final.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yfinance as yf\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "import keras\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from array import array \n",
    "from keras.models import Sequential\n",
    "from keras.layers import *\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.metrics import mean_squared_error,mean_absolute_error\n",
    "from sklearn.model_selection import train_test_split\n",
    "from keras.callbacks import EarlyStopping\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Dividends</th>\n",
       "      <th>Stock Splits</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1980-03-25</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.343938</td>\n",
       "      <td>0.343938</td>\n",
       "      <td>0.343938</td>\n",
       "      <td>18000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980-03-26</th>\n",
       "      <td>0.343938</td>\n",
       "      <td>0.343938</td>\n",
       "      <td>0.343938</td>\n",
       "      <td>0.343938</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980-03-27</th>\n",
       "      <td>0.343938</td>\n",
       "      <td>0.343938</td>\n",
       "      <td>0.343938</td>\n",
       "      <td>0.343938</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980-03-28</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.330362</td>\n",
       "      <td>0.330362</td>\n",
       "      <td>0.330362</td>\n",
       "      <td>3600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980-03-31</th>\n",
       "      <td>0.330362</td>\n",
       "      <td>0.330362</td>\n",
       "      <td>0.330362</td>\n",
       "      <td>0.330362</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-10-24</th>\n",
       "      <td>44.180000</td>\n",
       "      <td>44.599998</td>\n",
       "      <td>43.599998</td>\n",
       "      <td>44.450001</td>\n",
       "      <td>5578200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-10-25</th>\n",
       "      <td>44.650002</td>\n",
       "      <td>45.160000</td>\n",
       "      <td>44.650002</td>\n",
       "      <td>45.130001</td>\n",
       "      <td>2600200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-10-26</th>\n",
       "      <td>44.279999</td>\n",
       "      <td>45.160000</td>\n",
       "      <td>44.259998</td>\n",
       "      <td>44.980000</td>\n",
       "      <td>2765000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-10-27</th>\n",
       "      <td>44.459999</td>\n",
       "      <td>44.880001</td>\n",
       "      <td>44.419998</td>\n",
       "      <td>44.700001</td>\n",
       "      <td>3526200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2022-10-28</th>\n",
       "      <td>45.160000</td>\n",
       "      <td>45.810001</td>\n",
       "      <td>44.959999</td>\n",
       "      <td>45.740002</td>\n",
       "      <td>2930500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>10742 rows × 7 columns</p>\n",
       "</div>"
      ],
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       "                 Open       High        Low      Close   Volume  Dividends  \\\n",
       "Date                                                                         \n",
       "1980-03-25   0.000000   0.343938   0.343938   0.343938    18000        0.0   \n",
       "1980-03-26   0.343938   0.343938   0.343938   0.343938        0        0.0   \n",
       "1980-03-27   0.343938   0.343938   0.343938   0.343938        0        0.0   \n",
       "1980-03-28   0.000000   0.330362   0.330362   0.330362     3600        0.0   \n",
       "1980-03-31   0.330362   0.330362   0.330362   0.330362        0        0.0   \n",
       "...               ...        ...        ...        ...      ...        ...   \n",
       "2022-10-24  44.180000  44.599998  43.599998  44.450001  5578200        0.0   \n",
       "2022-10-25  44.650002  45.160000  44.650002  45.130001  2600200        0.0   \n",
       "2022-10-26  44.279999  45.160000  44.259998  44.980000  2765000        0.0   \n",
       "2022-10-27  44.459999  44.880001  44.419998  44.700001  3526200        0.0   \n",
       "2022-10-28  45.160000  45.810001  44.959999  45.740002  2930500        0.0   \n",
       "\n",
       "            Stock Splits  \n",
       "Date                      \n",
       "1980-03-25           0.0  \n",
       "1980-03-26           0.0  \n",
       "1980-03-27           0.0  \n",
       "1980-03-28           0.0  \n",
       "1980-03-31           0.0  \n",
       "...                  ...  \n",
       "2022-10-24           0.0  \n",
       "2022-10-25           0.0  \n",
       "2022-10-26           0.0  \n",
       "2022-10-27           0.0  \n",
       "2022-10-28           0.0  \n",
       "\n",
       "[10742 rows x 7 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ticker = yf.Ticker('UL')\n",
    "df = ticker.history(period=\"max\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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          "1981-05-15T00:00:00",
          "1981-05-18T00:00:00",
          "1981-05-19T00:00:00",
          "1981-05-20T00:00:00",
          "1981-05-21T00:00:00",
          "1981-05-22T00:00:00",
          "1981-05-26T00:00:00",
          "1981-05-27T00:00:00",
          "1981-05-28T00:00:00",
          "1981-05-29T00:00:00",
          "1981-06-01T00:00:00",
          "1981-06-02T00:00:00",
          "1981-06-03T00:00:00",
          "1981-06-04T00:00:00",
          "1981-06-05T00:00:00",
          "1981-06-08T00:00:00",
          "1981-06-09T00:00:00",
          "1981-06-10T00:00:00",
          "1981-06-11T00:00:00",
          "1981-06-12T00:00:00",
          "1981-06-15T00:00:00",
          "1981-06-16T00:00:00",
          "1981-06-17T00:00:00",
          "1981-06-18T00:00:00",
          "1981-06-19T00:00:00",
          "1981-06-22T00:00:00",
          "1981-06-23T00:00:00",
          "1981-06-24T00:00:00",
          "1981-06-25T00:00:00",
          "1981-06-26T00:00:00",
          "1981-06-29T00:00:00",
          "1981-06-30T00:00:00",
          "1981-07-01T00:00:00",
          "1981-07-02T00:00:00",
          "1981-07-06T00:00:00",
          "1981-07-07T00:00:00",
          "1981-07-08T00:00:00",
          "1981-07-09T00:00:00",
          "1981-07-10T00:00:00",
          "1981-07-13T00:00:00",
          "1981-07-14T00:00:00",
          "1981-07-15T00:00:00",
          "1981-07-16T00:00:00",
          "1981-07-17T00:00:00",
          "1981-07-20T00:00:00",
          "1981-07-21T00:00:00",
          "1981-07-22T00:00:00",
          "1981-07-23T00:00:00",
          "1981-07-24T00:00:00",
          "1981-07-27T00:00:00",
          "1981-07-28T00:00:00",
          "1981-07-29T00:00:00",
          "1981-07-30T00:00:00",
          "1981-07-31T00:00:00",
          "1981-08-03T00:00:00",
          "1981-08-04T00:00:00",
          "1981-08-05T00:00:00",
          "1981-08-06T00:00:00",
          "1981-08-07T00:00:00",
          "1981-08-10T00:00:00",
          "1981-08-11T00:00:00",
          "1981-08-12T00:00:00",
          "1981-08-13T00:00:00",
          "1981-08-14T00:00:00",
          "1981-08-17T00:00:00",
          "1981-08-18T00:00:00",
          "1981-08-19T00:00:00",
          "1981-08-20T00:00:00",
          "1981-08-21T00:00:00",
          "1981-08-24T00:00:00",
          "1981-08-25T00:00:00",
          "1981-08-26T00:00:00",
          "1981-08-27T00:00:00",
          "1981-08-28T00:00:00",
          "1981-08-31T00:00:00",
          "1981-09-01T00:00:00",
          "1981-09-02T00:00:00",
          "1981-09-03T00:00:00",
          "1981-09-04T00:00:00",
          "1981-09-08T00:00:00",
          "1981-09-09T00:00:00",
          "1981-09-10T00:00:00",
          "1981-09-11T00:00:00",
          "1981-09-14T00:00:00",
          "1981-09-15T00:00:00",
          "1981-09-16T00:00:00",
          "1981-09-17T00:00:00",
          "1981-09-18T00:00:00",
          "1981-09-21T00:00:00",
          "1981-09-22T00:00:00",
          "1981-09-23T00:00:00",
          "1981-09-24T00:00:00",
          "1981-09-25T00:00:00",
          "1981-09-28T00:00:00",
          "1981-09-29T00:00:00",
          "1981-09-30T00:00:00",
          "1981-10-01T00:00:00",
          "1981-10-02T00:00:00",
          "1981-10-05T00:00:00",
          "1981-10-06T00:00:00",
          "1981-10-07T00:00:00",
          "1981-10-08T00:00:00",
          "1981-10-09T00:00:00",
          "1981-10-12T00:00:00",
          "1981-10-13T00:00:00",
          "1981-10-14T00:00:00",
          "1981-10-15T00:00:00",
          "1981-10-16T00:00:00",
          "1981-10-19T00:00:00",
          "1981-10-20T00:00:00",
          "1981-10-21T00:00:00",
          "1981-10-22T00:00:00",
          "1981-10-23T00:00:00",
          "1981-10-26T00:00:00",
          "1981-10-27T00:00:00",
          "1981-10-28T00:00:00",
          "1981-10-29T00:00:00",
          "1981-10-30T00:00:00",
          "1981-11-02T00:00:00",
          "1981-11-03T00:00:00",
          "1981-11-04T00:00:00",
          "1981-11-05T00:00:00",
          "1981-11-06T00:00:00",
          "1981-11-09T00:00:00",
          "1981-11-10T00:00:00",
          "1981-11-11T00:00:00",
          "1981-11-12T00:00:00",
          "1981-11-13T00:00:00",
          "1981-11-16T00:00:00",
          "1981-11-17T00:00:00",
          "1981-11-18T00:00:00",
          "1981-11-19T00:00:00",
          "1981-11-20T00:00:00",
          "1981-11-23T00:00:00",
          "1981-11-24T00:00:00",
          "1981-11-25T00:00:00",
          "1981-11-27T00:00:00",
          "1981-11-30T00:00:00",
          "1981-12-01T00:00:00",
          "1981-12-02T00:00:00",
          "1981-12-03T00:00:00",
          "1981-12-04T00:00:00",
          "1981-12-07T00:00:00",
          "1981-12-08T00:00:00",
          "1981-12-09T00:00:00",
          "1981-12-10T00:00:00",
          "1981-12-11T00:00:00",
          "1981-12-14T00:00:00",
          "1981-12-15T00:00:00",
          "1981-12-16T00:00:00",
          "1981-12-17T00:00:00",
          "1981-12-18T00:00:00",
          "1981-12-21T00:00:00",
          "1981-12-22T00:00:00",
          "1981-12-23T00:00:00",
          "1981-12-24T00:00:00",
          "1981-12-28T00:00:00",
          "1981-12-29T00:00:00",
          "1981-12-30T00:00:00",
          "1981-12-31T00:00:00",
          "1982-01-04T00:00:00",
          "1982-01-05T00:00:00",
          "1982-01-06T00:00:00",
          "1982-01-07T00:00:00",
          "1982-01-08T00:00:00",
          "1982-01-11T00:00:00",
          "1982-01-12T00:00:00",
          "1982-01-13T00:00:00",
          "1982-01-14T00:00:00",
          "1982-01-15T00:00:00",
          "1982-01-18T00:00:00",
          "1982-01-19T00:00:00",
          "1982-01-20T00:00:00",
          "1982-01-21T00:00:00",
          "1982-01-22T00:00:00",
          "1982-01-25T00:00:00",
          "1982-01-26T00:00:00",
          "1982-01-27T00:00:00",
          "1982-01-28T00:00:00",
          "1982-01-29T00:00:00",
          "1982-02-01T00:00:00",
          "1982-02-02T00:00:00",
          "1982-02-03T00:00:00",
          "1982-02-04T00:00:00",
          "1982-02-05T00:00:00",
          "1982-02-08T00:00:00",
          "1982-02-09T00:00:00",
          "1982-02-10T00:00:00",
          "1982-02-11T00:00:00",
          "1982-02-12T00:00:00",
          "1982-02-16T00:00:00",
          "1982-02-17T00:00:00",
          "1982-02-18T00:00:00",
          "1982-02-19T00:00:00",
          "1982-02-22T00:00:00",
          "1982-02-23T00:00:00",
          "1982-02-24T00:00:00",
          "1982-02-25T00:00:00",
          "1982-02-26T00:00:00",
          "1982-03-01T00:00:00",
          "1982-03-02T00:00:00",
          "1982-03-03T00:00:00",
          "1982-03-04T00:00:00",
          "1982-03-05T00:00:00",
          "1982-03-08T00:00:00",
          "1982-03-09T00:00:00",
          "1982-03-10T00:00:00",
          "1982-03-11T00:00:00",
          "1982-03-12T00:00:00",
          "1982-03-15T00:00:00",
          "1982-03-16T00:00:00",
          "1982-03-17T00:00:00",
          "1982-03-18T00:00:00",
          "1982-03-19T00:00:00",
          "1982-03-22T00:00:00",
          "1982-03-23T00:00:00",
          "1982-03-24T00:00:00",
          "1982-03-25T00:00:00",
          "1982-03-26T00:00:00",
          "1982-03-29T00:00:00",
          "1982-03-30T00:00:00",
          "1982-03-31T00:00:00",
          "1982-04-01T00:00:00",
          "1982-04-02T00:00:00",
          "1982-04-05T00:00:00",
          "1982-04-06T00:00:00",
          "1982-04-07T00:00:00",
          "1982-04-08T00:00:00",
          "1982-04-12T00:00:00",
          "1982-04-13T00:00:00",
          "1982-04-14T00:00:00",
          "1982-04-15T00:00:00",
          "1982-04-16T00:00:00",
          "1982-04-19T00:00:00",
          "1982-04-20T00:00:00",
          "1982-04-21T00:00:00",
          "1982-04-22T00:00:00",
          "1982-04-23T00:00:00",
          "1982-04-26T00:00:00",
          "1982-04-27T00:00:00",
          "1982-04-28T00:00:00",
          "1982-04-29T00:00:00",
          "1982-04-30T00:00:00",
          "1982-05-03T00:00:00",
          "1982-05-04T00:00:00",
          "1982-05-05T00:00:00",
          "1982-05-06T00:00:00",
          "1982-05-07T00:00:00",
          "1982-05-10T00:00:00",
          "1982-05-11T00:00:00",
          "1982-05-12T00:00:00",
          "1982-05-13T00:00:00",
          "1982-05-14T00:00:00",
          "1982-05-17T00:00:00",
          "1982-05-18T00:00:00",
          "1982-05-19T00:00:00",
          "1982-05-20T00:00:00",
          "1982-05-21T00:00:00",
          "1982-05-24T00:00:00",
          "1982-05-25T00:00:00",
          "1982-05-26T00:00:00",
          "1982-05-27T00:00:00",
          "1982-05-28T00:00:00",
          "1982-06-01T00:00:00",
          "1982-06-02T00:00:00",
          "1982-06-03T00:00:00",
          "1982-06-04T00:00:00",
          "1982-06-07T00:00:00",
          "1982-06-08T00:00:00",
          "1982-06-09T00:00:00",
          "1982-06-10T00:00:00",
          "1982-06-11T00:00:00",
          "1982-06-14T00:00:00",
          "1982-06-15T00:00:00",
          "1982-06-16T00:00:00",
          "1982-06-17T00:00:00",
          "1982-06-18T00:00:00",
          "1982-06-21T00:00:00",
          "1982-06-22T00:00:00",
          "1982-06-23T00:00:00",
          "1982-06-24T00:00:00",
          "1982-06-25T00:00:00",
          "1982-06-28T00:00:00",
          "1982-06-29T00:00:00",
          "1982-06-30T00:00:00",
          "1982-07-01T00:00:00",
          "1982-07-02T00:00:00",
          "1982-07-06T00:00:00",
          "1982-07-07T00:00:00",
          "1982-07-08T00:00:00",
          "1982-07-09T00:00:00",
          "1982-07-12T00:00:00",
          "1982-07-13T00:00:00",
          "1982-07-14T00:00:00",
          "1982-07-15T00:00:00",
          "1982-07-16T00:00:00",
          "1982-07-19T00:00:00",
          "1982-07-20T00:00:00",
          "1982-07-21T00:00:00",
          "1982-07-22T00:00:00",
          "1982-07-23T00:00:00",
          "1982-07-26T00:00:00",
          "1982-07-27T00:00:00",
          "1982-07-28T00:00:00",
          "1982-07-29T00:00:00",
          "1982-07-30T00:00:00",
          "1982-08-02T00:00:00",
          "1982-08-03T00:00:00",
          "1982-08-04T00:00:00",
          "1982-08-05T00:00:00",
          "1982-08-06T00:00:00",
          "1982-08-09T00:00:00",
          "1982-08-10T00:00:00",
          "1982-08-11T00:00:00",
          "1982-08-12T00:00:00",
          "1982-08-13T00:00:00",
          "1982-08-16T00:00:00",
          "1982-08-17T00:00:00",
          "1982-08-18T00:00:00",
          "1982-08-19T00:00:00",
          "1982-08-20T00:00:00",
          "1982-08-23T00:00:00",
          "1982-08-24T00:00:00",
          "1982-08-25T00:00:00",
          "1982-08-26T00:00:00",
          "1982-08-27T00:00:00",
          "1982-08-30T00:00:00",
          "1982-08-31T00:00:00",
          "1982-09-01T00:00:00",
          "1982-09-02T00:00:00",
          "1982-09-03T00:00:00",
          "1982-09-07T00:00:00",
          "1982-09-08T00:00:00",
          "1982-09-09T00:00:00",
          "1982-09-10T00:00:00",
          "1982-09-13T00:00:00",
          "1982-09-14T00:00:00",
          "1982-09-15T00:00:00",
          "1982-09-16T00:00:00",
          "1982-09-17T00:00:00",
          "1982-09-20T00:00:00",
          "1982-09-21T00:00:00",
          "1982-09-22T00:00:00",
          "1982-09-23T00:00:00",
          "1982-09-24T00:00:00",
          "1982-09-27T00:00:00",
          "1982-09-28T00:00:00",
          "1982-09-29T00:00:00",
          "1982-09-30T00:00:00",
          "1982-10-01T00:00:00",
          "1982-10-04T00:00:00",
          "1982-10-05T00:00:00",
          "1982-10-06T00:00:00",
          "1982-10-07T00:00:00",
          "1982-10-08T00:00:00",
          "1982-10-11T00:00:00",
          "1982-10-12T00:00:00",
          "1982-10-13T00:00:00",
          "1982-10-14T00:00:00",
          "1982-10-15T00:00:00",
          "1982-10-18T00:00:00",
          "1982-10-19T00:00:00",
          "1982-10-20T00:00:00",
          "1982-10-21T00:00:00",
          "1982-10-22T00:00:00",
          "1982-10-25T00:00:00",
          "1982-10-26T00:00:00",
          "1982-10-27T00:00:00",
          "1982-10-28T00:00:00",
          "1982-10-29T00:00:00",
          "1982-11-01T00:00:00",
          "1982-11-02T00:00:00",
          "1982-11-03T00:00:00",
          "1982-11-04T00:00:00",
          "1982-11-05T00:00:00",
          "1982-11-08T00:00:00",
          "1982-11-09T00:00:00",
          "1982-11-10T00:00:00",
          "1982-11-11T00:00:00",
          "1982-11-12T00:00:00",
          "1982-11-15T00:00:00",
          "1982-11-16T00:00:00",
          "1982-11-17T00:00:00",
          "1982-11-18T00:00:00",
          "1982-11-19T00:00:00",
          "1982-11-22T00:00:00",
          "1982-11-23T00:00:00",
          "1982-11-24T00:00:00",
          "1982-11-26T00:00:00",
          "1982-11-29T00:00:00",
          "1982-11-30T00:00:00",
          "1982-12-01T00:00:00",
          "1982-12-02T00:00:00",
          "1982-12-03T00:00:00",
          "1982-12-06T00:00:00",
          "1982-12-07T00:00:00",
          "1982-12-08T00:00:00",
          "1982-12-09T00:00:00",
          "1982-12-10T00:00:00",
          "1982-12-13T00:00:00",
          "1982-12-14T00:00:00",
          "1982-12-15T00:00:00",
          "1982-12-16T00:00:00",
          "1982-12-17T00:00:00",
          "1982-12-20T00:00:00",
          "1982-12-21T00:00:00",
          "1982-12-22T00:00:00",
          "1982-12-23T00:00:00",
          "1982-12-27T00:00:00",
          "1982-12-28T00:00:00",
          "1982-12-29T00:00:00",
          "1982-12-30T00:00:00",
          "1982-12-31T00:00:00",
          "1983-01-03T00:00:00",
          "1983-01-04T00:00:00",
          "1983-01-05T00:00:00",
          "1983-01-06T00:00:00",
          "1983-01-07T00:00:00",
          "1983-01-10T00:00:00",
          "1983-01-11T00:00:00",
          "1983-01-12T00:00:00",
          "1983-01-13T00:00:00",
          "1983-01-14T00:00:00",
          "1983-01-17T00:00:00",
          "1983-01-18T00:00:00",
          "1983-01-19T00:00:00",
          "1983-01-20T00:00:00",
          "1983-01-21T00:00:00",
          "1983-01-24T00:00:00",
          "1983-01-25T00:00:00",
          "1983-01-26T00:00:00",
          "1983-01-27T00:00:00",
          "1983-01-28T00:00:00",
          "1983-01-31T00:00:00",
          "1983-02-01T00:00:00",
          "1983-02-02T00:00:00",
          "1983-02-03T00:00:00",
          "1983-02-04T00:00:00",
          "1983-02-07T00:00:00",
          "1983-02-08T00:00:00",
          "1983-02-09T00:00:00",
          "1983-02-10T00:00:00",
          "1983-02-11T00:00:00",
          "1983-02-14T00:00:00",
          "1983-02-15T00:00:00",
          "1983-02-16T00:00:00",
          "1983-02-17T00:00:00",
          "1983-02-18T00:00:00",
          "1983-02-22T00:00:00",
          "1983-02-23T00:00:00",
          "1983-02-24T00:00:00",
          "1983-02-25T00:00:00",
          "1983-02-28T00:00:00",
          "1983-03-01T00:00:00",
          "1983-03-02T00:00:00",
          "1983-03-03T00:00:00",
          "1983-03-04T00:00:00",
          "1983-03-07T00:00:00",
          "1983-03-08T00:00:00",
          "1983-03-09T00:00:00",
          "1983-03-10T00:00:00",
          "1983-03-11T00:00:00",
          "1983-03-14T00:00:00",
          "1983-03-15T00:00:00",
          "1983-03-16T00:00:00",
          "1983-03-17T00:00:00",
          "1983-03-18T00:00:00",
          "1983-03-21T00:00:00",
          "1983-03-22T00:00:00",
          "1983-03-23T00:00:00",
          "1983-03-24T00:00:00",
          "1983-03-25T00:00:00",
          "1983-03-28T00:00:00",
          "1983-03-29T00:00:00",
          "1983-03-30T00:00:00",
          "1983-03-31T00:00:00",
          "1983-04-04T00:00:00",
          "1983-04-05T00:00:00",
          "1983-04-06T00:00:00",
          "1983-04-07T00:00:00",
          "1983-04-08T00:00:00",
          "1983-04-11T00:00:00",
          "1983-04-12T00:00:00",
          "1983-04-13T00:00:00",
          "1983-04-14T00:00:00",
          "1983-04-15T00:00:00",
          "1983-04-18T00:00:00",
          "1983-04-19T00:00:00",
          "1983-04-20T00:00:00",
          "1983-04-21T00:00:00",
          "1983-04-22T00:00:00",
          "1983-04-25T00:00:00",
          "1983-04-26T00:00:00",
          "1983-04-27T00:00:00",
          "1983-04-28T00:00:00",
          "1983-04-29T00:00:00",
          "1983-05-02T00:00:00",
          "1983-05-03T00:00:00",
          "1983-05-04T00:00:00",
          "1983-05-05T00:00:00",
          "1983-05-06T00:00:00",
          "1983-05-09T00:00:00",
          "1983-05-10T00:00:00",
          "1983-05-11T00:00:00",
          "1983-05-12T00:00:00",
          "1983-05-13T00:00:00",
          "1983-05-16T00:00:00",
          "1983-05-17T00:00:00",
          "1983-05-18T00:00:00",
          "1983-05-19T00:00:00",
          "1983-05-20T00:00:00",
          "1983-05-23T00:00:00",
          "1983-05-24T00:00:00",
          "1983-05-25T00:00:00",
          "1983-05-26T00:00:00",
          "1983-05-27T00:00:00",
          "1983-05-31T00:00:00",
          "1983-06-01T00:00:00",
          "1983-06-02T00:00:00",
          "1983-06-03T00:00:00",
          "1983-06-06T00:00:00",
          "1983-06-07T00:00:00",
          "1983-06-08T00:00:00",
          "1983-06-09T00:00:00",
          "1983-06-10T00:00:00",
          "1983-06-13T00:00:00",
          "1983-06-14T00:00:00",
          "1983-06-15T00:00:00",
          "1983-06-16T00:00:00",
          "1983-06-17T00:00:00",
          "1983-06-20T00:00:00",
          "1983-06-21T00:00:00",
          "1983-06-22T00:00:00",
          "1983-06-23T00:00:00",
          "1983-06-24T00:00:00",
          "1983-06-27T00:00:00",
          "1983-06-28T00:00:00",
          "1983-06-29T00:00:00",
          "1983-06-30T00:00:00",
          "1983-07-01T00:00:00",
          "1983-07-05T00:00:00",
          "1983-07-06T00:00:00",
          "1983-07-07T00:00:00",
          "1983-07-08T00:00:00",
          "1983-07-11T00:00:00",
          "1983-07-12T00:00:00",
          "1983-07-13T00:00:00",
          "1983-07-14T00:00:00",
          "1983-07-15T00:00:00",
          "1983-07-18T00:00:00",
          "1983-07-19T00:00:00",
          "1983-07-20T00:00:00",
          "1983-07-21T00:00:00",
          "1983-07-22T00:00:00",
          "1983-07-25T00:00:00",
          "1983-07-26T00:00:00",
          "1983-07-27T00:00:00",
          "1983-07-28T00:00:00",
          "1983-07-29T00:00:00",
          "1983-08-01T00:00:00",
          "1983-08-02T00:00:00",
          "1983-08-03T00:00:00",
          "1983-08-04T00:00:00",
          "1983-08-05T00:00:00",
          "1983-08-08T00:00:00",
          "1983-08-09T00:00:00",
          "1983-08-10T00:00:00",
          "1983-08-11T00:00:00",
          "1983-08-12T00:00:00",
          "1983-08-15T00:00:00",
          "1983-08-16T00:00:00",
          "1983-08-17T00:00:00",
          "1983-08-18T00:00:00",
          "1983-08-19T00:00:00",
          "1983-08-22T00:00:00",
          "1983-08-23T00:00:00",
          "1983-08-24T00:00:00",
          "1983-08-25T00:00:00",
          "1983-08-26T00:00:00",
          "1983-08-29T00:00:00",
          "1983-08-30T00:00:00",
          "1983-08-31T00:00:00",
          "1983-09-01T00:00:00",
          "1983-09-02T00:00:00",
          "1983-09-06T00:00:00",
          "1983-09-07T00:00:00",
          "1983-09-08T00:00:00",
          "1983-09-09T00:00:00",
          "1983-09-12T00:00:00",
          "1983-09-13T00:00:00",
          "1983-09-14T00:00:00",
          "1983-09-15T00:00:00",
          "1983-09-16T00:00:00",
