{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "618c0e10",
   "metadata": {},
   "source": [
    "# Marketing KPI Data Cleaning & Feature Engineering\n",
    "This notebook performs:\n",
    "- Data loading\n",
    "- Cleaning & preprocessing\n",
    "- KPI calculations (CAC, ROAS, Conversion Rate)\n",
    "- Region generation\n",
    "- Anomaly injection\n",
    "- Export of processed dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2467b738",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "721573e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Campaign_ID</th>\n",
       "      <th>Company</th>\n",
       "      <th>Campaign_Type</th>\n",
       "      <th>Target_Audience</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Channel_Used</th>\n",
       "      <th>Conversion_Rate</th>\n",
       "      <th>Acquisition_Cost</th>\n",
       "      <th>ROI</th>\n",
       "      <th>Location</th>\n",
       "      <th>Language</th>\n",
       "      <th>Clicks</th>\n",
       "      <th>Impressions</th>\n",
       "      <th>Engagement_Score</th>\n",
       "      <th>Customer_Segment</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Innovate Industries</td>\n",
       "      <td>Email</td>\n",
       "      <td>Men 18-24</td>\n",
       "      <td>30 days</td>\n",
       "      <td>Google Ads</td>\n",
       "      <td>0.04</td>\n",
       "      <td>$16,174.00</td>\n",
       "      <td>6.29</td>\n",
       "      <td>Chicago</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>506</td>\n",
       "      <td>1922</td>\n",
       "      <td>6</td>\n",
       "      <td>Health &amp; Wellness</td>\n",
       "      <td>2021-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>NexGen Systems</td>\n",
       "      <td>Email</td>\n",
       "      <td>Women 35-44</td>\n",
       "      <td>60 days</td>\n",
       "      <td>Google Ads</td>\n",
       "      <td>0.12</td>\n",
       "      <td>$11,566.00</td>\n",
       "      <td>5.61</td>\n",
       "      <td>New York</td>\n",
       "      <td>German</td>\n",
       "      <td>116</td>\n",
       "      <td>7523</td>\n",
       "      <td>7</td>\n",
       "      <td>Fashionistas</td>\n",
       "      <td>2021-01-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Alpha Innovations</td>\n",
       "      <td>Influencer</td>\n",
       "      <td>Men 25-34</td>\n",
       "      <td>30 days</td>\n",
       "      <td>YouTube</td>\n",
       "      <td>0.07</td>\n",
       "      <td>$10,200.00</td>\n",
       "      <td>7.18</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>French</td>\n",
       "      <td>584</td>\n",
       "      <td>7698</td>\n",
       "      <td>1</td>\n",
       "      <td>Outdoor Adventurers</td>\n",
       "      <td>2021-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>DataTech Solutions</td>\n",
       "      <td>Display</td>\n",
       "      <td>All Ages</td>\n",
       "      <td>60 days</td>\n",
       "      <td>YouTube</td>\n",
       "      <td>0.11</td>\n",
       "      <td>$12,724.00</td>\n",
       "      <td>5.55</td>\n",
       "      <td>Miami</td>\n",
       "      <td>Mandarin</td>\n",
       "      <td>217</td>\n",
       "      <td>1820</td>\n",
       "      <td>7</td>\n",
       "      <td>Health &amp; Wellness</td>\n",
       "      <td>2021-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>NexGen Systems</td>\n",
       "      <td>Email</td>\n",
       "      <td>Men 25-34</td>\n",
       "      <td>15 days</td>\n",
       "      <td>YouTube</td>\n",
       "      <td>0.05</td>\n",
       "      <td>$16,452.00</td>\n",
       "      <td>6.50</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>Mandarin</td>\n",
       "      <td>379</td>\n",
       "      <td>4201</td>\n",
       "      <td>3</td>\n",
       "      <td>Health &amp; Wellness</td>\n",
       "      <td>2021-01-05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Campaign_ID              Company Campaign_Type Target_Audience Duration  \\\n",
       "0            1  Innovate Industries         Email       Men 18-24  30 days   \n",
       "1            2       NexGen Systems         Email     Women 35-44  60 days   \n",
       "2            3    Alpha Innovations    Influencer       Men 25-34  30 days   \n",
       "3            4   DataTech Solutions       Display        All Ages  60 days   \n",
       "4            5       NexGen Systems         Email       Men 25-34  15 days   \n",
       "\n",
       "  Channel_Used  Conversion_Rate Acquisition_Cost   ROI     Location  Language  \\\n",
       "0   Google Ads             0.04       $16,174.00  6.29      Chicago   Spanish   \n",
       "1   Google Ads             0.12       $11,566.00  5.61     New York    German   \n",
       "2      YouTube             0.07       $10,200.00  7.18  Los Angeles    French   \n",
       "3      YouTube             0.11       $12,724.00  5.55        Miami  Mandarin   \n",
       "4      YouTube             0.05       $16,452.00  6.50  Los Angeles  Mandarin   \n",
       "\n",
       "   Clicks  Impressions  Engagement_Score     Customer_Segment        Date  \n",
       "0     506         1922                 6    Health & Wellness  2021-01-01  \n",
       "1     116         7523                 7         Fashionistas  2021-01-02  \n",
       "2     584         7698                 1  Outdoor Adventurers  2021-01-03  \n",
       "3     217         1820                 7    Health & Wellness  2021-01-04  \n",
       "4     379         4201                 3    Health & Wellness  2021-01-05  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"C:/Users/DarshBorse/Scikit/kpi/marketing_campaign_dataset.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a42e37bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['campaign_id', 'company', 'campaign_type', 'target_audience',\n",
       "       'duration', 'channel_used', 'conversion_rate', 'acquisition_cost',\n",
       "       'roi', 'location', 'language', 'clicks', 'impressions',\n",
       "       'engagement_score', 'customer_segment', 'date'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Standardize column names\n",
    "df.columns = df.columns.str.lower().str.replace(' ', '_')\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2e131aeb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 200000 entries, 0 to 199999\n",
      "Data columns (total 16 columns):\n",
      " #   Column            Non-Null Count   Dtype         \n",
      "---  ------            --------------   -----         \n",
      " 0   campaign_id       200000 non-null  int64         \n",
      " 1   company           200000 non-null  object        \n",
      " 2   campaign_type     200000 non-null  object        \n",
      " 3   target_audience   200000 non-null  object        \n",
      " 4   duration          200000 non-null  object        \n",
      " 5   channel_used      200000 non-null  object        \n",
      " 6   conversion_rate   200000 non-null  float64       \n",
      " 7   acquisition_cost  200000 non-null  object        \n",
      " 8   roi               200000 non-null  float64       \n",
      " 9   location          200000 non-null  object        \n",
      " 10  language          200000 non-null  object        \n",
      " 11  clicks            200000 non-null  int64         \n",
      " 12  impressions       200000 non-null  int64         \n",
      " 13  engagement_score  200000 non-null  int64         \n",
      " 14  customer_segment  200000 non-null  object        \n",
      " 15  date              200000 non-null  datetime64[ns]\n",
      "dtypes: datetime64[ns](1), float64(2), int64(4), object(9)\n",
      "memory usage: 24.4+ MB\n"
     ]
    }
   ],
   "source": [
    "# Convert date column if exists\n",
    "if 'date' in df.columns:\n",
    "    df['date'] = pd.to_datetime(df['date'], errors='coerce')\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5374ccd3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop missing values\n",
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "aed31766-a8b8-4d3b-997d-97a4688e95c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    16174.0\n",
       "1    11566.0\n",
       "2    10200.0\n",
       "3    12724.0\n",
       "4    16452.0\n",
       "Name: acquisition_cost, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['acquisition_cost'] = (\n",
    "    df['acquisition_cost']\n",
    "    .astype(str)\n",
    "    .str.replace(r'[^0-9.]', '', regex=True)\n",
    ")\n",
    "\n",
    "df['acquisition_cost'] = pd.to_numeric(df['acquisition_cost'], errors='coerce')\n",
    "df['acquisition_cost'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7fb16cd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove invalid rows for safe KPI calculation\n",
    "if 'conversions_rate' in df.columns:\n",
    "    df = df[df['conversions_rate'] > 0]\n",
    "if 'clicks' in df.columns:\n",
    "    df = df[df['clicks'] > 0]\n",
    "if 'aquisition_cost' in df.columns:\n",
    "    df = df[df['aquisition_cost'] > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3bf6ba8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>campaign_id</th>\n",
       "      <th>company</th>\n",
       "      <th>campaign_type</th>\n",
       "      <th>target_audience</th>\n",
       "      <th>duration</th>\n",
       "      <th>channel_used</th>\n",
       "      <th>conversion_rate</th>\n",
       "      <th>acquisition_cost</th>\n",
       "      <th>roi</th>\n",
       "      <th>location</th>\n",
       "      <th>language</th>\n",
       "      <th>clicks</th>\n",
       "      <th>impressions</th>\n",
       "      <th>engagement_score</th>\n",
       "      <th>customer_segment</th>\n",
       "      <th>date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>conversions</th>\n",
       "      <th>cac</th>\n",
       "      <th>roas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Innovate Industries</td>\n",
       "      <td>Email</td>\n",
       "      <td>Men 18-24</td>\n",
       "      <td>30 days</td>\n",
       "      <td>Google Ads</td>\n",
       "      <td>0.04</td>\n",
       "      <td>16174.0</td>\n",
       "      <td>6.29</td>\n",
       "      <td>Chicago</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>506</td>\n",
       "      <td>1922</td>\n",
       "      <td>6</td>\n",
       "      <td>Health &amp; Wellness</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>117908.46</td>\n",
       "      <td>20.24</td>\n",
       "      <td>799.110672</td>\n",
       "      <td>7.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>NexGen Systems</td>\n",
       "      <td>Email</td>\n",
       "      <td>Women 35-44</td>\n",
       "      <td>60 days</td>\n",
       "      <td>Google Ads</td>\n",
       "      <td>0.12</td>\n",
       "      <td>11566.0</td>\n",
       "      <td>5.61</td>\n",
       "      <td>New York</td>\n",
       "      <td>German</td>\n",
       "      <td>116</td>\n",
       "      <td>7523</td>\n",
       "      <td>7</td>\n",
       "      <td>Fashionistas</td>\n",
       "      <td>2021-01-02</td>\n",
       "      <td>76451.26</td>\n",
       "      <td>13.92</td>\n",
       "      <td>830.890805</td>\n",
       "      <td>6.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Alpha Innovations</td>\n",
       "      <td>Influencer</td>\n",
       "      <td>Men 25-34</td>\n",
       "      <td>30 days</td>\n",
       "      <td>YouTube</td>\n",
       "      <td>0.07</td>\n",
       "      <td>10200.0</td>\n",
       "      <td>7.18</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>French</td>\n",
       "      <td>584</td>\n",
       "      <td>7698</td>\n",
       "      <td>1</td>\n",
       "      <td>Outdoor Adventurers</td>\n",
       "      <td>2021-01-03</td>\n",
       "      <td>83436.00</td>\n",
       "      <td>40.88</td>\n",
       "      <td>249.510763</td>\n",
       "      <td>8.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>DataTech Solutions</td>\n",
       "      <td>Display</td>\n",
       "      <td>All Ages</td>\n",
       "      <td>60 days</td>\n",
       "      <td>YouTube</td>\n",
       "      <td>0.11</td>\n",
       "      <td>12724.0</td>\n",
       "      <td>5.55</td>\n",
       "      <td>Miami</td>\n",
       "      <td>Mandarin</td>\n",
       "      <td>217</td>\n",
       "      <td>1820</td>\n",
       "      <td>7</td>\n",
       "      <td>Health &amp; Wellness</td>\n",
       "      <td>2021-01-04</td>\n",
       "      <td>83342.20</td>\n",
       "      <td>23.87</td>\n",
       "      <td>533.054043</td>\n",
       "      <td>6.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>NexGen Systems</td>\n",
       "      <td>Email</td>\n",
       "      <td>Men 25-34</td>\n",
       "      <td>15 days</td>\n",
       "      <td>YouTube</td>\n",
       "      <td>0.05</td>\n",
       "      <td>16452.0</td>\n",
       "      <td>6.50</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>Mandarin</td>\n",
       "      <td>379</td>\n",
       "      <td>4201</td>\n",
       "      <td>3</td>\n",
       "      <td>Health &amp; Wellness</td>\n",
       "      <td>2021-01-05</td>\n",
       "      <td>123390.00</td>\n",
       "      <td>18.95</td>\n",
       "      <td>868.179420</td>\n",
       "      <td>7.50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   campaign_id              company campaign_type target_audience duration  \\\n",
       "0            1  Innovate Industries         Email       Men 18-24  30 days   \n",
       "1            2       NexGen Systems         Email     Women 35-44  60 days   \n",
       "2            3    Alpha Innovations    Influencer       Men 25-34  30 days   \n",
       "3            4   DataTech Solutions       Display        All Ages  60 days   \n",
       "4            5       NexGen Systems         Email       Men 25-34  15 days   \n",
       "\n",
       "  channel_used  conversion_rate  acquisition_cost   roi     location  \\\n",
       "0   Google Ads             0.04           16174.0  6.29      Chicago   \n",
       "1   Google Ads             0.12           11566.0  5.61     New York   \n",
       "2      YouTube             0.07           10200.0  7.18  Los Angeles   \n",
       "3      YouTube             0.11           12724.0  5.55        Miami   \n",
       "4      YouTube             0.05           16452.0  6.50  Los Angeles   \n",
       "\n",
       "   language  clicks  impressions  engagement_score     customer_segment  \\\n",
       "0   Spanish     506         1922                 6    Health & Wellness   \n",
       "1    German     116         7523                 7         Fashionistas   \n",
       "2    French     584         7698                 1  Outdoor Adventurers   \n",
       "3  Mandarin     217         1820                 7    Health & Wellness   \n",
       "4  Mandarin     379         4201                 3    Health & Wellness   \n",
       "\n",
       "        date    revenue  conversions         cac  roas  \n",
       "0 2021-01-01  117908.46        20.24  799.110672  7.29  \n",
       "1 2021-01-02   76451.26        13.92  830.890805  6.61  \n",
