{ "metadata": { "name": "", "signature": "sha256:e963d3d52e8f605654c6cad81f4a14005b6cc161cd2a8ddd03366936ff1e3a49" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#PE File Clustering and Yara Signature Generation\n", "
\n", "###Snap into a Yara sig!\n", "

Once upon a time we looked at classifying PE and Mach-O files. This time it's flipped on its head. Is it possible to use various clustering algorithms to group similar files together? But, why stop there!? Can we crank up the awesome and use information from those clusters to generate Yara signatures to find files that are similar in nature?

\n", "

In this notebook we'll explore not only gathering static information from PE files, but clustering on those attributes, and finally show off the capabilities of the Yara signature generation.

\n", "\n", "####Tools\n", " - IPython (http://www.ipython.org)\n", " - pandas (http://pandas.pydata.org)\n", " - pefile (https://code.google.com/p/pefile/)\n", " - Yara (http://plusvic.github.io/yara/)\n", "\n", "####What we did:\n", " - Gathered data about PE files with pefile (JSON)\n", " - Read that data in\n", " - Data cleanup\n", " - Explored the Data!\n", " - Graphs, clustering\n", " - Analyze Results\n", " - Yara signatures\n", " - More clustering\n", " - More analyzing" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# All the imports and some basic level setting with various versions\n", "import IPython\n", "import re\n", "import os\n", "import json\n", "import time\n", "import string\n", "import pandas\n", "import pickle\n", "import struct\n", "import socket\n", "import collections\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pefile\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n", "\n", "print \"IPython version: %s\" %IPython.__version__\n", "print \"pandas version: %s\" %pd.__version__\n", "print \"numpy version: %s\" %np.__version__\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "IPython version: 2.1.0\n", "pandas version: 0.13.1\n", "numpy version: 1.8.1\n" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "def get_lang_value(lang):\n", " for key, value in pefile.LANG.iteritems():\n", " if value == lang:\n", " return key\n", " return 0" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# Grab from the json data what we want\n", "def extract_features(filename, data):\n", " feature = {}\n", " \n", " feature['filename'] = filename[26:-8]\n", " \n", " feature.update(data['verbose']['pefile']['file header'])\n", " feature.update(data['verbose']['pefile']['optional header'])\n", " feature['image base'] = float(feature['image base'])\n", " feature['size of stack reserve'] = float(feature['size of stack reserve'])\n", " feature['size of stack commit'] = float(feature['size of stack commit'])\n", " feature['size of heap reserve'] = float(feature['size of heap reserve'])\n", " feature['size of heap commit'] = float(feature['size of heap commit'])\n", " if 'size of image base var' in feature:\n", " del feature['size of image base var']\n", "\n", " if 'data directories' in data['verbose']['pefile']:\n", " for k,v in data['verbose']['pefile']['data directories'].iteritems():\n", " feature['data dir ' + k + ' rva'] = v['rva']\n", " feature['data dir ' + k + ' size'] = v['size']\n", " \n", " '''\n", " if 'sections' in data['verbose']['pefile']:\n", " for idx, sec in enumerate(data['verbose']['pefile']['sections']):\n", " feature['section ' + str(idx) + ' virtual address'] = sec['virtual address']\n", " feature['section ' + str(idx) + ' virtual size'] = sec['virtual size']\n", "\n", " if idx == 2:\n", " break\n", " '''\n", " if 'resources' in data['verbose']['pefile']:\n", " feature['number of resources'] = len(data['verbose']['pefile']['resources'])\n", " for index, resource in enumerate(data['verbose']['pefile']['resources']):\n", " feature['resource ' + str(index) + ' lang'] = get_lang_value(resource['lang'])\n", " feature['resource ' + str(index) + ' size'] = resource['size']\n", " feature['resource ' + str(index) + ' rva'] = resource['rva']\n", "\n", " if index == 2:\n", " break\n", " return feature" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "def extract_vtdata(filename, data):\n", " vt = {}\n", " vt['filename'] = filename[26:-7]\n", " if 'scans' in data:\n", " if data['positives'] > 0:\n", " vt['label'] = 'malicious'\n", " else:\n", " vt['label'] = 'nonmalicious'\n", " vt['positives'] = data['positives']\n", " if 'Symantec' in data['scans']:\n", " vt['symantec'] = data['scans']['Symantec']['result']\n", " if 'Sophos' in data['scans']:\n", " vt['sophos'] = data['scans']['Sophos']['result']\n", " if 'F-Prot' in data['scans']:\n", " vt['f-prot'] = data['scans']['F-Prot']['result']\n", " if 'Kaspersky' in data['scans']:\n", " vt['kaspersky'] = data['scans']['Kaspersky']['result']\n", " if 'McAfee' in data['scans']:\n", " vt['mcafee'] = data['scans']['McAfee']['result']\n", " if 'Malwarebytes' in data['scans']:\n", " vt['malwarebytes'] = data['scans']['Malwarebytes']['result']\n", " else:\n", " vt['label'] = 'nonmalicious'\n", " vt['positives'] = 0\n", " return vt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "def load_files(file_list):\n", " import json\n", " features_list = []\n", " for filename in file_list:\n", " with open(filename,'rb') as f:\n", " features = extract_features(filename, json.loads(f.read()))\n", " features_list.append(features)\n", " return features_list\n", "\n", "import glob\n", "file_list = glob.glob('pefile_clustering_bsidelv/*.results')\n", "features = load_files(file_list)\n", "print \"Files:\", len(file_list)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Files: 1000\n" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "def load_vt_data(file_list):\n", " import json\n", " features_list = []\n", " for filename in file_list:\n", " with open(filename,'rb') as f:\n", " features = extract_vtdata(filename, json.loads(f.read()))\n", " features_list.append(features)\n", " return features_list\n", "\n", "import glob\n", "file_list = glob.glob('pefile_clustering_bsidelv/*.vtdata')\n", "vt_data = load_vt_data(file_list)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "df = pd.DataFrame.from_records(features)\n", "for col in df.columns:\n", " if 'resource' in col[0:7]:\n", " df[col].fillna(-1, inplace=True)\n", " \n", "df.fillna(-1, inplace=True)\n", "df.head(5)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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base of codebase of datacharacteristicschecksumcompile datedata dir base relocation rvadata dir base relocation sizedata dir debug rvadata dir debug sizedata dir exception table rvadata dir exception table sizedata dir export table rvadata dir export table sizedata dir import address table rvadata dir import address table sizedata dir import table rvadata dir import table sizedata dir resource table rvadata dir resource table sizedata dir tls table rva
0 4096 483328 8462 0 1357217520 835584 28956 0 0 0 0 633648 76 483328 1688 624872 260 811008 24256 0...
