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53422, '122.14.43.166', 443): 'douyin',\n", " ('192.168.50.150', 53423, '122.14.43.166', 443): 'douyin',\n", " ('192.168.50.150', 53426, '119.57.174.38', 443): 'douyin',\n", " ('192.168.50.150', 53428, '119.57.174.38', 443): 'douyin',\n", " ('192.168.50.150', 53430, '119.57.174.38', 443): 'douyin',\n", " ('192.168.50.150', 53431, '119.57.174.38', 443): 'douyin',\n", " ('192.168.50.150', 53432, '119.249.48.222', 443): 'douyin',\n", " ('192.168.50.150', 53436, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53435, '119.57.174.38', 443): 'douyin',\n", " ('192.168.50.150', 51694, '124.132.134.229', 443): 'douyin',\n", " ('192.168.50.150', 51703, '27.221.84.212', 443): 'douyin',\n", " ('192.168.50.150', 51708, '110.249.203.244', 443): 'douyin',\n", " ('192.168.50.150', 53442, '122.14.43.166', 443): 'douyin',\n", " ('192.168.50.150', 53444, '122.14.43.166', 443): 'douyin',\n", " ('192.168.50.150', 51735, '110.249.203.244', 443): 'douyin',\n", " ('192.168.50.150', 53449, 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('192.168.50.150', 53591, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53592, '122.14.43.171', 443): 'douyin',\n", " ('192.168.50.150', 53596, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 51853, '110.249.203.244', 443): 'douyin',\n", " ('192.168.50.150', 51868, '27.221.34.223', 443): 'douyin',\n", " ('192.168.50.150', 51871, '121.22.232.213', 443): 'douyin',\n", " ('192.168.50.150', 53599, '122.14.43.42', 443): 'douyin',\n", " ('192.168.50.150', 53598, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53601, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53603, '122.14.43.42', 443): 'douyin',\n", " ('192.168.50.150', 53604, '122.14.43.42', 443): 'douyin',\n", " ('192.168.50.150', 53605, '122.14.43.42', 443): 'douyin',\n", " ('192.168.50.150', 53606, '119.57.174.36', 443): 'douyin',\n", " ('192.168.50.150', 53600, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53621, '122.14.43.42', 443): 'douyin',\n", " ('192.168.50.150', 53618, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53619, '122.14.43.42', 443): 'douyin',\n", " ('192.168.50.150', 53620, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53617, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53641, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53643, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53644, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53642, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53646, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53645, '119.249.48.236', 443): 'douyin',\n", " ('192.168.50.150', 53647, '114.113.88.123', 443): 'douyin',\n", " ('192.168.50.150', 51888, '110.249.203.244', 443): 'douyin',\n", " ('192.168.50.150', 53650, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53649, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53648, '119.57.174.35', 443): 'douyin',\n", " ('192.168.50.150', 53651, '114.113.88.123', 443): 'douyin',\n", " ('192.168.50.150', 53653, '122.14.43.42', 443): 'douyin',\n", " ('192.168.50.150', 53652, '122.14.43.42', 443): 'douyin',\n", " ('192.168.50.150', 51912, '110.249.203.245', 443): 'douyin',\n", " ('192.168.50.150', 53665, '122.14.43.43', 443): 'douyin',\n", " ('192.168.50.150', 53667, '122.14.43.43', 443): 'douyin',\n", " ('192.168.50.150', 53668, '119.57.174.35', 443): 'douyin',\n", " ...