NLP_Malware_Research.ipynb

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      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import nltk"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data = pd.read_csv('malicious_phish.csv')"
      ],
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      "execution_count": 410,
      "outputs": []
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        "len(data)"
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              "651191"
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              "                                                      url        type\n",
              "0                                        br-icloud.com.br    phishing\n",
              "1                     mp3raid.com/music/krizz_kaliko.html      benign\n",
              "2                         bopsecrets.org/rexroth/cr/1.htm      benign\n",
              "3       http://www.garage-pirenne.be/index.php?option=...  defacement\n",
              "4       http://adventure-nicaragua.net/index.php?optio...  defacement\n",
              "...                                                   ...         ...\n",
              "651186            xbox360.ign.com/objects/850/850402.html    phishing\n",
              "651187       games.teamxbox.com/xbox-360/1860/Dead-Space/    phishing\n",
              "651188         www.gamespot.com/xbox360/action/deadspace/    phishing\n",
              "651189      en.wikipedia.org/wiki/Dead_Space_(video_game)    phishing\n",
              "651190          www.angelfire.com/goth/devilmaycrytonite/    phishing\n",
              "\n",
              "[651191 rows x 2 columns]"
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              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>br-icloud.com.br</td>\n",
              "      <td>phishing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>mp3raid.com/music/krizz_kaliko.html</td>\n",
              "      <td>benign</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>bopsecrets.org/rexroth/cr/1.htm</td>\n",
              "      <td>benign</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>http://www.garage-pirenne.be/index.php?option=...</td>\n",
              "      <td>defacement</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>http://adventure-nicaragua.net/index.php?optio...</td>\n",
              "      <td>defacement</td>\n",
              "    </tr>\n",
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              "      <td>xbox360.ign.com/objects/850/850402.html</td>\n",
              "      <td>phishing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>651187</th>\n",
              "      <td>games.teamxbox.com/xbox-360/1860/Dead-Space/</td>\n",
              "      <td>phishing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>651188</th>\n",
              "      <td>www.gamespot.com/xbox360/action/deadspace/</td>\n",
              "      <td>phishing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>651189</th>\n",
              "      <td>en.wikipedia.org/wiki/Dead_Space_(video_game)</td>\n",
              "      <td>phishing</td>\n",
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              "    <tr>\n",
              "      <th>651190</th>\n",
              "      <td>www.angelfire.com/goth/devilmaycrytonite/</td>\n",
              "      <td>phishing</td>\n",
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          },
          "metadata": {},
          "execution_count": 412
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "phishing_sites = data.iloc[:, 0].values\n",
        "attack_type = data.iloc[:, -1].values"
      ],
      "metadata": {
        "id": "iSNMjhHizXvO"
      },
      "execution_count": 413,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(phishing_sites[0:10])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AnnFyEz9zmhl",
        "outputId": "155c0aa1-a306-4eda-f560-1cbc1766af8f"
      },
      "execution_count": 414,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['br-icloud.com.br' 'mp3raid.com/music/krizz_kaliko.html'\n",
            " 'bopsecrets.org/rexroth/cr/1.htm'\n",
            " 'http://www.garage-pirenne.be/index.php?option=com_content&view=article&id=70&vsig70_0=15'\n",
            " 'http://adventure-nicaragua.net/index.php?option=com_mailto&tmpl=component&link=aHR0cDovL2FkdmVudHVyZS1uaWNhcmFndWEubmV0L2luZGV4LnBocD9vcHRpb249Y29tX2NvbnRlbnQmdmlldz1hcnRpY2xlJmlkPTQ3OmFib3V0JmNhdGlkPTM2OmRlbW8tYXJ0aWNsZXMmSXRlbWlkPTU0'\n",
            " 'http://buzzfil.net/m/show-art/ils-etaient-loin-de-s-imaginer-que-le-hibou-allait-faire-ceci-quand-ils-filmaient-2.html'\n",
            " 'espn.go.com/nba/player/_/id/3457/brandon-rush'\n",
            " 'yourbittorrent.com/?q=anthony-hamilton-soulife'\n",
            " 'http://www.pashminaonline.com/pure-pashminas'\n",
            " 'allmusic.com/album/crazy-from-the-heat-r16990']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "phishing = data[data.loc[:, 'type'] == 'phishing']\n",
        "benign = data[(data.loc[:, 'type'] == 'benign') | (data.loc[:, 'type'] == 'benig')]\n",
        "defacement = data[data.loc[:, 'type'] == 'defacement']\n",
        "malware = data[data.loc[:, 'type'] == 'malware']"
      ],
      "metadata": {
        "id": "EuA5XGWiKk33"
      },
      "execution_count": 415,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "phishing = phishing['url']\n",
        "benign = benign['url']\n",
        "defacement = defacement['url']\n",
        "malware = malware['url']"
      ],
      "metadata": {
        "id": "bH8QXA2iRoMk"
      },
      "execution_count": 416,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(phishing)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "re6OwKAlp8Fi",
        "outputId": "aadfca07-cefd-4a56-a497-784c27317bc5"
      },
      "execution_count": 417,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0                                          br-icloud.com.br\n",
            "21               signin.eby.de.zukruygxctzmmqi.civpro.co.za\n",
            "28        http://www.marketingbyinternet.com/mo/e56508df...\n",
            "40        https://docs.google.com/spreadsheet/viewform?f...\n",
            "72                                     retajconsultancy.com\n",
            "                                ...                        \n",
            "651186              xbox360.ign.com/objects/850/850402.html\n",
            "651187         games.teamxbox.com/xbox-360/1860/Dead-Space/\n",
            "651188           www.gamespot.com/xbox360/action/deadspace/\n",
            "651189        en.wikipedia.org/wiki/Dead_Space_(video_game)\n",
            "651190            www.angelfire.com/goth/devilmaycrytonite/\n",
            "Name: url, Length: 94111, dtype: object\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Need to do this first\n",
        "\n",
        "print(defacement)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LD3KB0yeRRTM",
        "outputId": "98d96936-59f7-44f8-b87c-08bbe09be6b3"
      },
      "execution_count": 418,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3         http://www.garage-pirenne.be/index.php?option=...\n",
            "4         http://adventure-nicaragua.net/index.php?optio...\n",
            "8              http://www.pashminaonline.com/pure-pashminas\n",
            "11        http://www.ikenmijnkunst.nl/index.php/expositi...\n",
            "13        http://www.lebensmittel-ueberwachung.de/index....\n",
            "                                ...                        \n",
            "520294    http://blueanchor.nl/dintelmarkt/page/show_cat...\n",
            "520302                  http://www.hafenrocker.de/index.php\n",
            "520305    http://www.kulgupuit.ee/index.php?option=com_p...\n",
            "520308     http://www.nhomkinhdep.com/tu-bep-nhom-kinh.html\n",
            "520325    http://www.capella.nl/nl.html?view=article&cat...\n",
            "Name: url, Length: 96457, dtype: object\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(len(phishing), len(benign), len(defacement), len(malware))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wA24UtSgK8cw",
        "outputId": "dadecc11-3136-49f1-b840-5a3b117e507f"
      },
      "execution_count": 419,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "94111 428103 96457 32520\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(phishing_sites)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UnP7lXz5ztMp",
        "outputId": "251e45f8-7c22-46cd-fd18-feb2b9fcb30c"
      },