1 4096 270336 8450 408181 1365113048 380928 12380 5472 28 0 0 267296 134 4096 1292 260852 260 274432 103416 0...
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5 rows \u00d7 63 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ " base of code base of data characteristics checksum compile date \\\n", "0 4096 483328 8462 0 1357217520 \n", "1 4096 270336 8450 408181 1365113048 \n", "2 4096 28672 271 2018515944 1260053446 \n", "3 4096 28672 271 5723026 1260053452 \n", "4 4096 151552 8450 313813 1306975492 \n", "\n", " data dir base relocation rva data dir base relocation size \\\n", "0 835584 28956 \n", "1 380928 12380 \n", "2 0 0 \n", "3 0 0 \n", "4 241664 10008 \n", "\n", " data dir debug rva data dir debug size data dir exception table rva \\\n", "0 0 0 0 \n", "1 5472 28 0 \n", "2 0 0 0 \n", "3 0 0 0 \n", "4 0 0 0 \n", "\n", " data dir exception table size data dir export table rva \\\n", "0 0 633648 \n", "1 0 267296 \n", "2 0 0 \n", "3 0 0 \n", "4 0 195360 \n", "\n", " data dir export table size data dir import address table rva \\\n", "0 76 483328 \n", "1 134 4096 \n", "2 0 28672 \n", "3 0 28672 \n", "4 1163 151552 \n", "\n", " data dir import address table size data dir import table rva \\\n", "0 1688 624872 \n", "1 1292 260852 \n", "2 652 29604 \n", "3 652 29872 \n", "4 1128 189700 \n", "\n", " data dir import table size data dir resource table rva \\\n", "0 260 811008 \n", "1 260 274432 \n", "2 180 208896 \n", "3 180 299008 \n", "4 220 221184 \n", "\n", " data dir resource table size data dir tls table rva \n", "0 24256 0 ... \n", "1 103416 0 ... \n", "2 16944 0 ... \n", "3 131024 0 ... \n", "4 19560 0 ... \n", "\n", "[5 rows x 63 columns]" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "df_vt = pd.DataFrame.from_records(vt_data)\n", "df_vt.fillna('No detection', inplace=True)\n", "df_vt.head(5)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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f-protfilenamekasperskylabelmalwarebytesmcafeepositivessophossymantec
0 W32/Agent.EW.gen!Eldorado 0027e07dccc0ecbd051591607262bfd5d856adecf986e6... No detection malicious No detection Artemis!A9D90198DF20 35 No detection No detection
1 No detection 011809e9e92f82018c0e2425fa976d071b7acbff7a342d... No detection nonmalicious No detection No detection 0 No detection No detection
2 No detection 0130326c71bc3fe20fe13e7e2aac753fb6c178a4c1dd50... No detection malicious PUP.Optional.Domalq Artemis!A2ABED494338 21 DomainIQ pay-per install Trojan.ADH
3 W32/Trojan3.IUT 013d8c4ea64f1c5ce424ae224ae65adfd11a3982d3faba... not-a-virus:AdWare.Win32.Lyckriks.cw malicious PUP.Optional.OpenCandy.A Adware-OpenCandy.dll 28 Generic PUA LN WS.Reputation.1
4 No detection 01a8d23e2b114162262eaffd1c311450b56efdf3063372... No detection nonmalicious No detection No detection 0 No detection No detection
\n", "

5 rows \u00d7 9 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ " f-prot \\\n", "0 W32/Agent.EW.gen!Eldorado \n", "1 No detection \n", "2 No detection \n", "3 W32/Trojan3.IUT \n", "4 No detection \n", "\n", " filename \\\n", "0 0027e07dccc0ecbd051591607262bfd5d856adecf986e6... \n", "1 011809e9e92f82018c0e2425fa976d071b7acbff7a342d... \n", "2 0130326c71bc3fe20fe13e7e2aac753fb6c178a4c1dd50... \n", "3 013d8c4ea64f1c5ce424ae224ae65adfd11a3982d3faba... \n", "4 01a8d23e2b114162262eaffd1c311450b56efdf3063372... \n", "\n", " kaspersky label \\\n", "0 No detection malicious \n", "1 No detection nonmalicious \n", "2 No detection malicious \n", "3 not-a-virus:AdWare.Win32.Lyckriks.cw malicious \n", "4 No detection nonmalicious \n", "\n", " malwarebytes mcafee positives \\\n", "0 No detection Artemis!A9D90198DF20 35 \n", "1 No detection No detection 0 \n", "2 PUP.Optional.Domalq Artemis!A2ABED494338 21 \n", "3 PUP.Optional.OpenCandy.A Adware-OpenCandy.dll 28 \n", "4 No detection No detection 0 \n", "\n", " sophos symantec \n", "0 No detection No detection \n", "1 No detection No detection \n", "2 DomainIQ pay-per install Trojan.ADH \n", "3 Generic PUA LN WS.Reputation.1 \n", "4 No detection No detection \n", "\n", "[5 rows x 9 columns]" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "cols = [x for x in df.columns.tolist() if x != 'filename']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Let's look at the raw data. But first, since we humans can't really visualize things with over 60 dimensions, we can use PCA to project all those features down to a few so that we can graph. In this case, we'll look at 2D and 3D images that represent the data. It's interesting to see how much information is lost between 3D and 2D... too bad we can't see how the data would look in all the dimensions!