DistanceMetricModel.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as pl\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
    "from tensorflow.keras.layers import Attention,Embedding,Dense,Input,Flatten,Concatenate,Dropout,Conv1D,GlobalMaxPool1D,BatchNormalization\n",
    "from tensorflow.keras import Model\n",
    "from tensorflow.keras.optimizers import SGD,Adam\n",
    "from tqdm import tqdm\n",
    "from tensorflow.keras.layers import LeakyReLU"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pull Gravity database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import functions as fn\n",
    "grav_domains = fn.load_gravity(dir='').domain.values\n",
    "grav_df = pd.DataFrame({'domain':grav_domains,'blocked':np.ones(len(grav_domains))})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pull Pi Hole DNS Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   index       id     timestamp  type  status                          domain  \\\n",
      "0      0  13094.0  1.600736e+09   1.0     1.0  mobile.pipe.aria.microsoft.com   \n",
      "1      1  13095.0  1.600736e+09   2.0     1.0  mobile.pipe.aria.microsoft.com   \n",
      "2      2  13096.0  1.600736e+09   1.0     1.0           telemetry.dropbox.com   \n",
      "3      3  13097.0  1.600736e+09   1.0     2.0                  login.live.com   \n",
      "4      4  13098.0  1.600736e+09   1.0     2.0                  edge.skype.com   \n",
      "\n",
      "          client  forward additional_info  blocked  \n",
      "0  192.168.0.119     None            None      1.0  \n",
      "1  192.168.0.119     None            None      1.0  \n",
      "2  192.168.0.147     None            None      1.0  \n",
      "3  192.168.0.119  8.8.4.4            None      0.0  \n",
      "4  192.168.0.119  8.8.4.4            None      0.0  \n"
     ]
    }
   ],
   "source": [
    "from sqlalchemy import create_engine\n",
    "\n",
    "def parse_domain(x):\n",
    "    y = x.split('.')\n",
    "    y = y[:-1]\n",
    "    z = [i for i in y if i not in ['www']]\n",
    "    return '.'.join(z)\n",
    "\n",
    "db_connect = create_engine('sqlite:///pihole-FTL.db')\n",
    "connection = db_connect.raw_connection()\n",
    "df = pd.read_sql(\"SELECT * FROM queries\", con=connection)\n",
    "df['blocked'] = df.status.apply(lambda x: 0 if x in [2,3] else 1)           # 2,3 are domains blocked by gravity and\n",
    "                                                                            # blacklist\n",
    "df = pd.concat([df,grav_df]).reset_index()\n",
    "\n",
    "np.savetxt('domains.txt',df.domain.values,fmt=\"%s\")\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load/Train Tokenization Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[92], [4, 6], [142], [176], [251], [136], [], [104], [176], [104], [136], [], [91], [4, 17], [176], [91], [], [92], [176], [128], [4, 17], [4, 6], [88], [4, 6], [226], [218], [], [128], [4, 6], [92]]\n",
      "[['▁m'], ['▁', 'o'], ['▁b'], ['▁i'], ['▁l'], ['▁e'], ['▁', '.'], ['▁p'], ['▁i'], ['▁p'], ['▁e'], ['▁', '.'], ['▁a'], ['▁', 'r'], ['▁i'], ['▁a'], ['▁', '.'], ['▁m'], ['▁i'], ['▁c'], ['▁', 'r'], ['▁', 'o'], ['▁s'], ['▁', 'o'], ['▁f'], ['▁t'], ['▁', '.'], ['▁c'], ['▁', 'o'], ['▁m']]\n",
      "mobile pipe aria microsoft com\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "import youtokentome as yttm\n",
    "\n",
    "train_data_path = \"domains.txt\"\n",
    "model_path = \"./yttm_model/yttm_ads.model\"\n",
    "\n",
    "# Training model\n",
    "if False:\n",
    "    yttm.BPE.train(data=train_data_path, vocab_size=300, model=model_path)\n",
    "\n",
    "# Loading model\n",
    "bpe = yttm.BPE(model=model_path)\n",
    "\n",
    "# Two types of tokenization\n",
    "print(bpe.encode(list(' '.join(df.domain.values[0].split('.'))), output_type=yttm.OutputType.ID))\n",
    "print(bpe.encode(list(df.domain.values[0]), output_type=yttm.OutputType.SUBWORD))\n",
    "print(' '.join(df.domain.values[0].split('.')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Siamese Model with triplet loss/metric learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "class siamese():\n",
    "    \"\"\"\n",
    "    Siamese embedding model for distance metric learning.\n",
    "\n",
    "    Attributes\n",
    "    ----------\n",
    "    lr : float\n",
    "        Learning rate for stochastic gradient descent optimizer\n",
    "        (default 1e-2)\n",
    "\n",
    "    Methods\n",
    "    -------\n",
    "    build_model:\n",
    "        Defines and initializes the siamese/metric model.\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self,lr=1e-2):\n",
    "        self.lr = lr\n",
    "    \n",
    "    @staticmethod\n",
    "    def base_model():\n",
    "        \"\"\"\n",
    "        Base embedding model.\n",
    "        \"\"\"\n",
    "        query_input = Input(shape=(30,))\n",
    "        token_embedding = tf.keras.layers.Embedding(input_dim=301, output_dim=128)\n",
    "        query_embeddings = token_embedding(query_input)\n",
    "        qdense1 = Dense(32,activation=LeakyReLU())(Flatten()(query_embeddings))\n",
    "        qdense2 = Dense(32,activation=LeakyReLU())(qdense1)\n",
    "        qdense3 = Dense(32,activation=LeakyReLU())(qdense2)\n",
    "        return Model(inputs=query_input,outputs=qdense3)\n",
    "    \n",
    "    @staticmethod\n",
    "    def metric():\n",
    "        \"\"\"\n",
    "        Separate model for learning a metric that embeddings are\n",
    "        projected onto.\n",
    "        \"\"\"\n",
    "        inputs = Input(shape=(64,))\n",
    "        d1 = Dense(8,activation=LeakyReLU())(inputs)\n",
    "        d2 = Dense(8,activation=LeakyReLU())(d1)\n",
    "        d3 = Dense(2,activation='softmax')(d2)\n",
    "        return Model(inputs=inputs,outputs=d3[:,1:])\n",
    "    \n",
    "    @staticmethod\n",
    "    def triplet_loss(true,pred):\n",
    "        \"\"\"\n",
    "        Triplet loss with semi-hard negative mining.\n",
    "        \"\"\"\n",
    "        m = 0.5 # pos anchor margin\n",
    "        mask = tf.cast((pred[:,1] < pred[:,0] + m),tf.float32)\n",
    "        loss = tf.reduce_sum(tf.maximum(tf.multiply(pred[:,0]**2 + m - pred[:,1]**2,mask),\n",
    "                                                            tf.keras.backend.epsilon()))\n",
    "        return loss\n",
    "\n",
    "    @staticmethod\n",
    "    def custom_acc(true,pred):\n",
    "        \"\"\"\n",
    "        Custom accuracy based on comparative distances between positive\n",
    "        and negative anchors.\n",
    "        \"\"\"\n",
    "        pred_compare = tf.where(pred[:,0] < pred[:,1],True,False)\n",
    "        total = tf.keras.backend.sum(tf.cast(pred_compare,tf.float32))\n",
    "        return total/tf.cast(tf.size(pred_compare),tf.float32)\n",
    "\n",
    "    def build_model(self):\n",
    "        \"\"\"\n",
    "        Method for building complete metric distance learning siamese\n",
    "        embedding model. Returns a keras object for batch training and\n",
    "        prediction.\n",
    "        \"\"\"\n",
    "        input_pos = Input(shape=(30,))\n",
    "        input_neg = Input(shape=(30,))\n",
    "        input_anchor_pos = Input(shape=(30,))\n",
    "    \n",
    "        ad_model = siamese.base_model()\n",
    "        metric_model = siamese.metric()\n",
    "    \n",
    "        pos = ad_model(input_pos)\n",
    "        anchor_pos = ad_model(input_anchor_pos)\n",
    "        neg = ad_model(input_neg)\n",
    "    \n",
    "        AP = metric_model(Concatenate(axis=-1)([pos,anchor_pos]))\n",
    "        AN = metric_model(Concatenate(axis=-1)([neg,anchor_pos]))\n",
    "\n",
    "        distances = tf.keras.layers.concatenate([AP,AN],axis=1)\n",
    "    \n",
    "        metric_m = Model(inputs=[input_pos,input_neg,input_anchor_pos],outputs=distances)\n",
    "        metric_m.compile(optimizer=SGD(learning_rate=self.lr),loss=siamese.triplet_loss,\n",
    "                         metrics=[siamese.custom_acc])\n",
    "        return metric_m\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "class model_wrapper():\n",
    "    def __init__(self,ml_model,tok_model):\n",
    "        self.ml_model = ml_model\n",
    "        self.tok_model = tok_model\n",
    "    def predict(self,x,y,z):\n",
    "        encoded_x = pad_sequences(self.tok_model.encode([x], output_type=yttm.OutputType.ID),30,padding='post').reshape(1,50)\n",
    "        encoded_y = pad_sequences(self.tok_model.encode([y], output_type=yttm.OutputType.ID),30,padding='post').reshape(1,50)\n",
    "        encoded_z = pad_sequences(self.tok_model.encode([z], output_type=yttm.OutputType.ID),30,padding='post').reshape(1,50)\n",
    "        return self.ml_model.predict([encoded_x,encoded_y,encoded_z])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_query_pairs(dframe,tokenizer,cls=0,sample_count=1000):\n",
    "    \"\"\"\n",
    "    Function for constructing the training dataset for a quadruplet loss\n",
    "    siamese metric distance learning model. Labels returned represent that\n",
    "    of the positive sample and anchor class.\n",
    "    \"\"\"\n",
    "    def numstr(suffix='www.'):\n",
    "        \"\"\"\n",
    "        Function for generating random domains for testing.\n",
    "        \"\"\"\n",
    "        nums = np.random.choice(['a','b','c','d','e','f'])\n",
    "        ns = suffix+''.join([str(i) for i in nums])\n",
    "        return ns\n",
    "    \n",
    "    sample_count = int(sample_count/2)\n",
    "    blacklist = dframe.loc[dframe.blocked==1].reset_index()\n",
    "    whitelist = dframe.loc[dframe.blocked==0].reset_index()\n",
    "    bl_len = len(blacklist)\n",
    "    wl_len = len(whitelist)\n",
    "    samples = sample_count\n",
    "    labels = np.random.choice([-1],size=samples)\n",
    "    label_out = []\n",
    "    pairs = []\n",
    "    anchors_pos = []\n",
    "    anchors_neg = []\n",
    "    \n",
    "    idx_bl_1 = np.random.choice(range(len(blacklist)),size=sample_count)\n",
    "    idx_bl_anchor_1 = np.random.choice(range(len(blacklist)),size=sample_count)\n",
    "    idx_wl_1 = np.random.choice(range(len(whitelist)),size=sample_count)\n",
    "    idx_wl_anchor_1 = np.random.choice(range(len(whitelist)),size=sample_count)\n",
    "    pos_1 = blacklist.loc[idx_bl_1].domain.values\n",
    "    anchors_pos_1 = blacklist.loc[idx_bl_anchor_1].domain.values\n",
    "    neg_1 = whitelist.loc[idx_wl_1].domain.values\n",
    "    anchors_neg_1 = whitelist.loc[idx_wl_anchor_1].domain.values\n",
    "    labels_1 = np.ones(len(pos_1))\n",
    "    \n",
    "    idx_bl_0 = np.random.choice(range(len(blacklist)),size=sample_count)\n",
    "    idx_bl_anchor_0 = np.random.choice(range(len(blacklist)),size=sample_count)\n",
    "    idx_wl_0 = np.random.choice(range(len(whitelist)),size=sample_count)\n",
    "    idx_wl_anchor_0 = np.random.choice(range(len(whitelist)),size=sample_count)\n",
    "    pos_0 = blacklist.loc[idx_bl_0].domain.values\n",
    "    anchors_pos_0 = blacklist.loc[idx_bl_anchor_0].domain.values\n",
    "    neg_0 = whitelist.loc[idx_wl_0].domain.values\n",
    "    anchors_neg_0 = whitelist.loc[idx_wl_anchor_0].domain.values\n",
    "    labels_0 = np.zeros(len(pos_0))\n",
    "    \n",
    "    pos = np.append(pos_0,neg_1)\n",
    "    neg = np.append(neg_0,pos_1)\n",
    "    anchors_pos = np.append(anchors_pos_0,anchors_neg_1)\n",
    "    anchors_neg = np.append(anchors_neg_0,anchors_pos_1)\n",
    "    labels = np.append(labels_1,labels_0)\n",
    "    \n",
    "    \"\"\"\n",
    "    for i,l in tqdm(enumerate(labels)):\n",
    "        if l == -1:\n",
    "            randval = np.random.rand()\n",
    "            if (randval > 0.5):\n",
    "                idx1 = np.random.choice(range(bl_len))\n",
    "                idx2 = np.random.choice(range(wl_len))\n",
    "                pairs.append((blacklist.iloc[idx1].domain,whitelist.iloc[idx2].domain))\n",
    "                label_out.append(1)\n",
    "                anch_idx_pos = np.random.choice(range(bl_len))\n",
    "                anchors_pos.append(blacklist.iloc[anch_idx_pos].domain)\n",
    "                anch_idx_neg = np.random.choice(range(wl_len))\n",
    "                anchors_neg.append(whitelist.iloc[anch_idx_neg].domain)\n",
    "            else:\n",
    "                idx1 = np.random.choice(range(wl_len))\n",
    "                idx2 = np.random.choice(range(bl_len))\n",
    "                pairs.append((whitelist.iloc[idx1].domain,blacklist.iloc[idx2].domain))\n",
    "                label_out.append(0)\n",
    "                anch_idx_pos = np.random.choice(range(wl_len))\n",
    "                anchors_pos.append(whitelist.iloc[anch_idx_pos].domain)\n",
    "                anch_idx_neg = np.random.choice(range(bl_len))\n",
    "                anchors_neg.append(blacklist.iloc[anch_idx_neg].domain)\n",
    "        else:\n",
    "            if np.random.randn() > 0.5:\n",
    "                idx1 = np.random.choice(range(wl_len))\n",
    "                idx2 = np.random.choice(range(wl_len))\n",
    "                pairs.append((whitelist.iloc[idx1].domain,whitelist.iloc[idx2].domain))\n",
    "                label_out.append(1.)\n",
    "            else:\n",
    "                idx1 = np.random.choice(range(bl_len))\n",
    "                idx2 = np.random.choice(range(bl_len))\n",
    "                pairs.append((blacklist.iloc[idx1].domain,blacklist.iloc[idx2].domain))\n",
    "                label_out.append(1.)\n",
    "    pos = [i[0] for i in pairs]\n",
    "    neg = [i[1] for i in pairs]\n",
    "    \"\"\"\n",
    "    return pos,neg,anchors_pos,anchors_neg,labels\n",
    "\n",
    "def clean_df(dframe,clean_list=[]):\n",
    "    dframe = dframe.loc[~dframe.domain.isin(clean_list)].reset_index(drop=True)\n",
    "    return dframe\n",
    "\n",
    "def test_queries(num=1000):\n",
    "    def numstr():\n",
    "        nums = np.random.choice(['a','b','c','d','e','f'])\n",
    "        ns = 'www.'+''.join([str(i) for i in nums])+'.com'\n",
    "        return ns\n",
    "    def not_pre(x):\n",
    "        if x == 0:\n",
    "            return np.random.choice([1,2])\n",
    "        elif x == 1:\n",
    "            return np.random.choice([0,2])\n",
    "        else:\n",
    "            return np.random.choice([0,1])\n",
    "    prefixes = np.array(['aa_','bb_','cc_'])\n",
    "    idx = np.random.choice([0,1,2],size=num)\n",
    "    pos = list(map(lambda x: prefixes[x]+numstr(),idx))\n",
    "    anchor = list(map(lambda x: prefixes[x]+numstr(),idx))\n",
    "    neg = list(map(lambda x: prefixes[not_pre(x)]+numstr(),idx))\n",
    "    return pos,neg,anchor,idx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df_cleansed = clean_df(df,clean_list=list(df.domain[df.domain.apply(lambda x: len(x.split('.')[0]))>35].values)+['mobile.pipe.aria.microsoft.com'])\n",
    "\n",
    "text_pos,text_neg,anchors_pos,anchors_neg,labels = make_query_pairs(df_cleansed,bpe,sample_count=50000)\n",
    "\n",
    "text_pos = pad_sequences(list(map(lambda x: bpe.encode(x),text_pos)),30,padding='post')\n",
    "text_neg = pad_sequences(list(map(lambda x: bpe.encode(x),text_neg)),30,padding='post')\n",
    "anchors_pos = pad_sequences(list(map(lambda x: bpe.encode(x),anchors_pos)),30,padding='post')\n",
    "anchors_neg = pad_sequences(list(map(lambda x: bpe.encode(x),anchors_neg)),30,padding='post')\n",
    "\n",
    "def get_domain(cls=0):\n",
    "    ct = 64\n",
    "    text_ads,text_no_ads,anchors_ads,anchors_no_ads,labels = make_query_pairs(df,bpe,cls=cls,sample_count=ct)\n",
    "    text_ads = pad_sequences(list(map(lambda x: bpe.encode(x),text_ads)),30,padding='post')\n",
    "    text_no_ads = pad_sequences(list(map(lambda x: bpe.encode(x),text_no_ads)),30,padding='post')\n",
    "    anchors_ads = pad_sequences(list(map(lambda x: bpe.encode(x),anchors_ads)),30,padding='post')\n",
    "    anchors_no_ads = pad_sequences(list(map(lambda x: bpe.encode(x),anchors_no_ads)),30,padding='post')\n",
    "    return text_ads.reshape(ct,-1),text_no_ads.reshape(ct,-1),anchors_ads.reshape(ct,-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train/Test/Validation Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "train,test = train_test_split(range(len(text_pos)),test_size=0.20, random_state=5)\n",
    "test_,val_ = train_test_split(range(len(test)),random_state=10)\n",
    "test = np.array(test)\n",
    "\n",
    "pos_train = text_pos[train]\n",
    "neg_train = text_neg[train]\n",
    "anchor_pos_train = anchors_pos[train]\n",
    "anchor_neg_train = anchors_neg[train]\n",
    "\n",
    "pos_test = text_pos[test[test_]]\n",
    "neg_test = text_neg[test[test_]]\n",
    "anchor_pos_test = anchors_pos[test[test_]]\n",
    "anchor_neg_test = anchors_neg[test[test_]]\n",
    "\n",
    "pos_val = text_pos[test[val_]]\n",
    "neg_val = text_neg[test[val_]]\n",
    "anchor_pos_val = anchors_pos[test[val_]]\n",
    "anchor_neg_val = anchors_neg[test[val_]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_35\"\n",
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_56 (InputLayer)           [(None, 30)]         0                                            \n",
      "__________________________________________________________________________________________________\n",
      "input_58 (InputLayer)           [(None, 30)]         0                                            \n",
      "__________________________________________________________________________________________________\n",
      "input_57 (InputLayer)           [(None, 30)]         0                                            \n",
      "__________________________________________________________________________________________________\n",
      "model_33 (Model)                (None, 32)           163552      input_56[0][0]                   \n",
      "                                                                 input_58[0][0]                   \n",
      "                                                                 input_57[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_30 (Concatenate)    (None, 64)           0           model_33[1][0]                   \n",
      "                                                                 model_33[2][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_31 (Concatenate)    (None, 64)           0           model_33[3][0]                   \n",
      "                                                                 model_33[2][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "model_34 (Model)                (None, 1)            610         concatenate_30[0][0]             \n",
      "                                                                 concatenate_31[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_32 (Concatenate)    (None, 2)            0           model_34[1][0]                   \n",
      "                                                                 model_34[2][0]                   \n",
      "==================================================================================================\n",
      "Total params: 164,162\n",
      "Trainable params: 164,162\n",
      "Non-trainable params: 0\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "dd_model = siamese(lr=1e-2).build_model() # initialize the model\n",
    "dd_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 40000 samples, validate on 7500 samples\n",
      "Epoch 1/30\n",
      "40000/40000 [==============================] - 58s 1ms/sample - loss: 2.9998 - custom_acc: 0.5034 - val_loss: 3.0001 - val_custom_acc: 0.4981\n",
      "Epoch 2/30\n",
      "40000/40000 [==============================] - 53s 1ms/sample - loss: 2.9989 - custom_acc: 0.5015 - val_loss: 2.9992 - val_custom_acc: 0.4983\n",
      "Epoch 3/30\n",
      "40000/40000 [==============================] - 50s 1ms/sample - loss: 2.9851 - custom_acc: 0.5074 - val_loss: 2.9979 - val_custom_acc: 0.5044\n",
      "Epoch 4/30\n",
      "40000/40000 [==============================] - 48s 1ms/sample - loss: 2.9121 - custom_acc: 0.5179 - val_loss: 2.6156 - val_custom_acc: 0.5085\n",
      "Epoch 5/30\n",
      "40000/40000 [==============================] - 52s 1ms/sample - loss: 2.0865 - custom_acc: 0.5057 - val_loss: 1.9788 - val_custom_acc: 0.4940\n",
      "Epoch 6/30\n",
      "40000/40000 [==============================] - 50s 1ms/sample - loss: 1.8669 - custom_acc: 0.5055 - val_loss: 1.8989 - val_custom_acc: 0.4965\n",
      "Epoch 7/30\n",
      "40000/40000 [==============================] - 48s 1ms/sample - loss: 1.7969 - custom_acc: 0.5280 - val_loss: 1.8443 - val_custom_acc: 0.5485\n",
      "Epoch 8/30\n",
      "40000/40000 [==============================] - 48s 1ms/sample - loss: 1.7490 - custom_acc: 0.5777 - val_loss: 1.7754 - val_custom_acc: 0.7169\n",
      "Epoch 9/30\n",
      "40000/40000 [==============================] - 48s 1ms/sample - loss: 1.7171 - custom_acc: 0.6469 - val_loss: 1.7384 - val_custom_acc: 0.7539\n",
      "Epoch 10/30\n",
      "40000/40000 [==============================] - 52s 1ms/sample - loss: 0.6058 - custom_acc: 0.9266 - val_loss: 0.4352 - val_custom_acc: 0.9469\n",
      "Epoch 11/30\n",
      "40000/40000 [==============================] - 54s 1ms/sample - loss: 0.3997 - custom_acc: 0.9532 - val_loss: 0.3967 - val_custom_acc: 0.9524\n",
      "Epoch 12/30\n",
      "40000/40000 [==============================] - 52s 1ms/sample - loss: 0.3564 - custom_acc: 0.9601 - val_loss: 0.3730 - val_custom_acc: 0.9548\n",
      "Epoch 13/30\n",
      "40000/40000 [==============================] - 53s 1ms/sample - loss: 0.3052 - custom_acc: 0.9660 - val_loss: 0.3775 - val_custom_acc: 0.9547\n",
      "Epoch 14/30\n",
      "40000/40000 [==============================] - 51s 1ms/sample - loss: 0.2775 - custom_acc: 0.9693 - val_loss: 0.3554 - val_custom_acc: 0.9569\n",
      "Epoch 15/30\n",
      "40000/40000 [==============================] - 50s 1ms/sample - loss: 0.2473 - custom_acc: 0.9725 - val_loss: 0.3308 - val_custom_acc: 0.9615\n",
      "Epoch 16/30\n",
      "40000/40000 [==============================] - 48s 1ms/sample - loss: 0.2261 - custom_acc: 0.9755 - val_loss: 0.3155 - val_custom_acc: 0.9620\n",
      "Epoch 17/30\n",
      "40000/40000 [==============================] - 49s 1ms/sample - loss: 0.2016 - custom_acc: 0.9785 - val_loss: 0.3008 - val_custom_acc: 0.9648\n",
      "Epoch 18/30\n",
      "40000/40000 [==============================] - 49s 1ms/sample - loss: 0.1889 - custom_acc: 0.9797 - val_loss: 0.3335 - val_custom_acc: 0.9607\n",
      "Epoch 19/30\n",
      "40000/40000 [==============================] - 50s 1ms/sample - loss: 0.1668 - custom_acc: 0.9826 - val_loss: 0.3011 - val_custom_acc: 0.9647\n",
      "Epoch 20/30\n",
      "40000/40000 [==============================] - 49s 1ms/sample - loss: 0.1522 - custom_acc: 0.9841 - val_loss: 0.3287 - val_custom_acc: 0.9608\n",
      "Epoch 21/30\n",
      "40000/40000 [==============================] - 49s 1ms/sample - loss: 0.1375 - custom_acc: 0.9860 - val_loss: 0.2820 - val_custom_acc: 0.9684\n",
      "Epoch 22/30\n",
      "40000/40000 [==============================] - 56s 1ms/sample - loss: 0.1348 - custom_acc: 0.9860 - val_loss: 0.2651 - val_custom_acc: 0.9691\n",
      "Epoch 23/30\n",
      "40000/40000 [==============================] - 52s 1ms/sample - loss: 0.1247 - custom_acc: 0.9874 - val_loss: 0.3137 - val_custom_acc: 0.9643\n",
      "Epoch 24/30\n",
      "40000/40000 [==============================] - 50s 1ms/sample - loss: 0.1172 - custom_acc: 0.9880 - val_loss: 0.2849 - val_custom_acc: 0.9653\n",
      "Epoch 25/30\n",
      "40000/40000 [==============================] - 56s 1ms/sample - loss: 0.1161 - custom_acc: 0.9884 - val_loss: 0.2752 - val_custom_acc: 0.9681\n",
      "Epoch 26/30\n",
      "40000/40000 [==============================] - 50s 1ms/sample - loss: 0.1032 - custom_acc: 0.9894 - val_loss: 0.2729 - val_custom_acc: 0.9697\n",
      "Epoch 27/30\n",
      "40000/40000 [==============================] - 48s 1ms/sample - loss: 0.0926 - custom_acc: 0.9904 - val_loss: 0.2779 - val_custom_acc: 0.9671\n",
      "Epoch 28/30\n",
      "40000/40000 [==============================] - 48s 1ms/sample - loss: 0.0977 - custom_acc: 0.9902 - val_loss: 0.2498 - val_custom_acc: 0.9712\n",
      "Epoch 29/30\n",
      "40000/40000 [==============================] - 47s 1ms/sample - loss: 0.0952 - custom_acc: 0.9901 - val_loss: 0.2550 - val_custom_acc: 0.9699\n",
      "Epoch 30/30\n",
      "40000/40000 [==============================] - 48s 1ms/sample - loss: 0.0886 - custom_acc: 0.9911 - val_loss: 0.2465 - val_custom_acc: 0.9711\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(array([6.700e+01, 3.500e+01, 1.600e+01, 1.800e+01, 1.800e+01, 1.500e+01,\n",
       "        1.000e+01, 1.900e+01, 1.600e+01, 1.900e+01, 2.400e+01, 3.600e+01,\n",
       "        2.800e+01, 4.100e+01, 6.200e+01, 6.000e+01, 8.700e+01, 9.500e+01,\n",
       "        1.270e+02, 1.800e+02, 2.560e+02, 3.120e+02, 4.180e+02, 5.270e+02,\n",
       "        6.810e+02, 1.197e+03, 1.847e+03, 3.072e+03, 6.377e+03, 2.434e+04]),\n",
       " array([6.0702903e-05, 3.3391725e-02, 6.6722751e-02, 1.0005377e-01,\n",
       "        1.3338479e-01, 1.6671582e-01, 2.0004685e-01, 2.3337787e-01,\n",
       "        2.6670888e-01, 3.0003992e-01, 3.3337095e-01, 3.6670196e-01,\n",
       "        4.0003300e-01, 4.3336400e-01, 4.6669504e-01, 5.0002605e-01,\n",
       "        5.3335708e-01, 5.6668812e-01, 6.0001916e-01, 6.3335013e-01,\n",
       "        6.6668117e-01, 7.0001221e-01, 7.3334324e-01, 7.6667422e-01,\n",
       "        8.0000526e-01, 8.3333629e-01, 8.6666733e-01, 8.9999837e-01,\n",
       "        9.3332934e-01, 9.6666038e-01, 9.9999142e-01], dtype=float32),\n",
       " <BarContainer object of 30 artists>)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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93b1v9+7dpzh1AIDt41Rj7J4k1y/3r0/y6XXj+5dXSF6StQv1v7qcynyqqq5crge77ph1jm7rbUm+sFxXBgBwztt1sgWq6uNJ3pjkgqo6nOQ9SW5JcndV3ZDkm0neniTd/UBV3Z3kwSRHktzY3U8vm3pX1l6Z+YIkn1tuSfLhJB+rqkNZOyK2f1OeGQDAWeCkMdbd7zjOQ1cdZ/mbk9y8wfjBJK/dYPwHWWIOAGCn8Q78AACDxBgAwCAxBgAwSIwBAAwSYwAAg8QYAMAgMQYAMEiMAQAMEmMAAIPEGADAIDEGADBIjAEADBJjAACDxBgAwCAxBgAwSIwBAAwSYwAAg8QYAMAgMQYAMEiMAQAMEmMAAIPEGADAIDEGADBIjAEADBJjAACDxBgAwCAxBgAwSIwBAAwSYwAAg8QYAMAgMQYAMEiMAQAMEmMAAIPEGADAIDEGADBIjAEADBJjAACDxBgAwCAxBgAwSIwBAAwSYwAAg8QYAMAgMQYAMEiMAQAMEmMAAIPEGADAIDEGADBIjAEADBJjAACDxBgAwCAxBgAwSIwBAAwSYwAAg8QYAMAgMQYAMEiMAQAMEmMAAIPEGADAIDEGADBIjAEADBJjAACDxBgAwCAxBgAwaNf0BM51e2/6zGlv49Fb3rwJMwEAtiNHxgAABokxAIBBYgwAYJAYAwAYJMYAAAaJMQCAQWIMAGCQGAMAGORNXwGAGe89f3oG24IjYwAAg8QYAMAgMQYAMEiMAQAMEmMAAIPEGADAIDEGADBIjAEADBJjAACDxBgAwCAxBgAwSIwBAAwSYwAAg8QYAMAgMQYAMEiMAQAMEmMAAIPEGADAIDEGADBIjAEADBJjAACDxBgAwCAxBgAwSIwBAAw6rRirqker6v6quq+qDi5jL6mqz1fVnyxfX7xu+XdX1aGqeriqrl43/vplO4eq6oNVVaczLwCAs8VmHBn7me6+vLv3Ld/flOTe7r40yb3L96mqy5LsT/KaJNckubWqzlvWuS3JgSSXLrdrNmFeAADb3pk4TXltkjuX+3cmecu68bu6+4fd/UiSQ0muqKoLk7you7/U3Z3ko+vWAQA4p51ujHWS/1xVX6uqA8vYy7v78SRZvr5sGd+T5Fvr1j28jO1Z7h87DgBwztt1muu/obsfq6qXJfl8Vf3PEyy70XVgfYLxZ29gLfgOJMkrXvGK5zpXAIBt57SOjHX3Y8vXJ5L8XpIrknx7OfWY5esTy+KHk1y8bvWLkjy2jF+0wfhGf97t3b2vu/ft3r37dKYOALAtnHKMVdVfr6ofP3o/yT9O8o0k9yS5flns+iSfXu7fk2R/VT2/qi7J2oX6X11OZT5VVVcur6K8bt06AADntNM5TfnyJL+3vAvFriS/092/X1V/lOTuqrohyTeTvD1JuvuBqro7yYNJjiS5sbufXrb1riR3JHlBks8tNwCAc94px1h3/2mS120w/udJrjrOOjcnuXmD8YNJXnuqcwEAOFt5B34AgEFiDABgkBgDABgkxgAABokxAIBBYgwAYJAYAwAYJMYAAAaJMQCAQWIMAGCQGAMAGCTGAAAGiTEAgEFiDABg0K7pCXBye2/6zGlv49Fb3rwJMwEANpsjYwAAg8QYAMAgMQYAMEiMAQAMEmMAAIPEGADAIDEGADBIjAEADBJjAACDxBgAwCAxBgAwSIwBAAwSYwAAg8QYAMAgMQYAMEiMAQAMEmMAAIPEGADAIDEGADBIjAEADBJjAACDdk1PAAA4C733/OkZnDMcGQMAGCTGAAAGiTEAgEFiDABgkBgDABgkxgAABokxAIBB3mdsh9h702dOexuP3vLmTZgJALCeI2MAAIPEGADAIDEGADBIjAEADBJjAACDxBgAwCAxBgAwSIwBAAwSYwAAg8QYAMAgMQYAMEiMAQAMEmMAAIPEGADAoF3TE+Dssfemz5z2Nh695c2bMBMAOHc4MgYAMEiMAQAMEmMAAINcMwYAO817z5+eAes4MgYAMEiMAQAMEmMAAIPEGADAIDEGADBIjAEADPLWFmwpH6kEAM/kyBgAwCAxBgAwSIwBAAxyzRhnHdedAXAucWQMAGCQI2MAcDbxId/nHEfGAAAGiTEAgEFOU7IjeREAANuFI2MAAIMcGYNT5OgaAJvBkTEAgEFiDABgkNOUMOh0T3U6zQlw9nNkDABgkBgDABjkNCWcxbyiE84yPsqIDTgyBgAwyJEx2OE24+jaZnCEDtipHBkDABjkyBgArML1XpwhYgzYFrwYAdipxBhwzhB0HJejWmxjYgxgHUEHbDUxBsD258gW5zAxBrDJHF07hpCCExJjANuQoIOdY9vEWFVdk+TfJjkvyYe6+5bhKQHgqBaccdsixqrqvCT/Psk/SnI4yR9V1T3d/eDszADOYkIKzgrbIsaSXJHkUHf/aZJU1V1Jrk0yGmOP/tWfO+1t7P3B72zCTIBVbJef2c2YB7BzbJcY25PkW+u+P5zkp4fmsqn8o7z5/LLkTPLfBrDVtkuM1QZj/ayFqg4kObB8+3+q6uEzOqvkgiTfOcN/Bs/ZPznt/bLRf3CcFj8r25P9sv3YJ9vRv66t2C9/43gPbJcYO5zk4nXfX5TksWMX6u7bk9y+VZOqqoPdvW+r/jxWY79sP/bJ9mS/bD/2yfY0vV9+bOoPPsYfJbm0qi6pqr+SZH+Se4bnBABwxm2LI2PdfaSqfjHJf8raW1t8pLsfGJ4WAMAZty1iLEm6+7NJPjs9j2Ns2SlRnhP7ZfuxT7Yn+2X7sU+2p9H9Ut3Puk4eAIAtsl2uGQMA2JHEWNY+iqmqHq6qQ1V10waPV1V9cHn861X1dybmudOssF/+2bI/vl5Vf1hVr5uY505ysn2ybrm/W1VPV9XbtnJ+O9Eq+6Sq3lhV91XVA1X1X7d6jjvRCv9+nV9V/7Gq/seyX35+Yp47SVV9pKqeqKpvHOfxsd/1Oz7G1n0U088muSzJO6rqsmMW+9kkly63A0lu29JJ7kAr7pdHkvyD7v7JJL8e12KcUSvuk6PLvS9rL8jhDFpln1TVTyS5Nck/7e7XJHn7Vs9zp1nxZ+XGJA929+uSvDHJ+5d3E+DMuSPJNSd4fOx3/Y6Psaz7KKbu/n9Jjn4U03rXJvlor/lykp+oqgu3eqI7zEn3S3f/YXd/b/n2y1l7fzrOnFV+VpLkXyb53SRPbOXkdqhV9snPJflUd38zSbrbfjnzVtkvneTHq6qSvDDJd5Mc2dpp7izd/cWs/T0fz9jvejG28Ucx7TmFZdhcz/Xv/IYknzujM+Kk+6Sq9iR5a5Lf3MJ57WSr/Jz8zSQvrqr/UlVfq6rrtmx2O9cq++XfJXl11t7g/P4kv9TdP9qa6XEcY7/rt81bWwxa5aOYVvq4JjbVyn/nVfUzWYuxv3dGZ8Qq++TfJPnV7n567X/4OcNW2Se7krw+yVVJXpDkS1X15e7+X2d6cjvYKvvl6iT3JfmHSV6Z5PNV9d+6+y/O8Nw4vrHf9WJstY9iWunjmthUK/2dV9VPJvlQkp/t7j/forntVKvsk31J7lpC7IIkb6qqI939H7ZkhjvPqv9+fae7/zLJX1bVF5O8LokYO3NW2S8/n+SWXnt/qUNV9UiSv53kq1szRTYw9rveacrVPorpniTXLa+0uDLJ97v78a2e6A5z0v1SVa9I8qkk7/R/+VvipPukuy/p7r3dvTfJJ5P8CyF2Rq3y79enk/z9qtpVVX8tyU8neWiL57nTrLJfvpm1o5Wpqpcn+VtJ/nRLZ8mxxn7X7/gjY8f7KKaq+ufL47+ZtU8GeFOSQ0n+b9b+j4YzaMX98q+SvDTJrcuRmCM+gPfMWXGfsIVW2Sfd/VBV/X6Sryf5UZIPdfeGL+1nc6z4s/LrSe6oqvuzdnrsV7v7O2OT3gGq6uNZe+XqBVV1OMl7kjwvmf9d7x34AQAGOU0JADBIjAEADBJjAACDxBgAwCAxBgAwSIwBAAwSYwAAg8QYAMCg/w/qMnzULJauAgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "loss = []\n",
    "val_loss = []\n",
    "\n",
    "hist = dd_model.fit([pos_train,neg_train,anchor_pos_train,anchor_neg_train],np.zeros((len(pos_train),1)),epochs=30,batch_size=6,\n",
    "                    validation_data=([pos_test,neg_test,anchor_pos_test,anchor_neg_test],np.zeros((len(pos_test),1))))\n",
    "loss = hist.history['loss']\n",
    "val_loss = hist.history['val_loss']\n",
    "\n",
    "    \n",
    "distances = dd_model.predict([pos_train,neg_train,anchor_pos_train,anchor_neg_train])\n",
    "pl.figure(figsize=(10,10))\n",
    "pl.hist(distances[:,0],bins=30)\n",
    "pl.hist(distances[:,1],bins=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 30.0)"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#distances = dd_model.predict([pos_test,neg_test,anchor_pos_test,anchor_neg_test])\n",
    "#pl.figure(figsize=(10,10))\n",
    "#pl.hist(distances[:,0],bins=30)\n",
    "#pl.hist(distances[:,1],bins=30)\n",
    "\n",
    "pl.figure(figsize=(10,10))\n",
    "pl.plot((loss),lw=2.5)\n",
    "pl.plot((val_loss),lw=2.5)\n",
    "pl.ylabel('Triplet Loss',size=20)\n",
    "#pl.ylabel(r'$log_{10}$Triplet Loss',size=20)\n",
    "pl.xlabel('Epochs',size=20)\n",
    "pl.yscale('log')\n",
    "pl.yticks(size=15)\n",
    "pl.xticks(size=15)\n",
    "pl.xlim(0,30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'loss': [0.4719631486468845],\n",
       " 'custom_acc': [0.8915929],\n",
       " 'val_loss': [2.8840259464581806],\n",
       " 'val_custom_acc': [0.8041667]}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist.history"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.keras.models.save_model(dd_model,'./models/siamese_metric_quadruplet_loss_v1.h5')\n",
    "# Example loading model back up with custom loss and accuracy\n",
    "# model = tf.keras.models.load_model('./models/siamese_metric_triplet_loss.h5',custom_objects={'triplet_loss':triplet_loss,'custom_acc':custom_acc})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Further Model Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load new test dataset\n",
    "test_pos,test_neg,test_anchors_pos,test_anchors_neg,labels2 = make_query_pairs(df,bpe,sample_count=5000)\n",
    "\n",
    "test_pos_enc = pad_sequences(list(map(lambda x: bpe.encode(x),test_pos)),30,padding='post')\n",
    "test_neg_enc = pad_sequences(list(map(lambda x: bpe.encode(x),test_neg)),30,padding='post')\n",
    "test_anchors_pos_enc = pad_sequences(list(map(lambda x: bpe.encode(x),test_anchors_pos)),30,padding='post')\n",