      "execution_count": 420,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "651191"
            ]
          },
          "metadata": {},
          "execution_count": 420
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(attack_type)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y6h6V4raz32r",
        "outputId": "6f264196-1115-4ddc-8387-011483a9650d"
      },
      "execution_count": 421,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "651191"
            ]
          },
          "metadata": {},
          "execution_count": 421
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Transforming the Dataframe"
      ],
      "metadata": {
        "id": "bpYNDEe4Pkkw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Have to turn the Dataframe to a numpy array then reshape this array to have one dimension. This is because\n",
        "# the FreqDist class is expecting a numpy array/list with one dimension\n",
        "\n",
        "phishing = phishing.to_numpy().reshape(-1)\n",
        "malware = malware.to_numpy().reshape(-1)\n",
        "benign = benign.to_numpy().reshape(-1)\n",
        "defacement = defacement.to_numpy().reshape(-1)"
      ],
      "metadata": {
        "id": "cg3lztcJNp8o"
      },
      "execution_count": 422,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(defacement)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eXYGN8FBRGfT",
        "outputId": "8f8389b6-c90f-4ddb-bb54-bbb8d48b3f3e"
      },
      "execution_count": 423,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['http://www.garage-pirenne.be/index.php?option=com_content&view=article&id=70&vsig70_0=15'\n",
            " 'http://adventure-nicaragua.net/index.php?option=com_mailto&tmpl=component&link=aHR0cDovL2FkdmVudHVyZS1uaWNhcmFndWEubmV0L2luZGV4LnBocD9vcHRpb249Y29tX2NvbnRlbnQmdmlldz1hcnRpY2xlJmlkPTQ3OmFib3V0JmNhdGlkPTM2OmRlbW8tYXJ0aWNsZXMmSXRlbWlkPTU0'\n",
            " 'http://www.pashminaonline.com/pure-pashminas' ...\n",
            " 'http://www.kulgupuit.ee/index.php?option=com_phocagallery&view=detail&catid=2:foto&id=28:adver-2&tmpl=component&Itemid=5&lang=et'\n",
            " 'http://www.nhomkinhdep.com/tu-bep-nhom-kinh.html'\n",
            " 'http://www.capella.nl/nl.html?view=article&catid=25:capella&id=75:capellaprogrammas&tmpl=component&print=1&page=']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(type(phishing))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HMAjBMi9OJ2l",
        "outputId": "d672f42f-0cc2-4816-ba93-71ec46c4ea56"
      },
      "execution_count": 424,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'numpy.ndarray'>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(type(phishing), type(phishing_sites))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ez8v9U5xNfs_",
        "outputId": "a44fc7b3-d0cb-4e52-be2b-6a7cdd3b6e37"
      },
      "execution_count": 425,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'numpy.ndarray'> <class 'numpy.ndarray'>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pd.unique(attack_type)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NbE-DhTLz4DD",
        "outputId": "ba2c6da8-4938-4c71-d35f-fdf0bf70a62a"
      },
      "execution_count": 426,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['phishing', 'benign', 'defacement', 'malware'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 426
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pd.value_counts(attack_type)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ry5iOo2Xz4OU",
        "outputId": "40ce85c7-ae61-4333-9b2c-63969130b346"
      },
      "execution_count": 427,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "benign        428103\n",
              "defacement     96457\n",
              "phishing       94111\n",
              "malware        32520\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 427
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "'''\n",
        "benign = 165966\n",
        "defacement = 41934\n",
        "phishing = 13595\n",
        "malware = 5431\n",
        "'''"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "Ikg4V-_U0krl",
        "outputId": "142c7287-c348-42cd-becb-81a50575fe5d"
      },
      "execution_count": 428,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'\\nbenign = 165966\\ndefacement = 41934\\nphishing = 13595\\nmalware = 5431\\n'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 428
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Extract the frequency distributions of each sub-class individually then of the whole data also\n",
        "# From this frequency distributing, get the most frequent words\n",
        "# draw the graph of the most frequent words\n",
        "# draw the word clouds of the individual sub-classes\n",
        "# draw the roc-curve\n",
        "\n",
        "# Further Research, create a stop words dictionary for website links"
      ],
      "metadata": {
        "id": "q2jXxMXrE97M"
      },
      "execution_count": 429,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from nltk import FreqDist"
      ],
      "metadata": {
        "id": "RqufVwcKGKA6"
      },
      "execution_count": 430,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "freq_dist_all = FreqDist(phishing_sites)\n",
        "print(freq_dist_all)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H5qU2LePGKJJ",
        "outputId": "41ab21a7-f2fe-42f2-9e5a-66c3a7c26142"
      },
      "execution_count": 431,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<FreqDist with 641119 samples and 651191 outcomes>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "freq_phishing = FreqDist(phishing)\n",
        "freq_phishing.most_common(10)\n",
        "#print(freq_phishing)\n",
        "#freq_phishing.plot(10, cumulative=True)"
      ],
      "metadata": {
        "id": "dlVoEwnKOWn_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "350fb331-eb14-4bc5-89aa-0ec3fc992361"
      },
      "execution_count": 432,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('http://www.naylorantiques.com/EuDbESJbAubgP-elznH_j-AbkTI_TA', 3),\n",
              " ('http://www.naylorantiques.com/htwtSL-GeZ-klr.--valhCPT', 2),\n",
              " ('http://www.naylorantiques.com/patrimonio/58', 2),\n",
              " ('http://www.naylorantiques.com/AtualizacaoSegura/pictures/2242', 2),\n",
              " ('http://www.gkjx168.com/images/?ref=http://uqpzemuus.battle.net/d3/en/index',\n",
              "  2),\n",
              " ('http://www.jjscdc.cn/adfile/login.html', 2),\n",
              " ('http://www.habbocreditosparati.blogspot.com/', 2),\n",
              " ('http://www.jjscdc.cn/adfile/login.html?http://us.battle.net/login/en/?ref=http://us.battle.net/d3/en/index&amp;app=com-d3',\n",
              "  2),\n",
              " ('http://www.jjscdc.cn/adfile/login.html?http://us.battle.net/login/en/?ref=http://us.battle.net/d3/en/index',\n",
              "  2),\n",
              " ('http://www.naylorantiques.com/CustomerWeb/pages/24', 2)]"
            ]
          },
          "metadata": {},
          "execution_count": 432
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "freq_benign = FreqDist(benign)\n",
        "#print(freq_dist_phishing)\n",
        "freq_benign.most_common(10)\n",
        "#freq_benign.plot(10, cumulative=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kqtsQDliP_oW",
        "outputId": "8a305a67-1662-4a53-8135-3ec922f4c102"
      },
      "execution_count": 433,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('psychology.concordia.ca/', 2),\n",
              " ('umkc.edu/history/', 2),\n",
              " ('hobbyfever.com/', 2),\n",
              " ('stubhub.com/kansas-city-royals-tickets/', 2),\n",
              " ('sites.google.com/a/connectory.org/world-connectory-project/list-of-partnerships-for-global-south',\n",
              "  2),\n",
              " ('insidervlv.com/Odds/PreviousStanleyCups.html', 2),\n",
              " ('lhs-sfusd-ca.schoolloop.com/', 2),\n",
              " ('tricity.wsu.edu/', 2),\n",
              " ('soul-patrol.com/', 2),\n",
              " ('oaklandnet.com/', 2)]"
            ]
          },
          "metadata": {},
          "execution_count": 433
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "freq_malware = FreqDist(malware)\n",
        "freq_malware.most_common(10)\n",
        "#print(freq_dist_phishing)\n",
        "#freq_malware.most_common(20)\n",
        "#freq_malware.plot(10, cumulative=True)"
      ],
      "metadata": {
        "id": "dAdygCmAQGV-",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6d899dd6-1722-4484-a2a5-2b7339eb39b4"
      },
      "execution_count": 434,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('http://style.org.hc360.com/css/detail/mysite/siteconfig/pro_control.css',\n",