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "X = df.as_matrix(cols)\n", "from sklearn.preprocessing import scale\n", "X = scale(X)\n", "\n", "from sklearn.decomposition import PCA\n", "DDD = PCA(n_components=3).fit_transform(X)\n", "DD = PCA(n_components=2).fit_transform(X)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "figsize(12,8)\n", "fig = plt.figure(figsize=plt.figaspect(.5))\n", "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", "ax.scatter(DDD[:,0], DDD[:,1], DDD[:,2], s=50)\n", "ax.set_title(\"Features in 3D\")\n", "ax = fig.add_subplot(1, 2, 2)\n", "ax.scatter(DD[:,0], DD[:,1], s=50)\n", "ax.set_title(\"Features in 2D\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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qqshkMj3nO/YrDCMSNE2DZVlzzqxs583GRmFrqMhOZjIZ5PN55PP5luykyB6N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\nAvxbWCG653MWWANcRXTO42fACGAY/uJAbfB/b6JxLuAPj+Bfv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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "First up is DBSCAN, it enjoys long walks on the beach, non-flat geometry, and uneven cluster sizes (http://scikit-learn.org/stable/modules/clustering.html). This seemed like a good selection for many different reasons. We expect to have several uneven cluster sizes as this sample of files contains both malware and nonmalicious binaries. By building the features from the file structure, this should pick out several different tool chains (compilers, etc...) used and it would be surprising to have even distributions of that type of information in the data set. Hopefully we will even be able to cluster malware families together. Another nice feature of the scikit learn implementation is that all samples that don't belong to a cluster are labeled with \"-1\". This avoid shoving files into clusters and reducing the efficency of any generated Yara signature. However, if we're searching for more generic sigs we can play games to get more samples in clusters or use different algoritms.\n", "\n", "We also show the difference between non-scaled and non-reduced data, and how you can get different (and usually better) results by scaling and reducing." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.cluster import DBSCAN\n", "X = df.as_matrix(cols)\n", "\n", "dbscan = DBSCAN(min_samples=3)\n", "dbscan.fit(X)\n", "labels1 = dbscan.labels_\n", "df['cluster'] = labels1\n", "labels1_u = np.unique(labels1)\n", "nclusters = len(labels1_u)\n", "\n", "dbscan_df = df[['filename','cluster']]\n", "\n", "print \"Number of clusters: %d\" % nclusters\n", "print \"Labeled samples: %s\" % dbscan_df[dbscan_df['cluster'] != -1].filename.value_counts().sum()\n", "print \"Unlabeled samples: %s\" % dbscan_df[dbscan_df['cluster'] == -1].filename.value_counts().sum()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Number of clusters: 7\n", "Labeled samples: 36\n", "Unlabeled samples: 964\n" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see without PCA just about everything is unlabeled. Let's try again but using PCA. First we determine how many dimensions to reduce to, then we cluster." ] }, { "cell_type": "code", "collapsed": false, "input": [ "X = df.as_matrix(cols)\n", "X = scale(X)\n", "pca = PCA().fit(X)\n", "n_comp = len([x for x in pca.explained_variance_ if x > 1e0])\n", "print \"Number of components w/explained variance > 1: %s\" % n_comp" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Number of components w/explained variance > 1: 20\n" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "X = df.as_matrix(cols)\n", "X = scale(X)\n", "X = PCA(n_components=n_comp).fit_transform(X)\n", "\n", "dbscan = DBSCAN(min_samples=3)\n", "dbscan.fit(X)\n", "labels1 = dbscan.labels_\n", "df['cluster'] = labels1\n", "labels1_u = np.unique(labels1)\n", "nclusters = len(labels1_u)\n", "\n", "dbscan_df = df[['filename','cluster']]\n", "\n", "print \"Number of clusters: %d\" % nclusters\n", "print \"Labeled samples: %s\" % dbscan_df[dbscan_df['cluster'] != -1].filename.value_counts().sum()\n", "print \"Unlabeled samples: %s\" % dbscan_df[dbscan_df['cluster'] == -1].filename.value_counts().sum()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Number of clusters: 63\n", "Labeled samples: 418\n", "Unlabeled samples: 582\n" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Half the files ended up unclustered, so that's a little disappointing, but still a huge improvement. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "dbscan_df.cluster.value_counts().head(10)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "-1 582\n", " 9 58\n", " 5 32\n", " 11 30\n", " 4 23\n", " 19 19\n", " 2 16\n", " 6 13\n", " 23 10\n", " 29 9\n", "dtype: int64" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see these clusters in 3D and 2D now." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Remove unlabeled samples for graphing to make it prettier\n", "tempdf = df[df['cluster'] != -1].reset_index(drop=True)\n", "X = tempdf.as_matrix(cols)\n", "X = scale(X)\n", "DDD = PCA(n_components=3).fit_transform(X)\n", "DD = PCA(n_components=2).fit_transform(X)\n", "\n", "figsize(12,12)\n", "fig = plt.figure(figsize=plt.figaspect(.5))\n", "ax = fig.add_subplot(2, 2, 1, projection='3d')\n", "ax.scatter(DDD[:,0], DDD[:,1], DDD[:,2], c=tempdf['cluster'], s=50)\n", "ax.set_title(\"DBSCAN Clusters\")\n", "ax = fig.add_subplot(2, 2, 2, projection='3d')\n", "ax.set_xlim(-5,5)\n", "ax.set_ylim(-5,15)\n", "ax.set_zlim(-5,5)\n", "ax.scatter(DDD[:,0], DDD[:,1], DDD[:,2], c=tempdf['cluster'], s=50)\n", "ax.set_title(\"DBSCAN Clusters (zoomed in)\")\n", "ax = fig.add_subplot(2, 2, 3)\n", "ax.scatter(DD[:,0], DD[:,1], c=tempdf['cluster'], s=50)\n", "ax.set_title(\"DBSCAN Clusters\")\n", "ax = fig.add_subplot(2, 2, 4)\n", "ax.set_xlim(-3,4)\n", "ax.set_ylim(-5,7)\n", "ax.scatter(DD[:,0], DD[:,1], c=tempdf['cluster'], s=50)\n", "ax.set_title(\"DBSCAN Clusters (zoomed in)\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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5Z6y7wtAINdrMDE9Go4MQAp/PB4/HA7fbDZPJBIPBAKPRKITfSEuCMxiM+IEZnpHDtJkR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SX/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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how well DBSCAN did. To this end, we use data from VirusTotal to help us." ] }, { "cell_type": "code", "collapsed": false, "input": [ "dbscan_vt_df = pd.merge(dbscan_df, df_vt, on='filename', how='outer')\n", "dbscan_vt_df.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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filenameclusterf-protkasperskylabelmalwarebytesmcafeepositivessophossymantec
0 0027e07dccc0ecbd051591607262bfd5d856adecf986e6... 42 W32/Agent.EW.gen!Eldorado No detection malicious No detection Artemis!A9D90198DF20 35 No detection No detection
1 011809e9e92f82018c0e2425fa976d071b7acbff7a342d... -1 No detection No detection nonmalicious No detection No detection 0 No detection No detection
2 0130326c71bc3fe20fe13e7e2aac753fb6c178a4c1dd50... 25 No detection No detection malicious PUP.Optional.Domalq Artemis!A2ABED494338 21 DomainIQ pay-per install Trojan.ADH
3 013d8c4ea64f1c5ce424ae224ae65adfd11a3982d3faba... -1 W32/Trojan3.IUT not-a-virus:AdWare.Win32.Lyckriks.cw malicious PUP.Optional.OpenCandy.A Adware-OpenCandy.dll 28 Generic PUA LN WS.Reputation.1
4 01a8d23e2b114162262eaffd1c311450b56efdf3063372... 7 No detection No detection nonmalicious No detection No detection 0 No detection No detection
\n", "

5 rows \u00d7 10 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ " filename cluster \\\n", "0 0027e07dccc0ecbd051591607262bfd5d856adecf986e6... 42 \n", "1 011809e9e92f82018c0e2425fa976d071b7acbff7a342d... -1 \n", "2 0130326c71bc3fe20fe13e7e2aac753fb6c178a4c1dd50... 25 \n", "3 013d8c4ea64f1c5ce424ae224ae65adfd11a3982d3faba... -1 \n", "4 01a8d23e2b114162262eaffd1c311450b56efdf3063372... 7 \n", "\n", " f-prot kaspersky \\\n", "0 W32/Agent.EW.gen!Eldorado No detection \n", "1 No detection No detection \n", "2 No detection No detection \n", "3 W32/Trojan3.IUT not-a-virus:AdWare.Win32.Lyckriks.cw \n", "4 No detection No detection \n", "\n", " label malwarebytes mcafee positives \\\n", "0 malicious No detection Artemis!A9D90198DF20 35 \n", "1 nonmalicious No detection No detection 0 \n", "2 malicious PUP.Optional.Domalq Artemis!A2ABED494338 21 \n", "3 malicious PUP.Optional.OpenCandy.A Adware-OpenCandy.dll 28 \n", "4 nonmalicious No detection No detection 0 \n", "\n", " sophos symantec \n", "0 No detection No detection \n", "1 No detection No detection \n", "2 DomainIQ pay-per install Trojan.ADH \n", "3 Generic PUA LN WS.Reputation.1 \n", "4 No detection No detection \n", "\n", "[5 rows x 10 columns]" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Below, we can see here that most of the clusters do not mix malicious and nonmalicious, that's a good start. And looking further at some of the malicious clusters, we can see that it's doing a pretty good job of grouping families together.

Hooray, it's useful!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "clusters = set()\n", "print \"Total Number of Clusters: %s\\n\" % (len(dbscan_vt_df['cluster'].unique().tolist()))\n", "for name, blah in dbscan_vt_df.groupby(['cluster', 'label'])['label']:\n", " if name[0] in clusters:\n", " print \"%s Cluster has both Malicious and Non-Malicious Samples\" % name[0]\n", " clusters.add(name[0])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Total Number of Clusters: 63\n", "\n", "-1.0 Cluster has both Malicious and Non-Malicious Samples\n", "0.0 Cluster has both Malicious and Non-Malicious Samples\n", "7.0 Cluster has both Malicious and Non-Malicious Samples\n", "12.0 Cluster has both Malicious and Non-Malicious Samples\n", "26.0 Cluster has both Malicious and Non-Malicious Samples\n", "27.0 Cluster has both Malicious and Non-Malicious Samples\n", "31.0 Cluster has both Malicious and Non-Malicious Samples\n", "49.0 Cluster has both Malicious and Non-Malicious Samples\n" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "dbscan_cluster_results = dbscan_vt_df.groupby(['cluster', 'label']).count()\n", "dbscan_cluster_results[['filename']].head(10)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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filename
