{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Activity 7 - Violin Plots and Parallel Coordinates\n", "\n", "This notebook will demonstrate the use of Violin Plots and Parallel Coordinates. This visualisation technique, similar to a box plot, is well suited for comparing multiple distributions, and show a curved distribution plot for each feature under consideration. Below shows a simple violin plot example using Seaborn." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#!pip install seaborn\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "tips = sns.load_dataset(\"tips\")\n", "ax = sns.violinplot(x=\"day\", y=\"total_bill\", data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Case Study: Comparing Benign and DDoS behaviours in network traffic analysis using CICIDS2017\n", "\n", "Let's consider an example where we want to look at benign and malicious network traffic. We will use to CICIDS2017 dataset for this. This dataset captures in the region of 80 numerical features that characterise network activity. Each data instance has been labelled as either benign or as an attack type (we focus on DDoS here, however other attacks are present in the full dataset). What data attributes set these two classes apart? We can use violin plots to judge this visually over the entire dataset.\n", "\n", "### Load in dataset and clean it up\n", "\n", "First we will load in the data set, and we will remove all Not-a-Number and Infinity values that may be present. We will also remove columns that contain only zeros (i.e., no separating features)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Flow IDSource IPSource PortDestination IPDestination PortProtocolTimestampFlow DurationTotal Fwd PacketsTotal Backward Packets...min_seg_size_forwardActive MeanActive StdActive MaxActive MinIdle MeanIdle StdIdle MaxIdle MinLabel
0192.168.10.5-104.16.207.165-54865-443-6104.16.207.165443192.168.10.55486567/7/2017 3:30320...200.00.0000.00.000BENIGN
1192.168.10.5-104.16.28.216-55054-80-6104.16.28.21680192.168.10.55505467/7/2017 3:3010911...200.00.0000.00.000BENIGN
2192.168.10.5-104.16.28.216-55055-80-6104.16.28.21680192.168.10.55505567/7/2017 3:305211...200.00.0000.00.000BENIGN
3192.168.10.16-104.17.241.25-46236-443-6104.17.241.25443192.168.10.164623667/7/2017 3:303411...200.00.0000.00.000BENIGN
4192.168.10.5-104.19.196.102-54863-443-6104.19.196.102443192.168.10.55486367/7/2017 3:30320...200.00.0000.00.000BENIGN
..................................................................
225740192.168.10.15-72.21.91.29-61374-80-672.21.91.2980192.168.10.156137467/7/2017 5:026111...200.00.0000.00.000BENIGN
225741192.168.10.15-72.21.91.29-61378-80-672.21.91.2980192.168.10.156137867/7/2017 5:027211...200.00.0000.00.000BENIGN
225742192.168.10.15-72.21.91.29-61375-80-672.21.91.2980192.168.10.156137567/7/2017 5:027511...200.00.0000.00.000BENIGN
225743192.168.10.15-8.41.222.187-61323-80-68.41.222.18780192.168.10.156132367/7/2017 5:024820...200.00.0000.00.000BENIGN
225744192.168.10.15-8.43.72.21-61326-80-68.43.72.2180192.168.10.156132667/7/2017 5:026811...200.00.0000.00.000BENIGN
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225711 rows × 75 columns