              "  180),\n",
              " ('http://www.pubyun.com/wiki/lib/exe/css.php?t=dokuwiki&tseed=f1f16e8c6142fab8553f2b9cfe045961',\n",
              "  146),\n",
              " ('http://9779.info/%E6%A0%91%E5%8F%B6%E8%B4%B4%E7%94%BB%E4%BD%9C%E5%93%81/',\n",
              "  91),\n",
              " ('http://9779.info/%E6%A0%91%E5%8F%B6%E7%B2%98%E8%B4%B4%E7%94%BB/', 88),\n",
              " ('http://www.js182.com/app/member/SportOption.php?uid=guest&langx=gb', 79),\n",
              " ('http://www.711100.com/app/member/SportOption.php?uid=guest&langx=gb', 72),\n",
              " ('http://www.824555.com/app/member/SportOption.php?uid=guest&langx=gb', 71),\n",
              " ('http://pjhku.com/plugin.php?id=levsign&m=2&fh=6848d1f0&hook=1&mobile=no',\n",
              "  70),\n",
              " ('http://9779.info/%E8%A1%8D%E7%BA%B8%E8%B4%B4%E7%94%BB%E5%9B%BE%E7%89%87%E6%AC%A3%E8%B5%8F/',\n",
              "  69),\n",
              " ('http://9779.info/%E5%B0%8F%E7%8F%AD%E5%B9%BC%E5%84%BF%E5%89%AA%E7%BA%B8%E8%B4%B4%E7%94%BB/',\n",
              "  63)]"
            ]
          },
          "metadata": {},
          "execution_count": 434
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "freq_defacement = FreqDist(defacement)\n",
        "freq_defacement.most_common(10)\n",
        "#print(freq_dist_phishing)\n",
        "#freq_defacement.plot(10, cumulative=True)"
      ],
      "metadata": {
        "id": "-263NKEBQKo6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0d755f24-69d2-4a5c-ef64-09d47bdd0498"
      },
      "execution_count": 435,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('http://www.centercamping.com.br/index.php?option=com_ckforms&task=captcha&sid=c4ce9d9bffcf8ba3357da92fd49c2457',\n",
              "  3),\n",
              " ('http://www.bruynzeelmultipanel.be/index.php?option=com_content&view=article&id=20&Itemid=21',\n",
              "  3),\n",
              " ('http://www.bruynzeelmultipanel.be/index.php?option=com_artforms&formid=1&Itemid=99999',\n",
              "  3),\n",
              " ('http://www.zibae.ir/index.php?option=com_mailto&tmpl=component&link=aHR0cDovL3d3dy56aWJhZS5pci9pbmRleC5waHA%2Fb3B0aW9uPWNvbV9jb250ZW50JnZpZXc9YXJ0aWNsZSZpZD02NTM6MTM5MS0xMS0wOC0wOC00OC0yNyZjYXRpZD0xMjoxMzg5LTA5LTI5LTA3LTQzLTMw',\n",
              "  3),\n",
              " ('http://www.ninopizzaria.com.br/index.php?option=com_content&view=category&id=43&Itemid=63',\n",
              "  3),\n",
              " ('http://www.bruynzeelmultipanel.be/index.php?option=com_content&view=article&id=7&Itemid=8',\n",
              "  3),\n",
              " ('http://www.allaroundrental.com/index.php?page=shop.product_details&flypage=flypage.pbv.v1.tpl&product_id=387&category_id=33&option=com_virtuemart&Itemid=69',\n",
              "  3),\n",
              " ('http://www.holidayclub-mtb.com/holiday/index.php?option=com_content&view=article&id=45&Itemid=60',\n",
              "  3),\n",
              " ('http://www.allaroundrental.com/index.php?option=com_virtuemart&Itemid=57',\n",
              "  3),\n",
              " ('http://www.rsch.co.uk/index.php/home.1', 3)]"
            ]
          },
          "metadata": {},
          "execution_count": 435
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(phishing.ndim)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fJqt-7lXOgi7",
        "outputId": "fc21f070-556e-4c72-9a5c-80db8478ccfa"
      },
      "execution_count": 436,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "freq_dist_all.most_common(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EwnCCNmBGKR8",
        "outputId": "39e5c969-f41c-4919-f13f-8a95e7b3af46"
      },
      "execution_count": 437,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('http://style.org.hc360.com/css/detail/mysite/siteconfig/pro_control.css',\n",
              "  180),\n",
              " ('http://www.pubyun.com/wiki/lib/exe/css.php?t=dokuwiki&tseed=f1f16e8c6142fab8553f2b9cfe045961',\n",
              "  146),\n",
              " ('http://9779.info/%E6%A0%91%E5%8F%B6%E8%B4%B4%E7%94%BB%E4%BD%9C%E5%93%81/',\n",
              "  91),\n",
              " ('http://9779.info/%E6%A0%91%E5%8F%B6%E7%B2%98%E8%B4%B4%E7%94%BB/', 88),\n",
              " ('http://www.js182.com/app/member/SportOption.php?uid=guest&langx=gb', 79),\n",
              " ('http://www.711100.com/app/member/SportOption.php?uid=guest&langx=gb', 72),\n",
              " ('http://www.824555.com/app/member/SportOption.php?uid=guest&langx=gb', 71),\n",
              " ('http://pjhku.com/plugin.php?id=levsign&m=2&fh=6848d1f0&hook=1&mobile=no',\n",
              "  70),\n",
              " ('http://9779.info/%E8%A1%8D%E7%BA%B8%E8%B4%B4%E7%94%BB%E5%9B%BE%E7%89%87%E6%AC%A3%E8%B5%8F/',\n",
              "  69),\n",
              " ('http://9779.info/%E5%B0%8F%E7%8F%AD%E5%B9%BC%E5%84%BF%E5%89%AA%E7%BA%B8%E8%B4%B4%E7%94%BB/',\n",
              "  63)]"
            ]
          },
          "metadata": {},
          "execution_count": 437
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nltk.download('punkt')\n",
        "nltk.download('stopwords')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "B1yIzI-AH_BD",
        "outputId": "68a36da6-86e4-4a5f-8a6b-b1db34ae6832"
      },
      "execution_count": 438,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n",
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 438
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data_types = [phishing, malware, defacement, benign]\n",
        "\n",
        "# Method to print out the type of a variable.\n",
        "\n",
        "def check_type(data):\n",
        "  if isinstance(data, list):\n",
        "    for i in data_types:\n",
        "      print(type(i))\n",
        "  else:\n",
        "    print(type(data))\n",
        "\n",
        "check_type(data_types)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0jlGSq4VkabD",
        "outputId": "0d71a349-f4a2-4b7c-fba6-c42d87407b46"
      },
      "execution_count": 439,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'numpy.ndarray'>\n",
            "<class 'numpy.ndarray'>\n",
            "<class 'numpy.ndarray'>\n",
            "<class 'numpy.ndarray'>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "phishing_as_string = np.array_str(phishing)\n",
        "malware_as_string = np.array_str(malware)\n",
        "defacement_as_string = np.array_str(defacement)"
      ],
      "metadata": {
        "id": "dP7wt_hkkajp"
      },
      "execution_count": 440,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "phishing_as_string"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "id": "FVeaP5pqpUzy",
        "outputId": "6a3a49d2-f7af-4f42-a243-d26212fcf3a9"
      },
      "execution_count": 441,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\"['br-icloud.com.br' 'signin.eby.de.zukruygxctzmmqi.civpro.co.za'\\n 'http://www.marketingbyinternet.com/mo/e56508df639f6ce7d55c81ee3fcd5ba8/'\\n ... 'www.gamespot.com/xbox360/action/deadspace/'\\n 'en.wikipedia.org/wiki/Dead_Space_(video_game)'\\n 'www.angelfire.com/goth/devilmaycrytonite/']\""
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 441
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "phishing"
      ],
      "metadata": {
        "id": "Un11RSTEsxa9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a1cb3b51-664e-42be-c361-15136a6b64ae"
      },
      "execution_count": 442,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['br-icloud.com.br', 'signin.eby.de.zukruygxctzmmqi.civpro.co.za',\n",
              "       'http://www.marketingbyinternet.com/mo/e56508df639f6ce7d55c81ee3fcd5ba8/',\n",
              "       ..., 'www.gamespot.com/xbox360/action/deadspace/',\n",
              "       'en.wikipedia.org/wiki/Dead_Space_(video_game)',\n",
              "       'www.angelfire.com/goth/devilmaycrytonite/'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 442
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "check_type(defacement_as_string)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Vu75qBaFkaso",
        "outputId": "8f37b8a1-02bc-4783-97b7-d033d5d657b3"
      },
      "execution_count": 443,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'str'>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from wordcloud import WordCloud, STOPWORDS"
      ],
      "metadata": {
        "id": "YtxdOhYvn7rQ"
      },
      "execution_count": 444,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(phishing)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4bc7AU4ypuu8",
        "outputId": "fe10230e-85cd-4040-b23c-973969cd9774"