}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stream_tag_path = '../datasets/2019-12-21/stream_tag.txt'\n", "stream_tag_pd = pd.read_table(stream_tag_path, sep='\\s+', header=None)\n", "stream_tag_pd.iloc[:,3]=443\n", "stream_tag_map = {tuple(x[0:4]):x[4] for x in list(stream_tag_pd.values)}\n", "stream_tag_map" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stream_bursd_l = list()\n", "stream_length_l = list()\n", "stream_type_l = list()\n", "stream_label = list()\n", "#stream_bytes_l = list()\n", "stream_feature_path = '../datasets/2019-12-21/stream_stat.txt'\n", "stream_feature_f = open(stream_feature_path, 'r')\n", "i = 0\n", "for line in stream_feature_f.readlines():\n", " stream_feature_json = json.loads(line)\n", " try:\n", " key = (stream_feature_json['sip'], stream_feature_json['sport'], stream_feature_json['dip'], stream_feature_json['dport'])\n", " stream_label.append(stream_tag_map[key])\n", " i += 1\n", " except Exception:\n", " continue\n", " packets = stream_feature_json['packets']\n", " tls_message_list = stream_feature_json['tls']['tls_message_list']\n", " stream_length = [tls_message['length'] for tls_message in tls_message_list]\n", " stream_type = [tls_message['type'] for tls_message in tls_message_list]\n", " #stream_length.append((stream_feature_json['sip'], stream_feature_json['sport'], stream_feature_json['dip'], stream_feature_json['dport']))\n", " stream_burst = list()\n", " burst_length = 0\n", "# stream_bytes = list()\n", " old_dir = 0\n", " for j,packet in enumerate(packets):\n", "# stream_bytes.append(packet['bytes'])\n", " if j == 0:\n", " burst_length = packet['bytes']\n", " old_dir = packet['dir']\n", " continue\n", " if old_dir == packet['dir']:\n", " burst_length += packet['bytes']\n", " continue\n", " if old_dir != packet['dir']:\n", " stream_burst.append(burst_length)\n", " old_dir = packet['dir']\n", " burst_length = packet['bytes']\n", "# stream_bytes_l.append(stream_bytes)\n", " stream_burst.append(burst_length)\n", " stream_length_l.append(stream_length)\n", " stream_type_l.append(stream_type)\n", " stream_bursd_l.append(stream_burst)\n", "stream_length_array = np.array(stream_length_l)\n", "stream_type_array = np.array(stream_type_l)\n", "stream_burst_array = np.array(stream_bursd_l)\n", "#stream_bytes_array = np.array(stream_bytes_l)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([list([517, 3624, 1647, 223, 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"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "zhihu 6403\n", "weibo 5487\n", "douyin 3964\n", "hupu 2304\n", "toutiao 520\n", "dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stream_type_dict = dict()\n", "stream_length_dict = dict()\n", "stream_burst_dict = dict()\n", "for i in range(len(stream_type_l)):\n", " stream_type = stream_type_l[i]\n", " stream_length = stream_length_l[i]\n", " stream_burst = stream_bursd_l[i]\n", " if stream_label[i] not in stream_type_dict:\n", " stream_type_dict[stream_label[i]] = list()\n", " stream_type_dict[stream_label[i]].append(stream_type)\n", " stream_length_dict[stream_label[i]] = list()\n", " stream_length_dict[stream_label[i]].append(stream_length)\n", " stream_burst_dict[stream_label[i]] = list()\n", " stream_burst_dict[stream_label[i]].append(stream_burst)\n", " else :\n", " stream_type_dict[stream_label[i]].append(stream_type)\n", " stream_length_dict[stream_label[i]].append(stream_length)\n", " stream_burst_dict[stream_label[i]].append(stream_burst)\n", "pd.Series(stream_label).value_counts()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4115" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import random\n", "def divide_train(stream_dict):\n", " stream_train_dict = dict()\n", " for key, value in stream_dict.items():\n", " #random.shuffle(value)\n", " stream_train_dict[key] = value[:int(len(value)*0.75)]\n", " return stream_train_dict\n", "def divide_test(stream_dict):\n", " stream_test_dict = dict()\n", " for key, value in stream_dict.items():\n", " #random.shuffle(value)\n", " stream_test_dict[key] = value[int(len(value)*0.75):]\n", " return stream_test_dict\n", "stream_type_train_dict = divide_train(stream_type_dict)\n", "stream_length_train_dict = divide_train(stream_length_dict)\n", "stream_burst_train_dict = divide_train(stream_burst_dict)\n", "stream_type_test_dict = divide_test(stream_type_dict)\n", "stream_length_test_dict = divide_test(stream_length_dict)\n", "stream_burst_test_dict = divide_test(stream_burst_dict)\n", "len(stream_type_train_dict['weibo'])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'hupu': 1 1.0\n", " dtype: float64, 'weibo': 1 1.0\n", " dtype: float64, 'douyin': 1 1.0\n", " dtype: float64, 'toutiao': 1 1.0\n", " dtype: float64, 'zhihu': 1 1.0\n", " dtype: float64}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#type markov start and end state\n", "type_start_state = dict()\n", "type_end_state = dict()\n", "#transition_matrix = np.zero((27,27))\n", "for key,value in stream_type_train_dict.items():\n", " start_state = pd.Series([line[0] for line in value]).value_counts()\n", " end_state = pd.Series([line[-1] for line in value]).value_counts()\n", " type_start_state[key] = start_state/start_state.sum()\n", " type_end_state[key] = end_state/end_state.sum()\n", "type_start_state" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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14008 rows × 16 columns
\n", "| \n", " | 0 | \n", "1 | \n", "2 | \n", "3 | \n", "4 | \n", "0 | \n", "1 | \n", "2 | \n", "3 | \n", "4 | \n", "0 | \n", "1 | \n", "2 | \n", "3 | \n", "4 | \n", "label | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "0.715031 | \n", "0.608764 | \n", "0.631124 | \n", "0.650236 | \n", "0.512070 | \n", "0.277071 | \n", "0.0 | \n", "0.0 | \n", "0.000000 | \n", "0.000000 | \n", "0.125949 | \n", "0.0 | \n", "0.003074 | \n", "0.0 | \n", "0.000000 | \n", "hupu | \n", "
| 1 | \n", "0.662252 | \n", "0.541335 | \n", "0.570617 | \n", "0.584465 | \n", "0.433609 | \n", "0.451821 | \n", "0.0 | \n", "0.0 | \n", "0.000000 | \n", "0.000000 | \n", "0.106180 | \n", "0.0 | \n", "0.000000 | \n", "0.0 | \n", "0.000000 | \n", "hupu | \n", "
| 2 | \n", "0.894304 | \n", "0.861196 | \n", "0.824562 | \n", "0.870190 | \n", "0.850370 | \n", "0.414012 | \n", "0.0 | \n", "0.0 | \n", "0.000000 | \n", "0.000000 | \n", "0.047087 | \n", "0.0 | \n", "0.000000 | \n", "0.0 | \n", "0.033857 | \n", "hupu | \n", "
| 3 | \n", "0.743064 | \n", "0.612346 | \n", "0.575538 | \n", "0.649530 | \n", "0.692186 | \n", "0.158237 | \n", "0.0 | \n", "0.0 | \n", "0.000000 | \n", "0.000000 | \n", "0.032681 | \n", "0.0 | \n", "0.000000 | \n", "0.0 | \n", "0.031898 | \n", "hupu | \n", "
| 4 | \n", "0.667459 | \n", "0.508679 | \n", "0.472092 | \n", "0.547407 | \n", "0.598427 | \n", "0.375792 | \n", "0.0 | \n", "0.0 | \n", "0.184405 | \n", "0.000000 | \n", "0.112612 | \n", "0.0 | \n", "0.000000 | \n", "0.0 | \n", "0.027564 | \n", "hupu | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 1596 | \n", "0.809034 | \n", "0.709333 | \n", "0.673414 | \n", "0.743852 | \n", "0.776838 | \n", "0.046705 | \n", "0.0 | \n", "0.0 | \n", "0.000000 | \n", "0.049131 | \n", "0.000000 | \n", "0.0 | \n", "0.000000 | \n", "0.0 | \n", "0.027310 | \n", "zhihu | \n", "
| 1597 | \n", "0.911794 | \n", "0.816672 | \n", "0.847797 | \n", "0.946110 | \n", "0.986384 | \n", "0.000000 | \n", "0.0 | \n", "0.0 | \n", "0.000000 | \n", "0.057710 | \n", "0.000000 | \n", "0.0 | \n", "0.000000 | \n", "0.0 | \n", "0.029776 | \n", "zhihu | \n", "
| 1598 | \n", "0.965672 | \n", "0.957016 | \n", "0.934561 | \n", "0.991138 | \n", "0.995043 | \n", "0.000000 | \n", "0.0 | \n", "0.0 | \n", "0.000000 | \n", "0.097930 | \n", "0.000000 | \n", "0.0 | \n", "0.000000 | \n", "0.0 | \n", "0.045403 | \n", "zhihu | \n", "
| 1599 | \n", "0.961447 | \n", "0.945493 | \n", "0.927631 | \n", "0.987624 | \n", "0.994379 | \n", "0.000000 | \n", "0.0 | \n", "0.0 | \n", "0.000000 | \n", "0.084861 | \n", "0.000000 | \n", "0.0 | \n", "0.000000 | \n", "0.0 | \n", "0.066429 | \n", "zhihu | \n", "
| 1600 | \n", "0.969485 | \n", "0.967490 | \n", "0.940832 | \n", "0.994306 | \n", "0.995641 | \n", "0.000000 | \n", "0.0 | \n", "0.0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.0 | \n", "0.000000 | \n", "0.0 | \n", "0.117410 | \n", "zhihu | \n", "
4670 rows × 16 columns
\n", "