    "test_anchors_neg_enc = pad_sequences(list(map(lambda x: bpe.encode(x),test_anchors_neg)),30,padding='post')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "domain_stat_test = pad_sequences(np.sum(labels2==0)*[bpe.encode('wd5.myworkday.com')],30,padding='post')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.6348163  0.67800117 0.00986392 ... 0.02055496 0.00543522 0.0098192 ]\n",
      "Prob. domain is ad server: 21.583168029785156%\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "domain_test_distances = dd_model.predict([test_pos_enc,test_neg_enc,test_anchors_pos_enc])\n",
    "print(domain_test_distances[:,0])\n",
    "print('Prob. domain is ad server: {0}%'.format((100.*domain_test_distances[:,0]).mean()))\n",
    "#test_anchors_2\n",
    "print(labels2[2])\n",
    "#domain_test_distances[:,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'test_ref_enc' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-199-1326ca713a16>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mpredictions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m>=\u001b[0m\u001b[0mpredictions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mmulti_pred\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdd_model\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdomain_stat_test\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtest_ref_enc\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtest_anchors_2_enc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;31m#domain_test_distances[:,0]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'test_ref_enc' is not defined"
     ]
    }
   ],
   "source": [
    "def multi_pred(model,query,neg_example,neg_list,anchor_list):\n",
    "    print(np.shape(anchor_list))\n",
    "    predictions = model.predict([query,neg_example,neg_list,anchor_list])\n",
    "    return (predictions[:,0]>=predictions[:,1]).mean()\n",
    "\n",
    "multi_pred(dd_model,domain_stat_test,test_ref_enc,test_anchors_2_enc)\n",
    "\n",
    "#domain_test_distances[:,0]\n",
    "#(domain_test_distances[:,0]>=domain_test_distances[:,1]).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., ..., 1., 1., 1.])"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Look at Ad/No Ad Domains in Embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "embed_model = Model(dd_model.layers[3].layers[1].input,dd_model.layers[3].layers[5].output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "pos = embed_model.predict(test_pos_enc)\n",
    "neg = embed_model.predict(test_neg_enc)\n",
    "pos_anchor = embed_model.predict(test_anchors_pos_enc)\n",
    "neg_anchor = embed_model.predict(test_anchors_neg_enc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 components explains 80.0 % of the variance.\n"
     ]
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "pca_model = PCA(n_components=3).fit(pos_anchor)\n",
    "evr = np.round(100.*np.sum(pca_model.explained_variance_ratio_),0)\n",
    "print('3 components explains {0} % of the variance.'.format(evr))\n",
    "pca_neg = pca_model.transform(neg)\n",
    "pca_pos = pca_model.transform(pos)\n",
    "pca_anchor_pos = pca_model.transform(pos_anchor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.936359"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(pca_model.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/josh/anaconda3/envs/py37/lib/python3.7/site-packages/ipykernel_launcher.py:14: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from scipy.stats import kde\n",
    "def kde_plot(x,y,colors=None):\n",
    "    nbins=30\n",
    "    k = kde.gaussian_kde([x,y])\n",
    "    xi, yi = np.mgrid[min(x):max(x):nbins*1j, min(y):max(y):nbins*1j]\n",
    "    zi = k(np.vstack([xi.flatten(), yi.flatten()]))\n",
    "    pl.pcolormesh(xi, yi, zi.reshape(xi.shape), cmap=colors, alpha=0.5)\n",
    "\n",
    "from mpl_toolkits import mplot3d\n",
    "pl.ion()\n",
    "pl.figure(figsize=(10,10))\n",
    "fig = pl.figure(figsize=(10,10))\n",
    "fig.show()\n",
    "fig.canvas.draw()\n",
    "\n",
    "ax = pl.axes(projection='3d')\n",
    "ax.plot3D(pca_anchor_pos[:,0][labels2==0],pca_anchor_pos[:,1][labels2==0],pca_anchor_pos[:,2][labels2==0],\n",
    "          '.',color='tab:orange',alpha=0.5)\n",
    "ax.plot3D(pca_anchor_pos[:,0][labels2==1],pca_anchor_pos[:,1][labels2==1],pca_anchor_pos[:,2][labels2==1],\n",
    "          '.',color='tab:blue',alpha=0.5)\n",
    "#ax.plot3D(pca_anchor_pos[:,0][labels2==2],pca_anchor_pos[:,1][labels2==2],pca_anchor_pos[:,2][labels2==2],'.',color='red')\n",
    "ax.set_xlim(-5,11)\n",
    "ax.set_ylim(-8,8)\n",
    "ax.set_zlim(-3,6)\n",
    "\n",
    "ax.view_init(20,110)\n",
    "ax.set_ylabel('PCA y',size=15)\n",
    "ax.set_xlabel('PCA x',size=15)\n",
    "ax.set_zlabel('PCA z',size=15)\n",
    "pl.savefig('Embedding3DPlot.png')\n",
    "#ax.plot(pca_anchor_pos[:,0][labels2==0],pca_anchor_pos[:,1][labels2==0], 'r+', zdir='y', zs=1.5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [0.6348163  0.67800117 0.00986392 0.02947959 0.7386748  0.8816067\n",
      " 0.02666402 0.02274097 0.01179327 0.39074972] [0.6348163  0.67800117 0.00986392 0.02947959 0.7386748  0.8816067\n",
      " 0.02666402 0.02274097 0.01179327 0.39074972]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import roc_curve,roc_auc_score\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "RF = RandomForestClassifier(n_estimators=50,max_depth=4).fit(pos_anchor,labels2)\n",
    "print(labels2[:10],domain_test_distances[:,0][:10],domain_test_distances[:,0][:10])\n",
    "\n",
    "pl.figure(figsize=(10,10))\n",
    "fpr,tpr,_ = roc_curve(labels2,np.abs(labels2 - domain_test_distances[:,0]))\n",
    "fpr_RF,tpr_RF,_ = roc_curve(labels2,RF.predict_proba(pos)[:,1])\n",
    "\n",
    "dist_auc = round(roc_auc_score(labels2,np.abs(labels2 - domain_test_distances[:,0])),2)\n",
    "rf_auc = round(roc_auc_score(labels2,RF.predict_proba(pos)[:,1]),2)\n",
    "\n",
    "pl.plot(fpr,tpr,color='tab:blue',lw=3,label=' Anchor Distancing \\n AUC {0}'.format(dist_auc))\n",
    "pl.plot(fpr_RF,tpr_RF,color='tab:orange',lw=3,label=' Random Forest \\n AUC {0}'.format(rf_auc))\n",
    "pl.plot(np.linspace(0,1,10),np.linspace(0,1,10),'k--',lw=3,label=' Random')\n",
    "pl.xlabel('False Positive Rate',size=18)\n",
    "pl.ylabel('True Positive Rate',size=18)\n",
    "pl.xlim(-0.05,1.)\n",
    "pl.ylim(0,1.05)\n",
    "pl.xticks(size=18)\n",
    "pl.yticks(size=18)\n",
    "pl.legend(loc=0, prop={'size': 14})\n",
    "pl.title('Receiver Operating Characteristic Curve',size=18)\n",
    "pl.savefig('ROC_plot.png')\n",
    "#pl.hist(domain_test_distances[:,0],bins=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import cross_val_score,train_test_split\n",
    "from sklearn.metrics import f1_score\n",
    "from copy import copy\n",
    "class siamese_cv():\n",
    "    def __init__(self,X,y):\n",
    "        self.X = X\n",
    "        self.y = y\n",
    "        #self.model = model\n",
    "        #self.model_ = copy(model)\n",
    "        self.scores = []\n",
    "        \n",
    "    def cross_val(self):\n",
    "        train,test = train_test_split(range(len(self.y)))\n",
    "        predicts = np.ceil(np.floor(np.abs(self.X[test])-self.y[test]))\n",
    "        self.scores.append(f1_score(self.y[test],predicts))\n",
    "        \n",
    "    def run_cross_val(self,n):\n",
    "        [self.cross_val() for i in range(n)]\n",
    "        return self.scores\n",
    "        \n",
    "#scorer = siamese_cv(pos_anchor,labels2)\n",
    "#scorer.run_cross_val(5)\n",
    "F = RandomForestClassifier(n_estimators=1,max_depth=6)\n",
    "scores = cross_val_score(RF, pos,labels2, cv=5, scoring='f1_macro')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Online Training Tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reload model\n",
    "def triplet_loss(true,pred):\n",
    "    M = 1.\n",
    "    loss = tf.reduce_mean(tf.maximum(pred[:,0]**2 - pred[:,1]**2 + M,0))\n",
    "    return loss\n",
    "\n",
    "def quadruplet_loss(true,pred):\n",
    "    m1 = 1.\n",
    "    m2 = .5\n",
    "        #mask1 = tf.cast((pred[:,1] > pred[:,0]) & (pred[:,1] < pred[:,0] + m1),tf.float32)\n",
    "        #mask2 = tf.cast((pred[:,3] > pred[:,2]) & (pred[:,3] < pred[:,2] + m2),tf.float32)\n",
    "        \n",
    "    mask1 = tf.ones_like(pred[:,1])#tf.cast((pred[:,1] > pred[:,0]) & (pred[:,1] < pred[:,0] + m1),tf.float32)\n",
    "    mask2 = tf.ones_like(pred[:,1])#tf.cast((pred[:,2] > pred[:,1]) & (pred[:,2] < pred[:,1] + m2),tf.float32)\n",
    "    loss = tf.reduce_sum(tf.maximum(tf.multiply(pred[:,0]**2 - pred[:,1]**2 + m1,mask1),0)) +\\\n",
    "               tf.reduce_sum(tf.maximum(tf.multiply(pred[:,2]**2 - pred[:,3]**2 + m2,mask2),0))\n",
    "        #loss = tf.reduce_mean(pred[:,0]**2 + (pred[:,1]-m1)**2 + (pred[:,3]-m2)**2 + pred[:,2]**2)\n",
    "    return loss\n",
    "    \n",
    "def custom_acc(true,pred):\n",
    "    pred_ad = tf.cast(tf.where(pred[:,0] < pred[:,1] ,1,0),tf.int16)\n",
    "    total = tf.keras.backend.sum(tf.cast(pred_ad,tf.float32))\n",
    "    return total/tf.cast(tf.size(pred_ad),tf.float32)\n",
    "\n",
    "#online_model = tf.keras.models.load_model('./models/siamese_metric_triplet_loss.h5',custom_objects={'triplet_loss':triplet_loss,'custom_acc':custom_acc})\n",
    "online_model = tf.keras.models.clone_model(dd_model)#build_siamese() \n",
    "online_model.compile(optimizer=tf.keras.optimizers.SGD(lr=1e-3),loss=quadruplet_loss)\n",
    "online_model.set_weights(dd_model.get_weights())\n",
    "#online_model.optimizer.lr = 1e-3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "1000it [00:44, 22.35it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zdjecie-ukradzione.eu weather-data.apple.com api.adcalls.nl\n",
      "[5.303842e-06] [8.5788175e-05]\n",
      "Domain is ad server(pre):  [5.303842e-06]\n",
      "Domain is ad server(post):  [5.303842e-06]\n",
      "googleadserver.com device-metrics-us.amazon.com 155.0.168.192.in-addr.arpa\n",
      "[0.99999] [7.339782e-05]\n",
      "Domain is ad server(pre):  [0.99999]\n",
      "Domain is ad server(post):  [0.99999]\n",
      "static-exp1.licdn.com www.linkedin.com pixel.adsniper.ru\n",
      "[0.9999989] [1.8351659e-05]\n",
      "Domain is ad server(pre):  [0.9999989]\n",
      "Domain is ad server(post):  [0.9999989]\n",
      "www.homedepot.com thestar.serveblog.net e673.dsce9.akamaiedge.net\n",
      "[0.99996305] [0.00022623]\n",
      "Domain is ad server(pre):  [0.99996305]\n",
      "Domain is ad server(post):  [0.99996305]\n",
      "ocsp.g.aaplimg.com a-0001.a-afdentry.net.trafficmanager.net watch-this.live\n",
      "[0.9999999] [8.250875e-11]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "googleadserver.com play.google.com ph-ad21.focalink.com\n",
      "[0.00016932] [0.99997914]\n",
      "Domain is ad server(pre):  [0.00016932]\n",
      "Domain is ad server(post):  [0.00016932]\n",
      "swcdn.g.aaplimg.com ccpa.sp-prod.net browser.pipe.aria.microsoft.com\n",
      "[1.] [6.670172e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com omgtech.tk activity.api.np.km.playstation.net\n",
      "[0.99998105] [2.5510348e-05]\n",
      "Domain is ad server(pre):  [0.99998105]\n",
      "Domain is ad server(post):  [0.99998105]\n",
      "www.privdog.com cyberscat.com www.redditmedia.com\n",
      "[0.9999387] [0.00111043]\n",
      "Domain is ad server(pre):  [0.9999387]\n",
      "Domain is ad server(post):  [0.9999387]\n",
      "www.homedepot.com iphonesubmissions.apple.com 100.1qingdao.com\n",
      "[0.00440378] [0.37228522]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 2s 2s/sample - loss: 2.3593\n",
      "Domain is ad server(pre):  [0.00440378]\n",
      "Domain is ad server(post):  [0.00431233]\n",
      "jehansen.dk gateway.icloud.com help-etyfdsg.tk\n",
      "[7.312913e-05] [0.99999857]\n",
      "Domain is ad server(pre):  [7.312913e-05]\n",
      "Domain is ad server(post):  [7.312913e-05]\n",
      "www.homedepot.com mobile.pipe.aria.microsoft.com e673.dsce9.akamaiedge.net\n",
      "[0.9999707] [0.99964404]\n",
      "Domain is ad server(pre):  [0.9999707]\n",
      "Domain is ad server(post):  [0.9999707]\n",
      "www.c2.thecounter.de rtbdemand-d.openx.net api.us-east-1.aiv-delivery.net\n",
      "[0.9999496] [0.00013934]\n",
      "Domain is ad server(pre):  [0.9999496]\n",
      "Domain is ad server(post):  [0.9999496]\n",
      "googleadserver.com ovp.peacocktv.com te.businessweek.com\n",
      "[4.1700598e-05] [0.00029455]\n",
      "Domain is ad server(pre):  [4.1700598e-05]\n",
      "Domain is ad server(post):  [4.1700598e-05]\n",
      "d1z2jf7jlzjs58.cloudfront.net get-bx.g.aaplimg.com phpads.astalavista.us\n",
      "[0.00016008] [1.]\n",
      "Domain is ad server(pre):  [0.00016008]\n",
      "Domain is ad server(post):  [0.00016008]\n",
      "www.homedepot.com www.dropbox.com shoppfordeals.com\n",
      "[0.00010517] [0.99974364]\n",
      "Domain is ad server(pre):  [0.00010517]\n",
      "Domain is ad server(post):  [0.00010517]\n",
      "www-linkedin-com.l-0005.l-msedge.net adwhirl.com lb.apr-1180c.edgecastdns.net\n",
      "[1.] [1.4065612e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com ocsp.digicert.com localhost.localdomain\n",
      "[0.00012879] [0.9999908]\n",
      "Domain is ad server(pre):  [0.00012879]\n",
      "Domain is ad server(post):  [0.00012879]\n",
      "www.oralse.ca simplisafe.com track.clearsender.com\n",
      "[0.00031562] [0.9999993]\n",
      "Domain is ad server(pre):  [0.00031562]\n",
      "Domain is ad server(post):  [0.00031562]\n",
      "www.homedepot.com apple.com-notice.info mesu.apple.com\n",
      "[0.99994373] [0.0025686]\n",
      "Domain is ad server(pre):  [0.99994373]\n",
      "Domain is ad server(post):  [0.99994373]\n",
      "device-metrics-us.amazon.com gcp.api.snapchat.com stats2.details.com\n",
      "[0.9816504] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 91ms/sample - loss: 1.8370\n",
      "Domain is ad server(pre):  [0.9816504]\n",
      "Domain is ad server(post):  [0.01220299]\n",
      "googleadserver.com static.asm.skype.com xbmwabq.cn\n",
      "[4.7249556e-05] [0.9999336]\n",
      "Domain is ad server(pre):  [4.7249556e-05]\n",
      "Domain is ad server(post):  [4.7249556e-05]\n",
      "www.google.com promisingnews24.com gsp64-ssl.ls.apple.com\n",
      "[5.232454e-07] [0.9999777]\n",
      "Domain is ad server(pre):  [5.232454e-07]\n",
      "Domain is ad server(post):  [5.232454e-07]\n",
      "googleadserver.com e8304.dsca.akamaiedge.net www.solectwoniestachow.pl\n",
      "[9.5825504e-05] [0.99990666]\n",
      "Domain is ad server(pre):  [9.5825504e-05]\n",
      "Domain is ad server(post):  [9.5825504e-05]\n",
      "freegeoip.net 1.courier-push-apple.com.akadns.net sayhello.popunder.ru\n",
      "[0.9972566] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 87ms/sample - loss: 2.4763\n",
      "Domain is ad server(pre):  [0.9972566]\n",
      "Domain is ad server(post):  [0.9966799]\n",
      "www.homedepot.com static.hotjar.com ecs.wup.shop.nintendo.net\n",
      "[0.9998486] [0.0014135]\n",
      "Domain is ad server(pre):  [0.9998486]\n",
      "Domain is ad server(post):  [0.9998486]\n",
      "nickholmer.com ecs.wup.shop.nintendo.net adv.publy.net\n",
      "[1.5367952e-05] [1.]\n",
      "Domain is ad server(pre):  [1.5367952e-05]\n",
      "Domain is ad server(post):  [1.5367952e-05]\n",
      "googleadserver.com static-exp1.licdn.com mobile.pipe.aria.microsoft.com\n",
      "[0.0004705] [0.9999975]\n",
      "Domain is ad server(pre):  [0.0004705]\n",
      "Domain is ad server(post):  [0.0004705]\n",
      "gateway.fe.apple-dns.net sync.adkernel.com gspe35-ssl.ls.apple.com\n",
      "[2.447468e-07] [1.]\n",
      "Domain is ad server(pre):  [2.447468e-07]\n",
      "Domain is ad server(post):  [2.447468e-07]\n",
      "googleadserver.com raw.githubusercontent.com stats.coronalabs.com\n",
      "[2.4920035e-05] [0.9999858]\n",
      "Domain is ad server(pre):  [2.4920035e-05]\n",
      "Domain is ad server(post):  [2.4920035e-05]\n",
      "www.redditmedia.com dichvuvesinhhanoi.com ocsp.entrust.net\n",
      "[5.432478e-05] [1.]\n",
      "Domain is ad server(pre):  [5.432478e-05]\n",
      "Domain is ad server(post):  [5.432478e-05]\n",
      "googleadserver.com googleads.g.doubleclick.net spocs.getpocket.com\n",
      "[0.99999535] [4.240782e-05]\n",
      "Domain is ad server(pre):  [0.99999535]\n",
      "Domain is ad server(post):  [0.99999535]\n",
      "images.squarespace-cdn.com cont-3.p-cdn.us tui.taobao.com\n",
      "[0.9999826] [0.00032957]\n",
      "Domain is ad server(pre):  [0.9999826]\n",
      "Domain is ad server(post):  [0.9999826]\n",
      "googleadserver.com w14.am15.net www.google.com\n",
      "[0.99999523] [2.2941113e-05]\n",
      "Domain is ad server(pre):  [0.99999523]\n",
      "Domain is ad server(post):  [0.99999523]\n",
      "e17437.dscb.akamaiedge.net cadevafrique.org edge-skype-com.s-0001.s-msedge.net\n",
      "[0.00020989] [0.99999714]\n",
      "Domain is ad server(pre):  [0.00020989]\n",
      "Domain is ad server(post):  [0.00020989]\n",
      "googleadserver.com ads09.focalink.com spocs.getpocket.com\n",
      "[0.99999535] [0.00014348]\n",
      "Domain is ad server(pre):  [0.99999535]\n",
      "Domain is ad server(post):  [0.99999535]\n",
      "interaction.apester.com cheapticketsinc.com imap.gmail.com\n",
      "[0.9999987] [3.1510775e-05]\n",
      "Domain is ad server(pre):  [0.9999987]\n",
      "Domain is ad server(post):  [0.9999987]\n",
      "www.homedepot.com stardoll-konta.blogspot.com reddit-image.s3.amazonaws.com\n",
      "[0.999944] [0.99972135]\n",
      "Domain is ad server(pre):  [0.999944]\n",
      "Domain is ad server(post):  [0.999944]\n",
      "lh3.googleusercontent.com cdn.jwplayer.com api.survicate.com\n",
      "[1.2701604e-05] [0.9980666]\n",
      "Domain is ad server(pre):  [1.2701604e-05]\n",
      "Domain is ad server(post):  [1.2701604e-05]\n",
      "googleadserver.com emoji.redditmedia.com telemetry.malwarebytes.com\n",
      "[2.998322e-05] [4.0424522e-05]\n",
      "Domain is ad server(pre):  [2.998322e-05]\n",
      "Domain is ad server(post):  [2.998322e-05]\n",
      "sg-ad.sam4m.com www-linkedin-com.l-0005.l-msedge.net harrenmedia.com\n",
      "[0.99993694] [0.00010736]\n",
      "Domain is ad server(pre):  [0.99993694]\n",
      "Domain is ad server(post):  [0.99993694]\n",
      "googleadserver.com neron19aaa.000webhostapp.com eventing.coursera.org\n",
      "[0.00020197] [0.00019089]\n",
      "Domain is ad server(pre):  [0.00020197]\n",
      "Domain is ad server(post):  [0.00020197]\n",
      "cinedaily.com www.freecamdollars.com na.api.amazonvideo.com\n",
      "[0.00053521] [0.99997604]\n",
      "Domain is ad server(pre):  [0.00053521]\n",
      "Domain is ad server(post):  [0.00053521]\n",
      "www.homedepot.com cdn.districtm.ca iphonesubmissions.apple.com\n",
      "[0.00013113] [0.00014754]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 91ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00013113]\n",
      "Domain is ad server(post):  [0.00013114]\n",
      "www.datadoghq.com p55-calendars.icloud.com cm.lentainform.com\n",
      "[1.9990977e-05] [1.]\n",
      "Domain is ad server(pre):  [1.9990977e-05]\n",
      "Domain is ad server(post):  [1.9990977e-05]\n",
      "www.homedepot.com eus1-authgw.cloudapp.net tokogrosirindonesia.com\n",
      "[0.00012417] [0.00015108]\n",
      "Domain is ad server(pre):  [0.00012417]\n",
      "Domain is ad server(post):  [0.00012417]\n",
      "eus1-authgw.cloudapp.net ct2.harisen.jp jamesmccaffrey.wordpress.com\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1.] [0.9997038]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com gtq.sct.sc-prod.net dotster.112.2o7.net\n",
      "[0.00075284] [0.99999356]\n",
      "Domain is ad server(pre):  [0.00075284]\n",
      "Domain is ad server(post):  [0.00075284]\n",
      "ssl.google-analytics.com apidata.googleusercontent.com onlineprzelew.tech\n",
      "[1.3535304e-05] [0.00082689]\n",
      "Domain is ad server(pre):  [1.3535304e-05]\n",
      "Domain is ad server(post):  [1.3535304e-05]\n",
      "www.homedepot.com detectportal.firefox.com imt-aq.com\n",
      "[0.99994886] [0.99996483]\n",
      "Domain is ad server(pre):  [0.99994886]\n",
      "Domain is ad server(post):  [0.99994886]\n",
      "ss-prod-ue1-notif-59.aws.adobess.com rs1.qq.com k-ring.msedge.net\n",
      "[0.00029192] [0.99705184]\n",
      "Domain is ad server(pre):  [0.00029192]\n",
      "Domain is ad server(post):  [0.00029192]\n",
      "googleadserver.com cont.p-cdn.us bucephalus.in\n",
      "[2.2274844e-05] [0.9999913]\n",
      "Domain is ad server(pre):  [2.2274844e-05]\n",
      "Domain is ad server(post):  [2.2274844e-05]\n",
      "www-nytimes-com.cdn.ampproject.org ocsp.apple.com sbkozmohwzerlldb.capture.umbel.com\n",
      "[0.42223936] [0.9997285]\n",
      "Domain is ad server(pre):  [0.42223936]\n",
      "Domain is ad server(post):  [0.42223936]\n",
      "googleadserver.com configuration.apple.com registry-fix-softwares.com\n",
      "[0.00232202] [0.99999213]\n",
      "Domain is ad server(pre):  [0.00232202]\n",
      "Domain is ad server(post):  [0.00232202]\n",
      "spocs.getpocket.com hir44.blogspot.com config.edge.skype.com\n",
      "[0.00016138] [1.]\n",
      "Domain is ad server(pre):  [0.00016138]\n",
      "Domain is ad server(post):  [0.00016138]\n",
      "www.homedepot.com ads.gateway.com play.google.com\n",
      "[0.99998164] [0.00100832]\n",
      "Domain is ad server(pre):  [0.99998164]\n",
      "Domain is ad server(post):  [0.99998164]\n",
      "www.googletagservices.com 47e224be59415ec068b94bca857581bd7dde7fb6.cws.conviva.com 112.0.168.192.in-addr.arpa\n",
      "[1.] [8.656268e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com wydawnictwo-systherm.pl mesu.apple.com\n",
      "[0.9999541] [0.00071458]\n",
      "Domain is ad server(pre):  [0.9999541]\n",
      "Domain is ad server(post):  [0.9999541]\n",
      "dzitech.net mesu.apple.com larkchainz.ga\n",
      "[4.2163374e-05] [0.99996734]\n",
      "Domain is ad server(pre):  [4.2163374e-05]\n",
      "Domain is ad server(post):  [4.2163374e-05]\n",
      "googleadserver.com e16126.dscg.akamaiedge.net myetherewa11et.com\n",
      "[0.00240034] [0.99999774]\n",
      "Domain is ad server(pre):  [0.00240034]\n",
      "Domain is ad server(post):  [0.00240034]\n",
      "polka.typekit.com p31-contacts.icloud.com adsrvr.com\n",
      "[0.99996877] [0.00052632]\n",
      "Domain is ad server(pre):  [0.99996877]\n",
      "Domain is ad server(post):  [0.99996877]\n",
      "www.homedepot.com waps.cn p43-buy.itunes.apple.com\n",
      "[0.99986506] [0.00025196]\n",
      "Domain is ad server(pre):  [0.99986506]\n",
      "Domain is ad server(post):  [0.99986506]\n",
      "euromedia.store www.overleaf.com 1worlditsolutions.com\n",
      "[2.5295385e-06] [0.9999999]\n",
      "Domain is ad server(pre):  [2.5295385e-06]\n",
      "Domain is ad server(post):  [2.5295385e-06]\n",
      "www.homedepot.com flamefolder.com t1-5.p-cdn.us\n",
      "[0.9999435] [0.00023154]\n",
      "Domain is ad server(pre):  [0.9999435]\n",
      "Domain is ad server(post):  [0.9999435]\n",
      "j784108.myjino.ru nytrocala.112.2o7.net outlook.office365.com\n",
      "[0.00449499] [0.9999999]\n",
      "Domain is ad server(pre):  [0.00449499]\n",
      "Domain is ad server(post):  [0.00449499]\n",
      "googleadserver.com qualityporn.biz app.snapchat.com\n",
      "[0.9999865] [8.252108e-05]\n",
      "Domain is ad server(pre):  [0.9999865]\n",
      "Domain is ad server(post):  [0.9999865]\n",
      "browser.pipe.aria.microsoft.com js.speead.jp condenast.map.fastly.net\n",
      "[1.] [5.8855243e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com cognac-prod.appspot.com regulamin-interia.com\n",
      "[0.410336] [0.9994186]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 78ms/sample - loss: 1.6708\n",
      "Domain is ad server(pre):  [0.410336]\n",
      "Domain is ad server(post):  [0.0230299]\n",
      "vkblack.esy.es digitalorbitgroup.com asm.np.community.playstation.net\n",
      "[1.] [1.1199732e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com helper-stats.wondershare.com outlook.ms-acdc.office.com\n",
      "[0.9999956] [0.00043279]\n",
      "Domain is ad server(pre):  [0.9999956]\n",
      "Domain is ad server(post):  [0.9999956]\n",
      "gohan.robinhood.com px-conf.perimeterx.net machinelearningmastery.lpages.co\n",
      "[7.5724085e-05] [2.3839471e-05]\n",
      "Domain is ad server(pre):  [7.5724085e-05]\n",
      "Domain is ad server(post):  [7.5724085e-05]\n",
      "googleadserver.com ayambakartuak.id us-east4-gcp.api.snapchat.com\n",
      "[0.99999607] [1.4632905e-05]\n",
      "Domain is ad server(pre):  [0.99999607]\n",
      "Domain is ad server(post):  [0.99999607]\n",
      "adv.ad-splash.jp liveheroes.com us-auth2.samsungosp.com\n",
      "[1.] [5.5500866e-08]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com play.google.com www.googletagmanager.com\n",
      "[0.00038488] [0.9999527]\n",
      "Domain is ad server(pre):  [0.00038488]\n",
      "Domain is ad server(post):  [0.00038488]\n",
      "imap.gmail.com outlook.office365.com cosmos.furnipict.com\n",
      "[1.] [5.2678533e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com www.icloud.com fromgoddesstogod.com\n",
      "[5.943624e-05] [0.00024501]\n",
      "Domain is ad server(pre):  [5.943624e-05]\n",
      "Domain is ad server(post):  [5.943624e-05]\n",
      "www.reddit.com cus1-authgw-azsc.cloudapp.net ads.cardea.se\n",
      "[1.] [1.2596104e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com smooth.pro17.akm.cdn.hbomax.com cloudtracked.com\n",
      "[0.00052891] [0.9999777]\n",
      "Domain is ad server(pre):  [0.00052891]\n",
      "Domain is ad server(post):  [0.00052891]\n",
      "sdk-config.fyber.com banne3s.ero-advertising.com www.google.com\n",
      "[1.] [3.3610288e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com adc-ad-assets.adtilt.com www.imyfone.com\n",
      "[0.00238716] [0.00116196]\n",
      "Domain is ad server(pre):  [0.00238716]\n",
      "Domain is ad server(post):  [0.00238716]\n",
      "push.prod.netflix.com youtube-ui.l.google.com te.sunspot.net\n",
      "[0.00012386] [1.2317588e-05]\n",
      "Domain is ad server(pre):  [0.00012386]\n",
      "Domain is ad server(post):  [0.00012386]\n",
      "googleadserver.com x.cb.kount.com ssl.gstatic.com\n",
      "[0.99999714] [0.00043022]\n",
      "Domain is ad server(pre):  [0.99999714]\n",
      "Domain is ad server(post):  [0.99999714]\n",
      "terserahmu.000webhostapp.com e673.dsce9.akamaiedge.net www.dupmaster.net\n",
      "[0.00051118] [1.]\n",
      "Domain is ad server(pre):  [0.00051118]\n",
      "Domain is ad server(post):  [0.00051118]\n",
      "www.homedepot.com tr.hit.gemius.pl youtube-ui.l.google.com\n",
      "[0.9999467] [4.5831388e-05]\n",
      "Domain is ad server(pre):  [0.9999467]\n",
      "Domain is ad server(post):  [0.9999467]\n",
      "oascentral.thehockeynews.com secure.insightexpressai.com v.redd.it\n",
      "[1.] [0.00017455]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com matthi5w.beget.tech www.google.com\n",
      "[0.99999595] [4.5377223e-05]\n",
      "Domain is ad server(pre):  [0.99999595]\n",
      "Domain is ad server(post):  [0.99999595]\n",
      "smooth.pro17.lln.cdn.hbomax.com imap.gmail.com fb-register68.hol.es\n",
      "[0.9999994] [0.99987257]\n",
      "Domain is ad server(pre):  [0.9999994]\n",
      "Domain is ad server(post):  [0.9999994]\n",
      "googleadserver.com radiopachuk.net static-asm-skype.trafficmanager.net\n",
      "[0.99998176] [0.00030415]\n",
      "Domain is ad server(pre):  [0.99998176]\n",
      "Domain is ad server(post):  [0.99998176]\n",
      "parafaidathalk.com configuration.apple.com ads4.gamecity.net\n",
      "[0.01640278] [0.73218733]\n",
      "Domain is ad server(pre):  [0.01640278]\n",
      "Domain is ad server(post):  [0.01640278]\n",
      "googleadserver.com go.helixsleep.com d1z2jf7jlzjs58.cloudfront.net\n",
      "[0.00018784] [0.99999595]\n",
      "Domain is ad server(pre):  [0.00018784]\n",
      "Domain is ad server(post):  [0.00018784]\n",
      "dx5nn34dqj2es.cloudfront.net torjackan.info dntvempf594he.cloudfront.net\n",
      "[0.00073361] [0.00084967]\n",
      "Domain is ad server(pre):  [0.00073361]\n",
      "Domain is ad server(post):  [0.00073361]\n",
      "www.homedepot.com setup.fe.apple-dns.net interactive.forthnet.gr\n",
      "[0.00029546] [0.9999293]\n",
      "Domain is ad server(pre):  [0.00029546]\n",
      "Domain is ad server(post):  [0.00029546]\n",
      "microsoftsecurity-experts7565.xyz clients.pointroll.com gsp-ssl.ls-apple.com.akadns.net\n",
      "[0.9999993] [0.99999523]\n",
      "Domain is ad server(pre):  [0.9999993]\n",
      "Domain is ad server(post):  [0.9999993]\n",
      "www.homedepot.com lps.innogames.com pikepods.com\n",
      "[0.00095725] [0.00052754]\n",
      "Domain is ad server(pre):  [0.00095725]\n",
      "Domain is ad server(post):  [0.00095725]\n",
      "unlockaccountverify.systems imap.gmail.com tmlloyd.com\n",
      "[0.00569083] [0.00389369]\n",
      "Domain is ad server(pre):  [0.00569083]\n",
      "Domain is ad server(post):  [0.00569083]\n",
      "www.homedepot.com s3.amazonaws.com bbtv.blinkx.com\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2.7932172e-05] [0.9999896]\n",
      "Domain is ad server(pre):  [2.7932172e-05]\n",
      "Domain is ad server(post):  [2.7932172e-05]\n",
      "aws.api.snapchat.com nppl.app.nintendo.net ads.socialtheater.com\n",
      "[1.] [2.4559164e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com telemetry.malwarebytes.com www3.l.google.com\n",
      "[0.9999968] [0.00021422]\n",
      "Domain is ad server(pre):  [0.9999968]\n",
      "Domain is ad server(post):  [0.9999968]\n",
      "expertchief.website adserver.pressflex.com cc-api-data.adobe.io\n",
      "[0.34189567] [6.274319e-06]\n",
      "Domain is ad server(pre):  [0.34189567]\n",
      "Domain is ad server(post):  [0.34189567]\n",
      "googleadserver.com adserver.advertist.com alb.reddit.com\n",
      "[0.99998534] [9.308413e-05]\n",
      "Domain is ad server(pre):  [0.99998534]\n",
      "Domain is ad server(post):  [0.99998534]\n",
      "telemetry.malwarebytes.com preview.redd.it assueameli.beget.tech\n",
      "[2.7759108e-06] [1.634306e-08]\n",
      "Domain is ad server(pre):  [2.7759108e-06]\n",
      "Domain is ad server(post):  [2.7759108e-06]\n",
      "www.homedepot.com alb.reddit.com siteimproveanalytics.com\n",
      "[3.0372452e-05] [0.9999969]\n",
      "Domain is ad server(pre):  [3.0372452e-05]\n",
      "Domain is ad server(post):  [3.0372452e-05]\n",
      "embed.sendtonews.com cdnjs.cloudflare.com device-api.urbanairship.com\n",
      "[1.] [0.00014928]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com 5-courier.push.apple.com lona.nend.net\n",
      "[0.00059879] [0.9999703]\n",
      "Domain is ad server(pre):  [0.00059879]\n",
      "Domain is ad server(post):  [0.00059879]\n",
      "e16126.dscg.akamaiedge.net sexzoznamka.eu old.reddit.com\n",
      "[3.5928063e-06] [1.]\n",
      "Domain is ad server(pre):  [3.5928063e-06]\n",
      "Domain is ad server(post):  [3.5928063e-06]\n",
      "googleadserver.com l3.aaxads.com www.conds.ru\n",
      "[9.3851355e-05] [0.99999523]\n",
      "Domain is ad server(pre):  [9.3851355e-05]\n",
      "Domain is ad server(post):  [9.3851355e-05]\n",
      "coveralls.io texwaxrolls.com imap.gmail.com\n",
      "[1.] [1.1951053e-07]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com connectivitycheck.gstatic.com adsxyz.com\n",
      "[5.988336e-05] [0.9999838]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 73ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [5.988336e-05]\n",
      "Domain is ad server(post):  [5.9880163e-05]\n",
      "img-getpocket.cdn.mozilla.net ads6.kompasads.com imh01-inmotionhosting1.netdna-ssl.com\n",
      "[0.9947135] [0.9909281]\n",
      "Domain is ad server(pre):  [0.9947135]\n",
      "Domain is ad server(post):  [0.9947135]\n",
      "www.homedepot.com smartaccess.biz newrepublic.com\n",
      "[0.9999747] [0.00012115]\n",
      "Domain is ad server(pre):  [0.9999747]\n",
      "Domain is ad server(post):  [0.9999747]\n",
      "www.gllik.pl cache.izearanks.com smooth.pro17.akm.cdn.hbomax.com\n",
      "[8.32726e-05] [0.99996865]\n",
      "Domain is ad server(pre):  [8.32726e-05]\n",
      "Domain is ad server(post):  [8.32726e-05]\n",
