diff --git a/.gitignore b/.gitignore index db66883..b74871e 100644 --- a/.gitignore +++ b/.gitignore @@ -1 +1,3 @@ -data.* \ No newline at end of file +data.* +__pycache__ +tree.tree \ No newline at end of file diff --git a/DecisionTree.ipynb b/DecisionTree.ipynb index add858e..825436f 100644 --- a/DecisionTree.ipynb +++ b/DecisionTree.ipynb @@ -10,22 +10,24 @@ "import numpy as np\n", "import pandas as pd\n", "import argparse\n", - "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.tree import DecisionTreeClassifier, plot_tree\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.tree import export_graphviz\n", - "import pydotplus" + "import pydotplus\n", + "from matplotlib import pyplot as plt\n", + "from labels import mac_to_label" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "d336971a", "metadata": {}, "outputs": [], "source": [ "# extract argument\n", "inputfile = \"data.csv\"\n", - "outputfile = \"tree\"\n", + "outputfile = \"tree.tree\"\n", "#testfile = args.t\n", "\n", "# output the tree\n", @@ -84,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "id": "b96f3403", "metadata": {}, "outputs": [ @@ -110,9 +112,6 @@ "Xt = [i[0:3] for i in Set]\n", "Yt =[i[3] for i in Set]\n", "\n", - "#class_names=['iperf','memcached','ping','sparkglm','sparkkmeans']\n", - "feature_names=['proto','src','dst']\n", - "\n", "# prepare training and testing set\n", "X = np.array(X)\n", "Y = np.array(Y)\n", @@ -126,7 +125,18 @@ "print(f\"train accuracy: {accuracy_score(Y, Predict_Y)}\")\n", "\n", "Predict_Yt = dt.predict(Xt)\n", - "print(f\"test accuracy: {accuracy_score(Yt, Predict_Yt)}\")\n", + "print(f\"test accuracy: {accuracy_score(Yt, Predict_Yt)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7f36344d", + "metadata": {}, + "outputs": [], + "source": [ + "class_names=list(mac_to_label.values())\n", + "feature_names=['proto','src','dst']\n", "\n", "# output the tree in a text file, write it\n", "threshold = dt.tree_.threshold\n", @@ -162,6 +172,36 @@ "get_lineage(dt,feature_names,tree)\n", "tree.close()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cf8832b9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(25,20))\n", + "_ = plot_tree(dt, feature_names=feature_names, class_names=class_names, filled=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "03ef1012", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/ExtractDataset.ipynb b/ExtractDataset.ipynb index 8f420db..d946ff6 100644 --- a/ExtractDataset.ipynb +++ b/ExtractDataset.ipynb @@ -12,41 +12,10 @@ "import pandas as pd\n", "import argparse\n", "import os\n", + "from labels import mac_to_label\n", "\n", "inputfile = \"data.pcap\"\n", - "outputfile = \"data.csv\"\n", - "\n", - "mac_to_device = {\n", - " \"44:65:0d:56:cc:d3\": \"Amazon Echo\",\n", - " \"e0:76:d0:3f:00:ae\": \"August Doorbell Cam\",\n", - " \"70:88:6b:10:0f:c6\": \"Awair air quality monitor\",\n", - " \"b4:75:0e:ec:e5:a9\": \"Belkin Camera\",\n", - " \"ec:1a:59:83:28:11\": \"Belkin