      },
      "execution_count": 445,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['br-icloud.com.br' 'signin.eby.de.zukruygxctzmmqi.civpro.co.za'\n",
            " 'http://www.marketingbyinternet.com/mo/e56508df639f6ce7d55c81ee3fcd5ba8/'\n",
            " ... 'www.gamespot.com/xbox360/action/deadspace/'\n",
            " 'en.wikipedia.org/wiki/Dead_Space_(video_game)'\n",
            " 'www.angelfire.com/goth/devilmaycrytonite/']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "phishing_tokens = [nltk.tokenize.sent_tokenize(word) for word in phishing]"
      ],
      "metadata": {
        "id": "WyLwcnDkog2T"
      },
      "execution_count": 446,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "malware_tokens = [nltk.tokenize.sent_tokenize(word) for word in malware]"
      ],
      "metadata": {
        "id": "mhgAjBD2CvA2"
      },
      "execution_count": 447,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "defacement_tokens = [nltk.tokenize.sent_tokenize(word) for word in defacement]"
      ],
      "metadata": {
        "id": "7fBqmu6QCvJk"
      },
      "execution_count": 448,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "benign_tokens = [nltk.tokenize.sent_tokenize(word) for word in benign]"
      ],
      "metadata": {
        "id": "DBKeH89oHmFD"
      },
      "execution_count": 449,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(malware_tokens[:10])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hG-E-HY7pLyr",
        "outputId": "fdd076f0-bfb4-416d-aa43-88e0c204c5bf"
      },
      "execution_count": 450,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[['http://www.824555.com/app/member/SportOption.php?uid=guest&langx=gb'], ['http://9779.info/%E5%84%BF%E7%AB%A5%E7%AB%8B%E4%BD%93%E7%BA%B8%E8%B4%B4%E7%94%BB/'], ['http://9779.info/%E6%A0%91%E5%8F%B6%E7%B2%98%E8%B4%B4%E7%94%BB/'], ['http://9779.info/%E5%8F%A4%E4%BB%A3%E4%BA%8C%E5%8D%81%E5%9B%9B%E5%AD%9D%E5%B8%83%E8%B4%B4%E7%94%BB/'], ['http://chinacxyy.com/piccodejs-000.asp?lm2=191&x=3&y=2&w=90&h=63&open=1&n=10&tj=0'], ['http://9779.info/%E6%8A%98%E7%BA%B8%E6%89%87%E5%AD%90%E6%8B%BC%E8%B4%B4%E7%94%BB/'], ['http://portal.dddgaming.com/docs/rules/15022/cn/game_cn.html?amluMjAxNQ%3D%3D'], ['http://9779.info/%E7%AE%80%E5%8D%95%E6%8A%98%E7%BA%B8%E7%B2%98%E8%B4%B4%E7%94%BB/'], ['http://9779.info/%E5%B9%BC%E5%84%BF%E7%B2%BD%E5%8F%B6%E8%B4%B4%E7%94%BB/'], ['http://grasslandhotel.com.vn/index.php/component/djcatalog2/items/6-services']]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import re\n",
        "\n",
        "clean = \" \"\n",
        "count = 0\n",
        "stopwords = set(STOPWORDS)\n",
        "\n",
        "def clean_text_tokens(text, cleaned_text):\n",
        "  for i in text:\n",
        "    for j in i:\n",
        "      j = re.sub(r'[^a-zA-Z0-9\\s]', ' ', j)\n",
        "      j = re.sub(r'http', ' ', j)\n",
        "      j = re.sub(r'www', ' ', j)\n",
        "      j = re.sub(r'html', ' ', j)\n",
        "      j = re.sub(r'htm', ' ', j)\n",
        "      j = re.sub(r'org', ' ', j)\n",
        "      j = re.sub(r'co', ' ', j)\n",
        "      j = re.sub(r'uk', ' ', j)\n",
        "      cleaned_text += j\n",
        "  return cleaned_text\n",
        "\n",
        "#print(data_2)"
      ],
      "metadata": {
        "id": "wUsWYjocnD62"
      },
      "execution_count": 451,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "clean_malware = clean_text_tokens(malware_tokens, clean)"
      ],
      "metadata": {
        "id": "WCkHilkIC-Xa"
      },
      "execution_count": 452,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "clean_defacement = clean_text_tokens(defacement_tokens, clean)"
      ],
      "metadata": {
        "id": "TdNmp53wGVou"
      },
      "execution_count": 453,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "clean_benign = clean_text_tokens(benign_tokens, clean)"
      ],
      "metadata": {
        "id": "IJEd_snSHuyd"
      },
      "execution_count": 454,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import re\n",
        "\n",
        "clean = \" \"\n"
      ],
      "metadata": {
        "id": "ltGCwILFC_Ec"
      },
      "execution_count": 455,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(len(clean_malware))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pzuM5t7M0Tc5",
        "outputId": "6643a140-e4ba-4871-a7a1-5647742ca2b6"
      },
      "execution_count": 456,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1716662\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "check_type(clean)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7z0Mx5z71TX6",
        "outputId": "0ddb6a62-055f-45e2-d9e8-ca33f6aa25bf"
      },
      "execution_count": 457,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'str'>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "wordcloud = WordCloud(width = 1400,\n",
        "                      height = 800,\n",
        "                      stopwords = stopwords,\n",
        "                      min_font_size = 12,\n",
        "                      random_state=1,\n",
        "                      collocations=False,\n",
        "                      colormap='cividis').generate(clean_benign)"
      ],
      "metadata": {
        "id": "P4D6zStz1WoG"
      },
      "execution_count": 458,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (10, 6), facecolor = None)\n",
        "plt.imshow(wordcloud, interpolation='bilinear')\n",
        "plt.savefig('wordcloud_malware.png', format='png', dpi=150, bbox_inches='tight')\n",
        "plt.axis('off')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 479
        },
        "id": "sm0SmgId1cQL",
        "outputId": "d51b789d-3b7f-459e-b036-6ff8395e249c"
      },
      "execution_count": 459,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "type(phishing_sites)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "P_VrK-IhJIK_",
        "outputId": "540d81b6-c320-4a82-d5db-e419db132cca"
      },
      "execution_count": 460,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "numpy.ndarray"
            ]
          },
          "metadata": {},
          "execution_count": 460
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "phishing_sites_strings = str(phishing_sites)"
      ],
      "metadata": {
        "id": "-r-qUzBvJMNa"
      },
      "execution_count": 461,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "type(phishing_sites_strings)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2TlG47w7JT2H",
        "outputId": "3597e748-f1e3-481b-8291-ad7dfe5e5e98"
      },
      "execution_count": 462,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "str"
            ]
          },
          "metadata": {},
          "execution_count": 462
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "phishing_sites_strings = nltk.tokenize.sent_tokenize(phishing_sites_strings)"
      ],
      "metadata": {
        "id": "_oY6HL73JbDX"
      },
      "execution_count": 463,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "phishing_sites_strings = nltk.Text(phishing_sites_strings)"
      ],
      "metadata": {
        "id": "-kvX-99pJo4o"
      },
      "execution_count": 464,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(phishing_sites_strings[0:20])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "odBsB29BKLMl",
        "outputId": "0cfcd9df-d4dc-47f0-c2ef-d4d8d8a46100"
      },
      "execution_count": 465,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[\"['br-icloud.com.br' 'mp3raid.com/music/krizz_kaliko.html'\\n 'bopsecrets.org/rexroth/cr/1.htm' ...\\n 'www.gamespot.com/xbox360/action/deadspace/'\\n 'en.wikipedia.org/wiki/Dead_Space_(video_game)'\\n 'www.angelfire.com/goth/devilmaycrytonite/']\"]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(phishing_sites_strings.collocations())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "R97VaGEAJ1h-",
        "outputId": "284f2bbe-0198-4a18-ba69-228b11d93d34"
      },
      "execution_count": 466,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "None\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "phishing_tokens = [nltk.tokenize.sent_tokenize(token) for token in phishing_sites]"
      ],
      "metadata": {
        "id": "63598yEQGKjM"
      },
      "execution_count": 467,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "phishing_tokens"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OfS0NyEiHXEC",
        "outputId": "a11dc324-3504-43cd-b058-9e630cb2bdef"
      },
      "execution_count": 468,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[['br-icloud.com.br'],\n",
              " ['mp3raid.com/music/krizz_kaliko.html'],\n",