          "1983-09-19T00:00:00",
          "1983-09-20T00:00:00",
          "1983-09-21T00:00:00",
          "1983-09-22T00:00:00",
          "1983-09-23T00:00:00",
          "1983-09-26T00:00:00",
          "1983-09-27T00:00:00",
          "1983-09-28T00:00:00",
          "1983-09-29T00:00:00",
          "1983-09-30T00:00:00",
          "1983-10-03T00:00:00",
          "1983-10-04T00:00:00",
          "1983-10-05T00:00:00",
          "1983-10-06T00:00:00",
          "1983-10-07T00:00:00",
          "1983-10-10T00:00:00",
          "1983-10-11T00:00:00",
          "1983-10-12T00:00:00",
          "1983-10-13T00:00:00",
          "1983-10-14T00:00:00",
          "1983-10-17T00:00:00",
          "1983-10-18T00:00:00",
          "1983-10-19T00:00:00",
          "1983-10-20T00:00:00",
          "1983-10-21T00:00:00",
          "1983-10-24T00:00:00",
          "1983-10-25T00:00:00",
          "1983-10-26T00:00:00",
          "1983-10-27T00:00:00",
          "1983-10-28T00:00:00",
          "1983-10-31T00:00:00",
          "1983-11-01T00:00:00",
          "1983-11-02T00:00:00",
          "1983-11-03T00:00:00",
          "1983-11-04T00:00:00",
          "1983-11-07T00:00:00",
          "1983-11-08T00:00:00",
          "1983-11-09T00:00:00",
          "1983-11-10T00:00:00",
          "1983-11-11T00:00:00",
          "1983-11-14T00:00:00",
          "1983-11-15T00:00:00",
          "1983-11-16T00:00:00",
          "1983-11-17T00:00:00",
          "1983-11-18T00:00:00",
          "1983-11-21T00:00:00",
          "1983-11-22T00:00:00",
          "1983-11-23T00:00:00",
          "1983-11-25T00:00:00",
          "1983-11-28T00:00:00",
          "1983-11-29T00:00:00",
          "1983-11-30T00:00:00",
          "1983-12-01T00:00:00",
          "1983-12-02T00:00:00",
          "1983-12-05T00:00:00",
          "1983-12-06T00:00:00",
          "1983-12-07T00:00:00",
          "1983-12-08T00:00:00",
          "1983-12-09T00:00:00",
          "1983-12-12T00:00:00",
          "1983-12-13T00:00:00",
          "1983-12-14T00:00:00",
          "1983-12-15T00:00:00",
          "1983-12-16T00:00:00",
          "1983-12-19T00:00:00",
          "1983-12-20T00:00:00",
          "1983-12-21T00:00:00",
          "1983-12-22T00:00:00",
          "1983-12-23T00:00:00",
          "1983-12-27T00:00:00",
          "1983-12-28T00:00:00",
          "1983-12-29T00:00:00",
          "1983-12-30T00:00:00",
          "1984-01-03T00:00:00",
          "1984-01-04T00:00:00",
          "1984-01-05T00:00:00",
          "1984-01-06T00:00:00",
          "1984-01-09T00:00:00",
          "1984-01-10T00:00:00",
          "1984-01-11T00:00:00",
          "1984-01-12T00:00:00",
          "1984-01-13T00:00:00",
          "1984-01-16T00:00:00",
          "1984-01-17T00:00:00",
          "1984-01-18T00:00:00",
          "1984-01-19T00:00:00",
          "1984-01-20T00:00:00",
          "1984-01-23T00:00:00",
          "1984-01-24T00:00:00",
          "1984-01-25T00:00:00",
          "1984-01-26T00:00:00",
          "1984-01-27T00:00:00",
          "1984-01-30T00:00:00",
          "1984-01-31T00:00:00",
          "1984-02-01T00:00:00",
          "1984-02-02T00:00:00",
          "1984-02-03T00:00:00",
          "1984-02-06T00:00:00",
          "1984-02-07T00:00:00",
          "1984-02-08T00:00:00",
          "1984-02-09T00:00:00",
          "1984-02-10T00:00:00",
          "1984-02-13T00:00:00",
          "1984-02-14T00:00:00",
          "1984-02-15T00:00:00",
          "1984-02-16T00:00:00",
          "1984-02-17T00:00:00",
          "1984-02-21T00:00:00",
          "1984-02-22T00:00:00",
          "1984-02-23T00:00:00",
          "1984-02-24T00:00:00",
          "1984-02-27T00:00:00",
          "1984-02-28T00:00:00",
          "1984-02-29T00:00:00",
          "1984-03-01T00:00:00",
          "1984-03-02T00:00:00",
          "1984-03-05T00:00:00",
          "1984-03-06T00:00:00",
          "1984-03-07T00:00:00",
          "1984-03-08T00:00:00",
          "1984-03-09T00:00:00",
          "1984-03-12T00:00:00",
          "1984-03-13T00:00:00",
          "1984-03-14T00:00:00",
          "1984-03-15T00:00:00",
          "1984-03-16T00:00:00",
          "1984-03-19T00:00:00",
          "1984-03-20T00:00:00",
          "1984-03-21T00:00:00",
          "1984-03-22T00:00:00",
          "1984-03-23T00:00:00",
          "1984-03-26T00:00:00",
          "1984-03-27T00:00:00",
          "1984-03-28T00:00:00",
          "1984-03-29T00:00:00",
          "1984-03-30T00:00:00",
          "1984-04-02T00:00:00",
          "1984-04-03T00:00:00",
          "1984-04-04T00:00:00",
          "1984-04-05T00:00:00",
          "1984-04-06T00:00:00",
          "1984-04-09T00:00:00",
          "1984-04-10T00:00:00",
          "1984-04-11T00:00:00",
          "1984-04-12T00:00:00",
          "1984-04-13T00:00:00",
          "1984-04-16T00:00:00",
          "1984-04-17T00:00:00",
          "1984-04-18T00:00:00",
          "1984-04-19T00:00:00",
          "1984-04-23T00:00:00",
          "1984-04-24T00:00:00",
          "1984-04-25T00:00:00",
          "1984-04-26T00:00:00",
          "1984-04-27T00:00:00",
          "1984-04-30T00:00:00",
          "1984-05-01T00:00:00",
          "1984-05-02T00:00:00",
          "1984-05-03T00:00:00",
          "1984-05-04T00:00:00",
          "1984-05-07T00:00:00",
          "1984-05-08T00:00:00",
          "1984-05-09T00:00:00",
          "1984-05-10T00:00:00",
          "1984-05-11T00:00:00",
          "1984-05-14T00:00:00",
          "1984-05-15T00:00:00",
          "1984-05-16T00:00:00",
          "1984-05-17T00:00:00",
          "1984-05-18T00:00:00",
          "1984-05-21T00:00:00",
          "1984-05-22T00:00:00",
          "1984-05-23T00:00:00",
          "1984-05-24T00:00:00",
          "1984-05-25T00:00:00",
          "1984-05-29T00:00:00",
          "1984-05-30T00:00:00",
          "1984-05-31T00:00:00",
          "1984-06-01T00:00:00",
          "1984-06-04T00:00:00",
          "1984-06-05T00:00:00",
          "1984-06-06T00:00:00",
          "1984-06-07T00:00:00",
          "1984-06-08T00:00:00",
          "1984-06-11T00:00:00",
          "1984-06-12T00:00:00",
          "1984-06-13T00:00:00",
          "1984-06-14T00:00:00",
          "1984-06-15T00:00:00",
          "1984-06-18T00:00:00",
          "1984-06-19T00:00:00",
          "1984-06-20T00:00:00",
          "1984-06-21T00:00:00",
          "1984-06-22T00:00:00",
          "1984-06-25T00:00:00",
          "1984-06-26T00:00:00",
          "1984-06-27T00:00:00",
          "1984-06-28T00:00:00",
          "1984-06-29T00:00:00",
          "1984-07-02T00:00:00",
          "1984-07-03T00:00:00",
          "1984-07-05T00:00:00",
          "1984-07-06T00:00:00",
          "1984-07-09T00:00:00",
          "1984-07-10T00:00:00",
          "1984-07-11T00:00:00",
          "1984-07-12T00:00:00",
          "1984-07-13T00:00:00",
          "1984-07-16T00:00:00",
          "1984-07-17T00:00:00",
          "1984-07-18T00:00:00",
          "1984-07-19T00:00:00",
          "1984-07-20T00:00:00",
          "1984-07-23T00:00:00",
          "1984-07-24T00:00:00",
          "1984-07-25T00:00:00",
          "1984-07-26T00:00:00",
          "1984-07-27T00:00:00",
          "1984-07-30T00:00:00",
          "1984-07-31T00:00:00",
          "1984-08-01T00:00:00",
          "1984-08-02T00:00:00",
          "1984-08-03T00:00:00",
          "1984-08-06T00:00:00",
          "1984-08-07T00:00:00",
          "1984-08-08T00:00:00",
          "1984-08-09T00:00:00",
          "1984-08-10T00:00:00",
          "1984-08-13T00:00:00",
          "1984-08-14T00:00:00",
          "1984-08-15T00:00:00",
          "1984-08-16T00:00:00",
          "1984-08-17T00:00:00",
          "1984-08-20T00:00:00",
          "1984-08-21T00:00:00",
          "1984-08-22T00:00:00",
          "1984-08-23T00:00:00",
          "1984-08-24T00:00:00",
          "1984-08-27T00:00:00",
          "1984-08-28T00:00:00",
          "1984-08-29T00:00:00",
          "1984-08-30T00:00:00",
          "1984-08-31T00:00:00",
          "1984-09-04T00:00:00",
          "1984-09-05T00:00:00",
          "1984-09-06T00:00:00",
          "1984-09-07T00:00:00",
          "1984-09-10T00:00:00",
          "1984-09-11T00:00:00",
          "1984-09-12T00:00:00",
          "1984-09-13T00:00:00",
          "1984-09-14T00:00:00",
          "1984-09-17T00:00:00",
          "1984-09-18T00:00:00",
          "1984-09-19T00:00:00",
          "1984-09-20T00:00:00",
          "1984-09-21T00:00:00",
          "1984-09-24T00:00:00",
          "1984-09-25T00:00:00",
          "1984-09-26T00:00:00",
          "1984-09-27T00:00:00",
          "1984-09-28T00:00:00",
          "1984-10-01T00:00:00",
          "1984-10-02T00:00:00",
          "1984-10-03T00:00:00",
          "1984-10-04T00:00:00",
          "1984-10-05T00:00:00",
          "1984-10-08T00:00:00",
          "1984-10-09T00:00:00",
          "1984-10-10T00:00:00",
          "1984-10-11T00:00:00",
          "1984-10-12T00:00:00",
          "1984-10-15T00:00:00",
          "1984-10-16T00:00:00",
          "1984-10-17T00:00:00",
          "1984-10-18T00:00:00",
          "1984-10-19T00:00:00",
          "1984-10-22T00:00:00",
          "1984-10-23T00:00:00",
          "1984-10-24T00:00:00",
          "1984-10-25T00:00:00",
          "1984-10-26T00:00:00",
          "1984-10-29T00:00:00",
          "1984-10-30T00:00:00",
          "1984-10-31T00:00:00",
          "1984-11-01T00:00:00",
          "1984-11-02T00:00:00",
          "1984-11-05T00:00:00",
          "1984-11-06T00:00:00",
          "1984-11-07T00:00:00",
          "1984-11-08T00:00:00",
          "1984-11-09T00:00:00",
          "1984-11-12T00:00:00",
          "1984-11-13T00:00:00",
          "1984-11-14T00:00:00",
          "1984-11-15T00:00:00",
          "1984-11-16T00:00:00",
          "1984-11-19T00:00:00",
          "1984-11-20T00:00:00",
          "1984-11-21T00:00:00",
          "1984-11-23T00:00:00",
          "1984-11-26T00:00:00",
          "1984-11-27T00:00:00",
          "1984-11-28T00:00:00",
          "1984-11-29T00:00:00",
          "1984-11-30T00:00:00",
          "1984-12-03T00:00:00",
          "1984-12-04T00:00:00",
          "1984-12-05T00:00:00",
          "1984-12-06T00:00:00",
          "1984-12-07T00:00:00",
          "1984-12-10T00:00:00",
          "1984-12-11T00:00:00",
          "1984-12-12T00:00:00",
          "1984-12-13T00:00:00",
          "1984-12-14T00:00:00",
          "1984-12-17T00:00:00",
          "1984-12-18T00:00:00",
          "1984-12-19T00:00:00",
          "1984-12-20T00:00:00",
          "1984-12-21T00:00:00",
          "1984-12-24T00:00:00",
          "1984-12-26T00:00:00",
          "1984-12-27T00:00:00",
          "1984-12-28T00:00:00",
          "1984-12-31T00:00:00",
          "1985-01-02T00:00:00",
          "1985-01-03T00:00:00",
          "1985-01-04T00:00:00",
          "1985-01-07T00:00:00",
          "1985-01-08T00:00:00",
          "1985-01-09T00:00:00",
          "1985-01-10T00:00:00",
          "1985-01-11T00:00:00",
          "1985-01-14T00:00:00",
          "1985-01-15T00:00:00",
          "1985-01-16T00:00:00",
          "1985-01-17T00:00:00",
          "1985-01-18T00:00:00",
          "1985-01-21T00:00:00",
          "1985-01-22T00:00:00",
          "1985-01-23T00:00:00",
          "1985-01-24T00:00:00",
          "1985-01-25T00:00:00",
          "1985-01-28T00:00:00",
          "1985-01-29T00:00:00",
          "1985-01-30T00:00:00",
          "1985-01-31T00:00:00",
          "1985-02-01T00:00:00",
          "1985-02-04T00:00:00",
          "1985-02-05T00:00:00",
          "1985-02-06T00:00:00",
          "1985-02-07T00:00:00",
          "1985-02-08T00:00:00",
          "1985-02-11T00:00:00",
          "1985-02-12T00:00:00",
          "1985-02-13T00:00:00",
          "1985-02-14T00:00:00",
          "1985-02-15T00:00:00",
          "1985-02-19T00:00:00",
          "1985-02-20T00:00:00",
          "1985-02-21T00:00:00",
          "1985-02-22T00:00:00",
          "1985-02-25T00:00:00",
          "1985-02-26T00:00:00",
          "1985-02-27T00:00:00",
          "1985-02-28T00:00:00",
          "1985-03-01T00:00:00",
          "1985-03-04T00:00:00",
          "1985-03-05T00:00:00",
          "1985-03-06T00:00:00",
          "1985-03-07T00:00:00",
          "1985-03-08T00:00:00",
          "1985-03-11T00:00:00",
          "1985-03-12T00:00:00",
          "1985-03-13T00:00:00",
          "1985-03-14T00:00:00",
          "1985-03-15T00:00:00",
          "1985-03-18T00:00:00",
          "1985-03-19T00:00:00",
          "1985-03-20T00:00:00",
          "1985-03-21T00:00:00",
          "1985-03-22T00:00:00",
          "1985-03-25T00:00:00",
          "1985-03-26T00:00:00",
          "1985-03-27T00:00:00",
          "1985-03-28T00:00:00",
          "1985-03-29T00:00:00",
          "1985-04-01T00:00:00",
          "1985-04-02T00:00:00",
          "1985-04-03T00:00:00",
          "1985-04-04T00:00:00",
          "1985-04-08T00:00:00",
          "1985-04-09T00:00:00",
          "1985-04-10T00:00:00",
          "1985-04-11T00:00:00",
          "1985-04-12T00:00:00",
          "1985-04-15T00:00:00",
          "1985-04-16T00:00:00",
          "1985-04-17T00:00:00",
          "1985-04-18T00:00:00",
          "1985-04-19T00:00:00",
          "1985-04-22T00:00:00",
          "1985-04-23T00:00:00",
          "1985-04-24T00:00:00",
          "1985-04-25T00:00:00",
          "1985-04-26T00:00:00",
          "1985-04-29T00:00:00",
          "1985-04-30T00:00:00",
          "1985-05-01T00:00:00",
          "1985-05-02T00:00:00",
          "1985-05-03T00:00:00",
          "1985-05-06T00:00:00",
          "1985-05-07T00:00:00",
          "1985-05-08T00:00:00",
          "1985-05-09T00:00:00",
          "1985-05-10T00:00:00",
          "1985-05-13T00:00:00",
          "1985-05-14T00:00:00",
          "1985-05-15T00:00:00",
          "1985-05-16T00:00:00",
          "1985-05-17T00:00:00",
          "1985-05-20T00:00:00",
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          "1986-08-05T00:00:00",
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          "1986-08-07T00:00:00",
          "1986-08-08T00:00:00",
          "1986-08-11T00:00:00",
          "1986-08-12T00:00:00",
          "1986-08-13T00:00:00",
          "1986-08-14T00:00:00",
          "1986-08-15T00:00:00",
          "1986-08-18T00:00:00",
          "1986-08-19T00:00:00",
          "1986-08-20T00:00:00",
          "1986-08-21T00:00:00",
          "1986-08-22T00:00:00",
          "1986-08-25T00:00:00",
          "1986-08-26T00:00:00",
          "1986-08-27T00:00:00",
          "1986-08-28T00:00:00",
          "1986-08-29T00:00:00",
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          "1986-09-17T00:00:00",
          "1986-09-18T00:00:00",
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          "1986-09-25T00:00:00",
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          "1986-11-12T00:00:00",
          "1986-11-13T00:00:00",
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          "1986-11-17T00:00:00",
          "1986-11-18T00:00:00",
          "1986-11-19T00:00:00",
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          "1986-11-24T00:00:00",
          "1986-11-25T00:00:00",
          "1986-11-26T00:00:00",
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          "1986-12-17T00:00:00",
          "1986-12-18T00:00:00",
          "1986-12-19T00:00:00",
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          "1986-12-23T00:00:00",
          "1986-12-24T00:00:00",
          "1986-12-26T00:00:00",
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          "1986-12-30T00:00:00",
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          "1987-08-18T00:00:00",
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          "1987-08-25T00:00:00",
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          "1987-09-25T00:00:00",
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          "1987-10-07T00:00:00",
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          "1987-10-30T00:00:00",
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          "1987-11-05T00:00:00",
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          "1987-11-10T00:00:00",
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          "1987-11-12T00:00:00",
          "1987-11-13T00:00:00",
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          "1987-11-17T00:00:00",
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          "1987-11-19T00:00:00",
          "1987-11-20T00:00:00",
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          "1987-11-24T00:00:00",
          "1987-11-25T00:00:00",
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          "1987-12-02T00:00:00",
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          "1987-12-04T00:00:00",
          "1987-12-07T00:00:00",
          "1987-12-08T00:00:00",
          "1987-12-09T00:00:00",
          "1987-12-10T00:00:00",
          "1987-12-11T00:00:00",
          "1987-12-14T00:00:00",
          "1987-12-15T00:00:00",
          "1987-12-16T00:00:00",
          "1987-12-17T00:00:00",
          "1987-12-18T00:00:00",
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          "1987-12-22T00:00:00",
          "1987-12-23T00:00:00",
          "1987-12-24T00:00:00",
          "1987-12-28T00:00:00",
          "1987-12-29T00:00:00",
          "1987-12-30T00:00:00",
          "1987-12-31T00:00:00",
          "1988-01-04T00:00:00",
          "1988-01-05T00:00:00",
          "1988-01-06T00:00:00",
          "1988-01-07T00:00:00",
          "1988-01-08T00:00:00",
          "1988-01-11T00:00:00",
          "1988-01-12T00:00:00",
          "1988-01-13T00:00:00",
          "1988-01-14T00:00:00",
          "1988-01-15T00:00:00",
          "1988-01-18T00:00:00",
          "1988-01-19T00:00:00",
          "1988-01-20T00:00:00",
          "1988-01-21T00:00:00",
          "1988-01-22T00:00:00",
          "1988-01-25T00:00:00",
          "1988-01-26T00:00:00",
          "1988-01-27T00:00:00",
          "1988-01-28T00:00:00",
          "1988-01-29T00:00:00",
          "1988-02-01T00:00:00",
          "1988-02-02T00:00:00",
          "1988-02-03T00:00:00",
          "1988-02-04T00:00:00",
          "1988-02-05T00:00:00",
          "1988-02-08T00:00:00",
          "1988-02-09T00:00:00",
          "1988-02-10T00:00:00",
          "1988-02-11T00:00:00",
          "1988-02-12T00:00:00",
          "1988-02-16T00:00:00",
          "1988-02-17T00:00:00",
          "1988-02-18T00:00:00",
          "1988-02-19T00:00:00",
          "1988-02-22T00:00:00",
          "1988-02-23T00:00:00",
          "1988-02-24T00:00:00",
          "1988-02-25T00:00:00",
          "1988-02-26T00:00:00",
          "1988-02-29T00:00:00",
          "1988-03-01T00:00:00",
          "1988-03-02T00:00:00",
          "1988-03-03T00:00:00",
          "1988-03-04T00:00:00",
          "1988-03-07T00:00:00",
          "1988-03-08T00:00:00",
          "1988-03-09T00:00:00",
          "1988-03-10T00:00:00",
          "1988-03-11T00:00:00",
          "1988-03-14T00:00:00",
          "1988-03-15T00:00:00",
          "1988-03-16T00:00:00",
          "1988-03-17T00:00:00",
          "1988-03-18T00:00:00",
          "1988-03-21T00:00:00",
          "1988-03-22T00:00:00",
          "1988-03-23T00:00:00",
          "1988-03-24T00:00:00",
          "1988-03-25T00:00:00",
          "1988-03-28T00:00:00",
          "1988-03-29T00:00:00",
          "1988-03-30T00:00:00",
          "1988-03-31T00:00:00",
          "1988-04-04T00:00:00",
          "1988-04-05T00:00:00",
          "1988-04-06T00:00:00",
          "1988-04-07T00:00:00",
          "1988-04-08T00:00:00",
          "1988-04-11T00:00:00",
          "1988-04-12T00:00:00",
          "1988-04-13T00:00:00",
          "1988-04-14T00:00:00",
          "1988-04-15T00:00:00",
          "1988-04-18T00:00:00",
          "1988-04-19T00:00:00",
          "1988-04-20T00:00:00",
          "1988-04-21T00:00:00",
          "1988-04-22T00:00:00",
          "1988-04-25T00:00:00",
          "1988-04-26T00:00:00",
          "1988-04-27T00:00:00",
          "1988-04-28T00:00:00",
          "1988-04-29T00:00:00",
          "1988-05-02T00:00:00",
          "1988-05-03T00:00:00",
          "1988-05-04T00:00:00",
          "1988-05-05T00:00:00",
          "1988-05-06T00:00:00",
          "1988-05-09T00:00:00",
          "1988-05-10T00:00:00",
          "1988-05-11T00:00:00",
          "1988-05-12T00:00:00",
          "1988-05-13T00:00:00",
          "1988-05-16T00:00:00",
          "1988-05-17T00:00:00",
          "1988-05-18T00:00:00",
          "1988-05-19T00:00:00",
          "1988-05-20T00:00:00",
          "1988-05-23T00:00:00",
          "1988-05-24T00:00:00",
          "1988-05-25T00:00:00",
          "1988-05-26T00:00:00",
          "1988-05-27T00:00:00",
          "1988-05-31T00:00:00",
          "1988-06-01T00:00:00",
          "1988-06-02T00:00:00",
          "1988-06-03T00:00:00",
          "1988-06-06T00:00:00",
          "1988-06-07T00:00:00",
          "1988-06-08T00:00:00",
          "1988-06-09T00:00:00",
          "1988-06-10T00:00:00",
          "1988-06-13T00:00:00",
          "1988-06-14T00:00:00",
          "1988-06-15T00:00:00",
          "1988-06-16T00:00:00",
          "1988-06-17T00:00:00",
          "1988-06-20T00:00:00",
          "1988-06-21T00:00:00",
          "1988-06-22T00:00:00",
          "1988-06-23T00:00:00",
          "1988-06-24T00:00:00",
          "1988-06-27T00:00:00",
          "1988-06-28T00:00:00",
          "1988-06-29T00:00:00",
          "1988-06-30T00:00:00",
          "1988-07-01T00:00:00",
          "1988-07-05T00:00:00",
          "1988-07-06T00:00:00",
          "1988-07-07T00:00:00",
          "1988-07-08T00:00:00",
          "1988-07-11T00:00:00",
          "1988-07-12T00:00:00",
          "1988-07-13T00:00:00",
          "1988-07-14T00:00:00",
          "1988-07-15T00:00:00",
          "1988-07-18T00:00:00",
          "1988-07-19T00:00:00",
          "1988-07-20T00:00:00",
          "1988-07-21T00:00:00",
          "1988-07-22T00:00:00",
          "1988-07-25T00:00:00",
          "1988-07-26T00:00:00",
          "1988-07-27T00:00:00",
          "1988-07-28T00:00:00",
          "1988-07-29T00:00:00",
          "1988-08-01T00:00:00",
          "1988-08-02T00:00:00",
          "1988-08-03T00:00:00",
          "1988-08-04T00:00:00",
          "1988-08-05T00:00:00",
          "1988-08-08T00:00:00",
          "1988-08-09T00:00:00",
          "1988-08-10T00:00:00",
          "1988-08-11T00:00:00",
          "1988-08-12T00:00:00",
          "1988-08-15T00:00:00",
          "1988-08-16T00:00:00",
          "1988-08-17T00:00:00",
          "1988-08-18T00:00:00",
          "1988-08-19T00:00:00",
          "1988-08-22T00:00:00",
          "1988-08-23T00:00:00",
          "1988-08-24T00:00:00",
          "1988-08-25T00:00:00",
          "1988-08-26T00:00:00",
          "1988-08-29T00:00:00",
          "1988-08-30T00:00:00",
          "1988-08-31T00:00:00",
          "1988-09-01T00:00:00",
          "1988-09-02T00:00:00",
          "1988-09-06T00:00:00",
          "1988-09-07T00:00:00",
          "1988-09-08T00:00:00",
          "1988-09-09T00:00:00",
          "1988-09-12T00:00:00",
          "1988-09-13T00:00:00",
          "1988-09-14T00:00:00",
          "1988-09-15T00:00:00",
          "1988-09-16T00:00:00",
          "1988-09-19T00:00:00",
          "1988-09-20T00:00:00",
          "1988-09-21T00:00:00",
          "1988-09-22T00:00:00",
          "1988-09-23T00:00:00",
          "1988-09-26T00:00:00",
          "1988-09-27T00:00:00",
          "1988-09-28T00:00:00",
          "1988-09-29T00:00:00",
          "1988-09-30T00:00:00",
          "1988-10-03T00:00:00",
          "1988-10-04T00:00:00",
          "1988-10-05T00:00:00",
          "1988-10-06T00:00:00",
          "1988-10-07T00:00:00",
          "1988-10-10T00:00:00",
          "1988-10-11T00:00:00",
          "1988-10-12T00:00:00",
          "1988-10-13T00:00:00",
          "1988-10-14T00:00:00",
          "1988-10-17T00:00:00",
          "1988-10-18T00:00:00",
          "1988-10-19T00:00:00",
          "1988-10-20T00:00:00",
          "1988-10-21T00:00:00",
          "1988-10-24T00:00:00",
          "1988-10-25T00:00:00",
          "1988-10-26T00:00:00",
          "1988-10-27T00:00:00",
          "1988-10-28T00:00:00",
          "1988-10-31T00:00:00",
          "1988-11-01T00:00:00",
          "1988-11-02T00:00:00",
          "1988-11-03T00:00:00",
          "1988-11-04T00:00:00",