Motion Sensor\",\n", - " \"ec:1a:59:79:f4:89\": \"Belkin Switch\",\n", - " \"74:6a:89:00:2e:25\": \"Blipcare BP Meter\",\n", - " \"7c:70:bc:5d:5e:dc\": \"Canary Camera\",\n", - " \"30:8c:fb:2f:e4:b2\": \"Dropcam\",\n", - " \"6c:ad:f8:5e:e4:61\": \"Google Chromecast\",\n", - " \"28:c2:dd:ff:a5:2d\": \"Hello Barbie\",\n", - " \"70:5a:0f:e4:9b:c0\": \"HP Printer\",\n", - " \"74:c6:3b:29:d7:1d\": \"iHome PowerPlug\",\n", - " \"d0:73:d5:01:83:08\": \"LiFX Bulb\",\n", - " \"18:b4:30:25:be:e4\": \"NEST Smoke Sensor\",\n", - " \"70:ee:50:18:34:43\": \"Netatmo Camera\",\n", - " \"70:ee:50:03:b8:ac\": \"Netatmo Weather station\",\n", - " \"00:17:88:2b:9a:25\": \"Phillip Hue Lightbulb\",\n", - " \"e0:76:d0:33:bb:85\": \"Pixstart photo frame\",\n", - " \"88:4a:ea:31:66:9d\": \"Ring Door Bell\",\n", - " \"00:16:6c:ab:6b:88\": \"Samsung Smart Cam\",\n", - " \"d0:52:a8:00:67:5e\": \"Smart Things\",\n", - " \"f4:f2:6d:93:51:f1\": \"TP-Link Camera\",\n", - " \"50:c7:bf:00:56:39\": \"TP-Link Plug\",\n", - " \"18:b7:9e:02:20:44\": \"Triby Speaker\",\n", - " \"00:24:e4:10:ee:4c\": \"Withings Baby Monitor\",\n", - " \"00:24:e4:1b:6f:96\": \"Withings Scale\",\n", - " \"00:24:e4:20:28:c6\": \"Withings sleep sensor\",\n", - " \"00:24:e4:11:18:a8\": \"Withings\"\n", - "}" + "outputfile = \"data.csv\"" ] }, { @@ -87,8 +56,8 @@ "\n", " if \"Ether\" in packet:\n", " eth_dst = packet[\"Ether\"].dst\n", - " if eth_dst in mac_to_device:\n", - " classification = mac_to_device[eth_dst]\n", + " if eth_dst in mac_to_label:\n", + " classification = mac_to_label[eth_dst]\n", " else:\n", " classification = \"other\"\n", " else:\n", diff --git a/labels.py b/labels.py new file mode 100644 index 0000000..2beedf5 --- /dev/null +++ b/labels.py @@ -0,0 +1,31 @@ +mac_to_label = { + "44:65:0d:56:cc:d3": "Amazon Echo", + "e0:76:d0:3f:00:ae": "August Doorbell Cam", + "70:88:6b:10:0f:c6": "Awair air quality monitor", + "b4:75:0e:ec:e5:a9": "Belkin Camera", + "ec:1a:59:83:28:11": "Belkin Motion Sensor", + "ec:1a:59:79:f4:89": "Belkin Switch", + "74:6a:89:00:2e:25": "Blipcare BP Meter", + "7c:70:bc:5d:5e:dc": "Canary Camera", + "30:8c:fb:2f:e4:b2": "Dropcam", + "6c:ad:f8:5e:e4:61": "Google Chromecast", + "28:c2:dd:ff:a5:2d": "Hello Barbie", + "70:5a:0f:e4:9b:c0": "HP Printer", + "74:c6:3b:29:d7:1d": "iHome PowerPlug", + "d0:73:d5:01:83:08": "LiFX Bulb", + "18:b4:30:25:be:e4": "NEST Smoke Sensor", + "70:ee:50:18:34:43": "Netatmo Camera", + "70:ee:50:03:b8:ac": "Netatmo Weather station", + "00:17:88:2b:9a:25": "Phillip Hue Lightbulb", + "e0:76:d0:33:bb:85": "Pixstart photo frame", + "88:4a:ea:31:66:9d": "Ring Door Bell", + "00:16:6c:ab:6b:88": "Samsung Smart Cam", + "d0:52:a8:00:67:5e": "Smart Things", + "f4:f2:6d:93:51:f1": "TP-Link Camera", + "50:c7:bf:00:56:39": "TP-Link Plug", + "18:b7:9e:02:20:44": "Triby Speaker", + "00:24:e4:10:ee:4c": "Withings Baby Monitor", + "00:24:e4:1b:6f:96": "Withings Scale", + "00:24:e4:20:28:c6": "Withings