              " ['bopsecrets.org/rexroth/cr/1.htm'],\n",
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              " ['toctok.com.mx'],\n",
              " ['http://www.bruynzeelmultipanel.be/index.php?option=com_content&view=article&id=20&Itemid=21'],\n",
              " ['afcubridge.org/'],\n",
              " ['archives.cbc.ca/society/religion_spirituality/clips/6024/'],\n",
              " ['http://www.honarcinema.com/index.php?option=com_content&view=frontpage&Itemid=1&limitstart=10'],\n",
              " ['bonjourlafrance.com/france-history/bourbon-dynasty.htm'],\n",
              " ['everyguitarist.com/billie_joe_armstrong.htm'],\n",
              " ['myeasyauction.com/'],\n",
              " ['psychology.wikia.com/wiki/Ian_Stevenson'],\n",
              " ['familysearch.org/learn/wiki/en/Lenawee_County%2C_Michigan'],\n",
              " ['sciway.net/statistics/scsa98/tr/tr12.html'],\n",
              " ['twaflightattendants.com/liftoffhtml/historytimeline.html'],\n",
              " ['corporationwiki.com/Florida/Miami/shakir-saafir-P6169609.aspx'],\n",
              " ['nils-fabisch.de/'],\n",
              " ['deiradios.radio-dealers.com/aboutus.cfm?did=4c4e5e54-af9a-4c14-a266-b11c54e7a4e0&cat_id=1'],\n",
              " ['http://nguyentandung.org/141-ha-noi-phat-hien-nhanh-2-xe-di-muon-la-xe-trom-cap.html'],\n",
              " ['http://www.mbdalmezun.com/search.htm'],\n",
              " ['britannica.com/EBchecked/topic/59931/Saul-Bellow'],\n",
              " ['jennieo.com/'],\n",
              " ['http://r-tuning.com.ua/index.php?option=com_virtuemart&page=shop.browse&category_id=444&Itemid=1'],\n",
              " ['songlyrics.com/flipsyde/laserbeam-lyrics/'],\n",
              " ['http://www.prhelp.com.au/news-and-interesting-stuff/news/49-prhelp-now-on-msp'],\n",
              " ['vertor.com/download/la+donna+della+mia++vita'],\n",
              " ['reunion.com/richardbolen/'],\n",
              " ['en.wikipedia.org/wiki/Ross_Macdonald'],\n",
              " ['imdb.com/name/nm1884657/bio'],\n",
              " ['famouspoetsandpoems.com/poets/maya_angelou/biography'],\n",
              " ['cleveland.com/arts/index.ssf/2010/04/community_theaters_in_northeas.html'],\n",
              " ['http://www.naylorantiques.com/MRR%20Uhzs/twGEShRCGGSDAMSWUtjTUgyUIvxFqOEJwHa/'],\n",
              " ['en.wikipedia.org/wiki/List_of_counties_in_California'],\n",
              " ['docstoc.com/docs/6132660/History_of_Stoke_City_FC'],\n",
              " ['http://www.ahminspections.ca/realestateagents/7?phpMyAdmin=so8kK4koEHUy-VVzS9wK2LuLOK6'],\n",
              " ['wsn.com/football/norwegian-2-division-avd-2-fixtures/'],\n",
              " ['http://tobogo.net/cdsb/board.php?board=storymusic&bm=view&no=250&category=&auth=&page=1&search=&keyword=&recom='],\n",
              " ['imdb.com/keyword/erotic-thriller/'],\n",
              " ['starpulse.com/Music/Shakira/Discography/album/P174707/R744021/'],\n",
              " ['sportsillustrated.cnn.com/vault/article/magazine/MAG1006891/index.htm'],\n",
              " ['mailtribune.com/apps/pbcs.dll/article?AID=/20110719/NEWS/107190317'],\n",
              " ['http://9779.info/%E9%A3%9E%E6%9C%BA%E6%A0%91%E5%8F%B6%E7%B2%98%E8%B4%B4%E7%94%BB/'],\n",
              " ['http://aksniwka.com/klub/stadion'],\n",
              " ['reading-glasses.bttradespace.com/our-galleries/designer-eyewear/gallery-item?mediaId=759870EFDA70C63EE0401BAC7101193D'],\n",
              " ['babepedia.com/babe/Lanny_Barby'],\n",
              " ['spokeo.com/Brian+Watts'],\n",
              " ['http://www.unitre.org/index.php?option=com_wrapper&view=wrapper&Itemid=180&el_mcal_month=3&el_mcal_year=2013'],\n",
              " ['whatifsports.com/nfl-l/profile_team.asp?hfid=26'],\n",
              " ['whatisjameswearing.com/george-smith-showrooms/'],\n",
              " ['http://olx.co.id/i2/jasa-lowongan-kerja/jasa/jasa-lainnya/jasa-lowongan-kerja/jasa/jasa-lainnya'],\n",
              " ['freebase.com/view/en/commerce_bancshares'],\n",
              " ['filmsandtv.com/movies/danielpilon.php'],\n",
              " ['http://www.smk86.ru/katalogtovara.html?sobi2Task=sobi2Details&catid=5&sobi2Id=38'],\n",
              " ['videosurf.com/the-ellen-degeneres-show-17804'],\n",
              " ['pipl.com/directory/people/gary/sabaugh'],\n",
              " ['discogs.com/Pixies-Trompe-Le-Monde/master/16797'],\n",
              " ['http://www.czdesign.cz/kalenda/search.form/2013/01/31/-.html'],\n",
              " ['http://papillon-vole.fr/index.php?page=shop.product_details&flypage=flypage.tpl&product_id=844&category_id=10&option=com_virtuemart&Itemid=22'],\n",
              " ['http://lasqc.com/index.php?option=com_content&view=article&id=64&Itemid=173'],\n",
              " ['stacey-hannant.co.uk/'],\n",
              " ['americansoccernews.net/2009/op-ed/a-business-model-for-american-specifically-mls-soccer-news/'],\n",
              " ['http://practicaleyes.net/consulting/165-communications-consultancy.html'],\n",
              " ['beakey.familytreeguide.com/descend.php?personID=I4596&tree=Beakey%202007'],\n",
              " ['sanfrancisco.cbslocal.com/2011/09/04/livermore-soldier-dies-of-rabies/'],\n",
              " ['wordiq.com/definition/Public_art'],\n",
              " ['fanbase.com/Syracuse-Orange-Mens-Basketball-1999-00'],\n",
              " ['dc.about.com/od/museums/p/NaturalHistory.htm'],\n",
              " ['freebase.com/view/en/cincinnati_bengals'],\n",
              " ['yellowpages.ca/bus/Quebec/Laval/Sports-Autoroute-13-Inc/7541800.html'],\n",
              " ['http://allrecipes.com/video/4124/cheesy-broccoli-puffs-with-sriracha-sauce/detail.aspx?prop24=VH_Brands'],\n",
              " ['http://pastehtml.com/view/bfzi0ah2a.html'],\n",
              " ['http://www.plexiprint.net/plexi/index.php?option=com_content&view=article&id=58&Itemid=67'],\n",
              " ['http://9779.info/%E5%85%AD%E4%B8%80%E5%BF%AB%E4%B9%90%E7%B2%98%E8%B4%B4%E7%94%BB/'],\n",
              " ['blockbuster.com/browse/catalog/personDetails/75406'],\n",
              " ['http://mikteks.biz/S7XIde/webscr_prim.php?bWlrdGVrcy5iaXo=uhsdsusu5485757kUJHNN546221oPLKj988777AOP784MTM1MDkxODc4OA=='],\n",
              " ['web.sau.edu/athletics/athletics/football/news/2005/gameday_stuff/Morningside/Welcome%20to%20the%20GPAC%20Home%20Page%20-%20The%20Great%20Plains%20Athletic%20Conference.htm'],\n",
              " ['forum.fullsextube.com/vintage-videos-movies/26800-%5Brs%5D-nothing-hide-2-1993-tianna-roxanne-blaze.html'],\n",
              " ['be.linkedin.com/pub/jan-roels/27/141/746'],\n",
              " ['youtube.com/watch?v=EcGsM-PNQHQ'],\n",
              " ['bloomberg.com/news/2011-08-28/dust-bowl-in-texas-means-cotton-bottoming-with-rick-perry-praying-for-rain.html'],\n",
              " ['http://www.slavia.sk/home'],\n",
              " ['innerearbrigade.com/'],\n",
              " ['brokenbells.com/'],\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 468
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "type(data)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UsbeiiORGVJn",
        "outputId": "a9e1b3c8-6249-47c4-cf88-55c4c4905854"
      },
      "execution_count": 469,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "pandas.core.frame.DataFrame"
            ]
          },
          "metadata": {},
          "execution_count": 469
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(data)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "X_4O001uSKM4",
        "outputId": "fe4d6574-5466-407a-9ef1-63e7791161aa"
      },
      "execution_count": 470,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "651191"
            ]
          },
          "metadata": {},
          "execution_count": 470
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import re\n",
        "#nltk.download('stopwords')\n",
        "#from nltk.corpus import stopwords\n",
        "#from nltk.stem.porter import PorterStemmer\n",
        "\n",
        "sites = []\n",
        "\n",
        "for i in range(0, len(data[:25000])):\n",
        "  links = re.sub('[^a-zA-Z]', ' ', data['url'][i])\n",
        "  links = links.lower()\n",
        "  links = links.split()\n",
        "  #ps = PorterStemmer()\n",
        "  #links = [ps.stem(word) for word in links if not word in set(stopwords.words('english'))]\n",
        "  links = ' '.join(links)\n",
        "  sites.append(links)"
      ],
      "metadata": {
        "id": "ndpOxQGfzWCK"
      },
      "execution_count": 471,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(sites[:100])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0Dg_tMn--SGa",
        "outputId": "d970ebe7-8d83-4b42-c0ad-14134b41ac76"