       "2 2021-01-03   83436.00        40.88  249.510763  8.18  \n",
       "3 2021-01-04   83342.20        23.87  533.054043  6.55  \n",
       "4 2021-01-05  123390.00        18.95  868.179420  7.50  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# KPI Calculations\n",
    "df['revenue'] = df['acquisition_cost'] * (1 + df['roi'])\n",
    "df['conversions'] = df['clicks'] * df['conversion_rate']\n",
    "\n",
    "df['cac'] = df['acquisition_cost'] / df['conversions']\n",
    "df['roas'] = df['revenue'] / df['acquisition_cost']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "658db1fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add synthetic region column\n",
    "regions = ['North', 'South', 'East', 'West']\n",
    "df['region'] = np.random.choice(regions, size=len(df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a2021742",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Inject 2% anomaly spikes in spend\n",
    "anomaly_indices = df.sample(frac=0.02, random_state=42).index\n",
    "df.loc[anomaly_indices, 'acquisition_cost'] *= 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "860eb134-d6eb-4565-b10c-9c0de8f68ef5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Men 18-24', 'Women 35-44', 'Men 25-34', 'All Ages', 'Women 25-34'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['target_audience'].unique()[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6915c4f2-fe30-464c-862a-87d70631a115",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['gender'] = df['target_audience'].str.extract(r'^(Men|Women)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "878374d3-ecf3-4d29-92d4-3824e949ef04",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['age_range'] = df['target_audience'].str.extract(r'(\\d{2}-\\d{2})')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7e251d11-198f-402a-b105-97a468bb0b00",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[df['target_audience'] == 'All Ages', 'gender'] = 'All'\n",
    "df.loc[df['target_audience'] == 'All Ages', 'age_range'] = 'All'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "df4deef4-b582-4812-aef5-f8e016da8d8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>campaign_id</th>\n",
       "      <th>company</th>\n",
       "      <th>campaign_type</th>\n",
       "      <th>duration</th>\n",
       "      <th>channel_used</th>\n",
       "      <th>conversion_rate</th>\n",
       "      <th>acquisition_cost</th>\n",
       "      <th>roi</th>\n",
       "      <th>location</th>\n",
       "      <th>language</th>\n",
       "      <th>...</th>\n",
       "      <th>engagement_score</th>\n",
       "      <th>customer_segment</th>\n",
       "      <th>date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>conversions</th>\n",
       "      <th>cac</th>\n",
       "      <th>roas</th>\n",
       "      <th>region</th>\n",
       "      <th>gender</th>\n",
       "      <th>age_range</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>innovate industries</td>\n",
       "      <td>email</td>\n",
       "      <td>30 days</td>\n",
       "      <td>google ads</td>\n",
       "      <td>0.04</td>\n",
       "      <td>16174.0</td>\n",
       "      <td>6.29</td>\n",
       "      <td>chicago</td>\n",
       "      <td>spanish</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>health &amp; wellness</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>117908.46</td>\n",
       "      <td>20.24</td>\n",
       "      <td>799.110672</td>\n",
       "      <td>7.29</td>\n",
       "      <td>west</td>\n",
       "      <td>men</td>\n",
       "      <td>18-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>nexgen systems</td>\n",
       "      <td>email</td>\n",
       "      <td>60 days</td>\n",
       "      <td>google ads</td>\n",
       "      <td>0.12</td>\n",
       "      <td>11566.0</td>\n",
       "      <td>5.61</td>\n",
       "      <td>new york</td>\n",
       "      <td>german</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>fashionistas</td>\n",
       "      <td>2021-01-02</td>\n",
       "      <td>76451.26</td>\n",
       "      <td>13.92</td>\n",
       "      <td>830.890805</td>\n",
       "      <td>6.61</td>\n",
       "      <td>south</td>\n",
       "      <td>women</td>\n",
       "      <td>35-44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>alpha innovations</td>\n",
       "      <td>influencer</td>\n",
       "      <td>30 days</td>\n",
       "      <td>youtube</td>\n",
       "      <td>0.07</td>\n",
       "      <td>10200.0</td>\n",
       "      <td>7.18</td>\n",
       "      <td>los angeles</td>\n",
       "      <td>french</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>outdoor adventurers</td>\n",
       "      <td>2021-01-03</td>\n",
       "      <td>83436.00</td>\n",
       "      <td>40.88</td>\n",
       "      <td>249.510763</td>\n",
       "      <td>8.18</td>\n",
       "      <td>west</td>\n",
       "      <td>men</td>\n",
       "      <td>25-34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>datatech solutions</td>\n",
       "      <td>display</td>\n",
       "      <td>60 days</td>\n",
       "      <td>youtube</td>\n",
       "      <td>0.11</td>\n",
       "      <td>12724.0</td>\n",
       "      <td>5.55</td>\n",
       "      <td>miami</td>\n",
       "      <td>mandarin</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>health &amp; wellness</td>\n",
       "      <td>2021-01-04</td>\n",
       "      <td>83342.20</td>\n",
       "      <td>23.87</td>\n",
       "      <td>533.054043</td>\n",
       "      <td>6.55</td>\n",
       "      <td>east</td>\n",
       "      <td>all</td>\n",
       "      <td>all</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>nexgen systems</td>\n",
       "      <td>email</td>\n",
       "      <td>15 days</td>\n",
       "      <td>youtube</td>\n",
       "      <td>0.05</td>\n",
       "      <td>49356.0</td>\n",
       "      <td>6.50</td>\n",
       "      <td>los angeles</td>\n",
       "      <td>mandarin</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>health &amp; wellness</td>\n",
       "      <td>2021-01-05</td>\n",
       "      <td>123390.00</td>\n",
       "      <td>18.95</td>\n",
       "      <td>868.179420</td>\n",
       "      <td>7.50</td>\n",
       "      <td>east</td>\n",
       "      <td>men</td>\n",
       "      <td>25-34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   campaign_id              company campaign_type duration channel_used  \\\n",
       "0            1  innovate industries         email  30 days   google ads   \n",
       "1            2       nexgen systems         email  60 days   google ads   \n",
       "2            3    alpha innovations    influencer  30 days      youtube   \n",
       "3            4   datatech solutions       display  60 days      youtube   \n",
       "4            5       nexgen systems         email  15 days      youtube   \n",
       "\n",
       "   conversion_rate  acquisition_cost   roi     location  language  ...  \\\n",
       "0             0.04           16174.0  6.29      chicago   spanish  ...   \n",
       "1             0.12           11566.0  5.61     new york    german  ...   \n",
       "2             0.07           10200.0  7.18  los angeles    french  ...   \n",
       "3             0.11           12724.0  5.55        miami  mandarin  ...   \n",
       "4             0.05           49356.0  6.50  los angeles  mandarin  ...   \n",
       "\n",
       "   engagement_score     customer_segment       date    revenue conversions  \\\n",
       "0                 6    health & wellness 2021-01-01  117908.46       20.24   \n",
       "1                 7         fashionistas 2021-01-02   76451.26       13.92   \n",
       "2                 1  outdoor adventurers 2021-01-03   83436.00       40.88   \n",
       "3                 7    health & wellness 2021-01-04   83342.20       23.87   \n",
       "4                 3    health & wellness 2021-01-05  123390.00       18.95   \n",
       "\n",
       "          cac  roas  region  gender age_range  \n",
       "0  799.110672  7.29    west     men     18-24  \n",
       "1  830.890805  6.61   south   women     35-44  \n",
       "2  249.510763  8.18    west     men     25-34  \n",
       "3  533.054043  6.55    east     all       all  \n",
       "4  868.179420  7.50    east     men     25-34  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop(columns=['target_audience'])\n",
    "# Select only object columns\n",
    "object_cols = df.select_dtypes(include='object').columns\n",
    "\n",
    "# Convert them to lowercase\n",
    "df[object_cols] = df[object_cols].apply(lambda x: x.str.lower())\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1e669a85-ce7c-48c7-9b85-54b6752385cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 200000 entries, 0 to 199999\n",
      "Data columns (total 22 columns):\n",
      " #   Column            Non-Null Count   Dtype         \n",
      "---  ------            --------------   -----         \n",
      " 0   campaign_id       200000 non-null  int64         \n",
      " 1   company           200000 non-null  object        \n",
      " 2   campaign_type     200000 non-null  object        \n",
      " 3   duration          200000 non-null  object        \n",
      " 4   channel_used      200000 non-null  object        \n",
      " 5   conversion_rate   200000 non-null  float64       \n",
      " 6   acquisition_cost  200000 non-null  float64       \n",
      " 7   roi               200000 non-null  float64       \n",
      " 8   location          200000 non-null  object        \n",
      " 9   language          200000 non-null  object        \n",
      " 10  clicks            200000 non-null  int64         \n",
      " 11  impressions       200000 non-null  int64         \n",
      " 12  engagement_score  200000 non-null  int64         \n",
      " 13  customer_segment  200000 non-null  object        \n",
      " 14  date              200000 non-null  datetime64[ns]\n",
      " 15  revenue           200000 non-null  float64       \n",
      " 16  conversions       200000 non-null  float64       \n",
      " 17  cac               200000 non-null  float64       \n",
      " 18  roas              200000 non-null  float64       \n",
      " 19  region            200000 non-null  object        \n",
      " 20  gender            200000 non-null  object        \n",
      " 21  age_range         200000 non-null  object        \n",
      "dtypes: datetime64[ns](1), float64(7), int64(4), object(10)\n",
      "memory usage: 33.6+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a01c0897-1f9e-4a6b-88ef-842b842cd9c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['duration'] = df['duration'].str.replace('days', '', regex=False)\n",
    "df['duration'] = pd.to_numeric(df['duration'], errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a26009ee-7d91-4c70-b036-98ca11c97dff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 200000 entries, 0 to 199999\n",
      "Data columns (total 22 columns):\n",
      " #   Column            Non-Null Count   Dtype         \n",
      "---  ------            --------------   -----         \n",
      " 0   campaign_id       200000 non-null  int64         \n",
      " 1   company           200000 non-null  object        \n",
      " 2   campaign_type     200000 non-null  object        \n",
      " 3   duration          200000 non-null  int64         \n",
      " 4   channel_used      200000 non-null  object        \n",
      " 5   conversion_rate   200000 non-null  float64       \n",
      " 6   acquisition_cost  200000 non-null  float64       \n",
      " 7   roi               200000 non-null  float64       \n",
      " 8   location          200000 non-null  object        \n",
      " 9   language          200000 non-null  object        \n",
      " 10  clicks            200000 non-null  int64         \n",
      " 11  impressions       200000 non-null  int64         \n",
      " 12  engagement_score  200000 non-null  int64         \n",
      " 13  customer_segment  200000 non-null  object        \n",
      " 14  date              200000 non-null  datetime64[ns]\n",
      " 15  revenue           200000 non-null  float64       \n",
      " 16  conversions       200000 non-null  float64       \n",
      " 17  cac               200000 non-null  float64       \n",
      " 18  roas              200000 non-null  float64       \n",
      " 19  region            200000 non-null  object        \n",
      " 20  gender            200000 non-null  object        \n",
      " 21  age_range         200000 non-null  object        \n",
      "dtypes: datetime64[ns](1), float64(7), int64(5), object(9)\n",
      "memory usage: 33.6+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "96f7a977-c222-4ed0-8f49-579523fa0ed2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate mean and std\n",
    "cac_mean = df['cac'].mean()\n",
    "cac_std = df['cac'].std()\n",
    "\n",
    "# Create z-score column\n",
    "df['cac_zscore'] = (df['cac'] - cac_mean) / cac_std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "de14b7e7-6587-4382-a260-ae3371ba8cd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['is_anomaly'] = np.where(abs(df['cac_zscore']) > 3, 1, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "80582e38-8ffe-4d84-8d65-47c81c866b0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>campaign_id</th>\n",
       "      <th>company</th>\n",
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       "      <th>is_anomaly</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>alpha innovations</td>\n",
       "      <td>search</td>\n",
       "      <td>45</td>\n",
       "      <td>email</td>\n",
       "      <td>0.01</td>\n",
       "      <td>13096.0</td>\n",
       "      <td>3.44</td>\n",
       "      <td>los angeles</td>\n",
       "      <td>french</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-02-11</td>\n",
       "      <td>58146.24</td>\n",
       "      <td>3.60</td>\n",
       "      <td>3637.777778</td>\n",
       "      <td>4.44</td>\n",
       "      <td>south</td>\n",
       "      <td>men</td>\n",
       "      <td>25-34</td>\n",
       "      <td>3.094860</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>94</td>\n",
       "      <td>nexgen systems</td>\n",
       "      <td>display</td>\n",
       "      <td>45</td>\n",
       "      <td>instagram</td>\n",
       "      <td>0.01</td>\n",
       "      <td>14438.0</td>\n",
       "      <td>7.19</td>\n",
       "      <td>new york</td>\n",
       "      <td>french</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-04</td>\n",
       "      <td>118247.22</td>\n",
       "      <td>1.47</td>\n",
       "      <td>9821.768707</td>\n",
       "      <td>8.19</td>\n",
       "      <td>south</td>\n",
       "      <td>men</td>\n",
       "      <td>25-34</td>\n",
       "      <td>9.469187</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>180</td>\n",
       "      <td>alpha innovations</td>\n",
       "      <td>display</td>\n",
       "      <td>30</td>\n",