      "googleadserver.com manifest-dp.hulustream.com iframes.awempire.com\n",
      "[0.056996] [0.00077115]\n",
      "Domain is ad server(pre):  [0.056996]\n",
      "Domain is ad server(post):  [0.056996]\n",
      "lifefordatings8.live ocsp.apple.com begin.digitabook.net\n",
      "[1.031141e-05] [0.00011342]\n",
      "Domain is ad server(pre):  [1.031141e-05]\n",
      "Domain is ad server(post):  [1.031141e-05]\n",
      "googleadserver.com na.api.amazonvideo.com nytrgainesville.112.2o7.net\n",
      "[1.8218225e-05] [0.99998987]\n",
      "Domain is ad server(pre):  [1.8218225e-05]\n",
      "Domain is ad server(post):  [1.8218225e-05]\n",
      "www.googletagservices.com comocriarsites.net www.linkedin.com\n",
      "[0.9999995] [2.971406e-05]\n",
      "Domain is ad server(pre):  [0.9999995]\n",
      "Domain is ad server(post):  [0.9999995]\n",
      "www.homedepot.com grease.yodyiam.com 112.0.168.192.in-addr.arpa\n",
      "[0.999987] [3.4399716e-05]\n",
      "Domain is ad server(pre):  [0.999987]\n",
      "Domain is ad server(post):  [0.999987]\n",
      "133.0.168.192.in-addr.arpa mobile-global-apps-storage.life alb.reddit.com\n",
      "[1.4811202e-06] [1.]\n",
      "Domain is ad server(pre):  [1.4811202e-06]\n",
      "Domain is ad server(post):  [1.4811202e-06]\n",
      "googleadserver.com inbox.google.com secondchancecoaching.com\n",
      "[4.428694e-05] [7.512137e-05]\n",
      "Domain is ad server(pre):  [4.428694e-05]\n",
      "Domain is ad server(post):  [4.428694e-05]\n",
      "creativeteam.it e17437.dscb.akamaiedge.net adcontrol.tudou.com\n",
      "[2.766118e-05] [0.99998724]\n",
      "Domain is ad server(pre):  [2.766118e-05]\n",
      "Domain is ad server(post):  [2.766118e-05]\n",
      "googleadserver.com www.mygreatrewards.com www.gfinity.net\n",
      "[0.999941] [1.716919e-05]\n",
      "Domain is ad server(pre):  [0.999941]\n",
      "Domain is ad server(post):  [0.999941]\n",
      "ocsp.apple.com 47e224be59415ec068b94bca857581bd7dde7fb6.cws.conviva.com imap.gmail.com\n",
      "[2.983097e-08] [0.03309515]\n",
      "Domain is ad server(pre):  [2.983097e-08]\n",
      "Domain is ad server(post):  [2.983097e-08]\n",
      "www.homedepot.com ad.tw.doubleclick.net en.wikipedia.org\n",
      "[0.9999503] [2.8737766e-05]\n",
      "Domain is ad server(pre):  [0.9999503]\n",
      "Domain is ad server(post):  [0.9999503]\n",
      "www.marketwatch.com forrentarubacom.domainstel.org pix.nbcuni.com\n",
      "[0.99575114] [0.99916005]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 110ms/sample - loss: 1.9928\n",
      "Domain is ad server(pre):  [0.99575114]\n",
      "Domain is ad server(post):  [0.99569833]\n",
      "googleadserver.com jackieszarka.com www.redditstatic.com\n",
      "[0.9999958] [1.8147115e-05]\n",
      "Domain is ad server(pre):  [0.9999958]\n",
      "Domain is ad server(post):  [0.9999958]\n",
      "www.reddit.com safebrowsing.googleapis.com leorochabrasil.com.br\n",
      "[1.] [1.]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com vl6.adsparc.com a.thumbs.redditmedia.com\n",
      "[0.9999745] [0.00045651]\n",
      "Domain is ad server(pre):  [0.9999745]\n",
      "Domain is ad server(post):  [0.9999745]\n",
      "hb-api-usa02.omnitagjs.com uxianj.com accounts.google.com\n",
      "[0.99999213] [0.00030003]\n",
      "Domain is ad server(pre):  [0.99999213]\n",
      "Domain is ad server(post):  [0.99999213]\n",
      "googleadserver.com b.thumbs.redditmedia.com counter.mojgorod.ru\n",
      "[2.9464447e-05] [0.99993896]\n",
      "Domain is ad server(pre):  [2.9464447e-05]\n",
      "Domain is ad server(post):  [2.9464447e-05]\n",
      "sgt.nextdoor.com calendar.google.com browser.pipe.aria.microsoft.com\n",
      "[1.5008681e-05] [0.99999976]\n",
      "Domain is ad server(pre):  [1.5008681e-05]\n",
      "Domain is ad server(post):  [1.5008681e-05]\n",
      "www.homedepot.com email.jcrew.com s-bid.rmp.rakuten.com\n",
      "[0.03850492] [0.9999745]\n",
      "Domain is ad server(pre):  [0.03850492]\n",
      "Domain is ad server(post):  [0.03850492]\n",
      "aldrop.nl www.apple.com beacon.securestudies.com\n",
      "[0.00034367] [0.00099602]\n",
      "Domain is ad server(pre):  [0.00034367]\n",
      "Domain is ad server(post):  [0.00034367]\n",
      "www.homedepot.com i.ytimg.com koprin01.com\n",
      "[0.00018866] [0.00148106]\n",
      "Domain is ad server(pre):  [0.00018866]\n",
      "Domain is ad server(post):  [0.00018866]\n",
      "anibis-ch.xf.cz iadsdk.apple.com www.facebook.com\n",
      "[0.9610582] [9.6326e-07]\n",
      "Domain is ad server(pre):  [0.9610582]\n",
      "Domain is ad server(post):  [0.9610582]\n",
      "www.homedepot.com fonts.googleapis.com prizesfu74.life\n",
      "[7.624055e-05] [0.9999863]\n",
      "Domain is ad server(pre):  [7.624055e-05]\n",
      "Domain is ad server(post):  [7.624055e-05]\n",
      "init.itunes.apple.com caldav.fe.apple-dns.net sicredi7.com\n",
      "[0.9999982] [2.884748e-07]\n",
      "Domain is ad server(pre):  [0.9999982]\n",
      "Domain is ad server(post):  [0.9999982]\n",
      "www.homedepot.com turystyczne-suwalki.pl fpc.msedge.net\n",
      "[0.9998734] [2.7357806e-05]\n",
      "Domain is ad server(pre):  [0.9998734]\n",
      "Domain is ad server(post):  [0.9998734]\n",
      "gateway.fe.apple-dns.net 3790.api.swrve.com outlook.office365.com\n",
      "[2.3035249e-05] [1.9678198e-06]\n",
      "Domain is ad server(pre):  [2.3035249e-05]\n",
      "Domain is ad server(post):  [2.3035249e-05]\n",
      "www.homedepot.com simplisafe.com us.bksn.se\n",
      "[0.00015234] [0.9994804]\n",
      "Domain is ad server(pre):  [0.00015234]\n",
      "Domain is ad server(post):  [0.00015234]\n",
      "asb.activation-account.com adsrv2.ihlassondakika.com communities.apple.com\n",
      "[0.9999937] [0.00066359]\n",
      "Domain is ad server(pre):  [0.9999937]\n",
      "Domain is ad server(post):  [0.9999937]\n",
      "www.homedepot.com api.github.com www.paifemouchoa.com\n",
      "[0.00012835] [0.9999254]\n",
      "Domain is ad server(pre):  [0.00012835]\n",
      "Domain is ad server(post):  [0.00012835]\n",
      "www.ek0.pl preview.redd.it x.bidswitch.net\n",
      "[3.2398682e-05] [0.9999963]\n",
      "Domain is ad server(pre):  [3.2398682e-05]\n",
      "Domain is ad server(post):  [3.2398682e-05]\n",
      "googleadserver.com b3bb7de118d3a2fed1dd1ee77ed5a2bac10fe77b.cws.conviva.com getpocket.com\n",
      "[0.9999548] [1.3578667e-05]\n",
      "Domain is ad server(pre):  [0.9999548]\n",
      "Domain is ad server(post):  [0.9999548]\n",
      "time-osx.g.aaplimg.com codicefl.shinystat.com mvm.snapchat.com\n",
      "[0.00016353] [0.9999987]\n",
      "Domain is ad server(pre):  [0.00016353]\n",
      "Domain is ad server(post):  [0.00016353]\n",
      "www.homedepot.com browser.pipe.aria.microsoft.com api.nextdoor.com\n",
      "[0.00029215] [0.999923]\n",
      "Train on 1 samples\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 83ms/sample - loss: 1.5014\n",
      "Domain is ad server(pre):  [0.00029215]\n",
      "Domain is ad server(post):  [0.00029213]\n",
      "www.reddit.com dms.licdn.com cj02673.tmweb.ru\n",
      "[1.] [1.4416012e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com gateway.fe.apple-dns.net eu-sonar.sociomantic.com\n",
      "[0.01487045] [0.9999397]\n",
      "Domain is ad server(pre):  [0.01487045]\n",
      "Domain is ad server(post):  [0.01487045]\n",
      "b3bb7de118d3a2fed1dd1ee77ed5a2bac10fe77b.cws.conviva.com api.us-east-1.aiv-delivery.net gmglobalt3sites.112.2o7.net\n",
      "[1.6031861e-05] [1.]\n",
      "Domain is ad server(pre):  [1.6031861e-05]\n",
      "Domain is ad server(post):  [1.6031861e-05]\n",
      "www.homedepot.com w144.hitbox.com gateway.fe.apple-dns.net\n",
      "[0.9999943] [9.13154e-05]\n",
      "Domain is ad server(pre):  [0.9999943]\n",
      "Domain is ad server(post):  [0.9999943]\n",
      "lh2.l.google.com www.scantanzania.com www.google.com\n",
      "[2.4275973e-06] [0.9999999]\n",
      "Domain is ad server(pre):  [2.4275973e-06]\n",
      "Domain is ad server(post):  [2.4275973e-06]\n",
      "googleadserver.com weather-data.apple.com www.googletagservices.com\n",
      "[0.00030419] [0.99995565]\n",
      "Domain is ad server(pre):  [0.00030419]\n",
      "Domain is ad server(post):  [0.00030419]\n",
      "dinoadserver2.roka.net androidpay-users-pa.googleapis.com newsinternational.122.2o7.net\n",
      "[2.8440277e-06] [0.9999999]\n",
      "Domain is ad server(pre):  [2.8440277e-06]\n",
      "Domain is ad server(post):  [2.8440277e-06]\n",
      "googleadserver.com ocp.bnet.com yt3.ggpht.com\n",
      "[0.9998404] [0.04532356]\n",
      "Domain is ad server(pre):  [0.9998404]\n",
      "Domain is ad server(post):  [0.9998404]\n",
      "entesharat.torbath.ac.ir github.map.fastly.net adn.lrb.co.uk\n",
      "[7.634544e-06] [0.99999845]\n",
      "Domain is ad server(pre):  [7.634544e-06]\n",
      "Domain is ad server(post):  [7.634544e-06]\n",
      "www.homedepot.com rotobanner468.utro.ru fpc.msedge.net\n",
      "[0.9998735] [0.00033529]\n",
      "Domain is ad server(pre):  [0.9998735]\n",
      "Domain is ad server(post):  [0.9998735]\n",
      "www.google.com cdn-0.nflximg.com www.poszukiwania24.net.pl\n",
      "[1.] [5.934978e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com grosirkecantikan.com cseweb.ucsd.edu\n",
      "[0.00632532] [0.00017724]\n",
      "Domain is ad server(pre):  [0.00632532]\n",
      "Domain is ad server(post):  [0.00632532]\n",
      "pareshindustries.in www.googletagmanager.com keyvalueservice-g.fe.apple-dns.net\n",
      "[2.601187e-07] [4.702422e-05]\n",
      "Domain is ad server(pre):  [2.601187e-07]\n",
      "Domain is ad server(post):  [2.601187e-07]\n",
      "googleadserver.com azraktours.com aus5.mozilla.org\n",
      "[0.9999423] [0.9999583]\n",
      "Domain is ad server(pre):  [0.9999423]\n",
      "Domain is ad server(post):  [0.9999423]\n",
      "geo.rlcdn.com bellacouture.us g007-vod-us-cmaf-prd-ll.cdn.peacocktv.com\n",
      "[0.9999993] [1.0791126e-06]\n",
      "Domain is ad server(pre):  [0.9999993]\n",
      "Domain is ad server(post):  [0.9999993]\n",
      "www.homedepot.com pubads.g.doubleclick.net safebrowsing.googleapis.com\n",
      "[0.99993086] [0.999819]\n",
      "Domain is ad server(pre):  [0.99993086]\n",
      "Domain is ad server(post):  [0.99993086]\n",
      "nexus.officeapps.live.com cont-1.p-cdn.us binance-lgin.com\n",
      "[1.2375482e-05] [1.]\n",
      "Domain is ad server(pre):  [1.2375482e-05]\n",
      "Domain is ad server(post):  [1.2375482e-05]\n",
      "googleadserver.com support-investigation-paypal.com www.redditstatic.com\n",
      "[0.9999958] [4.8652833e-05]\n",
      "Domain is ad server(pre):  [0.9999958]\n",
      "Domain is ad server(post):  [0.9999958]\n",
      "stats.pandora.com b15f5faddee9948a7848ab3178aef96f.fp.measure.office.com gebzeikincielmagazasi.com\n",
      "[2.3261057e-06] [0.9999999]\n",
      "Domain is ad server(pre):  [2.3261057e-06]\n",
      "Domain is ad server(post):  [2.3261057e-06]\n",
      "www.homedepot.com db._dns-sd._udp.0.96.103.10.in-addr.arpa ip193.cn\n",
      "[0.00017053] [0.99998176]\n",
      "Domain is ad server(pre):  [0.00017053]\n",
      "Domain is ad server(post):  [0.00017053]\n",
      "zumruttanker.com a1806.dscb.akamai.net 1lastcut.com\n",
      "[1.] [0.99999964]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com app-analytics.snapchat.com ogs.google.com\n",
      "[0.99999034] [0.99998593]\n",
      "Domain is ad server(pre):  [0.99999034]\n",
      "Domain is ad server(post):  [0.99999034]\n",
      "www.infodostarcz.net cdn.sstatic.net mondayblog.pl\n",
      "[0.9989077] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 73ms/sample - loss: 1.0968\n",
      "Domain is ad server(pre):  [0.9989077]\n",
      "Domain is ad server(post):  [0.9974679]\n",
      "www.homedepot.com trustsitesite.com b.thumbs.redditmedia.com\n",
      "[0.99996233] [0.00201905]\n",
      "Domain is ad server(pre):  [0.99996233]\n",
      "Domain is ad server(post):  [0.99996233]\n",
      "counted.com nus1-authgw.cloudapp.net encouragingwilderness.com\n",
      "[1.2870716e-05] [1.]\n",
      "Domain is ad server(pre):  [1.2870716e-05]\n",
      "Domain is ad server(post):  [1.2870716e-05]\n",
      "www.homedepot.com a.teads.tv ssl-ccstatic.highwebmedia.com\n",
      "[0.99993217] [3.7309925e-05]\n",
      "Domain is ad server(pre):  [0.99993217]\n",
      "Domain is ad server(post):  [0.99993217]\n",
      "r8---sn-8xgp1vo-p5ql.googlevideo.com a.thumbs.redditmedia.com sessions.bugsnag.com\n",
      "[0.9993813] [0.00013669]\n",
      "Domain is ad server(pre):  [0.9993813]\n",
      "Domain is ad server(post):  [0.9993813]\n",
      "www.homedepot.com nrdp.prod.cloud.netflix.com orlandoinfocom.112.2o7.net\n",
      "[3.8416445e-05] [0.9999863]\n",
      "Domain is ad server(pre):  [3.8416445e-05]\n",
      "Domain is ad server(post):  [3.8416445e-05]\n",
      "zpns.zoom.us w41.am15.net emoji.redditmedia.com\n",
      "[0.00043624] [0.9999932]\n",
      "Domain is ad server(pre):  [0.00043624]\n",
      "Domain is ad server(post):  [0.00043624]\n",
      "googleadserver.com www.redditmedia.com www.drmartenspolska.com\n",
      "[3.1275344e-05] [0.9999815]\n",
      "Domain is ad server(pre):  [3.1275344e-05]\n",
      "Domain is ad server(post):  [3.1275344e-05]\n",
      "www.reddit.com holylamaoffers.com ss-prod-ue1-notif-59.aws.adobess.com\n",
      "[2.2005388e-05] [0.9999999]\n",
      "Domain is ad server(pre):  [2.2005388e-05]\n",
      "Domain is ad server(post):  [2.2005388e-05]\n",
      "www.homedepot.com paczkgls.com encrypted-tbn0.gstatic.com\n",
      "[0.9999764] [0.66409254]\n",
      "Domain is ad server(pre):  [0.9999764]\n",
      "Domain is ad server(post):  [0.9999764]\n",
      "www.apple.com www.statnews.com wpad.fgppchg.fgpp.com\n",
      "[0.9999957] [5.3410786e-05]\n",
      "Domain is ad server(pre):  [0.9999957]\n",
      "Domain is ad server(post):  [0.9999957]\n",
      "www.homedepot.com reddit.map.fastly.net hnzt56.com\n",
      "[7.1528535e-05] [0.99917054]\n",
      "Domain is ad server(pre):  [7.1528535e-05]\n",
      "Domain is ad server(post):  [7.1528535e-05]\n",
      "mobile.pipe.aria.microsoft.com collector.githubapp.com ct.contentsquare.net\n",
      "[1.9063639e-06] [6.8019894e-05]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 87ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [1.9063639e-06]\n",
      "Domain is ad server(post):  [1.9063966e-06]\n",
      "googleadserver.com paneshomes.com weather-data.apple.com\n",
      "[0.99999464] [1.346402e-05]\n",
      "Domain is ad server(pre):  [0.99999464]\n",
      "Domain is ad server(post):  [0.99999464]\n",
      "47e224be59415ec068b94bca857581bd7dde7fb6.cws.conviva.com a2047.dscb.akamai.net incoming.telemetry.mozilla.org\n",
      "[1.] [1.]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com www.restore-pc.com click.mfp.underarmour.com\n",
      "[0.00035624] [0.01827931]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 115ms/sample - loss: 2.2194\n",
      "Domain is ad server(pre):  [0.00035624]\n",
      "Domain is ad server(post):  [0.00033463]\n",
      "thisisglobal.deliveryengine.adswizz.com p61-imap.mail.me.com.akadns.net onadstracker.com\n",
      "[3.7231016e-06] [1.]\n",
      "Domain is ad server(pre):  [3.7231016e-06]\n",
      "Domain is ad server(post):  [3.7231016e-06]\n",
      "www.homedepot.com api-global.netflix.com www.googletagservices.com\n",
      "[0.00034359] [0.99997854]\n",
      "Domain is ad server(pre):  [0.00034359]\n",
      "Domain is ad server(post):  [0.00034359]\n",
      "a2047.dscb.akamai.net onlineupdate.smallandprecise4update.download static-asm.secure.skypeassets.com\n",
      "[0.00017238] [0.9997969]\n",
      "Domain is ad server(pre):  [0.00017238]\n",
      "Domain is ad server(post):  [0.00017238]\n",
      "www.homedepot.com ww690.smartadserver.com live.github.com\n",
      "[0.99998033] [4.8546608e-05]\n",
      "Domain is ad server(pre):  [0.99998033]\n",
      "Domain is ad server(post):  [0.99998033]\n",
      "mobile.pipe.aria.microsoft.com data.cmcore.com favicons.githubusercontent.com\n",
      "[0.00012585] [0.00015916]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 79ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00012585]\n",
      "Domain is ad server(post):  [0.00012585]\n",
      "www.homedepot.com www.chotto-ippuku.com bolt.dropbox.com\n",
      "[0.9999505] [5.9551865e-05]\n",
      "Domain is ad server(pre):  [0.9999505]\n",
      "Domain is ad server(post):  [0.9999505]\n",
      "emoji.redditmedia.com www.google.com partner.wapacz.pl\n",
      "[0.00409599] [0.00176963]\n",
      "Domain is ad server(pre):  [0.00409599]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Domain is ad server(post):  [0.00409599]\n",
      "www.homedepot.com ms.applovin.com guzzoni-apple-com.v.aaplimg.com\n",
      "[0.9999305] [0.00026168]\n",
      "Domain is ad server(pre):  [0.9999305]\n",
      "Domain is ad server(post):  [0.9999305]\n",
      "mediaserver-cont-dc6-2-v4v6.pandora.com lt501.tritondigital.com b3bb7de118d3a2fed1dd1ee77ed5a2bac10fe77b.cws.conviva.com\n",
      "[0.99999726] [0.00013771]\n",
      "Domain is ad server(pre):  [0.99999726]\n",
      "Domain is ad server(post):  [0.99999726]\n",
      "googleadserver.com gum.criteo.com alb.reddit.com\n",
      "[0.99998343] [0.00020921]\n",
      "Domain is ad server(pre):  [0.99998343]\n",
      "Domain is ad server(post):  [0.99998343]\n",
      "zpns.zoom.us play.google.com ncjpower.us\n",
      "[0.99997973] [0.00032136]\n",
      "Domain is ad server(pre):  [0.99997973]\n",
      "Domain is ad server(post):  [0.99997973]\n",
      "www.homedepot.com affiliate-program.amazon.com funsolo.net\n",
      "[4.5013378e-05] [0.9993808]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 123ms/sample - loss: 1.5025\n",
      "Domain is ad server(pre):  [4.5013378e-05]\n",
      "Domain is ad server(post):  [4.5001318e-05]\n",
      "net-web-techie-software.win hellish807.ru www.google.com\n",
      "[0.9994265] [0.00074423]\n",
      "Domain is ad server(pre):  [0.9994265]\n",
      "Domain is ad server(post):  [0.9994265]\n",
      "www.homedepot.com ads.zynga.com gspe35-ssl.ls.apple.com\n",
      "[0.99999464] [7.895043e-05]\n",
      "Domain is ad server(pre):  [0.99999464]\n",
      "Domain is ad server(post):  [0.99999464]\n",
      "termiks05.000webhostapp.com 1-courier.push.apple.com app-measurement.com\n",
      "[2.5188479e-06] [1.]\n",
      "Domain is ad server(pre):  [2.5188479e-06]\n",
      "Domain is ad server(post):  [2.5188479e-06]\n",
      "www.homedepot.com live.github.com c.gr.msn.com\n",
      "[0.9999373] [0.9999802]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 70ms/sample - loss: 2.0012\n",
      "Domain is ad server(pre):  [0.9999373]\n",
      "Domain is ad server(post):  [0.9999373]\n",
      "cdsusa.veinteractive.com webmaf.api.wwsga.me cd.connatix.com\n",
      "[6.7529177e-06] [1.]\n",
      "Domain is ad server(pre):  [6.7529177e-06]\n",
      "Domain is ad server(post):  [6.7529177e-06]\n",
      "googleadserver.com www.linkedin.com elements8.com.sg\n",
      "[0.00027592] [0.99945384]\n",
      "Domain is ad server(pre):  [0.00027592]\n",
      "Domain is ad server(post):  [0.00027592]\n",
      "www.promienieszczescia.pl play.itunes.apple.com appleidverifid.com\n",
      "[4.2469114e-06] [0.9999994]\n",
      "Domain is ad server(pre):  [4.2469114e-06]\n",
      "Domain is ad server(post):  [4.2469114e-06]\n",
      "www.homedepot.com inbox.google.com adver.pengyou.com\n",
      "[0.00058176] [3.3373548e-05]\n",
      "Domain is ad server(pre):  [0.00058176]\n",
      "Domain is ad server(post):  [0.00058176]\n",
      "secure-validaton.com.sicconingenieros.com axel-springer-d.openx.net use.typekit.net\n",
      "[1.1828697e-06] [1.0840785e-05]\n",
      "Domain is ad server(pre):  [1.1828697e-06]\n",
      "Domain is ad server(post):  [1.1828697e-06]\n",
      "www.homedepot.com allegrolokalnie.oferta061120.xyz p31-caldav.icloud.com\n",
      "[0.9999865] [0.00707994]\n",
      "Domain is ad server(pre):  [0.9999865]\n",
      "Domain is ad server(post):  [0.9999865]\n",
      "dunkingbirdproductions.com smooth.pro17.akm.cdn.hbomax.com udm.scorecardresearch.com\n",
      "[0.04477791] [0.00466306]\n",
      "Domain is ad server(pre):  [0.04477791]\n",
      "Domain is ad server(post):  [0.04477791]\n",
      "www.homedepot.com s2.video.doubleclick.net spocs.getpocket.com\n",
      "[0.9999857] [0.00044057]\n",
      "Domain is ad server(pre):  [0.9999857]\n",
      "Domain is ad server(post):  [0.9999857]\n",
      "swdist.apple.com marketing-rewardpath.com www.linkedin.com\n",
      "[0.00028589] [0.9999796]\n",
      "Domain is ad server(pre):  [0.00028589]\n",
      "Domain is ad server(post):  [0.00028589]\n",
      "www.homedepot.com www37.yazouh.com ws.pusherapp.com\n",
      "[0.99994755] [0.00011401]\n",
      "Domain is ad server(pre):  [0.99994755]\n",
      "Domain is ad server(post):  [0.99994755]\n",
      "adw.addlv.smt.docomo.ne.jp play.google.com dpm.demdex.net\n",
      "[1.027357e-05] [1.]\n",
      "Domain is ad server(pre):  [1.027357e-05]\n",
      "Domain is ad server(post):  [1.027357e-05]\n",
      "www.homedepot.com hyprintsolutions.com cdn.coil.com\n",
      "[0.99920076] [0.00020192]\n",
      "Domain is ad server(pre):  [0.99920076]\n",
      "Domain is ad server(post):  [0.99920076]\n",
      "lt-ando-fe-lb-145112096.us-east-1.elb.amazonaws.com www.ortygdanskie.pl jcrew.narvar.com\n",
      "[1.] [0.07207897]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com tufts.zoom.us ydjqtsamhn.bradul.creatory.org\n",
      "[0.00149007] [0.99998784]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 86ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00149007]\n",
      "Domain is ad server(post):  [0.00149008]\n",
      "758205-deu-nutzung-sicherheit-nachweis.sicherheitshilfe-schutz.cf www.limkon.com alb.reddit.com\n",
      "[1.] [3.282964e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com get-bx.g.aaplimg.com www4.kampanyatakip.net\n",
      "[0.00088994] [0.00394924]\n",
      "Domain is ad server(pre):  [0.00088994]\n",
      "Domain is ad server(post):  [0.00088994]\n",
      "caldav.fe.apple-dns.net nppl.app.nintendo.net e-2dj6wfk4ehd5afq.stats.esomniture.com\n",
      "[0.99889404] [0.00053313]\n",
      "Domain is ad server(pre):  [0.99889404]\n",
      "Domain is ad server(post):  [0.99889404]\n",
      "googleadserver.com asm.np.community.playstation.net adworx.nl\n",
      "[0.00029143] [0.9999994]\n",
      "Domain is ad server(pre):  [0.00029143]\n",
      "Domain is ad server(post):  [0.00029143]\n",
      "browser.pipe.aria.microsoft.com www.npr.org ids.cdnwidget.com\n",
      "[7.3235904e-05] [0.99999845]\n",
      "Domain is ad server(pre):  [7.3235904e-05]\n",
      "Domain is ad server(post):  [7.3235904e-05]\n",
      "googleadserver.com download.docker.com crystalslot.com\n",
      "[0.00013929] [0.00015927]\n",
      "Domain is ad server(pre):  [0.00013929]\n",
      "Domain is ad server(post):  [0.00013929]\n",
      "ssl.google-analytics.com contacts.fe.apple-dns.net mail.hz.zh.cn\n",
      "[0.9988084] [0.00046667]\n",
      "Domain is ad server(pre):  [0.9988084]\n",
      "Domain is ad server(post):  [0.9988084]\n",
      "www.homedepot.com pl1.slimg0ji-berry.com lt-ando-fe-lb-145112096.us-east-1.elb.amazonaws.com\n",
      "[0.99998474] [0.00020981]\n",
      "Domain is ad server(pre):  [0.99998474]\n",
      "Domain is ad server(post):  [0.99998474]\n",
      "web.53.localytics.com 112.0.168.192.in-addr.arpa w-f.nv-1acc.online\n",
      "[0.00067958] [0.9987919]\n",
      "Domain is ad server(pre):  [0.00067958]\n",
      "Domain is ad server(post):  [0.00067958]\n",
      "googleadserver.com time-osx.g.aaplimg.com lakefrontvacationsuites.com\n",
      "[3.113937e-05] [0.9999912]\n",
      "Domain is ad server(pre):  [3.113937e-05]\n",
      "Domain is ad server(post):  [3.113937e-05]\n",
      "get-bx.g.aaplimg.com 149.0.168.192.in-addr.arpa production-api.areametrics.com\n",
      "[0.99999976] [0.00031831]\n",
      "Domain is ad server(pre):  [0.99999976]\n",
      "Domain is ad server(post):  [0.99999976]\n",
      "www.homedepot.com cashback.co.uk pd.itunes.apple.com\n",
      "[0.99998116] [0.99977976]\n",
      "Domain is ad server(pre):  [0.99998116]\n",
      "Domain is ad server(post):  [0.99998116]\n",
      "gsp64-ssl.ls-apple.com.akadns.net stats.pandora.com static-asm-skype.trafficmanager.net\n",
      "[2.5988638e-06] [1.]\n",
      "Domain is ad server(pre):  [2.5988638e-06]\n",
      "Domain is ad server(post):  [2.5988638e-06]\n",
      "www.homedepot.com jcrew-www.baynote.net mobile.pipe.aria.microsoft.com\n",
      "[0.00048009] [0.9999925]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 68ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00048009]\n",
      "Domain is ad server(post):  [0.00048009]\n",
      "tag.getdrip.com www.googletagmanager.com imap.gmail.com\n",
      "[0.00170966] [0.68374586]\n",
      "Domain is ad server(pre):  [0.00170966]\n",
      "Domain is ad server(post):  [0.00170966]\n",
      "googleadserver.com getpocket.com logc35.xiti.com\n",
      "[0.18098724] [0.9999869]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 70ms/sample - loss: 1.0304\n",
      "Domain is ad server(pre):  [0.18098724]\n",
      "Domain is ad server(post):  [0.0355732]\n",
      "analytics.in-tend.co.uk kenhonda.cn api-global.netflix.com\n",
      "[0.9999999] [0.00014596]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "googleadserver.com icngx.org getpocket.cdn.mozilla.net\n",
      "[0.99999285] [4.5626773e-05]\n",
      "Domain is ad server(pre):  [0.99999285]\n",
      "Domain is ad server(post):  [0.99999285]\n",
      "www.google-analytics.com notify.bugsnag.com www.linkedin.com\n",
      "[1.] [0.00153055]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com transcarriersltd.com old.reddit.com\n",
      "[0.999997] [4.7761467e-05]\n",
      "Domain is ad server(pre):  [0.999997]\n",
      "Domain is ad server(post):  [0.999997]\n",
      "linkdidnlinkuser.000webhostapp.com echo.teasernet.ru photos-ugc.l.googleusercontent.com\n",
      "[4.2034144e-06] [1.4501762e-07]\n",
      "Domain is ad server(pre):  [4.2034144e-06]\n",
      "Domain is ad server(post):  [4.2034144e-06]\n",
      "googleadserver.com incoming.telemetry.mozilla.org gspe35-ssl.ls.apple.com\n",
      "[0.9999981] [5.830528e-05]\n",
      "Domain is ad server(pre):  [0.9999981]\n",
      "Domain is ad server(post):  [0.9999981]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "portablevaporizer.com dampozyczke.pl capi.samsungcloud.com\n",
      "[0.99990475] [7.141111e-05]\n",
      "Domain is ad server(pre):  [0.99990475]\n",
      "Domain is ad server(post):  [0.99990475]\n",
      "www.homedepot.com shahtoba.faqserv.com onetag-sys.com\n",
      "[0.99975723] [0.00575318]\n",
      "Domain is ad server(pre):  [0.99975723]\n",
      "Domain is ad server(post):  [0.99975723]\n",
      "2001positions.com 147.0.168.192.in-addr.arpa yhdncjncdn.ro\n",
      "[0.00016352] [0.9999995]\n",
      "Domain is ad server(pre):  [0.00016352]\n",
      "Domain is ad server(post):  [0.00016352]\n",
      "www.homedepot.com lfstmedia.com 119.0.168.192.in-addr.arpa\n",
      "[0.99999034] [0.9990515]\n",
      "Domain is ad server(pre):  [0.99999034]\n",
      "Domain is ad server(post):  [0.99999034]\n",
      "online-cxtrust.com beacons2.extremereach.io gtmedia.us.intellitxt.com\n",
      "[0.00015557] [1.0500062e-05]\n",
      "Domain is ad server(pre):  [0.00015557]\n",
      "Domain is ad server(post):  [0.00015557]\n",
      "www.homedepot.com phormdiscover.com simplisafe.com\n",
      "[0.999964] [5.6720397e-05]\n",
      "Domain is ad server(pre):  [0.999964]\n",
      "Domain is ad server(post):  [0.999964]\n",
      "aolikes.com cdn.mdotm.com www.google.com\n",
      "[1.] [4.5931387e-07]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com r6---sn-8xgp1vo-p5qs.googlevideo.com zariya.hu\n",
      "[3.3032564e-05] [0.00107014]\n",
      "Domain is ad server(pre):  [3.3032564e-05]\n",
      "Domain is ad server(post):  [3.3032564e-05]\n",
      "m9.ve.2mdn.net tagpress.oewabox.at comet.api.hbo.com\n",
      "[0.00150536] [0.00060142]\n",
      "Domain is ad server(pre):  [0.00150536]\n",
      "Domain is ad server(post):  [0.00150536]\n",
      "googleadserver.com cc-ussc-06-skype.cloudapp.net secureaccountfb.com\n",
      "[3.96254e-05] [0.999966]\n",
      "Domain is ad server(pre):  [3.96254e-05]\n",
      "Domain is ad server(post):  [3.96254e-05]\n",
      "eue.collect-opnet.com www.kasafiskalna2018.pl keyvalueservice-g.fe.apple-dns.net\n",
      "[1.364956e-09] [2.5621912e-06]\n",
      "Domain is ad server(pre):  [1.364956e-09]\n",
      "Domain is ad server(post):  [1.364956e-09]\n",
      "googleadserver.com 1m0bm6b.yyjvimo.com ws38.watashinonegai.ru\n",
      "[0.00207927] [0.9999856]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 73ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00207927]\n",
      "Domain is ad server(post):  [0.00207928]\n",
      "gateway.icloud.com e.yieldmanager.net www.popville.com\n",
      "[0.0002312] [0.99999976]\n",
      "Domain is ad server(pre):  [0.0002312]\n",
      "Domain is ad server(post):  [0.0002312]\n",
      "googleadserver.com alb.reddit.com c.amazon-adsystem.com\n",
      "[0.00012611] [0.9999937]\n",
      "Domain is ad server(pre):  [0.00012611]\n",
      "Domain is ad server(post):  [0.00012611]\n",
      "www.datastax.com ecs.wup.shop.nintendo.net www.makarenagaski.pl\n",
      "[0.00011819] [0.99994826]\n",
      "Domain is ad server(pre):  [0.00011819]\n",
      "Domain is ad server(post):  [0.00011819]\n",
      "www.homedepot.com preview.redd.it in-post.online\n",
      "[0.00221796] [0.00426711]\n",
      "Domain is ad server(pre):  [0.00221796]\n",
      "Domain is ad server(post):  [0.00221796]\n",
      "static.adacado.com ad.doubleclick.net play.google.com\n",
      "[0.99999774] [0.00013313]\n",
      "Domain is ad server(pre):  [0.99999774]\n",
      "Domain is ad server(post):  [0.99999774]\n",
      "googleadserver.com ss-prod-ue1-notif-59.aws.adobess.com verfication.gq\n",
      "[8.516268e-05] [0.9999912]\n",
      "Domain is ad server(pre):  [8.516268e-05]\n",
      "Domain is ad server(post):  [8.516268e-05]\n",
      "mobile.pipe.aria.microsoft.com 1180c.ec.azureedge.net runcpa.com\n",
      "[4.1650128e-05] [1.]\n",
      "Domain is ad server(pre):  [4.1650128e-05]\n",
      "Domain is ad server(post):  [4.1650128e-05]\n",
      "googleadserver.com freshernaukrijobs.com smooth.pro17.akm.cdn.hbomax.com\n",
      "[0.9999958] [0.00032912]\n",
      "Domain is ad server(pre):  [0.9999958]\n",
      "Domain is ad server(post):  [0.9999958]\n",
      "root.skype-edf.akadns.net play.google.com browser.pipe.aria.microsoft.com\n",
      "[0.99999976] [0.00011253]\n",
      "Domain is ad server(pre):  [0.99999976]\n",
      "Domain is ad server(post):  [0.99999976]\n",
      "www.homedepot.com www.google.com device-metrics-us-2.amazon.com\n",
      "[3.666928e-05] [0.99453]\n",
      "Domain is ad server(pre):  [3.666928e-05]\n",
      "Domain is ad server(post):  [3.666928e-05]\n",
      "ocos-office365-s2s.msedge.net outlook.office365.com nexus.officeapps.live.com\n",
      "[0.99994373] [0.01193484]\n",
      "Domain is ad server(pre):  [0.99994373]\n",
      "Domain is ad server(post):  [0.99994373]\n",
      "googleadserver.com a-ring.msedge.net e.crashlytics.com\n",
      "[1.9942117e-05] [0.99999523]\n",
      "Domain is ad server(pre):  [1.9942117e-05]\n",
      "Domain is ad server(post):  [1.9942117e-05]\n",
      "gateway.fe.apple-dns.net acp-ss-ue1.adobe.io www.jamajkazorawy.pl\n",
      "[1.] [0.9998754]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com trk.enecto.com www.redditstatic.com\n",
      "[0.99999523] [0.00081316]\n",
      "Domain is ad server(pre):  [0.99999523]\n",
      "Domain is ad server(post):  [0.99999523]\n",
      "outlook.office365.com app-measurement.com imap.gmail.com\n",
      "[0.00010511] [0.9998455]\n",
      "Domain is ad server(pre):  [0.00010511]\n",
      "Domain is ad server(post):  [0.00010511]\n",
      "www.homedepot.com mobile.pipe.aria.microsoft.com cf-st.sc-cdn.net\n",
      "[0.999961] [3.3293476e-05]\n",
      "Domain is ad server(pre):  [0.999961]\n",
      "Domain is ad server(post):  [0.999961]\n",