          "1988-11-07T00:00:00",
          "1988-11-08T00:00:00",
          "1988-11-09T00:00:00",
          "1988-11-10T00:00:00",
          "1988-11-11T00:00:00",
          "1988-11-14T00:00:00",
          "1988-11-15T00:00:00",
          "1988-11-16T00:00:00",
          "1988-11-17T00:00:00",
          "1988-11-18T00:00:00",
          "1988-11-21T00:00:00",
          "1988-11-22T00:00:00",
          "1988-11-23T00:00:00",
          "1988-11-25T00:00:00",
          "1988-11-28T00:00:00",
          "1988-11-29T00:00:00",
          "1988-11-30T00:00:00",
          "1988-12-01T00:00:00",
          "1988-12-02T00:00:00",
          "1988-12-05T00:00:00",
          "1988-12-06T00:00:00",
          "1988-12-07T00:00:00",
          "1988-12-08T00:00:00",
          "1988-12-09T00:00:00",
          "1988-12-12T00:00:00",
          "1988-12-13T00:00:00",
          "1988-12-14T00:00:00",
          "1988-12-15T00:00:00",
          "1988-12-16T00:00:00",
          "1988-12-19T00:00:00",
          "1988-12-20T00:00:00",
          "1988-12-21T00:00:00",
          "1988-12-22T00:00:00",
          "1988-12-23T00:00:00",
          "1988-12-27T00:00:00",
          "1988-12-28T00:00:00",
          "1988-12-29T00:00:00",
          "1988-12-30T00:00:00",
          "1989-01-03T00:00:00",
          "1989-01-04T00:00:00",
          "1989-01-05T00:00:00",
          "1989-01-06T00:00:00",
          "1989-01-09T00:00:00",
          "1989-01-10T00:00:00",
          "1989-01-11T00:00:00",
          "1989-01-12T00:00:00",
          "1989-01-13T00:00:00",
          "1989-01-16T00:00:00",
          "1989-01-17T00:00:00",
          "1989-01-18T00:00:00",
          "1989-01-19T00:00:00",
          "1989-01-20T00:00:00",
          "1989-01-23T00:00:00",
          "1989-01-24T00:00:00",
          "1989-01-25T00:00:00",
          "1989-01-26T00:00:00",
          "1989-01-27T00:00:00",
          "1989-01-30T00:00:00",
          "1989-01-31T00:00:00",
          "1989-02-01T00:00:00",
          "1989-02-02T00:00:00",
          "1989-02-03T00:00:00",
          "1989-02-06T00:00:00",
          "1989-02-07T00:00:00",
          "1989-02-08T00:00:00",
          "1989-02-09T00:00:00",
          "1989-02-10T00:00:00",
          "1989-02-13T00:00:00",
          "1989-02-14T00:00:00",
          "1989-02-15T00:00:00",
          "1989-02-16T00:00:00",
          "1989-02-17T00:00:00",
          "1989-02-21T00:00:00",
          "1989-02-22T00:00:00",
          "1989-02-23T00:00:00",
          "1989-02-24T00:00:00",
          "1989-02-27T00:00:00",
          "1989-02-28T00:00:00",
          "1989-03-01T00:00:00",
          "1989-03-02T00:00:00",
          "1989-03-03T00:00:00",
          "1989-03-06T00:00:00",
          "1989-03-07T00:00:00",
          "1989-03-08T00:00:00",
          "1989-03-09T00:00:00",
          "1989-03-10T00:00:00",
          "1989-03-13T00:00:00",
          "1989-03-14T00:00:00",
          "1989-03-15T00:00:00",
          "1989-03-16T00:00:00",
          "1989-03-17T00:00:00",
          "1989-03-20T00:00:00",
          "1989-03-21T00:00:00",
          "1989-03-22T00:00:00",
          "1989-03-23T00:00:00",
          "1989-03-27T00:00:00",
          "1989-03-28T00:00:00",
          "1989-03-29T00:00:00",
          "1989-03-30T00:00:00",
          "1989-03-31T00:00:00",
          "1989-04-03T00:00:00",
          "1989-04-04T00:00:00",
          "1989-04-05T00:00:00",
          "1989-04-06T00:00:00",
          "1989-04-07T00:00:00",
          "1989-04-10T00:00:00",
          "1989-04-11T00:00:00",
          "1989-04-12T00:00:00",
          "1989-04-13T00:00:00",
          "1989-04-14T00:00:00",
          "1989-04-17T00:00:00",
          "1989-04-18T00:00:00",
          "1989-04-19T00:00:00",
          "1989-04-20T00:00:00",
          "1989-04-21T00:00:00",
          "1989-04-24T00:00:00",
          "1989-04-25T00:00:00",
          "1989-04-26T00:00:00",
          "1989-04-27T00:00:00",
          "1989-04-28T00:00:00",
          "1989-05-01T00:00:00",
          "1989-05-02T00:00:00",
          "1989-05-03T00:00:00",
          "1989-05-04T00:00:00",
          "1989-05-05T00:00:00",
          "1989-05-08T00:00:00",
          "1989-05-09T00:00:00",
          "1989-05-10T00:00:00",
          "1989-05-11T00:00:00",
          "1989-05-12T00:00:00",
          "1989-05-15T00:00:00",
          "1989-05-16T00:00:00",
          "1989-05-17T00:00:00",
          "1989-05-18T00:00:00",
          "1989-05-19T00:00:00",
          "1989-05-22T00:00:00",
          "1989-05-23T00:00:00",
          "1989-05-24T00:00:00",
          "1989-05-25T00:00:00",
          "1989-05-26T00:00:00",
          "1989-05-30T00:00:00",
          "1989-05-31T00:00:00",
          "1989-06-01T00:00:00",
          "1989-06-02T00:00:00",
          "1989-06-05T00:00:00",
          "1989-06-06T00:00:00",
          "1989-06-07T00:00:00",
          "1989-06-08T00:00:00",
          "1989-06-09T00:00:00",
          "1989-06-12T00:00:00",
          "1989-06-13T00:00:00",
          "1989-06-14T00:00:00",
          "1989-06-15T00:00:00",
          "1989-06-16T00:00:00",
          "1989-06-19T00:00:00",
          "1989-06-20T00:00:00",
          "1989-06-21T00:00:00",
          "1989-06-22T00:00:00",
          "1989-06-23T00:00:00",
          "1989-06-26T00:00:00",
          "1989-06-27T00:00:00",
          "1989-06-28T00:00:00",
          "1989-06-29T00:00:00",
          "1989-06-30T00:00:00",
          "1989-07-03T00:00:00",
          "1989-07-05T00:00:00",
          "1989-07-06T00:00:00",
          "1989-07-07T00:00:00",
          "1989-07-10T00:00:00",
          "1989-07-11T00:00:00",
          "1989-07-12T00:00:00",
          "1989-07-13T00:00:00",
          "1989-07-14T00:00:00",
          "1989-07-17T00:00:00",
          "1989-07-18T00:00:00",
          "1989-07-19T00:00:00",
          "1989-07-20T00:00:00",
          "1989-07-21T00:00:00",
          "1989-07-24T00:00:00",
          "1989-07-25T00:00:00",
          "1989-07-26T00:00:00",
          "1989-07-27T00:00:00",
          "1989-07-28T00:00:00",
          "1989-07-31T00:00:00",
          "1989-08-01T00:00:00",
          "1989-08-02T00:00:00",
          "1989-08-03T00:00:00",
          "1989-08-04T00:00:00",
          "1989-08-07T00:00:00",
          "1989-08-08T00:00:00",
          "1989-08-09T00:00:00",
          "1989-08-10T00:00:00",
          "1989-08-11T00:00:00",
          "1989-08-14T00:00:00",
          "1989-08-15T00:00:00",
          "1989-08-16T00:00:00",
          "1989-08-17T00:00:00",
          "1989-08-18T00:00:00",
          "1989-08-21T00:00:00",
          "1989-08-22T00:00:00",
          "1989-08-23T00:00:00",
          "1989-08-24T00:00:00",
          "1989-08-25T00:00:00",
          "1989-08-28T00:00:00",
          "1989-08-29T00:00:00",
          "1989-08-30T00:00:00",
          "1989-08-31T00:00:00",
          "1989-09-01T00:00:00",
          "1989-09-05T00:00:00",
          "1989-09-06T00:00:00",
          "1989-09-07T00:00:00",
          "1989-09-08T00:00:00",
          "1989-09-11T00:00:00",
          "1989-09-12T00:00:00",
          "1989-09-13T00:00:00",
          "1989-09-14T00:00:00",
          "1989-09-15T00:00:00",
          "1989-09-18T00:00:00",
          "1989-09-19T00:00:00",
          "1989-09-20T00:00:00",
          "1989-09-21T00:00:00",
          "1989-09-22T00:00:00",
          "1989-09-25T00:00:00",
          "1989-09-26T00:00:00",
          "1989-09-27T00:00:00",
          "1989-09-28T00:00:00",
          "1989-09-29T00:00:00",
          "1989-10-02T00:00:00",
          "1989-10-03T00:00:00",
          "1989-10-04T00:00:00",
          "1989-10-05T00:00:00",
          "1989-10-06T00:00:00",
          "1989-10-09T00:00:00",
          "1989-10-10T00:00:00",
          "1989-10-11T00:00:00",
          "1989-10-12T00:00:00",
          "1989-10-13T00:00:00",
          "1989-10-16T00:00:00",
          "1989-10-17T00:00:00",
          "1989-10-18T00:00:00",
          "1989-10-19T00:00:00",
          "1989-10-20T00:00:00",
          "1989-10-23T00:00:00",
          "1989-10-24T00:00:00",
          "1989-10-25T00:00:00",
          "1989-10-26T00:00:00",
          "1989-10-27T00:00:00",
          "1989-10-30T00:00:00",
          "1989-10-31T00:00:00",
          "1989-11-01T00:00:00",
          "1989-11-02T00:00:00",
          "1989-11-03T00:00:00",
          "1989-11-06T00:00:00",
          "1989-11-07T00:00:00",
          "1989-11-08T00:00:00",
          "1989-11-09T00:00:00",
          "1989-11-10T00:00:00",
          "1989-11-13T00:00:00",
          "1989-11-14T00:00:00",
          "1989-11-15T00:00:00",
          "1989-11-16T00:00:00",
          "1989-11-17T00:00:00",
          "1989-11-20T00:00:00",
          "1989-11-21T00:00:00",
          "1989-11-22T00:00:00",
          "1989-11-24T00:00:00",
          "1989-11-27T00:00:00",
          "1989-11-28T00:00:00",
          "1989-11-29T00:00:00",
          "1989-11-30T00:00:00",
          "1989-12-01T00:00:00",
          "1989-12-04T00:00:00",
          "1989-12-05T00:00:00",
          "1989-12-06T00:00:00",
          "1989-12-07T00:00:00",
          "1989-12-08T00:00:00",
          "1989-12-11T00:00:00",
          "1989-12-12T00:00:00",
          "1989-12-13T00:00:00",
          "1989-12-14T00:00:00",
          "1989-12-15T00:00:00",
          "1989-12-18T00:00:00",
          "1989-12-19T00:00:00",
          "1989-12-20T00:00:00",
          "1989-12-21T00:00:00",
          "1989-12-22T00:00:00",
          "1989-12-26T00:00:00",
          "1989-12-27T00:00:00",
          "1989-12-28T00:00:00",
          "1989-12-29T00:00:00",
          "1990-01-02T00:00:00",
          "1990-01-03T00:00:00",
          "1990-01-04T00:00:00",
          "1990-01-05T00:00:00",
          "1990-01-08T00:00:00",
          "1990-01-09T00:00:00",
          "1990-01-10T00:00:00",
          "1990-01-11T00:00:00",
          "1990-01-12T00:00:00",
          "1990-01-15T00:00:00",
          "1990-01-16T00:00:00",
          "1990-01-17T00:00:00",
          "1990-01-18T00:00:00",
          "1990-01-19T00:00:00",
          "1990-01-22T00:00:00",
          "1990-01-23T00:00:00",
          "1990-01-24T00:00:00",
          "1990-01-25T00:00:00",
          "1990-01-26T00:00:00",
          "1990-01-29T00:00:00",
          "1990-01-30T00:00:00",
          "1990-01-31T00:00:00",
          "1990-02-01T00:00:00",
          "1990-02-02T00:00:00",
          "1990-02-05T00:00:00",
          "1990-02-06T00:00:00",
          "1990-02-07T00:00:00",
          "1990-02-08T00:00:00",
          "1990-02-09T00:00:00",
          "1990-02-12T00:00:00",
          "1990-02-13T00:00:00",
          "1990-02-14T00:00:00",
          "1990-02-15T00:00:00",
          "1990-02-16T00:00:00",
          "1990-02-20T00:00:00",
          "1990-02-21T00:00:00",
          "1990-02-22T00:00:00",
          "1990-02-23T00:00:00",
          "1990-02-26T00:00:00",
          "1990-02-27T00:00:00",
          "1990-02-28T00:00:00",
          "1990-03-01T00:00:00",
          "1990-03-02T00:00:00",
          "1990-03-05T00:00:00",
          "1990-03-06T00:00:00",
          "1990-03-07T00:00:00",
          "1990-03-08T00:00:00",
          "1990-03-09T00:00:00",
          "1990-03-12T00:00:00",
          "1990-03-13T00:00:00",
          "1990-03-14T00:00:00",
          "1990-03-15T00:00:00",
          "1990-03-16T00:00:00",
          "1990-03-19T00:00:00",
          "1990-03-20T00:00:00",
          "1990-03-21T00:00:00",
          "1990-03-22T00:00:00",
          "1990-03-23T00:00:00",
          "1990-03-26T00:00:00",
          "1990-03-27T00:00:00",
          "1990-03-28T00:00:00",
          "1990-03-29T00:00:00",
          "1990-03-30T00:00:00",
          "1990-04-02T00:00:00",
          "1990-04-03T00:00:00",
          "1990-04-04T00:00:00",
          "1990-04-05T00:00:00",
          "1990-04-06T00:00:00",
          "1990-04-09T00:00:00",
          "1990-04-10T00:00:00",
          "1990-04-11T00:00:00",
          "1990-04-12T00:00:00",
          "1990-04-16T00:00:00",
          "1990-04-17T00:00:00",
          "1990-04-18T00:00:00",
          "1990-04-19T00:00:00",
          "1990-04-20T00:00:00",
          "1990-04-23T00:00:00",
          "1990-04-24T00:00:00",
          "1990-04-25T00:00:00",
          "1990-04-26T00:00:00",
          "1990-04-27T00:00:00",
          "1990-04-30T00:00:00",
          "1990-05-01T00:00:00",
          "1990-05-02T00:00:00",
          "1990-05-03T00:00:00",
          "1990-05-04T00:00:00",
          "1990-05-07T00:00:00",
          "1990-05-08T00:00:00",
          "1990-05-09T00:00:00",
          "1990-05-10T00:00:00",
          "1990-05-11T00:00:00",
          "1990-05-14T00:00:00",
          "1990-05-15T00:00:00",
          "1990-05-16T00:00:00",
          "1990-05-17T00:00:00",
          "1990-05-18T00:00:00",
          "1990-05-21T00:00:00",
          "1990-05-22T00:00:00",
          "1990-05-23T00:00:00",
          "1990-05-24T00:00:00",
          "1990-05-25T00:00:00",
          "1990-05-29T00:00:00",
          "1990-05-30T00:00:00",
          "1990-05-31T00:00:00",
          "1990-06-01T00:00:00",
          "1990-06-04T00:00:00",
          "1990-06-05T00:00:00",
          "1990-06-06T00:00:00",
          "1990-06-07T00:00:00",
          "1990-06-08T00:00:00",
          "1990-06-11T00:00:00",
          "1990-06-12T00:00:00",
          "1990-06-13T00:00:00",
          "1990-06-14T00:00:00",
          "1990-06-15T00:00:00",
          "1990-06-18T00:00:00",
          "1990-06-19T00:00:00",
          "1990-06-20T00:00:00",
          "1990-06-21T00:00:00",
          "1990-06-22T00:00:00",
          "1990-06-25T00:00:00",
          "1990-06-26T00:00:00",
          "1990-06-27T00:00:00",
          "1990-06-28T00:00:00",
          "1990-06-29T00:00:00",
          "1990-07-02T00:00:00",
          "1990-07-03T00:00:00",
          "1990-07-05T00:00:00",
          "1990-07-06T00:00:00",
          "1990-07-09T00:00:00",
          "1990-07-10T00:00:00",
          "1990-07-11T00:00:00",
          "1990-07-12T00:00:00",
          "1990-07-13T00:00:00",
          "1990-07-16T00:00:00",
          "1990-07-17T00:00:00",
          "1990-07-18T00:00:00",
          "1990-07-19T00:00:00",
          "1990-07-20T00:00:00",
          "1990-07-23T00:00:00",
          "1990-07-24T00:00:00",
          "1990-07-25T00:00:00",
          "1990-07-26T00:00:00",
          "1990-07-27T00:00:00",
          "1990-07-30T00:00:00",
          "1990-07-31T00:00:00",
          "1990-08-01T00:00:00",
          "1990-08-02T00:00:00",
          "1990-08-03T00:00:00",
          "1990-08-06T00:00:00",
          "1990-08-07T00:00:00",
          "1990-08-08T00:00:00",
          "1990-08-09T00:00:00",
          "1990-08-10T00:00:00",
          "1990-08-13T00:00:00",
          "1990-08-14T00:00:00",
          "1990-08-15T00:00:00",
          "1990-08-16T00:00:00",
          "1990-08-17T00:00:00",
          "1990-08-20T00:00:00",
          "1990-08-21T00:00:00",
          "1990-08-22T00:00:00",
          "1990-08-23T00:00:00",
          "1990-08-24T00:00:00",
          "1990-08-27T00:00:00",
          "1990-08-28T00:00:00",
          "1990-08-29T00:00:00",
          "1990-08-30T00:00:00",
          "1990-08-31T00:00:00",
          "1990-09-04T00:00:00",
          "1990-09-05T00:00:00",
          "1990-09-06T00:00:00",
          "1990-09-07T00:00:00",
          "1990-09-10T00:00:00",
          "1990-09-11T00:00:00",
          "1990-09-12T00:00:00",
          "1990-09-13T00:00:00",
          "1990-09-14T00:00:00",
          "1990-09-17T00:00:00",
          "1990-09-18T00:00:00",
          "1990-09-19T00:00:00",
          "1990-09-20T00:00:00",
          "1990-09-21T00:00:00",
          "1990-09-24T00:00:00",
          "1990-09-25T00:00:00",
          "1990-09-26T00:00:00",
          "1990-09-27T00:00:00",
          "1990-09-28T00:00:00",
          "1990-10-01T00:00:00",
          "1990-10-02T00:00:00",
          "1990-10-03T00:00:00",
          "1990-10-04T00:00:00",
          "1990-10-05T00:00:00",
          "1990-10-08T00:00:00",
          "1990-10-09T00:00:00",
          "1990-10-10T00:00:00",
          "1990-10-11T00:00:00",
          "1990-10-12T00:00:00",
          "1990-10-15T00:00:00",
          "1990-10-16T00:00:00",
          "1990-10-17T00:00:00",
          "1990-10-18T00:00:00",
          "1990-10-19T00:00:00",
          "1990-10-22T00:00:00",
          "1990-10-23T00:00:00",
          "1990-10-24T00:00:00",
          "1990-10-25T00:00:00",
          "1990-10-26T00:00:00",
          "1990-10-29T00:00:00",
          "1990-10-30T00:00:00",
          "1990-10-31T00:00:00",
          "1990-11-01T00:00:00",
          "1990-11-02T00:00:00",
          "1990-11-05T00:00:00",
          "1990-11-06T00:00:00",
          "1990-11-07T00:00:00",
          "1990-11-08T00:00:00",
          "1990-11-09T00:00:00",
          "1990-11-12T00:00:00",
          "1990-11-13T00:00:00",
          "1990-11-14T00:00:00",
          "1990-11-15T00:00:00",
          "1990-11-16T00:00:00",
          "1990-11-19T00:00:00",
          "1990-11-20T00:00:00",
          "1990-11-21T00:00:00",
          "1990-11-23T00:00:00",
          "1990-11-26T00:00:00",
          "1990-11-27T00:00:00",
          "1990-11-28T00:00:00",
          "1990-11-29T00:00:00",
          "1990-11-30T00:00:00",
          "1990-12-03T00:00:00",
          "1990-12-04T00:00:00",
          "1990-12-05T00:00:00",
          "1990-12-06T00:00:00",
          "1990-12-07T00:00:00",
          "1990-12-10T00:00:00",
          "1990-12-11T00:00:00",
          "1990-12-12T00:00:00",
          "1990-12-13T00:00:00",
          "1990-12-14T00:00:00",
          "1990-12-17T00:00:00",
          "1990-12-18T00:00:00",
          "1990-12-19T00:00:00",
          "1990-12-20T00:00:00",
          "1990-12-21T00:00:00",
          "1990-12-24T00:00:00",
          "1990-12-26T00:00:00",
          "1990-12-27T00:00:00",
          "1990-12-28T00:00:00",
          "1990-12-31T00:00:00",
          "1991-01-02T00:00:00",
          "1991-01-03T00:00:00",
          "1991-01-04T00:00:00",
          "1991-01-07T00:00:00",
          "1991-01-08T00:00:00",
          "1991-01-09T00:00:00",
          "1991-01-10T00:00:00",
          "1991-01-11T00:00:00",
          "1991-01-14T00:00:00",
          "1991-01-15T00:00:00",
          "1991-01-16T00:00:00",
          "1991-01-17T00:00:00",
          "1991-01-18T00:00:00",
          "1991-01-21T00:00:00",
          "1991-01-22T00:00:00",
          "1991-01-23T00:00:00",
          "1991-01-24T00:00:00",
          "1991-01-25T00:00:00",
          "1991-01-28T00:00:00",
          "1991-01-29T00:00:00",
          "1991-01-30T00:00:00",
          "1991-01-31T00:00:00",
          "1991-02-01T00:00:00",
          "1991-02-04T00:00:00",
          "1991-02-05T00:00:00",
          "1991-02-06T00:00:00",
          "1991-02-07T00:00:00",
          "1991-02-08T00:00:00",
          "1991-02-11T00:00:00",
          "1991-02-12T00:00:00",
          "1991-02-13T00:00:00",
          "1991-02-14T00:00:00",
          "1991-02-15T00:00:00",
          "1991-02-19T00:00:00",
          "1991-02-20T00:00:00",
          "1991-02-21T00:00:00",
          "1991-02-22T00:00:00",
          "1991-02-25T00:00:00",
          "1991-02-26T00:00:00",
          "1991-02-27T00:00:00",
          "1991-02-28T00:00:00",
          "1991-03-01T00:00:00",
          "1991-03-04T00:00:00",
          "1991-03-05T00:00:00",
          "1991-03-06T00:00:00",
          "1991-03-07T00:00:00",
          "1991-03-08T00:00:00",
          "1991-03-11T00:00:00",
          "1991-03-12T00:00:00",
          "1991-03-13T00:00:00",
          "1991-03-14T00:00:00",
          "1991-03-15T00:00:00",
          "1991-03-18T00:00:00",
          "1991-03-19T00:00:00",
          "1991-03-20T00:00:00",
          "1991-03-21T00:00:00",
          "1991-03-22T00:00:00",
          "1991-03-25T00:00:00",
          "1991-03-26T00:00:00",
          "1991-03-27T00:00:00",
          "1991-03-28T00:00:00",
          "1991-04-01T00:00:00",
          "1991-04-02T00:00:00",
          "1991-04-03T00:00:00",
          "1991-04-04T00:00:00",
          "1991-04-05T00:00:00",
          "1991-04-08T00:00:00",
          "1991-04-09T00:00:00",
          "1991-04-10T00:00:00",
          "1991-04-11T00:00:00",
          "1991-04-12T00:00:00",
          "1991-04-15T00:00:00",
          "1991-04-16T00:00:00",
          "1991-04-17T00:00:00",
          "1991-04-18T00:00:00",
          "1991-04-19T00:00:00",
          "1991-04-22T00:00:00",
          "1991-04-23T00:00:00",
          "1991-04-24T00:00:00",
          "1991-04-25T00:00:00",
          "1991-04-26T00:00:00",
          "1991-04-29T00:00:00",
          "1991-04-30T00:00:00",
          "1991-05-01T00:00:00",
          "1991-05-02T00:00:00",
          "1991-05-03T00:00:00",
          "1991-05-06T00:00:00",
          "1991-05-07T00:00:00",
          "1991-05-08T00:00:00",
          "1991-05-09T00:00:00",
          "1991-05-10T00:00:00",
          "1991-05-13T00:00:00",
          "1991-05-14T00:00:00",
          "1991-05-15T00:00:00",
          "1991-05-16T00:00:00",
          "1991-05-17T00:00:00",
          "1991-05-20T00:00:00",
          "1991-05-21T00:00:00",
          "1991-05-22T00:00:00",
          "1991-05-23T00:00:00",
          "1991-05-24T00:00:00",
          "1991-05-28T00:00:00",
          "1991-05-29T00:00:00",
          "1991-05-30T00:00:00",
          "1991-05-31T00:00:00",
          "1991-06-03T00:00:00",
          "1991-06-04T00:00:00",
          "1991-06-05T00:00:00",
          "1991-06-06T00:00:00",
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          "1997-06-19T00:00:00",
          "1997-06-20T00:00:00",
          "1997-06-23T00:00:00",
          "1997-06-24T00:00:00",
          "1997-06-25T00:00:00",
          "1997-06-26T00:00:00",
          "1997-06-27T00:00:00",
          "1997-06-30T00:00:00",
          "1997-07-01T00:00:00",
          "1997-07-02T00:00:00",
          "1997-07-03T00:00:00",
          "1997-07-07T00:00:00",
          "1997-07-08T00:00:00",
          "1997-07-09T00:00:00",
          "1997-07-10T00:00:00",
          "1997-07-11T00:00:00",
          "1997-07-14T00:00:00",
          "1997-07-15T00:00:00",
          "1997-07-16T00:00:00",
          "1997-07-17T00:00:00",
          "1997-07-18T00:00:00",
          "1997-07-21T00:00:00",
          "1997-07-22T00:00:00",
          "1997-07-23T00:00:00",
          "1997-07-24T00:00:00",
          "1997-07-25T00:00:00",
          "1997-07-28T00:00:00",
          "1997-07-29T00:00:00",
          "1997-07-30T00:00:00",
          "1997-07-31T00:00:00",
          "1997-08-01T00:00:00",
          "1997-08-04T00:00:00",
          "1997-08-05T00:00:00",
          "1997-08-06T00:00:00",
          "1997-08-07T00:00:00",
          "1997-08-08T00:00:00",
          "1997-08-11T00:00:00",
          "1997-08-12T00:00:00",
          "1997-08-13T00:00:00",
          "1997-08-14T00:00:00",
          "1997-08-15T00:00:00",
          "1997-08-18T00:00:00",
          "1997-08-19T00:00:00",
          "1997-08-20T00:00:00",
          "1997-08-21T00:00:00",
          "1997-08-22T00:00:00",
          "1997-08-25T00:00:00",
          "1997-08-26T00:00:00",
          "1997-08-27T00:00:00",
          "1997-08-28T00:00:00",
          "1997-08-29T00:00:00",
          "1997-09-02T00:00:00",
          "1997-09-03T00:00:00",
          "1997-09-04T00:00:00",
          "1997-09-05T00:00:00",
          "1997-09-08T00:00:00",
          "1997-09-09T00:00:00",
          "1997-09-10T00:00:00",
          "1997-09-11T00:00:00",
          "1997-09-12T00:00:00",
          "1997-09-15T00:00:00",
          "1997-09-16T00:00:00",
          "1997-09-17T00:00:00",
          "1997-09-18T00:00:00",
          "1997-09-19T00:00:00",
          "1997-09-22T00:00:00",
          "1997-09-23T00:00:00",
          "1997-09-24T00:00:00",
          "1997-09-25T00:00:00",
          "1997-09-26T00:00:00",
          "1997-09-29T00:00:00",
          "1997-09-30T00:00:00",
          "1997-10-01T00:00:00",
          "1997-10-02T00:00:00",
          "1997-10-03T00:00:00",
          "1997-10-06T00:00:00",
          "1997-10-07T00:00:00",
          "1997-10-08T00:00:00",
          "1997-10-09T00:00:00",
          "1997-10-10T00:00:00",
          "1997-10-13T00:00:00",
          "1997-10-14T00:00:00",
          "1997-10-15T00:00:00",
          "1997-10-16T00:00:00",
          "1997-10-17T00:00:00",
          "1997-10-20T00:00:00",
          "1997-10-21T00:00:00",
          "1997-10-22T00:00:00",
          "1997-10-23T00:00:00",
          "1997-10-24T00:00:00",
          "1997-10-27T00:00:00",
          "1997-10-28T00:00:00",
          "1997-10-29T00:00:00",
          "1997-10-30T00:00:00",
          "1997-10-31T00:00:00",
          "1997-11-03T00:00:00",
          "1997-11-04T00:00:00",
          "1997-11-05T00:00:00",
          "1997-11-06T00:00:00",
          "1997-11-07T00:00:00",
          "1997-11-10T00:00:00",
          "1997-11-11T00:00:00",
          "1997-11-12T00:00:00",
          "1997-11-13T00:00:00",
          "1997-11-14T00:00:00",
          "1997-11-17T00:00:00",
          "1997-11-18T00:00:00",
          "1997-11-19T00:00:00",
          "1997-11-20T00:00:00",
          "1997-11-21T00:00:00",
          "1997-11-24T00:00:00",
          "1997-11-25T00:00:00",
          "1997-11-26T00:00:00",
          "1997-11-28T00:00:00",
          "1997-12-01T00:00:00",
          "1997-12-02T00:00:00",
          "1997-12-03T00:00:00",
          "1997-12-04T00:00:00",
          "1997-12-05T00:00:00",
          "1997-12-08T00:00:00",
          "1997-12-09T00:00:00",
          "1997-12-10T00:00:00",
          "1997-12-11T00:00:00",
          "1997-12-12T00:00:00",
          "1997-12-15T00:00:00",
          "1997-12-16T00:00:00",
          "1997-12-17T00:00:00",
          "1997-12-18T00:00:00",
          "1997-12-19T00:00:00",
          "1997-12-22T00:00:00",
          "1997-12-23T00:00:00",
          "1997-12-24T00:00:00",
          "1997-12-26T00:00:00",
          "1997-12-29T00:00:00",
          "1997-12-30T00:00:00",
          "1997-12-31T00:00:00",
          "1998-01-02T00:00:00",
          "1998-01-05T00:00:00",
          "1998-01-06T00:00:00",
          "1998-01-07T00:00:00",
          "1998-01-08T00:00:00",
          "1998-01-09T00:00:00",
          "1998-01-12T00:00:00",
          "1998-01-13T00:00:00",
          "1998-01-14T00:00:00",
          "1998-01-15T00:00:00",
          "1998-01-16T00:00:00",
          "1998-01-20T00:00:00",
          "1998-01-21T00:00:00",
          "1998-01-22T00:00:00",
          "1998-01-23T00:00:00",
          "1998-01-26T00:00:00",
          "1998-01-27T00:00:00",
          "1998-01-28T00:00:00",
          "1998-01-29T00:00:00",
          "1998-01-30T00:00:00",
          "1998-02-02T00:00:00",
          "1998-02-03T00:00:00",
          "1998-02-04T00:00:00",
          "1998-02-05T00:00:00",
          "1998-02-06T00:00:00",
          "1998-02-09T00:00:00",
          "1998-02-10T00:00:00",
          "1998-02-11T00:00:00",
          "1998-02-12T00:00:00",
          "1998-02-13T00:00:00",
          "1998-02-17T00:00:00",
          "1998-02-18T00:00:00",
          "1998-02-19T00:00:00",
          "1998-02-20T00:00:00",
          "1998-02-23T00:00:00",
          "1998-02-24T00:00:00",
          "1998-02-25T00:00:00",
          "1998-02-26T00:00:00",
          "1998-02-27T00:00:00",
          "1998-03-02T00:00:00",
          "1998-03-03T00:00:00",
          "1998-03-04T00:00:00",
          "1998-03-05T00:00:00",
          "1998-03-06T00:00:00",
          "1998-03-09T00:00:00",
          "1998-03-10T00:00:00",
          "1998-03-11T00:00:00",
          "1998-03-12T00:00:00",
          "1998-03-13T00:00:00",
          "1998-03-16T00:00:00",
          "1998-03-17T00:00:00",
          "1998-03-18T00:00:00",
          "1998-03-19T00:00:00",
          "1998-03-20T00:00:00",
          "1998-03-23T00:00:00",
          "1998-03-24T00:00:00",
          "1998-03-25T00:00:00",
          "1998-03-26T00:00:00",
          "1998-03-27T00:00:00",
          "1998-03-30T00:00:00",
          "1998-03-31T00:00:00",
          "1998-04-01T00:00:00",
          "1998-04-02T00:00:00",
          "1998-04-03T00:00:00",
          "1998-04-06T00:00:00",
          "1998-04-07T00:00:00",
          "1998-04-08T00:00:00",
          "1998-04-09T00:00:00",
          "1998-04-13T00:00:00",
          "1998-04-14T00:00:00",
          "1998-04-15T00:00:00",
          "1998-04-16T00:00:00",
          "1998-04-17T00:00:00",
          "1998-04-20T00:00:00",
          "1998-04-21T00:00:00",
          "1998-04-22T00:00:00",
          "1998-04-23T00:00:00",
          "1998-04-24T00:00:00",
          "1998-04-27T00:00:00",
          "1998-04-28T00:00:00",
          "1998-04-29T00:00:00",
          "1998-04-30T00:00:00",
          "1998-05-01T00:00:00",
          "1998-05-04T00:00:00",
          "1998-05-05T00:00:00",
          "1998-05-06T00:00:00",
          "1998-05-07T00:00:00",
          "1998-05-08T00:00:00",
          "1998-05-11T00:00:00",
          "1998-05-12T00:00:00",
          "1998-05-13T00:00:00",
          "1998-05-14T00:00:00",
          "1998-05-15T00:00:00",
          "1998-05-18T00:00:00",
          "1998-05-19T00:00:00",
          "1998-05-20T00:00:00",
          "1998-05-21T00:00:00",
          "1998-05-22T00:00:00",
          "1998-05-26T00:00:00",
          "1998-05-27T00:00:00",
          "1998-05-28T00:00:00",
          "1998-05-29T00:00:00",
          "1998-06-01T00:00:00",
          "1998-06-02T00:00:00",
          "1998-06-03T00:00:00",
          "1998-06-04T00:00:00",
          "1998-06-05T00:00:00",
          "1998-06-08T00:00:00",
          "1998-06-09T00:00:00",
          "1998-06-10T00:00:00",
          "1998-06-11T00:00:00",
          "1998-06-12T00:00:00",
          "1998-06-15T00:00:00",
          "1998-06-16T00:00:00",
          "1998-06-17T00:00:00",
          "1998-06-18T00:00:00",
          "1998-06-19T00:00:00",
          "1998-06-22T00:00:00",
          "1998-06-23T00:00:00",
          "1998-06-24T00:00:00",
          "1998-06-25T00:00:00",
          "1998-06-26T00:00:00",
          "1998-06-29T00:00:00",
          "1998-06-30T00:00:00",
          "1998-07-01T00:00:00",
          "1998-07-02T00:00:00",
          "1998-07-06T00:00:00",
          "1998-07-07T00:00:00",
          "1998-07-08T00:00:00",
          "1998-07-09T00:00:00",
          "1998-07-10T00:00:00",
          "1998-07-13T00:00:00",
          "1998-07-14T00:00:00",
          "1998-07-15T00:00:00",
          "1998-07-16T00:00:00",
          "1998-07-17T00:00:00",
          "1998-07-20T00:00:00",
          "1998-07-21T00:00:00",
          "1998-07-22T00:00:00",
          "1998-07-23T00:00:00",
          "1998-07-24T00:00:00",
          "1998-07-27T00:00:00",
          "1998-07-28T00:00:00",
          "1998-07-29T00:00:00",
          "1998-07-30T00:00:00",
          "1998-07-31T00:00:00",
          "1998-08-03T00:00:00",
          "1998-08-04T00:00:00",
          "1998-08-05T00:00:00",
          "1998-08-06T00:00:00",
          "1998-08-07T00:00:00",
          "1998-08-10T00:00:00",
          "1998-08-11T00:00:00",
          "1998-08-12T00:00:00",
          "1998-08-13T00:00:00",
          "1998-08-14T00:00:00",
          "1998-08-17T00:00:00",
          "1998-08-18T00:00:00",
          "1998-08-19T00:00:00",
          "1998-08-20T00:00:00",
          "1998-08-21T00:00:00",
          "1998-08-24T00:00:00",
          "1998-08-25T00:00:00",
          "1998-08-26T00:00:00",
          "1998-08-27T00:00:00",
          "1998-08-28T00:00:00",
          "1998-08-31T00:00:00",
          "1998-09-01T00:00:00",
          "1998-09-02T00:00:00",
          "1998-09-03T00:00:00",
          "1998-09-04T00:00:00",
          "1998-09-08T00:00:00",
          "1998-09-09T00:00:00",
          "1998-09-10T00:00:00",
          "1998-09-11T00:00:00",
          "1998-09-14T00:00:00",
          "1998-09-15T00:00:00",
          "1998-09-16T00:00:00",
          "1998-09-17T00:00:00",
          "1998-09-18T00:00:00",
          "1998-09-21T00:00:00",
          "1998-09-22T00:00:00",
          "1998-09-23T00:00:00",
          "1998-09-24T00:00:00",
          "1998-09-25T00:00:00",
          "1998-09-28T00:00:00",
          "1998-09-29T00:00:00",
          "1998-09-30T00:00:00",
          "1998-10-01T00:00:00",
          "1998-10-02T00:00:00",
          "1998-10-05T00:00:00",
          "1998-10-06T00:00:00",
          "1998-10-07T00:00:00",
          "1998-10-08T00:00:00",
          "1998-10-09T00:00:00",
          "1998-10-12T00:00:00",
          "1998-10-13T00:00:00",
          "1998-10-14T00:00:00",
          "1998-10-15T00:00:00",
          "1998-10-16T00:00:00",
          "1998-10-19T00:00:00",
          "1998-10-20T00:00:00",
          "1998-10-21T00:00:00",
          "1998-10-22T00:00:00",
          "1998-10-23T00:00:00",
          "1998-10-26T00:00:00",
          "1998-10-27T00:00:00",
          "1998-10-28T00:00:00",
          "1998-10-29T00:00:00",
          "1998-10-30T00:00:00",
          "1998-11-02T00:00:00",
          "1998-11-03T00:00:00",
          "1998-11-04T00:00:00",
          "1998-11-05T00:00:00",
          "1998-11-06T00:00:00",
          "1998-11-09T00:00:00",
          "1998-11-10T00:00:00",
          "1998-11-11T00:00:00",
          "1998-11-12T00:00:00",
          "1998-11-13T00:00:00",
          "1998-11-16T00:00:00",
          "1998-11-17T00:00:00",
          "1998-11-18T00:00:00",
          "1998-11-19T00:00:00",
          "1998-11-20T00:00:00",
          "1998-11-23T00:00:00",
          "1998-11-24T00:00:00",
          "1998-11-25T00:00:00",
          "1998-11-27T00:00:00",
          "1998-11-30T00:00:00",
          "1998-12-01T00:00:00",
          "1998-12-02T00:00:00",
          "1998-12-03T00:00:00",
          "1998-12-04T00:00:00",
          "1998-12-07T00:00:00",
          "1998-12-08T00:00:00",
          "1998-12-09T00:00:00",
          "1998-12-10T00:00:00",
          "1998-12-11T00:00:00",
          "1998-12-14T00:00:00",
          "1998-12-15T00:00:00",
          "1998-12-16T00:00:00",
          "1998-12-17T00:00:00",
          "1998-12-18T00:00:00",
          "1998-12-21T00:00:00",
          "1998-12-22T00:00:00",
          "1998-12-23T00:00:00",
          "1998-12-24T00:00:00",
          "1998-12-28T00:00:00",
          "1998-12-29T00:00:00",
          "1998-12-30T00:00:00",
          "1998-12-31T00:00:00",
          "1999-01-04T00:00:00",
          "1999-01-05T00:00:00",
          "1999-01-06T00:00:00",
          "1999-01-07T00:00:00",
          "1999-01-08T00:00:00",
          "1999-01-11T00:00:00",
          "1999-01-12T00:00:00",
          "1999-01-13T00:00:00",
          "1999-01-14T00:00:00",
          "1999-01-15T00:00:00",
          "1999-01-19T00:00:00",
          "1999-01-20T00:00:00",
          "1999-01-21T00:00:00",
          "1999-01-22T00:00:00",
          "1999-01-25T00:00:00",
          "1999-01-26T00:00:00",
          "1999-01-27T00:00:00",
          "1999-01-28T00:00:00",
          "1999-01-29T00:00:00",
          "1999-02-01T00:00:00",
          "1999-02-02T00:00:00",
          "1999-02-03T00:00:00",
          "1999-02-04T00:00:00",
          "1999-02-05T00:00:00",
          "1999-02-08T00:00:00",
          "1999-02-09T00:00:00",
          "1999-02-10T00:00:00",
          "1999-02-11T00:00:00",
          "1999-02-12T00:00:00",
          "1999-02-16T00:00:00",
          "1999-02-17T00:00:00",
          "1999-02-18T00:00:00",
          "1999-02-19T00:00:00",
          "1999-02-22T00:00:00",
          "1999-02-23T00:00:00",
          "1999-02-24T00:00:00",
          "1999-02-25T00:00:00",
          "1999-02-26T00:00:00",
          "1999-03-01T00:00:00",
          "1999-03-02T00:00:00",
          "1999-03-03T00:00:00",
          "1999-03-04T00:00:00",
          "1999-03-05T00:00:00",
          "1999-03-08T00:00:00",
          "1999-03-09T00:00:00",
          "1999-03-10T00:00:00",
          "1999-03-11T00:00:00",
          "1999-03-12T00:00:00",
          "1999-03-15T00:00:00",
          "1999-03-16T00:00:00",
          "1999-03-17T00:00:00",
          "1999-03-18T00:00:00",
          "1999-03-19T00:00:00",
          "1999-03-22T00:00:00",
          "1999-03-23T00:00:00",
          "1999-03-24T00:00:00",
          "1999-03-25T00:00:00",
          "1999-03-26T00:00:00",
          "1999-03-29T00:00:00",
          "1999-03-30T00:00:00",
          "1999-03-31T00:00:00",
          "1999-04-01T00:00:00",
          "1999-04-05T00:00:00",
          "1999-04-06T00:00:00",
          "1999-04-07T00:00:00",
          "1999-04-08T00:00:00",
          "1999-04-09T00:00:00",
          "1999-04-12T00:00:00",
          "1999-04-13T00:00:00",
          "1999-04-14T00:00:00",
          "1999-04-15T00:00:00",
          "1999-04-16T00:00:00",
          "1999-04-19T00:00:00",
          "1999-04-20T00:00:00",
          "1999-04-21T00:00:00",
          "1999-04-22T00:00:00",
          "1999-04-23T00:00:00",
          "1999-04-26T00:00:00",
          "1999-04-27T00:00:00",
          "1999-04-28T00:00:00",
          "1999-04-29T00:00:00",
          "1999-04-30T00:00:00",
          "1999-05-03T00:00:00",
          "1999-05-04T00:00:00",
          "1999-05-05T00:00:00",
          "1999-05-06T00:00:00",
          "1999-05-07T00:00:00",
          "1999-05-10T00:00:00",
          "1999-05-11T00:00:00",
          "1999-05-12T00:00:00",
          "1999-05-13T00:00:00",
          "1999-05-14T00:00:00",
          "1999-05-17T00:00:00",
          "1999-05-18T00:00:00",
          "1999-05-19T00:00:00",
          "1999-05-20T00:00:00",
          "1999-05-21T00:00:00",
          "1999-05-24T00:00:00",
          "1999-05-25T00:00:00",
          "1999-05-26T00:00:00",
          "1999-05-27T00:00:00",
          "1999-05-28T00:00:00",
          "1999-06-01T00:00:00",
          "1999-06-02T00:00:00",
          "1999-06-03T00:00:00",
          "1999-06-04T00:00:00",
          "1999-06-07T00:00:00",
          "1999-06-08T00:00:00",
          "1999-06-09T00:00:00",
          "1999-06-10T00:00:00",
          "1999-06-11T00:00:00",
          "1999-06-14T00:00:00",
          "1999-06-15T00:00:00",
          "1999-06-16T00:00:00",
          "1999-06-17T00:00:00",
          "1999-06-18T00:00:00",
          "1999-06-21T00:00:00",
          "1999-06-22T00:00:00",
          "1999-06-23T00:00:00",
          "1999-06-24T00:00:00",
          "1999-06-25T00:00:00",
          "1999-06-28T00:00:00",
          "1999-06-29T00:00:00",
          "1999-06-30T00:00:00",
          "1999-07-01T00:00:00",
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          "1999-08-02T00:00:00",
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          "1999-09-01T00:00:00",
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          "1999-09-03T00:00:00",
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          "1999-09-13T00:00:00",
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          "1999-10-04T00:00:00",
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          "1999-10-08T00:00:00",
          "1999-10-11T00:00:00",
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          "1999-10-25T00:00:00",
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          "1999-10-27T00:00:00",
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          "1999-11-01T00:00:00",
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          "1999-11-08T00:00:00",
          "1999-11-09T00:00:00",
          "1999-11-10T00:00:00",
          "1999-11-11T00:00:00",
          "1999-11-12T00:00:00",
          "1999-11-15T00:00:00",
          "1999-11-16T00:00:00",
          "1999-11-17T00:00:00",
          "1999-11-18T00:00:00",
          "1999-11-19T00:00:00",
          "1999-11-22T00:00:00",
          "1999-11-23T00:00:00",
          "1999-11-24T00:00:00",
          "1999-11-26T00:00:00",
          "1999-11-29T00:00:00",
          "1999-11-30T00:00:00",
          "1999-12-01T00:00:00",
          "1999-12-02T00:00:00",
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          "1999-12-06T00:00:00",
          "1999-12-07T00:00:00",
          "1999-12-08T00:00:00",
          "1999-12-09T00:00:00",
          "1999-12-10T00:00:00",
          "1999-12-13T00:00:00",
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          "1999-12-16T00:00:00",
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          "1999-12-23T00:00:00",
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          "2000-01-11T00:00:00",
          "2000-01-12T00:00:00",
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          "2000-01-25T00:00:00",
          "2000-01-26T00:00:00",
          "2000-01-27T00:00:00",
          "2000-01-28T00:00:00",
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          "2000-02-01T00:00:00",
          "2000-02-02T00:00:00",
          "2000-02-03T00:00:00",
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          "2000-02-09T00:00:00",
          "2000-02-10T00:00:00",
          "2000-02-11T00:00:00",
          "2000-02-14T00:00:00",
          "2000-02-15T00:00:00",
          "2000-02-16T00:00:00",
          "2000-02-17T00:00:00",
          "2000-02-18T00:00:00",
          "2000-02-22T00:00:00",
          "2000-02-23T00:00:00",
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          "2000-02-25T00:00:00",
          "2000-02-28T00:00:00",
          "2000-02-29T00:00:00",
          "2000-03-01T00:00:00",
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          "2000-03-03T00:00:00",
          "2000-03-06T00:00:00",
          "2000-03-07T00:00:00",
          "2000-03-08T00:00:00",
          "2000-03-09T00:00:00",
          "2000-03-10T00:00:00",
          "2000-03-13T00:00:00",
          "2000-03-14T00:00:00",
          "2000-03-15T00:00:00",
          "2000-03-16T00:00:00",
          "2000-03-17T00:00:00",
          "2000-03-20T00:00:00",
          "2000-03-21T00:00:00",
          "2000-03-22T00:00:00",
          "2000-03-23T00:00:00",
          "2000-03-24T00:00:00",
          "2000-03-27T00:00:00",
          "2000-03-28T00:00:00",
          "2000-03-29T00:00:00",
          "2000-03-30T00:00:00",
          "2000-03-31T00:00:00",
          "2000-04-03T00:00:00",
          "2000-04-04T00:00:00",
          "2000-04-05T00:00:00",
          "2000-04-06T00:00:00",
          "2000-04-07T00:00:00",
          "2000-04-10T00:00:00",
          "2000-04-11T00:00:00",
          "2000-04-12T00:00:00",
          "2000-04-13T00:00:00",
          "2000-04-14T00:00:00",
          "2000-04-17T00:00:00",
          "2000-04-18T00:00:00",
          "2000-04-19T00:00:00",
          "2000-04-20T00:00:00",
          "2000-04-24T00:00:00",
          "2000-04-25T00:00:00",
          "2000-04-26T00:00:00",
          "2000-04-27T00:00:00",
          "2000-04-28T00:00:00",
          "2000-05-01T00:00:00",
          "2000-05-02T00:00:00",
          "2000-05-03T00:00:00",
          "2000-05-04T00:00:00",
          "2000-05-05T00:00:00",
          "2000-05-08T00:00:00",
          "2000-05-09T00:00:00",
          "2000-05-10T00:00:00",
          "2000-05-11T00:00:00",
          "2000-05-12T00:00:00",
          "2000-05-15T00:00:00",
          "2000-05-16T00:00:00",
          "2000-05-17T00:00:00",
          "2000-05-18T00:00:00",
          "2000-05-19T00:00:00",
          "2000-05-22T00:00:00",
          "2000-05-23T00:00:00",
          "2000-05-24T00:00:00",
          "2000-05-25T00:00:00",
          "2000-05-26T00:00:00",
          "2000-05-30T00:00:00",
          "2000-05-31T00:00:00",
          "2000-06-01T00:00:00",
          "2000-06-02T00:00:00",
          "2000-06-05T00:00:00",
          "2000-06-06T00:00:00",
          "2000-06-07T00:00:00",
          "2000-06-08T00:00:00",
          "2000-06-09T00:00:00",
          "2000-06-12T00:00:00",
          "2000-06-13T00:00:00",
          "2000-06-14T00:00:00",
          "2000-06-15T00:00:00",
          "2000-06-16T00:00:00",
          "2000-06-19T00:00:00",
          "2000-06-20T00:00:00",
          "2000-06-21T00:00:00",
          "2000-06-22T00:00:00",
          "2000-06-23T00:00:00",
          "2000-06-26T00:00:00",
          "2000-06-27T00:00:00",
          "2000-06-28T00:00:00",
          "2000-06-29T00:00:00",
          "2000-06-30T00:00:00",
          "2000-07-03T00:00:00",
          "2000-07-05T00:00:00",
          "2000-07-06T00:00:00",
          "2000-07-07T00:00:00",
          "2000-07-10T00:00:00",
          "2000-07-11T00:00:00",
          "2000-07-12T00:00:00",
          "2000-07-13T00:00:00",
          "2000-07-14T00:00:00",
          "2000-07-17T00:00:00",
          "2000-07-18T00:00:00",
          "2000-07-19T00:00:00",
          "2000-07-20T00:00:00",
          "2000-07-21T00:00:00",
          "2000-07-24T00:00:00",
          "2000-07-25T00:00:00",
          "2000-07-26T00:00:00",
          "2000-07-27T00:00:00",
          "2000-07-28T00:00:00",
          "2000-07-31T00:00:00",
          "2000-08-01T00:00:00",
          "2000-08-02T00:00:00",
          "2000-08-03T00:00:00",
          "2000-08-04T00:00:00",
          "2000-08-07T00:00:00",
          "2000-08-08T00:00:00",
          "2000-08-09T00:00:00",
          "2000-08-10T00:00:00",
          "2000-08-11T00:00:00",
          "2000-08-14T00:00:00",
          "2000-08-15T00:00:00",
          "2000-08-16T00:00:00",
          "2000-08-17T00:00:00",
          "2000-08-18T00:00:00",
          "2000-08-21T00:00:00",
          "2000-08-22T00:00:00",
          "2000-08-23T00:00:00",
          "2000-08-24T00:00:00",
          "2000-08-25T00:00:00",
          "2000-08-28T00:00:00",
          "2000-08-29T00:00:00",
          "2000-08-30T00:00:00",
          "2000-08-31T00:00:00",
          "2000-09-01T00:00:00",
          "2000-09-05T00:00:00",
          "2000-09-06T00:00:00",
          "2000-09-07T00:00:00",
          "2000-09-08T00:00:00",
          "2000-09-11T00:00:00",
          "2000-09-12T00:00:00",
          "2000-09-13T00:00:00",
          "2000-09-14T00:00:00",
          "2000-09-15T00:00:00",
          "2000-09-18T00:00:00",
          "2000-09-19T00:00:00",
          "2000-09-20T00:00:00",
          "2000-09-21T00:00:00",
          "2000-09-22T00:00:00",
          "2000-09-25T00:00:00",
          "2000-09-26T00:00:00",
          "2000-09-27T00:00:00",
          "2000-09-28T00:00:00",
          "2000-09-29T00:00:00",
          "2000-10-02T00:00:00",
          "2000-10-03T00:00:00",
          "2000-10-04T00:00:00",
          "2000-10-05T00:00:00",
          "2000-10-06T00:00:00",
          "2000-10-09T00:00:00",
          "2000-10-10T00:00:00",
          "2000-10-11T00:00:00",
          "2000-10-12T00:00:00",
          "2000-10-13T00:00:00",
          "2000-10-16T00:00:00",
          "2000-10-17T00:00:00",
          "2000-10-18T00:00:00",
          "2000-10-19T00:00:00",
          "2000-10-20T00:00:00",
          "2000-10-23T00:00:00",
          "2000-10-24T00:00:00",
          "2000-10-25T00:00:00",
          "2000-10-26T00:00:00",
          "2000-10-27T00:00:00",
          "2000-10-30T00:00:00",
          "2000-10-31T00:00:00",
          "2000-11-01T00:00:00",
          "2000-11-02T00:00:00",
          "2000-11-03T00:00:00",
          "2000-11-06T00:00:00",
          "2000-11-07T00:00:00",
          "2000-11-08T00:00:00",
          "2000-11-09T00:00:00",
          "2000-11-10T00:00:00",
          "2000-11-13T00:00:00",
          "2000-11-14T00:00:00",
          "2000-11-15T00:00:00",
          "2000-11-16T00:00:00",
          "2000-11-17T00:00:00",
          "2000-11-20T00:00:00",
          "2000-11-21T00:00:00",
          "2000-11-22T00:00:00",
          "2000-11-24T00:00:00",
          "2000-11-27T00:00:00",
          "2000-11-28T00:00:00",
          "2000-11-29T00:00:00",
          "2000-11-30T00:00:00",
          "2000-12-01T00:00:00",
          "2000-12-04T00:00:00",
          "2000-12-05T00:00:00",
          "2000-12-06T00:00:00",
          "2000-12-07T00:00:00",
          "2000-12-08T00:00:00",
          "2000-12-11T00:00:00",
          "2000-12-12T00:00:00",
          "2000-12-13T00:00:00",
          "2000-12-14T00:00:00",
          "2000-12-15T00:00:00",
          "2000-12-18T00:00:00",
          "2000-12-19T00:00:00",
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          "2000-12-21T00:00:00",
          "2000-12-22T00:00:00",
          "2000-12-26T00:00:00",
          "2000-12-27T00:00:00",
          "2000-12-28T00:00:00",
          "2000-12-29T00:00:00",
          "2001-01-02T00:00:00",
          "2001-01-03T00:00:00",
          "2001-01-04T00:00:00",
          "2001-01-05T00:00:00",
          "2001-01-08T00:00:00",
          "2001-01-09T00:00:00",
          "2001-01-10T00:00:00",
          "2001-01-11T00:00:00",
          "2001-01-12T00:00:00",
          "2001-01-16T00:00:00",
          "2001-01-17T00:00:00",
          "2001-01-18T00:00:00",
          "2001-01-19T00:00:00",
          "2001-01-22T00:00:00",
          "2001-01-23T00:00:00",
          "2001-01-24T00:00:00",
          "2001-01-25T00:00:00",
          "2001-01-26T00:00:00",
          "2001-01-29T00:00:00",
          "2001-01-30T00:00:00",
          "2001-01-31T00:00:00",
          "2001-02-01T00:00:00",
          "2001-02-02T00:00:00",
          "2001-02-05T00:00:00",
          "2001-02-06T00:00:00",
          "2001-02-07T00:00:00",
          "2001-02-08T00:00:00",
          "2001-02-09T00:00:00",
          "2001-02-12T00:00:00",
          "2001-02-13T00:00:00",
          "2001-02-14T00:00:00",
          "2001-02-15T00:00:00",
          "2001-02-16T00:00:00",
          "2001-02-20T00:00:00",
          "2001-02-21T00:00:00",
          "2001-02-22T00:00:00",
          "2001-02-23T00:00:00",
          "2001-02-26T00:00:00",
          "2001-02-27T00:00:00",
          "2001-02-28T00:00:00",
          "2001-03-01T00:00:00",
          "2001-03-02T00:00:00",
          "2001-03-05T00:00:00",
          "2001-03-06T00:00:00",
          "2001-03-07T00:00:00",
          "2001-03-08T00:00:00",
          "2001-03-09T00:00:00",
          "2001-03-12T00:00:00",
          "2001-03-13T00:00:00",
          "2001-03-14T00:00:00",
          "2001-03-15T00:00:00",
          "2001-03-16T00:00:00",
          "2001-03-19T00:00:00",
          "2001-03-20T00:00:00",
          "2001-03-21T00:00:00",
          "2001-03-22T00:00:00",
          "2001-03-23T00:00:00",
          "2001-03-26T00:00:00",
          "2001-03-27T00:00:00",
          "2001-03-28T00:00:00",
          "2001-03-29T00:00:00",
          "2001-03-30T00:00:00",
          "2001-04-02T00:00:00",
          "2001-04-03T00:00:00",
          "2001-04-04T00:00:00",
          "2001-04-05T00:00:00",
          "2001-04-06T00:00:00",
          "2001-04-09T00:00:00",
          "2001-04-10T00:00:00",
          "2001-04-11T00:00:00",
          "2001-04-12T00:00:00",
          "2001-04-16T00:00:00",
          "2001-04-17T00:00:00",
          "2001-04-18T00:00:00",
          "2001-04-19T00:00:00",
          "2001-04-20T00:00:00",
          "2001-04-23T00:00:00",
          "2001-04-24T00:00:00",
          "2001-04-25T00:00:00",
          "2001-04-26T00:00:00",
          "2001-04-27T00:00:00",
          "2001-04-30T00:00:00",
          "2001-05-01T00:00:00",
          "2001-05-02T00:00:00",
          "2001-05-03T00:00:00",
          "2001-05-04T00:00:00",
          "2001-05-07T00:00:00",
          "2001-05-08T00:00:00",
          "2001-05-09T00:00:00",
          "2001-05-10T00:00:00",
          "2001-05-11T00:00:00",
          "2001-05-14T00:00:00",
          "2001-05-15T00:00:00",
          "2001-05-16T00:00:00",
          "2001-05-17T00:00:00",
          "2001-05-18T00:00:00",
          "2001-05-21T00:00:00",
          "2001-05-22T00:00:00",
          "2001-05-23T00:00:00",
          "2001-05-24T00:00:00",
          "2001-05-25T00:00:00",
          "2001-05-29T00:00:00",
          "2001-05-30T00:00:00",
          "2001-05-31T00:00:00",
          "2001-06-01T00:00:00",
          "2001-06-04T00:00:00",
          "2001-06-05T00:00:00",
          "2001-06-06T00:00:00",
          "2001-06-07T00:00:00",
          "2001-06-08T00:00:00",
          "2001-06-11T00:00:00",
          "2001-06-12T00:00:00",
          "2001-06-13T00:00:00",
          "2001-06-14T00:00:00",
          "2001-06-15T00:00:00",
          "2001-06-18T00:00:00",
          "2001-06-19T00:00:00",
          "2001-06-20T00:00:00",
          "2001-06-21T00:00:00",
          "2001-06-22T00:00:00",
          "2001-06-25T00:00:00",
          "2001-06-26T00:00:00",
          "2001-06-27T00:00:00",
          "2001-06-28T00:00:00",
          "2001-06-29T00:00:00",
          "2001-07-02T00:00:00",
          "2001-07-03T00:00:00",
          "2001-07-05T00:00:00",
          "2001-07-06T00:00:00",
          "2001-07-09T00:00:00",
          "2001-07-10T00:00:00",
          "2001-07-11T00:00:00",
          "2001-07-12T00:00:00",
          "2001-07-13T00:00:00",
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          "2001-07-17T00:00:00",
          "2001-07-18T00:00:00",
          "2001-07-19T00:00:00",
          "2001-07-20T00:00:00",
          "2001-07-23T00:00:00",
          "2001-07-24T00:00:00",
          "2001-07-25T00:00:00",
          "2001-07-26T00:00:00",
          "2001-07-27T00:00:00",
          "2001-07-30T00:00:00",
          "2001-07-31T00:00:00",
          "2001-08-01T00:00:00",
          "2001-08-02T00:00:00",
          "2001-08-03T00:00:00",
          "2001-08-06T00:00:00",
          "2001-08-07T00:00:00",
          "2001-08-08T00:00:00",
          "2001-08-09T00:00:00",
          "2001-08-10T00:00:00",
          "2001-08-13T00:00:00",
          "2001-08-14T00:00:00",
          "2001-08-15T00:00:00",
          "2001-08-16T00:00:00",
          "2001-08-17T00:00:00",
          "2001-08-20T00:00:00",
          "2001-08-21T00:00:00",
          "2001-08-22T00:00:00",
          "2001-08-23T00:00:00",
          "2001-08-24T00:00:00",
          "2001-08-27T00:00:00",
          "2001-08-28T00:00:00",
          "2001-08-29T00:00:00",
          "2001-08-30T00:00:00",
          "2001-08-31T00:00:00",
          "2001-09-04T00:00:00",
          "2001-09-05T00:00:00",
          "2001-09-06T00:00:00",
          "2001-09-07T00:00:00",
          "2001-09-10T00:00:00",
          "2001-09-17T00:00:00",
          "2001-09-18T00:00:00",
          "2001-09-19T00:00:00",
          "2001-09-20T00:00:00",
          "2001-09-21T00:00:00",
          "2001-09-24T00:00:00",
          "2001-09-25T00:00:00",
          "2001-09-26T00:00:00",
          "2001-09-27T00:00:00",
          "2001-09-28T00:00:00",
          "2001-10-01T00:00:00",
          "2001-10-02T00:00:00",
          "2001-10-03T00:00:00",
          "2001-10-04T00:00:00",
          "2001-10-05T00:00:00",
          "2001-10-08T00:00:00",
          "2001-10-09T00:00:00",
          "2001-10-10T00:00:00",
          "2001-10-11T00:00:00",
          "2001-10-12T00:00:00",
          "2001-10-15T00:00:00",
          "2001-10-16T00:00:00",
          "2001-10-17T00:00:00",
          "2001-10-18T00:00:00",
          "2001-10-19T00:00:00",
          "2001-10-22T00:00:00",
          "2001-10-23T00:00:00",
          "2001-10-24T00:00:00",
          "2001-10-25T00:00:00",
          "2001-10-26T00:00:00",
          "2001-10-29T00:00:00",
          "2001-10-30T00:00:00",
          "2001-10-31T00:00:00",
          "2001-11-01T00:00:00",
          "2001-11-02T00:00:00",
          "2001-11-05T00:00:00",
          "2001-11-06T00:00:00",
          "2001-11-07T00:00:00",
          "2001-11-08T00:00:00",
          "2001-11-09T00:00:00",
          "2001-11-12T00:00:00",
          "2001-11-13T00:00:00",
          "2001-11-14T00:00:00",
          "2001-11-15T00:00:00",
          "2001-11-16T00:00:00",
          "2001-11-19T00:00:00",
          "2001-11-20T00:00:00",
          "2001-11-21T00:00:00",
          "2001-11-23T00:00:00",
          "2001-11-26T00:00:00",
          "2001-11-27T00:00:00",
          "2001-11-28T00:00:00",
          "2001-11-29T00:00:00",
          "2001-11-30T00:00:00",
          "2001-12-03T00:00:00",
          "2001-12-04T00:00:00",
          "2001-12-05T00:00:00",
          "2001-12-06T00:00:00",
          "2001-12-07T00:00:00",
          "2001-12-10T00:00:00",
          "2001-12-11T00:00:00",
          "2001-12-12T00:00:00",
          "2001-12-13T00:00:00",
          "2001-12-14T00:00:00",
          "2001-12-17T00:00:00",
          "2001-12-18T00:00:00",
          "2001-12-19T00:00:00",
          "2001-12-20T00:00:00",
          "2001-12-21T00:00:00",
          "2001-12-24T00:00:00",
          "2001-12-26T00:00:00",
          "2001-12-27T00:00:00",
          "2001-12-28T00:00:00",
          "2001-12-31T00:00:00",
          "2002-01-02T00:00:00",
          "2002-01-03T00:00:00",
          "2002-01-04T00:00:00",
          "2002-01-07T00:00:00",
          "2002-01-08T00:00:00",
          "2002-01-09T00:00:00",
          "2002-01-10T00:00:00",
          "2002-01-11T00:00:00",
          "2002-01-14T00:00:00",
          "2002-01-15T00:00:00",
          "2002-01-16T00:00:00",
          "2002-01-17T00:00:00",
          "2002-01-18T00:00:00",
          "2002-01-22T00:00:00",
          "2002-01-23T00:00:00",
          "2002-01-24T00:00:00",
          "2002-01-25T00:00:00",
          "2002-01-28T00:00:00",
          "2002-01-29T00:00:00",
          "2002-01-30T00:00:00",
          "2002-01-31T00:00:00",
          "2002-02-01T00:00:00",
          "2002-02-04T00:00:00",
          "2002-02-05T00:00:00",
          "2002-02-06T00:00:00",
          "2002-02-07T00:00:00",
          "2002-02-08T00:00:00",
          "2002-02-11T00:00:00",
          "2002-02-12T00:00:00",
          "2002-02-13T00:00:00",
          "2002-02-14T00:00:00",
          "2002-02-15T00:00:00",
          "2002-02-19T00:00:00",
          "2002-02-20T00:00:00",
          "2002-02-21T00:00:00",
          "2002-02-22T00:00:00",
          "2002-02-25T00:00:00",
          "2002-02-26T00:00:00",
          "2002-02-27T00:00:00",
          "2002-02-28T00:00:00",
          "2002-03-01T00:00:00",
          "2002-03-04T00:00:00",
          "2002-03-05T00:00:00",
          "2002-03-06T00:00:00",
          "2002-03-07T00:00:00",
          "2002-03-08T00:00:00",
          "2002-03-11T00:00:00",
          "2002-03-12T00:00:00",
          "2002-03-13T00:00:00",
          "2002-03-14T00:00:00",
          "2002-03-15T00:00:00",
          "2002-03-18T00:00:00",
          "2002-03-19T00:00:00",
          "2002-03-20T00:00:00",
          "2002-03-21T00:00:00",
          "2002-03-22T00:00:00",
          "2002-03-25T00:00:00",
          "2002-03-26T00:00:00",
          "2002-03-27T00:00:00",
          "2002-03-28T00:00:00",
          "2002-04-01T00:00:00",
          "2002-04-02T00:00:00",
          "2002-04-03T00:00:00",
          "2002-04-04T00:00:00",
          "2002-04-05T00:00:00",
          "2002-04-08T00:00:00",
          "2002-04-09T00:00:00",
          "2002-04-10T00:00:00",
          "2002-04-11T00:00:00",
          "2002-04-12T00:00:00",
          "2002-04-15T00:00:00",
          "2002-04-16T00:00:00",
          "2002-04-17T00:00:00",
          "2002-04-18T00:00:00",
          "2002-04-19T00:00:00",
          "2002-04-22T00:00:00",
          "2002-04-23T00:00:00",
          "2002-04-24T00:00:00",
          "2002-04-25T00:00:00",
          "2002-04-26T00:00:00",
          "2002-04-29T00:00:00",
          "2002-04-30T00:00:00",
          "2002-05-01T00:00:00",
          "2002-05-02T00:00:00",
          "2002-05-03T00:00:00",
          "2002-05-06T00:00:00",
          "2002-05-07T00:00:00",
          "2002-05-08T00:00:00",
          "2002-05-09T00:00:00",
          "2002-05-10T00:00:00",
          "2002-05-13T00:00:00",
          "2002-05-14T00:00:00",
          "2002-05-15T00:00:00",
          "2002-05-16T00:00:00",
          "2002-05-17T00:00:00",
          "2002-05-20T00:00:00",
          "2002-05-21T00:00:00",
          "2002-05-22T00:00:00",
          "2002-05-23T00:00:00",
          "2002-05-24T00:00:00",
          "2002-05-28T00:00:00",
          "2002-05-29T00:00:00",
          "2002-05-30T00:00:00",
          "2002-05-31T00:00:00",
          "2002-06-03T00:00:00",
          "2002-06-04T00:00:00",
          "2002-06-05T00:00:00",
          "2002-06-06T00:00:00",
          "2002-06-07T00:00:00",
          "2002-06-10T00:00:00",
          "2002-06-11T00:00:00",
          "2002-06-12T00:00:00",
          "2002-06-13T00:00:00",
          "2002-06-14T00:00:00",
          "2002-06-17T00:00:00",
          "2002-06-18T00:00:00",
          "2002-06-19T00:00:00",
          "2002-06-20T00:00:00",
          "2002-06-21T00:00:00",
          "2002-06-24T00:00:00",
          "2002-06-25T00:00:00",
          "2002-06-26T00:00:00",
          "2002-06-27T00:00:00",
          "2002-06-28T00:00:00",
          "2002-07-01T00:00:00",
          "2002-07-02T00:00:00",
          "2002-07-03T00:00:00",
          "2002-07-05T00:00:00",
          "2002-07-08T00:00:00",
          "2002-07-09T00:00:00",
          "2002-07-10T00:00:00",
          "2002-07-11T00:00:00",
          "2002-07-12T00:00:00",
          "2002-07-15T00:00:00",
          "2002-07-16T00:00:00",
          "2002-07-17T00:00:00",
          "2002-07-18T00:00:00",
          "2002-07-19T00:00:00",
          "2002-07-22T00:00:00",
          "2002-07-23T00:00:00",
          "2002-07-24T00:00:00",
          "2002-07-25T00:00:00",
          "2002-07-26T00:00:00",
          "2002-07-29T00:00:00",
          "2002-07-30T00:00:00",
          "2002-07-31T00:00:00",
          "2002-08-01T00:00:00",
          "2002-08-02T00:00:00",
          "2002-08-05T00:00:00",
          "2002-08-06T00:00:00",
          "2002-08-07T00:00:00",
          "2002-08-08T00:00:00",
          "2002-08-09T00:00:00",
          "2002-08-12T00:00:00",
          "2002-08-13T00:00:00",
          "2002-08-14T00:00:00",
          "2002-08-15T00:00:00",
          "2002-08-16T00:00:00",
          "2002-08-19T00:00:00",
          "2002-08-20T00:00:00",
          "2002-08-21T00:00:00",
          "2002-08-22T00:00:00",
          "2002-08-23T00:00:00",
          "2002-08-26T00:00:00",
          "2002-08-27T00:00:00",
          "2002-08-28T00:00:00",
          "2002-08-29T00:00:00",
          "2002-08-30T00:00:00",
          "2002-09-03T00:00:00",
          "2002-09-04T00:00:00",
          "2002-09-05T00:00:00",
          "2002-09-06T00:00:00",
          "2002-09-09T00:00:00",
          "2002-09-10T00:00:00",
          "2002-09-11T00:00:00",
          "2002-09-12T00:00:00",
          "2002-09-13T00:00:00",
          "2002-09-16T00:00:00",
          "2002-09-17T00:00:00",
          "2002-09-18T00:00:00",
          "2002-09-19T00:00:00",
          "2002-09-20T00:00:00",
          "2002-09-23T00:00:00",
          "2002-09-24T00:00:00",
          "2002-09-25T00:00:00",
          "2002-09-26T00:00:00",
          "2002-09-27T00:00:00",
          "2002-09-30T00:00:00",
          "2002-10-01T00:00:00",
          "2002-10-02T00:00:00",
          "2002-10-03T00:00:00",
          "2002-10-04T00:00:00",
          "2002-10-07T00:00:00",
          "2002-10-08T00:00:00",
          "2002-10-09T00:00:00",
          "2002-10-10T00:00:00",
          "2002-10-11T00:00:00",
          "2002-10-14T00:00:00",
          "2002-10-15T00:00:00",
          "2002-10-16T00:00:00",
          "2002-10-17T00:00:00",
          "2002-10-18T00:00:00",
          "2002-10-21T00:00:00",
          "2002-10-22T00:00:00",
          "2002-10-23T00:00:00",
          "2002-10-24T00:00:00",
          "2002-10-25T00:00:00",
          "2002-10-28T00:00:00",
          "2002-10-29T00:00:00",
          "2002-10-30T00:00:00",
          "2002-10-31T00:00:00",
          "2002-11-01T00:00:00",
          "2002-11-04T00:00:00",
          "2002-11-05T00:00:00",
          "2002-11-06T00:00:00",
          "2002-11-07T00:00:00",
          "2002-11-08T00:00:00",
          "2002-11-11T00:00:00",
          "2002-11-12T00:00:00",
          "2002-11-13T00:00:00",
          "2002-11-14T00:00:00",
          "2002-11-15T00:00:00",
          "2002-11-18T00:00:00",
          "2002-11-19T00:00:00",
          "2002-11-20T00:00:00",
          "2002-11-21T00:00:00",
          "2002-11-22T00:00:00",
          "2002-11-25T00:00:00",
          "2002-11-26T00:00:00",
          "2002-11-27T00:00:00",
          "2002-11-29T00:00:00",
          "2002-12-02T00:00:00",
          "2002-12-03T00:00:00",
          "2002-12-04T00:00:00",
          "2002-12-05T00:00:00",
          "2002-12-06T00:00:00",
          "2002-12-09T00:00:00",
          "2002-12-10T00:00:00",
          "2002-12-11T00:00:00",
          "2002-12-12T00:00:00",
          "2002-12-13T00:00:00",
          "2002-12-16T00:00:00",
          "2002-12-17T00:00:00",
          "2002-12-18T00:00:00",
          "2002-12-19T00:00:00",
          "2002-12-20T00:00:00",
          "2002-12-23T00:00:00",
          "2002-12-24T00:00:00",
          "2002-12-26T00:00:00",
          "2002-12-27T00:00:00",
          "2002-12-30T00:00:00",
          "2002-12-31T00:00:00",
          "2003-01-02T00:00:00",
          "2003-01-03T00:00:00",
          "2003-01-06T00:00:00",
          "2003-01-07T00:00:00",
          "2003-01-08T00:00:00",
          "2003-01-09T00:00:00",
          "2003-01-10T00:00:00",
          "2003-01-13T00:00:00",
          "2003-01-14T00:00:00",
          "2003-01-15T00:00:00",
          "2003-01-16T00:00:00",
          "2003-01-17T00:00:00",
          "2003-01-21T00:00:00",
          "2003-01-22T00:00:00",
          "2003-01-23T00:00:00",
          "2003-01-24T00:00:00",
          "2003-01-27T00:00:00",
          "2003-01-28T00:00:00",
          "2003-01-29T00:00:00",
          "2003-01-30T00:00:00",
          "2003-01-31T00:00:00",
          "2003-02-03T00:00:00",
          "2003-02-04T00:00:00",
          "2003-02-05T00:00:00",
          "2003-02-06T00:00:00",
          "2003-02-07T00:00:00",
          "2003-02-10T00:00:00",
          "2003-02-11T00:00:00",
          "2003-02-12T00:00:00",
          "2003-02-13T00:00:00",
          "2003-02-14T00:00:00",
          "2003-02-18T00:00:00",
          "2003-02-19T00:00:00",
          "2003-02-20T00:00:00",
          "2003-02-21T00:00:00",
          "2003-02-24T00:00:00",
          "2003-02-25T00:00:00",
          "2003-02-26T00:00:00",
          "2003-02-27T00:00:00",
          "2003-02-28T00:00:00",
          "2003-03-03T00:00:00",
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          "2003-03-05T00:00:00",
          "2003-03-06T00:00:00",
          "2003-03-07T00:00:00",
          "2003-03-10T00:00:00",
          "2003-03-11T00:00:00",
          "2003-03-12T00:00:00",
          "2003-03-13T00:00:00",
          "2003-03-14T00:00:00",
          "2003-03-17T00:00:00",
          "2003-03-18T00:00:00",
          "2003-03-19T00:00:00",
          "2003-03-20T00:00:00",
          "2003-03-21T00:00:00",
          "2003-03-24T00:00:00",
          "2003-03-25T00:00:00",
          "2003-03-26T00:00:00",
          "2003-03-27T00:00:00",
          "2003-03-28T00:00:00",
          "2003-03-31T00:00:00",
          "2003-04-01T00:00:00",
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          "2003-04-03T00:00:00",
          "2003-04-04T00:00:00",
          "2003-04-07T00:00:00",
          "2003-04-08T00:00:00",
          "2003-04-09T00:00:00",
          "2003-04-10T00:00:00",
          "2003-04-11T00:00:00",
          "2003-04-14T00:00:00",
          "2003-04-15T00:00:00",
          "2003-04-16T00:00:00",
          "2003-04-17T00:00:00",
          "2003-04-21T00:00:00",
          "2003-04-22T00:00:00",
          "2003-04-23T00:00:00",
          "2003-04-24T00:00:00",
          "2003-04-25T00:00:00",
          "2003-04-28T00:00:00",
          "2003-04-29T00:00:00",
          "2003-04-30T00:00:00",
          "2003-05-01T00:00:00",
          "2003-05-02T00:00:00",
          "2003-05-05T00:00:00",
          "2003-05-06T00:00:00",
          "2003-05-07T00:00:00",
          "2003-05-08T00:00:00",
          "2003-05-09T00:00:00",
          "2003-05-12T00:00:00",
          "2003-05-13T00:00:00",
          "2003-05-14T00:00:00",
          "2003-05-15T00:00:00",
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          "2003-05-20T00:00:00",
          "2003-05-21T00:00:00",
          "2003-05-22T00:00:00",
          "2003-05-23T00:00:00",
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          "2003-06-02T00:00:00",
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          "2003-06-04T00:00:00",
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          "2003-06-06T00:00:00",
          "2003-06-09T00:00:00",
          "2003-06-10T00:00:00",
          "2003-06-11T00:00:00",
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          "2003-06-13T00:00:00",
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          "2003-06-20T00:00:00",
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          "2003-06-24T00:00:00",
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          "2003-06-27T00:00:00",
          "2003-06-30T00:00:00",
          "2003-07-01T00:00:00",
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          "2003-07-08T00:00:00",
          "2003-07-09T00:00:00",
          "2003-07-10T00:00:00",
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          "2003-07-17T00:00:00",
          "2003-07-18T00:00:00",
          "2003-07-21T00:00:00",
          "2003-07-22T00:00:00",
          "2003-07-23T00:00:00",
          "2003-07-24T00:00:00",
          "2003-07-25T00:00:00",
          "2003-07-28T00:00:00",
          "2003-07-29T00:00:00",
          "2003-07-30T00:00:00",
          "2003-07-31T00:00:00",
          "2003-08-01T00:00:00",
          "2003-08-04T00:00:00",
          "2003-08-05T00:00:00",
          "2003-08-06T00:00:00",
          "2003-08-07T00:00:00",
          "2003-08-08T00:00:00",
          "2003-08-11T00:00:00",
          "2003-08-12T00:00:00",
          "2003-08-13T00:00:00",
          "2003-08-14T00:00:00",
          "2003-08-15T00:00:00",
          "2003-08-18T00:00:00",
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          "2003-08-20T00:00:00",
          "2003-08-21T00:00:00",
          "2003-08-22T00:00:00",
          "2003-08-25T00:00:00",
          "2003-08-26T00:00:00",
          "2003-08-27T00:00:00",
          "2003-08-28T00:00:00",
          "2003-08-29T00:00:00",
          "2003-09-02T00:00:00",
          "2003-09-03T00:00:00",
          "2003-09-04T00:00:00",
          "2003-09-05T00:00:00",
          "2003-09-08T00:00:00",
          "2003-09-09T00:00:00",
          "2003-09-10T00:00:00",
          "2003-09-11T00:00:00",
          "2003-09-12T00:00:00",
          "2003-09-15T00:00:00",
          "2003-09-16T00:00:00",
          "2003-09-17T00:00:00",
          "2003-09-18T00:00:00",
          "2003-09-19T00:00:00",
          "2003-09-22T00:00:00",
          "2003-09-23T00:00:00",
          "2003-09-24T00:00:00",
          "2003-09-25T00:00:00",
          "2003-09-26T00:00:00",
          "2003-09-29T00:00:00",
          "2003-09-30T00:00:00",
          "2003-10-01T00:00:00",
          "2003-10-02T00:00:00",
          "2003-10-03T00:00:00",
          "2003-10-06T00:00:00",
          "2003-10-07T00:00:00",
          "2003-10-08T00:00:00",
          "2003-10-09T00:00:00",
          "2003-10-10T00:00:00",
          "2003-10-13T00:00:00",
          "2003-10-14T00:00:00",
          "2003-10-15T00:00:00",
          "2003-10-16T00:00:00",
          "2003-10-17T00:00:00",
          "2003-10-20T00:00:00",
          "2003-10-21T00:00:00",
          "2003-10-22T00:00:00",
          "2003-10-23T00:00:00",
          "2003-10-24T00:00:00",
          "2003-10-27T00:00:00",
          "2003-10-28T00:00:00",
          "2003-10-29T00:00:00",
          "2003-10-30T00:00:00",
          "2003-10-31T00:00:00",
          "2003-11-03T00:00:00",
          "2003-11-04T00:00:00",
          "2003-11-05T00:00:00",
          "2003-11-06T00:00:00",
          "2003-11-07T00:00:00",
          "2003-11-10T00:00:00",
          "2003-11-11T00:00:00",
          "2003-11-12T00:00:00",
          "2003-11-13T00:00:00",
          "2003-11-14T00:00:00",
          "2003-11-17T00:00:00",
          "2003-11-18T00:00:00",
          "2003-11-19T00:00:00",
          "2003-11-20T00:00:00",
          "2003-11-21T00:00:00",
          "2003-11-24T00:00:00",
          "2003-11-25T00:00:00",
          "2003-11-26T00:00:00",
          "2003-11-28T00:00:00",
          "2003-12-01T00:00:00",
          "2003-12-02T00:00:00",
          "2003-12-03T00:00:00",
          "2003-12-04T00:00:00",
          "2003-12-05T00:00:00",
          "2003-12-08T00:00:00",
          "2003-12-09T00:00:00",
          "2003-12-10T00:00:00",
          "2003-12-11T00:00:00",
          "2003-12-12T00:00:00",
          "2003-12-15T00:00:00",
          "2003-12-16T00:00:00",
          "2003-12-17T00:00:00",
          "2003-12-18T00:00:00",
          "2003-12-19T00:00:00",
          "2003-12-22T00:00:00",
          "2003-12-23T00:00:00",
          "2003-12-24T00:00:00",
          "2003-12-26T00:00:00",
          "2003-12-29T00:00:00",
          "2003-12-30T00:00:00",
          "2003-12-31T00:00:00",
          "2004-01-02T00:00:00",
          "2004-01-05T00:00:00",
          "2004-01-06T00:00:00",
          "2004-01-07T00:00:00",
          "2004-01-08T00:00:00",
          "2004-01-09T00:00:00",
          "2004-01-12T00:00:00",
          "2004-01-13T00:00:00",
          "2004-01-14T00:00:00",
          "2004-01-15T00:00:00",
          "2004-01-16T00:00:00",
          "2004-01-20T00:00:00",
          "2004-01-21T00:00:00",
          "2004-01-22T00:00:00",
          "2004-01-23T00:00:00",
          "2004-01-26T00:00:00",
          "2004-01-27T00:00:00",
          "2004-01-28T00:00:00",
          "2004-01-29T00:00:00",
          "2004-01-30T00:00:00",
          "2004-02-02T00:00:00",
          "2004-02-03T00:00:00",
          "2004-02-04T00:00:00",
          "2004-02-05T00:00:00",
          "2004-02-06T00:00:00",
          "2004-02-09T00:00:00",
          "2004-02-10T00:00:00",
          "2004-02-11T00:00:00",
          "2004-02-12T00:00:00",
          "2004-02-13T00:00:00",
          "2004-02-17T00:00:00",
          "2004-02-18T00:00:00",
          "2004-02-19T00:00:00",
          "2004-02-20T00:00:00",
          "2004-02-23T00:00:00",
          "2004-02-24T00:00:00",
          "2004-02-25T00:00:00",
          "2004-02-26T00:00:00",
          "2004-02-27T00:00:00",
          "2004-03-01T00:00:00",
          "2004-03-02T00:00:00",
          "2004-03-03T00:00:00",
          "2004-03-04T00:00:00",
          "2004-03-05T00:00:00",
          "2004-03-08T00:00:00",
          "2004-03-09T00:00:00",
          "2004-03-10T00:00:00",
          "2004-03-11T00:00:00",
          "2004-03-12T00:00:00",
          "2004-03-15T00:00:00",
          "2004-03-16T00:00:00",
          "2004-03-17T00:00:00",
          "2004-03-18T00:00:00",
          "2004-03-19T00:00:00",
          "2004-03-22T00:00:00",
          "2004-03-23T00:00:00",
          "2004-03-24T00:00:00",
          "2004-03-25T00:00:00",
          "2004-03-26T00:00:00",
          "2004-03-29T00:00:00",
          "2004-03-30T00:00:00",
          "2004-03-31T00:00:00",
          "2004-04-01T00:00:00",
          "2004-04-02T00:00:00",
          "2004-04-05T00:00:00",
          "2004-04-06T00:00:00",
          "2004-04-07T00:00:00",
          "2004-04-08T00:00:00",
          "2004-04-12T00:00:00",
          "2004-04-13T00:00:00",
          "2004-04-14T00:00:00",
          "2004-04-15T00:00:00",
          "2004-04-16T00:00:00",
          "2004-04-19T00:00:00",
          "2004-04-20T00:00:00",
          "2004-04-21T00:00:00",
          "2004-04-22T00:00:00",
          "2004-04-23T00:00:00",
          "2004-04-26T00:00:00",
          "2004-04-27T00:00:00",
          "2004-04-28T00:00:00",
          "2004-04-29T00:00:00",
          "2004-04-30T00:00:00",
          "2004-05-03T00:00:00",
          "2004-05-04T00:00:00",
          "2004-05-05T00:00:00",
          "2004-05-06T00:00:00",
          "2004-05-07T00:00:00",
          "2004-05-10T00:00:00",
          "2004-05-11T00:00:00",
          "2004-05-12T00:00:00",
          "2004-05-13T00:00:00",
          "2004-05-14T00:00:00",
          "2004-05-17T00:00:00",
          "2004-05-18T00:00:00",
          "2004-05-19T00:00:00",
          "2004-05-20T00:00:00",
          "2004-05-21T00:00:00",
          "2004-05-24T00:00:00",
          "2004-05-25T00:00:00",
          "2004-05-26T00:00:00",
          "2004-05-27T00:00:00",
          "2004-05-28T00:00:00",
          "2004-06-01T00:00:00",
          "2004-06-02T00:00:00",
          "2004-06-03T00:00:00",
          "2004-06-04T00:00:00",
          "2004-06-07T00:00:00",
          "2004-06-08T00:00:00",
          "2004-06-09T00:00:00",
          "2004-06-10T00:00:00",
          "2004-06-14T00:00:00",
          "2004-06-15T00:00:00",
          "2004-06-16T00:00:00",
          "2004-06-17T00:00:00",
          "2004-06-18T00:00:00",
          "2004-06-21T00:00:00",
          "2004-06-22T00:00:00",
          "2004-06-23T00:00:00",
          "2004-06-24T00:00:00",
          "2004-06-25T00:00:00",
          "2004-06-28T00:00:00",
          "2004-06-29T00:00:00",
          "2004-06-30T00:00:00",
          "2004-07-01T00:00:00",
          "2004-07-02T00:00:00",
          "2004-07-06T00:00:00",
          "2004-07-07T00:00:00",
          "2004-07-08T00:00:00",
          "2004-07-09T00:00:00",
          "2004-07-12T00:00:00",
          "2004-07-13T00:00:00",
          "2004-07-14T00:00:00",
          "2004-07-15T00:00:00",
          "2004-07-16T00:00:00",
          "2004-07-19T00:00:00",
          "2004-07-20T00:00:00",
          "2004-07-21T00:00:00",
          "2004-07-22T00:00:00",
          "2004-07-23T00:00:00",
          "2004-07-26T00:00:00",
          "2004-07-27T00:00:00",
          "2004-07-28T00:00:00",
          "2004-07-29T00:00:00",
          "2004-07-30T00:00:00",
          "2004-08-02T00:00:00",
          "2004-08-03T00:00:00",
          "2004-08-04T00:00:00",
          "2004-08-05T00:00:00",
          "2004-08-06T00:00:00",
          "2004-08-09T00:00:00",
          "2004-08-10T00:00:00",
          "2004-08-11T00:00:00",
          "2004-08-12T00:00:00",
          "2004-08-13T00:00:00",
          "2004-08-16T00:00:00",
          "2004-08-17T00:00:00",
          "2004-08-18T00:00:00",
          "2004-08-19T00:00:00",
          "2004-08-20T00:00:00",
          "2004-08-23T00:00:00",
          "2004-08-24T00:00:00",
          "2004-08-25T00:00:00",
          "2004-08-26T00:00:00",
          "2004-08-27T00:00:00",
          "2004-08-30T00:00:00",
          "2004-08-31T00:00:00",
          "2004-09-01T00:00:00",
          "2004-09-02T00:00:00",
          "2004-09-03T00:00:00",
          "2004-09-07T00:00:00",
          "2004-09-08T00:00:00",
          "2004-09-09T00:00:00",
          "2004-09-10T00:00:00",
          "2004-09-13T00:00:00",
          "2004-09-14T00:00:00",
          "2004-09-15T00:00:00",
          "2004-09-16T00:00:00",
          "2004-09-17T00:00:00",
          "2004-09-20T00:00:00",
          "2004-09-21T00:00:00",
          "2004-09-22T00:00:00",
          "2004-09-23T00:00:00",
          "2004-09-24T00:00:00",
          "2004-09-27T00:00:00",
          "2004-09-28T00:00:00",
          "2004-09-29T00:00:00",
          "2004-09-30T00:00:00",
          "2004-10-01T00:00:00",
          "2004-10-04T00:00:00",
          "2004-10-05T00:00:00",
          "2004-10-06T00:00:00",
          "2004-10-07T00:00:00",
          "2004-10-08T00:00:00",
          "2004-10-11T00:00:00",
          "2004-10-12T00:00:00",
          "2004-10-13T00:00:00",
          "2004-10-14T00:00:00",
          "2004-10-15T00:00:00",
          "2004-10-18T00:00:00",
          "2004-10-19T00:00:00",
          "2004-10-20T00:00:00",
          "2004-10-21T00:00:00",
          "2004-10-22T00:00:00",
          "2004-10-25T00:00:00",
          "2004-10-26T00:00:00",
          "2004-10-27T00:00:00",
          "2004-10-28T00:00:00",
          "2004-10-29T00:00:00",
          "2004-11-01T00:00:00",
          "2004-11-02T00:00:00",
          "2004-11-03T00:00:00",
          "2004-11-04T00:00:00",
          "2004-11-05T00:00:00",
          "2004-11-08T00:00:00",
          "2004-11-09T00:00:00",
          "2004-11-10T00:00:00",
          "2004-11-11T00:00:00",
          "2004-11-12T00:00:00",
          "2004-11-15T00:00:00",
          "2004-11-16T00:00:00",
          "2004-11-17T00:00:00",
          "2004-11-18T00:00:00",
          "2004-11-19T00:00:00",
          "2004-11-22T00:00:00",
          "2004-11-23T00:00:00",
          "2004-11-24T00:00:00",
          "2004-11-26T00:00:00",
          "2004-11-29T00:00:00",
          "2004-11-30T00:00:00",
          "2004-12-01T00:00:00",
          "2004-12-02T00:00:00",
          "2004-12-03T00:00:00",
          "2004-12-06T00:00:00",
          "2004-12-07T00:00:00",
          "2004-12-08T00:00:00",
          "2004-12-09T00:00:00",
          "2004-12-10T00:00:00",
          "2004-12-13T00:00:00",
          "2004-12-14T00:00:00",
          "2004-12-15T00:00:00",
          "2004-12-16T00:00:00",
          "2004-12-17T00:00:00",
          "2004-12-20T00:00:00",
          "2004-12-21T00:00:00",
          "2004-12-22T00:00:00",
          "2004-12-23T00:00:00",
          "2004-12-27T00:00:00",
          "2004-12-28T00:00:00",
          "2004-12-29T00:00:00",
          "2004-12-30T00:00:00",
          "2004-12-31T00:00:00",
          "2005-01-03T00:00:00",
          "2005-01-04T00:00:00",
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          "2005-01-07T00:00:00",
          "2005-01-10T00:00:00",
          "2005-01-11T00:00:00",
          "2005-01-12T00:00:00",
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          "2005-01-18T00:00:00",
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          "2005-01-20T00:00:00",
          "2005-01-21T00:00:00",
          "2005-01-24T00:00:00",
          "2005-01-25T00:00:00",
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          "2005-01-27T00:00:00",
          "2005-01-28T00:00:00",
          "2005-01-31T00:00:00",
          "2005-02-01T00:00:00",
          "2005-02-02T00:00:00",
          "2005-02-03T00:00:00",
          "2005-02-04T00:00:00",
          "2005-02-07T00:00:00",
          "2005-02-08T00:00:00",
          "2005-02-09T00:00:00",
          "2005-02-10T00:00:00",
          "2005-02-11T00:00:00",
          "2005-02-14T00:00:00",
          "2005-02-15T00:00:00",
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          "2005-02-17T00:00:00",
          "2005-02-18T00:00:00",
          "2005-02-22T00:00:00",
          "2005-02-23T00:00:00",
          "2005-02-24T00:00:00",
          "2005-02-25T00:00:00",
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          "2005-03-01T00:00:00",
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          "2005-03-07T00:00:00",
          "2005-03-08T00:00:00",
          "2005-03-09T00:00:00",
          "2005-03-10T00:00:00",
          "2005-03-11T00:00:00",
          "2005-03-14T00:00:00",
          "2005-03-15T00:00:00",
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          "2005-03-21T00:00:00",
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          "2005-03-24T00:00:00",
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          "2005-04-12T00:00:00",
          "2005-04-13T00:00:00",
          "2005-04-14T00:00:00",
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          "2005-04-25T00:00:00",
          "2005-04-26T00:00:00",
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          "2005-05-09T00:00:00",
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          "2005-05-27T00:00:00",
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          "2005-07-25T00:00:00",
          "2005-07-26T00:00:00",
          "2005-07-27T00:00:00",
          "2005-07-28T00:00:00",
          "2005-07-29T00:00:00",
          "2005-08-01T00:00:00",
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          "2005-08-22T00:00:00",
          "2005-08-23T00:00:00",
          "2005-08-24T00:00:00",
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          "2005-08-26T00:00:00",
          "2005-08-29T00:00:00",
          "2005-08-30T00:00:00",
          "2005-08-31T00:00:00",
          "2005-09-01T00:00:00",
          "2005-09-02T00:00:00",
          "2005-09-06T00:00:00",
          "2005-09-07T00:00:00",
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          "2005-09-09T00:00:00",
          "2005-09-12T00:00:00",
          "2005-09-13T00:00:00",
          "2005-09-14T00:00:00",
          "2005-09-15T00:00:00",
          "2005-09-16T00:00:00",
          "2005-09-19T00:00:00",
          "2005-09-20T00:00:00",
          "2005-09-21T00:00:00",
          "2005-09-22T00:00:00",
          "2005-09-23T00:00:00",
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          "2005-09-27T00:00:00",
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          "2005-10-03T00:00:00",
          "2005-10-04T00:00:00",
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          "2005-10-06T00:00:00",
          "2005-10-07T00:00:00",
          "2005-10-10T00:00:00",
          "2005-10-11T00:00:00",
          "2005-10-12T00:00:00",
          "2005-10-13T00:00:00",
          "2005-10-14T00:00:00",
          "2005-10-17T00:00:00",
          "2005-10-18T00:00:00",
          "2005-10-19T00:00:00",
          "2005-10-20T00:00:00",
          "2005-10-21T00:00:00",
          "2005-10-24T00:00:00",
          "2005-10-25T00:00:00",
          "2005-10-26T00:00:00",
          "2005-10-27T00:00:00",
          "2005-10-28T00:00:00",
          "2005-10-31T00:00:00",
          "2005-11-01T00:00:00",
          "2005-11-02T00:00:00",
          "2005-11-03T00:00:00",
          "2005-11-04T00:00:00",
          "2005-11-07T00:00:00",
          "2005-11-08T00:00:00",
          "2005-11-09T00:00:00",
          "2005-11-10T00:00:00",
          "2005-11-11T00:00:00",
          "2005-11-14T00:00:00",
          "2005-11-15T00:00:00",
          "2005-11-16T00:00:00",
          "2005-11-17T00:00:00",
          "2005-11-18T00:00:00",
          "2005-11-21T00:00:00",
          "2005-11-22T00:00:00",
          "2005-11-23T00:00:00",
          "2005-11-25T00:00:00",
          "2005-11-28T00:00:00",
          "2005-11-29T00:00:00",
          "2005-11-30T00:00:00",
          "2005-12-01T00:00:00",
          "2005-12-02T00:00:00",
          "2005-12-05T00:00:00",
          "2005-12-06T00:00:00",
          "2005-12-07T00:00:00",
          "2005-12-08T00:00:00",
          "2005-12-09T00:00:00",
          "2005-12-12T00:00:00",
          "2005-12-13T00:00:00",
          "2005-12-14T00:00:00",
          "2005-12-15T00:00:00",
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          "2005-12-19T00:00:00",
          "2005-12-20T00:00:00",
          "2005-12-21T00:00:00",
          "2005-12-22T00:00:00",
          "2005-12-23T00:00:00",
          "2005-12-27T00:00:00",
          "2005-12-28T00:00:00",
          "2005-12-29T00:00:00",
          "2005-12-30T00:00:00",
          "2006-01-03T00:00:00",
          "2006-01-04T00:00:00",
          "2006-01-05T00:00:00",
          "2006-01-06T00:00:00",
          "2006-01-09T00:00:00",
          "2006-01-10T00:00:00",
          "2006-01-11T00:00:00",
          "2006-01-12T00:00:00",
          "2006-01-13T00:00:00",
          "2006-01-17T00:00:00",
          "2006-01-18T00:00:00",
          "2006-01-19T00:00:00",
          "2006-01-20T00:00:00",
          "2006-01-23T00:00:00",
          "2006-01-24T00:00:00",
          "2006-01-25T00:00:00",
          "2006-01-26T00:00:00",
          "2006-01-27T00:00:00",
          "2006-01-30T00:00:00",
          "2006-01-31T00:00:00",
          "2006-02-01T00:00:00",
          "2006-02-02T00:00:00",
          "2006-02-03T00:00:00",
          "2006-02-06T00:00:00",
          "2006-02-07T00:00:00",
          "2006-02-08T00:00:00",
          "2006-02-09T00:00:00",
          "2006-02-10T00:00:00",
          "2006-02-13T00:00:00",
          "2006-02-14T00:00:00",
          "2006-02-15T00:00:00",
          "2006-02-16T00:00:00",
          "2006-02-17T00:00:00",
          "2006-02-21T00:00:00",
          "2006-02-22T00:00:00",
          "2006-02-23T00:00:00",
          "2006-02-24T00:00:00",
          "2006-02-27T00:00:00",
          "2006-02-28T00:00:00",
          "2006-03-01T00:00:00",
          "2006-03-02T00:00:00",
          "2006-03-03T00:00:00",
          "2006-03-06T00:00:00",
          "2006-03-07T00:00:00",
          "2006-03-08T00:00:00",
          "2006-03-09T00:00:00",
          "2006-03-10T00:00:00",
          "2006-03-13T00:00:00",
          "2006-03-14T00:00:00",
          "2006-03-15T00:00:00",
          "2006-03-16T00:00:00",
          "2006-03-17T00:00:00",
          "2006-03-20T00:00:00",
          "2006-03-21T00:00:00",
          "2006-03-22T00:00:00",
          "2006-03-23T00:00:00",
          "2006-03-24T00:00:00",
          "2006-03-27T00:00:00",
          "2006-03-28T00:00:00",
          "2006-03-29T00:00:00",
          "2006-03-30T00:00:00",
          "2006-03-31T00:00:00",
          "2006-04-03T00:00:00",
          "2006-04-04T00:00:00",
          "2006-04-05T00:00:00",
          "2006-04-06T00:00:00",
          "2006-04-07T00:00:00",
          "2006-04-10T00:00:00",
          "2006-04-11T00:00:00",
          "2006-04-12T00:00:00",
          "2006-04-13T00:00:00",
          "2006-04-17T00:00:00",
          "2006-04-18T00:00:00",
          "2006-04-19T00:00:00",
          "2006-04-20T00:00:00",
          "2006-04-21T00:00:00",
          "2006-04-24T00:00:00",
          "2006-04-25T00:00:00",
          "2006-04-26T00:00:00",
          "2006-04-27T00:00:00",
          "2006-04-28T00:00:00",
          "2006-05-01T00:00:00",
          "2006-05-02T00:00:00",
          "2006-05-03T00:00:00",
          "2006-05-04T00:00:00",
          "2006-05-05T00:00:00",
          "2006-05-08T00:00:00",
          "2006-05-09T00:00:00",
          "2006-05-10T00:00:00",
          "2006-05-11T00:00:00",
          "2006-05-12T00:00:00",
          "2006-05-15T00:00:00",
          "2006-05-16T00:00:00",
          "2006-05-17T00:00:00",
          "2006-05-18T00:00:00",
          "2006-05-19T00:00:00",
          "2006-05-22T00:00:00",
          "2006-05-23T00:00:00",
          "2006-05-24T00:00:00",
          "2006-05-25T00:00:00",
          "2006-05-26T00:00:00",
          "2006-05-30T00:00:00",
          "2006-05-31T00:00:00",
          "2006-06-01T00:00:00",
          "2006-06-02T00:00:00",
          "2006-06-05T00:00:00",
          "2006-06-06T00:00:00",
          "2006-06-07T00:00:00",
          "2006-06-08T00:00:00",
          "2006-06-09T00:00:00",
          "2006-06-12T00:00:00",
          "2006-06-13T00:00:00",
          "2006-06-14T00:00:00",
          "2006-06-15T00:00:00",
          "2006-06-16T00:00:00",
          "2006-06-19T00:00:00",
          "2006-06-20T00:00:00",
          "2006-06-21T00:00:00",
          "2006-06-22T00:00:00",
          "2006-06-23T00:00:00",
          "2006-06-26T00:00:00",
          "2006-06-27T00:00:00",
          "2006-06-28T00:00:00",
          "2006-06-29T00:00:00",
          "2006-06-30T00:00:00",
          "2006-07-03T00:00:00",
          "2006-07-05T00:00:00",
          "2006-07-06T00:00:00",
          "2006-07-07T00:00:00",
          "2006-07-10T00:00:00",
          "2006-07-11T00:00:00",
          "2006-07-12T00:00:00",
          "2006-07-13T00:00:00",
          "2006-07-14T00:00:00",
          "2006-07-17T00:00:00",
          "2006-07-18T00:00:00",
          "2006-07-19T00:00:00",
          "2006-07-20T00:00:00",
          "2006-07-21T00:00:00",
          "2006-07-24T00:00:00",
          "2006-07-25T00:00:00",
          "2006-07-26T00:00:00",
          "2006-07-27T00:00:00",
          "2006-07-28T00:00:00",
          "2006-07-31T00:00:00",
          "2006-08-01T00:00:00",
          "2006-08-02T00:00:00",
          "2006-08-03T00:00:00",
          "2006-08-04T00:00:00",
          "2006-08-07T00:00:00",
          "2006-08-08T00:00:00",
          "2006-08-09T00:00:00",
          "2006-08-10T00:00:00",
          "2006-08-11T00:00:00",
          "2006-08-14T00:00:00",
          "2006-08-15T00:00:00",
          "2006-08-16T00:00:00",
          "2006-08-17T00:00:00",
          "2006-08-18T00:00:00",
          "2006-08-21T00:00:00",
          "2006-08-22T00:00:00",
          "2006-08-23T00:00:00",
          "2006-08-24T00:00:00",
          "2006-08-25T00:00:00",
          "2006-08-28T00:00:00",
          "2006-08-29T00:00:00",
          "2006-08-30T00:00:00",
          "2006-08-31T00:00:00",
          "2006-09-01T00:00:00",
          "2006-09-05T00:00:00",
          "2006-09-06T00:00:00",
          "2006-09-07T00:00:00",
          "2006-09-08T00:00:00",
          "2006-09-11T00:00:00",
          "2006-09-12T00:00:00",
          "2006-09-13T00:00:00",
          "2006-09-14T00:00:00",
          "2006-09-15T00:00:00",
          "2006-09-18T00:00:00",
          "2006-09-19T00:00:00",
          "2006-09-20T00:00:00",
          "2006-09-21T00:00:00",
          "2006-09-22T00:00:00",
          "2006-09-25T00:00:00",
          "2006-09-26T00:00:00",
          "2006-09-27T00:00:00",
          "2006-09-28T00:00:00",
          "2006-09-29T00:00:00",
          "2006-10-02T00:00:00",
          "2006-10-03T00:00:00",
          "2006-10-04T00:00:00",
          "2006-10-05T00:00:00",
          "2006-10-06T00:00:00",
          "2006-10-09T00:00:00",
          "2006-10-10T00:00:00",
          "2006-10-11T00:00:00",
          "2006-10-12T00:00:00",
          "2006-10-13T00:00:00",
          "2006-10-16T00:00:00",
          "2006-10-17T00:00:00",
          "2006-10-18T00:00:00",
          "2006-10-19T00:00:00",
          "2006-10-20T00:00:00",
          "2006-10-23T00:00:00",
          "2006-10-24T00:00:00",
          "2006-10-25T00:00:00",
          "2006-10-26T00:00:00",
          "2006-10-27T00:00:00",
          "2006-10-30T00:00:00",
          "2006-10-31T00:00:00",
          "2006-11-01T00:00:00",
          "2006-11-02T00:00:00",
          "2006-11-03T00:00:00",
          "2006-11-06T00:00:00",
          "2006-11-07T00:00:00",
          "2006-11-08T00:00:00",
          "2006-11-09T00:00:00",
          "2006-11-10T00:00:00",
          "2006-11-13T00:00:00",
          "2006-11-14T00:00:00",
          "2006-11-15T00:00:00",
          "2006-11-16T00:00:00",
          "2006-11-17T00:00:00",
          "2006-11-20T00:00:00",
          "2006-11-21T00:00:00",
          "2006-11-22T00:00:00",
          "2006-11-24T00:00:00",
          "2006-11-27T00:00:00",
          "2006-11-28T00:00:00",
          "2006-11-29T00:00:00",
          "2006-11-30T00:00:00",
          "2006-12-01T00:00:00",
          "2006-12-04T00:00:00",
          "2006-12-05T00:00:00",
          "2006-12-06T00:00:00",
          "2006-12-07T00:00:00",
          "2006-12-08T00:00:00",
          "2006-12-11T00:00:00",
          "2006-12-12T00:00:00",
          "2006-12-13T00:00:00",
          "2006-12-14T00:00:00",
          "2006-12-15T00:00:00",
          "2006-12-18T00:00:00",
          "2006-12-19T00:00:00",
          "2006-12-20T00:00:00",
          "2006-12-21T00:00:00",
          "2006-12-22T00:00:00",
          "2006-12-26T00:00:00",
          "2006-12-27T00:00:00",
          "2006-12-28T00:00:00",
          "2006-12-29T00:00:00",
          "2007-01-03T00:00:00",
          "2007-01-04T00:00:00",
          "2007-01-05T00:00:00",
          "2007-01-08T00:00:00",
          "2007-01-09T00:00:00",
          "2007-01-10T00:00:00",
          "2007-01-11T00:00:00",
          "2007-01-12T00:00:00",
          "2007-01-16T00:00:00",
          "2007-01-17T00:00:00",
          "2007-01-18T00:00:00",
          "2007-01-19T00:00:00",
          "2007-01-22T00:00:00",
          "2007-01-23T00:00:00",
          "2007-01-24T00:00:00",
          "2007-01-25T00:00:00",
          "2007-01-26T00:00:00",
          "2007-01-29T00:00:00",
          "2007-01-30T00:00:00",
          "2007-01-31T00:00:00",
          "2007-02-01T00:00:00",
          "2007-02-02T00:00:00",
          "2007-02-05T00:00:00",
          "2007-02-06T00:00:00",
          "2007-02-07T00:00:00",
          "2007-02-08T00:00:00",
          "2007-02-09T00:00:00",
          "2007-02-12T00:00:00",
          "2007-02-13T00:00:00",
          "2007-02-14T00:00:00",
          "2007-02-15T00:00:00",
          "2007-02-16T00:00:00",
          "2007-02-20T00:00:00",
          "2007-02-21T00:00:00",
          "2007-02-22T00:00:00",
          "2007-02-23T00:00:00",
          "2007-02-26T00:00:00",
          "2007-02-27T00:00:00",
          "2007-02-28T00:00:00",
          "2007-03-01T00:00:00",
          "2007-03-02T00:00:00",
          "2007-03-05T00:00:00",
          "2007-03-06T00:00:00",
          "2007-03-07T00:00:00",
          "2007-03-08T00:00:00",
          "2007-03-09T00:00:00",
          "2007-03-12T00:00:00",
          "2007-03-13T00:00:00",
          "2007-03-14T00:00:00",
          "2007-03-15T00:00:00",
          "2007-03-16T00:00:00",
          "2007-03-19T00:00:00",
          "2007-03-20T00:00:00",
          "2007-03-21T00:00:00",
          "2007-03-22T00:00:00",
          "2007-03-23T00:00:00",
          "2007-03-26T00:00:00",
          "2007-03-27T00:00:00",
          "2007-03-28T00:00:00",
          "2007-03-29T00:00:00",
          "2007-03-30T00:00:00",
          "2007-04-02T00:00:00",
          "2007-04-03T00:00:00",
          "2007-04-04T00:00:00",
          "2007-04-05T00:00:00",
          "2007-04-09T00:00:00",
          "2007-04-10T00:00:00",
          "2007-04-11T00:00:00",
          "2007-04-12T00:00:00",
          "2007-04-13T00:00:00",
          "2007-04-16T00:00:00",
          "2007-04-17T00:00:00",
          "2007-04-18T00:00:00",
          "2007-04-19T00:00:00",
          "2007-04-20T00:00:00",
          "2007-04-23T00:00:00",
          "2007-04-24T00:00:00",
          "2007-04-25T00:00:00",
          "2007-04-26T00:00:00",
          "2007-04-27T00:00:00",
          "2007-04-30T00:00:00",
          "2007-05-01T00:00:00",
          "2007-05-02T00:00:00",
          "2007-05-03T00:00:00",
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          "2007-05-08T00:00:00",
          "2007-05-09T00:00:00",
          "2007-05-10T00:00:00",
          "2007-05-11T00:00:00",
          "2007-05-14T00:00:00",
          "2007-05-15T00:00:00",
          "2007-05-16T00:00:00",
          "2007-05-17T00:00:00",
          "2007-05-18T00:00:00",
          "2007-05-21T00:00:00",
          "2007-05-22T00:00:00",
          "2007-05-23T00:00:00",
          "2007-05-24T00:00:00",
          "2007-05-25T00:00:00",
          "2007-05-29T00:00:00",
          "2007-05-30T00:00:00",
          "2007-05-31T00:00:00",
          "2007-06-01T00:00:00",
          "2007-06-04T00:00:00",
          "2007-06-05T00:00:00",
          "2007-06-06T00:00:00",
          "2007-06-07T00:00:00",
          "2007-06-08T00:00:00",
          "2007-06-11T00:00:00",
          "2007-06-12T00:00:00",
          "2007-06-13T00:00:00",
          "2007-06-14T00:00:00",
          "2007-06-15T00:00:00",
          "2007-06-18T00:00:00",
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          "2007-06-20T00:00:00",
          "2007-06-21T00:00:00",
          "2007-06-22T00:00:00",
          "2007-06-25T00:00:00",
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          "2007-06-29T00:00:00",
          "2007-07-02T00:00:00",
          "2007-07-03T00:00:00",
          "2007-07-05T00:00:00",
          "2007-07-06T00:00:00",
          "2007-07-09T00:00:00",
          "2007-07-10T00:00:00",
          "2007-07-11T00:00:00",
          "2007-07-12T00:00:00",
          "2007-07-13T00:00:00",
          "2007-07-16T00:00:00",
          "2007-07-17T00:00:00",
          "2007-07-18T00:00:00",
          "2007-07-19T00:00:00",
          "2007-07-20T00:00:00",
          "2007-07-23T00:00:00",
          "2007-07-24T00:00:00",
          "2007-07-25T00:00:00",
          "2007-07-26T00:00:00",
          "2007-07-27T00:00:00",
          "2007-07-30T00:00:00",
          "2007-07-31T00:00:00",
          "2007-08-01T00:00:00",
          "2007-08-02T00:00:00",
          "2007-08-03T00:00:00",
          "2007-08-06T00:00:00",
          "2007-08-07T00:00:00",
          "2007-08-08T00:00:00",
          "2007-08-09T00:00:00",
          "2007-08-10T00:00:00",
          "2007-08-13T00:00:00",
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          "2007-08-15T00:00:00",
          "2007-08-16T00:00:00",
          "2007-08-17T00:00:00",
          "2007-08-20T00:00:00",
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          "2007-08-22T00:00:00",
          "2007-08-23T00:00:00",
          "2007-08-24T00:00:00",
          "2007-08-27T00:00:00",
          "2007-08-28T00:00:00",
          "2007-08-29T00:00:00",
          "2007-08-30T00:00:00",
          "2007-08-31T00:00:00",
          "2007-09-04T00:00:00",
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          "2007-09-06T00:00:00",
          "2007-09-07T00:00:00",
          "2007-09-10T00:00:00",
          "2007-09-11T00:00:00",
          "2007-09-12T00:00:00",
          "2007-09-13T00:00:00",
          "2007-09-14T00:00:00",
          "2007-09-17T00:00:00",
          "2007-09-18T00:00:00",
          "2007-09-19T00:00:00",
          "2007-09-20T00:00:00",
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          "2007-09-24T00:00:00",
          "2007-09-25T00:00:00",
          "2007-09-26T00:00:00",
          "2007-09-27T00:00:00",
          "2007-09-28T00:00:00",
          "2007-10-01T00:00:00",
          "2007-10-02T00:00:00",
          "2007-10-03T00:00:00",
          "2007-10-04T00:00:00",
          "2007-10-05T00:00:00",
          "2007-10-08T00:00:00",
          "2007-10-09T00:00:00",
          "2007-10-10T00:00:00",
          "2007-10-11T00:00:00",
          "2007-10-12T00:00:00",
          "2007-10-15T00:00:00",
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          "2007-10-17T00:00:00",
          "2007-10-18T00:00:00",
          "2007-10-19T00:00:00",
          "2007-10-22T00:00:00",
          "2007-10-23T00:00:00",
          "2007-10-24T00:00:00",
          "2007-10-25T00:00:00",
          "2007-10-26T00:00:00",
          "2007-10-29T00:00:00",
          "2007-10-30T00:00:00",
          "2007-10-31T00:00:00",
          "2007-11-01T00:00:00",
          "2007-11-02T00:00:00",
          "2007-11-05T00:00:00",
          "2007-11-06T00:00:00",
          "2007-11-07T00:00:00",
          "2007-11-08T00:00:00",
          "2007-11-09T00:00:00",
          "2007-11-12T00:00:00",
          "2007-11-13T00:00:00",
          "2007-11-14T00:00:00",
          "2007-11-15T00:00:00",
          "2007-11-16T00:00:00",
          "2007-11-19T00:00:00",
          "2007-11-20T00:00:00",
          "2007-11-21T00:00:00",
          "2007-11-23T00:00:00",
          "2007-11-26T00:00:00",
          "2007-11-27T00:00:00",
          "2007-11-28T00:00:00",
          "2007-11-29T00:00:00",
          "2007-11-30T00:00:00",
          "2007-12-03T00:00:00",
          "2007-12-04T00:00:00",
          "2007-12-05T00:00:00",
          "2007-12-06T00:00:00",
          "2007-12-07T00:00:00",
          "2007-12-10T00:00:00",
          "2007-12-11T00:00:00",
          "2007-12-12T00:00:00",
          "2007-12-13T00:00:00",
          "2007-12-14T00:00:00",
          "2007-12-17T00:00:00",
          "2007-12-18T00:00:00",
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          "2007-12-20T00:00:00",
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          "2007-12-24T00:00:00",
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          "2007-12-27T00:00:00",
          "2007-12-28T00:00:00",
          "2007-12-31T00:00:00",
          "2008-01-02T00:00:00",
          "2008-01-03T00:00:00",
          "2008-01-04T00:00:00",
          "2008-01-07T00:00:00",
          "2008-01-08T00:00:00",
          "2008-01-09T00:00:00",
          "2008-01-10T00:00:00",
          "2008-01-11T00:00:00",
          "2008-01-14T00:00:00",
          "2008-01-15T00:00:00",
          "2008-01-16T00:00:00",
          "2008-01-17T00:00:00",
          "2008-01-18T00:00:00",
          "2008-01-22T00:00:00",
          "2008-01-23T00:00:00",
          "2008-01-24T00:00:00",
          "2008-01-25T00:00:00",
          "2008-01-28T00:00:00",
          "2008-01-29T00:00:00",
          "2008-01-30T00:00:00",
          "2008-01-31T00:00:00",
          "2008-02-01T00:00:00",
          "2008-02-04T00:00:00",
          "2008-02-05T00:00:00",
          "2008-02-06T00:00:00",
          "2008-02-07T00:00:00",
          "2008-02-08T00:00:00",
          "2008-02-11T00:00:00",
          "2008-02-12T00:00:00",
          "2008-02-13T00:00:00",
          "2008-02-14T00:00:00",
          "2008-02-15T00:00:00",
          "2008-02-19T00:00:00",
          "2008-02-20T00:00:00",
          "2008-02-21T00:00:00",
          "2008-02-22T00:00:00",
          "2008-02-25T00:00:00",
          "2008-02-26T00:00:00",
          "2008-02-27T00:00:00",
          "2008-02-28T00:00:00",
          "2008-02-29T00:00:00",
          "2008-03-03T00:00:00",
          "2008-03-04T00:00:00",
          "2008-03-05T00:00:00",
          "2008-03-06T00:00:00",
          "2008-03-07T00:00:00",
          "2008-03-10T00:00:00",
          "2008-03-11T00:00:00",
          "2008-03-12T00:00:00",
          "2008-03-13T00:00:00",
          "2008-03-14T00:00:00",
          "2008-03-17T00:00:00",
          "2008-03-18T00:00:00",
          "2008-03-19T00:00:00",
          "2008-03-20T00:00:00",
          "2008-03-24T00:00:00",
          "2008-03-25T00:00:00",
          "2008-03-26T00:00:00",
          "2008-03-27T00:00:00",
          "2008-03-28T00:00:00",
          "2008-03-31T00:00:00",
          "2008-04-01T00:00:00",
          "2008-04-02T00:00:00",
          "2008-04-03T00:00:00",
          "2008-04-04T00:00:00",
          "2008-04-07T00:00:00",
          "2008-04-08T00:00:00",
          "2008-04-09T00:00:00",
          "2008-04-10T00:00:00",
          "2008-04-11T00:00:00",
          "2008-04-14T00:00:00",
          "2008-04-15T00:00:00",
          "2008-04-16T00:00:00",
          "2008-04-17T00:00:00",
          "2008-04-18T00:00:00",
          "2008-04-21T00:00:00",
          "2008-04-22T00:00:00",
          "2008-04-23T00:00:00",
          "2008-04-24T00:00:00",
          "2008-04-25T00:00:00",
          "2008-04-28T00:00:00",
          "2008-04-29T00:00:00",
          "2008-04-30T00:00:00",
          "2008-05-01T00:00:00",
          "2008-05-02T00:00:00",
          "2008-05-05T00:00:00",
          "2008-05-06T00:00:00",
          "2008-05-07T00:00:00",
          "2008-05-08T00:00:00",
          "2008-05-09T00:00:00",
          "2008-05-12T00:00:00",
          "2008-05-13T00:00:00",
          "2008-05-14T00:00:00",
          "2008-05-15T00:00:00",
          "2008-05-16T00:00:00",
          "2008-05-19T00:00:00",
          "2008-05-20T00:00:00",
          "2008-05-21T00:00:00",
          "2008-05-22T00:00:00",
          "2008-05-23T00:00:00",
          "2008-05-27T00:00:00",
          "2008-05-28T00:00:00",
          "2008-05-29T00:00:00",
          "2008-05-30T00:00:00",
          "2008-06-02T00:00:00",
          "2008-06-03T00:00:00",
          "2008-06-04T00:00:00",
          "2008-06-05T00:00:00",
          "2008-06-06T00:00:00",
          "2008-06-09T00:00:00",
          "2008-06-10T00:00:00",
          "2008-06-11T00:00:00",
          "2008-06-12T00:00:00",
          "2008-06-13T00:00:00",
          "2008-06-16T00:00:00",
          "2008-06-17T00:00:00",
          "2008-06-18T00:00:00",
          "2008-06-19T00:00:00",
          "2008-06-20T00:00:00",
          "2008-06-23T00:00:00",
          "2008-06-24T00:00:00",
          "2008-06-25T00:00:00",
          "2008-06-26T00:00:00",
          "2008-06-27T00:00:00",
          "2008-06-30T00:00:00",
          "2008-07-01T00:00:00",
          "2008-07-02T00:00:00",
          "2008-07-03T00:00:00",
          "2008-07-07T00:00:00",
          "2008-07-08T00:00:00",
          "2008-07-09T00:00:00",
          "2008-07-10T00:00:00",
          "2008-07-11T00:00:00",
          "2008-07-14T00:00:00",
          "2008-07-15T00:00:00",
          "2008-07-16T00:00:00",
          "2008-07-17T00:00:00",
          "2008-07-18T00:00:00",
          "2008-07-21T00:00:00",
          "2008-07-22T00:00:00",
          "2008-07-23T00:00:00",
          "2008-07-24T00:00:00",
          "2008-07-25T00:00:00",
          "2008-07-28T00:00:00",
          "2008-07-29T00:00:00",
          "2008-07-30T00:00:00",
          "2008-07-31T00:00:00",
          "2008-08-01T00:00:00",
          "2008-08-04T00:00:00",
          "2008-08-05T00:00:00",
          "2008-08-06T00:00:00",
          "2008-08-07T00:00:00",
          "2008-08-08T00:00:00",
          "2008-08-11T00:00:00",
          "2008-08-12T00:00:00",
          "2008-08-13T00:00:00",
          "2008-08-14T00:00:00",
          "2008-08-15T00:00:00",
          "2008-08-18T00:00:00",
          "2008-08-19T00:00:00",
          "2008-08-20T00:00:00",
          "2008-08-21T00:00:00",
          "2008-08-22T00:00:00",
          "2008-08-25T00:00:00",
          "2008-08-26T00:00:00",
          "2008-08-27T00:00:00",
          "2008-08-28T00:00:00",
          "2008-08-29T00:00:00",
          "2008-09-02T00:00:00",
          "2008-09-03T00:00:00",
          "2008-09-04T00:00:00",
          "2008-09-05T00:00:00",
          "2008-09-08T00:00:00",
          "2008-09-09T00:00:00",
          "2008-09-10T00:00:00",
          "2008-09-11T00:00:00",
          "2008-09-12T00:00:00",
          "2008-09-15T00:00:00",
          "2008-09-16T00:00:00",
          "2008-09-17T00:00:00",
          "2008-09-18T00:00:00",
          "2008-09-19T00:00:00",
          "2008-09-22T00:00:00",
          "2008-09-23T00:00:00",
          "2008-09-24T00:00:00",
          "2008-09-25T00:00:00",
          "2008-09-26T00:00:00",
          "2008-09-29T00:00:00",
          "2008-09-30T00:00:00",
          "2008-10-01T00:00:00",
          "2008-10-02T00:00:00",
          "2008-10-03T00:00:00",
          "2008-10-06T00:00:00",
          "2008-10-07T00:00:00",
          "2008-10-08T00:00:00",
          "2008-10-09T00:00:00",
          "2008-10-10T00:00:00",
          "2008-10-13T00:00:00",
          "2008-10-14T00:00:00",
          "2008-10-15T00:00:00",
          "2008-10-16T00:00:00",
          "2008-10-17T00:00:00",
          "2008-10-20T00:00:00",
          "2008-10-21T00:00:00",
          "2008-10-22T00:00:00",
          "2008-10-23T00:00:00",
          "2008-10-24T00:00:00",
          "2008-10-27T00:00:00",
          "2008-10-28T00:00:00",
          "2008-10-29T00:00:00",
          "2008-10-30T00:00:00",
          "2008-10-31T00:00:00",
          "2008-11-03T00:00:00",
          "2008-11-04T00:00:00",
          "2008-11-05T00:00:00",
          "2008-11-06T00:00:00",
          "2008-11-07T00:00:00",
          "2008-11-10T00:00:00",
          "2008-11-11T00:00:00",
          "2008-11-12T00:00:00",
          "2008-11-13T00:00:00",
          "2008-11-14T00:00:00",
          "2008-11-17T00:00:00",
          "2008-11-18T00:00:00",
          "2008-11-19T00:00:00",
          "2008-11-20T00:00:00",
          "2008-11-21T00:00:00",
          "2008-11-24T00:00:00",
          "2008-11-25T00:00:00",
          "2008-11-26T00:00:00",
          "2008-11-28T00:00:00",
          "2008-12-01T00:00:00",
          "2008-12-02T00:00:00",
          "2008-12-03T00:00:00",
          "2008-12-04T00:00:00",
          "2008-12-05T00:00:00",
          "2008-12-08T00:00:00",
          "2008-12-09T00:00:00",
          "2008-12-10T00:00:00",
          "2008-12-11T00:00:00",
          "2008-12-12T00:00:00",
          "2008-12-15T00:00:00",
          "2008-12-16T00:00:00",
          "2008-12-17T00:00:00",
          "2008-12-18T00:00:00",
          "2008-12-19T00:00:00",
          "2008-12-22T00:00:00",
          "2008-12-23T00:00:00",
          "2008-12-24T00:00:00",
          "2008-12-26T00:00:00",
          "2008-12-29T00:00:00",
          "2008-12-30T00:00:00",
          "2008-12-31T00:00:00",
          "2009-01-02T00:00:00",
          "2009-01-05T00:00:00",
          "2009-01-06T00:00:00",
          "2009-01-07T00:00:00",
          "2009-01-08T00:00:00",
          "2009-01-09T00:00:00",
          "2009-01-12T00:00:00",
          "2009-01-13T00:00:00",
          "2009-01-14T00:00:00",
          "2009-01-15T00:00:00",
          "2009-01-16T00:00:00",
          "2009-01-20T00:00:00",
          "2009-01-21T00:00:00",
          "2009-01-22T00:00:00",
          "2009-01-23T00:00:00",
          "2009-01-26T00:00:00",
          "2009-01-27T00:00:00",
          "2009-01-28T00:00:00",
          "2009-01-29T00:00:00",
          "2009-01-30T00:00:00",
          "2009-02-02T00:00:00",
          "2009-02-03T00:00:00",
          "2009-02-04T00:00:00",
          "2009-02-05T00:00:00",
          "2009-02-06T00:00:00",
          "2009-02-09T00:00:00",
          "2009-02-10T00:00:00",
          "2009-02-11T00:00:00",
          "2009-02-12T00:00:00",
          "2009-02-13T00:00:00",
          "2009-02-17T00:00:00",
          "2009-02-18T00:00:00",
          "2009-02-19T00:00:00",
          "2009-02-20T00:00:00",
          "2009-02-23T00:00:00",
          "2009-02-24T00:00:00",
          "2009-02-25T00:00:00",
          "2009-02-26T00:00:00",
          "2009-02-27T00:00:00",
          "2009-03-02T00:00:00",
          "2009-03-03T00:00:00",
          "2009-03-04T00:00:00",
          "2009-03-05T00:00:00",
          "2009-03-06T00:00:00",
          "2009-03-09T00:00:00",
          "2009-03-10T00:00:00",
          "2009-03-11T00:00:00",
          "2009-03-12T00:00:00",
          "2009-03-13T00:00:00",
          "2009-03-16T00:00:00",
          "2009-03-17T00:00:00",
          "2009-03-18T00:00:00",
          "2009-03-19T00:00:00",
          "2009-03-20T00:00:00",
          "2009-03-23T00:00:00",
          "2009-03-24T00:00:00",
          "2009-03-25T00:00:00",
          "2009-03-26T00:00:00",
          "2009-03-27T00:00:00",
          "2009-03-30T00:00:00",
          "2009-03-31T00:00:00",
          "2009-04-01T00:00:00",
          "2009-04-02T00:00:00",
          "2009-04-03T00:00:00",
          "2009-04-06T00:00:00",
          "2009-04-07T00:00:00",
          "2009-04-08T00:00:00",
          "2009-04-09T00:00:00",
          "2009-04-13T00:00:00",
          "2009-04-14T00:00:00",
          "2009-04-15T00:00:00",
          "2009-04-16T00:00:00",
          "2009-04-17T00:00:00",
          "2009-04-20T00:00:00",
          "2009-04-21T00:00:00",
          "2009-04-22T00:00:00",
          "2009-04-23T00:00:00",
          "2009-04-24T00:00:00",
          "2009-04-27T00:00:00",
          "2009-04-28T00:00:00",
          "2009-04-29T00:00:00",
          "2009-04-30T00:00:00",
          "2009-05-01T00:00:00",
          "2009-05-04T00:00:00",
          "2009-05-05T00:00:00",
          "2009-05-06T00:00:00",
          "2009-05-07T00:00:00",
          "2009-05-08T00:00:00",
          "2009-05-11T00:00:00",
          "2009-05-12T00:00:00",
          "2009-05-13T00:00:00",
          "2009-05-14T00:00:00",
          "2009-05-15T00:00:00",
          "2009-05-18T00:00:00",
          "2009-05-19T00:00:00",
          "2009-05-20T00:00:00",
          "2009-05-21T00:00:00",
          "2009-05-22T00:00:00",
          "2009-05-26T00:00:00",
          "2009-05-27T00:00:00",
          "2009-05-28T00:00:00",
          "2009-05-29T00:00:00",
          "2009-06-01T00:00:00",
          "2009-06-02T00:00:00",
          "2009-06-03T00:00:00",
          "2009-06-04T00:00:00",
          "2009-06-05T00:00:00",
          "2009-06-08T00:00:00",
          "2009-06-09T00:00:00",
          "2009-06-10T00:00:00",
          "2009-06-11T00:00:00",
          "2009-06-12T00:00:00",
          "2009-06-15T00:00:00",
          "2009-06-16T00:00:00",
          "2009-06-17T00:00:00",
          "2009-06-18T00:00:00",
          "2009-06-19T00:00:00",
          "2009-06-22T00:00:00",
          "2009-06-23T00:00:00",
          "2009-06-24T00:00:00",
          "2009-06-25T00:00:00",
          "2009-06-26T00:00:00",
          "2009-06-29T00:00:00",
          "2009-06-30T00:00:00",
          "2009-07-01T00:00:00",
          "2009-07-02T00:00:00",
          "2009-07-06T00:00:00",
          "2009-07-07T00:00:00",
          "2009-07-08T00:00:00",
          "2009-07-09T00:00:00",
          "2009-07-10T00:00:00",
          "2009-07-13T00:00:00",
          "2009-07-14T00:00:00",
          "2009-07-15T00:00:00",
          "2009-07-16T00:00:00",
          "2009-07-17T00:00:00",
          "2009-07-20T00:00:00",
          "2009-07-21T00:00:00",
          "2009-07-22T00:00:00",
          "2009-07-23T00:00:00",
          "2009-07-24T00:00:00",
          "2009-07-27T00:00:00",
          "2009-07-28T00:00:00",
          "2009-07-29T00:00:00",
          "2009-07-30T00:00:00",
          "2009-07-31T00:00:00",
          "2009-08-03T00:00:00",
          "2009-08-04T00:00:00",
          "2009-08-05T00:00:00",
          "2009-08-06T00:00:00",
          "2009-08-07T00:00:00",
          "2009-08-10T00:00:00",
          "2009-08-11T00:00:00",
          "2009-08-12T00:00:00",
          "2009-08-13T00:00:00",
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          "2009-10-01T00:00:00",
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          "2009-10-05T00:00:00",
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          "2009-10-09T00:00:00",
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          "2009-10-14T00:00:00",
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          "2009-10-29T00:00:00",
          "2009-10-30T00:00:00",
          "2009-11-02T00:00:00",
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          "2009-11-04T00:00:00",
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          "2009-11-09T00:00:00",
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          "2009-11-11T00:00:00",
          "2009-11-12T00:00:00",
          "2009-11-13T00:00:00",
          "2009-11-16T00:00:00",
          "2009-11-17T00:00:00",
          "2009-11-18T00:00:00",
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          "2009-11-20T00:00:00",
          "2009-11-23T00:00:00",
          "2009-11-24T00:00:00",
          "2009-11-25T00:00:00",
          "2009-11-27T00:00:00",
          "2009-11-30T00:00:00",
          "2009-12-01T00:00:00",
          "2009-12-02T00:00:00",
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          "2009-12-08T00:00:00",
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          "2010-01-04T00:00:00",
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          "2010-01-11T00:00:00",
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          "2010-01-14T00:00:00",
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          "2010-01-25T00:00:00",
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          "2010-01-27T00:00:00",
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          "2010-01-29T00:00:00",
          "2010-02-01T00:00:00",
          "2010-02-02T00:00:00",
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          "2010-02-09T00:00:00",
          "2010-02-10T00:00:00",
          "2010-02-11T00:00:00",
          "2010-02-12T00:00:00",
          "2010-02-16T00:00:00",
          "2010-02-17T00:00:00",
          "2010-02-18T00:00:00",
          "2010-02-19T00:00:00",
          "2010-02-22T00:00:00",
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          "2010-02-24T00:00:00",
          "2010-02-25T00:00:00",
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          "2010-03-01T00:00:00",
          "2010-03-02T00:00:00",
          "2010-03-03T00:00:00",
          "2010-03-04T00:00:00",
          "2010-03-05T00:00:00",
          "2010-03-08T00:00:00",
          "2010-03-09T00:00:00",
          "2010-03-10T00:00:00",
          "2010-03-11T00:00:00",
          "2010-03-12T00:00:00",
          "2010-03-15T00:00:00",
          "2010-03-16T00:00:00",
          "2010-03-17T00:00:00",
          "2010-03-18T00:00:00",
          "2010-03-19T00:00:00",
          "2010-03-22T00:00:00",
          "2010-03-23T00:00:00",
          "2010-03-24T00:00:00",
          "2010-03-25T00:00:00",
          "2010-03-26T00:00:00",
          "2010-03-29T00:00:00",
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          "2010-03-31T00:00:00",
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          "2010-04-07T00:00:00",
          "2010-04-08T00:00:00",
          "2010-04-09T00:00:00",
          "2010-04-12T00:00:00",
          "2010-04-13T00:00:00",
          "2010-04-14T00:00:00",
          "2010-04-15T00:00:00",
          "2010-04-16T00:00:00",
          "2010-04-19T00:00:00",
          "2010-04-20T00:00:00",
          "2010-04-21T00:00:00",
          "2010-04-22T00:00:00",
          "2010-04-23T00:00:00",
          "2010-04-26T00:00:00",
          "2010-04-27T00:00:00",
          "2010-04-28T00:00:00",
          "2010-04-29T00:00:00",
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          "2010-05-03T00:00:00",
          "2010-05-04T00:00:00",
          "2010-05-05T00:00:00",
          "2010-05-06T00:00:00",
          "2010-05-07T00:00:00",
          "2010-05-10T00:00:00",
          "2010-05-11T00:00:00",
          "2010-05-12T00:00:00",
          "2010-05-13T00:00:00",
          "2010-05-14T00:00:00",
          "2010-05-17T00:00:00",
          "2010-05-18T00:00:00",
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          "2010-05-20T00:00:00",
          "2010-05-21T00:00:00",
          "2010-05-24T00:00:00",
          "2010-05-25T00:00:00",
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          "2010-05-27T00:00:00",
          "2010-05-28T00:00:00",
          "2010-06-01T00:00:00",
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          "2010-06-03T00:00:00",
          "2010-06-04T00:00:00",
          "2010-06-07T00:00:00",
          "2010-06-08T00:00:00",
          "2010-06-09T00:00:00",
          "2010-06-10T00:00:00",
          "2010-06-11T00:00:00",
          "2010-06-14T00:00:00",
          "2010-06-15T00:00:00",
          "2010-06-16T00:00:00",
          "2010-06-17T00:00:00",
          "2010-06-18T00:00:00",
          "2010-06-21T00:00:00",
          "2010-06-22T00:00:00",
          "2010-06-23T00:00:00",
          "2010-06-24T00:00:00",
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          "2010-06-29T00:00:00",
          "2010-06-30T00:00:00",
          "2010-07-01T00:00:00",
          "2010-07-02T00:00:00",
          "2010-07-06T00:00:00",
          "2010-07-07T00:00:00",
          "2010-07-08T00:00:00",
          "2010-07-09T00:00:00",
          "2010-07-12T00:00:00",
          "2010-07-13T00:00:00",
          "2010-07-14T00:00:00",
          "2010-07-15T00:00:00",
          "2010-07-16T00:00:00",
          "2010-07-19T00:00:00",
          "2010-07-20T00:00:00",
          "2010-07-21T00:00:00",
          "2010-07-22T00:00:00",
          "2010-07-23T00:00:00",
          "2010-07-26T00:00:00",
          "2010-07-27T00:00:00",
          "2010-07-28T00:00:00",
          "2010-07-29T00:00:00",
          "2010-07-30T00:00:00",
          "2010-08-02T00:00:00",
          "2010-08-03T00:00:00",
          "2010-08-04T00:00:00",
          "2010-08-05T00:00:00",
          "2010-08-06T00:00:00",
          "2010-08-09T00:00:00",
          "2010-08-10T00:00:00",
          "2010-08-11T00:00:00",
          "2010-08-12T00:00:00",
          "2010-08-13T00:00:00",
          "2010-08-16T00:00:00",
          "2010-08-17T00:00:00",
          "2010-08-18T00:00:00",
          "2010-08-19T00:00:00",
          "2010-08-20T00:00:00",
          "2010-08-23T00:00:00",
          "2010-08-24T00:00:00",
          "2010-08-25T00:00:00",
          "2010-08-26T00:00:00",
          "2010-08-27T00:00:00",
          "2010-08-30T00:00:00",
          "2010-08-31T00:00:00",
          "2010-09-01T00:00:00",
          "2010-09-02T00:00:00",
          "2010-09-03T00:00:00",
          "2010-09-07T00:00:00",
          "2010-09-08T00:00:00",
          "2010-09-09T00:00:00",
          "2010-09-10T00:00:00",
          "2010-09-13T00:00:00",
          "2010-09-14T00:00:00",
          "2010-09-15T00:00:00",
          "2010-09-16T00:00:00",
          "2010-09-17T00:00:00",
          "2010-09-20T00:00:00",
          "2010-09-21T00:00:00",
          "2010-09-22T00:00:00",
          "2010-09-23T00:00:00",
          "2010-09-24T00:00:00",
          "2010-09-27T00:00:00",
          "2010-09-28T00:00:00",
          "2010-09-29T00:00:00",
          "2010-09-30T00:00:00",
          "2010-10-01T00:00:00",
          "2010-10-04T00:00:00",
          "2010-10-05T00:00:00",
          "2010-10-06T00:00:00",
          "2010-10-07T00:00:00",
          "2010-10-08T00:00:00",
          "2010-10-11T00:00:00",
          "2010-10-12T00:00:00",
          "2010-10-13T00:00:00",
          "2010-10-14T00:00:00",
          "2010-10-15T00:00:00",
          "2010-10-18T00:00:00",
          "2010-10-19T00:00:00",
          "2010-10-20T00:00:00",
          "2010-10-21T00:00:00",
          "2010-10-22T00:00:00",
          "2010-10-25T00:00:00",
          "2010-10-26T00:00:00",
          "2010-10-27T00:00:00",
          "2010-10-28T00:00:00",
          "2010-10-29T00:00:00",
          "2010-11-01T00:00:00",
          "2010-11-02T00:00:00",
          "2010-11-03T00:00:00",
          "2010-11-04T00:00:00",
          "2010-11-05T00:00:00",
          "2010-11-08T00:00:00",
          "2010-11-09T00:00:00",
          "2010-11-10T00:00:00",
          "2010-11-11T00:00:00",
          "2010-11-12T00:00:00",
          "2010-11-15T00:00:00",
          "2010-11-16T00:00:00",
          "2010-11-17T00:00:00",
          "2010-11-18T00:00:00",
          "2010-11-19T00:00:00",
          "2010-11-22T00:00:00",
          "2010-11-23T00:00:00",
          "2010-11-24T00:00:00",
          "2010-11-26T00:00:00",
          "2010-11-29T00:00:00",
          "2010-11-30T00:00:00",
          "2010-12-01T00:00:00",
          "2010-12-02T00:00:00",
          "2010-12-03T00:00:00",
          "2010-12-06T00:00:00",
          "2010-12-07T00:00:00",
          "2010-12-08T00:00:00",
          "2010-12-09T00:00:00",
          "2010-12-10T00:00:00",
          "2010-12-13T00:00:00",
          "2010-12-14T00:00:00",
          "2010-12-15T00:00:00",
          "2010-12-16T00:00:00",
          "2010-12-17T00:00:00",
          "2010-12-20T00:00:00",
          "2010-12-21T00:00:00",
          "2010-12-22T00:00:00",
          "2010-12-23T00:00:00",
          "2010-12-27T00:00:00",
          "2010-12-28T00:00:00",
          "2010-12-29T00:00:00",
          "2010-12-30T00:00:00",
          "2010-12-31T00:00:00",
          "2011-01-03T00:00:00",
          "2011-01-04T00:00:00",
          "2011-01-05T00:00:00",
          "2011-01-06T00:00:00",
          "2011-01-07T00:00:00",
          "2011-01-10T00:00:00",
          "2011-01-11T00:00:00",
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          "2011-01-25T00:00:00",
          "2011-01-26T00:00:00",
          "2011-01-27T00:00:00",
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          "2011-02-01T00:00:00",
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          "2011-02-07T00:00:00",
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          "2011-02-09T00:00:00",
          "2011-02-10T00:00:00",
          "2011-02-11T00:00:00",
          "2011-02-14T00:00:00",
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          "2011-02-16T00:00:00",
          "2011-02-17T00:00:00",
          "2011-02-18T00:00:00",
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          "2011-02-23T00:00:00",
          "2011-02-24T00:00:00",
          "2011-02-25T00:00:00",
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          "2011-03-01T00:00:00",
          "2011-03-02T00:00:00",
          "2011-03-03T00:00:00",
          "2011-03-04T00:00:00",
          "2011-03-07T00:00:00",
          "2011-03-08T00:00:00",
          "2011-03-09T00:00:00",
          "2011-03-10T00:00:00",
          "2011-03-11T00:00:00",
          "2011-03-14T00:00:00",
          "2011-03-15T00:00:00",
          "2011-03-16T00:00:00",
          "2011-03-17T00:00:00",
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          "2011-03-21T00:00:00",
          "2011-03-22T00:00:00",
          "2011-03-23T00:00:00",
          "2011-03-24T00:00:00",
          "2011-03-25T00:00:00",
          "2011-03-28T00:00:00",
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          "2011-04-13T00:00:00",
          "2011-04-14T00:00:00",
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          "2011-04-18T00:00:00",
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          "2011-04-21T00:00:00",
          "2011-04-25T00:00:00",
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          "2011-04-29T00:00:00",
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          "2011-05-04T00:00:00",
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          "2011-05-09T00:00:00",
          "2011-05-10T00:00:00",
          "2011-05-11T00:00:00",
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          "2011-05-18T00:00:00",
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          "2011-05-25T00:00:00",
          "2011-05-26T00:00:00",
          "2011-05-27T00:00:00",
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          "2011-06-01T00:00:00",
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          "2011-06-13T00:00:00",
          "2011-06-14T00:00:00",
          "2011-06-15T00:00:00",
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          "2011-07-01T00:00:00",
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          "2011-07-06T00:00:00",
          "2011-07-07T00:00:00",
          "2011-07-08T00:00:00",
          "2011-07-11T00:00:00",
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          "2011-07-13T00:00:00",
          "2011-07-14T00:00:00",
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          "2011-08-01T00:00:00",
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          "2011-08-10T00:00:00",
          "2011-08-11T00:00:00",
          "2011-08-12T00:00:00",
          "2011-08-15T00:00:00",
          "2011-08-16T00:00:00",
          "2011-08-17T00:00:00",
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          "2013-07-25T00:00:00",
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          "2013-08-09T00:00:00",
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          "2013-08-27T00:00:00",
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          "2013-10-23T00:00:00",
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          "2013-10-25T00:00:00",
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          "2013-11-14T00:00:00",
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          "2014-05-08T00:00:00",
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          "2014-05-22T00:00:00",
          "2014-05-23T00:00:00",
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          "2014-05-29T00:00:00",
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          "2014-06-10T00:00:00",
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          "2014-07-14T00:00:00",
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          "2014-07-16T00:00:00",
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          "2014-07-23T00:00:00",
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          "2014-08-08T00:00:00",
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          "2014-08-14T00:00:00",
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          "2014-08-21T00:00:00",
          "2014-08-22T00:00:00",
          "2014-08-25T00:00:00",
          "2014-08-26T00:00:00",
          "2014-08-27T00:00:00",
          "2014-08-28T00:00:00",
          "2014-08-29T00:00:00",
          "2014-09-02T00:00:00",
          "2014-09-03T00:00:00",
          "2014-09-04T00:00:00",
          "2014-09-05T00:00:00",
          "2014-09-08T00:00:00",
          "2014-09-09T00:00:00",
          "2014-09-10T00:00:00",
          "2014-09-11T00:00:00",
          "2014-09-12T00:00:00",
          "2014-09-15T00:00:00",
          "2014-09-16T00:00:00",
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          "2014-09-19T00:00:00",
          "2014-09-22T00:00:00",
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          "2014-09-25T00:00:00",
          "2014-09-26T00:00:00",
          "2014-09-29T00:00:00",
          "2014-09-30T00:00:00",
          "2014-10-01T00:00:00",
          "2014-10-02T00:00:00",
          "2014-10-03T00:00:00",
          "2014-10-06T00:00:00",
          "2014-10-07T00:00:00",
          "2014-10-08T00:00:00",
          "2014-10-09T00:00:00",
          "2014-10-10T00:00:00",
          "2014-10-13T00:00:00",
          "2014-10-14T00:00:00",
          "2014-10-15T00:00:00",
          "2014-10-16T00:00:00",
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          "2014-10-21T00:00:00",
          "2014-10-22T00:00:00",
          "2014-10-23T00:00:00",
          "2014-10-24T00:00:00",
          "2014-10-27T00:00:00",
          "2014-10-28T00:00:00",
          "2014-10-29T00:00:00",
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          "2014-11-13T00:00:00",
          "2014-11-14T00:00:00",
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          "2014-11-24T00:00:00",
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          "2014-12-03T00:00:00",
          "2014-12-04T00:00:00",
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          "2014-12-08T00:00:00",
          "2014-12-09T00:00:00",
          "2014-12-10T00:00:00",
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          "2014-12-16T00:00:00",
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          "2014-12-18T00:00:00",
          "2014-12-19T00:00:00",
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          "2015-01-02T00:00:00",
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           "bgcolor": "#E5ECF6",
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            "linecolor": "white",
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          "title": {
           "x": 0.05
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          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
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           "zerolinewidth": 2
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          "yaxis": {
           "automargin": true,
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           "title": {
            "standoff": 15
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        },
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     },
     "metadata": {},
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   ],
   "source": [
    "# ploting entire data close data frame\n",
    "fig = px.line(df, x=df.index\n",
    ", y=\"Close\", title='Unilever stock price')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8594"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new data frame wih only close column\n",
    "data= df[['Close']]\n",
    "# Convert data to numpy array\n",
    "dataset= data.values\n",
    "dataset\n",
    "# Get the number of rows to train the model on (80% train|20% val)\n",
    "training_data_len= math.ceil(len(dataset)*.8)\n",
    "training_data_len"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def windowed_dataset(series, window_size, batch_size, shuffle_buffer):\n",
    "    \"\"\"Function to make windowing data set from an array\n",
    "    window_size: range between X and y data (int) \n",
    "    batch_size: size of batch (int)\n",
    "    shuffle_buffer: the number of elements from this dataset from which the new dataset will sample (int)     \n",
    "    \"\"\"\n",
    "    #series = tf.expand_dims(series, axis=-1)\n",
    "    ds = tf.data.Dataset.from_tensor_slices(series)\n",
    "    ds = ds.window(window_size + 1, shift=1, drop_remainder=True)\n",
    "    ds = ds.flat_map(lambda w: w.batch(window_size + 1))\n",
    "    ds = ds.shuffle(shuffle_buffer)\n",
    "    ds = ds.map(lambda w: (w[:-1], w[-1:]))\n",
    "\n",
    "    return ds.batch(batch_size).prefetch(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#split data set\n",
    "train = dataset[:training_data_len]\n",
    "valid = dataset[training_data_len-60:]\n",
    "\n",
    "#scalling val and train data\n",
    "scaler = MinMaxScaler(feature_range = (0, 1))\n",
    "train = scaler.fit_transform(train)\n",
    "val= scaler.transform(valid)\n",
    "\n",
    "# windowing dataset\n",
    "window_size=60\n",
    "batch_size=100\n",
    "shuffle_buffer=1000\n",
    "train=windowed_dataset(train, window_size, batch_size, shuffle_buffer)\n",
    "val=windowed_dataset(val, window_size, batch_size, shuffle_buffer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " lstm (LSTM)                 (None, 60, 100)           40800     \n",
      "                                                                 \n",
      " lstm_1 (LSTM)               (None, 100)               80400     \n",
      "                                                                 \n",
      " dense (Dense)               (None, 25)                2525      \n",
      "                                                                 \n",
      " dense_1 (Dense)             (None, 1)                 26        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 123,751\n",
      "Trainable params: 123,751\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = Sequential()\n",
    "#Adding the first LSTM layer and some Dropout regularisation\n",
    "model.add(LSTM(100, return_sequences = True, input_shape = (window_size, 1)))\n",
    "# Adding a second LSTM layer and some Dropout regularisation\n",
    "model.add(LSTM(100, return_sequences = False))\n",
    "model.add(Dense(25))\n",
    "model.add(Dense(1))\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "86/86 [==============================] - 21s 191ms/step - loss: 0.0411 - mae: 0.0411 - val_loss: 0.2840 - val_mae: 0.2840\n",
      "Epoch 2/50\n",
      "86/86 [==============================] - 15s 169ms/step - loss: 0.0256 - mae: 0.0256 - val_loss: 0.0731 - val_mae: 0.0731\n",
      "Epoch 3/50\n",
      "86/86 [==============================] - 15s 170ms/step - loss: 0.0202 - mae: 0.0202 - val_loss: 0.0752 - val_mae: 0.0752\n",
      "Epoch 4/50\n",
      "86/86 [==============================] - 15s 171ms/step - loss: 0.0189 - mae: 0.0189 - val_loss: 0.0158 - val_mae: 0.0158\n",
      "Epoch 5/50\n",
      "86/86 [==============================] - 15s 179ms/step - loss: 0.0183 - mae: 0.0183 - val_loss: 0.0137 - val_mae: 0.0137\n",
      "Epoch 6/50\n",
      "86/86 [==============================] - 15s 176ms/step - loss: 0.0163 - mae: 0.0163 - val_loss: 0.1884 - val_mae: 0.1884\n",
      "Epoch 7/50\n",
      "86/86 [==============================] - 15s 173ms/step - loss: 0.0135 - mae: 0.0135 - val_loss: 0.0566 - val_mae: 0.0566\n",
      "Epoch 8/50\n",
      "86/86 [==============================] - 14s 166ms/step - loss: 0.0099 - mae: 0.0099 - val_loss: 0.0339 - val_mae: 0.0339\n",
      "Epoch 9/50\n",
      "86/86 [==============================] - 15s 172ms/step - loss: 0.0107 - mae: 0.0107 - val_loss: 0.1288 - val_mae: 0.1288\n",
      "Epoch 10/50\n",
      "86/86 [==============================] - 14s 167ms/step - loss: 0.0195 - mae: 0.0195 - val_loss: 0.1447 - val_mae: 0.1447\n",
      "Epoch 11/50\n",
      "86/86 [==============================] - 14s 165ms/step - loss: 0.0108 - mae: 0.0108 - val_loss: 0.0660 - val_mae: 0.0660\n",
      "Epoch 12/50\n",
      "86/86 [==============================] - 15s 170ms/step - loss: 0.0109 - mae: 0.0109 - val_loss: 0.1279 - val_mae: 0.1279\n",
      "Epoch 13/50\n",
      "86/86 [==============================] - 15s 174ms/step - loss: 0.0122 - mae: 0.0122 - val_loss: 0.0249 - val_mae: 0.0249\n",
      "Epoch 14/50\n",
      "86/86 [==============================] - 15s 175ms/step - loss: 0.0136 - mae: 0.0136 - val_loss: 0.0532 - val_mae: 0.0532\n",
      "Epoch 15/50\n",
      "86/86 [==============================] - 15s 174ms/step - loss: 0.0092 - mae: 0.0092 - val_loss: 0.0244 - val_mae: 0.0244\n",
      "Epoch 16/50\n",
      "86/86 [==============================] - 15s 175ms/step - loss: 0.0070 - mae: 0.0070 - val_loss: 0.0152 - val_mae: 0.0152\n",
      "Epoch 17/50\n",
      "86/86 [==============================] - 15s 176ms/step - loss: 0.0087 - mae: 0.0087 - val_loss: 0.0943 - val_mae: 0.0943\n",
      "Epoch 18/50\n",
      "86/86 [==============================] - 15s 173ms/step - loss: 0.0108 - mae: 0.0108 - val_loss: 0.0529 - val_mae: 0.0529\n",
      "Epoch 19/50\n",
      "86/86 [==============================] - 15s 174ms/step - loss: 0.0169 - mae: 0.0169 - val_loss: 0.0324 - val_mae: 0.0324\n",
      "Epoch 20/50\n",
      "86/86 [==============================] - 15s 173ms/step - loss: 0.0079 - mae: 0.0079 - val_loss: 0.0219 - val_mae: 0.0219\n",
      "Epoch 21/50\n",
      "86/86 [==============================] - 15s 174ms/step - loss: 0.0098 - mae: 0.0098 - val_loss: 0.0529 - val_mae: 0.0529\n",
      "Epoch 22/50\n",
      "86/86 [==============================] - 15s 174ms/step - loss: 0.0064 - mae: 0.0064 - val_loss: 0.0707 - val_mae: 0.0707\n",
      "Epoch 23/50\n",
      "86/86 [==============================] - 15s 175ms/step - loss: 0.0118 - mae: 0.0118 - val_loss: 0.0493 - val_mae: 0.0493\n",
      "Epoch 24/50\n",
      "86/86 [==============================] - 15s 176ms/step - loss: 0.0090 - mae: 0.0090 - val_loss: 0.0494 - val_mae: 0.0494\n",
      "Epoch 25/50\n",
      "86/86 [==============================] - 15s 176ms/step - loss: 0.0134 - mae: 0.0134 - val_loss: 0.0806 - val_mae: 0.0806\n",
      "Epoch 26/50\n",
      "86/86 [==============================] - 15s 174ms/step - loss: 0.0081 - mae: 0.0081 - val_loss: 0.0526 - val_mae: 0.0526\n",
      "Epoch 27/50\n",
      "86/86 [==============================] - 15s 173ms/step - loss: 0.0065 - mae: 0.0065 - val_loss: 0.0201 - val_mae: 0.0201\n",
      "Epoch 28/50\n",
      "86/86 [==============================] - 15s 175ms/step - loss: 0.0077 - mae: 0.0077 - val_loss: 0.0160 - val_mae: 0.0160\n",
      "Epoch 29/50\n",
      "86/86 [==============================] - 15s 171ms/step - loss: 0.0052 - mae: 0.0052 - val_loss: 0.0158 - val_mae: 0.0158\n",
      "Epoch 30/50\n",
      "86/86 [==============================] - 15s 172ms/step - loss: 0.0124 - mae: 0.0124 - val_loss: 0.2187 - val_mae: 0.2187\n",
      "Epoch 31/50\n",
      "86/86 [==============================] - 15s 177ms/step - loss: 0.0099 - mae: 0.0099 - val_loss: 0.1064 - val_mae: 0.1064\n",
      "Epoch 32/50\n",
      "86/86 [==============================] - 15s 177ms/step - loss: 0.0094 - mae: 0.0094 - val_loss: 0.0318 - val_mae: 0.0318\n",
      "Epoch 33/50\n",
      "86/86 [==============================] - 16s 180ms/step - loss: 0.0097 - mae: 0.0097 - val_loss: 0.0277 - val_mae: 0.0277\n",
      "Epoch 34/50\n",
      "86/86 [==============================] - 15s 178ms/step - loss: 0.0071 - mae: 0.0071 - val_loss: 0.0172 - val_mae: 0.0172\n",
      "Epoch 35/50\n",
      "86/86 [==============================] - 15s 177ms/step - loss: 0.0070 - mae: 0.0070 - val_loss: 0.0828 - val_mae: 0.0828\n"
     ]
    }
   ],
   "source": [
    "#set optimizer\n",
    "optimizer = tf.keras.optimizers.Adam(learning_rate=1e-02)\n",
    "#set callbacks\n",
    "early_stopping = tf.keras.callbacks.EarlyStopping(monitor='val_loss',\n",
    "                                                  mode='min', patience=30,\n",
    "                                                  restore_best_weights=True)\n",
    "#Compile model\n",
    "model.compile(loss='mean_absolute_error',\n",
    "                optimizer=optimizer,\n",
    "                metrics=[\"mae\"],)\n",
    "#fit model\n",
    "hist=model.fit(train, epochs = 50, batch_size = 32,validation_data=val, callbacks=[early_stopping])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acc = hist.history['mae']\n",
    "val_acc = hist.history['val_mae']\n",
    "loss = hist.history['loss']\n",
    "val_loss = hist.history['val_loss']\n",
    "\n",
    "epochs = range(len(acc))\n",
    "\n",
    "plt.plot(epochs, acc, 'r', label='mae Latihan')\n",
    "plt.plot(epochs, val_acc, 'b', label='mae Validasi')\n",
    "plt.title('mae Latihan dan Validasi')\n",
    "plt.legend(loc=0)\n",
    "plt.figure()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.98554817],\n",
       "       [0.98870955],\n",
       "       [0.97561278],\n",
       "       ...,\n",
       "       [1.33557163],\n",
       "       [1.3272009 ],\n",
       "       [1.35829235]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# scalling validation data\n",
    "scale_valid=scaler.transform(valid)\n",
    "\n",
    "#Create the testing data set\n",
    "X_test = []\n",
    "y_test = scale_valid[60:]\n",
    "for i in range(60,len(scale_valid)):\n",
    "    X_test.append((scale_valid[i-60:i, 0]))\n",
    "y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reshape data\n",
    "X_test= np.array(X_test)\n",
    "X_test= np.reshape(X_test, (X_test.shape[0], X_test.shape[1],1 ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "68/68 [==============================] - 2s 20ms/step\n"
     ]
    }
   ],
   "source": [
    "#predict and inverse scalling\n",
    "predictions = model.predict(X_test)\n",
    "predictions = scaler.inverse_transform(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_6164\\415922418.py:4: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# split train and valid data for visualization\n",
    "train= data[:training_data_len]\n",
    "valid_df= data[training_data_len:]\n",
    "valid_df['Predictions']= predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "plt.title('Model (train+val+prediction)',fontsize=18)\n",
    "plt.xlabel('Date',fontsize=12)\n",
    "plt.ylabel('Close Price USD ($)',fontsize=12)\n",
    "plt.plot(train['Close'])\n",
    "plt.plot(valid_df[['Close','Predictions']])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "plt.title('Model (val+prediction)',fontsize=18)\n",
    "plt.xlabel('Date',fontsize=12)\n",
    "plt.ylabel('Close Price USD ($)',fontsize=12)\n",
    "plt.plot(valid_df[['Close','Predictions']])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "threshold_mae:  Close    5.868769\n",
      "dtype: float64\n",
      "prediction_mae:  0.45671544794263785\n"
     ]
    }
   ],
   "source": [
    "threshold_mae = (data.max() - data.min()) * 10/100\n",
    "from sklearn.metrics import mean_absolute_error as mae\n",
    "pred_mae= mae(data[training_data_len:],predictions)\n",
    "\n",
    "print('threshold_mae: ',threshold_mae)\n",
    "print('prediction_mae: ',pred_mae)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclussion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we achive mae score less than 10 % mae threshold.\n",
    "the threshold was 5.8 with our model only 0.46\n",
    "\n",
    "the model I use was LSTM\n",
    "with Learning rate 1.e-2"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.7 ('bismillah')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "c84daa47bdc769df7a02b72ad43f84e2d7eee85ec958a786182069427c65d3e2"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}