       "      <td>google ads</td>\n",
       "      <td>0.01</td>\n",
       "      <td>16862.0</td>\n",
       "      <td>6.29</td>\n",
       "      <td>chicago</td>\n",
       "      <td>spanish</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-06-29</td>\n",
       "      <td>122923.98</td>\n",
       "      <td>2.00</td>\n",
       "      <td>8431.000000</td>\n",
       "      <td>7.29</td>\n",
       "      <td>east</td>\n",
       "      <td>women</td>\n",
       "      <td>35-44</td>\n",
       "      <td>8.035612</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>198</td>\n",
       "      <td>datatech solutions</td>\n",
       "      <td>display</td>\n",
       "      <td>15</td>\n",
       "      <td>instagram</td>\n",
       "      <td>0.01</td>\n",
       "      <td>16368.0</td>\n",
       "      <td>4.37</td>\n",
       "      <td>los angeles</td>\n",
       "      <td>mandarin</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-07-17</td>\n",
       "      <td>87896.16</td>\n",
       "      <td>4.33</td>\n",
       "      <td>3780.138568</td>\n",
       "      <td>5.37</td>\n",
       "      <td>west</td>\n",
       "      <td>men</td>\n",
       "      <td>18-24</td>\n",
       "      <td>3.241603</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>200</td>\n",
       "      <td>techcorp</td>\n",
       "      <td>influencer</td>\n",
       "      <td>30</td>\n",
       "      <td>google ads</td>\n",
       "      <td>0.02</td>\n",
       "      <td>16312.0</td>\n",
       "      <td>2.63</td>\n",
       "      <td>chicago</td>\n",
       "      <td>english</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-07-19</td>\n",
       "      <td>59212.56</td>\n",
       "      <td>2.34</td>\n",
       "      <td>6970.940171</td>\n",
       "      <td>3.63</td>\n",
       "      <td>north</td>\n",
       "      <td>men</td>\n",
       "      <td>25-34</td>\n",
       "      <td>6.530614</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199810</th>\n",
       "      <td>199811</td>\n",
       "      <td>techcorp</td>\n",
       "      <td>search</td>\n",
       "      <td>60</td>\n",
       "      <td>email</td>\n",
       "      <td>0.01</td>\n",
       "      <td>14530.0</td>\n",
       "      <td>2.62</td>\n",
       "      <td>new york</td>\n",
       "      <td>french</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-06-05</td>\n",
       "      <td>52598.60</td>\n",
       "      <td>3.59</td>\n",
       "      <td>4047.353760</td>\n",
       "      <td>3.62</td>\n",
       "      <td>west</td>\n",
       "      <td>women</td>\n",
       "      <td>35-44</td>\n",
       "      <td>3.517043</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199876</th>\n",
       "      <td>199877</td>\n",
       "      <td>datatech solutions</td>\n",
       "      <td>search</td>\n",
       "      <td>60</td>\n",
       "      <td>website</td>\n",
       "      <td>0.01</td>\n",
       "      <td>17476.0</td>\n",
       "      <td>2.98</td>\n",
       "      <td>los angeles</td>\n",
       "      <td>german</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-10</td>\n",
       "      <td>69554.48</td>\n",
       "      <td>3.12</td>\n",
       "      <td>5601.282051</td>\n",
       "      <td>3.98</td>\n",
       "      <td>east</td>\n",
       "      <td>all</td>\n",
       "      <td>all</td>\n",
       "      <td>5.118799</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199886</th>\n",
       "      <td>199887</td>\n",
       "      <td>nexgen systems</td>\n",
       "      <td>display</td>\n",
       "      <td>60</td>\n",
       "      <td>website</td>\n",
       "      <td>0.01</td>\n",
       "      <td>11153.0</td>\n",
       "      <td>4.38</td>\n",
       "      <td>new york</td>\n",
       "      <td>french</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-08-20</td>\n",
       "      <td>60003.14</td>\n",
       "      <td>1.49</td>\n",
       "      <td>7485.234899</td>\n",
       "      <td>5.38</td>\n",
       "      <td>east</td>\n",
       "      <td>men</td>\n",
       "      <td>25-34</td>\n",
       "      <td>7.060738</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199977</th>\n",
       "      <td>199978</td>\n",
       "      <td>techcorp</td>\n",
       "      <td>search</td>\n",
       "      <td>60</td>\n",
       "      <td>email</td>\n",
       "      <td>0.01</td>\n",
       "      <td>54396.0</td>\n",
       "      <td>5.44</td>\n",
       "      <td>miami</td>\n",
       "      <td>spanish</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-11-19</td>\n",
       "      <td>116770.08</td>\n",
       "      <td>4.37</td>\n",
       "      <td>4149.199085</td>\n",
       "      <td>6.44</td>\n",
       "      <td>south</td>\n",
       "      <td>men</td>\n",
       "      <td>25-34</td>\n",
       "      <td>3.622023</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199983</th>\n",
       "      <td>199984</td>\n",
       "      <td>techcorp</td>\n",
       "      <td>influencer</td>\n",
       "      <td>60</td>\n",
       "      <td>website</td>\n",
       "      <td>0.01</td>\n",
       "      <td>12082.0</td>\n",
       "      <td>7.52</td>\n",
       "      <td>miami</td>\n",
       "      <td>french</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-11-25</td>\n",
       "      <td>102938.64</td>\n",
       "      <td>1.42</td>\n",
       "      <td>8508.450704</td>\n",
       "      <td>8.52</td>\n",
       "      <td>west</td>\n",
       "      <td>women</td>\n",
       "      <td>35-44</td>\n",
       "      <td>8.115447</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3824 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        campaign_id             company campaign_type  duration channel_used  \\\n",
       "41               42   alpha innovations        search        45        email   \n",
       "93               94      nexgen systems       display        45    instagram   \n",
       "179             180   alpha innovations       display        30   google ads   \n",
       "197             198  datatech solutions       display        15    instagram   \n",
       "199             200            techcorp    influencer        30   google ads   \n",
       "...             ...                 ...           ...       ...          ...   \n",
       "199810       199811            techcorp        search        60        email   \n",
       "199876       199877  datatech solutions        search        60      website   \n",
       "199886       199887      nexgen systems       display        60      website   \n",
       "199977       199978            techcorp        search        60        email   \n",
       "199983       199984            techcorp    influencer        60      website   \n",
       "\n",
       "        conversion_rate  acquisition_cost   roi     location  language  ...  \\\n",
       "41                 0.01           13096.0  3.44  los angeles    french  ...   \n",
       "93                 0.01           14438.0  7.19     new york    french  ...   \n",
       "179                0.01           16862.0  6.29      chicago   spanish  ...   \n",
       "197                0.01           16368.0  4.37  los angeles  mandarin  ...   \n",
       "199                0.02           16312.0  2.63      chicago   english  ...   \n",
       "...                 ...               ...   ...          ...       ...  ...   \n",
       "199810             0.01           14530.0  2.62     new york    french  ...   \n",
       "199876             0.01           17476.0  2.98  los angeles    german  ...   \n",
       "199886             0.01           11153.0  4.38     new york    french  ...   \n",
       "199977             0.01           54396.0  5.44        miami   spanish  ...   \n",
       "199983             0.01           12082.0  7.52        miami    french  ...   \n",
       "\n",
       "             date    revenue  conversions          cac  roas  region  gender  \\\n",
       "41     2021-02-11   58146.24         3.60  3637.777778  4.44   south     men   \n",
       "93     2021-04-04  118247.22         1.47  9821.768707  8.19   south     men   \n",
       "179    2021-06-29  122923.98         2.00  8431.000000  7.29    east   women   \n",
       "197    2021-07-17   87896.16         4.33  3780.138568  5.37    west     men   \n",
       "199    2021-07-19   59212.56         2.34  6970.940171  3.63   north     men   \n",
       "...           ...        ...          ...          ...   ...     ...     ...   \n",
       "199810 2021-06-05   52598.60         3.59  4047.353760  3.62    west   women   \n",
       "199876 2021-08-10   69554.48         3.12  5601.282051  3.98    east     all   \n",
       "199886 2021-08-20   60003.14         1.49  7485.234899  5.38    east     men   \n",
       "199977 2021-11-19  116770.08         4.37  4149.199085  6.44   south     men   \n",
       "199983 2021-11-25  102938.64         1.42  8508.450704  8.52    west   women   \n",
       "\n",
       "        age_range  cac_zscore is_anomaly  \n",
       "41          25-34    3.094860          1  \n",
       "93          25-34    9.469187          1  \n",
       "179         35-44    8.035612          1  \n",
       "197         18-24    3.241603          1  \n",
       "199         25-34    6.530614          1  \n",
       "...           ...         ...        ...  \n",
       "199810      35-44    3.517043          1  \n",
       "199876        all    5.118799          1  \n",
       "199886      25-34    7.060738          1  \n",
       "199977      25-34    3.622023          1  \n",
       "199983      35-44    8.115447          1  \n",
       "\n",
       "[3824 rows x 24 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['is_anomaly'] == 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "203b9c4f-5416-46ad-b0c2-40e8aa017bdb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "is_anomaly\n",
       "0    196176\n",
       "1      3824\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['is_anomaly'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fcf026fe-c4ee-4375-b5a8-96f64673253f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure()\n",
    "plt.scatter(df.index, df['cac'])\n",
    "plt.scatter(df[df['is_anomaly'] == 1].index,\n",
    "            df[df['is_anomaly'] == 1]['cac'])\n",
    "\n",
    "plt.title(\"Z-Score Anomaly Detection on CAC\")\n",
    "plt.xlabel(\"Index\")\n",
    "plt.ylabel(\"CAC\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "315e6236",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200000, 24)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Save processed dataset\n",
    "df.to_csv('C:/Users/DarshBorse/Scikit/kpi/processed_marketing_data.csv', index=False)\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ee91e5f0-458e-4438-aaa6-217ec757cf87",
   "metadata": {},
   "outputs": [],
   "source": [
    "forecast_df = df[[\"date\", \"revenue\"]].rename(columns={\n",
    "    \"date\": \"ds\",\n",
    "    \"revenue\": \"y\"\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8ee62aab-325d-4599-8b88-df1a65a3cf1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "forecast_df = forecast_df.sort_values(\"ds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "72bc16bf-7060-4af9-aead-eebde7dd083b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: prophet in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (1.3.0)\n",
      "Requirement already satisfied: cmdstanpy>=1.0.4 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from prophet) (1.3.0)\n",
      "Requirement already satisfied: numpy>=1.15.4 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from prophet) (2.2.5)\n",
      "Requirement already satisfied: matplotlib>=2.0.0 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from prophet) (3.10.1)\n",
      "Requirement already satisfied: pandas>=1.0.4 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from prophet) (2.2.3)\n",
      "Requirement already satisfied: holidays<1,>=0.25 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from prophet) (0.91)\n",
      "Requirement already satisfied: tqdm>=4.36.1 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from prophet) (4.67.1)\n",
      "Requirement already satisfied: importlib_resources in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from prophet) (6.5.2)\n",
      "Requirement already satisfied: python-dateutil<3,>=2.9.0.post0 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from holidays<1,>=0.25->prophet) (2.9.0.post0)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from python-dateutil<3,>=2.9.0.post0->holidays<1,>=0.25->prophet) (1.17.0)\n",
      "Requirement already satisfied: stanio<2.0.0,>=0.4.0 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from cmdstanpy>=1.0.4->prophet) (0.5.1)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from matplotlib>=2.0.0->prophet) (1.3.2)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from matplotlib>=2.0.0->prophet) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from matplotlib>=2.0.0->prophet) (4.57.0)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from matplotlib>=2.0.0->prophet) (1.4.8)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from matplotlib>=2.0.0->prophet) (25.0)\n",
      "Requirement already satisfied: pillow>=8 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from matplotlib>=2.0.0->prophet) (11.2.1)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from matplotlib>=2.0.0->prophet) (3.2.3)\n",
      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from pandas>=1.0.4->prophet) (2025.2)\n",
      "Requirement already satisfied: tzdata>=2022.7 in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from pandas>=1.0.4->prophet) (2025.2)\n",
      "Requirement already satisfied: colorama in c:\\users\\darshborse\\appdata\\roaming\\python\\python313\\site-packages (from tqdm>=4.36.1->prophet) (0.4.6)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "[notice] A new release of pip is available: 25.3 -> 26.0.1\n",
      "[notice] To update, run: python.exe -m pip install --upgrade pip\n",
      "18:10:54 - cmdstanpy - INFO - Chain [1] start processing\n",
      "18:11:10 - cmdstanpy - INFO - Chain [1] done processing\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<prophet.forecaster.Prophet at 0x208bebd52b0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!pip install prophet\n",
    "from prophet import Prophet\n",
    "\n",
    "model = Prophet()\n",
    "model.fit(forecast_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ea717955-7cb7-4b40-b1d0-b7c146dbfb23",
   "metadata": {},
   "outputs": [],
   "source": [
    "future = model.make_future_dataframe(periods=30)\n",
    "forecast = model.predict(future)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3ac5e937-3e57-4683-af9c-a3a0d1a4434c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1 = model.plot(forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "794f3b85-c7c9-4481-ab35-b70cafb38ae9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2 = model.plot_components(forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c2dc8f27-0114-47e2-94a7-fec54627fecd",