      },
      "execution_count": 472,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['br icloud com br', 'mp raid com music krizz kaliko html', 'bopsecrets org rexroth cr htm', 'http www garage pirenne be index php option com content view article id vsig', 'http adventure nicaragua net index php option com mailto tmpl component link ahr cdovl fkdmvudhvyzs uawnhcmfndweubmv l luzgv lnbocd vchrpb y tx nvbnrlbnqmdmlldz hcnrpy xljmlkptq omfib v jmnhdglkptm omrlbw tyxj awnszxmmsxrlbwlkptu', 'http buzzfil net m show art ils etaient loin de s imaginer que le hibou allait faire ceci quand ils filmaient html', 'espn go com nba player id brandon rush', 'yourbittorrent com q anthony hamilton soulife', 'http www pashminaonline com pure pashminas', 'allmusic com album crazy from the heat r', 'corporationwiki com ohio columbus frank s benson p aspx', 'http www ikenmijnkunst nl index php exposities exposities', 'myspace com video vid', 'http www lebensmittel ueberwachung de index php aktuelles', 'http www szabadmunkaero hu cimoldal html start', 'http larcadelcarnevale com catalogo palloncini', 'quickfacts census gov qfd maps iowa map html', 'nugget ca articledisplay aspx archive true e', 'uk linkedin com pub steve rubenstein', 'http www vnic co khach hang html', 'baseball reference com players h harrige shtml', 'signin eby de zukruygxctzmmqi civpro co za', 'com atoz people oakley patrick', 'nytimes com style cuttings oh that brazen raucous glorious hibiscus html', 'escholarship org uc item xt c', 'songfacts com detail php id', 'casamanana org education blba', 'http hollywoodlife com rihanna iheartradio music awards dress pics', 'http www marketingbyinternet com mo e df f ce d c ee fcd ba', 'en wikipedia org wiki north dakota', 'soaps sheknows com daysofourlives news id days of our lives casts ruta lee', 'perfectpeople net celebrity star gidget gein htm', 'media caltech edu press releases', 'wikiobits com obits tonyproudfoot', 'vanderbilt rivals com viewcoach asp coach sport year', 'http peluqueriadeautor com index php option com virtuemart page shop browse category id itemid', 'movies yahoo com shop d hv cf info id', 'cyndislist com us pa counties', 'http www com app member sportoption php uid guest langx gb', 'http www raci it component user reset html', 'https docs google com spreadsheet viewform formkey dgg z lcuhlsdjlltvnruw tfizske mq', 'psychology wikia com wiki phonemes', 'info centriq com content fivereasons', 'articles baltimoresun com sports james koehler texas rangers terrell lowery', 'infinitysw com', 'strawberrycreekgardens com', 'http earth sure com industrial tech everlast impact resistant dumpster enclosure', 'spoke com dir p desantis nick', 'wordsmith org words pignus html', 'http interpark com displaycorner freemarket do method itemcatelist free pc free free item disp no', 'http www newtec ac uk courses health and social care level diploma in health a social care html', 'http www kingsmillshotel com spring mothers day', 'almanac logos com denominations', 'gaming wikia com wiki backbreaker video game', 'ceu hu', 'registry weddingchannel com coupledir c r jared clough and tajai ritchie htm', 'linkedin com pub george cleveland a', 'sunshinemills com', 'agoda com north america canada montreal qc attractions hotels near mcgill university centre for continuing education html', 'ctv ca generic webspecials sponsorship scandal', 'http www approvi com br ck htm', 'http www shaborooz ir index php view article catid id tmpl component print layout default page option com content itemid', 'veoox com tags game html', 'chuckwalkertrio blogspot com', 'aerosolesshoes org', 'http www juventudelirica com br index html', 'http www myenrg com southwest texas', 'recipelink com msgbrd board dec html', 'http www musimagen com lista socios php letra', 'ideas repec org f pma html', 'peopleaz org firstname fowlkes', 'orensamtraktrip wordpress com', 'retajconsultancy com', 'alexa com whatshot q james arness', 'jpopasia com group arashi discography', 'kitsapsun com photos feb', 'local yahoo com info oakland international airport oakland', 'tripadvisor com restaurant review g d reviews yacha yacha miyakojima okinawa prefecture kyushu okinawa html', 'articles elitefts com articles training articles five great exercises for building a dominant defensive lineman', 'broadwaystars com classic source www playbill com', 'http www pn wuppertal de links linkseite httpwwwkrebshilfede', 'forums networkinfrastructure info motorola wireless lan switches', 'youtube com watch v mwpopq spju', 'mccall idchamber org', 'chacha com question who said the quote say what you mean c mean what you say and put a beat to it', 'friars com sports m baskbl archive prov m baskbl html', 'http asociacionkaribu org index php servicios centro jambo', 'http www martin busker de administrator help en gb css facture c d ebce e d fa dab edb b b a eae particuliers php', 'pipl com directory name whissell', 'spokeo com john collet', 'http www parafiapiaski pl index php option com user view remind', 'http fanpage gr family gineka ce b cf cf ce bf ce af ce b ce af ce bd ce b ce b ce bf ce b cf cf ce b ce b cf c cf ce b cf ce bf ce b ce ad ce bb ce bb ce b ce bd ce b cf ce b ce bd', 'faqs org copyright handbook for the individual or group culture free', 'duckduckgo com c roman catholic cathedrals in canada', 'alexpay beget tech', 'http worldoftanks ru ru content guide payments instruction mobile payments rostelekom ural utel', 'http www artedesignsas it catalogo html page shop browse category id', 'en wikipedia org wiki lloyd bacon', 'http serverfault com questions squid transparent https certificate error ssl error bad cert domain', 'http www viamanaus com br index php option com wrapper view wrapper itemid']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(sites)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4VfyDy6B-wfa",
        "outputId": "e15a4b5f-6c77-447d-eabc-d53d7504e31e"
      },
      "execution_count": 473,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "25000"
            ]
          },
          "metadata": {},
          "execution_count": 473
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(data.type)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "U1BgFrtDF3rf",
        "outputId": "e77b9744-afb7-4e8e-bc9d-8ccdc07ae955"
      },
      "execution_count": 474,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0           phishing\n",
            "1             benign\n",
            "2             benign\n",
            "3         defacement\n",
            "4         defacement\n",
            "             ...    \n",
            "651186      phishing\n",
            "651187      phishing\n",
            "651188      phishing\n",
            "651189      phishing\n",
            "651190      phishing\n",
            "Name: type, Length: 651191, dtype: object\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "cv = CountVectorizer()\n",
        "X = cv.fit_transform(sites).toarray()\n",
        "y = data.iloc[:25000, -1].values\n",
        "testing_y = y"
      ],
      "metadata": {
        "id": "pEVKfyud-c1m"
      },
      "execution_count": 475,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(len(testing_y))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xCcKatTcAsbY",
        "outputId": "fe45e1bf-3dfe-4e65-eacc-26292b4e8cb0"
      },
      "execution_count": 476,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "25000\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for i in range(0, len(testing_y)):\n",
        "  if testing_y[i] == 'phishing' or testing_y[i] == 'defacement' or testing_y[i] == 'malware':\n",
        "    testing_y[i] = 1\n",
        "  else:\n",
        "    testing_y[i] = 0"
      ],
      "metadata": {
        "id": "oiJkByKwAv7O"
      },
      "execution_count": 477,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(testing_y)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UbSkJqwKBWiX",
        "outputId": "454b380c-81d2-43e9-9a4c-859f4f9543f5"
      },
      "execution_count": 478,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1 0 0 ... 1 0 0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(type(testing_y))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JJ9ZNOd9BfuV",
        "outputId": "661d0dde-2fe9-45e5-d0dc-6ce187263203"
      },
      "execution_count": 479,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'numpy.ndarray'>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(testing_y)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WHvoUWcABo8l",
        "outputId": "4fae0c2b-ad30-44f5-b743-9a67d42c84a8"
      },
