
182
+ url = {https://arxiv.org/abs/2503.02127}
183
+ }
184
+ ```
185
+
186
+ ### HaGRID / HaGRIDv2
187
+
188
+ Use the HaGRID citations listed in the source dataset reference above.
189
+
190
+ ## License
191
+
192
+ MANUS-HaGRID contains source images and image derivatives from HaGRID/HaGRIDv2. The source RGB images, resized images, cropped hand images, and visual derivatives remain governed by the upstream HaGRID-specific license.
193
+
194
+ The upstream HaGRID repository states that HaGRID is licensed under a variant of the Creative Commons Attribution-ShareAlike 4.0 International License. Please see the upstream HaGRID license for the exact terms.
195
+
196
+ This repository uses `license: other` in the Hugging Face metadata because the upstream license is described as a HaGRID-specific CC BY-SA 4.0 variant rather than a plain standard license identifier.
197
+
198
+ This repository does not grant any rights beyond those granted by the upstream HaGRID/HaGRIDv2 license. Users are responsible for complying with the upstream license, attribution requirements, change notices, and any other applicable rights.
199
+
200
+ ## Intended Uses
201
+
202
+ MANUS-HaGRID is intended for research on hand gesture recognition, hand-aware image generation, 2D/3D hand understanding, depth estimation, and multimodal hand representation learning.
203
+
204
+ ## Out-of-Scope Uses
205
+
206
+ This dataset should not be used for biometric identification, person recognition, surveillance, or privacy-invasive applications. Users must comply with the upstream HaGRID license and applicable laws.
207
+
208
+ ## Privacy and Takedown
209
+
210
+ MANUS-HaGRID is derived from images of people showing hand gestures. Some images may include identifiable visual context. If you are a rights holder or data subject and request removal of a sample, please contact the dataset maintainers through the repository contact channel.
211
+
212
+ ## Related MANUS Repositories
213
+
214
+ - MANUS landing page: `MANUS`
215
+ - MANUS-DexYCB: DexYCB-derived MANUS release
216
+
217
+ This repository contains only HaGRID-derived data.
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