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" ], "text/plain": [ " Flow ID Source IP Source Port \\\n", "0 192.168.10.5-104.16.207.165-54865-443-6 104.16.207.165 443 \n", "1 192.168.10.5-104.16.28.216-55054-80-6 104.16.28.216 80 \n", "2 192.168.10.5-104.16.28.216-55055-80-6 104.16.28.216 80 \n", "3 192.168.10.16-104.17.241.25-46236-443-6 104.17.241.25 443 \n", "4 192.168.10.5-104.19.196.102-54863-443-6 104.19.196.102 443 \n", "... ... ... ... \n", "225740 192.168.10.15-72.21.91.29-61374-80-6 72.21.91.29 80 \n", "225741 192.168.10.15-72.21.91.29-61378-80-6 72.21.91.29 80 \n", "225742 192.168.10.15-72.21.91.29-61375-80-6 72.21.91.29 80 \n", "225743 192.168.10.15-8.41.222.187-61323-80-6 8.41.222.187 80 \n", "225744 192.168.10.15-8.43.72.21-61326-80-6 8.43.72.21 80 \n", "\n", " Destination IP Destination Port Protocol Timestamp \\\n", "0 192.168.10.5 54865 6 7/7/2017 3:30 \n", "1 192.168.10.5 55054 6 7/7/2017 3:30 \n", "2 192.168.10.5 55055 6 7/7/2017 3:30 \n", "3 192.168.10.16 46236 6 7/7/2017 3:30 \n", "4 192.168.10.5 54863 6 7/7/2017 3:30 \n", "... ... ... ... ... \n", "225740 192.168.10.15 61374 6 7/7/2017 5:02 \n", "225741 192.168.10.15 61378 6 7/7/2017 5:02 \n", "225742 192.168.10.15 61375 6 7/7/2017 5:02 \n", "225743 192.168.10.15 61323 6 7/7/2017 5:02 \n", "225744 192.168.10.15 61326 6 7/7/2017 5:02 \n", "\n", " Flow Duration Total Fwd Packets Total Backward Packets ... \\\n", "0 3 2 0 ... \n", "1 109 1 1 ... \n", "2 52 1 1 ... \n", "3 34 1 1 ... \n", "4 3 2 0 ... \n", "... ... ... ... ... \n", "225740 61 1 1 ... \n", "225741 72 1 1 ... \n", "225742 75 1 1 ... \n", "225743 48 2 0 ... \n", "225744 68 1 1 ... \n", "\n", " min_seg_size_forward Active Mean Active Std Active Max \\\n", "0 20 0.0 0.0 0 \n", "1 20 0.0 0.0 0 \n", "2 20 0.0 0.0 0 \n", "3 20 0.0 0.0 0 \n", "4 20 0.0 0.0 0 \n", "... ... ... ... ... \n", "225740 20 0.0 0.0 0 \n", "225741 20 0.0 0.0 0 \n", "225742 20 0.0 0.0 0 \n", "225743 20 0.0 0.0 0 \n", "225744 20 0.0 0.0 0 \n", "\n", " Active Min Idle Mean Idle Std Idle Max Idle Min Label \n", "0 0 0.0 0.0 0 0 BENIGN \n", "1 0 0.0 0.0 0 0 BENIGN \n", "2 0 0.0 0.0 0 0 BENIGN \n", "3 0 0.0 0.0 0 0 BENIGN \n", "4 0 0.0 0.0 0 0 BENIGN \n", "... ... ... ... ... ... ... \n", "225740 0 0.0 0.0 0 0 BENIGN \n", "225741 0 0.0 0.0 0 0 BENIGN \n", "225742 0 0.0 0.0 0 0 BENIGN \n", "225743 0 0.0 0.0 0 0 BENIGN \n", "225744 0 0.0 0.0 0 0 BENIGN \n", "\n", "[225711 rows x 75 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load in the dataset\n", "df = pd.read_csv('./data/Friday-WorkingHours-Afternoon-DDos.pcap_ISCX.csv')\n", "# Remove NaN and Inf\n", "df = df[~df.isin([np.nan, np.inf, -np.inf]).any(1)]\n", "# Remove columns with all zero values\n", "df = df.loc[:, (df != 0).any(axis=0)]\n", "# Output table\n", "df" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['Flow ID', ' Source IP', ' Source Port', ' Destination IP',\n", " ' Destination Port', ' Protocol', ' Timestamp', ' Flow Duration',\n", " ' Total Fwd Packets', ' Total Backward Packets',\n", " 'Total Length of Fwd Packets', ' Total Length of Bwd Packets',\n", " ' Fwd Packet Length Max', ' Fwd Packet Length Min',\n", " ' Fwd Packet Length Mean', ' Fwd Packet Length Std',\n", " 'Bwd Packet Length Max', ' Bwd Packet Length Min',\n", " ' Bwd Packet Length Mean', ' Bwd Packet Length Std', 'Flow Bytes/s',\n", " ' Flow Packets/s', ' Flow IAT Mean', ' Flow IAT Std', ' Flow IAT Max',\n", " ' Flow IAT Min', 'Fwd IAT Total', ' Fwd IAT Mean', ' Fwd IAT Std',\n", " ' Fwd IAT Max', ' Fwd IAT Min', 'Bwd IAT Total', ' Bwd IAT