      "execution_count": 480,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "25000"
            ]
          },
          "metadata": {},
          "execution_count": 480
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(y)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MC6Q_ARJ0ZyK",
        "outputId": "96499786-9f13-44fa-a96b-d0ff46ab2809"
      },
      "execution_count": 481,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1 0 0 ... 1 0 0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.preprocessing import LabelEncoder\n",
        "le = LabelEncoder()\n",
        "y = le.fit_transform(y)"
      ],
      "metadata": {
        "id": "xupK1n8O2PiK"
      },
      "execution_count": 482,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(len(y))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Dygfbz9z2ajJ",
        "outputId": "0e84846a-239f-4712-ff67-ac6e7f31993d"
      },
      "execution_count": 483,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "25000\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(le.classes_)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "17OfFBD_2i6J",
        "outputId": "203f75e2-4e2d-4abe-b9cc-a4e78be312d4"
      },
      "execution_count": 484,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0 1]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(len(y))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RLzlkDwJyuOk",
        "outputId": "9ea6df13-1c02-4c14-e98e-6cce10dd3a2f"
      },
      "execution_count": 485,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "25000\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(y)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VoZvvHIj9ns9",
        "outputId": "866afca6-8151-4445-be26-8c221a879f3e"
      },
      "execution_count": 486,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1 0 0 ... 1 0 0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, testing_y, test_size=0.2, random_state=0)"
      ],
      "metadata": {
        "id": "do94Rq-v_ExH"
      },
      "execution_count": 487,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "type(y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oYzoNvzYD2O6",
        "outputId": "1cbd4c42-1ac8-48df-8ecb-e986e47f6cdc"
      },
      "execution_count": 488,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "numpy.ndarray"
            ]
          },
          "metadata": {},
          "execution_count": 488
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.naive_bayes import GaussianNB\n",
        "nb_classifier = GaussianNB()\n",
        "nb_classifier.fit(X_train, y_train.astype('int'))"
      ],
      "metadata": {
        "id": "VLz_YlK3HHh9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "outputId": "dbd2abc4-00ac-4990-b4c1-315b5d323795"
      },
      "execution_count": 489,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "GaussianNB()"
            ],
            "text/html": [
              "<style>#sk-container-id-10 {color: black;background-color: white;}#sk-container-id-10 pre{padding: 0;}#sk-container-id-10 div.sk-toggleable {background-color: white;}#sk-container-id-10 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-10 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-10 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-10 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-10 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-10 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-10 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-10 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-10 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-10 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-10 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-10 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-10 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-10 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-10 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-10 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-10 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-10 div.sk-item {position: relative;z-index: 1;}#sk-container-id-10 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-10 div.sk-item::before, #sk-container-id-10 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-10 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-10 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-10 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-10 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-10 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-10 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-10 div.sk-label-container {text-align: center;}#sk-container-id-10 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-10 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-10\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GaussianNB()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-10\" type=\"checkbox\" checked><label for=\"sk-estimator-id-10\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GaussianNB</label><div class=\"sk-toggleable__content\"><pre>GaussianNB()</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 489
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.tree import DecisionTreeClassifier\n",
        "dt_classifier = DecisionTreeClassifier()\n",
        "dt_classifier.fit(X_train, y_train.astype('int'))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "xdcfR1ZwUqQT",
        "outputId": "168a903f-486e-465b-a3a8-5b83c5c04e6e"
      },
      "execution_count": 490,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DecisionTreeClassifier()"
            ],
            "text/html": [
              "<style>#sk-container-id-11 {color: black;background-color: white;}#sk-container-id-11 pre{padding: 0;}#sk-container-id-11 div.sk-toggleable {background-color: white;}#sk-container-id-11 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-11 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-11 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-11 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-11 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-11 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-11 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-11 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-11 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-11 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-11 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-11 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-11 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-11 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-11 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-11 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-11 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-11 div.sk-item {position: relative;z-index: 1;}#sk-container-id-11 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-11 div.sk-item::before, #sk-container-id-11 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-11 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-11 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-11 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-11 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-11 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-11 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-11 div.sk-label-container {text-align: center;}#sk-container-id-11 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-11 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-11\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeClassifier()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-11\" type=\"checkbox\" checked><label for=\"sk-estimator-id-11\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier()</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 490
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.ensemble import RandomForestClassifier\n",
        "rf_classifier = GaussianNB()\n",
        "rf_classifier.fit(X_train, y_train.astype('int'))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "Qg5c6J-ZUqcO",
        "outputId": "db0a3124-3144-4409-ebad-271e1af3267a"
      },
      "execution_count": 491,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "GaussianNB()"
            ],
            "text/html": [