sleep sensor", + "00:24:e4:11:18:a8": "Withings" +} \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index 1f93ac0..c78625f 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,4 +2,5 @@ scapy numpy pandas scikit-learn -pydotplus \ No newline at end of file +pydotplus +matplotlib \ No newline at end of file diff --git a/tree b/tree deleted file mode 100644 index dc0161c..0000000 --- a/tree +++ /dev/null @@ -1,30 +0,0 @@ -proto = [0, 1, 11]; -src = [26, 60, 67, 130, 283, 1223, 4566, 5225, 54978, 59817, 60043]; -dst = [101, 3031, 3067, 5110, 33925, 46329, 46331, 49152, 49157, 51848, 53283, 56320]; - when dst<=3031.0 and src<=67.5 and src<=60.0 and proto<=0.5 and src<=26.5 then 17; - when dst<=3031.0 and src<=67.5 and src<=60.0 and proto<=0.5 and src>26.5 then 17; - when dst<=3031.0 and src<=67.5 and src<=60.0 and proto>0.5 and proto<=1.5 then 17; - when dst<=3031.0 and src<=67.5 and src<=60.0 and proto>0.5 and proto>1.5 then 17; - when dst<=3031.0 and src<=67.5 and src>60.0 then 8; - when dst<=3031.0 and src>67.5 and dst<=101.5 and src<=59817.5 and src<=54978.5 then 17; - when dst<=3031.0 and src>67.5 and dst<=101.5 and src<=59817.5 and src>54978.5 then 17; - when dst<=3031.0 and src>67.5 and dst<=101.5 and src>59817.5 and src<=60043.0 then 5; - when dst<=3031.0 and src>67.5 and dst<=101.5 and src>59817.5 and src>60043.0 then 17; - when dst<=3031.0 and src>67.5 and dst>101.5 and src<=130.0 then 17; - when dst<=3031.0 and src>67.5 and dst>101.5 and src>130.0 and src<=1223.5 then 17; - when dst<=3031.0 and src>67.5 and dst>101.5 and src>130.0 and src>1223.5 then 17; - when dst>3031.0 and dst<=49157.0 and dst<=46329.5 and dst<=5110.0 and dst<=3067.5 then 11; - when dst>3031.0 and dst<=49157.0 and dst<=46329.5 and dst<=5110.0 and dst>3067.5 then 1; - when dst>3031.0 and dst<=49157.0 and dst<=46329.5 and dst>5110.0 and dst<=33925.0 then 17; - when dst>3031.0 and dst<=49157.0 and dst<=46329.5 and dst>5110.0 and dst>33925.0 then 15; - when dst>3031.0 and dst<=49157.0 and dst>46329.5 and dst<=46331.5 then 4; - when dst>3031.0 and dst<=49157.0 and dst>46329.5 and dst>46331.5 and dst<=49152.5 then 10; - when dst>3031.0 and dst<=49157.0 and dst>46329.5 and dst>46331.5 and dst>49152.5 then 2; - when dst>3031.0 and dst>49157.0 and src<=4566.5 and src<=283.0 and proto<=11.5 then 17; - when dst>3031.0 and dst>49157.0 and src<=4566.5 and src<=283.0 and proto>11.5 then 0; - when dst>3031.0 and dst>49157.0 and src<=4566.5 and src>283.0 and dst<=56320.0 then 17; - when dst>3031.0 and dst>49157.0 and src<=4566.5 and src>283.0 and dst>56320.0 then 17; - when dst>3031.0 and dst>49157.0 and src>4566.5 and src<=5225.0 and dst<=51848.5 then 10; - when dst>3031.0 and dst>49157.0 and src>4566.5 and src<=5225.0 and dst>51848.5 then 17; - when dst>3031.0 and dst>49157.0 and src>4566.5 and src>5225.0 and dst<=53283.0 then 17; - when dst>3031.0 and dst>49157.0 and src>4566.5 and src>5225.0 and dst>53283.0 then 14;