Mean',\n", " ' Bwd IAT Std', ' Bwd IAT Max', ' Bwd IAT Min', 'Fwd PSH Flags',\n", " ' Fwd Header Length', ' Bwd Header Length', 'Fwd Packets/s',\n", " ' Bwd Packets/s', ' Min Packet Length', ' Max Packet Length',\n", " ' Packet Length Mean', ' Packet Length Std', ' Packet Length Variance',\n", " 'FIN Flag Count', ' SYN Flag Count', ' RST Flag Count',\n", " ' PSH Flag Count', ' ACK Flag Count', ' URG Flag Count',\n", " ' ECE Flag Count', ' Down/Up Ratio', ' Average Packet Size',\n", " ' Avg Fwd Segment Size', ' Avg Bwd Segment Size',\n", " ' Fwd Header Length.1', 'Subflow Fwd Packets', ' Subflow Fwd Bytes',\n", " ' Subflow Bwd Packets', ' Subflow Bwd Bytes', 'Init_Win_bytes_forward',\n", " ' Init_Win_bytes_backward', ' act_data_pkt_fwd',\n", " ' min_seg_size_forward', 'Active Mean', ' Active Std', ' Active Max',\n", " ' Active Min', 'Idle Mean', ' Idle Std', ' Idle Max', ' Idle Min',\n", " ' Label'],\n", " dtype='object')\n", "Length: 75\n" ] } ], "source": [ "# What columns are left?\n", "print (df.columns)\n", "# How many columns?\n", "print (\"Length: \", len(df.columns))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Normalise each column\n", "\n", "Each column has its own range of values - some are quite narrow, some are quite large. We often normalise data to make it easier to work with and draw comparisons - this essentially means scaling it to be within a fixed range. Here, we want to normalise each feature indepedently - essentially meaning that each column will have a minimum value of zero and a maximum value of one, and all values for that particular feature will be scaled within this range.\n", "\n", "We will use the sci-kit learn library to achieve this." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Flow DurationTotal Fwd PacketsTotal Backward PacketsTotal Length of Fwd PacketsTotal Length of Bwd PacketsFwd Packet Length MaxFwd Packet Length MinFwd Packet Length MeanFwd Packet Length StdBwd Packet Length Max...act_data_pkt_fwdmin_seg_size_forwardActive MeanActive StdActive MaxActive MinIdle MeanIdle StdIdle MaxIdle Min
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225711 rows × 67 columns

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" ], "text/plain": [ " Flow Duration Total Fwd Packets Total Backward Packets \\\n", "0 3.333335e-08 0.000518 0.00000 \n", "1 9.166671e-07 0.000000 0.00034 \n", "2 4.416669e-07 0.000000 0.00034 \n", "3 2.916668e-07 0.000000 0.00034 \n", "4 3.333335e-08 0.000518 0.00000 \n", "... ... ... ... \n", "225740 5.166669e-07 0.000000 0.00034 \n", "225741 6.083336e-07 0.000000 0.00034 \n", "225742 6.333337e-07 0.000000 0.00034 \n", "225743 4.083335e-07 0.000518 0.00000 \n", "225744 5.750003e-07 0.000000 0.00034 \n", "\n", " Total Length of Fwd Packets Total Length of Bwd Packets \\\n", "0 0.000066 0.000000 \n", "1 0.000033 0.000001 \n", "2 0.000033 0.000001 \n", "3 0.000033 0.000001 \n", "4 0.000066 0.000000 \n", "... ... ... \n", "225740 0.000033 0.000001 \n", "225741 0.000033 0.000001 \n", "225742 0.000033 0.000001 \n", "225743 0.000066 0.000000 \n", "225744 0.000033 0.000001 \n", "\n", " Fwd Packet Length Max Fwd Packet Length Min \\\n", "0 0.000514 0.004076 \n", "1 0.000514 0.004076 \n", "2 0.000514 0.004076 \n", "3 0.000514 0.004076 \n", "4 0.000514 0.004076 \n", "... ... ... \n", "225740 0.000514 0.004076 \n", "225741 0.000514 0.004076 \n", "225742 0.000514 0.004076 \n", "225743 0.000514 0.004076 \n", "225744 0.000514 0.004076 \n", "\n", " Fwd Packet Length Mean Fwd Packet Length Std \\\n", "0 0.001552 0.0 \n", "1 0.001552 0.0 \n", "2 0.001552 0.0 \n", "3 0.001552 0.0 \n", "4 0.001552 0.0 \n", "... ... ... \n", "225740 0.001552 0.0 \n", "225741 0.001552 0.0 \n", "225742 0.001552 0.0 \n", "225743 0.001552 0.0 \n", "225744 0.001552 0.0 \n", "\n", " Bwd Packet Length Max ... act_data_pkt_fwd min_seg_size_forward \\\n", "0 0.000000 ... 