clusterlabel
-1malicious 245
nonmalicious 337
0malicious 1
nonmalicious 2
1malicious 3
2nonmalicious 16
3nonmalicious 5
4nonmalicious 23
5malicious 32
6nonmalicious 13
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ " filename\n", "cluster label \n", "-1 malicious 245\n", " nonmalicious 337\n", " 0 malicious 1\n", " nonmalicious 2\n", " 1 malicious 3\n", " 2 nonmalicious 16\n", " 3 nonmalicious 5\n", " 4 nonmalicious 23\n", " 5 malicious 32\n", " 6 nonmalicious 13\n", "\n", "[10 rows x 1 columns]" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "dbscan_vt_df[dbscan_vt_df['filename'] == 'dc2ecab3759956a2c87da411c1ecce32fe2b71d8ade00d0dadbd460de91b411c']" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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filenameclusterf-protkasperskylabelmalwarebytesmcafeepositivessophossymantec
816 dc2ecab3759956a2c87da411c1ecce32fe2b71d8ade00d... 29 W32/Vobfus.AA.gen!Eldorado Worm.Win32.WBNA.bmf malicious Trojan.Downloader.ic Generic VB.kk 48 Mal/SillyFDC-T W32.Changeup!gen15
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1 rows \u00d7 10 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 25, "text": [ " filename cluster \\\n", "816 dc2ecab3759956a2c87da411c1ecce32fe2b71d8ade00d... 29 \n", "\n", " f-prot kaspersky label \\\n", "816 W32/Vobfus.AA.gen!Eldorado Worm.Win32.WBNA.bmf malicious \n", "\n", " malwarebytes mcafee positives sophos \\\n", "816 Trojan.Downloader.ic Generic VB.kk 48 Mal/SillyFDC-T \n", "\n", " symantec \n", "816 W32.Changeup!gen15 \n", "\n", "[1 rows x 10 columns]" ] } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "cluster_dc2 = dbscan_vt_df[dbscan_vt_df['cluster'] == 29]\n", "cluster_dc2[['f-prot', 'mcafee', 'symantec', 'sophos', 'kaspersky', 'malwarebytes']]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
f-protmcafeesymantecsophoskasperskymalwarebytes
59 W32/VB.ID.gen!Eldorado W32/Autorun.worm.aaeh W32.Changeup Troj/Agent-ZQE Worm.Win32.Vobfus.atyr No detection
188 W32/Vobfus.AI.gen!Eldorado Generic VB.kk W32.Changeup!gen15 Mal/SillyFDC-U Trojan.Win32.VBKrypt.izdo Worm.Obfuscated
327 W32/Vobfus.BE.gen!Eldorado Generic Downloader.oq W32.Changeup Mal/SillyFDC-W Worm.Win32.WBNA.bul Worm.Obfuscated
369 W32/Vobfus.O.gen!Eldorado VBObfus.dv W32.Changeup W32/Autorun-BWV Worm.Win32.WBNA.ipa Worm.Obfuscated
503 W32/Vobfus.AA.gen!Eldorado Generic VB.kk W32.Changeup Mal/SillyFDC-T Worm.Win32.WBNA.bqi No detection
506 W32/Vobfus.AQ.gen!Eldorado VBObfus.dv W32.Changeup W32/Vobfus-AI Worm.Win32.WBNA.ipa Trojan.Downloader.ic
816 W32/Vobfus.AA.gen!Eldorado Generic VB.kk W32.Changeup!gen15 Mal/SillyFDC-T Worm.Win32.WBNA.bmf Trojan.Downloader.ic
873 W32/Vobfus.AI.gen!Eldorado Generic VB.kk W32.Changeup!gen17 Mal/VBCheMan-B Worm.Win32.WBNA.bul Worm.Obfuscated
921 W32/Vobfus.O.gen!Eldorado W32/Autorun.worm.aaeh W32.Changeup W32/Autorun-BWV Worm.Win32.WBNA.ipa Trojan.Downloader.ic
\n", "

9 rows \u00d7 6 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 26, "text": [ " f-prot mcafee symantec \\\n", "59 W32/VB.ID.gen!Eldorado W32/Autorun.worm.aaeh W32.Changeup \n", "188 W32/Vobfus.AI.gen!Eldorado Generic VB.kk W32.Changeup!gen15 \n", "327 W32/Vobfus.BE.gen!Eldorado Generic Downloader.oq W32.Changeup \n", "369 W32/Vobfus.O.gen!Eldorado VBObfus.dv W32.Changeup \n", "503 W32/Vobfus.AA.gen!Eldorado Generic VB.kk W32.Changeup \n", "506 W32/Vobfus.AQ.gen!Eldorado VBObfus.dv W32.Changeup \n", "816 W32/Vobfus.AA.gen!Eldorado Generic VB.kk W32.Changeup!gen15 \n", "873 W32/Vobfus.AI.gen!Eldorado Generic VB.kk W32.Changeup!gen17 \n", "921 W32/Vobfus.O.gen!Eldorado W32/Autorun.worm.aaeh W32.Changeup \n", "\n", " sophos kaspersky malwarebytes \n", "59 Troj/Agent-ZQE Worm.Win32.Vobfus.atyr No detection \n", "188 Mal/SillyFDC-U Trojan.Win32.VBKrypt.izdo Worm.Obfuscated \n", "327 Mal/SillyFDC-W Worm.Win32.WBNA.bul Worm.Obfuscated \n", "369 W32/Autorun-BWV Worm.Win32.WBNA.ipa Worm.Obfuscated \n", "503 Mal/SillyFDC-T Worm.Win32.WBNA.bqi No detection \n", "506 W32/Vobfus-AI Worm.Win32.WBNA.ipa Trojan.Downloader.ic \n", "816 Mal/SillyFDC-T Worm.Win32.WBNA.bmf Trojan.Downloader.ic \n", "873 Mal/VBCheMan-B Worm.Win32.WBNA.bul Worm.Obfuscated \n", "921 W32/Autorun-BWV Worm.Win32.WBNA.ipa Trojan.Downloader.ic \n", "\n", "[9 rows x 6 columns]" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Perfect, we've got our files clustered in groups that appear to be similar/close to one other. This is great if we wanted to stop here, but how many times can you run a Python model on machines in an enterprise or on an appliance in order to find similar files? Probably not very often. Instead we need to get this information out of Python and into something usable on files: Yara!