      "0.irobot.pool.ntp.org weather-data.apple.com w65.pl\n",
      "[0.03327711] [0.75675225]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 70ms/sample - loss: 1.9297\n",
      "Domain is ad server(pre):  [0.03327711]\n",
      "Domain is ad server(post):  [0.00775185]\n",
      "www.homedepot.com e12767.d.akamaiedge.net mobile.pipe.aria.microsoft.com\n",
      "[0.00050992] [0.9999794]\n",
      "Domain is ad server(pre):  [0.00050992]\n",
      "Domain is ad server(post):  [0.00050992]\n",
      "static-asm-skype.trafficmanager.net hallmarkibmcom.112.2o7.net d2uap9jskdzp2.cloudfront.net\n",
      "[0.99998915] [0.99999976]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 72ms/sample - loss: 2.0013\n",
      "Domain is ad server(pre):  [0.99998915]\n",
      "Domain is ad server(post):  [0.99998915]\n",
      "www.homedepot.com mobile.pipe.aria.microsoft.com api.us-east-1.aiv-delivery.net\n",
      "[0.9999788] [0.99994445]\n",
      "Domain is ad server(pre):  [0.9999788]\n",
      "Domain is ad server(post):  [0.9999788]\n",
      "www.icloud.com www.redditstatic.com azuldomar.com.br\n",
      "[1.] [0.00016229]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com 8.8.8.8.in-addr.arpa analysthelp.com\n",
      "[0.00130224] [0.9999864]\n",
      "Domain is ad server(pre):  [0.00130224]\n",
      "Domain is ad server(post):  [0.00130224]\n",
      "vipmodels.tv alb.reddit.com ad.dropbooks.tv\n",
      "[1.1620214e-05] [1.]\n",
      "Domain is ad server(pre):  [1.1620214e-05]\n",
      "Domain is ad server(post):  [1.1620214e-05]\n",
      "googleadserver.com www.redditmedia.com notice-reportslogsinfoo000.000webhostapp.com\n",
      "[0.00205995] [0.9998902]\n",
      "Domain is ad server(pre):  [0.00205995]\n",
      "Domain is ad server(post):  [0.00205995]\n",
      "www.thetraderinpajamas.com embed.twitch.tv wcdn.zoomanalytics.co\n",
      "[0.99999845] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 110ms/sample - loss: 2.0013\n",
      "Domain is ad server(pre):  [0.99999845]\n",
      "Domain is ad server(post):  [0.99999845]\n",
      "www.homedepot.com a2047.dscb.akamai.net ahf4ycvea439tt9rq.site\n",
      "[0.00031908] [0.9999652]\n",
      "Domain is ad server(pre):  [0.00031908]\n",
      "Domain is ad server(post):  [0.00031908]\n",
      "fpn81291321p.hol.es unbouncepages.com oiyhg.ga\n",
      "[0.99999976] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 73ms/sample - loss: 2.0013\n",
      "Domain is ad server(pre):  [0.99999976]\n",
      "Domain is ad server(post):  [0.99999976]\n",
      "www.homedepot.com c.amazon-adsystem.com outlook.office365.com\n",
      "[0.99986744] [0.0001184]\n",
      "Domain is ad server(pre):  [0.99986744]\n",
      "Domain is ad server(post):  [0.99986744]\n",
      "wez-bon.24.eu www.google.com content.ad\n",
      "[0.9996648] [3.7754136e-05]\n",
      "Domain is ad server(pre):  [0.9996648]\n",
      "Domain is ad server(post):  [0.9996648]\n",
      "googleadserver.com ads1.nexdra.com gspe1-ssl.ls.apple.com\n",
      "[0.99999356] [0.0068939]\n",
      "Domain is ad server(pre):  [0.99999356]\n",
      "Domain is ad server(post):  [0.99999356]\n",
      "fakty37a.is-best.net time-osx.g.aaplimg.com 47e224be59415ec068b94bca857581bd7dde7fb6.cws.conviva.com\n",
      "[2.0462268e-05] [0.99999964]\n",
      "Domain is ad server(pre):  [2.0462268e-05]\n",
      "Domain is ad server(post):  [2.0462268e-05]\n",
      "www.homedepot.com imap.gmail.com images.topguncustomz.com\n",
      "[0.99348927] [0.9999318]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 138ms/sample - loss: 1.9883\n",
      "Domain is ad server(pre):  [0.99348927]\n",
      "Domain is ad server(post):  [0.99326867]\n",
      "fundingchoicesmessages.google.com bunclok.pl ocsp.sectigo.com\n",
      "[1.] [0.00018661]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com www.warnermediagroup.com reports.crashlytics.com\n",
      "[0.00072109] [0.9999939]\n",
      "Domain is ad server(pre):  [0.00072109]\n",
      "Domain is ad server(post):  [0.00072109]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "edge-skype-com.s-0001.s-msedge.net ad.xiaomi.com old.reddit.com\n",
      "[5.4741075e-05] [0.9999995]\n",
      "Domain is ad server(pre):  [5.4741075e-05]\n",
      "Domain is ad server(post):  [5.4741075e-05]\n",
      "googleadserver.com scrooge.thebostonchannel.com 122.0.168.192.in-addr.arpa\n",
      "[0.99999475] [9.4812945e-05]\n",
      "Domain is ad server(pre):  [0.99999475]\n",
      "Domain is ad server(post):  [0.99999475]\n",
      "mobile.pipe.aria.microsoft.com repo.anaconda.com bnserving.com\n",
      "[0.00019355] [0.99999976]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 78ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00019355]\n",
      "Domain is ad server(post):  [0.00019356]\n",
      "www.homedepot.com www.googleadservices.com 1180c.ec.azureedge.net\n",
      "[0.9999765] [0.00016327]\n",
      "Domain is ad server(pre):  [0.9999765]\n",
      "Domain is ad server(post):  [0.9999765]\n",
      "external-preview.redd.it regclean.software-phile.com preview.redd.it\n",
      "[0.99999976] [6.641024e-07]\n",
      "Domain is ad server(pre):  [0.99999976]\n",
      "Domain is ad server(post):  [0.99999976]\n",
      "googleadserver.com www.googletagservices.com people.skype.com\n",
      "[0.9999771] [1.7161217e-05]\n",
      "Domain is ad server(pre):  [0.9999771]\n",
      "Domain is ad server(post):  [0.9999771]\n",
      "connectivitycheck.gstatic.com inspectlet.com calendars.icloud.com\n",
      "[1.] [1.]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com safebrowsing.googleapis.com als.baidu.com\n",
      "[7.731748e-05] [0.99998105]\n",
      "Domain is ad server(pre):  [7.731748e-05]\n",
      "Domain is ad server(post):  [7.731748e-05]\n",
      "cjcajf.com clit12.sextracker.com weather-data.apple.com\n",
      "[0.9999969] [5.8744165e-05]\n",
      "Domain is ad server(pre):  [0.9999969]\n",
      "Domain is ad server(post):  [0.9999969]\n",
      "www.homedepot.com praptanggung.id azwus1-client-s.gateway.messenger.live.com\n",
      "[0.9999335] [3.4039254e-05]\n",
      "Domain is ad server(pre):  [0.9999335]\n",
      "Domain is ad server(post):  [0.9999335]\n",
      "facebook-review-security.com www.googleapis.com mobile.pipe.aria.microsoft.com\n",
      "[0.00018503] [1.]\n",
      "Domain is ad server(pre):  [0.00018503]\n",
      "Domain is ad server(post):  [0.00018503]\n",
      "googleadserver.com lt-ando-fe-lb-145112096.us-east-1.elb.amazonaws.com retroviajes.com\n",
      "[2.0112979e-05] [0.9999726]\n",
      "Domain is ad server(pre):  [2.0112979e-05]\n",
      "Domain is ad server(post):  [2.0112979e-05]\n",
      "weather-analytics-events.news.apple-dns.net auth.api.np.ac.playstation.net medfetal.org\n",
      "[0.9002072] [0.06895149]\n",
      "Domain is ad server(pre):  [0.9002072]\n",
      "Domain is ad server(post):  [0.9002072]\n",
      "www.homedepot.com static.plista.com firefox.settings.services.mozilla.com\n",
      "[0.9998147] [0.9999106]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 74ms/sample - loss: 2.0009\n",
      "Domain is ad server(pre):  [0.9998147]\n",
      "Domain is ad server(post):  [0.99981457]\n",
      "guzzoni.apple.com nexus.officeapps.live.com www.google.com\n",
      "[3.995274e-05] [0.99999905]\n",
      "Domain is ad server(pre):  [3.995274e-05]\n",
      "Domain is ad server(post):  [3.995274e-05]\n",
      "www.homedepot.com apprutavinojumilla.com 1180c.ec.azureedge.net\n",
      "[0.9999765] [0.00040286]\n",
      "Domain is ad server(pre):  [0.9999765]\n",
      "Domain is ad server(post):  [0.9999765]\n",
      "friends.rnps.dl.playstation.net 119.0.168.192.in-addr.arpa polycliniqueroseraie.com\n",
      "[3.5322373e-06] [1.]\n",
      "Domain is ad server(pre):  [3.5322373e-06]\n",
      "Domain is ad server(post):  [3.5322373e-06]\n",
      "googleadserver.com www.google.com alincortinajes.cl\n",
      "[3.5826903e-05] [0.9999857]\n",
      "Domain is ad server(pre):  [3.5826903e-05]\n",
      "Domain is ad server(post):  [3.5826903e-05]\n",
      "www.googleadservices.com aservitel.com safebrowsing.googleapis.com\n",
      "[1.] [1.1929739e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com cdn1.mysearchresults.com stocks-sparkline.apple.com\n",
      "[0.9999567] [3.8080405e-05]\n",
      "Domain is ad server(pre):  [0.9999567]\n",
      "Domain is ad server(post):  [0.9999567]\n",
      "browser.pipe.aria.microsoft.com gateway.fe.apple-dns.net dougmlee.com\n",
      "[5.746469e-06] [1.]\n",
      "Domain is ad server(pre):  [5.746469e-06]\n",
      "Domain is ad server(post):  [5.746469e-06]\n",
      "googleadserver.com googleads.g.doubleclick.net init.push.apple.com\n",
      "[0.999995] [0.00014299]\n",
      "Domain is ad server(pre):  [0.999995]\n",
      "Domain is ad server(post):  [0.999995]\n",
      "api2.branch.io www.linkedin.com manuel.theonion.com\n",
      "[1.249891e-06] [1.]\n",
      "Domain is ad server(pre):  [1.249891e-06]\n",
      "Domain is ad server(post):  [1.249891e-06]\n",
      "www.homedepot.com nrdp52-appboot.netflix.com www.varicolen.pl\n",
      "[7.1351e-05] [0.9999691]\n",
      "Domain is ad server(pre):  [7.1351e-05]\n",
      "Domain is ad server(post):  [7.1351e-05]\n",
      "smooth.pro17.cf.cdn.hbomax.com time-osx.g.aaplimg.com browser.pipe.aria.microsoft.com\n",
      "[1.] [5.3070544e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com ads.adrise.tv us-api.samsungpositioning.com\n",
      "[0.9911799] [0.9992681]\n",
      "Domain is ad server(pre):  [0.9911799]\n",
      "Domain is ad server(post):  [0.9911799]\n",
      "e17437.dscb.akamaiedge.net www.fedex.com mobile.pipe.aria.microsoft.com\n",
      "[0.99999833] [2.6608323e-05]\n",
      "Domain is ad server(pre):  [0.99999833]\n",
      "Domain is ad server(post):  [0.99999833]\n",
      "www.homedepot.com grupoempresarialforlin.com safebrowsing.googleapis.com\n",
      "[0.9999263] [3.2024414e-05]\n",
      "Domain is ad server(pre):  [0.9999263]\n",
      "Domain is ad server(post):  [0.9999263]\n",
      "logv.xiti.com ridematch.511.org click.mail.zillow.com\n",
      "[0.99999917] [3.9135634e-07]\n",
      "Domain is ad server(pre):  [0.99999917]\n",
      "Domain is ad server(post):  [0.99999917]\n",
      "googleadserver.com l3.aaxads.com googleads.g.doubleclick.net\n",
      "[6.440289e-05] [0.99999166]\n",
      "Domain is ad server(pre):  [6.440289e-05]\n",
      "Domain is ad server(post):  [6.440289e-05]\n",
      "work-offer.com sync.itunes.apple.com ihirehelp.com\n",
      "[0.00036126] [1.]\n",
      "Domain is ad server(pre):  [0.00036126]\n",
      "Domain is ad server(post):  [0.00036126]\n",
      "googleadserver.com www.wired.co.uk meridiameridia.3xforum.ro\n",
      "[1.6566031e-05] [3.5853533e-05]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 72ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [1.6566031e-05]\n",
      "Domain is ad server(post):  [1.6566633e-05]\n",
      "ad24.checkm8.com reddit.map.fastly.net pranking4.ziyu.net\n",
      "[6.1869796e-06] [1.]\n",
      "Domain is ad server(pre):  [6.1869796e-06]\n",
      "Domain is ad server(post):  [6.1869796e-06]\n",
      "www.homedepot.com ss-prod-ue1-notif-59.aws.adobess.com uinxah.co\n",
      "[0.00073561] [0.00096404]\n",
      "Domain is ad server(pre):  [0.00073561]\n",
      "Domain is ad server(post):  [0.00073561]\n",
      "gateway.fe.apple-dns.net us-auth2.samsungosp.com 123movies.my.id\n",
      "[1.] [1.]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com twoja-wygrana.com nrdp.nccp.netflix.com\n",
      "[0.9999527] [3.6132726e-05]\n",
      "Domain is ad server(pre):  [0.9999527]\n",
      "Domain is ad server(post):  [0.9999527]\n",
      "googleads.g.doubleclick.net outlook.office365.com static.sharethrough.com\n",
      "[1.4308751e-05] [1.]\n",
      "Domain is ad server(pre):  [1.4308751e-05]\n",
      "Domain is ad server(post):  [1.4308751e-05]\n",
      "www.homedepot.com smooth.pro17.cf.cdn.hbomax.com safety.microsoft.com.tyxspyw.s77ztvafnz0tjk2svwazgno.stream\n",
      "[0.00320888] [0.99993336]\n",
      "Domain is ad server(pre):  [0.00320888]\n",
      "Domain is ad server(post):  [0.00320888]\n",
      "fus01.ps4.update.playstation.net github.map.fastly.net findmenow.info\n",
      "[0.9999882] [0.00138664]\n",
      "Domain is ad server(pre):  [0.9999882]\n",
      "Domain is ad server(post):  [0.9999882]\n",
      "www.homedepot.com www.jannatkhah.ir plus.l.google.com\n",
      "[0.99995995] [0.00015887]\n",
      "Domain is ad server(pre):  [0.99995995]\n",
      "Domain is ad server(post):  [0.99995995]\n",
      "dog.halfbirthdayproducts.com azwus1-client-s.gateway.messenger.live.com www.testing3srv1.live\n",
      "[4.710729e-07] [1.]\n",
      "Domain is ad server(pre):  [4.710729e-07]\n",
      "Domain is ad server(post):  [4.710729e-07]\n",
      "googleadserver.com c.amazon-adsystem.com www.apple.com.edgekey.net.globalredir.akadns.net\n",
      "[0.99998534] [0.00115068]\n",
      "Domain is ad server(pre):  [0.99998534]\n",
      "Domain is ad server(post):  [0.99998534]\n",
      "keeate.com a.thumbs.redditmedia.com lxhsf.saqibsiddiqui.com\n",
      "[4.8327667e-05] [1.]\n",
      "Domain is ad server(pre):  [4.8327667e-05]\n",
      "Domain is ad server(post):  [4.8327667e-05]\n",
      "www.homedepot.com www.retrortv.in.net ocfconnect-shard-na03-useast2.samsungiotcloud.com\n",
      "[0.00081943] [4.683701e-05]\n",
      "Domain is ad server(pre):  [0.00081943]\n",
      "Domain is ad server(post):  [0.00081943]\n",
      "track.yieldsoftware.com upload.wikimedia.org 6g88slzg2rxwg2lejrbd.viomil.ro\n",
      "[1.35607315e-05] [1.]\n",
      "Domain is ad server(pre):  [1.35607315e-05]\n",
      "Domain is ad server(post):  [1.35607315e-05]\n",
      "googleadserver.com fu-e01a50651b.upalytics.com restrictmoderate.youtube.com\n",
      "[1.5970458e-05] [0.00061765]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 83ms/sample - loss: 1.5013\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Domain is ad server(pre):  [1.5970458e-05]\n",
      "Domain is ad server(post):  [1.5971036e-05]\n",
      "pl5102.puhtml.com problemseqo.com www.apple.com\n",
      "[0.17289476] [0.80081517]\n",
      "Domain is ad server(pre):  [0.17289476]\n",
      "Domain is ad server(post):  [0.17289476]\n",
      "www.homedepot.com e673.dsce9.akamaiedge.net delivery.locari.jp\n",
      "[0.00019348] [0.99998677]\n",
      "Domain is ad server(pre):  [0.00019348]\n",
      "Domain is ad server(post):  [0.00019348]\n",
      "mobile.pipe.aria.microsoft.com www.linkedin.com 29773.v.fwmrm.net\n",
      "[0.00046062] [0.9999999]\n",
      "Domain is ad server(pre):  [0.00046062]\n",
      "Domain is ad server(post):  [0.00046062]\n",
      "googleadserver.com a.thumbs.redditmedia.com eurocarsped.com\n",
      "[0.9996544] [0.99999654]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 69ms/sample - loss: 2.0006\n",
      "Domain is ad server(pre):  [0.9996544]\n",
      "Domain is ad server(post):  [0.99965394]\n",
      "miro.medium.com ocsp.sectigo.com www.hitslink.com\n",
      "[0.99998784] [5.1184135e-05]\n",
      "Domain is ad server(pre):  [0.99998784]\n",
      "Domain is ad server(post):  [0.99998784]\n",
      "www.homedepot.com www.butterfly-media.co.uk avatars2.githubusercontent.com\n",
      "[0.00081612] [9.928934e-05]\n",
      "Domain is ad server(pre):  [0.00081612]\n",
      "Domain is ad server(post):  [0.00081612]\n",
      "www.redditstatic.com antennasync.me config.edge.skype.com.trafficmanager.net\n",
      "[0.00014817] [0.99999964]\n",
      "Domain is ad server(pre):  [0.00014817]\n",
      "Domain is ad server(post):  [0.00014817]\n",
      "www.homedepot.com static-asm-skype.trafficmanager.net www.the-corner-of-life.blogspot.com\n",
      "[2.9785382e-05] [0.0004672]\n",
      "Domain is ad server(pre):  [2.9785382e-05]\n",
      "Domain is ad server(post):  [2.9785382e-05]\n",
      "ncdnncjnrjmainmain.us encrypted-vtbn3.gstatic.com io.narrative.io\n",
      "[9.000773e-05] [0.9999486]\n",
      "Domain is ad server(pre):  [9.000773e-05]\n",
      "Domain is ad server(post):  [9.000773e-05]\n",
      "www.homedepot.com ministryaffiliation.org b.thumbs.redditmedia.com\n",
      "[0.9999566] [4.817159e-05]\n",
      "Domain is ad server(pre):  [0.9999566]\n",
      "Domain is ad server(post):  [0.9999566]\n",
      "adservice.google.com r7---sn-8xgp1vo-p5qs.googlevideo.com efam4.info\n",
      "[6.346813e-05] [1.]\n",
      "Domain is ad server(pre):  [6.346813e-05]\n",
      "Domain is ad server(post):  [6.346813e-05]\n",
      "googleadserver.com 5-7-3-ios.network.ingest.crittercism.com a.thumbs.redditmedia.com\n",
      "[0.9999901] [2.1978713e-05]\n",
      "Domain is ad server(pre):  [0.9999901]\n",
      "Domain is ad server(post):  [0.9999901]\n",
      "tkbo.com api.smoot.apple.com static.chartbeat.com\n",
      "[0.0011373] [0.9999589]\n",
      "Domain is ad server(pre):  [0.0011373]\n",
      "Domain is ad server(post):  [0.0011373]\n",
      "www.homedepot.com faktya.is-best.net imap.gmail.com\n",
      "[0.9999839] [3.2336517e-05]\n",
      "Domain is ad server(pre):  [0.9999839]\n",
      "Domain is ad server(post):  [0.9999839]\n",
      "italiappalti.com adbooth.adk2.co _aav6._tcp.rand.org\n",
      "[1.] [1.34845295e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com metrics.store.irobot.com ipv4.imgur.map.fastly.net\n",
      "[0.9999863] [2.0871017e-05]\n",
      "Domain is ad server(pre):  [0.9999863]\n",
      "Domain is ad server(post):  [0.9999863]\n",
      "nrdp.prod.cloud.netflix.com uprowadzenie.7m.pl www.theatlantic.com\n",
      "[1.] [0.9999999]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com 47e224be59415ec068b94bca857581bd7dde7fb6.cws.conviva.com ocsp.g.aaplimg.com\n",
      "[0.9999995] [0.00170301]\n",
      "Domain is ad server(pre):  [0.9999995]\n",
      "Domain is ad server(post):  [0.9999995]\n",
      "dcatering.co.za imap.gmail.com www.behlenjoiner.com\n",
      "[0.9999999] [0.01207113]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "www.homedepot.com extreme-ip-lookup.com m.stripe.com\n",
      "[0.999959] [9.385708e-05]\n",
      "Domain is ad server(pre):  [0.999959]\n",
      "Domain is ad server(post):  [0.999959]\n",
      "avatars1.githubusercontent.com geo0.ggpht.com www.googletagmanager.com\n",
      "[9.799123e-05] [6.99613e-05]\n",
      "Domain is ad server(pre):  [9.799123e-05]\n",
      "Domain is ad server(post):  [9.799123e-05]\n",
      "googleadserver.com www.hopefulsweeper.blogspot.com www.googleapis.com\n",
      "[0.9999913] [2.970811e-05]\n",
      "Domain is ad server(pre):  [0.9999913]\n",
      "Domain is ad server(post):  [0.9999913]\n",
      "7798991.com cont-4.p-cdn.us adwords.google.lloymlincs.com\n",
      "[0.00458828] [0.9736872]\n",
      "Domain is ad server(pre):  [0.00458828]\n",
      "Domain is ad server(post):  [0.00458828]\n",
      "www.homedepot.com alblux.com time.apple.com\n",
      "[0.99997926] [3.664282e-05]\n",
      "Domain is ad server(pre):  [0.99997926]\n",
      "Domain is ad server(post):  [0.99997926]\n",
      "api-global.netflix.com weather-data.apple.com linkshare.com\n",
      "[0.99999666] [0.00248967]\n",
      "Domain is ad server(pre):  [0.99999666]\n",
      "Domain is ad server(post):  [0.99999666]\n",
      "www.homedepot.com clit.sextracker.com www.redditstatic.com\n",
      "[0.99998486] [3.3786037e-05]\n",
      "Domain is ad server(pre):  [0.99998486]\n",
      "Domain is ad server(post):  [0.99998486]\n",
      "app-analytics.snapchat.com p15-contacts.icloud.com www.star-advertising.com\n",
      "[0.00022251] [0.99999833]\n",
      "Domain is ad server(pre):  [0.00022251]\n",
      "Domain is ad server(post):  [0.00022251]\n",
      "www.homedepot.com symanreni.mysecondarydns.com mvm.snapchat.com\n",
      "[0.99993765] [6.0424354e-05]\n",
      "Domain is ad server(pre):  [0.99993765]\n",
      "Domain is ad server(post):  [0.99993765]\n",
      "popo98.000webhostapp.com 8.8.8.8.in-addr.arpa gtb5.acecounter.com\n",
      "[0.00078846] [0.00025359]\n",
      "Domain is ad server(pre):  [0.00078846]\n",
      "Domain is ad server(post):  [0.00078846]\n",
      "googleadserver.com www.wired.com heuristic-poitras-93c7e2.netlify.com\n",
      "[0.00353606] [0.99986696]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 75ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00353606]\n",
      "Domain is ad server(post):  [0.003536]\n",
      "a1806.dscb.akamai.net apple-finance.query.yahoo.com fls-eu.amazon-adsystem.com\n",
      "[0.99999917] [1.751837e-05]\n",
      "Domain is ad server(pre):  [0.99999917]\n",
      "Domain is ad server(post):  [0.99999917]\n",
      "googleadserver.com c.aaxads.com yieldbuild.com\n",
      "[0.00010508] [4.9561397e-05]\n",
      "Domain is ad server(pre):  [0.00010508]\n",
      "Domain is ad server(post):  [0.00010508]\n",
      "mobile.pipe.aria.microsoft.com monstersandcritics.advertserve.com cdn-0.nflximg.com\n",
      "[0.9999974] [0.00028129]\n",
      "Domain is ad server(pre):  [0.9999974]\n",
      "Domain is ad server(post):  [0.9999974]\n",
      "www.homedepot.com www.vietnamnetad.vn a1806.dscb.akamai.net\n",
      "[0.9999529] [8.6702545e-05]\n",
      "Domain is ad server(pre):  [0.9999529]\n",
      "Domain is ad server(post):  [0.9999529]\n",
      "imap.gmail.com app-measurement.com p45-buy.itunes.apple.com\n",
      "[1.0097313e-05] [1.]\n",
      "Domain is ad server(pre):  [1.0097313e-05]\n",
      "Domain is ad server(post):  [1.0097313e-05]\n",
      "www.homedepot.com outlook.office365.com id451295.com\n",
      "[0.00038129] [0.99998534]\n",
      "Domain is ad server(pre):  [0.00038129]\n",
      "Domain is ad server(post):  [0.00038129]\n",
      "w115.hitbox.com preview.redd.it browser.pipe.aria.microsoft.com\n",
      "[0.9999949] [0.00010876]\n",
      "Domain is ad server(pre):  [0.9999949]\n",
      "Domain is ad server(post):  [0.9999949]\n",
      "googleadserver.com growth-pa.googleapis.com sdkupdate.gamigames.com\n",
      "[2.8557455e-05] [0.9999714]\n",
      "Domain is ad server(pre):  [2.8557455e-05]\n",
      "Domain is ad server(post):  [2.8557455e-05]\n",
      "zaswiadczeniekrk.pl www.buildtraffic.com www.redditstatic.com\n",
      "[1.] [9.45256e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com preview.redd.it teenrevenue.com\n",
      "[0.0093857] [0.9999896]\n",
      "Domain is ad server(pre):  [0.0093857]\n",
      "Domain is ad server(post):  [0.0093857]\n",
      "www.buzzfeednews.com login.wikimedia.org a.optnmstr.com\n",
      "[4.784255e-06] [0.9999999]\n",
      "Domain is ad server(pre):  [4.784255e-06]\n",
      "Domain is ad server(post):  [4.784255e-06]\n",
      "www.homedepot.com by.optimost.com mms-iad.sp-prod.net\n",
      "[0.99999666] [0.00102996]\n",
      "Domain is ad server(pre):  [0.99999666]\n",
      "Domain is ad server(post):  [0.99999666]\n",
      "android.googleapis.com lt-ando-fe-lb-145112096.us-east-1.elb.amazonaws.com attitudecomunicacao.com.br\n",
      "[1.] [0.9999994]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com www.googleadservices.com nrdp52-appboot.netflix.com\n",
      "[0.0047984] [0.00024527]\n",
      "Domain is ad server(pre):  [0.0047984]\n",
      "Domain is ad server(post):  [0.0047984]\n",
      "a.thumbs.redditmedia.com www.qqkabb.com outlook.office365.com\n",
      "[0.00013295] [0.9999999]\n",
      "Domain is ad server(pre):  [0.00013295]\n",
      "Domain is ad server(post):  [0.00013295]\n",
      "www.homedepot.com external-preview.redd.it www.wmodynca73.pl\n",
      "[5.724909e-05] [0.9999839]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 73ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [5.724909e-05]\n",
      "Domain is ad server(post):  [5.724887e-05]\n",
      "adserver.virtuous.co.uk trackingimg.narvar.com mntpdq.net\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.00132126] [0.00032138]\n",
      "Domain is ad server(pre):  [0.00132126]\n",
      "Domain is ad server(post):  [0.00132126]\n",
      "www.homedepot.com mobile.pipe.aria.microsoft.com keyvalueservice-g.fe.apple-dns.net\n",
      "[0.00134343] [0.00075678]\n",
      "Domain is ad server(pre):  [0.00134343]\n",
      "Domain is ad server(post):  [0.00134343]\n",
      "n176adserv.com time.apple.com saafpani.gop.pk\n",
      "[0.00372586] [0.00031276]\n",
      "Domain is ad server(pre):  [0.00372586]\n",
      "Domain is ad server(post):  [0.00372586]\n",
      "www.homedepot.com keyvalueservice-g.fe.apple-dns.net msahinetms12.com\n",
      "[0.00032278] [3.3067645e-05]\n",
      "Domain is ad server(pre):  [0.00032278]\n",
      "Domain is ad server(post):  [0.00032278]\n",
      "nsx.sec.np.dl.playstation.net spocs.getpocket.com nationwide.smartridemobileapp.com\n",
      "[0.00012168] [0.99976724]\n",
      "Domain is ad server(pre):  [0.00012168]\n",
      "Domain is ad server(post):  [0.00012168]\n",
      "www.homedepot.com newsypolska.cal24.pl mvm.snapchat.com\n",
      "[0.99993765] [0.86943793]\n",
      "Domain is ad server(pre):  [0.99993765]\n",
      "Domain is ad server(post):  [0.99993765]\n",
      "hirado.top c.amazon-adsystem.com cdn1.evernote.com\n",
      "[3.941852e-05] [4.068115e-06]\n",
      "Domain is ad server(pre):  [3.941852e-05]\n",
      "Domain is ad server(post):  [3.941852e-05]\n",
      "www.homedepot.com joinbest.net cont-4.p-cdn.us\n",
      "[0.9999968] [0.99991333]\n",
      "Domain is ad server(pre):  [0.9999968]\n",
      "Domain is ad server(post):  [0.9999968]\n",
      "email.d23.com www.bidenhascovid19.co i.redd.it\n",
      "[5.3695654e-05] [0.9999958]\n",
      "Domain is ad server(pre):  [5.3695654e-05]\n",
      "Domain is ad server(post):  [5.3695654e-05]\n",
      "googleadserver.com sirius.mwbsys.com qorrs.saqibsiddiqui.com\n",
      "[0.00015211] [0.00088847]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 73ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00015211]\n",
      "Domain is ad server(post):  [0.00015212]\n",
      "ad.24h.com.vn c11.statcounter.com calendar.google.com\n",
      "[1.] [1.1823137e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com c.amazon-adsystem.com xmpp006.hpeprint.com\n",
      "[0.9999845] [2.4897681e-05]\n",
      "Domain is ad server(pre):  [0.9999845]\n",
      "Domain is ad server(post):  [0.9999845]\n",
      "vap1sfo1.lijit.com www.postkod.org stocks-sparkline.apple.com\n",
      "[1.] [6.6267717e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com telemetry.dropbox.com apps.bazaarvoice.com\n",
      "[0.00035163] [2.9776123e-05]\n",
      "Domain is ad server(pre):  [0.00035163]\n",
      "Domain is ad server(post):  [0.00035163]\n",
      "l3.aaxads.com sixapart.112.2o7.net activity.api.np.km.playstation.net\n",
      "[5.4825916e-05] [1.]\n",
      "Domain is ad server(pre):  [5.4825916e-05]\n",
      "Domain is ad server(post):  [5.4825916e-05]\n",
      "www.homedepot.com talkcity.realtracker.com geo-applefinance-cache.internal.query.g03.yahoodns.net\n",
      "[0.99981076] [4.0602976e-05]\n",
      "Domain is ad server(pre):  [0.99981076]\n",
      "Domain is ad server(post):  [0.99981076]\n",
      "occ-0-2433-2430.1.nflxso.net www.google.com bism.co.vu\n",
      "[1.] [3.1007994e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com clients6.google.com newsgwalt24.online\n",
      "[0.00010009] [0.9998196]\n",
      "Domain is ad server(pre):  [0.00010009]\n",
      "Domain is ad server(post):  [0.00010009]\n",
      "monitor.phorm.com www.youtube.com greensy.eu\n",
      "[0.99999595] [0.00370767]\n",
      "Domain is ad server(pre):  [0.99999595]\n",
      "Domain is ad server(post):  [0.99999595]\n",
      "www.homedepot.com ichnaea.netflix.com mobile.pipe.aria.microsoft.com\n",
      "[0.00051138] [0.9999937]\n",
      "Domain is ad server(pre):  [0.00051138]\n",
      "Domain is ad server(post):  [0.00051138]\n",
      "browser.pipe.aria.microsoft.com www172.lpwangzhan.com polka.typekit.com\n",
      "[0.99999905] [4.0522477e-07]\n",
      "Domain is ad server(pre):  [0.99999905]\n",
      "Domain is ad server(post):  [0.99999905]\n",
      "www.homedepot.com messages.cf www.overleaf.com\n",
      "[0.99974316] [0.00027312]\n",
      "Domain is ad server(pre):  [0.99974316]\n",
      "Domain is ad server(post):  [0.99974316]\n",
      "gsp-ssl.ls.apple.com vietravel.ezimar.com edge-skype-com.s-0001.s-msedge.net\n",
      "[5.3033586e-05] [1.]\n",
      "Domain is ad server(pre):  [5.3033586e-05]\n",
      "Domain is ad server(post):  [5.3033586e-05]\n",
      "googleadserver.com outlook.office365.com kcnnrj.us\n",
      "[4.0405368e-05] [0.99999654]\n",
      "Domain is ad server(pre):  [4.0405368e-05]\n",
      "Domain is ad server(post):  [4.0405368e-05]\n",
      "gcp.api.snapchat.com e12767.d.akamaiedge.net device-metrics-us.amazon.com\n",
      "[1.] [1.]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com rpc.tapjoy.com discourse.pi-hole.net\n",
      "[0.9999546] [0.00291883]\n",
      "Domain is ad server(pre):  [0.9999546]\n",
      "Domain is ad server(post):  [0.9999546]\n",
      "zpns.zoom.us cm.mediav.com e673.dsce9.akamaiedge.net\n",
      "[1.7523635e-05] [1.]\n",
      "Domain is ad server(pre):  [1.7523635e-05]\n",
      "Domain is ad server(post):  [1.7523635e-05]\n",
      "googleadserver.com triboteen.com.br time.apple.com\n",
      "[0.99999285] [0.00194737]\n",
      "Domain is ad server(pre):  [0.99999285]\n",
      "Domain is ad server(post):  [0.99999285]\n",
      "wait3sec.org imap.gmail.com pubads.g.doubleclick.net\n",
      "[0.00443305] [0.0239372]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 73ms/sample - loss: 1.5171\n",
      "Domain is ad server(pre):  [0.00443305]\n",
      "Domain is ad server(post):  [0.00442125]\n",
      "www.homedepot.com asg08.casalemedia.com static-asm-skype.trafficmanager.net\n",
      "[0.9999304] [0.9999157]\n",
      "Domain is ad server(pre):  [0.9999304]\n",
      "Domain is ad server(post):  [0.9999304]\n",
      "cobrowsing-ha.iadvize.com static-asm-skype.trafficmanager.net www.bulkclicks.com\n",
      "[7.812227e-07] [2.3563154e-05]\n",
      "Domain is ad server(pre):  [7.812227e-07]\n",
      "Domain is ad server(post):  [7.812227e-07]\n",
      "googleadserver.com calvicenter.com.br clients3.google.com\n",
      "[0.00311613] [5.890449e-05]\n",
      "Domain is ad server(pre):  [0.00311613]\n",
      "Domain is ad server(post):  [0.00311613]\n",
      "wee-s.co.jp e12767.d.akamaiedge.net px.steelhousemedia.com\n",
      "[0.00058075] [0.99996626]\n",
      "Domain is ad server(pre):  [0.00058075]\n",
      "Domain is ad server(post):  [0.00058075]\n",
      "www.homedepot.com data2.gosquared.com nus.wup.shop.nintendo.net\n",
      "[0.9953164] [6.1954e-05]\n",
      "Domain is ad server(pre):  [0.9953164]\n",
      "Domain is ad server(post):  [0.9953164]\n",
      "pornstar-candysue.de old.reddit.com dcetr3.segmentify.com\n",
      "[0.99999964] [0.9999925]\n",
      "Domain is ad server(pre):  [0.99999964]\n",
      "Domain is ad server(post):  [0.99999964]\n",
      "googleadserver.com fus01.ps4.update.playstation.net www.nominatedoratio.xyz\n",
      "[0.00015643] [0.99997437]\n",
      "Domain is ad server(pre):  [0.00015643]\n",
      "Domain is ad server(post):  [0.00015643]\n",
      "ghb2.adtelligent.com nintoucha.matinkimiaco.com ocsp.pki.goog\n",
      "[1.] [5.25424e-07]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com emoji.redditmedia.com secure.insightexpressai.com\n",
      "[8.548105e-05] [0.9999788]\n",
      "Domain is ad server(pre):  [8.548105e-05]\n",
      "Domain is ad server(post):  [8.548105e-05]\n",
      "www.google.com outlook.office365.com www.googleadservices.com\n",
      "[1.] [1.]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com nexus.officeapps.live.com us-central1-gcp.api.snapchat.com\n",
      "[0.6826486] [0.00014253]\n",
      "Domain is ad server(pre):  [0.6826486]\n",
      "Domain is ad server(post):  [0.6826486]\n",
      "mathenea.com cat.hk.as.criteo.com firebaseremoteconfig.googleapis.com\n",
      "[2.839295e-05] [5.6526173e-05]\n",
      "Domain is ad server(pre):  [2.839295e-05]\n",
      "Domain is ad server(post):  [2.839295e-05]\n",
      "googleadserver.com ocsp.apple.com munijunin.gob.pe\n",
      "[0.99999225] [0.99993896]\n",
      "Domain is ad server(pre):  [0.99999225]\n",
      "Domain is ad server(post):  [0.99999225]\n",
      "firebase-settings.crashlytics.com www.google.com 47e224be59415ec068b94bca857581bd7dde7fb6.cws.conviva.com\n",