0.000518 0.384615 \n", "1 0.000514 ... 0.000000 0.384615 \n", "2 0.000514 ... 0.000000 0.384615 \n", "3 0.000514 ... 0.000000 0.384615 \n", "4 0.000000 ... 0.000518 0.384615 \n", "... ... ... ... ... \n", "225740 0.000514 ... 0.000000 0.384615 \n", "225741 0.000514 ... 0.000000 0.384615 \n", "225742 0.000514 ... 0.000000 0.384615 \n", "225743 0.000000 ... 0.000518 0.384615 \n", "225744 0.000514 ... 0.000000 0.384615 \n", "\n", " Active Mean Active Std Active Max Active Min Idle Mean \\\n", "0 0.0 0.0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 0.0 0.0 \n", "... ... ... ... ... ... \n", "225740 0.0 0.0 0.0 0.0 0.0 \n", "225741 0.0 0.0 0.0 0.0 0.0 \n", "225742 0.0 0.0 0.0 0.0 0.0 \n", "225743 0.0 0.0 0.0 0.0 0.0 \n", "225744 0.0 0.0 0.0 0.0 0.0 \n", "\n", " Idle Std Idle Max Idle Min \n", "0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 \n", "... ... ... ... \n", "225740 0.0 0.0 0.0 \n", "225741 0.0 0.0 0.0 \n", "225742 0.0 0.0 0.0 \n", "225743 0.0 0.0 0.0 \n", "225744 0.0 0.0 0.0 \n", "\n", "[225711 rows x 67 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Import scikit learn\n", "from sklearn import preprocessing\n", "# Extract only the numerical feature columns\n", "subset = df.iloc[:,7:74].astype(float)\n", "# Define the scaler\n", "min_max_scaler = preprocessing.MinMaxScaler()\n", "# Apply the scaler to each column of our dataframe\n", "df2 = pd.DataFrame(min_max_scaler.fit_transform(subset), columns=subset.columns, index=subset.index)\n", "df2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Separate data based on class\n", "\n", "We have scaled the entire dataset so that all data for each feature is scaled in a consistent manner. We now want to split our dataset based on the classes of data that exist. Here, we know we have benign and DDoS classes." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['BENIGN' 'DDoS']\n" ] } ], "source": [ "# Output the classes\n", "outcome = df[' Label'].unique()\n", "print(outcome)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Split data based on identified classes\n", "df2[' Label'] = df[' Label']\n", "benign = df2[df2[' Label'] == outcome[0]]\n", "ddos = df2[df2[' Label'] == outcome[1]]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Flow DurationTotal Fwd PacketsTotal Backward PacketsTotal Length of Fwd PacketsTotal Length of Bwd PacketsFwd Packet Length MaxFwd Packet Length MinFwd Packet Length MeanFwd Packet Length StdBwd Packet Length Max...min_seg_size_forwardActive MeanActive StdActive MaxActive MinIdle MeanIdle StdIdle MaxIdle MinLabel
03.333335e-080.0005180.000000.0000660.0000000.0005140.0040760.0015520.00.000000...0.3846150.00.00.00.00.00.00.00.0BENIGN
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24.416669e-070.0000000.000340.0000330.0000010.0005140.0040760.0015520.00.000514...0.3846150.00.00.00.00.00.00.00.0BENIGN