\n", "\n", "Below you'll see a simple call-out to a yara_signature python module. This module contains code to generate a signature based on attributes found in the file. We've chosen a cluster (3) and a file from that cluster to base the signature off of. Then the attributes from the cluster that are non-zero (present) are added to the signature. Some of the struct values can be influenced in the sig, and that's the reason for the multiple lists to keep track of various attributes." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import yara_signature\n", "import struct\n", "\n", "name = 26\n", "fdf = pd.DataFrame()\n", "for f in dbscan_df[dbscan_df['cluster'] == name].filename.tolist():\n", " fdf = fdf.append(df[df['filename'] == f], ignore_index=True)\n", " \n", "# Choose a signature from cluster to use as the basis of the sig w/the attributes below\n", "filename = 'dc2ecab3759956a2c87da411c1ecce32fe2b71d8ade00d0dadbd460de91b411c'\n", "meta = {\"author\" : \"dorsey\", \"email\" : \"dorsey_at_clicksecurity_dot_com\"}\n", "\n", "sig = yara_signature.yara_pe_generator.YaraPEGenerator('./'+filename, samplename=\"Cluster_\"+str(name), meta=meta)\n", "\n", "file_header_columns = [\"pointer to symbol table\", \"characteristics\", \"number of symbols\", \"size of optional header\",\n", " \"machine\", \"compile date\", \"number of sections\"]\n", "\n", "optional_header_columns = [\"subsystem\", \"major image version\", \"image base\", \"size of heap reserve\",\n", " \"major operating system version\", \"section alignment\", \"loader flags\",\n", " \"minor subsystem version\", \"major linker version\", \"size of stack commit\",\n", " \"size of code\", \"size of image\", \"number of rva and sizes\", \"dll charactersitics\",\n", " \"file alignment\", \"size of stack reserve\", \"minor linker version\", \"base of code\",\n", " \"size uninit data\", \"entry point address\", \"size init data\", \"major subsystem version\",\n", " \"magic\", \"checksum\", \"size of heap commit\", \"minor image version\",\n", " \"minor operating system version\", \"size of headers\", \"base of data\", \"size of image base var\",\n", " \"data dir base relocation rva\", \"data dir base relocation size\", \"data dir debug rva\",\n", " \"data dir debug size\", \"data dir exception table rva\", \"data dir exception table size\",\n", " \"data dir export table rva\", \"data dir export table size\", \"data dir import address table rva\",\n", " \"data dir import address table rva\", \"data dir import address table size\",\n", " \"data dir import table rva\", \"data dir import table size\", \"data dir import table size\",\n", " \"data dir resource table rva\", \"data dir resource table size\", \"data dir tls table rva\",\n", " \"data dir tls table size\"]\n", "\n", "file_header = []\n", "optional_header = {}\n", "\n", "for col in fdf.columns:\n", " if len(fdf[col].unique()) == 1:\n", " if fdf[col].unique()[0] != -1:\n", " lower = [s for s in col if s.islower()]\n", " if fdf[col].unique()[0] != -1 or (len(lower) == len(col)):\n", " if col in file_header_columns:\n", " file_header.append(col)\n", " if col in optional_header_columns:\n", " optional_header[col] = struct.pack(\" 1:\n", " if col not in optional_header_columns:\n", " continue\n", "\n", " if type(fdf[col].unique()[0]) == str or len(fdf[col].unique()) > 9:\n", " continue\n", "\n", " u = []\n", " z = []\n", " for value in fdf[col].unique():\n", " u.append(struct.pack(\" 0:\n", " sig.add_file_header(file_header)\n", "\n", "if len(optional_header) > 0:\n", " sig.add_optional_header_with_values(optional_header)\n", "\n", "print sig.get_signature()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "rule Cluster_26\n", "{\n", "meta:\n", " author = \"dorsey\"\n", " email = \"dorsey_at_clicksecurity_dot_com\"\n", " generator = \"This sweet yara sig generator!\"\n", "\n", "strings:\n", " $FileHeader = { 4c 01 ?? ?? ?? ?? ?? ?? 00 00 00 00 00 00 00 00 e0 00 }\n", " $OptionalHeader = { 0b 01 08 00 00 ?? 0? 00 00 ?? 0? 00 00 00 00 00 ?? ?? 0? 00 00 20 00 00 00 ?0 0? 00 00 00 40 00 00 20 00 00 00 02 00 00 04 00 00 00 ?? ?? ?? ?? 04 00 00 00 ?? ?? ?? ?? 00 ?0 0? 00 00 0? 00 00 00 00 00 00 02 00 ?? ?? 00 00 10 00 00 10 00 00 00 00 10 00 00 10 00 00 00 00 00 00 10 00 00 00 00 00 00 00 00 00 00 00 ?? ?? 0? 00 5? 00 00 00 00 ?0 0? 00 ?? ?? 0? 00 00 00 00 00 00 00 00 00 ?? ?? ?? ?? ?? ?? ?? ?? 00 ?0 0? 00 0c 00 00 00 ?? ?? 00 00 1c 00 00 00 ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? 00 00 00 00 00 00 00 00 ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? ?? 00 20 00 00 08 00 00 00 }\n", "condition:\n", " $FileHeader at 204 and\n", " $OptionalHeader at 224\n", "}\n" ] } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Since we've got one method of clustering to Yara signature down, let's take a brief look at what happens to the cluster shapes/distributions with some other types of cluster algoritms.