   "metadata": {},
   "outputs": [],
   "source": [
    "future_forecast = forecast[forecast[\"ds\"] > df[\"date\"].max()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b04090d0-4c4b-4678-9cd3-9b883d9e24bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>2022-01-01</td>\n",
       "      <td>75116.425133</td>\n",
       "      <td>28078.644113</td>\n",
       "      <td>120810.921490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>2022-01-02</td>\n",
       "      <td>75029.505932</td>\n",
       "      <td>29741.904424</td>\n",
       "      <td>118756.007908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>2022-01-03</td>\n",
       "      <td>74832.729931</td>\n",
       "      <td>32706.307394</td>\n",
       "      <td>120884.633263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>2022-01-04</td>\n",
       "      <td>74886.720585</td>\n",
       "      <td>27993.319867</td>\n",
       "      <td>120715.450949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>2022-01-05</td>\n",
       "      <td>75022.992584</td>\n",
       "      <td>29797.960690</td>\n",
       "      <td>120744.010151</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ds          yhat    yhat_lower     yhat_upper\n",
       "365 2022-01-01  75116.425133  28078.644113  120810.921490\n",
       "366 2022-01-02  75029.505932  29741.904424  118756.007908\n",
       "367 2022-01-03  74832.729931  32706.307394  120884.633263\n",
       "368 2022-01-04  74886.720585  27993.319867  120715.450949\n",
       "369 2022-01-05  75022.992584  29797.960690  120744.010151"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future_forecast[[\"ds\", \"yhat\", \"yhat_lower\", \"yhat_upper\"]].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "182fe2e3-87b5-4a45-a1b4-4f280cd311e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "last_actual = df[\"revenue\"].iloc[-1]\n",
    "last_predicted = future_forecast[\"yhat\"].iloc[-1]\n",
    "\n",
    "growth_percent = ((last_predicted - last_actual) / last_actual) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "835442ee-4d05-45d1-8b08-b71b0ed8d53d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.False_"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future_forecast[\"yhat\"].iloc[-1] > last_actual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "f9e3f866-3632-4d26-924f-2e38c462be27",
   "metadata": {},
   "outputs": [],
   "source": [
    "future_forecast.to_csv(\"revenue_forecast_30_days.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "f6c33d1b-a142-4e87-ac93-a837bc865939",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "datetime64[ns]\n"
     ]
    }
   ],
   "source": [
    "print(df['date'].dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "23b3c3b6-27e0-4319-b0ba-6891fba4b74d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>campaign_id</th>\n",
       "      <th>company</th>\n",
       "      <th>campaign_type</th>\n",
       "      <th>duration</th>\n",
       "      <th>channel_used</th>\n",
       "      <th>conversion_rate</th>\n",
       "      <th>acquisition_cost</th>\n",
       "      <th>roi</th>\n",
       "      <th>location</th>\n",
       "      <th>language</th>\n",
       "      <th>...</th>\n",
       "      <th>date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>conversions</th>\n",
       "      <th>cac</th>\n",
       "      <th>roas</th>\n",
       "      <th>region</th>\n",
       "      <th>gender</th>\n",
       "      <th>age_range</th>\n",
       "      <th>cac_zscore</th>\n",
       "      <th>is_anomaly</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>innovate industries</td>\n",
       "      <td>email</td>\n",
       "      <td>30</td>\n",
       "      <td>google ads</td>\n",
       "      <td>0.04</td>\n",
       "      <td>16174.0</td>\n",
       "      <td>6.29</td>\n",
       "      <td>chicago</td>\n",
       "      <td>spanish</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>117908.46</td>\n",
       "      <td>20.24</td>\n",
       "      <td>799.110672</td>\n",
       "      <td>7.29</td>\n",
       "      <td>west</td>\n",
       "      <td>men</td>\n",
       "      <td>18-24</td>\n",
       "      <td>0.168823</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145270</th>\n",
       "      <td>145271</td>\n",
       "      <td>datatech solutions</td>\n",
       "      <td>display</td>\n",
       "      <td>15</td>\n",
       "      <td>email</td>\n",
       "      <td>0.06</td>\n",
       "      <td>7382.0</td>\n",
       "      <td>7.77</td>\n",
       "      <td>los angeles</td>\n",
       "      <td>spanish</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>64740.14</td>\n",
       "      <td>15.36</td>\n",
       "      <td>480.598958</td>\n",
       "      <td>8.77</td>\n",
       "      <td>north</td>\n",
       "      <td>women</td>\n",
       "      <td>35-44</td>\n",
       "      <td>-0.159493</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198925</th>\n",
       "      <td>198926</td>\n",
       "      <td>innovate industries</td>\n",
       "      <td>email</td>\n",
       "      <td>60</td>\n",
       "      <td>youtube</td>\n",
       "      <td>0.10</td>\n",
       "      <td>15231.0</td>\n",
       "      <td>3.92</td>\n",
       "      <td>houston</td>\n",
       "      <td>mandarin</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>74936.52</td>\n",
       "      <td>69.30</td>\n",
       "      <td>219.783550</td>\n",
       "      <td>4.92</td>\n",
       "      <td>south</td>\n",
       "      <td>men</td>\n",
       "      <td>18-24</td>\n",
       "      <td>-0.428336</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18250</th>\n",
       "      <td>18251</td>\n",
       "      <td>innovate industries</td>\n",
       "      <td>search</td>\n",
       "      <td>45</td>\n",
       "      <td>facebook</td>\n",
       "      <td>0.08</td>\n",
       "      <td>13034.0</td>\n",
       "      <td>2.91</td>\n",
       "      <td>houston</td>\n",
       "      <td>spanish</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>50962.94</td>\n",
       "      <td>14.24</td>\n",
       "      <td>915.308989</td>\n",
       "      <td>3.91</td>\n",
       "      <td>west</td>\n",
       "      <td>men</td>\n",
       "      <td>18-24</td>\n",
       "      <td>0.288597</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144905</th>\n",
       "      <td>144906</td>\n",
       "      <td>datatech solutions</td>\n",
       "      <td>search</td>\n",
       "      <td>60</td>\n",
       "      <td>google ads</td>\n",
       "      <td>0.02</td>\n",
       "      <td>7126.0</td>\n",
       "      <td>4.19</td>\n",
       "      <td>chicago</td>\n",
       "      <td>english</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>36983.94</td>\n",
       "      <td>14.26</td>\n",
       "      <td>499.719495</td>\n",
       "      <td>5.19</td>\n",
       "      <td>south</td>\n",
       "      <td>women</td>\n",
       "      <td>25-34</td>\n",
       "      <td>-0.139784</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        campaign_id              company campaign_type  duration channel_used  \\\n",
       "0                 1  innovate industries         email        30   google ads   \n",
       "145270       145271   datatech solutions       display        15        email   \n",
       "198925       198926  innovate industries         email        60      youtube   \n",
       "18250         18251  innovate industries        search        45     facebook   \n",
       "144905       144906   datatech solutions        search        60   google ads   \n",
       "\n",
       "        conversion_rate  acquisition_cost   roi     location  language  ...  \\\n",
       "0                  0.04           16174.0  6.29      chicago   spanish  ...   \n",
       "145270             0.06            7382.0  7.77  los angeles   spanish  ...   \n",
       "198925             0.10           15231.0  3.92      houston  mandarin  ...   \n",
       "18250              0.08           13034.0  2.91      houston   spanish  ...   \n",
       "144905             0.02            7126.0  4.19      chicago   english  ...   \n",
       "\n",
       "             date    revenue  conversions         cac  roas  region  gender  \\\n",
       "0      2021-01-01  117908.46        20.24  799.110672  7.29    west     men   \n",
       "145270 2021-01-01   64740.14        15.36  480.598958  8.77   north   women   \n",
       "198925 2021-01-01   74936.52        69.30  219.783550  4.92   south     men   \n",
       "18250  2021-01-01   50962.94        14.24  915.308989  3.91    west     men   \n",
       "144905 2021-01-01   36983.94        14.26  499.719495  5.19   south   women   \n",
       "\n",
       "        age_range  cac_zscore is_anomaly  \n",
       "0           18-24    0.168823          0  \n",
       "145270      35-44   -0.159493          0  \n",
       "198925      18-24   -0.428336          0  \n",
       "18250       18-24    0.288597          0  \n",
       "144905      25-34   -0.139784          0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.sort_values('date')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "960f5598-b0c0-443c-a8ee-19cc6e9241c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['date'].is_monotonic_increasing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "285dc775-cbae-438b-acf0-7986557416c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing dates count: 0\n",
      "DatetimeIndex([], dtype='datetime64[ns]', freq='D')\n"
     ]
    }
   ],
   "source": [
    "full_range = pd.date_range(start=df['date'].min(), end=df['date'].max())\n",
    "missing_dates = full_range.difference(df['date'])\n",
    "\n",
    "print(\"Missing dates count:\", len(missing_dates))\n",
    "print(missing_dates[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "92240f48-8630-439e-8c80-f97cd9295a91",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "def generate_insights(df):\n",
    "    insights = []\n",
    "\n",
    "    # Ensure sorted by date\n",
    "    df = df.sort_values('date')\n",
    "\n",
    "    # ---- 1. Overall ROAS ----\n",
    "    avg_roas = df['roas'].mean()\n",
    "    if avg_roas >= 3:\n",
    "        insights.append(f\"Overall ROAS is strong at {avg_roas:.2f}x, indicating highly profitable campaigns.\")\n",
    "    elif avg_roas >= 2:\n",
    "        insights.append(f\"Overall ROAS is moderate at {avg_roas:.2f}x. Optimization can improve returns.\")\n",
    "    else:\n",
    "        insights.append(f\"Overall ROAS is low at {avg_roas:.2f}x. Marketing strategy may need adjustment.\")\n",
    "\n",
    "    # ---- 2. CAC Trend (Last 30 vs Previous 30 Days) ----\n",
    "    last_30 = df.tail(30)\n",
    "    prev_30 = df.iloc[-60:-30]\n",
    "\n",
    "    if len(prev_30) > 0:\n",
    "        cac_change = ((last_30['cac'].mean() - prev_30['cac'].mean()) / prev_30['cac'].mean()) * 100\n",
    "\n",
    "        if cac_change > 5:\n",
    "            insights.append(f\"CAC increased by {cac_change:.1f}% in the last 30 days, indicating rising acquisition costs.\")\n",
    "        elif cac_change < -5:\n",
    "            insights.append(f\"CAC decreased by {abs(cac_change):.1f}% recently, improving cost efficiency.\")\n",
    "        else:\n",
    "            insights.append(\"CAC remains relatively stable over the past month.\")\n",
    "\n",
    "    # ---- 3. Revenue Trend ----\n",
    "    revenue_change = ((last_30['revenue'].sum() - prev_30['revenue'].sum()) / prev_30['revenue'].sum()) * 100 if len(prev_30) > 0 else 0\n",
    "\n",
    "    if revenue_change > 5:\n",
    "        insights.append(f\"Revenue increased by {revenue_change:.1f}% in the last 30 days.\")\n",
    "    elif revenue_change < -5:\n",
    "        insights.append(f\"Revenue declined by {abs(revenue_change):.1f}% recently.\")\n",
    "    else:\n",
    "        insights.append(\"Revenue is relatively stable compared to the previous period.\")\n",
    "\n",
    "    # ---- 4. Best Performing Campaign ----\n",
    "    if 'campaign_type' in df.columns:\n",
    "        campaign_roas = df.groupby('campaign_type')['roas'].mean()\n",
    "        best_campaign = campaign_roas.idxmax()\n",
    "        insights.append(f\"{best_campaign} is the top-performing campaign based on average ROAS.\")\n",
    "\n",
    "    return insights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "58a209e2-e52f-4de1-ac5c-eeecce878122",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. Overall ROAS is strong at 6.00x, indicating highly profitable campaigns.\n",
      "2. CAC remains relatively stable over the past month.\n",
      "3. Revenue increased by 17.4% in the last 30 days.\n",
      "4. influencer is the top-performing campaign based on average ROAS.\n"
     ]
    }
   ],
   "source": [
    "insights = generate_insights(df)\n",
    "\n",
    "for i, insight in enumerate(insights, 1):\n",
    "    print(f\"{i}. {insight}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "a35cb5c3-1902-4ad0-a08e-bcce0e6939d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def forecast_summary(df, forecast):\n",
    "    insights = []\n",
    "\n",
    "    # Get last 30 actual revenue\n",
    "    last_30_actual = df.tail(30)['revenue'].sum()\n",
    "\n",
    "    # Get next 30 predicted revenue\n",
    "    future_forecast = forecast.tail(30)['yhat'].sum()\n",
    "\n",
    "    growth = ((future_forecast - last_30_actual) / last_30_actual) * 100\n",
    "\n",
    "    if growth > 5:\n",
    "        insights.append(f\"Forecast predicts a {growth:.1f}% revenue growth in the next 30 days.\")\n",
    "    elif growth < -5:\n",
    "        insights.append(f\"Forecast predicts a {abs(growth):.1f}% revenue decline next month.\")\n",
    "    else:\n",
    "        insights.append(\"Revenue forecast suggests stable performance next month.\")\n",
    "\n",
    "    return insights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "f0179ca5-8c1c-47ca-89d0-d2cc0fbed066",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Revenue forecast suggests stable performance next month.\n"
     ]
    }
   ],
   "source": [
    "forecast_insights = forecast_summary(df, forecast)\n",
    "\n",
    "for insight in forecast_insights:\n",
    "    print(insight)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "f01e1078-cc5c-46c1-b4d8-16f1cf2faccd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. Overall ROAS is strong at 6.00x, indicating highly profitable campaigns.\n",
      "2. CAC remains relatively stable over the past month.\n",
      "3. Revenue increased by 17.4% in the last 30 days.\n",
      "4. influencer is the top-performing campaign based on average ROAS.\n",
      "5. Revenue forecast suggests stable performance next month.\n"
     ]
    }
   ],
   "source": [
    "all_insights = generate_insights(df) + forecast_summary(df, forecast)\n",
    "\n",
    "for i, insight in enumerate(all_insights, 1):\n",
    "    print(f\"{i}. {insight}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "2a96c79b-a588-420d-b0fb-29760bfe2924",
   "metadata": {},
   "outputs": [],
   "source": [
    "def explain_anomalies(df):\n",
    "    explanations = []\n",
    "\n",
    "    if 'is_anomaly' not in df.columns:\n",
    "        return [\"No anomaly column found.\"]\n",
    "\n",
    "    anomalies = df[df['is_anomaly'] == 1]\n",
    "\n",
    "    if anomalies.empty:\n",
    "        return [\"No significant anomalies detected.\"]\n",
    "\n",
    "    for _, row in anomalies.iterrows():\n",
    "        reason = []\n",
    "\n",
    "        # Compare with overall averages\n",
    "        if row['acquisition_cost'] > df['acquisition_cost'].mean() * 1.3:\n",
    "            reason.append(\"Unusually high ad spend\")\n",
    "\n",
    "        if row['revenue'] < df['revenue'].mean() * 0.7:\n",
    "            reason.append(\"Revenue drop\")\n",
    "\n",
    "        if row['cac'] > df['cac'].mean() * 1.3:\n",
    "            reason.append(\"Spike in CAC\")\n",
    "\n",
    "        if row['roas'] < df['roas'].mean() * 0.7:\n",
    "            reason.append(\"Low ROAS\")\n",
    "\n",
    "        explanation = \", \".join(reason) if reason else \"Unusual KPI fluctuation\"\n",
    "\n",
    "        explanations.append(\n",
    "            f\"On {row['date'].date()}, anomaly detected due to: {explanation}.\"\n",
    "        )\n",
    "\n",
    "    return explanations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "a5ec81ee-ac78-4af0-afaf-ab1205779a30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['campaign_id', 'company', 'campaign_type', 'duration', 'channel_used',\n",
       "       'conversion_rate', 'acquisition_cost', 'roi', 'location', 'language',\n",
       "       'clicks', 'impressions', 'engagement_score', 'customer_segment', 'date',\n",
       "       'revenue', 'conversions', 'cac', 'roas', 'region', 'gender',\n",
       "       'age_range', 'cac_zscore', 'is_anomaly'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "5ef021bb-e8cd-4d78-9f6f-2d75a8dcdfaf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "On 2021-01-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "On 2021-01-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "On 2021-01-01, anomaly detected due to: Spike in CAC.\n",
      "On 2021-01-01, anomaly detected due to: Spike in CAC.\n",
      "On 2021-01-01, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n"
     ]
    }
   ],
   "source": [
    "anomaly_explanations = explain_anomalies(df)\n",
    "\n",
    "for explanation in anomaly_explanations[:5]:\n",
    "    print(explanation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "547ef774-495c-437d-a52f-7fc306455176",
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_health_score(df):\n",
    "    score = 100\n",
    "\n",
    "    avg_roas = df['roas'].mean()\n",
    "    avg_cac = df['cac'].mean()\n",
    "\n",
    "    # ROAS impact\n",
    "    if avg_roas < 2:\n",
    "        score -= 25\n",
    "    elif avg_roas < 3:\n",
    "        score -= 10\n",
    "\n",
    "    # CAC impact\n",
    "    if avg_cac > df['cac'].quantile(0.75):\n",
    "        score -= 20\n",
    "\n",
    "    # Revenue trend impact\n",
    "    last_30 = df.tail(30)['revenue'].sum()\n",
    "    prev_30 = df.iloc[-60:-30]['revenue'].sum()\n",
    "\n",
    "    if prev_30 > 0:\n",
    "        growth = (last_30 - prev_30) / prev_30\n",
    "        if growth < -0.05:\n",
    "            score -= 20\n",
    "        elif growth < 0:\n",
    "            score -= 10\n",
    "\n",
    "    return max(score, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "e42ae3bf-b8d4-428c-a3f7-922bfbb8ed95",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Marketing Health Score: 80 / 100\n"
     ]
    }
   ],
   "source": [
    "health_score = calculate_health_score(df)\n",
    "print(\"Marketing Health Score:\", health_score, \"/ 100\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "f327edc2-8482-4eb9-879f-61eb82d33610",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_master_report(df, forecast):\n",
    "    \n",
    "    report = {}\n",
    "    \n",
    "    # 1️⃣ KPI Insights\n",
    "    kpi_insights = generate_insights(df)\n",
    "    \n",
    "    # 2️⃣ Forecast Insights\n",
    "    forecast_insights = forecast_summary(df, forecast)\n",
    "    \n",
    "    # 3️⃣ Anomaly Explanations\n",
    "    anomaly_explanations = explain_anomalies(df)\n",
    "    \n",
    "    # 4️⃣ Health Score\n",
    "    health_score = calculate_health_score(df)\n",
    "    \n",
    "    # Score Interpretation\n",
    "    if health_score >= 80:\n",
    "        score_status = \"Strong Marketing Performance\"\n",
    "    elif health_score >= 60:\n",
    "        score_status = \"Moderate Performance – Optimization Recommended\"\n",
    "    else:\n",
    "        score_status = \"Critical – Immediate Strategy Adjustment Needed\"\n",
    "    \n",
    "    # Combine into structured report\n",
    "    report[\"Health Score\"] = f\"{health_score}/100 – {score_status}\"\n",
    "    report[\"KPI Insights\"] = kpi_insights\n",
    "    report[\"Forecast Insights\"] = forecast_insights\n",
    "    report[\"Anomaly Insights\"] = anomaly_explanations\n",
    "    \n",
    "    return report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "13f95b1a-03a6-40a5-af06-a981a19009dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " ==================================================\n",
      "Health Score\n",
      "==================================================\n",
      "80/100 – Strong Marketing Performance\n",
      "\n",
      " ==================================================\n",
      "KPI Insights\n",
      "==================================================\n",
      "- Overall ROAS is strong at 6.00x, indicating highly profitable campaigns.\n",
      "- CAC remains relatively stable over the past month.\n",
      "- Revenue increased by 17.4% in the last 30 days.\n",
      "- influencer is the top-performing campaign based on average ROAS.\n",
      "\n",
      " ==================================================\n",
      "Forecast Insights\n",
      "==================================================\n",
      "- Revenue forecast suggests stable performance next month.\n",
      "\n",
      " ==================================================\n",
      "Anomaly Insights\n",
      "==================================================\n",
      "- On 2021-01-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-01, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-01, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-01, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-01, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-02, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-02, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-03, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-03, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-04, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-04, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-05, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-05, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-06, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-06, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-06, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-07, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-07, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-08, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-09, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-09, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-09, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-10, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-10, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-10, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-10, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-10, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-11, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-11, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-12, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-12, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-12, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-13, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-13, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-13, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-13, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-14, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-15, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-15, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-15, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-15, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-16, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-16, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-16, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-18, anomaly detected due to: Unusually high ad spend, Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-18, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-18, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-18, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-18, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-20, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-20, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-20, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-20, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-20, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-20, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-20, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-20, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-21, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-22, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-22, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-22, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-23, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-23, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-23, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-24, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-24, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-24, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-25, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-26, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-26, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-26, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-27, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-27, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-28, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-28, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-29, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-29, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-29, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-31, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-01-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-31, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-01-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-01-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-31, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-01-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-01-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-01, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-02-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-02, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-03, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-02-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-02-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-04, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-02-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-08, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-02-08, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-08, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-08, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-08, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-09, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-02-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-09, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-02-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-09, anomaly detected due to: Unusually high ad spend, Revenue drop, Spike in CAC.\n",
      "- On 2021-02-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-09, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-02-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-09, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-10, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-02-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-10, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-10, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-02-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-10, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-11, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-12, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-12, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-15, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-15, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-15, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-15, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-16, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-02-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-16, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-16, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-02-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-17, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-18, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-02-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-19, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-02-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-20, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-20, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-23, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-23, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-23, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-23, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-24, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-02-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-24, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-02-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-25, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-02-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-25, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-26, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-02-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-27, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-02-27, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-02-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-28, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-02-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-02-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-02-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-01, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-01, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-03-01, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-03-01, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-02, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-02, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-03, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-03, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-03-03, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-03-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-04, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-05, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-05, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-05, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-05, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-07, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-07, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-07, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-03-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-09, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-09, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-03-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-09, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-03-09, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-03-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-10, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-11, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-12, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-03-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-12, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-13, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-03-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-14, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-03-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-15, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-03-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-15, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-16, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-18, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-03-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-18, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-03-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-19, anomaly detected due to: Unusually high ad spend, Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-19, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-19, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-20, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-20, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-03-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-21, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-03-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-21, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-22, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-03-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-23, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-24, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-24, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-03-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-24, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-25, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-03-25, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-03-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-26, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-29, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-29, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-29, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-29, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-03-29, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-31, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-03-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-31, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-31, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-03-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-03-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-03-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-01, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-01, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-02, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-03, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-04-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-03, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-04-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-03, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-04, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-04, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-04, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-05, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-05, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-06, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-06, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-06, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-06, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-04-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-08, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-08, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-09, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-09, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-04-09, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-10, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-10, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-11, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-11, anomaly detected due to: Unusually high ad spend, Revenue drop, Spike in CAC.\n",
      "- On 2021-04-11, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-04-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-11, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-12, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-12, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-13, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-04-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-13, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-13, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-13, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-14, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-04-14, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-15, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-16, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-18, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-18, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-18, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-04-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-19, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-19, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-20, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-20, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-20, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-20, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-20, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-20, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-20, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-21, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-21, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-22, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-23, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-23, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-24, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-25, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-25, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-26, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-26, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-28, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-04-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-28, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-29, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-29, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-29, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-04-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-29, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-29, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-04-29, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-04-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-04-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-04-30, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-30, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-04-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-01, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-03, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-03, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-04, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-04, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-05, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-05, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-06, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-06, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-06, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-08, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-08, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-08, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-08, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-08, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-09, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-09, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-09, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-09, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-10, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-12, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-12, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-12, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-12, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-13, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-13, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-14, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-14, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-14, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-15, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-15, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-15, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-15, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-16, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-16, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-16, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-16, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-16, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-16, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-17, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-17, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-17, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-17, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-17, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-17, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-18, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-19, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-19, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-20, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-21, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-21, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-21, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-22, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-23, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-24, anomaly detected due to: Unusually high ad spend, Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-24, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-24, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-25, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-25, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-25, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-26, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-28, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-28, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-29, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-29, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-29, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-05-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-30, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-05-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-30, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-05-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-05-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-05-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-01, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-01, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-02, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-02, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-03, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-03, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-03, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-03, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-03, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-03, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-04, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-04, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-04, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-05, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-07, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-07, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-07, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-08, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-08, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-08, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-10, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-10, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-10, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-11, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-11, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-11, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-12, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-12, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-12, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-13, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-13, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-13, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-14, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-14, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-15, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-15, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-16, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-16, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-17, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-17, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-17, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-17, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-18, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-19, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-19, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-21, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-21, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-21, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-22, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-22, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-24, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-24, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-25, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-25, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-25, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-25, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-28, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-06-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-29, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-06-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-30, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-06-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-06-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-06-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-01, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-01, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-07-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-01, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-02, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-07-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-03, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-03, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-07-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-03, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-04, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-04, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-04, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-04, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-05, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-05, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-05, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-06, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-06, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-07-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-07, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-07-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-08, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-07-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-09, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-09, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-10, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-10, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-07-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-11, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-11, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-11, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-11, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-12, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-07-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-12, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-13, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-07-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-13, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-14, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-14, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-07-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-14, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-07-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-14, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-15, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-16, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-07-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-16, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-17, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-07-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-17, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-17, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-07-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-17, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-17, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-07-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-19, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-19, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-07-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-19, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-20, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-20, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-07-20, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-20, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-21, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-21, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-21, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-07-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-23, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-07-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-23, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-24, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-24, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-24, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-07-24, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-26, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-29, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-29, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-29, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-31, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-07-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-07-31, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-07-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-01, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-02, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-03, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-03, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-03, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-03, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-03, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Unusually high ad spend, Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-05, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-05, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-05, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-06, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-06, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-06, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-06, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-08, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-09, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-10, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-10, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-11, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-11, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-11, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-11, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-12, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-12, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-12, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-13, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-13, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-17, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-18, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-19, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-20, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-21, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-22, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-22, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-22, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-23, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-24, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-24, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-25, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-25, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-25, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-26, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-26, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-26, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-27, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-28, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-28, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-29, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-08-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-30, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-31, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-31, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-08-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-08-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-31, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-08-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-08-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-01, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-09-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-01, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-01, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-02, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-09-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-02, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-02, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-09-02, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-09-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-03, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-03, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-09-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-03, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-09-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-04, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-04, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-09-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-04, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-05, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-09-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-06, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-09-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-06, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-09-06, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-09-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-07, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-08, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-08, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-08, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-08, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-08, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-09-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-10, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-11, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-11, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-11, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-09-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-12, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-12, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-13, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-13, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-14, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-14, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-09-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-15, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-15, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-15, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-16, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-18, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-19, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-09-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-21, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-21, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-09-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-21, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-09-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-23, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-23, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-09-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-23, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-09-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-24, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-24, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-09-24, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-24, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-24, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-09-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-25, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-25, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-26, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-27, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-29, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-29, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-30, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-09-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-30, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-30, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-30, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-09-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-09-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-01, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-01, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-01, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-01, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-01, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-03, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-04, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-04, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-04, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-10-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-05, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-07, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-08, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-09, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-10, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-10, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-10-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-10, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-10, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-10, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-11, anomaly detected due to: Unusually high ad spend, Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-11, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-12, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-10-12, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-13, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-13, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-13, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-10-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-13, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-15, anomaly detected due to: Unusually high ad spend, Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-15, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-10-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-15, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-10-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-16, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-16, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-18, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-10-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-18, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-19, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-19, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-10-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-19, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-10-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-19, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-19, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-20, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-20, anomaly detected due to: Unusually high ad spend, Revenue drop, Spike in CAC.\n",
      "- On 2021-10-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-21, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-22, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-23, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-23, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-23, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-10-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-25, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-26, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-26, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-26, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-26, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-10-26, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-27, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-27, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-28, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-28, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-29, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-10-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-10-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-01, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-01, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-01, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-04, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-04, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-05, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-05, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-11-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-05, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-05, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-05, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-05, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-06, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-06, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-06, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-08, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-08, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-08, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-09, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-09, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-10, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-11, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-11, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-11, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-12, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-12, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-13, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-13, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-14, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-14, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-14, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-15, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-15, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-15, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-16, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-17, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-17, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-17, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-18, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-18, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-22, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-11-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-23, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-11-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-23, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-11-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-23, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-24, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-24, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-25, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-25, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-25, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-26, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-26, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-26, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-11-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-26, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-28, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-28, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-11-28, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-28, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-11-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-29, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-30, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-11-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-30, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-11-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-11-30, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-01, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-01, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-01, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-02, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-02, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-02, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-03, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-03, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-03, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-03, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-04, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-04, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-04, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-04, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-05, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-05, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-05, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-05, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-06, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-07, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-07, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-07, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-07, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-07, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-08, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-08, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-08, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-08, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-09, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-09, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-09, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-09, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-09, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-10, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-10, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-10, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-10, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-11, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-11, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-11, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-12, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-13, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-13, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-13, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-14, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-14, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-14, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-14, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-14, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-14, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-15, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-15, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-16, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-16, anomaly detected due to: Unusually high ad spend, Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-16, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-16, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-16, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-16, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-17, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-17, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-17, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-17, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-17, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-18, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-18, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-18, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-18, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-19, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-19, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-19, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-19, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-20, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-20, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-20, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-21, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-21, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-22, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-22, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-22, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-22, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-22, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-23, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-23, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-23, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-23, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-23, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-24, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-24, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-24, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-24, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-25, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-25, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-25, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-25, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-25, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-26, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-26, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-26, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-27, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-27, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-27, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-28, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-28, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-28, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-28, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-29, anomaly detected due to: Spike in CAC, Low ROAS.\n",
      "- On 2021-12-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-30, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-30, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-30, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-30, anomaly detected due to: Revenue drop, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-30, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-31, anomaly detected due to: Spike in CAC.\n",
      "- On 2021-12-31, anomaly detected due to: Unusually high ad spend, Spike in CAC, Low ROAS.\n",
      "- On 2021-12-31, anomaly detected due to: Revenue drop, Spike in CAC.\n",
      "- On 2021-12-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n",
      "- On 2021-12-31, anomaly detected due to: Unusually high ad spend, Spike in CAC.\n"
     ]
    }
   ],
   "source": [
    "master_report = generate_master_report(df, forecast)\n",
    "\n",
    "for section, content in master_report.items():\n",
    "    print(\"\\n\", \"=\"*50)\n",
    "    print(section)\n",
    "    print(\"=\"*50)\n",
    "    \n",
    "    if isinstance(content, list):\n",
    "        for item in content:\n",
    "            print(\"-\", item)\n",
    "    else:\n",
    "        print(content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "d94e4e0a-db96-4832-9b62-6692ff6188bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200000, 24)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"date\"].unique()\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "21ab327b-d9c3-4db9-bc82-1107426ac300",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_csv(\"C:/Users/DarshBorse/Scikit/kpi/processed_marketing_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6c2cea80-e14b-46b7-87c4-ad2639dcbaba",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['revenue']"
   ]
  }
 ],
 "metadata": {
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   "language": "python",
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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