      "[2.0102024e-07] [1.5849143e-06]\n",
      "Domain is ad server(pre):  [2.0102024e-07]\n",
      "Domain is ad server(post):  [2.0102024e-07]\n",
      "googleadserver.com www.pomerania-bn.pl www.pinterest.com.gslb.pinterest.com\n",
      "[4.4940334e-05] [4.9025566e-05]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 69ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [4.4940334e-05]\n",
      "Domain is ad server(post):  [4.494111e-05]\n",
      "guzzoni-apple-com.v.aaplimg.com netmon-control.dropbox.com 47e224be59415ec068b94bca857581bd7dde7fb6.cws.conviva.com\n",
      "[0.9999995] [6.888205e-05]\n",
      "Domain is ad server(pre):  [0.9999995]\n",
      "Domain is ad server(post):  [0.9999995]\n",
      "googleadserver.com ehg-cafepress.hitbox.com bag.itunes.apple.com\n",
      "[0.99998283] [0.00032461]\n",
      "Domain is ad server(pre):  [0.99998283]\n",
      "Domain is ad server(post):  [0.99998283]\n",
      "na.api.amazonvideo.com stats.pandora.com lt501.tritondigital.com\n",
      "[1.9126199e-05] [0.9994535]\n",
      "Domain is ad server(pre):  [1.9126199e-05]\n",
      "Domain is ad server(post):  [1.9126199e-05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "googleadserver.com sync.itunes.apple.com gogetgorgeous.com\n",
      "[3.8870454e-05] [0.99999166]\n",
      "Domain is ad server(pre):  [3.8870454e-05]\n",
      "Domain is ad server(post):  [3.8870454e-05]\n",
      "stats.pandora.com latribune.electronicpromotions2015.com b-ring.msedge.net\n",
      "[0.9999999] [2.2898992e-05]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "www.homedepot.com www.evernote.com incoming.telemetry.mozilla.org\n",
      "[0.99986064] [0.99997807]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 69ms/sample - loss: 2.0010\n",
      "Domain is ad server(pre):  [0.99986064]\n",
      "Domain is ad server(post):  [0.9998605]\n",
      "spillerfanside.com imap.gmail.com edsa.122.2o7.net\n",
      "[4.853445e-07] [0.9684816]\n",
      "Domain is ad server(pre):  [4.853445e-07]\n",
      "Domain is ad server(post):  [4.853445e-07]\n",
      "googleadserver.com weather-data.apple.com medshop.pl\n",
      "[0.00030586] [0.99999475]\n",
      "Domain is ad server(pre):  [0.00030586]\n",
      "Domain is ad server(post):  [0.00030586]\n",
      "remote-data.urbanairship.com gateway.icloud.com adserver.bondage.com\n",
      "[1.1729014e-06] [1.]\n",
      "Domain is ad server(pre):  [1.1729014e-06]\n",
      "Domain is ad server(post):  [1.1729014e-06]\n",
      "googleadserver.com chooseyourgiftcard.win a.thumbs.redditmedia.com\n",
      "[0.9999901] [1.5159248e-05]\n",
      "Domain is ad server(pre):  [0.9999901]\n",
      "Domain is ad server(post):  [0.9999901]\n",
      "topapps-func.pinsightmedia.com openscotland.pl stocks-sparkline-lb.apple.com.akadns.net\n",
      "[0.04218877] [0.5877346]\n",
      "Domain is ad server(pre):  [0.04218877]\n",
      "Domain is ad server(post):  [0.04218877]\n",
      "www.homedepot.com www.googletagmanager.com graph.facebook.com\n",
      "[0.9999238] [0.00014318]\n",
      "Domain is ad server(pre):  [0.9999238]\n",
      "Domain is ad server(post):  [0.9999238]\n",
      "scrippswfts.112.2o7.net www.googleadservices.com cdn.travis-ci.org\n",
      "[0.00133732] [2.3308402e-09]\n",
      "Domain is ad server(pre):  [0.00133732]\n",
      "Domain is ad server(post):  [0.00133732]\n",
      "googleadserver.com safebrowsing.googleapis.com help-setting.info\n",
      "[0.9999393] [0.9999932]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 69ms/sample - loss: 2.0012\n",
      "Domain is ad server(pre):  [0.9999393]\n",
      "Domain is ad server(post):  [0.9999393]\n",
      "112.0.168.192.in-addr.arpa c.amazon-adsystem.com imap.gmail.com\n",
      "[5.9451977e-06] [1.]\n",
      "Domain is ad server(pre):  [5.9451977e-06]\n",
      "Domain is ad server(post):  [5.9451977e-06]\n",
      "googleadserver.com api-global.netflix.com adserver.pandora.com\n",
      "[1.9112176e-05] [0.9999974]\n",
      "Domain is ad server(pre):  [1.9112176e-05]\n",
      "Domain is ad server(post):  [1.9112176e-05]\n",
      "celebuzz.us.intellitxt.com nrdp.prod.ftl.netflix.com dbankswx.beget.tech\n",
      "[2.6441992e-06] [1.]\n",
      "Domain is ad server(pre):  [2.6441992e-06]\n",
      "Domain is ad server(post):  [2.6441992e-06]\n",
      "www.homedepot.com photos.zillowstatic.com annapiaseczno.pl\n",
      "[0.00018583] [0.9999962]\n",
      "Domain is ad server(pre):  [0.00018583]\n",
      "Domain is ad server(post):  [0.00018583]\n",
      "avatars0.githubusercontent.com guzzoni.apple.com pagead2.googlesyndication.com\n",
      "[0.00010232] [0.9999981]\n",
      "Domain is ad server(pre):  [0.00010232]\n",
      "Domain is ad server(post):  [0.00010232]\n",
      "www.homedepot.com jettemoeller.dk app.launchdarkly.com\n",
      "[0.00015684] [3.100508e-05]\n",
      "Domain is ad server(pre):  [0.00015684]\n",
      "Domain is ad server(post):  [0.00015684]\n",
      "lucibad.home.ro ambien.3.p2l.info mediaserver-sv5-t1-1-v4v6.pandora.com\n",
      "[1.] [3.9270225e-07]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com api.us-east-1.aiv-delivery.net p25433.clksite.com\n",
      "[0.9999405] [0.9999852]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 69ms/sample - loss: 2.0012\n",
      "Domain is ad server(pre):  [0.9999405]\n",
      "Domain is ad server(post):  [0.9999405]\n",
      "static-asm-skype.trafficmanager.net www.google.com bizrate.com\n",
      "[0.99999785] [4.6311457e-06]\n",
      "Domain is ad server(pre):  [0.99999785]\n",
      "Domain is ad server(post):  [0.99999785]\n",
      "www.homedepot.com www.redditmedia.com as.vs4entertainment.com\n",
      "[0.0004861] [0.9999559]\n",
      "Domain is ad server(pre):  [0.0004861]\n",
      "Domain is ad server(post):  [0.0004861]\n",
      "www.pobieralnie-plikow.eu www.wwwwal-mart.com meta.wikimedia.org\n",
      "[0.9998411] [0.00013272]\n",
      "Domain is ad server(pre):  [0.9998411]\n",
      "Domain is ad server(post):  [0.9998411]\n",
      "www.homedepot.com a1806.dscb.akamai.net deitmer.info\n",
      "[0.00036912] [0.99994314]\n",
      "Domain is ad server(pre):  [0.00036912]\n",
      "Domain is ad server(post):  [0.00036912]\n",
      "youtube.com trouter-cus-b.trouter.skype.com wyciag-gwarek.pl\n",
      "[0.9781929] [3.135918e-05]\n",
      "Domain is ad server(pre):  [0.9781929]\n",
      "Domain is ad server(post):  [0.9781929]\n",
      "www.homedepot.com outlook.office365.com ad.doubleclick.net\n",
      "[0.00012391] [0.99998975]\n",
      "Domain is ad server(pre):  [0.00012391]\n",
      "Domain is ad server(post):  [0.00012391]\n",
      "p15-fmip.icloud.com mobile.pipe.aria.microsoft.com push.services.mozilla.com\n",
      "[1.] [1.]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com www.counter16.sextracker.be youtube-ui.l.google.com\n",
      "[0.99994314] [0.00092958]\n",
      "Domain is ad server(pre):  [0.99994314]\n",
      "Domain is ad server(post):  [0.99994314]\n",
      "hostingprod.com events.apester.com gspe35-ssl.ls.apple.com\n",
      "[0.00048574] [0.9999933]\n",
      "Domain is ad server(pre):  [0.00048574]\n",
      "Domain is ad server(post):  [0.00048574]\n",
      "www.homedepot.com gpaper214.112.2o7.net a2047.dscb.akamai.net\n",
      "[0.9997968] [3.4151988e-05]\n",
      "Domain is ad server(pre):  [0.9997968]\n",
      "Domain is ad server(post):  [0.9997968]\n",
      "geobeacon.ign.com weather-data.apple.com ads.shiftdelete.net\n",
      "[8.983041e-07] [0.9999989]\n",
      "Domain is ad server(pre):  [8.983041e-07]\n",
      "Domain is ad server(post):  [8.983041e-07]\n",
      "googleadserver.com santander.digital-app.ga configuration.apple.com\n",
      "[0.99998987] [0.00010148]\n",
      "Domain is ad server(pre):  [0.99998987]\n",
      "Domain is ad server(post):  [0.99998987]\n",
      "us.verizon-us.rcs.telephony.goog web-ccfr.tsinghua.edu.cn ws.pusherapp.com\n",
      "[0.99763036] [0.7944425]\n",
      "Domain is ad server(pre):  [0.99763036]\n",
      "Domain is ad server(post):  [0.99763036]\n",
      "www.homedepot.com epoczta247.com outlook.live.com\n",
      "[0.9999771] [0.00046984]\n",
      "Domain is ad server(pre):  [0.9999771]\n",
      "Domain is ad server(post):  [0.9999771]\n",
      "c.amazon-adsystem.com www.google.com mobile.pipe.aria.microsoft.com\n",
      "[6.6329754e-05] [1.]\n",
      "Domain is ad server(pre):  [6.6329754e-05]\n",
      "Domain is ad server(post):  [6.6329754e-05]\n",
      "www.homedepot.com analytics.poolshool.com fpc.msedge.net\n",
      "[0.999845] [5.8310507e-05]\n",
      "Domain is ad server(pre):  [0.999845]\n",
      "Domain is ad server(post):  [0.999845]\n",
      "telemetry.dropbox.com cdn-images.mailchimp.com calvicenter.com.br\n",
      "[2.668827e-05] [1.5074926e-05]\n",
      "Domain is ad server(pre):  [2.668827e-05]\n",
      "Domain is ad server(post):  [2.668827e-05]\n",
      "googleadserver.com play.google.com ads.waframedia1.com\n",
      "[5.8118367e-05] [0.00023044]\n",
      "Domain is ad server(pre):  [5.8118367e-05]\n",
      "Domain is ad server(post):  [5.8118367e-05]\n",
      "www.redditmedia.com mozilla.org www.wypad3k0.blogspot.com\n",
      "[0.99999976] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 143ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.99999976]\n",
      "Domain is ad server(post):  [0.99999976]\n",
      "www.homedepot.com mobile.pipe.aria.microsoft.com e673.dsce9.akamaiedge.net\n",
      "[0.99998975] [0.00048513]\n",
      "Domain is ad server(pre):  [0.99998975]\n",
      "Domain is ad server(post):  [0.99998975]\n",
      "mediaserver-cont-dc6-1-v4v6.pandora.com unagi-na.amazon.com www.googleadservices.com\n",
      "[0.9999999] [0.50545526]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "www.homedepot.com www.gryfkietrz.pl l3.aaxads.com\n",
      "[0.99997616] [0.99993384]\n",
      "Domain is ad server(pre):  [0.99997616]\n",
      "Domain is ad server(post):  [0.99997616]\n",
      "googlehosted.l.googleusercontent.com www3.zoom.us www.lifefordatings14.live\n",
      "[0.99999964] [1.7989762e-05]\n",
      "Domain is ad server(pre):  [0.99999964]\n",
      "Domain is ad server(post):  [0.99999964]\n",
      "www.homedepot.com 1180c.ec.azureedge.net stats2.dooyoo.com\n",
      "[0.00039364] [0.9999678]\n",
      "Domain is ad server(pre):  [0.00039364]\n",
      "Domain is ad server(post):  [0.00039364]\n",
      "newware11.024xuyisheng.com ultramole.xyz p31-keyvalueservice.icloud.com\n",
      "[0.99571013] [2.1397515e-05]\n",
      "Domain is ad server(pre):  [0.99571013]\n",
      "Domain is ad server(post):  [0.99571013]\n",
      "googleadserver.com adservice.google.com geller-pa.googleapis.com\n",
      "[0.99947375] [3.299132e-05]\n",
      "Domain is ad server(pre):  [0.99947375]\n",
      "Domain is ad server(post):  [0.99947375]\n",
      "smooth.pro17.akm.cdn.hbomax.com cnet.us.intellitxt.com www.linkedin.com\n",
      "[4.0246658e-05] [1.]\n",
      "Domain is ad server(pre):  [4.0246658e-05]\n",
      "Domain is ad server(post):  [4.0246658e-05]\n",
      "www.homedepot.com us-ivt.np.community.playstation.net insectrunfollow15.live\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.00059503] [0.00064535]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 68ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00059503]\n",
      "Domain is ad server(post):  [0.00059504]\n",
      "ads22.focalink.com reddit-image.s3.amazonaws.com app-measurement.com\n",
      "[6.9717244e-06] [1.]\n",
      "Domain is ad server(pre):  [6.9717244e-06]\n",
      "Domain is ad server(post):  [6.9717244e-06]\n",
      "www.homedepot.com ww1.shinden-anime.info pandas.pydata.org\n",
      "[0.99991477] [0.00011355]\n",
      "Domain is ad server(pre):  [0.99991477]\n",
      "Domain is ad server(post):  [0.99991477]\n",
      "cow.gutterheaters.org api-glb-use1c.smoot.apple.com legendsdtv.com\n",
      "[1.1743788e-06] [1.]\n",
      "Domain is ad server(pre):  [1.1743788e-06]\n",
      "Domain is ad server(post):  [1.1743788e-06]\n",
      "www.homedepot.com weather-data.apple.com reports.crashlytics.com\n",
      "[0.00084964] [0.999845]\n",
      "Domain is ad server(pre):  [0.00084964]\n",
      "Domain is ad server(post):  [0.00084964]\n",
      "www.google.com en.likefever.org play.google.com\n",
      "[9.1839735e-07] [0.9999999]\n",
      "Domain is ad server(pre):  [9.1839735e-07]\n",
      "Domain is ad server(post):  [9.1839735e-07]\n",
      "www.homedepot.com _kerberos._udp.rand.org hallaert.online\n",
      "[0.00017388] [4.121715e-05]\n",
      "Domain is ad server(pre):  [0.00017388]\n",
      "Domain is ad server(post):  [0.00017388]\n",
      "gsp64-ssl.ls.apple.com mobile.pipe.aria.microsoft.com youtube-ui.l.google.com\n",
      "[6.364415e-06] [1.]\n",
      "Domain is ad server(pre):  [6.364415e-06]\n",
      "Domain is ad server(post):  [6.364415e-06]\n",
      "www.homedepot.com mobile.pipe.aria.microsoft.com s-ring.msedge.net\n",
      "[0.9999881] [9.657083e-05]\n",
      "Domain is ad server(pre):  [0.9999881]\n",
      "Domain is ad server(post):  [0.9999881]\n",
      "adservice.google.com mobile.pipe.aria.microsoft.com imap.gmail.com\n",
      "[1.] [5.1551626e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com tracking.meete.co www.google.com\n",
      "[0.9999852] [0.00019687]\n",
      "Domain is ad server(pre):  [0.9999852]\n",
      "Domain is ad server(post):  [0.9999852]\n",
      "156.0.168.192.in-addr.arpa pasypal-support.tk consumer.entitlement.skype.com\n",
      "[9.783063e-05] [0.9999876]\n",
      "Domain is ad server(pre):  [9.783063e-05]\n",
      "Domain is ad server(post):  [9.783063e-05]\n",
      "www.homedepot.com c2.gostats.com 119.0.168.192.in-addr.arpa\n",
      "[0.99998903] [0.00065493]\n",
      "Domain is ad server(pre):  [0.99998903]\n",
      "Domain is ad server(post):  [0.99998903]\n",
      "hardtofindmilk.com ads.brand.net safebrowsing.googleapis.com\n",
      "[1.] [1.6434781e-07]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com tfbauru.com.br 1180c.wpc.azureedge.net\n",
      "[0.99998546] [0.00027197]\n",
      "Domain is ad server(pre):  [0.99998546]\n",
      "Domain is ad server(post):  [0.99998546]\n",
      "weather-data.apple.com na1e-acc.services.adobe.com c.amazon-adsystem.com\n",
      "[0.9999999] [5.9978458e-05]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "googleadserver.com cd.adition.com time-macos.apple.com\n",
      "[0.9999893] [0.00026706]\n",
      "Domain is ad server(pre):  [0.9999893]\n",
      "Domain is ad server(post):  [0.9999893]\n",
      "gamesites100.net xml.plusfind.net a.thumbs.redditmedia.com\n",
      "[0.9999982] [0.00022142]\n",
      "Domain is ad server(pre):  [0.9999982]\n",
      "Domain is ad server(post):  [0.9999982]\n",
      "www.homedepot.com epocztex.pl weather-data.apple.com\n",
      "[0.99997973] [0.99992037]\n",
      "Domain is ad server(pre):  [0.99997973]\n",
      "Domain is ad server(post):  [0.99997973]\n",
      "adenabdullehospital.com cont-3.p-cdn.us evepdaggiesports.112.2o7.net\n",
      "[8.112267e-07] [1.]\n",
      "Domain is ad server(pre):  [8.112267e-07]\n",
      "Domain is ad server(post):  [8.112267e-07]\n",
      "www.homedepot.com lifefordatings13.live weather-data.apple.com\n",
      "[0.99997973] [7.702253e-05]\n",
      "Domain is ad server(pre):  [0.99997973]\n",
      "Domain is ad server(post):  [0.99997973]\n",
      "www.randalieren9.live stats.pandora.com ss-prod-ue1-notif-59.aws.adobess.com\n",
      "[1.] [1.5230843e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com www.googleapis.com www.everestjs.net\n",
      "[0.00467078] [0.9999732]\n",
      "Domain is ad server(pre):  [0.00467078]\n",
      "Domain is ad server(post):  [0.00467078]\n",
      "getegroup.com ny.eater.com coachhouseballarat.com\n",
      "[0.9999958] [0.00115004]\n",
      "Domain is ad server(pre):  [0.9999958]\n",
      "Domain is ad server(post):  [0.9999958]\n",
      "www.homedepot.com ads.givemegay.com smooth.pro17.akm.cdn.hbomax.com\n",
      "[0.99998665] [0.9508344]\n",
      "Domain is ad server(pre):  [0.99998665]\n",
      "Domain is ad server(post):  [0.99998665]\n",
      "time-osx.g.aaplimg.com gateway.fe.apple-dns.net tiads.people.com\n",
      "[0.9999951] [0.00023236]\n",
      "Domain is ad server(pre):  [0.9999951]\n",
      "Domain is ad server(post):  [0.9999951]\n",
      "googleadserver.com vdopia.com unbouncepages.com\n",
      "[0.999752] [0.00576745]\n",
      "Domain is ad server(pre):  [0.999752]\n",
      "Domain is ad server(post):  [0.999752]\n",
      "sg-gmtdmp.gd2.mookie1.com 161.0.168.192.in-addr.arpa livecamgirls.streamray.com\n",
      "[5.4706004e-05] [8.700008e-06]\n",
      "Domain is ad server(pre):  [5.4706004e-05]\n",
      "Domain is ad server(post):  [5.4706004e-05]\n",
      "googleadserver.com ignacio.com.py mvm.snapchat.com\n",
      "[0.99997497] [0.00050746]\n",
      "Domain is ad server(pre):  [0.99997497]\n",
      "Domain is ad server(post):  [0.99997497]\n",
      "www.google.com buy-phentermine-online.135.it encrypted-tbn0.gstatic.com\n",
      "[1.0329331e-05] [1.]\n",
      "Domain is ad server(pre):  [1.0329331e-05]\n",
      "Domain is ad server(post):  [1.0329331e-05]\n",
      "googleadserver.com reports.crashlytics.com audio-fa.scdn.co\n",
      "[0.00064246] [0.00011741]\n",
      "Domain is ad server(pre):  [0.00064246]\n",
      "Domain is ad server(post):  [0.00064246]\n",
      "reviewpaypal.dynv6.net safetywarningquick.xyz support.apple.com\n",
      "[0.00268184] [0.00087847]\n",
      "Domain is ad server(pre):  [0.00268184]\n",
      "Domain is ad server(post):  [0.00268184]\n",
      "googleadserver.com www.login-o365secure.ts.r.appspot.com a.thumbs.redditmedia.com\n",
      "[0.9999901] [6.262731e-05]\n",
      "Domain is ad server(pre):  [0.9999901]\n",
      "Domain is ad server(post):  [0.9999901]\n",
      "fb.postmee.xyz detectportal.firefox.com unmoving-report.000webhostapp.com\n",
      "[1.9737063e-06] [0.99970764]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 75ms/sample - loss: 1.5019\n",
      "Domain is ad server(pre):  [1.9737063e-06]\n",
      "Domain is ad server(post):  [1.9734616e-06]\n",
      "googleadserver.com tuneservices.com safebrowsing.googleapis.com\n",
      "[0.99996865] [0.00012738]\n",
      "Domain is ad server(pre):  [0.99996865]\n",
      "Domain is ad server(post):  [0.99996865]\n",
      "i.redd.it dixonscouk.112.2o7.net e25548.dscf.akamaiedge.net\n",
      "[1.164018e-06] [1.]\n",
      "Domain is ad server(pre):  [1.164018e-06]\n",
      "Domain is ad server(post):  [1.164018e-06]\n",
      "googleadserver.com b._dns-sd._udp.0.0.168.192.in-addr.arpa ri.5.p2l.info\n",
      "[0.00123399] [0.00014283]\n",
      "Domain is ad server(pre):  [0.00123399]\n",
      "Domain is ad server(post):  [0.00123399]\n",
      "google.com gigamania.pt 1180c.wpc.azureedge.net\n",
      "[2.7512959e-05] [0.99999976]\n",
      "Domain is ad server(pre):  [2.7512959e-05]\n",
      "Domain is ad server(post):  [2.7512959e-05]\n",
      "www.homedepot.com api.us-east-1.aiv-delivery.net eventss3.datasphere.com\n",
      "[0.00132456] [0.99997795]\n",
      "Domain is ad server(pre):  [0.00132456]\n",
      "Domain is ad server(post):  [0.00132456]\n",
      "gateway.fe.apple-dns.net ad.adlegend.com uc94fc6fe2af4d29254a55b6690f.dl.dropboxusercontent.com\n",
      "[9.455478e-06] [1.]\n",
      "Domain is ad server(pre):  [9.455478e-06]\n",
      "Domain is ad server(post):  [9.455478e-06]\n",
      "googleadserver.com googlehosted.l.googleusercontent.com sjc05-usadmm-ds.dotomi.com\n",
      "[5.3204854e-05] [3.625602e-05]\n",
      "Domain is ad server(pre):  [5.3204854e-05]\n",
      "Domain is ad server(post):  [5.3204854e-05]\n",
      "tw.c.appier.net dorado.strava.com adman.otenet.gr\n",
      "[2.9228137e-05] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 75ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [2.9228137e-05]\n",
      "Domain is ad server(post):  [2.9228582e-05]\n",
      "www.homedepot.com youtube-ui.l.google.com exit76.com\n",
      "[0.00025774] [0.00194092]\n",
      "Domain is ad server(pre):  [0.00025774]\n",
      "Domain is ad server(post):  [0.00025774]\n",
      "rererara733.000webhostapp.com www.redditstatic.com girlstofap.ga\n",
      "[3.163398e-05] [1.95238e-06]\n",
      "Domain is ad server(pre):  [3.163398e-05]\n",
      "Domain is ad server(post):  [3.163398e-05]\n",
      "googleadserver.com www.randalieren13.live www.google.com\n",
      "[0.99999475] [0.00041466]\n",
      "Domain is ad server(pre):  [0.99999475]\n",
      "Domain is ad server(post):  [0.99999475]\n",
      "browser.pipe.aria.microsoft.com configuration.apple.com danastewartfitness.com\n",
      "[1.1745766e-05] [1.0786294e-05]\n",
      "Domain is ad server(pre):  [1.1745766e-05]\n",
      "Domain is ad server(post):  [1.1745766e-05]\n",
      "googleadserver.com analytics.fuckingawesome.com c.aaxads.com\n",
      "[0.9993216] [0.98341364]\n",
      "Domain is ad server(pre):  [0.9993216]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Domain is ad server(post):  [0.9993216]\n",
      "comicbook.map.fastly.net api.shoppingminds.net gcp.api.snapchat.com\n",
      "[0.00051411] [0.99999976]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 140ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00051411]\n",
      "Domain is ad server(post):  [0.00051411]\n",
      "www.homedepot.com www3.l.google.com www.nartypomorze.pl\n",
      "[0.00079377] [0.99998546]\n",
      "Domain is ad server(pre):  [0.00079377]\n",
      "Domain is ad server(post):  [0.00079377]\n",
      "www.epoczta-interia.com pip.pypa.io securepubads.g.doubleclick.net\n",
      "[1.] [0.99999845]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com gateway.fe.apple-dns.net adservice.google.com\n",
      "[0.00014382] [0.99998975]\n",
      "Domain is ad server(pre):  [0.00014382]\n",
      "Domain is ad server(post):  [0.00014382]\n",
      "push.apple.com gsp-ssl.ls-apple.com.akadns.net www.glitzygal.net\n",
      "[0.09245773] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 88ms/sample - loss: 1.5081\n",
      "Domain is ad server(pre):  [0.09245773]\n",
      "Domain is ad server(post):  [0.07006649]\n",
      "www.homedepot.com play.googleapis.com 6454.eu-api.swrve.com\n",
      "[0.0021527] [0.9999962]\n",
      "Domain is ad server(pre):  [0.0021527]\n",
      "Domain is ad server(post):  [0.0021527]\n",
      "encrypted-tbn0.gstatic.com play.google.com www.kwaterynasezon.pl\n",
      "[0.99998367] [0.00011093]\n",
      "Domain is ad server(pre):  [0.99998367]\n",
      "Domain is ad server(post):  [0.99998367]\n",
      "googleadserver.com www.dov-verkauf.de www.npr.org\n",
      "[0.99977833] [0.97653675]\n",
      "Domain is ad server(pre):  [0.99977833]\n",
      "Domain is ad server(post):  [0.99977833]\n",
      "api-global.netflix.com e17437.dscb.akamaiedge.net browser.pipe.aria.microsoft.com\n",
      "[0.99999726] [0.00022309]\n",
      "Domain is ad server(pre):  [0.99999726]\n",
      "Domain is ad server(post):  [0.99999726]\n",
      "www.homedepot.com udmserve.net api-global.netflix.com\n",
      "[0.9998903] [3.379763e-05]\n",
      "Domain is ad server(pre):  [0.9998903]\n",
      "Domain is ad server(post):  [0.9998903]\n",
      "adi.mainichi.co.jp static-tagr.gd1.mookie1.com gateway.fe.apple-dns.net\n",
      "[1.] [9.955694e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com api.geocode.earth ncjpbn.in\n",
      "[0.00172996] [0.9999906]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 79ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00172996]\n",
      "Domain is ad server(post):  [0.00172997]\n",
      "static.asm.skype.com hlstimeinc-a.akamaihd.net costaluz.info\n",
      "[1.] [4.654311e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com p47-calendars.icloud.com gantiementspro.xyz\n",
      "[8.883797e-05] [0.9999851]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 124ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [8.883797e-05]\n",
      "Domain is ad server(post):  [8.883797e-05]\n",
      "www.facebook.com c.aaxads.com www.pakownia.net\n",
      "[0.98601043] [0.06909674]\n",
      "Domain is ad server(pre):  [0.98601043]\n",
      "Domain is ad server(post):  [0.98601043]\n",
      "www.homedepot.com kkuumn.com prod.umbrella.demonware.net\n",
      "[0.00336151] [0.00056459]\n",
      "Domain is ad server(pre):  [0.00336151]\n",
      "Domain is ad server(post):  [0.00336151]\n",
      "nexusrules.officeapps.live.com inbox.google.com gcfapress.com\n",
      "[0.00012468] [1.]\n",
      "Domain is ad server(pre):  [0.00012468]\n",
      "Domain is ad server(post):  [0.00012468]\n",
      "googleadserver.com occ-0-2433-2430.1.nflxso.net enhance.genieesspv.jp\n",
      "[0.00145051] [0.9972832]\n",
      "Domain is ad server(pre):  [0.00145051]\n",
      "Domain is ad server(post):  [0.00145051]\n",
      "apple-es.com old.reddit.com marian1399.myjino.ru\n",
      "[2.0259101e-06] [0.0001665]\n",
      "Domain is ad server(pre):  [2.0259101e-06]\n",
      "Domain is ad server(post):  [2.0259101e-06]\n",
      "www.homedepot.com go.helixsleep.com goatse.ca\n",
      "[0.00089974] [0.99997246]\n",
      "Domain is ad server(pre):  [0.00089974]\n",
      "Domain is ad server(post):  [0.00089974]\n",
      "alb.reddit.com verificacion-seguridads.com ichnaea.netflix.com\n",
      "[0.00052037] [0.00166619]\n",
      "Domain is ad server(pre):  [0.00052037]\n",
      "Domain is ad server(post):  [0.00052037]\n",
      "googleadserver.com www.goodreads.com stefanmaftei.co.uk\n",
      "[2.2157848e-05] [0.9992193]\n",
      "Domain is ad server(pre):  [2.2157848e-05]\n",
      "Domain is ad server(post):  [2.2157848e-05]\n",
      "browser.pipe.aria.microsoft.com www.pomagamy-onet.eu pipes-prod-glutton.public.aws.demonware.net\n",
      "[0.9999999] [2.2940799e-07]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "googleadserver.com lt-ando-fe-lb-145112096.us-east-1.elb.amazonaws.com phorm.com.mx\n",
      "[0.00087037] [0.99999714]\n",
      "Domain is ad server(pre):  [0.00087037]\n",
      "Domain is ad server(post):  [0.00087037]\n",
      "jeff-trexler.com www.datadoghq.com martdiamonds.pl\n",
      "[6.1872747e-06] [1.]\n",
      "Domain is ad server(pre):  [6.1872747e-06]\n",
      "Domain is ad server(post):  [6.1872747e-06]\n",
      "googleadserver.com www.googletagmanager.com a-ring.msedge.net\n",
      "[0.99999404] [0.00015371]\n",
      "Domain is ad server(pre):  [0.99999404]\n",
      "Domain is ad server(post):  [0.99999404]\n",
      "m.media-amazon.com api-global.netflix.com www.googletagmanager.com\n",
      "[0.99999964] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 76ms/sample - loss: 1.5014\n",
      "Domain is ad server(pre):  [0.99999964]\n",
      "Domain is ad server(post):  [0.99999964]\n",
      "www.homedepot.com bridgetrack.speedera.r3h.net outlook.ms-acdc.office.com\n",
      "[0.9999827] [3.2252072e-05]\n",
      "Domain is ad server(pre):  [0.9999827]\n",
      "Domain is ad server(post):  [0.9999827]\n",
      "dlp0y1mxy0v3u.cloudfront.net weather-data.apple.com www.pubmax.com.pl\n",
      "[0.0042599] [0.01621112]\n",
      "Domain is ad server(pre):  [0.0042599]\n",
      "Domain is ad server(post):  [0.0042599]\n",
      "www.homedepot.com encrypted-tbn0.gstatic.com mobile.pipe.aria.microsoft.com\n",
      "[0.0005116] [0.9999254]\n",
      "Domain is ad server(pre):  [0.0005116]\n",
      "Domain is ad server(post):  [0.0005116]\n",
      "time.apple.com tvpinfo.net.pl i.ytimg.com\n",
      "[8.509351e-06] [1.]\n",
      "Domain is ad server(pre):  [8.509351e-06]\n",
      "Domain is ad server(post):  [8.509351e-06]\n",
      "googleadserver.com alexandria.marfeelcdn.com safebrowsing.googleapis.com\n",
      "[0.9999685] [0.00020481]\n",
      "Domain is ad server(pre):  [0.9999685]\n",
      "Domain is ad server(post):  [0.9999685]\n",
      "push.prod.netflix.com mobile.pipe.aria.microsoft.com time-macos.apple.com\n",
      "[1.7875898e-05] [0.9999925]\n",
      "Domain is ad server(pre):  [1.7875898e-05]\n",
      "Domain is ad server(post):  [1.7875898e-05]\n",
      "www.homedepot.com 0q2.sitey.me xmpp006.hpeprint.com\n",
      "[0.9999566] [0.00018343]\n",
      "Domain is ad server(pre):  [0.9999566]\n",
      "Domain is ad server(post):  [0.9999566]\n",
      "mobile.pipe.aria.microsoft.com sjrtp2.marketo.com safebrowsing.googleapis.com\n",
      "[0.99999785] [0.9997677]\n",
      "Domain is ad server(pre):  [0.99999785]\n",
      "Domain is ad server(post):  [0.99999785]\n",
      "www.homedepot.com pugliasounds.it push.prod.netflix.com\n",
      "[0.9999814] [0.03903689]\n",
      "Domain is ad server(pre):  [0.9999814]\n",
      "Domain is ad server(post):  [0.9999814]\n",
      "surfmusik-adserver.de www.independent.co.uk www.phanquang.vn\n",
      "[5.6483004e-06] [0.9999999]\n",
      "Domain is ad server(pre):  [5.6483004e-06]\n",
      "Domain is ad server(post):  [5.6483004e-06]\n",
      "googleadserver.com c.thumbs.redditmedia.com ax.xrea.com\n",
      "[0.002564] [0.9999937]\n",
      "Domain is ad server(pre):  [0.002564]\n",
      "Domain is ad server(post):  [0.002564]\n",
      "zpns.zoom.us 112.0.168.192.in-addr.arpa f.nexac.com\n",
      "[0.9999976] [6.73978e-05]\n",
      "Domain is ad server(pre):  [0.9999976]\n",
      "Domain is ad server(post):  [0.9999976]\n",
      "googleadserver.com nadjar39.beget.tech aritzia.scene7.com\n",
      "[0.99996114] [6.676979e-05]\n",
      "Domain is ad server(pre):  [0.99996114]\n",
      "Domain is ad server(post):  [0.99996114]\n",
      "contratosdemarkting.com a1806.dscb.akamai.net ehg-vonage.hitbox.com\n",
      "[1.2187792e-05] [1.5596432e-05]\n",
      "Domain is ad server(pre):  [1.2187792e-05]\n",
      "Domain is ad server(post):  [1.2187792e-05]\n",
      "www.homedepot.com autoads.asia app.launchdarkly.com\n",
      "[0.00015735] [0.00015621]\n",
      "Domain is ad server(pre):  [0.00015735]\n",
      "Domain is ad server(post):  [0.00015735]\n",
      "growth-pa.googleapis.com 4love.info k-ring.msedge.net\n",
      "[0.9511378] [0.90213853]\n",
      "Domain is ad server(pre):  [0.9511378]\n",
      "Domain is ad server(post):  [0.9511378]\n",
      "googleadserver.com lmportant-notlce-d31.gdn ps4-system.sec.np.dl.playstation.net\n",
      "[0.9999951] [1.7073608e-05]\n",
      "Domain is ad server(pre):  [0.9999951]\n",
      "Domain is ad server(post):  [0.9999951]\n",
      "e0994c416b376dad4e82c7607cbcd8e5.fp.measure.office.com storecentr.su cont.p-cdn.us\n",
      "[1.7511673e-05] [0.00082203]\n",
      "Domain is ad server(pre):  [1.7511673e-05]\n",
      "Domain is ad server(post):  [1.7511673e-05]\n",
      "googleadserver.com imprhkmp.taboola.com www.linkedin.com\n",
      "[0.9999752] [1.8924786e-05]\n",
      "Domain is ad server(pre):  [0.9999752]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Domain is ad server(post):  [0.9999752]\n",
      "allisto.rusjohn.ru fotoobjetivo.com 2.irobot.pool.ntp.org\n",
      "[1.] [5.2642845e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com auto-overview.com lb._dns-sd._udp.0.0.168.192.in-addr.arpa\n",
      "[0.99997866] [3.3814107e-05]\n",
      "Domain is ad server(pre):  [0.99997866]\n",
      "Domain is ad server(post):  [0.99997866]\n",
      "l3.aaxads.com swcdn.g.aaplimg.com device-metrics-us-2.amazon.com\n",
      "[1.] [9.316352e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com page-unresponsive-notice.ga 119.0.168.192.in-addr.arpa\n",
      "[0.9999962] [0.0004329]\n",
      "Domain is ad server(pre):  [0.9999962]\n",
      "Domain is ad server(post):  [0.9999962]\n",
      "nv-acc.online lb._dns-sd._udp.0.0.168.192.in-addr.arpa incoming.telemetry.mozilla.org\n",
      "[1.] [1.]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com c.evidon.com cmbgdc1.rand.org\n",
      "[0.99960667] [7.1035174e-05]\n",
      "Domain is ad server(pre):  [0.99960667]\n",
      "Domain is ad server(post):  [0.99960667]\n",
      "fpc.msedge.net apn.c.appier.net m-5802s3.ll.dash.row.aiv-cdn.net\n",
      "[0.00013699] [0.9999851]\n",
      "Domain is ad server(pre):  [0.00013699]\n",
      "Domain is ad server(post):  [0.00013699]\n",
      "googleadserver.com www.newyorker.com messagerie-sfr-payment.com\n",
      "[0.00857452] [0.9999862]\n",
      "Domain is ad server(pre):  [0.00857452]\n",
      "Domain is ad server(post):  [0.00857452]\n",
      "remarketingpixel.com www.reddit.com browser.pipe.aria.microsoft.com\n",
      "[2.480873e-05] [1.]\n",
      "Domain is ad server(pre):  [2.480873e-05]\n",
      "Domain is ad server(post):  [2.480873e-05]\n",
      "www.homedepot.com app.adjust.com nrdp.prod.cloud.netflix.com\n",
      "[0.999982] [5.7834855e-05]\n",
      "Domain is ad server(pre):  [0.999982]\n",
      "Domain is ad server(post):  [0.999982]\n",
      "a1806.dscb.akamai.net clients1.google.com www.google-analytics.com\n",
      "[0.9999993] [2.985819e-05]\n",
      "Domain is ad server(pre):  [0.9999993]\n",
      "Domain is ad server(post):  [0.9999993]\n",
      "googleadserver.com zlothonline.info github.com\n",
      "[0.99998975] [0.0003127]\n",
      "Domain is ad server(pre):  [0.99998975]\n",
      "Domain is ad server(post):  [0.99998975]\n",
      "static.vertamedia.com kylesurvival.net www.fakty-miejskie.x9.eu\n",
      "[2.6065629e-05] [0.99999976]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 77ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [2.6065629e-05]\n",
      "Domain is ad server(post):  [2.60661e-05]\n",
      "www.homedepot.com install.365-stream.com substrate.office.com\n",
      "[0.00055851] [0.9999716]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 90ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00055851]\n",
      "Domain is ad server(post):  [0.00055851]\n",
      "activity.api.np.km.playstation.net milagrogoba.tk imap.gmail.com\n",
      "[3.473229e-05] [0.9999995]\n",
      "Domain is ad server(pre):  [3.473229e-05]\n",
      "Domain is ad server(post):  [3.473229e-05]\n",
      "googleadserver.com reddit.map.fastly.net ad.reduxmediia.com\n",
      "[3.118662e-05] [0.999889]\n",
      "Domain is ad server(pre):  [3.118662e-05]\n",
      "Domain is ad server(post):  [3.118662e-05]\n",
      "goedekans3.live tags.stailamedia.com ase.tufts.edu\n",
      "[1.3258519e-06] [3.4792816e-08]\n",
      "Domain is ad server(pre):  [1.3258519e-06]\n",
      "Domain is ad server(post):  [1.3258519e-06]\n",
      "googleadserver.com play.google.com vkphotolikes.esy.es\n",
      "[1.7974635e-05] [0.99999034]\n",
      "Domain is ad server(pre):  [1.7974635e-05]\n",
      "Domain is ad server(post):  [1.7974635e-05]\n",
      "ssngpesnpadu.info us-evnt-edge.np.community.playstation.net www.hjaoopoa.top\n",
      "[0.00787844] [0.00318474]\n",
      "Domain is ad server(pre):  [0.00787844]\n",
      "Domain is ad server(post):  [0.00787844]\n",
      "googleadserver.com contacts.fe.apple-dns.net demoq.use-trade.com\n",
      "[1.8395725e-05] [0.99998367]\n",
      "Domain is ad server(pre):  [1.8395725e-05]\n",
      "Domain is ad server(post):  [1.8395725e-05]\n",
      "iaegroup.000webhostapp.com www.gstatic.com www.e-bazaosobzaginionych.eu\n",
      "[6.715157e-06] [0.99999964]\n",
      "Domain is ad server(pre):  [6.715157e-06]\n",
      "Domain is ad server(post):  [6.715157e-06]\n",
      "googleadserver.com www.aaxdetect.com stats.hyperinzerce.cz\n",
      "[9.388984e-05] [0.9999782]\n",
      "Domain is ad server(pre):  [9.388984e-05]\n",
      "Domain is ad server(post):  [9.388984e-05]\n",
      "init.itunes.apple.com xr.shinobi.jp wildcard-ads-new-1653986885.us-east-1.elb.amazonaws.com\n",
      "[0.00023464] [0.9999999]\n",
      "Domain is ad server(pre):  [0.00023464]\n",
      "Domain is ad server(post):  [0.00023464]\n",
      "googleadserver.com dobrefilmyhd.blogspot.com click.email.nea.org\n",
      "[0.7789662] [0.999665]\n",
      "Domain is ad server(pre):  [0.7789662]\n",
      "Domain is ad server(post):  [0.7789662]\n",
      "edge.api.brightcove.com compufixshop.com outlook.office365.com\n",
      "[0.00258568] [0.00340947]\n",
      "Domain is ad server(pre):  [0.00258568]\n",
      "Domain is ad server(post):  [0.00258568]\n",
      "www.homedepot.com samkwang6477.myjino.ru www.overleaf.com\n",
      "[0.9997403] [5.4079523e-05]\n",
      "Domain is ad server(pre):  [0.9997403]\n",
      "Domain is ad server(post):  [0.9997403]\n",
      "pandoramedia-mkt-prod1-t.campaign.adobe.com lcs-cops.adobe.io cgsconsultoria.cl\n",
      "[0.99999964] [0.0003915]\n",
      "Domain is ad server(pre):  [0.99999964]\n",
      "Domain is ad server(post):  [0.99999964]\n",
      "googleadserver.com time-osx.g.aaplimg.com verification-app-me-nowing-hello.com\n",
      "[0.00058411] [9.994098e-05]\n",
      "Domain is ad server(pre):  [0.00058411]\n",
      "Domain is ad server(post):  [0.00058411]\n",
      "b.thumbs.redditmedia.com play.google.com srvikjikj.info\n",
      "[0.999997] [0.00025015]\n",
      "Domain is ad server(pre):  [0.999997]\n",
      "Domain is ad server(post):  [0.999997]\n",
      "www.homedepot.com y8enyebzzs.kcwludhiana.org www.reddit.com\n",
      "[0.9999865] [0.9999057]\n",
      "Domain is ad server(pre):  [0.9999865]\n",
      "Domain is ad server(post):  [0.9999865]\n",
      "cdn.embedly.com www.aparthema.org.pl api-global.netflix.com\n",
      "[0.0002461] [1.]\n",
      "Domain is ad server(pre):  [0.0002461]\n",
      "Domain is ad server(post):  [0.0002461]\n",
      "www.homedepot.com rhgestion.cl 8.8.8.8.in-addr.arpa\n",
      "[0.9999734] [0.00085155]\n",
      "Domain is ad server(pre):  [0.9999734]\n",
      "Domain is ad server(post):  [0.9999734]\n",
      "zlecone.xn.pl outlook.live.com www.transakcja-payu.xyz\n",
      "[9.140096e-08] [1.]\n",
      "Domain is ad server(pre):  [9.140096e-08]\n",
      "Domain is ad server(post):  [9.140096e-08]\n",
      "www.homedepot.com tracking.layo-ta.fr www.bing.com\n",
      "[0.99997795] [0.00027339]\n",
      "Domain is ad server(pre):  [0.99997795]\n",
      "Domain is ad server(post):  [0.99997795]\n",
      "wysylki.net mangler6.generals.ea.com pop-iad-2.cf.dash.row.aiv-cdn.net\n",
      "[0.00072144] [1.0768861e-08]\n",
      "Domain is ad server(pre):  [0.00072144]\n",
      "Domain is ad server(post):  [0.00072144]\n",
      "www.homedepot.com www.hollywoodreporter.com www.netpaloffers.net\n",
      "[7.372331e-05] [0.9999968]\n",
      "Domain is ad server(pre):  [7.372331e-05]\n",
      "Domain is ad server(post):  [7.372331e-05]\n",
      "adbrix-trk-was-prod.ap-northeast-1.elasticbeanstalk.com app-analytics.snapchat.com polka.typekit.com\n",
      "[0.9775727] [0.00275486]\n",
      "Domain is ad server(pre):  [0.9775727]\n",
      "Domain is ad server(post):  [0.9775727]\n",
      "googleadserver.com radarsubmissions.apple.com www.erunners.pl\n",
      "[0.01177518] [0.9999392]\n",
      "Domain is ad server(pre):  [0.01177518]\n",
      "Domain is ad server(post):  [0.01177518]\n",
      "fhatfee.ero-advertising.com ryslcdt.com accounts.google.com\n",
      "[1.] [2.6241323e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com tv.clients.peacocktv.com www.apartamentytoday.pl\n",
      "[6.455581e-05] [0.99998546]\n",
      "Domain is ad server(pre):  [6.455581e-05]\n",
      "Domain is ad server(post):  [6.455581e-05]\n",
      "i.instagram.com docs.google.com columbiaroadzz.gq\n",
      "[5.655022e-05] [0.9999988]\n",
      "Domain is ad server(pre):  [5.655022e-05]\n",
      "Domain is ad server(post):  [5.655022e-05]\n",
      "googleadserver.com preview.redd.it ecpmrocks.com\n",
      "[0.00012483] [0.99999046]\n",
      "Domain is ad server(pre):  [0.00012483]\n",
      "Domain is ad server(post):  [0.00012483]\n",
      "cdn.sail-horizon.com novumedical.pl sync.itunes.apple.com\n",
      "[2.1160615e-05] [0.999959]\n",
      "Domain is ad server(pre):  [2.1160615e-05]\n",
      "Domain is ad server(post):  [2.1160615e-05]\n",
      "googleadserver.com a.disquscdn.com mobile.pipe.aria.microsoft.com\n",
      "[0.00043291] [0.9999914]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 80ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00043291]\n",
      "Domain is ad server(post):  [0.00043292]\n",
      "adv.medscape.com ylpzt.juzojossai.net s3-iad-2.cf.dash.row.aiv-cdn.net\n",
      "[0.9999969] [0.01447372]\n",
      "Domain is ad server(pre):  [0.9999969]\n",
      "Domain is ad server(post):  [0.9999969]\n",
      "www.homedepot.com gateway.icloud.com fomorfshop.trade\n",
      "[0.00075812] [0.9999566]\n",
      "Domain is ad server(pre):  [0.00075812]\n",
      "Domain is ad server(post):  [0.00075812]\n",
      "e-faktypolska24.eu www.clixtrac.com alb.reddit.com\n",
      "[1.] [2.4478554e-06]\n",
      "Domain is ad server(pre):  [1.]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com thinknear-hosted.thinknearhub.com e4233.a.akamaiedge.net\n",
      "[0.99995565] [0.9999944]\n",
      "Domain is ad server(pre):  [0.99995565]\n",
      "Domain is ad server(post):  [0.99995565]\n",
      "k-ring.msedge.net outlook.office365.com fbsystemunlockpage.co.nf\n",
      "[0.00114735] [8.234798e-05]\n",
      "Domain is ad server(pre):  [0.00114735]\n",
      "Domain is ad server(post):  [0.00114735]\n",
      "googleadserver.com celebritywonder.us.intellitxt.com www.google.com\n",
      "[0.99999475] [7.282113e-05]\n",
      "Domain is ad server(pre):  [0.99999475]\n",
      "Domain is ad server(post):  [0.99999475]\n",
      "www.adpro.futurenet.club 122.0.168.192.in-addr.arpa yangzhou.c-zs.com\n",
      "[8.157675e-06] [0.9999989]\n",
      "Domain is ad server(pre):  [8.157675e-06]\n",
      "Domain is ad server(post):  [8.157675e-06]\n",
      "googleadserver.com geo2.adobe.com gazetalublin.pl\n",
      "[0.00025773] [0.99999917]\n",
      "Domain is ad server(pre):  [0.00025773]\n",
      "Domain is ad server(post):  [0.00025773]\n",
      "e8304.dsca.akamaiedge.net gjhjghfgh.us.to ps4-system.sec.np.dl.playstation.net\n",
      "[1.58946e-07] [1.]\n",
      "Domain is ad server(pre):  [1.58946e-07]\n",
      "Domain is ad server(post):  [1.58946e-07]\n",
      "googleadserver.com wwfggwab4f1u.trade alive.github.com\n",
      "[0.99999094] [0.0005437]\n",
      "Domain is ad server(pre):  [0.99999094]\n",
      "Domain is ad server(post):  [0.99999094]\n",
      "www.linkedin.com gateway.fe.apple-dns.net media64.fastclick.net\n",
      "[9.84426e-06] [0.00014008]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 70ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [9.84426e-06]\n",
      "Domain is ad server(post):  [9.844297e-06]\n",
      "www.homedepot.com beciki.pl encrypted-tbn0.gstatic.com\n",
      "[0.9999707] [5.7632857e-05]\n",
      "Domain is ad server(pre):  [0.9999707]\n",
      "Domain is ad server(post):  [0.9999707]\n",
      "alb.reddit.com smooth.pro17.akm.cdn.hbomax.com login-blockchain.ddns.net\n",
      "[1.] [2.7560121e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com piwik.n24.de ats.rlcdn.com\n",
      "[8.9471345e-05] [0.00010111]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 72ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [8.9471345e-05]\n",
      "Domain is ad server(post):  [8.947289e-05]\n",
      "time.apple.com static.asm.skype.com aldantownwatch.com\n",
      "[1.] [8.68226e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com p0stepay-it.com weather.com\n",
      "[0.9984969] [2.278815e-05]\n",
      "Domain is ad server(pre):  [0.9984969]\n",
      "Domain is ad server(post):  [0.9984969]\n",
      "lb._dns-sd._udp.0.0.168.192.in-addr.arpa smooth.pro17.akm.cdn.hbomax.com servadsdisrupt.com\n",
      "[1.] [2.554579e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com outlook.office365.com m02.webwise.com\n",
      "[3.3574946e-05] [0.9999807]\n",
      "Domain is ad server(pre):  [3.3574946e-05]\n",
      "Domain is ad server(post):  [3.3574946e-05]\n",
      "reddit.map.fastly.net outlook.office365.com sdkjustad-a.akamaihd.net\n",
      "[1.] [1.568943e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com k8.overleaf.com englishlessons.su\n",
      "[6.647424e-05] [0.9999747]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 80ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [6.647424e-05]\n",
      "Domain is ad server(post):  [6.647329e-05]\n",
      "www.milenium.site l3.aaxads.com ultraministry.xyz\n",
      "[0.00024565] [0.00057182]\n",
      "Domain is ad server(pre):  [0.00024565]\n",
      "Domain is ad server(post):  [0.00024565]\n",
      "googleadserver.com foodtolerance.com osimg.nbcuni.com\n",
      "[0.99999464] [0.00247841]\n",
      "Domain is ad server(pre):  [0.99999464]\n",
      "Domain is ad server(post):  [0.99999464]\n",
      "1.courier-sandbox-push-apple.com.akadns.net fpc.msedge.net sync.vmweb.net\n",
      "[0.9999999] [6.259155e-05]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "www.homedepot.com www.kodyodbioru.app ss-prod-ue1-notif-59.aws.adobess.com\n",
      "[0.99995565] [5.2696723e-05]\n",
      "Domain is ad server(pre):  [0.99995565]\n",
      "Domain is ad server(post):  [0.99995565]\n",
      "tanjungbuton.com www.googletagservices.com alb.reddit.com\n",
      "[1.] [9.532208e-08]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com 47e224be59415ec068b94bca857581bd7dde7fb6.cws.conviva.com www.linkedin.com\n",
      "[0.9999752] [0.00031938]\n",
      "Domain is ad server(pre):  [0.9999752]\n",
      "Domain is ad server(post):  [0.9999752]\n",
      "ehg-associatenewmedia.hitbox.com projectangra.com gsp85-ssl.ls2-apple.com.akadns.net\n",
      "[0.99999785] [0.9961688]\n",
      "Domain is ad server(pre):  [0.99999785]\n",
      "Domain is ad server(post):  [0.99999785]\n",
      "googleadserver.com nornelis.pw pipes-prod-glutton.public.aws.demonware.net\n",
      "[0.999938] [0.00020944]\n",
      "Domain is ad server(pre):  [0.999938]\n",
      "Domain is ad server(post):  [0.999938]\n",
      "bharia.ml www.google.com ffxgmagm.xyz\n",
      "[9.4890237e-07] [0.99995506]\n",
      "Domain is ad server(pre):  [9.4890237e-07]\n",
      "Domain is ad server(post):  [9.4890237e-07]\n",
      "googleadserver.com narinmedia.net cdn.ravenjs.com\n",
      "[3.179397e-05] [0.00012143]\n",
      "Domain is ad server(pre):  [3.179397e-05]\n",
      "Domain is ad server(post):  [3.179397e-05]\n",
      "mobile.pipe.aria.microsoft.com vrindapublicschool.com ipv4.imgur.map.fastly.net\n",
      "[0.9999994] [2.0798772e-05]\n",
      "Domain is ad server(pre):  [0.9999994]\n",
      "Domain is ad server(post):  [0.9999994]\n",
      "www.homedepot.com m-5802s3.ll.dash.row.aiv-cdn.net mobile.pipe.aria.microsoft.com\n",
      "[0.00051162] [0.9990085]\n",
      "Domain is ad server(pre):  [0.00051162]\n",
      "Domain is ad server(post):  [0.00051162]\n",
      "cname2.igexin.com www.longup.best-sales.top play.google.com\n",
      "[1.] [4.7951184e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com nrdp.prod.ftl.netflix.com pl-fb.business\n",
      "[0.99994206] [0.9999254]\n",
      "Domain is ad server(pre):  [0.99994206]\n",
      "Domain is ad server(post):  [0.99994206]\n",
      "b3bb7de118d3a2fed1dd1ee77ed5a2bac10fe77b.cws.conviva.com shavar.services.mozilla.com m2.nz.2mdn.net\n",
      "[3.999837e-05] [0.9999999]\n",
      "Domain is ad server(pre):  [3.999837e-05]\n",
      "Domain is ad server(post):  [3.999837e-05]\n",
      "googleadserver.com www.googleadservices.com assets.adobedtm.com\n",
      "[0.00094477] [0.00154168]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 88ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00094477]\n",
      "Domain is ad server(post):  [0.00094479]\n",
      "api-glb-use1a.smoot.apple.com ny.eater.com mobile.pipe.aria.microsoft.com\n",
      "[0.99999976] [5.5187634e-06]\n",
      "Domain is ad server(pre):  [0.99999976]\n",
      "Domain is ad server(post):  [0.99999976]\n",
      "googleadserver.com r4---sn-8xgp1vo-p5qe.googlevideo.com hyjxtz.com\n",
      "[4.623146e-05] [0.999974]\n",
      "Domain is ad server(pre):  [4.623146e-05]\n",
      "Domain is ad server(post):  [4.623146e-05]\n",
      "www.theringer.com oddbanner.bet-at-home.com 156.0.168.192.in-addr.arpa\n",
      "[0.00041619] [0.9999696]\n",
      "Domain is ad server(pre):  [0.00041619]\n",
      "Domain is ad server(post):  [0.00041619]\n",
      "www.homedepot.com lexapro.1.p2l.info weather-analytics-events.news.apple-dns.net\n",
      "[0.8420795] [0.00069215]\n",
      "Domain is ad server(pre):  [0.8420795]\n",
      "Domain is ad server(post):  [0.8420795]\n",
      "icttoolssales.altervista.org static-asm-skype.trafficmanager.net www.serwer2083668.home.pl\n",
      "[0.9995983] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 71ms/sample - loss: 1.3415\n",
      "Domain is ad server(pre):  [0.9995983]\n",
      "Domain is ad server(post):  [0.9622037]\n",
      "www.homedepot.com depozyt24.net l3.aaxads.com\n",
      "[0.9999776] [0.00037946]\n",
      "Domain is ad server(pre):  [0.9999776]\n",
      "Domain is ad server(post):  [0.9999776]\n",
      "www.pornsponsors.com weather-data.apple.com wyspaofert.com\n",
      "[0.00039394] [0.00106624]\n",
      "Domain is ad server(pre):  [0.00039394]\n",
      "Domain is ad server(post):  [0.00039394]\n",
      "googleadserver.com jfnservncjsite.in swcdn.g.aaplimg.com\n",
      "[0.99998784] [0.00034843]\n",
      "Domain is ad server(pre):  [0.99998784]\n",
      "Domain is ad server(post):  [0.99998784]\n",
      "sb.scorecardresearch.com andrehosung.cc apple-finance.query.yahoo.com\n",
      "[1.0105628e-06] [0.99999976]\n",
      "Domain is ad server(pre):  [1.0105628e-06]\n",
      "Domain is ad server(post):  [1.0105628e-06]\n",
      "googleadserver.com events.redditmedia.com reddit.map.fastly.net\n",
      "[0.99999285] [0.00036362]\n",
      "Domain is ad server(pre):  [0.99999285]\n",
      "Domain is ad server(post):  [0.99999285]\n",
      "192.0.168.192.in-addr.arpa reddit.map.fastly.net flashbanners.static.ard.sexplaycam.com\n",
      "[1.] [0.00064882]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com mesu.apple.com offers4fun.com\n",
      "[0.9999504] [0.9999925]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 72ms/sample - loss: 2.0012\n",
      "Domain is ad server(pre):  [0.9999504]\n",
      "Domain is ad server(post):  [0.9999504]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "orig.aktuaris.or.id hajierpoil8.pe.hu github.githubassets.com\n",
      "[1.] [4.440939e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com www.reddit.com nautilus.tt.omtrdc.net\n",
      "[0.00263337] [0.99999654]\n",
      "Domain is ad server(pre):  [0.00263337]\n",
      "Domain is ad server(post):  [0.00263337]\n",
      "47e224be59415ec068b94bca857581bd7dde7fb6.cws.conviva.com edchiu.com www.gstatic.com\n",
      "[1.] [0.9999999]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com apis.google.com cdn.banners.scubl.com\n",
      "[4.2475942e-05] [0.9999838]\n",
      "Domain is ad server(pre):  [4.2475942e-05]\n",
      "Domain is ad server(post):  [4.2475942e-05]\n",
      "www.redditmedia.com ad.leadboltapps.net lt501.tritondigital.com\n",
      "[2.3292203e-06] [1.]\n",
      "Domain is ad server(pre):  [2.3292203e-06]\n",
      "Domain is ad server(post):  [2.3292203e-06]\n",
      "googleadserver.com ss-prod-ue1-notif-59.aws.adobess.com ambirsr.tk\n",
      "[1.7574412e-05] [0.999985]\n",
      "Domain is ad server(pre):  [1.7574412e-05]\n",
      "Domain is ad server(post):  [1.7574412e-05]\n",
      "iphonesubmissions.apple.com uid.mavencoalition.io koukoku.red\n",
      "[2.0677778e-08] [1.]\n",
      "Domain is ad server(pre):  [2.0677778e-08]\n",
      "Domain is ad server(post):  [2.0677778e-08]\n",
      "googleadserver.com 1180c.ec.azureedge.net www.faktonet24.eu\n",
      "[1.8581102e-05] [0.999985]\n",
      "Domain is ad server(pre):  [1.8581102e-05]\n",
      "Domain is ad server(post):  [1.8581102e-05]\n",
      "jmorganwriting.site k-ring.msedge.net ehg-sonymusic.hitbox.com\n",
      "[1.4598215e-05] [1.]\n",
      "Domain is ad server(pre):  [1.4598215e-05]\n",
      "Domain is ad server(post):  [1.4598215e-05]\n",
      "www.homedepot.com www.apple.com.edgekey.net.globalredir.akadns.net lmsongnv.com\n",
      "[0.0001412] [0.99998677]\n",
      "Domain is ad server(pre):  [0.0001412]\n",
      "Domain is ad server(post):  [0.0001412]\n",
      "protection.mspolice.net ocsp.rootca1.amazontrust.com drr43d73.beget.tech\n",
      "[3.6428194e-06] [0.00164252]\n",
      "Domain is ad server(pre):  [3.6428194e-06]\n",
      "Domain is ad server(post):  [3.6428194e-06]\n",
      "www.homedepot.com mpp.vindicosuite.com mozilla.org\n",
      "[0.9999509] [0.99751437]\n",
      "Domain is ad server(pre):  [0.9999509]\n",
      "Domain is ad server(post):  [0.9999509]\n",
      "houstonprofessionalphotographer.com ads.adfox.me me.apple-dns.net\n",
      "[1.] [1.4443518e-07]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com www.bdsmtours.com pandoramedia-mkt-prod1-lb.campaign.adobe.com\n",
      "[0.999729] [6.59666e-05]\n",
      "Domain is ad server(pre):  [0.999729]\n",
      "Domain is ad server(post):  [0.999729]\n",
      "medhottaliasmororabi.org maps.gstatic.com jadekick.ga\n",
      "[6.2402212e-09] [1.]\n",
      "Domain is ad server(pre):  [6.2402212e-09]\n",
      "Domain is ad server(post):  [6.2402212e-09]\n",
      "googleadserver.com csm-e-nbcvod2371-eb.geoloc.yospace.com device-metrics-us.amazon.com\n",
      "[2.416567e-05] [0.00027611]\n",
      "Domain is ad server(pre):  [2.416567e-05]\n",
      "Domain is ad server(post):  [2.416567e-05]\n",
      "www.sexinyourcity.com drive.codenesia.web.id outlook.ms-acdc.office.com\n",
      "[1.] [0.00026221]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com api.twitter.com j49f2ihpk0gtubabhlqd.businessrulesanalysis.com\n",
      "[0.00842574] [0.9997447]\n",
      "Domain is ad server(pre):  [0.00842574]\n",
      "Domain is ad server(post):  [0.00842574]\n",
      "setup.fe.apple-dns.net ipocztapolska.pl imap.gmail.com\n",
      "[2.079901e-05] [1.]\n",
      "Domain is ad server(pre):  [2.079901e-05]\n",
      "Domain is ad server(post):  [2.079901e-05]\n",
      "www.homedepot.com sync.itunes.apple.com www.mydati.com\n",
      "[0.0015484] [3.6568603e-05]\n",
      "Domain is ad server(pre):  [0.0015484]\n",
      "Domain is ad server(post):  [0.0015484]\n",
      "reports.crashlytics.com avantgardesss.com edge-skype-com.s-0001.s-msedge.net\n",
      "[0.99995553] [1.7539753e-05]\n",
      "Domain is ad server(pre):  [0.99995553]\n",
      "Domain is ad server(post):  [0.99995553]\n",
      "googleadserver.com logindropaccountonlinedocumentsecure.com.sshcarp.com email.uber.com\n",
      "[0.9999932] [0.00093598]\n",
      "Domain is ad server(pre):  [0.9999932]\n",
      "Domain is ad server(post):  [0.9999932]\n",
      "www.solidarniplus.pl swcdn.g.aaplimg.com yglofncpiwrhdemv.com\n",
      "[0.9999943] [0.00304945]\n",
      "Domain is ad server(pre):  [0.9999943]\n",
      "Domain is ad server(post):  [0.9999943]\n",
      "www.homedepot.com chargersqaud.xyz s3-iad-2.cf.dash.row.aiv-cdn.net\n",
      "[0.99998677] [0.00011817]\n",
      "Domain is ad server(pre):  [0.99998677]\n",
      "Domain is ad server(post):  [0.99998677]\n",
      "online.bankaustria.at.save109913.gdn innovareintegral.com weather-data.apple.com\n",
      "[1.] [4.5039606e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com assets.nflxext.com surfacecharo.info\n",
      "[8.460989e-05] [0.9999583]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 69ms/sample - loss: 1.5014\n",
      "Domain is ad server(pre):  [8.460989e-05]\n",
      "Domain is ad server(post):  [8.4597144e-05]\n",
      "ark.aeriagames.us mac-protection.info www.reddit.com\n",
      "[1.] [1.8791665e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com www.movipax.com old.reddit.com\n",
      "[0.99999106] [0.00012061]\n",
      "Domain is ad server(pre):  [0.99999106]\n",
      "Domain is ad server(post):  [0.99999106]\n",
      "mediaserver.bwinpartypartners.it tremormedia.com imap.gmail.com\n",
      "[5.2981017e-05] [1.]\n",
      "Domain is ad server(pre):  [5.2981017e-05]\n",
      "Domain is ad server(post):  [5.2981017e-05]\n",
      "www.homedepot.com www.redditstatic.com camgeil.com\n",
      "[0.0098871] [0.99993503]\n",
      "Domain is ad server(pre):  [0.0098871]\n",
      "Domain is ad server(post):  [0.0098871]\n",
      "serviceseaser.com support-investigation-paypal.com www.vulture.com\n",
      "[2.8562425e-07] [4.805995e-07]\n",
      "Domain is ad server(pre):  [2.8562425e-07]\n",
      "Domain is ad server(post):  [2.8562425e-07]\n",
      "googleadserver.com ocsp.apple.com ads.adjust-net.jp\n",
      "[2.8031733e-05] [0.9999833]\n",
      "Domain is ad server(pre):  [2.8031733e-05]\n",
      "Domain is ad server(post):  [2.8031733e-05]\n",
      "farzkiya.ml caldav.fe.apple-dns.net nexus.officeapps.live.com\n",
      "[1.7691347e-05] [0.99991024]\n",
      "Domain is ad server(pre):  [1.7691347e-05]\n",
      "Domain is ad server(post):  [1.7691347e-05]\n",
      "www.homedepot.com medium.com www.goedekans15.live\n",
      "[0.00017368] [0.99995923]\n",
      "Domain is ad server(pre):  [0.00017368]\n",
      "Domain is ad server(post):  [0.00017368]\n",
      "www.futraspecjalnejtroski.pl freakads.com get-bx.g.aaplimg.com\n",
      "[1.] [0.43699586]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com c2.statcounter.com github.com\n",
      "[0.9999726] [3.2168457e-05]\n",
      "Domain is ad server(pre):  [0.9999726]\n",
      "Domain is ad server(post):  [0.9999726]\n",
      "www.ostrewarzywko.pl e2.shared.us-eu.fastly.net www.ojolink.fr\n",
      "[2.0959316e-05] [1.]\n",
      "Domain is ad server(pre):  [2.0959316e-05]\n",
      "Domain is ad server(post):  [2.0959316e-05]\n",
      "googleadserver.com pt.ispot.tv partiality.itunes.apple.com\n",
      "[0.00040987] [2.0244759e-05]\n",
      "Domain is ad server(pre):  [0.00040987]\n",
      "Domain is ad server(post):  [0.00040987]\n",
      "mobile.pipe.aria.microsoft.com mozilla.org ad.doubleclick.net\n",
      "[4.5722943e-05] [0.9999596]\n",
      "Domain is ad server(pre):  [4.5722943e-05]\n",
      "Domain is ad server(post):  [4.5722943e-05]\n",
      "googleadserver.com www26.moba8.net local\n",
      "[0.00231892] [1.96966e-05]\n",
      "Domain is ad server(pre):  [0.00231892]\n",
      "Domain is ad server(post):  [0.00231892]\n",
      "jasaweb.biz images.outbrain.com 133.0.168.192.in-addr.arpa\n",
      "[1.] [0.9999999]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com oneontamartialarts.com crumbs.robinhood.com\n",
      "[0.00108916] [0.9501057]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 71ms/sample - loss: 1.5986\n",
      "Domain is ad server(pre):  [0.00108916]\n",
      "Domain is ad server(post):  [0.00109905]\n",
      "fpc.msedge.net lavillanails.com www.wsj.com\n",
      "[0.00074598] [0.9999999]\n",
      "Domain is ad server(pre):  [0.00074598]\n",
      "Domain is ad server(post):  [0.00074598]\n",
      "www.homedepot.com www.kamilapaczka.org www.alteryx.com\n",
      "[0.0055934] [3.8510712e-05]\n",
      "Domain is ad server(pre):  [0.0055934]\n",
      "Domain is ad server(post):  [0.0055934]\n",
      "super-pay.me www.googleapis.com mobile.pipe.aria.microsoft.com\n",
      "[0.00021268] [0.99999726]\n",
      "Domain is ad server(pre):  [0.00021268]\n",
      "Domain is ad server(post):  [0.00021268]\n",
      "googleadserver.com saveriopiazza.it outlook.ms-acdc.office.com\n",
      "[0.9999945] [2.201559e-05]\n",
      "Domain is ad server(pre):  [0.9999945]\n",
      "Domain is ad server(post):  [0.9999945]\n",
      "fastclick.net youtube-ui.l.google.com bl7.000webhostapp.com\n",
      "[0.3269638] [0.00120637]\n",
      "Domain is ad server(pre):  [0.3269638]\n",
      "Domain is ad server(post):  [0.3269638]\n",
      "googleadserver.com edge-skype-com.s-0001.s-msedge.net mobile.pipe.aria.microsoft.com\n",
      "[0.00044777] [2.062004e-05]\n",
      "Domain is ad server(pre):  [0.00044777]\n",
      "Domain is ad server(post):  [0.00044777]\n"
     ]
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    {
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     "output_type": "stream",
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      "[9.128911e-08] [1.]\n",
      "Domain is ad server(pre):  [9.128911e-08]\n",
      "Domain is ad server(post):  [9.128911e-08]\n",
      "www.homedepot.com info-web.000webhostapp.com asm.np.community.playstation.net\n",
      "[0.9999777] [0.00170045]\n",
      "Domain is ad server(pre):  [0.9999777]\n",
      "Domain is ad server(post):  [0.9999777]\n",
      "lnkd.demdex.net p15-caldav.icloud.com secure.ntrl.or.ug\n",
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      "www.homedepot.com encrypted-tbn0.gstatic.com apple.itunesconnect.su\n",
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      "Domain is ad server(pre):  [0.00065082]\n",
      "Domain is ad server(post):  [0.00065082]\n",
      "old.reddit.com vkpage.000webhostapp.com xmpp006.hpeprint.com\n",
      "[1.1855028e-05] [1.]\n",
      "Domain is ad server(pre):  [1.1855028e-05]\n",
      "Domain is ad server(post):  [1.1855028e-05]\n",
      "googleadserver.com mediaserver-cont-dc6-1-v4v6.pandora.com www.vaultsappsbyte.com\n",
      "[4.8678314e-05] [0.00054873]\n",
      "Domain is ad server(pre):  [4.8678314e-05]\n",
      "Domain is ad server(post):  [4.8678314e-05]\n",
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      "[0.9999999] [1.4223421e-05]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "www.homedepot.com www.linkedin.com app-measurement.com\n",
      "[0.00011105] [0.9805757]\n",
      "Domain is ad server(pre):  [0.00011105]\n",
      "Domain is ad server(post):  [0.00011105]\n",
      "level.turboads.de incisivemedia.112.2o7.net i.ytimg.com\n",
      "[1.] [2.0189023e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com x.zeroredirect.com mesu.apple.com\n",
      "[0.99999404] [0.9997614]\n",
      "Domain is ad server(pre):  [0.99999404]\n",
      "Domain is ad server(post):  [0.99999404]\n",
      "vox-chorus.map.fastly.net k-ring.msedge.net stats.pandora.com\n",
      "[0.99999917] [2.3131777e-05]\n",
      "Domain is ad server(pre):  [0.99999917]\n",
      "Domain is ad server(post):  [0.99999917]\n",
      "googleadserver.com edge.skype.com carbonite.tt.omtrdc.net\n",
      "[0.00052648] [0.9999883]\n",
      "Domain is ad server(pre):  [0.00052648]\n",
      "Domain is ad server(post):  [0.00052648]\n",
      "smooth.pro17.akm.cdn.hbomax.com lruqdrbxtdkuq.pw nppl.app.nintendo.net\n",
      "[1.] [1.]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com 1180c.ec.azureedge.net m6.sg.2mdn.net\n",
      "[0.00025684] [0.27843556]\n",
      "Domain is ad server(pre):  [0.00025684]\n",
      "Domain is ad server(post):  [0.00025684]\n",
      "machinelearningmastery.com paqu24.org tagaya.wup.shop.nintendo.net\n",
      "[1.] [3.75354e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com styles.redditmedia.com b3bb7de118d3a2fed1dd1ee77ed5a2bac10fe77b.cws.conviva.com\n",
      "[0.00011187] [0.9999379]\n",
      "Domain is ad server(pre):  [0.00011187]\n",
      "Domain is ad server(post):  [0.00011187]\n",
      "www.theatlantic.com pushmore.wup.shop.nintendo.net autoandpredictivedialers.com\n",
      "[0.00034222] [1.5027472e-05]\n",
      "Domain is ad server(pre):  [0.00034222]\n",
      "Domain is ad server(post):  [0.00034222]\n",
      "googleadserver.com www.hertzsales.com clicks.email.peacocktv.com\n",
      "[0.000501] [1.5910411e-05]\n",
      "Domain is ad server(pre):  [0.000501]\n",
      "Domain is ad server(post):  [0.000501]\n",
      "xendor.usa.cc wisepops.com cc-api-data.adobe.io\n",
      "[0.00829946] [3.523604e-06]\n",
      "Domain is ad server(pre):  [0.00829946]\n",
      "Domain is ad server(post):  [0.00829946]\n",
      "www.homedepot.com 5-8-1-ios.event.ingest.crittercism.com iphonesubmissions.apple.com\n",
      "[9.2204406e-05] [0.00010541]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 72ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [9.2204406e-05]\n",
      "Domain is ad server(post):  [9.2205984e-05]\n",
      "googleads.g.doubleclick.net www.ottokurier.com pushmore.wup.shop.nintendo.net\n",
      "[0.9999999] [5.23298e-05]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "googleadserver.com transvina.win 4.4.8.8.in-addr.arpa\n",
      "[0.9999939] [6.7724446e-05]\n",
      "Domain is ad server(pre):  [0.9999939]\n",
      "Domain is ad server(post):  [0.9999939]\n",
      "my-casasbahia.com prosoccer2.dyndns.info www.redditmedia.com\n",
      "[1.] [0.99999046]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com youcanoptin.net gcp.api.snapchat.com\n",
      "[0.9999838] [0.99993825]\n",
      "Domain is ad server(pre):  [0.9999838]\n",
      "Domain is ad server(post):  [0.9999838]\n",
      "activity.api.np.km.playstation.net i2ad.jp 1436fb6f199435a75432b5bdb66dde27.fp.measure.office.com\n",
      "[5.5455007e-06] [0.99997175]\n",
      "Domain is ad server(pre):  [5.5455007e-06]\n",
      "Domain is ad server(post):  [5.5455007e-06]\n",
      "googleadserver.com r2---sn-vgqsknls.googlevideo.com mobile.pipe.aria.microsoft.com\n",
      "[0.00044778] [0.99999547]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 96ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00044778]\n",
      "Domain is ad server(post):  [0.00044779]\n",
      "www.reddit.com www.elite-crack.ml configuration.apple.com\n",
      "[1.2292334e-05] [0.9998337]\n",
      "Domain is ad server(pre):  [1.2292334e-05]\n",
      "Domain is ad server(post):  [1.2292334e-05]\n",
      "googleadserver.com lmbcywebow.com googlehosted.l.googleusercontent.com\n",
      "[0.99998736] [0.9999707]\n",
      "Domain is ad server(pre):  [0.99998736]\n",
      "Domain is ad server(post):  [0.99998736]\n",
      "www.reddit.com squirrelhands.com 112.0.168.192.in-addr.arpa\n",
      "[2.683972e-06] [1.]\n",
      "Domain is ad server(pre):  [2.683972e-06]\n",
      "Domain is ad server(post):  [2.683972e-06]\n",
      "www.homedepot.com sync.itunes.apple.com mobile.pipe.aria.microsoft.com\n",
      "[0.00052429] [0.99996006]\n",
      "Domain is ad server(pre):  [0.00052429]\n",
      "Domain is ad server(post):  [0.00052429]\n",
      "adv.strategy.it drukarniacmyk.pl 175.0.168.192.in-addr.arpa\n",
      "[1.] [4.3950212e-07]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com play.google.com gservcountys.co.uk\n",
      "[0.00011264] [0.99999547]\n",
      "Domain is ad server(pre):  [0.00011264]\n",
      "Domain is ad server(post):  [0.00011264]\n",
      "www.google.com agdrtv.net getpocket.com\n",
      "[9.939089e-05] [1.]\n",
      "Domain is ad server(pre):  [9.939089e-05]\n",
      "Domain is ad server(post):  [9.939089e-05]\n",
      "www.homedepot.com nexusrules.officeapps.live.com imap.gmail.com\n",
      "[0.9999858] [0.00059114]\n",
      "Domain is ad server(pre):  [0.9999858]\n",
      "Domain is ad server(post):  [0.9999858]\n",
      "appboy-images.com safety.microsoft.com.vdzbdzyjrax.0gdkrxee7qdb4y.review pixel.monitor1.returnpath.net\n",
      "[1.6728794e-06] [0.00075126]\n",
      "Domain is ad server(pre):  [1.6728794e-06]\n",
      "Domain is ad server(post):  [1.6728794e-06]\n",
      "www.homedepot.com hzdoctor.com turner-tls.map.fastly.net\n",
      "[0.0001486] [3.3589327e-05]\n",
      "Domain is ad server(pre):  [0.0001486]\n",
      "Domain is ad server(post):  [0.0001486]\n",
      "nz.2.cqcounter.com accademianazionalevirgiliana.org gateway.icloud.com\n",
      "[0.9999949] [6.229791e-05]\n",
      "Domain is ad server(pre):  [0.9999949]\n",
      "Domain is ad server(post):  [0.9999949]\n",
      "googleadserver.com fb-market-place-nissan10101388342.000webhostapp.com www.nytimes.com\n",
      "[9.334324e-05] [7.3210766e-05]\n",
      "Domain is ad server(pre):  [9.334324e-05]\n",
      "Domain is ad server(post):  [9.334324e-05]\n",
      "ad.doubleclick.net asm.np.community.playstation.net www.yoads.net\n",
      "[0.00010998] [1.]\n",
      "Domain is ad server(pre):  [0.00010998]\n",
      "Domain is ad server(post):  [0.00010998]\n",
      "googleadserver.com 1180c.wpc.azureedge.net a.predictvideo.com\n",
      "[1.9113508e-05] [0.9994006]\n",
      "Domain is ad server(pre):  [1.9113508e-05]\n",
      "Domain is ad server(post):  [1.9113508e-05]\n",
      "q.quora.com liqwid.net discourse.pi-hole.net\n",
      "[0.9999995] [2.261017e-05]\n",
      "Domain is ad server(pre):  [0.9999995]\n",
      "Domain is ad server(post):  [0.9999995]\n",
      "www.homedepot.com freecontent.bid a1806.dscb.akamai.net\n",
      "[0.99995756] [0.00052429]\n",
      "Domain is ad server(pre):  [0.99995756]\n",
      "Domain is ad server(post):  [0.99995756]\n",
      "www.cnn.com thewhiteswaninn.co.uk clicks.yelp.com\n",
      "[0.99999523] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 95ms/sample - loss: 2.0013\n",
      "Domain is ad server(pre):  [0.99999523]\n",
      "Domain is ad server(post):  [0.99999523]\n",
      "googleadserver.com 2-art-coliseum.com itunes.com\n",
      "[0.000236] [0.00031245]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 84ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.000236]\n",
      "Domain is ad server(post):  [0.00023601]\n",
      "mbox2.offermatica.com www.linkedin.com calzini.org\n",
      "[0.00015268] [1.]\n",
      "Domain is ad server(pre):  [0.00015268]\n",
      "Domain is ad server(post):  [0.00015268]\n",
      "www.homedepot.com imap.gmail.com mobile.pipe.aria.microsoft.com\n",
      "[0.00052431] [0.9999875]\n",
      "Domain is ad server(pre):  [0.00052431]\n",
      "Domain is ad server(post):  [0.00052431]\n",
      "ss-prod-ue1-notif-59.aws.adobess.com rb.adnxs.com cs672.wac.edgecastcdn.net\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.9597374] [0.9999932]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 94ms/sample - loss: 1.9219\n",
      "Domain is ad server(pre):  [0.9597374]\n",
      "Domain is ad server(post):  [0.8366318]\n",
      "www.homedepot.com googlehosted.l.googleusercontent.com adservice.google.com\n",
      "[0.00014595] [0.9989845]\n",
      "Domain is ad server(pre):  [0.00014595]\n",
      "Domain is ad server(post):  [0.00014595]\n",
      "na-ab25.marketo.com 121media.com www.bonappetit.com\n",
      "[0.01767906] [0.99999547]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 98ms/sample - loss: 1.5011\n",
      "Domain is ad server(pre):  [0.01767906]\n",
      "Domain is ad server(post):  [0.01737758]\n",
      "www.homedepot.com fu.golikeus.net www.bbc.com\n",
      "[0.00358312] [0.00056259]\n",
      "Domain is ad server(pre):  [0.00358312]\n",
      "Domain is ad server(post):  [0.00358312]\n",
      "z501lpfg9x8v.com npts.app.nintendo.net www.szklarnia.top\n",
      "[0.999151] [0.01290455]\n",
      "Domain is ad server(pre):  [0.999151]\n",
      "Domain is ad server(post):  [0.999151]\n",
      "www.homedepot.com 1360118642.rsc.cdn77.org mobile.pipe.aria.microsoft.com\n",
      "[0.00052525] [0.9999604]\n",
      "Domain is ad server(pre):  [0.00052525]\n",
      "Domain is ad server(post):  [0.00052525]\n",
      "pepsico.demdex.net de3oj6xhff.qvk3wd6psw.madpendesign.com.au mvm.snapchat.com\n",
      "[0.99939334] [0.00020658]\n",
      "Domain is ad server(pre):  [0.99939334]\n",
      "Domain is ad server(post):  [0.99939334]\n",
      "googleadserver.com lh2.l.google.com reports.crashlytics.com\n",
      "[0.00074193] [0.999915]\n",
      "Domain is ad server(pre):  [0.00074193]\n",
      "Domain is ad server(post):  [0.00074193]\n",
      "b4lkrn.yyjvimo.com servicementari.co.id play.googleapis.com\n",
      "[1.] [0.9996686]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com nexusrules.officeapps.live.com api-global.netflix.com\n",
      "[0.9999492] [0.00010632]\n",
      "Domain is ad server(pre):  [0.9999492]\n",
      "Domain is ad server(post):  [0.9999492]\n",
      "przelew24online.site mtalk.google.com human-products.com\n",
      "[1.3385554e-05] [3.5021843e-05]\n",
      "Domain is ad server(pre):  [1.3385554e-05]\n",
      "Domain is ad server(post):  [1.3385554e-05]\n",
      "www.homedepot.com c.amazon-adsystem.com r7---sn-8xgp1vo-p5ql.gvt1.com\n",
      "[0.9999647] [5.869433e-05]\n",
      "Domain is ad server(pre):  [0.9999647]\n",
      "Domain is ad server(post):  [0.9999647]\n",
      "d15kdpgjg3unno.cloudfront.net gs-loc.apple.com origo-blog.com\n",
      "[1.] [0.00011849]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com t.leady.com cont-1.p-cdn.us\n",
      "[0.99999654] [2.331909e-05]\n",
      "Domain is ad server(pre):  [0.99999654]\n",
      "Domain is ad server(post):  [0.99999654]\n",
      "tps.doubleverify.com na-eu.atlanticmedia.map.fastly.net happyfathersdaydaddy.com\n",
      "[2.0298094e-07] [1.]\n",
      "Domain is ad server(pre):  [2.0298094e-07]\n",
      "Domain is ad server(post):  [2.0298094e-07]\n",
      "googleadserver.com api.robinhood.com googleads.g.doubleclick.net\n",
      "[6.5867964e-05] [0.9999958]\n",
      "Domain is ad server(pre):  [6.5867964e-05]\n",
      "Domain is ad server(post):  [6.5867964e-05]\n",
      "counter9.bravenet.com 6688.eu-api.swrve.com lt501.tritondigital.com\n",
      "[1.] [0.02297299]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com www.77tracking.com e17437.dscb.akamaiedge.net\n",
      "[0.99997544] [3.2858068e-05]\n",
      "Domain is ad server(pre):  [0.99997544]\n",
      "Domain is ad server(post):  [0.99997544]\n",
      "www.google.com ads12.hyperbanner.net itunes.apple.com\n",
      "[2.0100286e-05] [1.]\n",
      "Domain is ad server(pre):  [2.0100286e-05]\n",
      "Domain is ad server(post):  [2.0100286e-05]\n",
      "www.homedepot.com a1806.dscb.akamai.net verif-servicebar-accounts.com\n",
      "[0.00069854] [0.9999869]\n",
      "Domain is ad server(pre):  [0.00069854]\n",
      "Domain is ad server(post):  [0.00069854]\n",
      "e12767.d.akamaiedge.net socialanxietysupport.us.intellitxt.com gsp64-ssl.ls.apple.com\n",
      "[3.7537802e-06] [0.9998066]\n",
      "Domain is ad server(pre):  [3.7537802e-06]\n",
      "Domain is ad server(post):  [3.7537802e-06]\n",
      "www.homedepot.com www.outsideonline.com www.adidaswyprzedaz.pl\n",
      "[0.00072155] [3.23101e-05]\n",
      "Domain is ad server(pre):  [0.00072155]\n",
      "Domain is ad server(post):  [0.00072155]\n",
      "tracker.truehits.net pbnnrjdswdsw.fr static-asm-skype.trafficmanager.net\n",
      "[1.] [1.876502e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com car-truck.transmissi.other.dll-offer-items.com e12767.d.akamaiedge.net\n",
      "[0.9999846] [6.257746e-05]\n",
      "Domain is ad server(pre):  [0.9999846]\n",
      "Domain is ad server(post):  [0.9999846]\n",
      "tags.us.onscroll.com secure-restored-payments-frauds-activity.com gsp85-ssl.ls.apple.com\n",
      "[1.] [8.432371e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com www.redditmedia.com ads.platform.zalo.me\n",
      "[0.00920021] [0.9999844]\n",
      "Domain is ad server(pre):  [0.00920021]\n",
      "Domain is ad server(post):  [0.00920021]\n",
      "www.codzienniekazdycos.club preview.redd.it www.wwwplaysite.com\n",
      "[1.0754634e-06] [1.]\n",
      "Domain is ad server(pre):  [1.0754634e-06]\n",
      "Domain is ad server(post):  [1.0754634e-06]\n",
      "googleadserver.com grouploot.co.uk 4.4.8.8.in-addr.arpa\n",
      "[0.9999937] [0.00201495]\n",
      "Domain is ad server(pre):  [0.9999937]\n",
      "Domain is ad server(post):  [0.9999937]\n",
      "bnp-paribas-login.at scotlandmal.com mid.rkdms.com\n",
      "[0.00025831] [0.00013824]\n",
      "Domain is ad server(pre):  [0.00025831]\n",
      "Domain is ad server(post):  [0.00025831]\n",
      "googleadserver.com custsecureapps-verifuser-sessionid136284953er.qdts-uiz.com event.api.np.km.playstation.net\n",
      "[0.99996483] [0.00165693]\n",
      "Domain is ad server(pre):  [0.99996483]\n",
      "Domain is ad server(post):  [0.99996483]\n",
      "moje-informacje24.eu push.prod.netflix.com rushrepublic.co.uk\n",
      "[0.00037404] [0.99999356]\n",
      "Domain is ad server(pre):  [0.00037404]\n",
      "Domain is ad server(post):  [0.00037404]\n",
      "www.homedepot.com ichnaea.netflix.com lafayedemicheauxluka.000webhostapp.com\n",
      "[0.9994023] [0.99998164]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 71ms/sample - loss: 2.0001\n",
      "Domain is ad server(pre):  [0.9994023]\n",
      "Domain is ad server(post):  [0.9994004]\n",
      "outlook.live.com geo.jetpackdigital.com a-ring.msedge.net\n",
      "[1.1132593e-05] [1.]\n",
      "Domain is ad server(pre):  [1.1132593e-05]\n",
      "Domain is ad server(post):  [1.1132593e-05]\n",
      "www.homedepot.com trackaffpix.com push.prod.netflix.com\n",
      "[0.9999832] [0.9999324]\n",
      "Domain is ad server(pre):  [0.9999832]\n",
      "Domain is ad server(post):  [0.9999832]\n",
      "47e224be59415ec068b94bca857581bd7dde7fb6.cws.conviva.com weather-data.apple.com redesoftdownload.info\n",
      "[6.2440317e-06] [1.]\n",
      "Domain is ad server(pre):  [6.2440317e-06]\n",
      "Domain is ad server(post):  [6.2440317e-06]\n",
      "googleadserver.com detectportal.firefox.com xk3pwc98ij8ziczmzh5x6ueeo.review\n",
      "[0.00025824] [0.9999838]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 73ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00025824]\n",
      "Domain is ad server(post):  [0.00025824]\n",
      "api.leadpages.io sb.scorecardresearch.com www.google.com\n",
      "[0.9999995] [4.380345e-05]\n",
      "Domain is ad server(pre):  [0.9999995]\n",
      "Domain is ad server(post):  [0.9999995]\n",
      "googleadserver.com b._dns-sd._udp.0.0.168.192.in-addr.arpa www7.ygto.com\n",
      "[0.00014524] [0.99999285]\n",
      "Domain is ad server(pre):  [0.00014524]\n",
      "Domain is ad server(post):  [0.00014524]\n",
      "cr-mufg-jp--card.xyz www.linkedin.com googleads.g.doubleclick.net\n",
      "[1.5426464e-06] [1.]\n",
      "Domain is ad server(pre):  [1.5426464e-06]\n",
      "Domain is ad server(post):  [1.5426464e-06]\n",
      "www.homedepot.com tracker.engageya.com nrdp.prod.cloud.netflix.com\n",
      "[0.99998367] [0.00013895]\n",
      "Domain is ad server(pre):  [0.99998367]\n",
      "Domain is ad server(post):  [0.99998367]\n",
      "www.google.com iphone-ld.apple.com googleads.g.doubleclick.net\n",
      "[1.] [1.2163733e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com app.launchdarkly.com hir44.blogspot.com\n",
      "[0.99994516] [0.9999596]\n",
      "Domain is ad server(pre):  [0.99994516]\n",
      "Domain is ad server(post):  [0.99994516]\n",
      "www.googletagservices.com safebrowsing.googleapis.com ltok8yjk-site.etempurl.com\n",
      "[7.6636206e-05] [1.]\n",
      "Domain is ad server(pre):  [7.6636206e-05]\n",
      "Domain is ad server(post):  [7.6636206e-05]\n",
      "www.homedepot.com emptyescort.com ss-prod-ue1-notif-59.aws.adobess.com\n",
      "[0.99995863] [3.366337e-05]\n",
      "Domain is ad server(pre):  [0.99995863]\n",
      "Domain is ad server(post):  [0.99995863]\n",
      "bat.bing.com geller-pa.googleapis.com www.googletagservices.com\n",
      "[2.2171927e-05] [1.]\n",
      "Domain is ad server(pre):  [2.2171927e-05]\n",
      "Domain is ad server(post):  [2.2171927e-05]\n",
      "www.homedepot.com eus1-authgw.cloudapp.net incoming.telemetry.mozilla.org\n",
      "[0.9998677] [0.99996006]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 87ms/sample - loss: 2.0010\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Domain is ad server(pre):  [0.9998677]\n",
      "Domain is ad server(post):  [0.99986756]\n",
      "hundejo.com www.apple.com prive-registerloket.nl\n",
      "[0.00016845] [0.9999939]\n",
      "Domain is ad server(pre):  [0.00016845]\n",
      "Domain is ad server(post):  [0.00016845]\n",
      "www.homedepot.com 1-courier.sandbox.push.apple.com sackabare.ac.ke\n",
      "[0.00017069] [0.99998534]\n",
      "Domain is ad server(pre):  [0.00017069]\n",
      "Domain is ad server(post):  [0.00017069]\n",
      "mobile.pipe.aria.microsoft.com 133.0.168.192.in-addr.arpa www.googletagmanager.com\n",
      "[0.00015628] [0.00070823]\n",
      "Domain is ad server(pre):  [0.00015628]\n",
      "Domain is ad server(post):  [0.00015628]\n",
      "googleadserver.com c33.statcounter.com media.comicbook.com\n",
      "[0.99998796] [6.929031e-05]\n",
      "Domain is ad server(pre):  [0.99998796]\n",
      "Domain is ad server(post):  [0.99998796]\n",
      "mtccsun.imtech.ernet.in www.pccleanerpro.com s-abcnews-com.cdn.ampproject.org\n",
      "[1.743123e-05] [1.]\n",
      "Domain is ad server(pre):  [1.743123e-05]\n",
      "Domain is ad server(post):  [1.743123e-05]\n",
      "www.homedepot.com us.2.cqcounter.com 147.0.168.192.in-addr.arpa\n",
      "[0.99999166] [0.00012716]\n",
      "Domain is ad server(pre):  [0.99999166]\n",
      "Domain is ad server(post):  [0.99999166]\n",
      "ss-prod-ue1-notif-59.aws.adobess.com spocs.getpocket.com srilaini1helprecoveryii.000webhostapp.com\n",
      "[0.9999417] [0.00031101]\n",
      "Domain is ad server(pre):  [0.9999417]\n",
      "Domain is ad server(post):  [0.9999417]\n",
      "www.homedepot.com us-prof.np.community.playstation.net browser.pipe.aria.microsoft.com\n",
      "[8.697174e-05] [0.00046839]\n",
      "Domain is ad server(pre):  [8.697174e-05]\n",
      "Domain is ad server(post):  [8.697174e-05]\n",
      "guardianlv.us.intellitxt.com ads.vador.com nppl.app.nintendo.net\n",
      "[3.696993e-07] [3.5158868e-07]\n",
      "Domain is ad server(pre):  [3.696993e-07]\n",
      "Domain is ad server(post):  [3.696993e-07]\n",
      "googleadserver.com lh2.l.google.com www.thepornsurvey.com\n",
      "[0.00033915] [0.999987]\n",
      "Domain is ad server(pre):  [0.00033915]\n",
      "Domain is ad server(post):  [0.00033915]\n",
      "domineacozinha.com imd googleads.g.doubleclick.net\n",
      "[4.4498063e-07] [1.]\n",
      "Domain is ad server(pre):  [4.4498063e-07]\n",
      "Domain is ad server(post):  [4.4498063e-07]\n",
      "googleadserver.com pubads.g.doubleclick.net m-5802s3.ll.dash.row.aiv-cdn.net\n",
      "[0.999992] [0.0001881]\n",
      "Domain is ad server(pre):  [0.999992]\n",
      "Domain is ad server(post):  [0.999992]\n",
      "www.garternal12.live safebrowsing.googleapis.com englandsqau.com\n",
      "[0.9167793] [0.52479565]\n",
      "Domain is ad server(pre):  [0.9167793]\n",
      "Domain is ad server(post):  [0.9167793]\n",
      "www.homedepot.com api.bazaarvoice.com l416khwl8uaopqx15yfaqjg7z2rtjk21d7nrhxjcbvbfeaag2oi3g4mn28bc.fitnesscuriosity.com\n",
      "[4.1442123e-05] [0.99998736]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 82ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [4.1442123e-05]\n",
      "Domain is ad server(post):  [4.144157e-05]\n",
      "iadsdk.apple.com firebase-settings.crashlytics.com lnkd.demdex.net\n",
      "[0.00020631] [3.8966514e-06]\n",
      "Domain is ad server(pre):  [0.00020631]\n",
      "Domain is ad server(post):  [0.00020631]\n",
      "googleadserver.com fpc.msedge.net onai.16mb.com\n",
      "[3.817497e-05] [0.9999987]\n",
      "Domain is ad server(pre):  [3.817497e-05]\n",
      "Domain is ad server(post):  [3.817497e-05]\n",
      "als-svc.nytimes.com preview.redd.it cdata.carambo.la\n",
      "[0.00413695] [3.383201e-05]\n",
      "Domain is ad server(pre):  [0.00413695]\n",
      "Domain is ad server(post):  [0.00413695]\n",
      "www.homedepot.com udc-neb.kampyle.com api-global.netflix.com\n",
      "[0.99990094] [9.093723e-05]\n",
      "Domain is ad server(pre):  [0.99990094]\n",
      "Domain is ad server(post):  [0.99990094]\n",
      "top-site-list.com www.areasnap.com a-us00.kxcdn.com\n",
      "[0.3211477] [0.20014137]\n",
      "Domain is ad server(pre):  [0.3211477]\n",
      "Domain is ad server(post):  [0.3211477]\n",
      "googleadserver.com c.amazon-adsystem.com 1180c.ec.azureedge.net\n",
      "[0.99999213] [2.0053685e-05]\n",
      "Domain is ad server(pre):  [0.99999213]\n",
      "Domain is ad server(post):  [0.99999213]\n",
      "fitges.oewabox.at browser.pipe.aria.microsoft.com he.lijit.com\n",
      "[0.0008356] [0.00036933]\n",
      "Domain is ad server(pre):  [0.0008356]\n",
      "Domain is ad server(post):  [0.0008356]\n",
      "www.homedepot.com weather-data.apple.com.akadns.net www.aseanlegaltech.com\n",
      "[4.34877e-05] [0.9998512]\n",
      "Domain is ad server(pre):  [4.34877e-05]\n",
      "Domain is ad server(post):  [4.34877e-05]\n",
      "www.cellphoneincentives.com r7---sn-8xgp1vo-p5qe.gvt1.com 10.im.cz\n",
      "[2.7176227e-05] [0.00106904]\n",
      "Domain is ad server(pre):  [2.7176227e-05]\n",
      "Domain is ad server(post):  [2.7176227e-05]\n",
      "googleadserver.com www.zennoa.com cc-uswe-09-skype.cloudapp.net\n",
      "[0.9999962] [5.860277e-05]\n",
      "Domain is ad server(pre):  [0.9999962]\n",
      "Domain is ad server(post):  [0.9999962]\n",
      "outlook.ms-acdc.office.com businessimportant.tk a30e03dcbdb5411a40c617080da7c7ed.fp.measure.office.com\n",
      "[1.5007349e-05] [0.9999995]\n",
      "Domain is ad server(pre):  [1.5007349e-05]\n",
      "Domain is ad server(post):  [1.5007349e-05]\n",
      "googleadserver.com www.reddit.com kardino-group.com\n",
      "[1.8479297e-05] [0.9999964]\n",
      "Domain is ad server(pre):  [1.8479297e-05]\n",
      "Domain is ad server(post):  [1.8479297e-05]\n",
      "paypal.com.websapss109851.disputesecureaccount.cf condenast-b.sailthru.com smooth.pro17.cf.cdn.hbomax.com\n",
      "[0.9999999] [0.00012872]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "www.homedepot.com imap.gmail.com pool6.moatads.com\n",
      "[0.97966295] [0.9999827]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 93ms/sample - loss: 1.9610\n",
      "Domain is ad server(pre):  [0.97966295]\n",
      "Domain is ad server(post):  [0.8193091]\n",
      "send.microadinc.com api-global.netflix.com reports.crashlytics.com\n",
      "[0.99999666] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 96ms/sample - loss: 1.5018\n",
      "Domain is ad server(pre):  [0.99999666]\n",
      "Domain is ad server(post):  [0.99999666]\n",
      "googleadserver.com graph.instagram.com www.pyrchla.pl\n",
      "[0.00220801] [2.9884251e-05]\n",
      "Domain is ad server(pre):  [0.00220801]\n",
      "Domain is ad server(post):  [0.00220801]\n",
      "herpes.1.p2l.info geo-applefinance-cache.internal.query.g03.yahoodns.net 52djcy.com\n",
      "[0.99999166] [0.0002623]\n",
      "Domain is ad server(pre):  [0.99999166]\n",
      "Domain is ad server(post):  [0.99999166]\n",
      "www.homedepot.com www.reddit.com confirme-your-account.nifatech.com\n",
      "[4.7253794e-05] [0.9999852]\n",
      "Domain is ad server(pre):  [4.7253794e-05]\n",
      "Domain is ad server(post):  [4.7253794e-05]\n",
      "pegasustrans.kg telemetry.malwarebytes.com push.prod.netflix.com\n",
      "[1.] [0.9999999]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com x5.xclicks.net www.google.com\n",
      "[0.99999523] [0.15978315]\n",
      "Domain is ad server(pre):  [0.99999523]\n",
      "Domain is ad server(post):  [0.99999523]\n",
      "1-courier.push.apple.com argyresthia.com thehustle.co\n",
      "[0.9999999] [0.99999535]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "www.homedepot.com polska-nasze-info24.x9.eu na.api.amazonvideo.com\n",
      "[0.9999385] [0.99978906]\n",
      "Domain is ad server(pre):  [0.9999385]\n",
      "Domain is ad server(post):  [0.9999385]\n",
      "alerts.account.capital-one.com.secure.insidmaldesign.com acs-vzw-us.jibe.google.com takano-sekai.blogspot.com\n",
      "[0.00010629] [0.9999198]\n",
      "Domain is ad server(pre):  [0.00010629]\n",
      "Domain is ad server(post):  [0.00010629]\n",
      "googleadserver.com 1972.content.swrve.com lb._dns-sd._udp.0.0.168.192.in-addr.arpa\n",
      "[0.9999931] [0.9999722]\n",
      "Domain is ad server(pre):  [0.9999931]\n",
      "Domain is ad server(post):  [0.9999931]\n",
      "e-przysietnica.pl pushmore.wup.shop.nintendo.net bencarsrl.com\n",
      "[1.7959773e-06] [1.]\n",
      "Domain is ad server(pre):  [1.7959773e-06]\n",
      "Domain is ad server(post):  [1.7959773e-06]\n",
      "www.homedepot.com dimitrakotoula.gr nus1-authgw.cloudapp.net\n",
      "[0.99998045] [6.6703855e-05]\n",
      "Domain is ad server(pre):  [0.99998045]\n",
      "Domain is ad server(post):  [0.99998045]\n",
      "www.google.com www.redditstatic.com luifergarcia.com\n",
      "[0.9999999] [4.7755e-05]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "www.homedepot.com unbouncepages.com topmeds10.com\n",
      "[0.00051442] [0.9871121]\n",
      "Domain is ad server(pre):  [0.00051442]\n",
      "Domain is ad server(post):  [0.00051442]\n",
      "detectportal.firefox.com e12767.d.akamaiedge.net lookatmynewphotos.com\n",
      "[0.01465497] [1.]\n",
      "Domain is ad server(pre):  [0.01465497]\n",
      "Domain is ad server(post):  [0.01465497]\n",
      "googleadserver.com adsyndication.msn.com s3.amazonaws.com\n",
      "[0.99999094] [1.7763568e-05]\n",
      "Domain is ad server(pre):  [0.99999094]\n",
      "Domain is ad server(post):  [0.99999094]\n",
      "discourse.pi-hole.net powerbee.co.th api-global.netflix.com\n",
      "[0.0008568] [0.9999999]\n",
      "Domain is ad server(pre):  [0.0008568]\n",
      "Domain is ad server(post):  [0.0008568]\n",
      "googleadserver.com ocsp.apple.com xdomreixwe.com\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3.7749094e-05] [0.99999475]\n",
      "Domain is ad server(pre):  [3.7749094e-05]\n",
      "Domain is ad server(post):  [3.7749094e-05]\n",
      "ps4updptl.us.np.community.playstation.net smooth.pro17.akm.cdn.hbomax.com aiwoxin.com\n",
      "[1.] [0.00047551]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com e17437.dscb.akamaiedge.net www.regionalne24-wydarzenia.pl\n",
      "[6.666653e-05] [0.9999962]\n",
      "Domain is ad server(pre):  [6.666653e-05]\n",
      "Domain is ad server(post):  [6.666653e-05]\n",
      "s3-iad-2.cf.dash.row.aiv-cdn.net edge349.stream.highwebmedia.com alogus.umeng.com\n",
      "[0.06952535] [0.0006455]\n",
      "Domain is ad server(pre):  [0.06952535]\n",
      "Domain is ad server(post):  [0.06952535]\n",
      "googleadserver.com sdgfsdvnkjnsdkvnsdkdknsdnjsdvnkjsdvn.000webhostapp.com 119.0.168.192.in-addr.arpa\n",
      "[0.99999654] [3.2815668e-05]\n",
      "Domain is ad server(pre):  [0.99999654]\n",
      "Domain is ad server(post):  [0.99999654]\n",
      "adserver.developersnetwork.com www.smiercidata.5v.pl gstaticadssl.l.google.com\n",
      "[1.] [1.09459414e-07]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com www.knajpasamiswoi.pl snap.licdn.com\n",
      "[0.99636924] [0.00013667]\n",
      "Domain is ad server(pre):  [0.99636924]\n",
      "Domain is ad server(post):  [0.99636924]\n",
      "uslugidlanauki.pl outlook.ms-acdc.office.com verizonwireless.112.2o7.net\n",
      "[4.5403726e-06] [1.]\n",
      "Domain is ad server(pre):  [4.5403726e-06]\n",
      "Domain is ad server(post):  [4.5403726e-06]\n",
      "googleadserver.com www.paribas-online.xyz 112.0.168.192.in-addr.arpa\n",
      "[0.99999535] [4.6380093e-05]\n",
      "Domain is ad server(pre):  [0.99999535]\n",
      "Domain is ad server(post):  [0.99999535]\n",
      "logs.thebloggernetwork.com track.clickcabintracker.com e673.dsce9.akamaiedge.net\n",
      "[1.] [3.089914e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com play.itunes.apple.com securityc7.temp.swtest.ru\n",
      "[0.00365098] [0.9999769]\n",
      "Domain is ad server(pre):  [0.00365098]\n",
      "Domain is ad server(post):  [0.00365098]\n",
      "www.google-analytics.com cdnrep.reimageplus.com 1180c.ec.azureedge.net\n",
      "[1.] [3.8562565e-08]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com graph.facebook.com dziennewiadomosci24.pl\n",
      "[9.0565714e-05] [0.9999852]\n",
      "Domain is ad server(pre):  [9.0565714e-05]\n",
      "Domain is ad server(post):  [9.0565714e-05]\n",
      "156.0.168.192.in-addr.arpa cdn.js.tapone.jp preview.redd.it\n",
      "[0.00144666] [0.9999832]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 73ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00144666]\n",
      "Domain is ad server(post):  [0.00144665]\n",
      "googleadserver.com cms.quantserve.com eus1-authgw.cloudapp.net\n",
      "[0.9999924] [0.00156827]\n",
      "Domain is ad server(pre):  [0.9999924]\n",
      "Domain is ad server(post):  [0.9999924]\n",
      "b3bb7de118d3a2fed1dd1ee77ed5a2bac10fe77b.cws.conviva.com caldav.fe.apple-dns.net darkfailllnkf4vf.onion.pet\n",
      "[3.669514e-06] [1.]\n",
      "Domain is ad server(pre):  [3.669514e-06]\n",
      "Domain is ad server(post):  [3.669514e-06]\n",
      "googleadserver.com na.api.amazonvideo.com img.riskified.com\n",
      "[0.00039297] [0.99998844]\n",
      "Domain is ad server(pre):  [0.00039297]\n",
      "Domain is ad server(post):  [0.00039297]\n",
      "afs.ero-advertising.com ads.colombiaonline.com auto-api.yelp.com\n",
      "[2.7364367e-06] [1.7803361e-06]\n",
      "Domain is ad server(pre):  [2.7364367e-06]\n",
      "Domain is ad server(post):  [2.7364367e-06]\n",
      "googleadserver.com rnps-crl.dl.playstation.net reports.crashlytics.com\n",
      "[0.00072899] [0.9999937]\n",
      "Domain is ad server(pre):  [0.00072899]\n",
      "Domain is ad server(post):  [0.00072899]\n",
      "azwus1-client-s.gateway.messenger.live.com www.konkursy24.ml img-getpocket.cdn.mozilla.net\n",
      "[0.00308712] [1.]\n",
      "Domain is ad server(pre):  [0.00308712]\n",
      "Domain is ad server(post):  [0.00308712]\n",
      "googleadserver.com www.savings-specials.com nrdp.prod.cloud.netflix.com\n",
      "[0.99999416] [1.6005464e-05]\n",
      "Domain is ad server(pre):  [0.99999416]\n",
      "Domain is ad server(post):  [0.99999416]\n",
      "westkyvo.com i.redd.it sunny.oewabox.at\n",
      "[2.1290081e-05] [1.]\n",
      "Domain is ad server(pre):  [2.1290081e-05]\n",
      "Domain is ad server(post):  [2.1290081e-05]\n",
      "googleadserver.com jameser.com valid.apple.com\n",
      "[0.99999523] [1.7810811e-05]\n",
      "Domain is ad server(pre):  [0.99999523]\n",
      "Domain is ad server(post):  [0.99999523]\n",
      "update-account.2017-support.team.comerv0.webs0801cr-cm-lgint-id-l0gin-subpp1-login-login-yah.dgryapi.com us-odc.samsungapps.com www.googleadservices.com\n",
      "[4.9802267e-05] [0.9999975]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 84ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [4.9802267e-05]\n",
      "Domain is ad server(post):  [4.980293e-05]\n",
      "www.homedepot.com earnify.com e12767.d.akamaiedge.net\n",
      "[0.9999602] [5.3225605e-05]\n",
      "Domain is ad server(pre):  [0.9999602]\n",
      "Domain is ad server(post):  [0.9999602]\n",
      "na-eu.atlanticmedia.map.fastly.net notify.adobe.io synergiareklama.pl\n",
      "[1.] [0.00125735]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com nexus.officeapps.live.com alb.reddit.com\n",
      "[0.9999547] [0.00097218]\n",
      "Domain is ad server(pre):  [0.9999547]\n",
      "Domain is ad server(post):  [0.9999547]\n",
      "i.l.cnn.net d15kdpgjg3unno.cloudfront.net aumoautomobilemagcom.112.2o7.net\n",
      "[0.9998702] [4.0187137e-05]\n",
      "Domain is ad server(pre):  [0.9998702]\n",
      "Domain is ad server(post):  [0.9998702]\n",
      "www.homedepot.com api-global.netflix.com ads.friendfinder.com\n",
      "[6.0662453e-05] [0.999951]\n",
      "Domain is ad server(pre):  [6.0662453e-05]\n",
      "Domain is ad server(post):  [6.0662453e-05]\n",
      "logi162.xiti.com recordnetcom.112.2o7.net www.glamour.com\n",
      "[0.9999999] [3.0935254e-05]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "www.homedepot.com bolt.dropbox.com themillionaireinpjs.net\n",
      "[0.00367554] [0.99997294]\n",
      "Domain is ad server(pre):  [0.00367554]\n",
      "Domain is ad server(post):  [0.00367554]\n",
      "maps-antivert58.eksuziv.net 129.0.168.192.in-addr.arpa glitzglitter.co.uk\n",
      "[3.4098986e-07] [1.]\n",
      "Domain is ad server(pre):  [3.4098986e-07]\n",
      "Domain is ad server(post):  [3.4098986e-07]\n",
      "www.homedepot.com videointerattivi.net push.prod.netflix.com\n",
      "[0.9999832] [0.00155567]\n",
      "Domain is ad server(pre):  [0.9999832]\n",
      "Domain is ad server(post):  [0.9999832]\n",
      "mnz-efz.ms-acdc.office.com us.verizon-us.rcs.telephony.goog a4.websponsors.com\n",
      "[0.00011881] [0.9999995]\n",
      "Domain is ad server(pre):  [0.00011881]\n",
      "Domain is ad server(post):  [0.00011881]\n",
      "www.homedepot.com myethervvallet.ru www.overleaf.com\n",
      "[0.99976665] [3.688719e-05]\n",
      "Domain is ad server(pre):  [0.99976665]\n",
      "Domain is ad server(post):  [0.99976665]\n",
      "telemetry.malwarebytes.com careers.warnermediagroup.com adlic.us-west-2.elasticbeanstalk.com\n",
      "[2.8459594e-06] [1.]\n",
      "Domain is ad server(pre):  [2.8459594e-06]\n",
      "Domain is ad server(post):  [2.8459594e-06]\n",
      "www.homedepot.com browser.pipe.aria.microsoft.com config.edge.skype.com\n",
      "[0.9996823] [0.7613023]\n",
      "Domain is ad server(pre):  [0.9996823]\n",
      "Domain is ad server(post):  [0.9996823]\n",
      "www.deayoungkiki.com graph.facebook.com ssl.clickbank.net\n",
      "[1.4563506e-05] [1.]\n",
      "Domain is ad server(pre):  [1.4563506e-05]\n",
      "Domain is ad server(post):  [1.4563506e-05]\n",
      "www.homedepot.com oao-d.openx.net www.google.com\n",
      "[0.9999869] [0.00036611]\n",
      "Domain is ad server(pre):  [0.9999869]\n",
      "Domain is ad server(post):  [0.9999869]\n",
      "www.ogloszenie156712.xyz d.thumbs.redditmedia.com xindalawyer.com\n",
      "[1.0372185e-08] [1.]\n",
      "Domain is ad server(pre):  [1.0372185e-08]\n",
      "Domain is ad server(post):  [1.0372185e-08]\n",
      "googleadserver.com ums.acuityplatform.com s.adroll.com\n",
      "[2.2242619e-05] [6.94541e-05]\n",
      "Domain is ad server(pre):  [2.2242619e-05]\n",
      "Domain is ad server(post):  [2.2242619e-05]\n",
      "equestrian.horse-trai.horseboxes.dll-offer-items.com www.redditmedia.com mobile.pipe.aria.microsoft.com\n",
      "[4.1430623e-05] [1.]\n",
      "Domain is ad server(pre):  [4.1430623e-05]\n",
      "Domain is ad server(post):  [4.1430623e-05]\n",
      "googleadserver.com 68729.prohoster.biz outlook.office365.com\n",
      "[0.99994123] [0.00105176]\n",
      "Domain is ad server(pre):  [0.99994123]\n",
      "Domain is ad server(post):  [0.99994123]\n",
      "cdn.embed.ly bunsen.yelp.com stopphoulplay.net\n",
      "[0.99999654] [2.5771842e-05]\n",
      "Domain is ad server(pre):  [0.99999654]\n",
      "Domain is ad server(post):  [0.99999654]\n",
      "googleadserver.com search-box.in googlehosted.l.googleusercontent.com\n",
      "[0.99998724] [2.229869e-05]\n",
      "Domain is ad server(pre):  [0.99998724]\n",
      "Domain is ad server(post):  [0.99998724]\n",
      "www.glamour.com a2047.dscb.akamai.net www.2automatyczny-dozownik-mydla-pl.com\n",
      "[0.996292] [5.737348e-05]\n",
      "Domain is ad server(pre):  [0.996292]\n",
      "Domain is ad server(post):  [0.996292]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "googleadserver.com 4.4.8.8.in-addr.arpa browser.pipe.aria.microsoft.com\n",
      "[7.238592e-05] [0.9999969]\n",
      "Domain is ad server(pre):  [7.238592e-05]\n",
      "Domain is ad server(post):  [7.238592e-05]\n",
      "na-ab23.marketo.com apis.google.com demdex.net\n",
      "[1.] [8.573846e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com mail.target.cm imap.gmail.com\n",
      "[0.9999852] [0.00497024]\n",
      "Domain is ad server(pre):  [0.9999852]\n",
      "Domain is ad server(post):  [0.9999852]\n",
      "people-pa.googleapis.com gs-loc.ls-apple.com.akadns.net blendandblurvfxstudio.com\n",
      "[1.] [0.00091929]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com 2.irobot.pool.ntp.org theupdateinfo.com\n",
      "[0.00034951] [0.9999869]\n",
      "Domain is ad server(pre):  [0.00034951]\n",
      "Domain is ad server(post):  [0.00034951]\n",
      "3e1f75c5-adsprod-awsalb-a7b2-387599766.us-east-1.elb.amazonaws.com ad.mangareader.net e.thumbs.redditmedia.com\n",
      "[7.0434376e-06] [0.9999999]\n",
      "Domain is ad server(pre):  [7.0434376e-06]\n",
      "Domain is ad server(post):  [7.0434376e-06]\n",
      "www.homedepot.com www.filmowo-hd.pl ajax.cloudflare.com\n",
      "[0.984504] [0.00024608]\n",
      "Domain is ad server(pre):  [0.984504]\n",
      "Domain is ad server(post):  [0.984504]\n",
      "detectportal.firefox.com android.clients.google.com pato.pl\n",
      "[0.05048382] [1.]\n",
      "Domain is ad server(pre):  [0.05048382]\n",
      "Domain is ad server(post):  [0.05048382]\n",
      "googleadserver.com st-vcdn.anthill.vn imap.gmail.com\n",
      "[0.99999475] [2.380462e-05]\n",
      "Domain is ad server(pre):  [0.99999475]\n",
      "Domain is ad server(post):  [0.99999475]\n",
      "api-global.netflix.com ps4-system.sec.np.dl.playstation.net oixssp-lab.net\n",
      "[0.9999368] [0.99999976]\n",
      "Domain is ad server(pre):  [0.9999368]\n",
      "Domain is ad server(post):  [0.9999368]\n",
      "googleadserver.com sdk.iad-08.braze.com dora.robinhood.com\n",
      "[2.7112756e-05] [0.00122193]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 81ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [2.7112756e-05]\n",
      "Domain is ad server(post):  [2.7113249e-05]\n",
      "hbsdk-config.log.smaato.net 9en.esses.ml eus1-authgw.cloudapp.net\n",
      "[1.] [1.1968659e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com www.strefaurodysklep.com.pl reddit.map.fastly.net\n",
      "[0.99999285] [0.00029454]\n",
      "Domain is ad server(pre):  [0.99999285]\n",
      "Domain is ad server(post):  [0.99999285]\n",
      "us-east.load.exelator.com www.linkedin.com mobile.pipe.aria.microsoft.com\n",
      "[0.0001906] [0.9999925]\n",
      "Domain is ad server(pre):  [0.0001906]\n",
      "Domain is ad server(post):  [0.0001906]\n",
      "www.homedepot.com nrdp.prod.cloud.netflix.com odb.outbrain.com\n",
      "[3.5781428e-05] [0.9999964]\n",
      "Domain is ad server(pre):  [3.5781428e-05]\n",
      "Domain is ad server(post):  [3.5781428e-05]\n",
      "sdk.collabollc.com offlinehbpl.hbpl.co.uk configuration.ls.apple.com\n",
      "[1.] [0.9999958]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com gsp85-ssl.ls2-apple.com.akadns.net markdisaservice.com\n",
      "[0.00016246] [0.9999255]\n",
      "Domain is ad server(pre):  [0.00016246]\n",
      "Domain is ad server(post):  [0.00016246]\n",
      "www.00x.eu www.download.file.co.pl gateway.fe.apple-dns.net\n",
      "[1.] [7.154616e-07]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com stocks-sparkline.apple.com agrisolutions.co.ke\n",
      "[3.2866938e-05] [0.9999925]\n",
      "Domain is ad server(pre):  [3.2866938e-05]\n",
      "Domain is ad server(post):  [3.2866938e-05]\n",
      "adservice.google.com mediaserver-cont-usc-mp1-2-v4v6.pandora.com ads.autotrader.com\n",
      "[8.113978e-06] [1.]\n",
      "Domain is ad server(pre):  [8.113978e-06]\n",
      "Domain is ad server(post):  [8.113978e-06]\n",
      "googleadserver.com cdn.outfit7.com thumbs.gfycat.com\n",
      "[0.00048936] [2.5372054e-05]\n",
      "Domain is ad server(pre):  [0.00048936]\n",
      "Domain is ad server(post):  [0.00048936]\n",
      "mvm.snapchat.com googleads.g.doubleclick.net m-5802s3.ll.dash.row.aiv-cdn.net\n",
      "[6.0048103e-05] [0.00010763]\n",
      "Domain is ad server(pre):  [6.0048103e-05]\n",
      "Domain is ad server(post):  [6.0048103e-05]\n",
      "www.homedepot.com pbs.twimg.com kalinston.com\n",
      "[0.00067476] [0.99999964]\n",
      "Domain is ad server(pre):  [0.00067476]\n",
      "Domain is ad server(post):  [0.00067476]\n",
      "curacao.memento-vivi.com daprofesional.com www.redditmedia.com\n",
      "[1.] [5.0960566e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com 112.0.168.192.in-addr.arpa pippio.com\n",
      "[0.00072238] [0.9999964]\n",
      "Domain is ad server(pre):  [0.00072238]\n",
      "Domain is ad server(post):  [0.00072238]\n",
      "www453.dcabkl.com c.aaxads.com events.redditmedia.com\n",
      "[1.] [1.4555123e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com safety.microsoft.com.nxwuh.ogukd1ydyo2rt6zeggexw.stream 192.0.168.192.in-addr.arpa\n",
      "[0.99997663] [4.8431146e-05]\n",
      "Domain is ad server(pre):  [0.99997663]\n",
      "Domain is ad server(post):  [0.99997663]\n",
      "app-measurement.com afegfdghgnhbv.000webhostapp.com nus1-authgw.cloudapp.net\n",
      "[1.] [0.9999951]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com adserver.pandora.com outlook.ms-acdc.office.com\n",
      "[0.9999943] [0.00058072]\n",
      "Domain is ad server(pre):  [0.9999943]\n",
      "Domain is ad server(post):  [0.9999943]\n",
      "xanaxxanax.3xforum.ro media.geeksforgeeks.org promotoyota.info\n",
      "[1.8652977e-07] [1.]\n",
      "Domain is ad server(pre):  [1.8652977e-07]\n",
      "Domain is ad server(post):  [1.8652977e-07]\n",
      "www.homedepot.com www.startupforbusiness.com www.icloud.com\n",
      "[0.99996877] [0.0005197]\n",
      "Domain is ad server(pre):  [0.99996877]\n",
      "Domain is ad server(post):  [0.99996877]\n",
      "sdkapi.netmera.com manage-your-apple1donline.com upload.fp.measure.office.com\n",
      "[0.99999964] [4.149791e-06]\n",
      "Domain is ad server(pre):  [0.99999964]\n",
      "Domain is ad server(post):  [0.99999964]\n",
      "googleadserver.com ethdrop.in a1806.dscb.akamai.net\n",
      "[0.99998343] [0.00048462]\n",
      "Domain is ad server(pre):  [0.99998343]\n",
      "Domain is ad server(post):  [0.99998343]\n",
      "images.wsj.net kremidzem.pl r1.sn-8xgp1vo-p5qe.googlevideo.com\n",
      "[0.9999838] [0.99542964]\n",
      "Domain is ad server(pre):  [0.9999838]\n",
      "Domain is ad server(post):  [0.9999838]\n",
      "www.homedepot.com gateway.fe.apple-dns.net zumruttanker.com\n",
      "[7.250882e-05] [0.99958795]\n",
      "Domain is ad server(pre):  [7.250882e-05]\n",
      "Domain is ad server(post):  [7.250882e-05]\n",
      "static2.adtimaserver.vn ameliasalzman.com static-asm-skype.trafficmanager.net\n",
      "[0.9999728] [6.649117e-05]\n",
      "Domain is ad server(pre):  [0.9999728]\n",
      "Domain is ad server(post):  [0.9999728]\n",
      "www.homedepot.com bishopallergy.com 161.0.168.192.in-addr.arpa\n",
      "[0.9999629] [3.181232e-05]\n",
      "Domain is ad server(pre):  [0.9999629]\n",
      "Domain is ad server(post):  [0.9999629]\n",
      "tongjii.us poechan.ml chat-gateway-prod.chat.snapchat.com\n",
      "[0.9999969] [4.607041e-07]\n",
      "Domain is ad server(pre):  [0.9999969]\n",
      "Domain is ad server(post):  [0.9999969]\n",
      "googleadserver.com hb.gammaplatform.com keyvalueservice-g.fe.apple-dns.net\n",
      "[0.00029606] [1.7718326e-05]\n",
      "Domain is ad server(pre):  [0.00029606]\n",
      "Domain is ad server(post):  [0.00029606]\n",
      "get-bx.g.aaplimg.com telemetry.dropbox.com smp-device-content.apple.com\n",
      "[0.9999449] [1.]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 85ms/sample - loss: 2.0012\n",
      "Domain is ad server(pre):  [0.9999449]\n",
      "Domain is ad server(post):  [0.9999449]\n",
      "googleadserver.com p15-caldav.icloud.com nexus.officeapps.live.com\n",
      "[5.3523214e-05] [0.00086802]\n",
      "Domain is ad server(pre):  [5.3523214e-05]\n",
      "Domain is ad server(post):  [5.3523214e-05]\n",
      "szybcyiwscielki7.wordpress.com elixmedia.com gsp-ssl.ls.apple.com\n",
      "[0.99913365] [0.00093733]\n",
      "Domain is ad server(pre):  [0.99913365]\n",
      "Domain is ad server(post):  [0.99913365]\n",
      "googleadserver.com reddit.map.fastly.net incentaclick.com\n",
      "[0.00079387] [0.99999654]\n",
      "Domain is ad server(pre):  [0.00079387]\n",
      "Domain is ad server(post):  [0.00079387]\n",
      "platinumprestige.pl contextual.media.net www.reddit.com\n",
      "[0.00016487] [0.99975294]\n",
      "Domain is ad server(pre):  [0.00016487]\n",
      "Domain is ad server(post):  [0.00016487]\n",
      "googleadserver.com careers.warnermediagroup.com quizzstar.com\n",
      "[2.9140856e-05] [0.99999475]\n",
      "Domain is ad server(pre):  [2.9140856e-05]\n",
      "Domain is ad server(post):  [2.9140856e-05]\n",
      "manage.utmj.org muliphein.iad-01.braze.com alb.reddit.com\n",
      "[1.] [4.610233e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com condenast.map.fastly.net stats.blogoscoop.net\n",
      "[3.975409e-05] [0.9999708]\n",
      "Domain is ad server(pre):  [3.975409e-05]\n",
      "Domain is ad server(post):  [3.975409e-05]\n",
      "bjhzlr.com www.forum.ero-advertising.com styles.redditmedia.com\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com outlook.office365.com 47e224be59415ec068b94bca857581bd7dde7fb6.cws.conviva.com\n",
      "[7.043236e-05] [0.9999871]\n",
      "Domain is ad server(pre):  [7.043236e-05]\n",
      "Domain is ad server(post):  [7.043236e-05]\n",
      "m-5802s3.ll.dash.row.aiv-cdn.net  aniaroth.com\n",
      "[1.] [7.3989247e-07]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com samtaawaaztv.com lcs-robs.adobe.io\n",
      "[0.99998116] [3.1087355e-05]\n",
      "Domain is ad server(pre):  [0.99998116]\n",
      "Domain is ad server(post):  [0.99998116]\n",
      "noflake-aggregator-http.narvar.com rcarpe95.beget.tech b._dns-sd._udp.0.0.168.192.in-addr.arpa\n",
      "[1.] [0.9998673]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com www.pocztex-24.link occ-0-2433-2430.1.nflxso.net\n",
      "[0.9999964] [0.9999783]\n",
      "Domain is ad server(pre):  [0.9999964]\n",
      "Domain is ad server(post):  [0.9999964]\n",
      "leggingscloset.com forbescollect.247realmedia.com preview.redd.it\n",
      "[0.99999046] [7.859935e-07]\n",
      "Domain is ad server(pre):  [0.99999046]\n",
      "Domain is ad server(post):  [0.99999046]\n",
      "googleadserver.com viasaudenaturais.com.br preview.redd.it\n",
      "[0.9997197] [1.9299361e-05]\n",
      "Domain is ad server(pre):  [0.9997197]\n",
      "Domain is ad server(post):  [0.9997197]\n",
      "getin-secure-bank.xyz main-marketing-website.herokuapp.com com-accsid0890219manage-accnt.info\n",
      "[6.0079965e-06] [0.99998844]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 175ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [6.0079965e-06]\n",
      "Domain is ad server(post):  [6.008088e-06]\n",
      "www.homedepot.com faktyonet24.eu www.aaxdetect.com\n",
      "[0.9998456] [3.3189437e-05]\n",
      "Domain is ad server(pre):  [0.9998456]\n",
      "Domain is ad server(post):  [0.9998456]\n",
      "mobile.pipe.aria.microsoft.com www.foryourhorse.pl www.bing.com\n",
      "[0.99999976] [0.9999864]\n",
      "Domain is ad server(pre):  [0.99999976]\n",
      "Domain is ad server(post):  [0.99999976]\n",
      "googleadserver.com adserver.dotcommedia.de audio-usc-mp1-t1-2-v4v6.pandora.com\n",
      "[0.00022414] [0.00031159]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 129ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [0.00022414]\n",
      "Domain is ad server(post):  [0.00022415]\n",
      "db._dns-sd._udp.0.0.168.192.in-addr.arpa i.redd.it predictad.com\n",
      "[0.9999937] [7.240021e-05]\n",
      "Domain is ad server(pre):  [0.9999937]\n",
      "Domain is ad server(post):  [0.9999937]\n",
      "www.homedepot.com awuseb.advanced-web-analytics.com smetrics.aa.com\n",
      "[0.99989164] [0.99997854]\n",
      "Domain is ad server(pre):  [0.99989164]\n",
      "Domain is ad server(post):  [0.99989164]\n",
      "1180c.wpc.azureedge.net yrkeve.112.2o7.net weather-data.apple.com\n",
      "[1.4487552e-05] [0.9999999]\n",
      "Domain is ad server(pre):  [1.4487552e-05]\n",
      "Domain is ad server(post):  [1.4487552e-05]\n",
      "www.homedepot.com stats.twistage.com imap.gmail.com\n",
      "[0.9999852] [6.958212e-05]\n",
      "Domain is ad server(pre):  [0.9999852]\n",
      "Domain is ad server(post):  [0.9999852]\n",
      "device.4seeresults.com 1180c.ec.azureedge.net ads.iknowthatgirl.com\n",
      "[3.3202963e-07] [1.]\n",
      "Domain is ad server(pre):  [3.3202963e-07]\n",
      "Domain is ad server(post):  [3.3202963e-07]\n",
      "www.homedepot.com www.dropboxstatic.com lmoojjaukhqupmlh.xyz\n",
      "[0.00033815] [0.99999964]\n",
      "Domain is ad server(pre):  [0.00033815]\n",
      "Domain is ad server(post):  [0.00033815]\n",
      "js.medi-8.net stack-sonar.com e17437.dscb.akamaiedge.net\n",
      "[1.] [1.8506193e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com jomashop.pushwoosh.com g007-vod-us-cmaf-prd-ll.cdn.peacocktv.com\n",
      "[0.9998653] [0.00028006]\n",
      "Domain is ad server(pre):  [0.9998653]\n",
      "Domain is ad server(post):  [0.9998653]\n",
      "api.nextdoor.com adserver.pandora.com 119.0.168.192.in-addr.arpa\n",
      "[1.] [3.2255728e-05]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com lt-ando-fe-lb-145112096.us-east-1.elb.amazonaws.com shcpa2011.com\n",
      "[0.00040624] [0.9999851]\n",
      "Domain is ad server(pre):  [0.00040624]\n",
      "Domain is ad server(post):  [0.00040624]\n",
      "amalzon-com.unlocked-account-now.com reports.crashlytics.com play.google.com\n",
      "[1.5719923e-05] [0.9999995]\n",
      "Domain is ad server(pre):  [1.5719923e-05]\n",
      "Domain is ad server(post):  [1.5719923e-05]\n",
      "www.homedepot.com lh3.googleusercontent.com track.oainternetservices.com\n",
      "[0.00019545] [0.00112014]\n",
      "Domain is ad server(pre):  [0.00019545]\n",
      "Domain is ad server(post):  [0.00019545]\n",
      "static-exp1.licdn.com plus.l.google.com aifnndnc.altervista.org\n",
      "[0.0107124] [4.9355385e-05]\n",
      "Domain is ad server(pre):  [0.0107124]\n",
      "Domain is ad server(post):  [0.0107124]\n",
      "www.homedepot.com lanmeishiye.com weather-data.apple.com.akadns.net\n",
      "[0.9999696] [5.6074598e-05]\n",
      "Domain is ad server(pre):  [0.9999696]\n",
      "Domain is ad server(post):  [0.9999696]\n",
      "ad.doubleclick.net nisekostaff.com 1180c.wpc.azureedge.net\n",
      "[1.] [0.00011552]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com kakiunix.intelligence-informatique.fr.nf ocsp.apple.com\n",
      "[0.9999999] [6.2645646e-05]\n",
      "Domain is ad server(pre):  [0.9999999]\n",
      "Domain is ad server(post):  [0.9999999]\n",
      "inbox.google.com gateway.fe.apple-dns.net www.kopalnia-informacji.pl\n",
      "[1.] [0.00022565]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com ss-prod-ue1-notif-59.aws.adobess.com www.googletagmanager.com\n",
      "[0.00038122] [0.99999225]\n",
      "Domain is ad server(pre):  [0.00038122]\n",
      "Domain is ad server(post):  [0.00038122]\n",
      "file-dropbox.info api3.cc.skype.com s.adroll.com\n",
      "[5.1523315e-05] [0.9989447]\n",
      "Domain is ad server(pre):  [5.1523315e-05]\n",
      "Domain is ad server(post):  [5.1523315e-05]\n",
      "www.homedepot.com p15-contacts.icloud.com neirong.baidu.com\n",
      "[0.00013801] [0.99987936]\n",
      "Domain is ad server(pre):  [0.00013801]\n",
      "Domain is ad server(post):  [0.00013801]\n",
      "impresseducation.com adserver.pandora.com www.skycostanera.cl\n",
      "[0.00033758] [0.05378823]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 100ms/sample - loss: 2.4670\n",
      "Domain is ad server(pre):  [0.00033758]\n",
      "Domain is ad server(post):  [0.00033229]\n",
      "googleadserver.com l3.aaxads.com ads.shopstyle.com\n",
      "[1.9010962e-05] [6.282416e-05]\n",
      "Domain is ad server(pre):  [1.9010962e-05]\n",
      "Domain is ad server(post):  [1.9010962e-05]\n",
      "_cisco-uds._tcp.rand.org lokooste.esy.es inbox.google.com\n",
      "[1.5211073e-06] [0.99999976]\n",
      "Domain is ad server(pre):  [1.5211073e-06]\n",
      "Domain is ad server(post):  [1.5211073e-06]\n",
      "www.homedepot.com traffic-stats.streamsolutions.co.uk b._dns-sd._udp.0.0.168.192.in-addr.arpa\n",
      "[0.9999821] [6.228099e-05]\n",
      "Domain is ad server(pre):  [0.9999821]\n",
      "Domain is ad server(post):  [0.9999821]\n",
      "us-east1-aws.api.snapchat.com www.redditstatic.com www.motleydreams.blogspot.com\n",
      "[1.] [0.00040788]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com browser.pipe.aria.microsoft.com 1-courier.sandbox.push.apple.com\n",
      "[0.99999356] [0.00020509]\n",
      "Domain is ad server(pre):  [0.99999356]\n",
      "Domain is ad server(post):  [0.99999356]\n",
      "ssl-s.idio.co photos-ugc.l.googleusercontent.com jbcapsforum.tk\n",
      "[0.9993166] [0.99854124]\n",
      "Domain is ad server(pre):  [0.9993166]\n",
      "Domain is ad server(post):  [0.9993166]\n",
      "googleadserver.com youtube.com pl-v2.presage.io\n",
      "[0.00011559] [0.99183804]\n",
      "Domain is ad server(pre):  [0.00011559]\n",
      "Domain is ad server(post):  [0.00011559]\n",
      "greatlymissed.co.za te.scrippsnewspapersprivacy.com outlook.office365.com\n",
      "[0.9999989] [5.45963e-05]\n",
      "Domain is ad server(pre):  [0.9999989]\n",
      "Domain is ad server(post):  [0.9999989]\n",
      "www.homedepot.com www.redditstatic.com pl.bbelements.com\n",
      "[3.9110655e-05] [0.999979]\n",
      "Domain is ad server(pre):  [3.9110655e-05]\n",
      "Domain is ad server(post):  [3.9110655e-05]\n",
      "p15-caldav.icloud.com safebrowsing.googleapis.com p-awse-ebs.adsymptotic.com\n",
      "[0.00015345] [5.8877755e-05]\n",
      "Domain is ad server(pre):  [0.00015345]\n",
      "Domain is ad server(post):  [0.00015345]\n",
      "www.homedepot.com fjrfjrpbndsw.ru api-global.netflix.com\n",
      "[0.9998994] [6.116293e-05]\n",
      "Domain is ad server(pre):  [0.9998994]\n",
      "Domain is ad server(post):  [0.9998994]\n",
      "ad.perfectaudience.com cdn.fluidplayer.com i2.myapkcdn.in\n",
      "[2.6516776e-05] [1.]\n",
      "Domain is ad server(pre):  [2.6516776e-05]\n",
      "Domain is ad server(post):  [2.6516776e-05]\n",
      "googleadserver.com media80.fastclick.net outlook.ms-acdc.office.com\n",
      "[0.9999944] [4.2280302e-05]\n",
      "Domain is ad server(pre):  [0.9999944]\n",
      "Domain is ad server(post):  [0.9999944]\n",
      "zilliqa.online dpm.demdex.net www.joinhoney.com\n",
      "[2.7990114e-05] [4.5732624e-05]\n",
      "Train on 1 samples\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 122ms/sample - loss: 1.5013\n",
      "Domain is ad server(pre):  [2.7990114e-05]\n",
      "Domain is ad server(post):  [2.7990702e-05]\n",
      "googleadserver.com microticker.com identity.ess-apple.com.akadns.net\n",
      "[0.00085018] [9.322626e-05]\n",
      "Domain is ad server(pre):  [0.00085018]\n",
      "Domain is ad server(post):  [0.00085018]\n",
      "trc.taboolasyndication.com e673.dsce9.akamaiedge.net c.amazon-adsystem.com\n",
      "[9.614099e-07] [1.]\n",
      "Domain is ad server(pre):  [9.614099e-07]\n",
      "Domain is ad server(post):  [9.614099e-07]\n",
      "www.homedepot.com api-global.netflix.com www.googletagmanager.com\n",
      "[0.00037533] [0.9999839]\n",
      "Domain is ad server(pre):  [0.00037533]\n",
      "Domain is ad server(post):  [0.00037533]\n",
      "mobile.pipe.aria.microsoft.com independentdigital.d3.sc.omtrdc.net config.edge.skype.com\n",
      "[0.999974] [8.9893736e-05]\n",
      "Domain is ad server(pre):  [0.999974]\n",
      "Domain is ad server(post):  [0.999974]\n",
      "www.homedepot.com time-macos.apple.com d3p.de17a.com\n",
      "[0.99995077] [0.9999869]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 91ms/sample - loss: 2.0012\n",
      "Domain is ad server(pre):  [0.99995077]\n",
      "Domain is ad server(post):  [0.99995077]\n",
      "www.overleaf.com www.randewoo.ir outlook.ms-acdc.office.com\n",
      "[0.0001012] [0.00161607]\n",
      "Domain is ad server(pre):  [0.0001012]\n",
      "Domain is ad server(post):  [0.0001012]\n",
      "www.homedepot.com preview.redd.it jpdk.nuggad.net\n",
      "[7.308926e-05] [0.00420475]\n",
      "Domain is ad server(pre):  [7.308926e-05]\n",
      "Domain is ad server(post):  [7.308926e-05]\n",
      "cdn.parsely.com occ-0-2433-2430.1.nflxso.net nexus.officeapps.live.com\n",
      "[4.6633468e-05] [0.99999344]\n",
      "Domain is ad server(pre):  [4.6633468e-05]\n",
      "Domain is ad server(post):  [4.6633468e-05]\n",
      "www.homedepot.com www.emailimagecdnbmgl.com ziraatbankinc.com\n",
      "[3.3943794e-05] [0.43785226]\n",
      "Train on 1 samples\n",
      "1/1 [==============================] - 0s 78ms/sample - loss: 2.3053\n",
      "Domain is ad server(pre):  [3.3943794e-05]\n",
      "Domain is ad server(post):  [4.1326726e-05]\n",
      "nexus.officeapps.live.com www.apple.com rogerreupertsopa.com\n",
      "[4.244893e-07] [1.]\n",
      "Domain is ad server(pre):  [4.244893e-07]\n",
      "Domain is ad server(post):  [4.244893e-07]\n",
      "googleadserver.com a.thumbs.redditmedia.com 185536.engine.mobileapptracking.com\n",
      "[0.9985399] [5.0264745e-05]\n",
      "Domain is ad server(pre):  [0.9985399]\n",
      "Domain is ad server(post):  [0.9985399]\n",
      "consumer.entitlement.skype.com collector-pxhyx10rg3.px-cloud.net internetbanking24hrs.autentication.com\n",
      "[0.99999976] [6.707982e-06]\n",
      "Domain is ad server(pre):  [0.99999976]\n",
      "Domain is ad server(post):  [0.99999976]\n",
      "www.homedepot.com newwayscanner.info old.reddit.com\n",
      "[0.9999888] [0.00058165]\n",
      "Domain is ad server(pre):  [0.9999888]\n",
      "Domain is ad server(post):  [0.9999888]\n",
      "safebrowsing.googleapis.com faceadicto.com www.linkedin.com\n",
      "[0.00035273] [0.02192916]\n",
      "Domain is ad server(pre):  [0.00035273]\n",
      "Domain is ad server(post):  [0.00035273]\n",
      "www.homedepot.com ad.doubleclick.net camo.githubusercontent.com\n",
      "[0.9999676] [0.00081868]\n",
      "Domain is ad server(pre):  [0.9999676]\n",
      "Domain is ad server(post):  [0.9999676]\n",
      "stanzapub.advertserve.com occ-0-2433-2430.1.nflxso.net ynrenai.net\n",
      "[0.9996171] [0.00274293]\n",
      "Domain is ad server(pre):  [0.9996171]\n",
      "Domain is ad server(post):  [0.9996171]\n",
      "googleadserver.com hindurakshakdal.org fpc.msedge.net\n",
      "[0.9999231] [4.137069e-05]\n",
      "Domain is ad server(pre):  [0.9999231]\n",
      "Domain is ad server(post):  [0.9999231]\n",
      "hellorapidcity.com www.google-analytics.com monday.com\n",
      "[0.9999993] [0.00042361]\n",
      "Domain is ad server(pre):  [0.9999993]\n",
      "Domain is ad server(post):  [0.9999993]\n",
      "www.homedepot.com mag.iad-03.braze.com www.bing.com\n",
      "[0.99997497] [0.00028814]\n",
      "Domain is ad server(pre):  [0.99997497]\n",
      "Domain is ad server(post):  [0.99997497]\n",
      "ot.teads.tv sevenoneintermedia.112.2o7.net imap.gmail.com\n",
      "[0.9999989] [5.6192443e-06]\n",
      "Domain is ad server(pre):  [0.9999989]\n",
      "Domain is ad server(post):  [0.9999989]\n",
      "googleadserver.com mobile.pipe.aria.microsoft.com api-global.netflix.com\n",
      "[0.9999474] [6.0611168e-05]\n",
      "Domain is ad server(pre):  [0.9999474]\n",
      "Domain is ad server(post):  [0.9999474]\n",
      "havakhosh.com mobile.pipe.aria.microsoft.com us-auth2.samsungosp.com\n",
      "[1.] [2.287845e-06]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "www.homedepot.com netflow.co.il gateway.icloud.com\n",
      "[0.9999677] [0.00064971]\n",
      "Domain is ad server(pre):  [0.9999677]\n",
      "Domain is ad server(post):  [0.9999677]\n",
      "bajaringanwijatruss.com newalways.securecontentnewly4everyone.date swcdn.g.aaplimg.com\n",
      "[1.] [4.1629004e-08]\n",
      "Domain is ad server(pre):  [1.]\n",
      "Domain is ad server(post):  [1.]\n",
      "googleadserver.com ecs.wup.shop.nintendo.net capitalisationsreductionnaires.com\n",
      "[5.6238565e-05] [0.9999939]\n",
      "Domain is ad server(pre):  [5.6238565e-05]\n",
      "Domain is ad server(post):  [5.6238565e-05]\n"
     ]
    }
   ],
   "source": [
    "dist_true = []\n",
    "dist_false = []\n",
    "dist_3rd = []\n",
    "\n",
    "test_pos,test_neg,test_anchors_pos,test_anchors_neg,labels3 = make_query_pairs(df,bpe,sample_count=1000)\n",
    "test_pos_enc = pad_sequences(list(map(lambda x: bpe.encode(x),test_pos)),30,padding='post')\n",
    "test_neg_enc = pad_sequences(list(map(lambda x: bpe.encode(x),test_neg)),30,padding='post')\n",
    "test_anchors_pos_enc = pad_sequences(list(map(lambda x: bpe.encode(x),test_anchors_pos)),30,padding='post')\n",
    "test_anchors_neg_enc = pad_sequences(list(map(lambda x: bpe.encode(x),test_anchors_neg)),30,padding='post')\n",
    "\n",
    "def adclass(label,metric_dists):\n",
    "    class_dic = {0:1,1:0}\n",
    "    \n",
    "    if metric_dists[:,0] < metric_dists[:,3]: #< metric_dists[:,3]:\n",
    "        return label\n",
    "    else:\n",
    "        return class_dic[label]\n",
    "\n",
    "for i in range(1000):\n",
    "    if i%2==0:\n",
    "        request = np.random.choice(df.domain.values)\n",
    "    else:\n",
    "        request = np.random.choice(['googleadserver.com','www.homedepot.com'])\n",
    "    domain_stat_test = pad_sequences(1*[bpe.encode(request)],30,padding='post')\n",
    "    print(request,test_neg[i],test_anchors_pos[i])\n",
    "    init_preds1 = online_model.predict([domain_stat_test,test_neg_enc[i].reshape(1,-1),test_anchors_pos_enc[i].reshape(1,-1),test_anchors_neg_enc[i].reshape(1,-1)])\n",
    "    #init_preds2 = online_model.predict([test_pos_enc[i].reshape(1,-1),domain_stat_test,test_anchors_pos_enc[i].reshape(1,-1),test_anchors_neg_enc[i].reshape(1,-1)])\n",
    "    \n",
    "    print(init_preds1[:,0],init_preds1[:,3])\n",
    "    if (init_preds1[:,1] < init_preds1[:,0]) & (init_preds1[:,0] < init_preds1[:,3]):\n",
    "        online_model.fit([domain_stat_test,test_neg_enc[i].reshape(1,-1),test_anchors_pos_enc[i].reshape(1,-1),test_anchors_neg_enc[i].reshape(1,-1)],np.zeros(1),epochs=1)\n",
    "    #elif (init_preds1[:,0] > init_preds1[:]:   \n",
    "    #    online_model.fit([test_pos_enc[i].reshape(1,-1),domain_stat_test,test_anchors_pos_enc[i].reshape(1,-1),test_anchors_neg_enc[i].reshape(1,-1)],np.zeros(1),epochs=1)\n",
    "    #print(init_preds)\n",
    "    print('Domain is ad server(pre): ',(init_preds1[:,0]))#>=init_preds[:,1]).mean())\n",
    "    post_preds = online_model.predict([domain_stat_test,test_neg_enc[i].reshape(1,-1),test_anchors_pos_enc[i].reshape(1,-1),test_anchors_neg_enc[i].reshape(1,-1)])\n",
    "    #print(post_preds)\n",
    "    print('Domain is ad server(post): ',(post_preds[:,0]))#>=post_preds[:,1]).mean())\n",
    "    if request == 'googleadserver.com':\n",
    "        dist_true.append(adclass(labels3[i],post_preds))\n",
    "    elif request == 'www.homedepot.com':\n",
    "        dist_false.append(adclass(labels3[i],post_preds))\n",
    "    test_case = pad_sequences(1*[bpe.encode('c.aaxads.com')],30,padding='post') \n",
    "    test_pred = online_model.predict([test_case,test_neg_enc[i].reshape(1,-1),test_anchors_pos_enc[i].reshape(1,-1),test_anchors_neg_enc[i].reshape(1,-1)])\n",
    "    dist_3rd.append(adclass(labels3[i],test_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fe69fe5f510>"
      ]
     },
     "execution_count": 332,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#pl.plot(dist_true,label='ad domain')\n",
    "pl.plot(dist_false,label='non ad domain')\n",
    "#pl.plot(dist_3rd,label='ad but unknown')\n",
    "pl.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[9.9999917e-01 7.4799141e-06 9.9999833e-01 3.8719107e-04]]\n"
     ]
    }
   ],
   "source": [
    "domain_stat_test = pad_sequences(1*[bpe.encode('c.aaxads.com')],30,padding='post')\n",
    "neg = pad_sequences(1*[bpe.encode('popville.com')],30,padding='post')\n",
    "anch_pos = pad_sequences(1*[bpe.encode('adserv.popville.com')],30,padding='post')\n",
    "anch_neg = pad_sequences(1*[bpe.encode('github.com')],30,padding='post')\n",
    "\n",
    "#test_ref,test_query,test_anchors_1,test_anchors_2,_ = make_query_pairs(df,bpe,sample_count=1)\n",
    "#test_ref_enc = pad_sequences(list(map(lambda x: bpe.encode(x),test_ref)),30,padding='post')\n",
    "#test_query_enc = pad_sequences(list(map(lambda x: bpe.encode(x),neg)),30,padding='post')\n",
    "#test_anchors_1_enc = pad_sequences(list(map(lambda x: bpe.encode(x),anch_pos)),30,padding='post')\n",
    "#test_anchors_2_enc = pad_sequences(list(map(lambda x: bpe.encode(x),anch_neg)),30,padding='post')\n",
    "\n",
    "init_preds = online_model.predict([domain_stat_test,neg,anch_pos,anch_neg])\n",
    "print(init_preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         mobile.pipe.aria.microsoft\n",
       "1         mobile.pipe.aria.microsoft\n",
       "2                  telemetry.dropbox\n",
       "3                         login.live\n",
       "4                         edge.skype\n",
       "                     ...            \n",
       "188894          xn--localbitcins-vcd\n",
       "188895                   siambiznews\n",
       "188896                lp.searchmulty\n",
       "188897                         usibw\n",
       "188898         leanproconsulting.com\n",
       "Name: domain, Length: 188899, dtype: object"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def parse_domain(x):\n",
    "    y = x.split('.')\n",
    "    y = y[:-1]\n",
    "    z = [i for i in y if i not in ['www']]\n",
    "    return '.'.join(z)\n",
    "\n",
    "parse_domain('imap.gmail.com')\n",
    "df.domain.apply(lambda x: parse_domain(x))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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