\n", "\n", "Next up, KMeans. It will put every sample into a cluster, and this algorithm the number of clusters needs to be specified. There are a bunch of ways you can determine how many clusters, below we went with a simple one from Wikipedia (http://en.wikipedia.org/wiki/Determining_the_number_of_clusters_in_a_data_set)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.cluster import KMeans\n", "X = df.as_matrix(cols)\n", "X = scale(X)\n", "#rule of thumb of k = sqrt(#samples/2), thanks wikipedia :)\n", "k_clusters = int(math.sqrt(int(len(X)/2)))\n", "\n", "kmeans = KMeans(n_clusters=k_clusters)\n", "kmeans.fit(X)\n", "labels1 = kmeans.labels_\n", "df['cluster'] = labels1\n", "labels1_u = np.unique(labels1)\n", "nclusters = len(labels1_u)\n", "kmeans_df = df[['filename', 'cluster']]\n", "\n", "print \"Number of clusters: %d\" % nclusters" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Number of clusters: 22\n" ] } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "df.cluster.value_counts().head(10)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 33, "text": [ "18 362\n", "9 186\n", "6 136\n", "4 130\n", "0 75\n", "1 68\n", "7 21\n", "21 4\n", "11 2\n", "16 2\n", "dtype: int64" ] } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "X = df.as_matrix(cols)\n", "X = scale(X)\n", "X = PCA(n_components=3).fit_transform(X)\n", "\n", "figsize(12,8)\n", "fig = plt.figure(figsize=plt.figaspect(.5))\n", "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", "ax.scatter(X[:,0], X[:,1], X[:,2], c=kmeans_df['cluster'], s=50)\n", "ax.set_title(\"K-Means Clusters\")\n", "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", "ax.set_xlim(-4,-1)\n", "ax.set_ylim(20,35)\n", "ax.set_zlim(-3,-1)\n", "ax.scatter(X[:,0], X[:,1], X[:,2], c=kmeans_df['cluster'], s=50)\n", "ax.set_title(\"K-Means Clusters (zoomed in)\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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wYQL++te/4owzzkAikcgwQq2igVdeeSWeffZZcBwHoLcn5rvvvoumpiYlZHjp0qVobm7G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GfHKQprH0epGnVo0rNLyM6vZvDKa9x9331UZrRRXj52QmxgxIxTnha3TpBSqWTZsqUsW7Y04H0c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ryvy/mWYrb721h1WrDrNx48ZJf5bNA/Ya73K5LtorTKWtZSZRWJ0zE9VIVyocC00RJ/qscgjH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\nIC8vL6GMiCCHer0eu92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PVBPHUCezdXV13HrrraxcuTKm9+9MQOa8Dacg+gpKsizjcDgA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"text": [ "" ] } ], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "X = df.as_matrix(cols)\n", "X = scale(X)\n", "X = PCA(n_components=n_comp).fit_transform(X)\n", "\n", "#rule of thumb of k = sqrt(#samples/2), thanks wikipedia :)\n", "k_clusters = 22\n", "\n", "kmeans = KMeans(n_clusters=k_clusters)\n", "kmeans.fit(X)\n", "labels1 = kmeans.labels_\n", "df['cluster'] = labels1\n", "labels1_u = np.unique(labels1)\n", "nclusters = len(labels1_u)\n", "kmeans_df = df[['filename', 'cluster']]\n", "\n", "print \"Number of clusters: %d\" % nclusters\n", "print\n", "print \"Cluster/Sample Layout\"\n", "print df.cluster.value_counts().head(10)\n", "print\n", "\n", "X = df.as_matrix(cols)\n", "X = scale(X)\n", "X = PCA(n_components=3).fit_transform(X)\n", "\n", "figsize(12,8)\n", "fig = plt.figure(figsize=plt.figaspect(.5))\n", "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", "ax.scatter(X[:,0], X[:,1], X[:,2], c=kmeans_df['cluster'], s=50)\n", "ax.set_title(\"KMeans Clusters\")\n", "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", "ax.set_xlim(-3,-1)\n", "ax.set_ylim(20,35)\n", "ax.set_zlim(-3,-1)\n", "ax.scatter(X[:,0], X[:,1], X[:,2], c=kmeans_df['cluster'], s=50)\n", "ax.set_title(\"KMeans Clusters (zoomed in)\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Number of clusters: 22\n", "\n", "Cluster/Sample Layout\n", "2 370\n", "7 182\n", "15 134\n", "21 127\n", "5 75\n", "0 54\n", "1 28\n", "19 8\n", "12 4\n", "9 4\n", "dtype: int64\n", "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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B0DQV/3j3Dzjj3CVY8/QKjBo1yu0h+pp6tdlo+NXSZipi137IWAwwlfITeZ6H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lx88cVMmz0OteBPtKx6FLjdOJ1OHKKE/bd3yXt4csRt27Zty7PPtg3+2+PxsG7dOjRNo2PHjmX2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\n8LxtOyIAxgvbCT79Ngd2b5W6fFfWUL2qUjLLycPDw8o3urQ6vepIZWo5bfU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kVqulvgri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"text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above you can see how scaling and PCA lead to a bit more balanced layout of some of the clusters, but we've still got some outliers. Not a huge deal, just another way to slice and look at the data.
\n", "
\n", "Let's see how kmeans did clustering files." ] }, { "cell_type": "code", "collapsed": false, "input": [ "kmeans_vt_df = pd.merge(kmeans_df, df_vt, on='filename', how='outer')\n", "kmeans_cluster_results = kmeans_vt_df.groupby(['cluster', 'label']).count()\n", "kmeans_cluster_results[['filename']].head(10)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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filename
clusterlabel
0malicious 37
nonmalicious 17
1malicious 13
nonmalicious 15
2malicious 185
nonmalicious 185
3malicious 2
4malicious 1
5malicious 71
nonmalicious 4
\n", "

10 rows \u00d7 1 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 37, "text": [ " filename\n", "cluster label \n", "0 malicious 37\n", " nonmalicious 17\n", "1 malicious 13\n", " nonmalicious 15\n", "2 malicious 185\n", " nonmalicious 185\n", "3 malicious 2\n", "4 malicious 1\n", "5 malicious 71\n", " nonmalicious 4\n", "\n", "[10 rows x 1 columns]" ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "clusters = set()\n", "print \"Total Number of Clusters: %s\\n\" % (len(kmeans_vt_df['cluster'].unique().tolist()))\n", "for name, blah in kmeans_vt_df.groupby(['cluster', 'label'])['label']:\n", " if name[0] in clusters:\n", " print \"%s Cluster has both Malicious and Non-Malicious Samples\" % name[0]\n", " clusters.add(name[0])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Total Number of Clusters: 22\n", "\n", "0 Cluster has both Malicious and Non-Malicious Samples\n", "1 Cluster has both Malicious and Non-Malicious Samples\n", "2 Cluster has both Malicious and Non-Malicious Samples\n", "5 Cluster has both Malicious and Non-Malicious Samples\n", "7 Cluster has both Malicious and Non-Malicious Samples\n", "9 Cluster has both Malicious and Non-Malicious Samples\n", "15 Cluster has both Malicious and Non-Malicious Samples\n", "19 Cluster has both Malicious and Non-Malicious Samples\n", "21 Cluster has both Malicious and Non-Malicious Samples\n" ] } ], "prompt_number": 38 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we're looking at MeanShift. Scikit learn is nice enough to tell us a bit about MeanShift usecases (Many clusters, uneven cluster size, non-flat geometry). This seems to, once again, fit our data pretty well. Maybe we can get some better/different layouts of clusters here." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.cluster import MeanShift, estimate_bandwidth\n", "\n", "X = df.as_matrix(cols)\n", "X = scale(X)\n", "\n", "ebw = estimate_bandwidth(X)\n", "ms1 = MeanShift(bandwidth=ebw)\n", "ms1.fit(X)\n", "\n", "labels1 = ms1.labels_\n", "df['cluster'] = labels1\n", "labels1_u = np.unique(labels1)\n", "nclusters = len(labels1_u)\n", "meanshift_cluster_df = df[['filename', 'cluster']]\n", "\n", "print \"Estimated Bandwidth: %s\" % ebw\n", "print \"Number of clusters: %d\" % nclusters" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Estimated Bandwidth: 6.20207046217\n", "Number of clusters: 52\n" ] } ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "tempdf = df[df['cluster'] != 0].reset_index(drop=True)\n", "X = tempdf.as_matrix(cols)\n", "X = scale(X)\n", "X = PCA(n_components=3).fit_transform(X)\n", "\n", "figsize(12,8)\n", "fig = plt.figure(figsize=plt.figaspect(.5))\n", "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", "ax.scatter(X[:,0], X[:,1], X[:,2], c=tempdf['cluster'], s=50)\n", "ax.set_title(\"MeanShift Clusters\")\n", "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", "ax.set_xlim(-10,-2)\n", "ax.set_ylim(10,20)\n", "ax.set_zlim(-5,-1)\n", "ax.scatter(X[:,0], X[:,1], X[:,2], c=tempdf['cluster'], s=50)\n", "ax.set_title(\"MeanShift Clusters (zoomed in)\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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z2zhg76NCOa0PGYsEAP0cCCYEdvVoajRnUZIk5PN5VCoVdHZ2ymEtRs9VLym8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\nK8iF2Wxm7twP+Hz5QXwDJuLn1xSV2geL+T4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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ "df.cluster.value_counts().head(10)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 41, "text": [ "0 910\n", "3 8\n", "6 8\n", "1 7\n", "2 6\n", "4 4\n", "5 4\n", "28 4\n", "10 2\n", "36 2\n", "dtype: int64" ] } ], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "X = df.as_matrix(cols)\n", "X = scale(X)\n", "X = PCA(n_components=n_comp).fit_transform(X)\n", "\n", "ebw = estimate_bandwidth(X)\n", "ms1 = MeanShift(bandwidth=ebw)\n", "ms1.fit(X)\n", "\n", "labels1 = ms1.labels_\n", "df['cluster'] = labels1\n", "labels1_u = np.unique(labels1)\n", "nclusters = len(labels1_u)\n", "cluster_df = df[['filename', 'cluster']]\n", "\n", "print \"Estimated Bandwidth: %s\" % ebw\n", "print \"Number of clusters: %d\" % nclusters\n", "print\n", "print \"Cluster/Sample Layout\"\n", "print df.cluster.value_counts().head(10)\n", "print\n", "\n", "# Once again we can remove, in this case, the largest cluster for a less dense graph\n", "tempdf = df[df['cluster'] != 0].reset_index(drop=True)\n", "X = tempdf.as_matrix(cols)\n", "X = scale(X)\n", "X = PCA(n_components=3).fit_transform(X)\n", "\n", "figsize(12,8)\n", "fig = plt.figure(figsize=plt.figaspect(.5))\n", "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", "ax.scatter(X[:,0], X[:,1], X[:,2], c=tempdf['cluster'], s=50)\n", "ax.set_title(\"MeanShift Clusters\")\n", "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", "ax.set_xlim(-10,-2)\n", "ax.set_ylim(10,20)\n", "ax.set_zlim(-5,-1)\n", "ax.scatter(X[:,0], X[:,1], X[:,2], c=tempdf['cluster'], s=50)\n", "ax.set_title(\"MeanShift Clusters (zoomed in)\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Estimated Bandwidth: 4.95944523855\n", "Number of clusters: 42\n", "\n", "Cluster/Sample Layout\n", "0 921\n", "3 13\n", "1 8\n", "2 6\n", "4 4\n", "5 4\n", "31 3\n", "9 2\n", "8 2\n", "30 2\n", "dtype: int64\n", "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BkiSkUilIkoRkMolwOIx4PA5RFJVjd+7cGQ899BD69++PhoYGzJw5EzfccAMuuOACZQ1a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\nplIpBAIBpYGIWZg1muOppS8h6ZgFjyP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nUcPq8XieV/a4YunXrx/efu8jPP/889jw0To0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\nasmJdTMOBAJYtGgRDjjgAGzZsgWPPvooduzYUdW5H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FrBPTvAzjO063umZ5RmN4ZCIaWq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\n1WpGm/UHxxtrMwDGqLF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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "ms_vt_df = pd.merge(cluster_df, df_vt, on='filename', how='outer')\n", "kmeans_cluster_results = ms_vt_df.groupby(['cluster', 'label']).count()\n", "kmeans_cluster_results[['filename']].head(10)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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filename
clusterlabel
0malicious 462
nonmalicious 459
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nonmalicious 7
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10 rows \u00d7 1 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 43, "text": [ " filename\n", "cluster label \n", "0 malicious 462\n", " nonmalicious 459\n", "1 malicious 1\n", " nonmalicious 7\n", "2 malicious 6\n", "3 malicious 6\n", " nonmalicious 7\n", "4 nonmalicious 4\n", "5 malicious 4\n", "6 nonmalicious 2\n", "\n", "[10 rows x 1 columns]" ] } ], "prompt_number": 43 }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems we've run into a similar case with MeanShift as with DBSCAN. Instead of being unlabed, we wound up with one cluster with the vast majority of samples. Unfortunately, using PCA doesn't help very much, and of the samples remain in that one large cluster." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Overall, it's important to see how using different algorithms can impact the end result. Understanding that impact when trying to transfer knowledge from one domain to another is also important. This way it's possible to see how the various cluster techniques can lead to different Yara signatures which will fire on different sets of files. When dealing with large amounts of malware, this is one way to group existing and detect new potential variants of the same family.\n", "\n", "Good luck and happy hunting!\n", "
" ] } ], "metadata": {} } ] }