              "<style>#sk-container-id-12 {color: black;background-color: white;}#sk-container-id-12 pre{padding: 0;}#sk-container-id-12 div.sk-toggleable {background-color: white;}#sk-container-id-12 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-12 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-12 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-12 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-12 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-12 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-12 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-12 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-12 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-12 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-12 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-12 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-12 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-12 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-12 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-12 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-12 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-12 div.sk-item {position: relative;z-index: 1;}#sk-container-id-12 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-12 div.sk-item::before, #sk-container-id-12 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-12 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-12 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-12 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-12 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-12 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-12 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-12 div.sk-label-container {text-align: center;}#sk-container-id-12 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-12 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-12\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GaussianNB()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-12\" type=\"checkbox\" checked><label for=\"sk-estimator-id-12\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GaussianNB</label><div class=\"sk-toggleable__content\"><pre>GaussianNB()</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 491
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = nb_classifier.predict(X_test)"
      ],
      "metadata": {
        "id": "U2HMN2Kq22sN"
      },
      "execution_count": 492,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred_dt = dt_classifier.predict(X_test)\n",
        "y_pred_rf = rf_classifier.predict(X_test)"
      ],
      "metadata": {
        "id": "ub-YoOZvHTPL"
      },
      "execution_count": 493,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_test = y_test.astype('int')"
      ],
      "metadata": {
        "id": "NK005VwdHnxA"
      },
      "execution_count": 496,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import confusion_matrix, accuracy_score, classification_report\n",
        "cm = confusion_matrix(y_test, y_pred)\n",
        "acc = accuracy_score(y_test, y_pred)\n",
        "\n",
        "cm_dt = confusion_matrix(y_test, y_pred_dt)\n",
        "acc_dt = accuracy_score(y_test, y_pred_dt)\n",
        "\n",
        "cm_rf = confusion_matrix(y_test, y_pred_rf)\n",
        "acc_rf = accuracy_score(y_test, y_pred_rf)"
      ],
      "metadata": {
        "id": "1jJN5u09HqD9"
      },
      "execution_count": 497,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(cm)\n",
        "print(cm_dt)\n",
        "print(cm_rf)"
      ],
      "metadata": {
        "id": "6lA_q6tGH50l",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0af1db77-7d04-4cf7-836d-2cb7ecd9b54c"
      },
      "execution_count": 498,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[3002  706]\n",
            " [  84 1208]]\n",
            "[[3665   43]\n",
            " [ 157 1135]]\n",
            "[[3002  706]\n",
            " [  84 1208]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(acc)\n",
        "print(acc_dt)\n",
        "print(acc_rf)"
      ],
      "metadata": {
        "id": "cojNySHNH7G6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d6e5f18d-7c6b-4659-9328-b2b94aa53823"
      },
      "execution_count": 499,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.842\n",
            "0.96\n",
            "0.842\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "target_names = ['phishing', 'benign', 'defacement', 'malware']\n",
        "\n",
        "# For Naive-Bayes\n",
        "print(classification_report(y_test, y_pred))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iMUp9_GIpdIr",
        "outputId": "2eba1ae5-b513-4986-9131-bfb5cc127e70"
      },
      "execution_count": 502,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.97      0.81      0.88      3708\n",
            "           1       0.63      0.93      0.75      1292\n",
            "\n",
            "    accuracy                           0.84      5000\n",
            "   macro avg       0.80      0.87      0.82      5000\n",
            "weighted avg       0.88      0.84      0.85      5000\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# For Decision Trees\n",
        "print(classification_report(y_test, y_pred_dt))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WKfNSkbdqTSc",
        "outputId": "3980737b-1100-4a0b-cec1-432e411f39e3"
      },
      "execution_count": 504,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.96      0.99      0.97      3708\n",
            "           1       0.96      0.88      0.92      1292\n",
            "\n",
            "    accuracy                           0.96      5000\n",
            "   macro avg       0.96      0.93      0.95      5000\n",
            "weighted avg       0.96      0.96      0.96      5000\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# For Random Forest\n",
        "print(classification_report(y_test, y_pred_rf))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iElKN5JCqZ16",
        "outputId": "b96fa2bb-cb9a-4a07-c044-a2bc42d047bc"
      },
      "execution_count": 505,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.97      0.81      0.88      3708\n",
            "           1       0.63      0.93      0.75      1292\n",
            "\n",
            "    accuracy                           0.84      5000\n",
            "   macro avg       0.80      0.87      0.82      5000\n",
            "weighted avg       0.88      0.84      0.85      5000\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import sklearn.metrics as metrics\n",
        "\n",
        "probs_nb = nb_classifier.predict_proba(X_test)\n",
        "preds_nb = probs_nb[:,1]\n",
        "fpr_nb,tpr_nb,threshold = metrics.roc_curve(y_test, preds_nb, pos_label=1)\n",
        "roc_auc_nb = metrics.auc(fpr_nb, tpr_nb)"
      ],
      "metadata": {
        "id": "32tYdrvaqfPa"
      },
      "execution_count": 506,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "probs_dt = dt_classifier.predict_proba(X_test)\n",
        "preds_dt = probs_dt[:,1]\n",
        "fpr_dt,tpr_dt,threshold = metrics.roc_curve(y_test, preds_dt, pos_label=1)\n",
        "roc_auc_dt = metrics.auc(fpr_dt, tpr_dt)"
      ],
      "metadata": {
        "id": "qU49S_CfrR_a"
      },
      "execution_count": 507,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "probs_rf = rf_classifier.predict_proba(X_test)\n",
        "preds_rf = probs_rf[:,1]\n",
        "fpr_rf,tpr_rf,threshold = metrics.roc_curve(y_test, preds_rf, pos_label=1)\n",
        "roc_auc_rf = metrics.auc(fpr_rf, tpr_rf)"
      ],
      "metadata": {
        "id": "9_YoIIYIrSkp"
      },
      "execution_count": 508,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#plt.title('Stacked Ensemble Classifier vs other Classifiers')\n",
        "plt.plot(fpr_dt, tpr_dt, 'blue', label = 'DT -AUC = %0.2f' % roc_auc_dt)\n",
        "plt.plot(fpr_nb, tpr_nb, 'red', label = 'NB - AUC = %0.2f' % roc_auc_nb)\n",
        "plt.plot(fpr_rf, tpr_rf, 'aquamarine', label = 'RF -AUC = %0.2f' % roc_auc_rf)\n",
        "\n",
        "plt.legend(loc = 'lower right')\n",
        "plt.plot([0, 1], [0, 1],'r--')\n",
        "#plt.xlim([0, 1])\n",
        "#plt.ylim([0, 1])\n",
        "plt.ylabel('True Positive Rate')\n",
        "plt.xlabel('False Positive Rate')\n",
        "\n",
        "plt.gca().spines['right'].set_visible(False)\n",
        "plt.gca().spines['top'].set_visible(False)\n",
        "plt.gca().spines['left'].set_visible(False)\n",
        "plt.gca().spines['bottom'].set_visible(False)\n",
        "plt.gca().set_facecolor(\"white\")\n",
        "plt.grid(color=\"lightgray\", alpha=0.5, zorder=-1)\n",
        "plt.savefig('Malware Models.png', dpi=150, bbox_inches='tight')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "bX9YgM2Drna-",
        "outputId": "33d78bc8-612d-47ac-9dc7-604b8530f946"
      },
      "execution_count": 511,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}