32.916668e-070.0000000.000340.0000330.0000010.0005140.0040760.0015520.00.000514...0.3846150.00.00.00.00.00.00.00.0BENIGN
43.333335e-080.0005180.000000.0000660.0000000.0005140.0040760.0015520.00.000000...0.3846150.00.00.00.00.00.00.00.0BENIGN
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2257405.166669e-070.0000000.000340.0000330.0000010.0005140.0040760.0015520.00.000514...0.3846150.00.00.00.00.00.00.00.0BENIGN
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2257434.083335e-070.0005180.000000.0000660.0000000.0005140.0040760.0015520.00.000000...0.3846150.00.00.00.00.00.00.00.0BENIGN
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97686 rows × 68 columns

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" ], "text/plain": [ " Flow Duration Total Fwd Packets Total Backward Packets \\\n", "0 3.333335e-08 0.000518 0.00000 \n", "1 9.166671e-07 0.000000 0.00034 \n", "2 4.416669e-07 0.000000 0.00034 \n", "3 2.916668e-07 0.000000 0.00034 \n", "4 3.333335e-08 0.000518 0.00000 \n", "... ... ... ... \n", "225740 5.166669e-07 0.000000 0.00034 \n", "225741 6.083336e-07 0.000000 0.00034 \n", "225742 6.333337e-07 0.000000 0.00034 \n", "225743 4.083335e-07 0.000518 0.00000 \n", "225744 5.750003e-07 0.000000 0.00034 \n", "\n", " Total Length of Fwd Packets Total Length of Bwd Packets \\\n", "0 0.000066 0.000000 \n", "1 0.000033 0.000001 \n", "2 0.000033 0.000001 \n", "3 0.000033 0.000001 \n", "4 0.000066 0.000000 \n", "... ... ... \n", "225740 0.000033 0.000001 \n", "225741 0.000033 0.000001 \n", "225742 0.000033 0.000001 \n", "225743 0.000066 0.000000 \n", "225744 0.000033 0.000001 \n", "\n", " Fwd Packet Length Max Fwd Packet Length Min \\\n", "0 0.000514 0.004076 \n", "1 0.000514 0.004076 \n", "2 0.000514 0.004076 \n", "3 0.000514 0.004076 \n", "4 0.000514 0.004076 \n", "... ... ... \n", "225740 0.000514 0.004076 \n", "225741 0.000514 0.004076 \n", "225742 0.000514 0.004076 \n", "225743 0.000514 0.004076 \n", "225744 0.000514 0.004076 \n", "\n", " Fwd Packet Length Mean Fwd Packet Length Std \\\n", "0 0.001552 0.0 \n", "1 0.001552 0.0 \n", "2 0.001552 0.0 \n", "3 0.001552 0.0 \n", "4 0.001552 0.0 \n", "... ... ... \n", "225740 0.001552 0.0 \n", "225741 0.001552 0.0 \n", "225742 0.001552 0.0 \n", "225743 0.001552 0.0 \n", "225744 0.001552 0.0 \n", "\n", " Bwd Packet Length Max ... min_seg_size_forward Active Mean \\\n", "0 0.000000 ... 0.384615 0.0 \n", "1 0.000514 ... 0.384615 0.0 \n", "2 0.000514 ... 0.384615 0.0 \n", "3 0.000514 ... 0.384615 0.0 \n", "4 0.000000 ... 0.384615 0.0 \n", "... ... ... ... ... \n", "225740 0.000514 ... 0.384615 0.0 \n", "225741 0.000514 ... 0.384615 0.0 \n", "225742 0.000514 ... 0.384615 0.0 \n", "225743 0.000000 ... 0.384615 0.0 \n", "225744 0.000514 ... 0.384615 0.0 \n", "\n", " Active Std Active Max Active Min Idle Mean Idle Std \\\n", "0 0.0 0.0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 0.0 0.0 \n", "... ... ... ... ... ... \n", "225740 0.0 0.0 0.0 0.0 0.0 \n", "225741 0.0 0.0 0.0 0.0 0.0 \n", "225742 0.0 0.0 0.0 0.0 0.0 \n", "225743 0.0 0.0 0.0 0.0 0.0 \n", "225744 0.0 0.0 0.0 0.0 0.0 \n", "\n", " Idle Max Idle Min Label \n", "0 0.0 0.0 BENIGN \n", "1 0.0 0.0 BENIGN \n", "2 0.0 0.0 BENIGN \n", "3 0.0 0.0 BENIGN \n", "4 0.0 0.0 BENIGN \n", "... ... ... ... \n", "225740 0.0 0.0 BENIGN \n", "225741 0.0 0.0 BENIGN \n", "225742 0.0 0.0 BENIGN \n", "225743 0.0 0.0 BENIGN \n", "225744 0.0 0.0 BENIGN \n", "\n", "[97686 rows x 68 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "benign" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualise the output\n", "\n", "We now have our data split into the classes, so we can use the violin plot for each of our classes independently, and compare the two figures." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(30,5))\n", "ax = sns.violinplot(data=benign)\n", "ax.set_xticklabels(ax.get_xticklabels(), rotation=90);\n", "ax.set_title(\"Violin Plot to show benign feature distributions\");" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(30,5))\n", "ax = sns.violinplot(data=ddos)\n", "ax.set_xticklabels(ax.get_xticklabels(), rotation=90);\n", "ax.set_title(\"Violin Plot to show Bot feature distributions\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Findings\n", "\n", "Comparing the two charts, we can see that the following features are different across the two classes.\n", "\n", "* Flow Duration\n", "* Flow IAT (Mean, Std, Max, Min)\n", "* Fwd IAT (Total, Mean, Std, Max, Min)\n", "* Packet Length Variance\n", "* Idle (Mean, Std, Max, Min)\n", "\n", "We now have a clearer view (as far as this dataset is concerned) with what makes for a benign packet, and what makes for a malicious DDoS packet." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extra: PCA decomposition to separate classes\n", "\n", "Given the high dimensionality of the data, what does the data look like if we perform dimensionality reduction? Can we better separate between the two classes? " ] }, { "cell_type": "code", "execution_count": 224, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 224, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn import decomposition\n", "pca = decomposition.PCA(n_components=2)\n", "X = pd.DataFrame(pca.fit_transform(df2.values), columns=['x', 'y'])\n", "X['Label'] = df[' Label']\n", "\n", "benignX = X[X['Label'] == outcome[0]]\n", "ddosX = X[X['Label'] == outcome[1]]\n", "\n", "plt.scatter(benignX['x'], benignX['y'])\n", "plt.scatter(ddosX['x'], ddosX['y'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Unfortunately not*** - this is not a great surprise, our violin plot shows overlap between the features of the two classes and there is no clear decision boundary that separates the two. PCA is quite poor when there is little variance in many features (as we have here) hence why the plot has artefacts where straight lines appear. Other methods like t-SNE and UMAP may perform better but at greater computational cost." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/pa-legg/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Here's an example of selecting all columns that contain the.phrase 'IAT'\n", "\n", "cols = 5\n", "\n", "df3 = df2[ df2.columns[ df2.columns.str.contains(\"IAT\") ] ]\n", "#df3 = df3.iloc[:,0:cols]\n", "\n", "df3[' Label'] = df2[' Label']\n", "\n", "\n", "samples = 1000\n", "benign3 = df3[df3[' Label'] == outcome[0]].iloc[0:samples,:]\n", "ddos3 = df3[df3[' Label'] == outcome[1]].iloc[0:samples,:]\n", "\n", "\n", "df3 = pd.concat([benign3, ddos3])\n", "df3\n", "\n", "plt.figure(figsize=(20,5))\n", "ax = pd.plotting.parallel_coordinates(df3, ' Label', color=('#556270', '#4ECDC4'))\n", "ax.set_xticklabels(ax.get_xticklabels(), rotation=90);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }