Time Series Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "faf61d6d-4a44-41d7-8404-f214097adf82",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "### Part 3: Time series analysis\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "f3dacaac-be4d-42b4-9a4b-d7b307c1a55a",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "#### Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "a8d37d45-007c-4676-8f68-ae95cf05892d",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [],
   "source": [
    "from csv import reader\n",
    "from pyspark.sql import Row \n",
    "from pyspark.sql import SparkSession\n",
    "from pyspark.sql.types import *\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sb\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import os\n",
    "import statsmodels.api as sm\n",
    "os.environ[\"PYSPARK_PYTHON\"] = \"python3\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "b0a8845f-7cb3-4a77-926a-423c8827e3a2",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [],
   "source": [
    "data_path = \"dbfs:/projects/LA_crime/data/LA_crimedata.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "da146a20-4fc0-47f6-bbc6-a52beffaebec",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [],
   "source": [
    "spark = SparkSession \\\n",
    "    .builder \\\n",
    "    .appName(\"crime analysis\") \\\n",
    "    .config(\"spark.some.config.option\", \"some-value\") \\\n",
    "    .getOrCreate()\n",
    "\n",
    "df = spark.read.format(\"csv\").option(\"header\", \"true\").load(data_path)\n",
    "from pyspark.sql.functions import *\n",
    "# add new columns to convert Date to date format\n",
    "# DataFrame.withColumn(): Returns a new DataFrame by adding a column or replacing the existing column that has the same name.\n",
    "df_update = df.withColumn(\"Date Rptd\", to_date(col(\"Date Rptd\"), \"MM/dd/yyyy hh:mm:ss a\"))\n",
    "df_update = df_update.withColumn('DATE OCC', to_date(df_update['DATE OCC'], 'MM/dd/yyyy hh:mm:ss a'))\n",
    "\n",
    "df_update = df_update.withColumn('TIME OCC', to_timestamp(df_update['TIME OCC'], 'HHmm'))\n",
    "df_update = df_update.withColumn('hour_OCC', hour(col('TIME OCC')))\n",
    "df_update = df_update.withColumn('minute_OCC', minute(col('TIME OCC')))\n",
    "df_update = df_update.withColumn('second_OCC', second(col('TIME OCC')))\n",
    "\n",
    "df_update.createOrReplaceTempView(\"LA_crime\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "implicitDf": true,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "a608ffed-bddf-449b-ade5-8072a09dd71c",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/html": [
       "<style scoped>\n",
       "  .table-result-container {\n",
       "    max-height: 300px;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  table, th, td {\n",
       "    border: 1px solid black;\n",
       "    border-collapse: collapse;\n",
       "  }\n",
       "  th, td {\n",
       "    padding: 5px;\n",
       "  }\n",
       "  th {\n",
       "    text-align: left;\n",
       "  }\n",
       "</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>DR_NO</th><th>Date Rptd</th><th>DATE OCC</th><th>TIME OCC</th><th>AREA </th><th>AREA NAME</th><th>Rpt Dist No</th><th>Part 1-2</th><th>Crm Cd</th><th>Crm Cd Desc</th><th>Mocodes</th><th>Vict Age</th><th>Vict Sex</th><th>Vict Descent</th><th>Premis Cd</th><th>Premis Desc</th><th>Weapon Used Cd</th><th>Weapon Desc</th><th>Status</th><th>Status Desc</th><th>Crm Cd 1</th><th>Crm Cd 2</th><th>Crm Cd 3</th><th>Crm Cd 4</th><th>LOCATION</th><th>Cross Street</th><th>LAT</th><th>LON</th><th>hour_OCC</th><th>minute_OCC</th><th>second_OCC</th></tr></thead><tbody><tr><td>001307355</td><td>2010-02-20</td><td>2010-02-20</td><td>1970-01-01T13:50:00.000+0000</td><td>13</td><td>Newton</td><td>1385</td><td>2</td><td>900</td><td>VIOLATION OF COURT ORDER</td><td>0913 1814 2000</td><td>48</td><td>M</td><td>H</td><td>501</td><td>SINGLE FAMILY DWELLING</td><td>null</td><td>null</td><td>AA</td><td>Adult Arrest</td><td>900</td><td>null</td><td>null</td><td>null</td><td>300 E  GAGE                         AV</td><td>null</td><td>33.9825</td><td>-118.2695</td><td>13</td><td>50</td><td>0</td></tr><tr><td>011401303</td><td>2010-09-13</td><td>2010-09-12</td><td>1970-01-01T00:45:00.000+0000</td><td>14</td><td>Pacific</td><td>1485</td><td>2</td><td>740</td><td>VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)</td><td>0329</td><td>0</td><td>M</td><td>W</td><td>101</td><td>STREET</td><td>null</td><td>null</td><td>IC</td><td>Invest Cont</td><td>740</td><td>null</td><td>null</td><td>null</td><td>SEPULVEDA                    BL</td><td>MANCHESTER                   AV</td><td>33.9599</td><td>-118.3962</td><td>0</td><td>45</td><td>0</td></tr><tr><td>070309629</td><td>2010-08-09</td><td>2010-08-09</td><td>1970-01-01T15:15:00.000+0000</td><td>13</td><td>Newton</td><td>1324</td><td>2</td><td>946</td><td>OTHER MISCELLANEOUS CRIME</td><td>0344</td><td>0</td><td>M</td><td>H</td><td>103</td><td>ALLEY</td><td>null</td><td>null</td><td>IC</td><td>Invest Cont</td><td>946</td><td>null</td><td>null</td><td>null</td><td>1300 E  21ST                         ST</td><td>null</td><td>34.0224</td><td>-118.2524</td><td>15</td><td>15</td><td>0</td></tr><tr><td>090631215</td><td>2010-01-05</td><td>2010-01-05</td><td>1970-01-01T01:50:00.000+0000</td><td>06</td><td>Hollywood</td><td>0646</td><td>2</td><td>900</td><td>VIOLATION OF COURT ORDER</td><td>1100 0400 1402</td><td>47</td><td>F</td><td>W</td><td>101</td><td>STREET</td><td>102</td><td>HAND GUN</td><td>IC</td><td>Invest Cont</td><td>900</td><td>998</td><td>null</td><td>null</td><td>CAHUENGA                     BL</td><td>HOLLYWOOD                    BL</td><td>34.1016</td><td>-118.3295</td><td>1</td><td>50</td><td>0</td></tr><tr><td>100100501</td><td>2010-01-03</td><td>2010-01-02</td><td>1970-01-01T21:00:00.000+0000</td><td>01</td><td>Central</td><td>0176</td><td>1</td><td>122</td><td>RAPE, ATTEMPTED</td><td>0400</td><td>47</td><td>F</td><td>H</td><td>103</td><td>ALLEY</td><td>400</td><td>STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)</td><td>IC</td><td>Invest Cont</td><td>122</td><td>null</td><td>null</td><td>null</td><td>8TH                          ST</td><td>SAN PEDRO                    ST</td><td>34.0387</td><td>-118.2488</td><td>21</td><td>0</td><td>0</td></tr></tbody></table></div>"
      ]
     },
     "metadata": {
      "application/vnd.databricks.v1+output": {
       "addedWidgets": {},
       "aggData": [],
       "aggError": "",
       "aggOverflow": false,
       "aggSchema": [],
       "aggSeriesLimitReached": false,
       "aggType": "",
       "arguments": {},
       "columnCustomDisplayInfos": {},
       "data": [
        [
         "001307355",
         "2010-02-20",
         "2010-02-20",
         "1970-01-01T13:50:00.000+0000",
         "13",
         "Newton",
         "1385",
         "2",
         "900",
         "VIOLATION OF COURT ORDER",
         "0913 1814 2000",
         "48",
         "M",
         "H",
         "501",
         "SINGLE FAMILY DWELLING",
         null,
         null,
         "AA",
         "Adult Arrest",
         "900",
         null,
         null,
         null,
         "300 E  GAGE                         AV",
         null,
         "33.9825",
         "-118.2695",
         13,
         50,
         0
        ],
        [
         "011401303",
         "2010-09-13",
         "2010-09-12",
         "1970-01-01T00:45:00.000+0000",
         "14",
         "Pacific",
         "1485",
         "2",
         "740",
         "VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS)",
         "0329",
         "0",
         "M",
         "W",
         "101",
         "STREET",
         null,
         null,
         "IC",
         "Invest Cont",
         "740",
         null,
         null,
         null,
         "SEPULVEDA                    BL",
         "MANCHESTER                   AV",
         "33.9599",
         "-118.3962",
         0,
         45,
         0
        ],
        [
         "070309629",
         "2010-08-09",
         "2010-08-09",
         "1970-01-01T15:15:00.000+0000",
         "13",
         "Newton",
         "1324",
         "2",
         "946",
         "OTHER MISCELLANEOUS CRIME",
         "0344",
         "0",
         "M",
         "H",
         "103",
         "ALLEY",
         null,
         null,
         "IC",
         "Invest Cont",
         "946",
         null,
         null,
         null,
         "1300 E  21ST                         ST",
         null,
         "34.0224",
         "-118.2524",
         15,
         15,
         0
        ],
        [
         "090631215",
         "2010-01-05",
         "2010-01-05",
         "1970-01-01T01:50:00.000+0000",
         "06",
         "Hollywood",
         "0646",
         "2",
         "900",
         "VIOLATION OF COURT ORDER",
         "1100 0400 1402",
         "47",
         "F",
         "W",
         "101",
         "STREET",
         "102",
         "HAND GUN",
         "IC",
         "Invest Cont",
         "900",
         "998",
         null,
         null,
         "CAHUENGA                     BL",
         "HOLLYWOOD                    BL",
         "34.1016",
         "-118.3295",
         1,
         50,
         0
        ],
        [
         "100100501",
         "2010-01-03",
         "2010-01-02",
         "1970-01-01T21:00:00.000+0000",
         "01",
         "Central",
         "0176",
         "1",
         "122",
         "RAPE, ATTEMPTED",
         "0400",
         "47",
         "F",
         "H",
         "103",
         "ALLEY",
         "400",
         "STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE)",
         "IC",
         "Invest Cont",
         "122",
         null,
         null,
         null,
         "8TH                          ST",
         "SAN PEDRO                    ST",
         "34.0387",
         "-118.2488",
         21,
         0,
         0
        ]
       ],
       "datasetInfos": [],
       "dbfsResultPath": null,
       "isJsonSchema": true,
       "metadata": {},
       "overflow": false,
       "plotOptions": {
        "customPlotOptions": {},
        "displayType": "table",
        "pivotAggregation": null,
        "pivotColumns": null,
        "xColumns": null,
        "yColumns": null
       },
       "removedWidgets": [],
       "schema": [
        {
         "metadata": "{}",
         "name": "DR_NO",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Date Rptd",
         "type": "\"date\""
        },
        {
         "metadata": "{}",
         "name": "DATE OCC",
         "type": "\"date\""
        },
        {
         "metadata": "{}",
         "name": "TIME OCC",
         "type": "\"timestamp\""
        },
        {
         "metadata": "{}",
         "name": "AREA ",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "AREA NAME",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Rpt Dist No",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Part 1-2",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Crm Cd",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Crm Cd Desc",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Mocodes",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Vict Age",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Vict Sex",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Vict Descent",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Premis Cd",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Premis Desc",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Weapon Used Cd",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Weapon Desc",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Status",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Status Desc",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Crm Cd 1",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Crm Cd 2",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Crm Cd 3",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Crm Cd 4",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "LOCATION",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "Cross Street",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "LAT",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "LON",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "hour_OCC",
         "type": "\"integer\""
        },
        {
         "metadata": "{}",
         "name": "minute_OCC",
         "type": "\"integer\""
        },
        {
         "metadata": "{}",
         "name": "second_OCC",
         "type": "\"integer\""
        }
       ],
       "type": "table"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%sql\n",
    "select * from LA_crime limit 5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {},
     "inputWidgets": {},
     "nuid": "407352f9-e8c8-4cae-9113-7130fa59df0a",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "#### Model building"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "4f9caccf-efb6-4028-b3cc-54af021ef6e3",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/html": [
       "<style scoped>\n",
       "  .table-result-container {\n",
       "    max-height: 300px;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  table, th, td {\n",
       "    border: 1px solid black;\n",
       "    border-collapse: collapse;\n",
       "  }\n",
       "  th, td {\n",
       "    padding: 5px;\n",
       "  }\n",
       "  th {\n",
       "    text-align: left;\n",
       "  }\n",
       "</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>date</th><th>number_of_crime</th></tr></thead><tbody><tr><td>2010-01-01</td><td>2337</td></tr><tr><td>2010-01-02</td><td>535</td></tr><tr><td>2010-01-03</td><td>539</td></tr><tr><td>2010-01-04</td><td>558</td></tr><tr><td>2010-01-05</td><td>548</td></tr><tr><td>2010-01-06</td><td>532</td></tr><tr><td>2010-01-07</td><td>550</td></tr><tr><td>2010-01-08</td><td>605</td></tr><tr><td>2010-01-09</td><td>631</td></tr><tr><td>2010-01-10</td><td>618</td></tr><tr><td>2010-01-11</td><td>572</td></tr><tr><td>2010-01-12</td><td>587</td></tr><tr><td>2010-01-13</td><td>573</td></tr><tr><td>2010-01-14</td><td>608</td></tr><tr><td>2010-01-15</td><td>692</td></tr><tr><td>2010-01-16</td><td>577</td></tr><tr><td>2010-01-17</td><td>555</td></tr><tr><td>2010-01-18</td><td>447</td></tr><tr><td>2010-01-19</td><td>520</td></tr><tr><td>2010-01-20</td><td>546</td></tr><tr><td>2010-01-21</td><td>574</td></tr><tr><td>2010-01-22</td><td>585</td></tr><tr><td>2010-01-23</td><td>574</td></tr><tr><td>2010-01-24</td><td>558</td></tr><tr><td>2010-01-25</td><td>577</td></tr><tr><td>2010-01-26</td><td>544</td></tr><tr><td>2010-01-27</td><td>601</td></tr><tr><td>2010-01-28</td><td>590</td></tr><tr><td>2010-01-29</td><td>622</td></tr><tr><td>2010-01-30</td><td>566</td></tr><tr><td>2010-01-31</td><td>584</td></tr><tr><td>2010-02-01</td><td>845</td></tr><tr><td>2010-02-02</td><td>581</td></tr><tr><td>2010-02-03</td><td>565</td></tr><tr><td>2010-02-04</td><td>568</td></tr><tr><td>2010-02-05</td><td>627</td></tr><tr><td>2010-02-06</td><td>522</td></tr><tr><td>2010-02-07</td><td>566</td></tr><tr><td>2010-02-08</td><td>578</td></tr><tr><td>2010-02-09</td><td>472</td></tr><tr><td>2010-02-10</td><td>595</td></tr><tr><td>2010-02-11</td><td>522</td></tr><tr><td>2010-02-12</td><td>608</td></tr><tr><td>2010-02-13</td><td>567</td></tr><tr><td>2010-02-14</td><td>528</td></tr><tr><td>2010-02-15</td><td>529</td></tr><tr><td>2010-02-16</td><td>567</td></tr><tr><td>2010-02-17</td><td>534</td></tr><tr><td>2010-02-18</td><td>566</td></tr><tr><td>2010-02-19</td><td>608</td></tr><tr><td>2010-02-20</td><td>583</td></tr><tr><td>2010-02-21</td><td>535</td></tr><tr><td>2010-02-22</td><td>563</td></tr><tr><td>2010-02-23</td><td>530</td></tr><tr><td>2010-02-24</td><td>558</td></tr><tr><td>2010-02-25</td><td>566</td></tr><tr><td>2010-02-26</td><td>645</td></tr><tr><td>2010-02-27</td><td>536</td></tr><tr><td>2010-02-28</td><td>559</td></tr><tr><td>2010-03-01</td><td>835</td></tr><tr><td>2010-03-02</td><td>521</td></tr><tr><td>2010-03-03</td><td>544</td></tr><tr><td>2010-03-04</td><td>511</td></tr><tr><td>2010-03-05</td><td>612</td></tr><tr><td>2010-03-06</td><td>568</td></tr><tr><td>2010-03-07</td><td>569</td></tr><tr><td>2010-03-08</td><td>599</td></tr><tr><td>2010-03-09</td><td>529</td></tr><tr><td>2010-03-10</td><td>645</td></tr><tr><td>2010-03-11</td><td>571</td></tr><tr><td>2010-03-12</td><td>629</td></tr><tr><td>2010-03-13</td><td>560</td></tr><tr><td>2010-03-14</td><td>538</td></tr><tr><td>2010-03-15</td><td>611</td></tr><tr><td>2010-03-16</td><td>550</td></tr><tr><td>2010-03-17</td><td>580</td></tr><tr><td>2010-03-18</td><td>581</td></tr><tr><td>2010-03-19</td><td>588</td></tr><tr><td>2010-03-20</td><td>636</td></tr><tr><td>2010-03-21</td><td>532</td></tr><tr><td>2010-03-22</td><td>562</td></tr><tr><td>2010-03-23</td><td>623</td></tr><tr><td>2010-03-24</td><td>573</td></tr><tr><td>2010-03-25</td><td>562</td></tr><tr><td>2010-03-26</td><td>632</td></tr><tr><td>2010-03-27</td><td>564</td></tr><tr><td>2010-03-28</td><td>621</td></tr><tr><td>2010-03-29</td><td>600</td></tr><tr><td>2010-03-30</td><td>589</td></tr><tr><td>2010-03-31</td><td>496</td></tr><tr><td>2010-04-01</td><td>838</td></tr><tr><td>2010-04-02</td><td>563</td></tr><tr><td>2010-04-03</td><td>562</td></tr><tr><td>2010-04-04</td><td>537</td></tr><tr><td>2010-04-05</td><td>545</td></tr><tr><td>2010-04-06</td><td>569</td></tr><tr><td>2010-04-07</td><td>575</td></tr><tr><td>2010-04-08</td><td>559</td></tr><tr><td>2010-04-09</td><td>651</td></tr><tr><td>2010-04-10</td><td>614</td></tr><tr><td>2010-04-11</td><td>536</td></tr><tr><td>2010-04-12</td><td>576</td></tr><tr><td>2010-04-13</td><td>562</td></tr><tr><td>2010-04-14</td><td>586</td></tr><tr><td>2010-04-15</td><td>626</td></tr><tr><td>2010-04-16</td><td>639</td></tr><tr><td>2010-04-17</td><td>600</td></tr><tr><td>2010-04-18</td><td>556</td></tr><tr><td>2010-04-19</td><td>580</td></tr><tr><td>2010-04-20</td><td>597</td></tr><tr><td>2010-04-21</td><td>602</td></tr><tr><td>2010-04-22</td><td>567</td></tr><tr><td>2010-04-23</td><td>606</td></tr><tr><td>2010-04-24</td><td>553</td></tr><tr><td>2010-04-25</td><td>592</td></tr><tr><td>2010-04-26</td><td>602</td></tr><tr><td>2010-04-27</td><td>551</td></tr><tr><td>2010-04-28</td><td>602</td></tr><tr><td>2010-04-29</td><td>576</td></tr><tr><td>2010-04-30</td><td>654</td></tr><tr><td>2010-05-01</td><td>841</td></tr><tr><td>2010-05-02</td><td>538</td></tr><tr><td>2010-05-03</td><td>587</td></tr><tr><td>2010-05-04</td><td>526</td></tr><tr><td>2010-05-05</td><td>607</td></tr><tr><td>2010-05-06</td><td>556</td></tr><tr><td>2010-05-07</td><td>651</td></tr><tr><td>2010-05-08</td><td>545</td></tr><tr><td>2010-05-09</td><td>538</td></tr><tr><td>2010-05-10</td><td>626</td></tr><tr><td>2010-05-11</td><td>508</td></tr><tr><td>2010-05-12</td><td>527</td></tr><tr><td>2010-05-13</td><td>613</td></tr><tr><td>2010-05-14</td><td>611</td></tr><tr><td>2010-05-15</td><td>619</td></tr><tr><td>2010-05-16</td><td>488</td></tr><tr><td>2010-05-17</td><td>549</td></tr><tr><td>2010-05-18</td><td>559</td></tr><tr><td>2010-05-19</td><td>580</td></tr><tr><td>2010-05-20</td><td>565</td></tr><tr><td>2010-05-21</td><td>585</td></tr><tr><td>2010-05-22</td><td>544</td></tr><tr><td>2010-05-23</td><td>514</td></tr><tr><td>2010-05-24</td><td>527</td></tr><tr><td>2010-05-25</td><td>586</td></tr><tr><td>2010-05-26</td><td>555</td></tr><tr><td>2010-05-27</td><td>558</td></tr><tr><td>2010-05-28</td><td>577</td></tr><tr><td>2010-05-29</td><td>537</td></tr><tr><td>2010-05-30</td><td>568</td></tr><tr><td>2010-05-31</td><td>537</td></tr><tr><td>2010-06-01</td><td>959</td></tr><tr><td>2010-06-02</td><td>588</td></tr><tr><td>2010-06-03</td><td>540</td></tr><tr><td>2010-06-04</td><td>646</td></tr><tr><td>2010-06-05</td><td>567</td></tr><tr><td>2010-06-06</td><td>529</td></tr><tr><td>2010-06-07</td><td>569</td></tr><tr><td>2010-06-08</td><td>525</td></tr><tr><td>2010-06-09</td><td>552</td></tr><tr><td>2010-06-10</td><td>637</td></tr><tr><td>2010-06-11</td><td>520</td></tr><tr><td>2010-06-12</td><td>569</td></tr><tr><td>2010-06-13</td><td>509</td></tr><tr><td>2010-06-14</td><td>548</td></tr><tr><td>2010-06-15</td><td>638</td></tr><tr><td>2010-06-16</td><td>552</td></tr><tr><td>2010-06-17</td><td>677</td></tr><tr><td>2010-06-18</td><td>653</td></tr><tr><td>2010-06-19</td><td>532</td></tr><tr><td>2010-06-20</td><td>632</td></tr><tr><td>2010-06-21</td><td>604</td></tr><tr><td>2010-06-22</td><td>516</td></tr><tr><td>2010-06-23</td><td>574</td></tr><tr><td>2010-06-24</td><td>554</td></tr><tr><td>2010-06-25</td><td>653</td></tr><tr><td>2010-06-26</td><td>601</td></tr><tr><td>2010-06-27</td><td>567</td></tr><tr><td>2010-06-28</td><td>549</td></tr><tr><td>2010-06-29</td><td>528</td></tr><tr><td>2010-06-30</td><td>592</td></tr><tr><td>2010-07-01</td><td>842</td></tr><tr><td>2010-07-02</td><td>581</td></tr><tr><td>2010-07-03</td><td>543</td></tr><tr><td>2010-07-04</td><td>569</td></tr><tr><td>2010-07-05</td><td>486</td></tr><tr><td>2010-07-06</td><td>504</td></tr><tr><td>2010-07-07</td><td>508</td></tr><tr><td>2010-07-08</td><td>541</td></tr><tr><td>2010-07-09</td><td>615</td></tr><tr><td>2010-07-10</td><td>613</td></tr><tr><td>2010-07-11</td><td>524</td></tr><tr><td>2010-07-12</td><td>586</td></tr><tr><td>2010-07-13</td><td>541</td></tr><tr><td>2010-07-14</td><td>568</td></tr><tr><td>2010-07-15</td><td>622</td></tr><tr><td>2010-07-16</td><td>602</td></tr><tr><td>2010-07-17</td><td>614</td></tr><tr><td>2010-07-18</td><td>600</td></tr><tr><td>2010-07-19</td><td>586</td></tr><tr><td>2010-07-20</td><td>553</td></tr><tr><td>2010-07-21</td><td>593</td></tr><tr><td>2010-07-22</td><td>589</td></tr><tr><td>2010-07-23</td><td>614</td></tr><tr><td>2010-07-24</td><td>544</td></tr><tr><td>2010-07-25</td><td>581</td></tr><tr><td>2010-07-26</td><td>539</td></tr><tr><td>2010-07-27</td><td>544</td></tr><tr><td>2010-07-28</td><td>539</td></tr><tr><td>2010-07-29</td><td>586</td></tr><tr><td>2010-07-30</td><td>588</td></tr><tr><td>2010-07-31</td><td>540</td></tr><tr><td>2010-08-01</td><td>830</td></tr><tr><td>2010-08-02</td><td>583</td></tr><tr><td>2010-08-03</td><td>533</td></tr><tr><td>2010-08-04</td><td>529</td></tr><tr><td>2010-08-05</td><td>573</td></tr><tr><td>2010-08-06</td><td>590</td></tr><tr><td>2010-08-07</td><td>519</td></tr><tr><td>2010-08-08</td><td>523</td></tr><tr><td>2010-08-09</td><td>515</td></tr><tr><td>2010-08-10</td><td>560</td></tr><tr><td>2010-08-11</td><td>502</td></tr><tr><td>2010-08-12</td><td>526</td></tr><tr><td>2010-08-13</td><td>590</td></tr><tr><td>2010-08-14</td><td>555</td></tr><tr><td>2010-08-15</td><td>521</td></tr><tr><td>2010-08-16</td><td>565</td></tr><tr><td>2010-08-17</td><td>566</td></tr><tr><td>2010-08-18</td><td>550</td></tr><tr><td>2010-08-19</td><td>571</td></tr><tr><td>2010-08-20</td><td>609</td></tr><tr><td>2010-08-21</td><td>575</td></tr><tr><td>2010-08-22</td><td>542</td></tr><tr><td>2010-08-23</td><td>561</td></tr><tr><td>2010-08-24</td><td>537</td></tr><tr><td>2010-08-25</td><td>560</td></tr><tr><td>2010-08-26</td><td>538</td></tr><tr><td>2010-08-27</td><td>571</td></tr><tr><td>2010-08-28</td><td>563</td></tr><tr><td>2010-08-29</td><td>552</td></tr><tr><td>2010-08-30</td><td>483</td></tr><tr><td>2010-08-31</td><td>508</td></tr><tr><td>2010-09-01</td><td>824</td></tr><tr><td>2010-09-02</td><td>531</td></tr><tr><td>2010-09-03</td><td>585</td></tr><tr><td>2010-09-04</td><td>549</td></tr><tr><td>2010-09-05</td><td>499</td></tr><tr><td>2010-09-06</td><td>476</td></tr><tr><td>2010-09-07</td><td>504</td></tr><tr><td>2010-09-08</td><td>508</td></tr><tr><td>2010-09-09</td><td>494</td></tr><tr><td>2010-09-10</td><td>664</td></tr><tr><td>2010-09-11</td><td>580</td></tr><tr><td>2010-09-12</td><td>477</td></tr><tr><td>2010-09-13</td><td>520</td></tr><tr><td>2010-09-14</td><td>509</td></tr><tr><td>2010-09-15</td><td>605</td></tr><tr><td>2010-09-16</td><td>498</td></tr><tr><td>2010-09-17</td><td>589</td></tr><tr><td>2010-09-18</td><td>559</td></tr><tr><td>2010-09-19</td><td>511</td></tr><tr><td>2010-09-20</td><td>552</td></tr><tr><td>2010-09-21</td><td>507</td></tr><tr><td>2010-09-22</td><td>543</td></tr><tr><td>2010-09-23</td><td>559</td></tr><tr><td>2010-09-24</td><td>597</td></tr><tr><td>2010-09-25</td><td>585</td></tr><tr><td>2010-09-26</td><td>496</td></tr><tr><td>2010-09-27</td><td>556</td></tr><tr><td>2010-09-28</td><td>568</td></tr><tr><td>2010-09-29</td><td>586</td></tr><tr><td>2010-09-30</td><td>600</td></tr><tr><td>2010-10-01</td><td>941</td></tr><tr><td>2010-10-02</td><td>585</td></tr><tr><td>2010-10-03</td><td>508</td></tr><tr><td>2010-10-04</td><td>557</td></tr><tr><td>2010-10-05</td><td>517</td></tr><tr><td>2010-10-06</td><td>475</td></tr><tr><td>2010-10-07</td><td>482</td></tr><tr><td>2010-10-08</td><td>592</td></tr><tr><td>2010-10-09</td><td>589</td></tr><tr><td>2010-10-10</td><td>573</td></tr><tr><td>2010-10-11</td><td>593</td></tr><tr><td>2010-10-12</td><td>566</td></tr><tr><td>2010-10-13</td><td>510</td></tr><tr><td>2010-10-14</td><td>578</td></tr><tr><td>2010-10-15</td><td>648</td></tr><tr><td>2010-10-16</td><td>572</td></tr><tr><td>2010-10-17</td><td>509</td></tr><tr><td>2010-10-18</td><td>539</td></tr><tr><td>2010-10-19</td><td>512</td></tr><tr><td>2010-10-20</td><td>557</td></tr><tr><td>2010-10-21</td><td>525</td></tr><tr><td>2010-10-22</td><td>640</td></tr><tr><td>2010-10-23</td><td>600</td></tr><tr><td>2010-10-24</td><td>516</td></tr><tr><td>2010-10-25</td><td>522</td></tr><tr><td>2010-10-26</td><td>528</td></tr><tr><td>2010-10-27</td><td>540</td></tr><tr><td>2010-10-28</td><td>540</td></tr><tr><td>2010-10-29</td><td>597</td></tr><tr><td>2010-10-30</td><td>569</td></tr><tr><td>2010-10-31</td><td>636</td></tr><tr><td>2010-11-01</td><td>790</td></tr><tr><td>2010-11-02</td><td>597</td></tr><tr><td>2010-11-03</td><td>540</td></tr><tr><td>2010-11-04</td><td>563</td></tr><tr><td>2010-11-05</td><td>571</td></tr><tr><td>2010-11-06</td><td>529</td></tr><tr><td>2010-11-07</td><td>487</td></tr><tr><td>2010-11-08</td><td>445</td></tr><tr><td>2010-11-09</td><td>475</td></tr><tr><td>2010-11-10</td><td>537</td></tr><tr><td>2010-11-11</td><td>468</td></tr><tr><td>2010-11-12</td><td>547</td></tr><tr><td>2010-11-13</td><td>536</td></tr><tr><td>2010-11-14</td><td>558</td></tr><tr><td>2010-11-15</td><td>602</td></tr><tr><td>2010-11-16</td><td>504</td></tr><tr><td>2010-11-17</td><td>577</td></tr><tr><td>2010-11-18</td><td>557</td></tr><tr><td>2010-11-19</td><td>648</td></tr><tr><td>2010-11-20</td><td>549</td></tr><tr><td>2010-11-21</td><td>449</td></tr><tr><td>2010-11-22</td><td>496</td></tr><tr><td>2010-11-23</td><td>535</td></tr><tr><td>2010-11-24</td><td>540</td></tr><tr><td>2010-11-25</td><td>406</td></tr><tr><td>2010-11-26</td><td>541</td></tr><tr><td>2010-11-27</td><td>519</td></tr><tr><td>2010-11-28</td><td>410</td></tr><tr><td>2010-11-29</td><td>502</td></tr><tr><td>2010-11-30</td><td>534</td></tr><tr><td>2010-12-01</td><td>845</td></tr><tr><td>2010-12-02</td><td>507</td></tr><tr><td>2010-12-03</td><td>582</td></tr><tr><td>2010-12-04</td><td>512</td></tr><tr><td>2010-12-05</td><td>521</td></tr><tr><td>2010-12-06</td><td>574</td></tr><tr><td>2010-12-07</td><td>551</td></tr><tr><td>2010-12-08</td><td>541</td></tr><tr><td>2010-12-09</td><td>522</td></tr><tr><td>2010-12-10</td><td>692</td></tr><tr><td>2010-12-11</td><td>599</td></tr><tr><td>2010-12-12</td><td>548</td></tr><tr><td>2010-12-13</td><td>620</td></tr><tr><td>2010-12-14</td><td>529</td></tr><tr><td>2010-12-15</td><td>559</td></tr><tr><td>2010-12-16</td><td>537</td></tr><tr><td>2010-12-17</td><td>645</td></tr><tr><td>2010-12-18</td><td>503</td></tr><tr><td>2010-12-19</td><td>451</td></tr><tr><td>2010-12-20</td><td>559</td></tr><tr><td>2010-12-21</td><td>538</td></tr><tr><td>2010-12-22</td><td>538</td></tr><tr><td>2010-12-23</td><td>577</td></tr><tr><td>2010-12-24</td><td>554</td></tr><tr><td>2010-12-25</td><td>448</td></tr><tr><td>2010-12-26</td><td>439</td></tr><tr><td>2010-12-27</td><td>457</td></tr><tr><td>2010-12-28</td><td>550</td></tr><tr><td>2010-12-29</td><td>484</td></tr><tr><td>2010-12-30</td><td>471</td></tr><tr><td>2010-12-31</td><td>579</td></tr><tr><td>2011-01-01</td><td>2267</td></tr><tr><td>2011-01-02</td><td>408</td></tr><tr><td>2011-01-03</td><td>462</td></tr><tr><td>2011-01-04</td><td>519</td></tr><tr><td>2011-01-05</td><td>530</td></tr><tr><td>2011-01-06</td><td>550</td></tr><tr><td>2011-01-07</td><td>557</td></tr><tr><td>2011-01-08</td><td>533</td></tr><tr><td>2011-01-09</td><td>433</td></tr><tr><td>2011-01-10</td><td>577</td></tr><tr><td>2011-01-11</td><td>497</td></tr><tr><td>2011-01-12</td><td>533</td></tr><tr><td>2011-01-13</td><td>472</td></tr><tr><td>2011-01-14</td><td>593</td></tr><tr><td>2011-01-15</td><td>648</td></tr><tr><td>2011-01-16</td><td>536</td></tr><tr><td>2011-01-17</td><td>529</td></tr><tr><td>2011-01-18</td><td>555</td></tr><tr><td>2011-01-19</td><td>590</td></tr><tr><td>2011-01-20</td><td>515</td></tr><tr><td>2011-01-21</td><td>626</td></tr><tr><td>2011-01-22</td><td>507</td></tr><tr><td>2011-01-23</td><td>502</td></tr><tr><td>2011-01-24</td><td>544</td></tr><tr><td>2011-01-25</td><td>529</td></tr><tr><td>2011-01-26</td><td>515</td></tr><tr><td>2011-01-27</td><td>525</td></tr><tr><td>2011-01-28</td><td>562</td></tr><tr><td>2011-01-29</td><td>505</td></tr><tr><td>2011-01-30</td><td>466</td></tr><tr><td>2011-01-31</td><td>544</td></tr><tr><td>2011-02-01</td><td>793</td></tr><tr><td>2011-02-02</td><td>508</td></tr><tr><td>2011-02-03</td><td>460</td></tr><tr><td>2011-02-04</td><td>549</td></tr><tr><td>2011-02-05</td><td>540</td></tr><tr><td>2011-02-06</td><td>519</td></tr><tr><td>2011-02-07</td><td>491</td></tr><tr><td>2011-02-08</td><td>491</td></tr><tr><td>2011-02-09</td><td>506</td></tr><tr><td>2011-02-10</td><td>564</td></tr><tr><td>2011-02-11</td><td>585</td></tr><tr><td>2011-02-12</td><td>549</td></tr><tr><td>2011-02-13</td><td>488</td></tr><tr><td>2011-02-14</td><td>530</td></tr><tr><td>2011-02-15</td><td>599</td></tr><tr><td>2011-02-16</td><td>515</td></tr><tr><td>2011-02-17</td><td>512</td></tr><tr><td>2011-02-18</td><td>525</td></tr><tr><td>2011-02-19</td><td>518</td></tr><tr><td>2011-02-20</td><td>489</td></tr><tr><td>2011-02-21</td><td>435</td></tr><tr><td>2011-02-22</td><td>491</td></tr><tr><td>2011-02-23</td><td>517</td></tr><tr><td>2011-02-24</td><td>459</td></tr><tr><td>2011-02-25</td><td>545</td></tr><tr><td>2011-02-26</td><td>504</td></tr><tr><td>2011-02-27</td><td>452</td></tr><tr><td>2011-02-28</td><td>550</td></tr><tr><td>2011-03-01</td><td>787</td></tr><tr><td>2011-03-02</td><td>506</td></tr><tr><td>2011-03-03</td><td>553</td></tr><tr><td>2011-03-04</td><td>573</td></tr><tr><td>2011-03-05</td><td>541</td></tr><tr><td>2011-03-06</td><td>528</td></tr><tr><td>2011-03-07</td><td>586</td></tr><tr><td>2011-03-08</td><td>456</td></tr><tr><td>2011-03-09</td><td>510</td></tr><tr><td>2011-03-10</td><td>582</td></tr><tr><td>2011-03-11</td><td>619</td></tr><tr><td>2011-03-12</td><td>512</td></tr><tr><td>2011-03-13</td><td>502</td></tr><tr><td>2011-03-14</td><td>562</td></tr><tr><td>2011-03-15</td><td>530</td></tr><tr><td>2011-03-16</td><td>542</td></tr><tr><td>2011-03-17</td><td>557</td></tr><tr><td>2011-03-18</td><td>567</td></tr><tr><td>2011-03-19</td><td>519</td></tr><tr><td>2011-03-20</td><td>479</td></tr><tr><td>2011-03-21</td><td>496</td></tr><tr><td>2011-03-22</td><td>498</td></tr><tr><td>2011-03-23</td><td>528</td></tr><tr><td>2011-03-24</td><td>543</td></tr><tr><td>2011-03-25</td><td>640</td></tr><tr><td>2011-03-26</td><td>540</td></tr><tr><td>2011-03-27</td><td>521</td></tr><tr><td>2011-03-28</td><td>538</td></tr><tr><td>2011-03-29</td><td>544</td></tr><tr><td>2011-03-30</td><td>549</td></tr><tr><td>2011-03-31</td><td>543</td></tr><tr><td>2011-04-01</td><td>946</td></tr><tr><td>2011-04-02</td><td>548</td></tr><tr><td>2011-04-03</td><td>507</td></tr><tr><td>2011-04-04</td><td>586</td></tr><tr><td>2011-04-05</td><td>503</td></tr><tr><td>2011-04-06</td><td>500</td></tr><tr><td>2011-04-07</td><td>484</td></tr><tr><td>2011-04-08</td><td>580</td></tr><tr><td>2011-04-09</td><td>537</td></tr><tr><td>2011-04-10</td><td>505</td></tr><tr><td>2011-04-11</td><td>526</td></tr><tr><td>2011-04-12</td><td>543</td></tr><tr><td>2011-04-13</td><td>480</td></tr><tr><td>2011-04-14</td><td>469</td></tr><tr><td>2011-04-15</td><td>642</td></tr><tr><td>2011-04-16</td><td>540</td></tr><tr><td>2011-04-17</td><td>521</td></tr><tr><td>2011-04-18</td><td>501</td></tr><tr><td>2011-04-19</td><td>545</td></tr><tr><td>2011-04-20</td><td>553</td></tr><tr><td>2011-04-21</td><td>522</td></tr><tr><td>2011-04-22</td><td>556</td></tr><tr><td>2011-04-23</td><td>566</td></tr><tr><td>2011-04-24</td><td>499</td></tr><tr><td>2011-04-25</td><td>528</td></tr><tr><td>2011-04-26</td><td>544</td></tr><tr><td>2011-04-27</td><td>554</td></tr><tr><td>2011-04-28</td><td>515</td></tr><tr><td>2011-04-29</td><td>576</td></tr><tr><td>2011-04-30</td><td>565</td></tr><tr><td>2011-05-01</td><td>761</td></tr><tr><td>2011-05-02</td><td>534</td></tr><tr><td>2011-05-03</td><td>515</td></tr><tr><td>2011-05-04</td><td>517</td></tr><tr><td>2011-05-05</td><td>533</td></tr><tr><td>2011-05-06</td><td>580</td></tr><tr><td>2011-05-07</td><td>537</td></tr><tr><td>2011-05-08</td><td>514</td></tr><tr><td>2011-05-09</td><td>514</td></tr><tr><td>2011-05-10</td><td>578</td></tr><tr><td>2011-05-11</td><td>523</td></tr><tr><td>2011-05-12</td><td>536</td></tr><tr><td>2011-05-13</td><td>592</td></tr><tr><td>2011-05-14</td><td>490</td></tr><tr><td>2011-05-15</td><td>539</td></tr><tr><td>2011-05-16</td><td>530</td></tr><tr><td>2011-05-17</td><td>501</td></tr><tr><td>2011-05-18</td><td>554</td></tr><tr><td>2011-05-19</td><td>499</td></tr><tr><td>2011-05-20</td><td>638</td></tr><tr><td>2011-05-21</td><td>577</td></tr><tr><td>2011-05-22</td><td>516</td></tr><tr><td>2011-05-23</td><td>607</td></tr><tr><td>2011-05-24</td><td>502</td></tr><tr><td>2011-05-25</td><td>571</td></tr><tr><td>2011-05-26</td><td>519</td></tr><tr><td>2011-05-27</td><td>580</td></tr><tr><td>2011-05-28</td><td>532</td></tr><tr><td>2011-05-29</td><td>550</td></tr><tr><td>2011-05-30</td><td>522</td></tr><tr><td>2011-05-31</td><td>484</td></tr><tr><td>2011-06-01</td><td>906</td></tr><tr><td>2011-06-02</td><td>527</td></tr><tr><td>2011-06-03</td><td>600</td></tr><tr><td>2011-06-04</td><td>558</td></tr><tr><td>2011-06-05</td><td>505</td></tr><tr><td>2011-06-06</td><td>556</td></tr><tr><td>2011-06-07</td><td>507</td></tr><tr><td>2011-06-08</td><td>545</td></tr><tr><td>2011-06-09</td><td>557</td></tr><tr><td>2011-06-10</td><td>621</td></tr><tr><td>2011-06-11</td><td>618</td></tr><tr><td>2011-06-12</td><td>493</td></tr><tr><td>2011-06-13</td><td>575</td></tr><tr><td>2011-06-14</td><td>511</td></tr><tr><td>2011-06-15</td><td>566</td></tr><tr><td>2011-06-16</td><td>535</td></tr><tr><td>2011-06-17</td><td>614</td></tr><tr><td>2011-06-18</td><td>595</td></tr><tr><td>2011-06-19</td><td>514</td></tr><tr><td>2011-06-20</td><td>593</td></tr><tr><td>2011-06-21</td><td>522</td></tr><tr><td>2011-06-22</td><td>559</td></tr><tr><td>2011-06-23</td><td>549</td></tr><tr><td>2011-06-24</td><td>590</td></tr><tr><td>2011-06-25</td><td>594</td></tr><tr><td>2011-06-26</td><td>552</td></tr><tr><td>2011-06-27</td><td>564</td></tr><tr><td>2011-06-28</td><td>545</td></tr><tr><td>2011-06-29</td><td>507</td></tr><tr><td>2011-06-30</td><td>547</td></tr><tr><td>2011-07-01</td><td>840</td></tr><tr><td>2011-07-02</td><td>595</td></tr><tr><td>2011-07-03</td><td>495</td></tr><tr><td>2011-07-04</td><td>495</td></tr><tr><td>2011-07-05</td><td>578</td></tr><tr><td>2011-07-06</td><td>523</td></tr><tr><td>2011-07-07</td><td>520</td></tr><tr><td>2011-07-08</td><td>594</td></tr><tr><td>2011-07-09</td><td>514</td></tr><tr><td>2011-07-10</td><td>517</td></tr><tr><td>2011-07-11</td><td>530</td></tr><tr><td>2011-07-12</td><td>511</td></tr><tr><td>2011-07-13</td><td>556</td></tr><tr><td>2011-07-14</td><td>523</td></tr><tr><td>2011-07-15</td><td>676</td></tr><tr><td>2011-07-16</td><td>531</td></tr><tr><td>2011-07-17</td><td>539</td></tr><tr><td>2011-07-18</td><td>549</td></tr><tr><td>2011-07-19</td><td>530</td></tr><tr><td>2011-07-20</td><td>533</td></tr><tr><td>2011-07-21</td><td>485</td></tr><tr><td>2011-07-22</td><td>589</td></tr><tr><td>2011-07-23</td><td>583</td></tr><tr><td>2011-07-24</td><td>532</td></tr><tr><td>2011-07-25</td><td>587</td></tr><tr><td>2011-07-26</td><td>486</td></tr><tr><td>2011-07-27</td><td>576</td></tr><tr><td>2011-07-28</td><td>538</td></tr><tr><td>2011-07-29</td><td>640</td></tr><tr><td>2011-07-30</td><td>542</td></tr><tr><td>2011-07-31</td><td>575</td></tr><tr><td>2011-08-01</td><td>879</td></tr><tr><td>2011-08-02</td><td>599</td></tr><tr><td>2011-08-03</td><td>525</td></tr><tr><td>2011-08-04</td><td>531</td></tr><tr><td>2011-08-05</td><td>570</td></tr><tr><td>2011-08-06</td><td>516</td></tr><tr><td>2011-08-07</td><td>513</td></tr><tr><td>2011-08-08</td><td>546</td></tr><tr><td>2011-08-09</td><td>505</td></tr><tr><td>2011-08-10</td><td>497</td></tr><tr><td>2011-08-11</td><td>558</td></tr><tr><td>2011-08-12</td><td>584</td></tr><tr><td>2011-08-13</td><td>532</td></tr><tr><td>2011-08-14</td><td>484</td></tr><tr><td>2011-08-15</td><td>588</td></tr><tr><td>2011-08-16</td><td>566</td></tr><tr><td>2011-08-17</td><td>543</td></tr><tr><td>2011-08-18</td><td>523</td></tr><tr><td>2011-08-19</td><td>552</td></tr><tr><td>2011-08-20</td><td>557</td></tr><tr><td>2011-08-21</td><td>496</td></tr><tr><td>2011-08-22</td><td>497</td></tr><tr><td>2011-08-23</td><td>539</td></tr><tr><td>2011-08-24</td><td>497</td></tr><tr><td>2011-08-25</td><td>548</td></tr><tr><td>2011-08-26</td><td>550</td></tr><tr><td>2011-08-27</td><td>546</td></tr><tr><td>2011-08-28</td><td>588</td></tr><tr><td>2011-08-29</td><td>526</td></tr><tr><td>2011-08-30</td><td>522</td></tr><tr><td>2011-08-31</td><td>533</td></tr><tr><td>2011-09-01</td><td>845</td></tr><tr><td>2011-09-02</td><td>582</td></tr><tr><td>2011-09-03</td><td>533</td></tr><tr><td>2011-09-04</td><td>501</td></tr><tr><td>2011-09-05</td><td>491</td></tr><tr><td>2011-09-06</td><td>518</td></tr><tr><td>2011-09-07</td><td>506</td></tr><tr><td>2011-09-08</td><td>547</td></tr><tr><td>2011-09-09</td><td>525</td></tr><tr><td>2011-09-10</td><td>522</td></tr><tr><td>2011-09-11</td><td>482</td></tr><tr><td>2011-09-12</td><td>490</td></tr><tr><td>2011-09-13</td><td>510</td></tr><tr><td>2011-09-14</td><td>501</td></tr><tr><td>2011-09-15</td><td>571</td></tr><tr><td>2011-09-16</td><td>581</td></tr><tr><td>2011-09-17</td><td>537</td></tr><tr><td>2011-09-18</td><td>521</td></tr><tr><td>2011-09-19</td><td>517</td></tr><tr><td>2011-09-20</td><td>516</td></tr><tr><td>2011-09-21</td><td>543</td></tr><tr><td>2011-09-22</td><td>556</td></tr><tr><td>2011-09-23</td><td>584</td></tr><tr><td>2011-09-24</td><td>533</td></tr><tr><td>2011-09-25</td><td>541</td></tr><tr><td>2011-09-26</td><td>469</td></tr><tr><td>2011-09-27</td><td>520</td></tr><tr><td>2011-09-28</td><td>550</td></tr><tr><td>2011-09-29</td><td>519</td></tr><tr><td>2011-09-30</td><td>641</td></tr><tr><td>2011-10-01</td><td>855</td></tr><tr><td>2011-10-02</td><td>514</td></tr><tr><td>2011-10-03</td><td>537</td></tr><tr><td>2011-10-04</td><td>485</td></tr><tr><td>2011-10-05</td><td>483</td></tr><tr><td>2011-10-06</td><td>488</td></tr><tr><td>2011-10-07</td><td>560</td></tr><tr><td>2011-10-08</td><td>468</td></tr><tr><td>2011-10-09</td><td>505</td></tr><tr><td>2011-10-10</td><td>518</td></tr><tr><td>2011-10-11</td><td>591</td></tr><tr><td>2011-10-12</td><td>492</td></tr><tr><td>2011-10-13</td><td>544</td></tr><tr><td>2011-10-14</td><td>631</td></tr><tr><td>2011-10-15</td><td>565</td></tr><tr><td>2011-10-16</td><td>492</td></tr><tr><td>2011-10-17</td><td>549</td></tr><tr><td>2011-10-18</td><td>559</td></tr><tr><td>2011-10-19</td><td>577</td></tr><tr><td>2011-10-20</td><td>575</td></tr><tr><td>2011-10-21</td><td>584</td></tr><tr><td>2011-10-22</td><td>547</td></tr><tr><td>2011-10-23</td><td>476</td></tr><tr><td>2011-10-24</td><td>546</td></tr><tr><td>2011-10-25</td><td>513</td></tr><tr><td>2011-10-26</td><td>550</td></tr><tr><td>2011-10-27</td><td>502</td></tr><tr><td>2011-10-28</td><td>562</td></tr><tr><td>2011-10-29</td><td>588</td></tr><tr><td>2011-10-30</td><td>523</td></tr><tr><td>2011-10-31</td><td>654</td></tr><tr><td>2011-11-01</td><td>834</td></tr><tr><td>2011-11-02</td><td>514</td></tr><tr><td>2011-11-03</td><td>514</td></tr><tr><td>2011-11-04</td><td>614</td></tr><tr><td>2011-11-05</td><td>494</td></tr><tr><td>2011-11-06</td><td>449</td></tr><tr><td>2011-11-07</td><td>501</td></tr><tr><td>2011-11-08</td><td>524</td></tr><tr><td>2011-11-09</td><td>506</td></tr><tr><td>2011-11-10</td><td>544</td></tr><tr><td>2011-11-11</td><td>560</td></tr><tr><td>2011-11-12</td><td>523</td></tr><tr><td>2011-11-13</td><td>505</td></tr><tr><td>2011-11-14</td><td>581</td></tr><tr><td>2011-11-15</td><td>578</td></tr><tr><td>2011-11-16</td><td>556</td></tr><tr><td>2011-11-17</td><td>576</td></tr><tr><td>2011-11-18</td><td>575</td></tr><tr><td>2011-11-19</td><td>564</td></tr><tr><td>2011-11-20</td><td>500</td></tr><tr><td>2011-11-21</td><td>593</td></tr><tr><td>2011-11-22</td><td>507</td></tr><tr><td>2011-11-23</td><td>595</td></tr><tr><td>2011-11-24</td><td>494</td></tr><tr><td>2011-11-25</td><td>540</td></tr><tr><td>2011-11-26</td><td>536</td></tr><tr><td>2011-11-27</td><td>470</td></tr><tr><td>2011-11-28</td><td>565</td></tr><tr><td>2011-11-29</td><td>544</td></tr><tr><td>2011-11-30</td><td>572</td></tr><tr><td>2011-12-01</td><td>797</td></tr><tr><td>2011-12-02</td><td>574</td></tr><tr><td>2011-12-03</td><td>462</td></tr><tr><td>2011-12-04</td><td>495</td></tr><tr><td>2011-12-05</td><td>550</td></tr><tr><td>2011-12-06</td><td>491</td></tr><tr><td>2011-12-07</td><td>532</td></tr><tr><td>2011-12-08</td><td>503</td></tr><tr><td>2011-12-09</td><td>580</td></tr><tr><td>2011-12-10</td><td>556</td></tr><tr><td>2011-12-11</td><td>505</td></tr><tr><td>2011-12-12</td><td>534</td></tr><tr><td>2011-12-13</td><td>533</td></tr><tr><td>2011-12-14</td><td>525</td></tr><tr><td>2011-12-15</td><td>567</td></tr><tr><td>2011-12-16</td><td>629</td></tr><tr><td>2011-12-17</td><td>546</td></tr><tr><td>2011-12-18</td><td>525</td></tr><tr><td>2011-12-19</td><td>535</td></tr><tr><td>2011-12-20</td><td>562</td></tr><tr><td>2011-12-21</td><td>576</td></tr><tr><td>2011-12-22</td><td>540</td></tr><tr><td>2011-12-23</td><td>588</td></tr><tr><td>2011-12-24</td><td>459</td></tr><tr><td>2011-12-25</td><td>434</td></tr><tr><td>2011-12-26</td><td>398</td></tr><tr><td>2011-12-27</td><td>505</td></tr><tr><td>2011-12-28</td><td>486</td></tr><tr><td>2011-12-29</td><td>507</td></tr><tr><td>2011-12-30</td><td>589</td></tr><tr><td>2011-12-31</td><td>615</td></tr><tr><td>2012-01-01</td><td>1893</td></tr><tr><td>2012-01-02</td><td>476</td></tr><tr><td>2012-01-03</td><td>554</td></tr><tr><td>2012-01-04</td><td>535</td></tr><tr><td>2012-01-05</td><td>520</td></tr><tr><td>2012-01-06</td><td>513</td></tr><tr><td>2012-01-07</td><td>506</td></tr><tr><td>2012-01-08</td><td>480</td></tr><tr><td>2012-01-09</td><td>530</td></tr><tr><td>2012-01-10</td><td>494</td></tr><tr><td>2012-01-11</td><td>509</td></tr><tr><td>2012-01-12</td><td>522</td></tr><tr><td>2012-01-13</td><td>582</td></tr><tr><td>2012-01-14</td><td>516</td></tr><tr><td>2012-01-15</td><td>558</td></tr><tr><td>2012-01-16</td><td>489</td></tr><tr><td>2012-01-17</td><td>573</td></tr><tr><td>2012-01-18</td><td>552</td></tr><tr><td>2012-01-19</td><td>544</td></tr><tr><td>2012-01-20</td><td>577</td></tr><tr><td>2012-01-21</td><td>494</td></tr><tr><td>2012-01-22</td><td>505</td></tr><tr><td>2012-01-23</td><td>552</td></tr><tr><td>2012-01-24</td><td>534</td></tr><tr><td>2012-01-25</td><td>593</td></tr><tr><td>2012-01-26</td><td>591</td></tr><tr><td>2012-01-27</td><td>601</td></tr><tr><td>2012-01-28</td><td>539</td></tr><tr><td>2012-01-29</td><td>546</td></tr><tr><td>2012-01-30</td><td>548</td></tr><tr><td>2012-01-31</td><td>505</td></tr><tr><td>2012-02-01</td><td>851</td></tr><tr><td>2012-02-02</td><td>540</td></tr><tr><td>2012-02-03</td><td>492</td></tr><tr><td>2012-02-04</td><td>500</td></tr><tr><td>2012-02-05</td><td>520</td></tr><tr><td>2012-02-06</td><td>490</td></tr><tr><td>2012-02-07</td><td>518</td></tr><tr><td>2012-02-08</td><td>521</td></tr><tr><td>2012-02-09</td><td>490</td></tr><tr><td>2012-02-10</td><td>575</td></tr><tr><td>2012-02-11</td><td>499</td></tr><tr><td>2012-02-12</td><td>533</td></tr><tr><td>2012-02-13</td><td>551</td></tr><tr><td>2012-02-14</td><td>482</td></tr><tr><td>2012-02-15</td><td>544</td></tr><tr><td>2012-02-16</td><td>514</td></tr><tr><td>2012-02-17</td><td>571</td></tr><tr><td>2012-02-18</td><td>494</td></tr><tr><td>2012-02-19</td><td>478</td></tr><tr><td>2012-02-20</td><td>461</td></tr><tr><td>2012-02-21</td><td>553</td></tr><tr><td>2012-02-22</td><td>539</td></tr><tr><td>2012-02-23</td><td>519</td></tr><tr><td>2012-02-24</td><td>594</td></tr><tr><td>2012-02-25</td><td>551</td></tr><tr><td>2012-02-26</td><td>492</td></tr><tr><td>2012-02-27</td><td>518</td></tr><tr><td>2012-02-28</td><td>480</td></tr><tr><td>2012-02-29</td><td>483</td></tr><tr><td>2012-03-01</td><td>862</td></tr><tr><td>2012-03-02</td><td>594</td></tr><tr><td>2012-03-03</td><td>538</td></tr><tr><td>2012-03-04</td><td>502</td></tr><tr><td>2012-03-05</td><td>531</td></tr><tr><td>2012-03-06</td><td>535</td></tr><tr><td>2012-03-07</td><td>537</td></tr><tr><td>2012-03-08</td><td>476</td></tr><tr><td>2012-03-09</td><td>573</td></tr><tr><td>2012-03-10</td><td>545</td></tr><tr><td>2012-03-11</td><td>469</td></tr><tr><td>2012-03-12</td><td>530</td></tr><tr><td>2012-03-13</td><td>463</td></tr><tr><td>2012-03-14</td><td>533</td></tr><tr><td>2012-03-15</td><td>595</td></tr><tr><td>2012-03-16</td><td>560</td></tr><tr><td>2012-03-17</td><td>452</td></tr><tr><td>2012-03-18</td><td>440</td></tr><tr><td>2012-03-19</td><td>486</td></tr><tr><td>2012-03-20</td><td>550</td></tr><tr><td>2012-03-21</td><td>525</td></tr><tr><td>2012-03-22</td><td>482</td></tr><tr><td>2012-03-23</td><td>596</td></tr><tr><td>2012-03-24</td><td>572</td></tr><tr><td>2012-03-25</td><td>467</td></tr><tr><td>2012-03-26</td><td>501</td></tr><tr><td>2012-03-27</td><td>476</td></tr><tr><td>2012-03-28</td><td>541</td></tr><tr><td>2012-03-29</td><td>578</td></tr><tr><td>2012-03-30</td><td>587</td></tr><tr><td>2012-03-31</td><td>512</td></tr><tr><td>2012-04-01</td><td>740</td></tr><tr><td>2012-04-02</td><td>572</td></tr><tr><td>2012-04-03</td><td>487</td></tr><tr><td>2012-04-04</td><td>520</td></tr><tr><td>2012-04-05</td><td>497</td></tr><tr><td>2012-04-06</td><td>518</td></tr><tr><td>2012-04-07</td><td>477</td></tr><tr><td>2012-04-08</td><td>478</td></tr><tr><td>2012-04-09</td><td>502</td></tr><tr><td>2012-04-10</td><td>524</td></tr><tr><td>2012-04-11</td><td>527</td></tr><tr><td>2012-04-12</td><td>517</td></tr><tr><td>2012-04-13</td><td>550</td></tr><tr><td>2012-04-14</td><td>505</td></tr><tr><td>2012-04-15</td><td>583</td></tr><tr><td>2012-04-16</td><td>566</td></tr><tr><td>2012-04-17</td><td>563</td></tr><tr><td>2012-04-18</td><td>537</td></tr><tr><td>2012-04-19</td><td>586</td></tr><tr><td>2012-04-20</td><td>620</td></tr><tr><td>2012-04-21</td><td>503</td></tr><tr><td>2012-04-22</td><td>521</td></tr><tr><td>2012-04-23</td><td>523</td></tr><tr><td>2012-04-24</td><td>495</td></tr><tr><td>2012-04-25</td><td>632</td></tr><tr><td>2012-04-26</td><td>523</td></tr><tr><td>2012-04-27</td><td>594</td></tr><tr><td>2012-04-28</td><td>551</td></tr><tr><td>2012-04-29</td><td>516</td></tr><tr><td>2012-04-30</td><td>585</td></tr><tr><td>2012-05-01</td><td>856</td></tr><tr><td>2012-05-02</td><td>519</td></tr><tr><td>2012-05-03</td><td>543</td></tr><tr><td>2012-05-04</td><td>609</td></tr><tr><td>2012-05-05</td><td>547</td></tr><tr><td>2012-05-06</td><td>530</td></tr><tr><td>2012-05-07</td><td>506</td></tr><tr><td>2012-05-08</td><td>507</td></tr><tr><td>2012-05-09</td><td>499</td></tr><tr><td>2012-05-10</td><td>578</td></tr><tr><td>2012-05-11</td><td>581</td></tr><tr><td>2012-05-12</td><td>566</td></tr><tr><td>2012-05-13</td><td>528</td></tr><tr><td>2012-05-14</td><td>636</td></tr><tr><td>2012-05-15</td><td>591</td></tr><tr><td>2012-05-16</td><td>531</td></tr><tr><td>2012-05-17</td><td>537</td></tr><tr><td>2012-05-18</td><td>594</td></tr><tr><td>2012-05-19</td><td>552</td></tr><tr><td>2012-05-20</td><td>541</td></tr><tr><td>2012-05-21</td><td>598</td></tr><tr><td>2012-05-22</td><td>512</td></tr><tr><td>2012-05-23</td><td>600</td></tr><tr><td>2012-05-24</td><td>558</td></tr><tr><td>2012-05-25</td><td>656</td></tr><tr><td>2012-05-26</td><td>493</td></tr><tr><td>2012-05-27</td><td>529</td></tr><tr><td>2012-05-28</td><td>538</td></tr><tr><td>2012-05-29</td><td>578</td></tr><tr><td>2012-05-30</td><td>569</td></tr><tr><td>2012-05-31</td><td>520</td></tr><tr><td>2012-06-01</td><td>1036</td></tr><tr><td>2012-06-02</td><td>554</td></tr><tr><td>2012-06-03</td><td>536</td></tr><tr><td>2012-06-04</td><td>563</td></tr><tr><td>2012-06-05</td><td>579</td></tr><tr><td>2012-06-06</td><td>592</td></tr><tr><td>2012-06-07</td><td>537</td></tr><tr><td>2012-06-08</td><td>610</td></tr><tr><td>2012-06-09</td><td>535</td></tr><tr><td>2012-06-10</td><td>524</td></tr><tr><td>2012-06-11</td><td>545</td></tr><tr><td>2012-06-12</td><td>565</td></tr><tr><td>2012-06-13</td><td>562</td></tr><tr><td>2012-06-14</td><td>544</td></tr><tr><td>2012-06-15</td><td>694</td></tr><tr><td>2012-06-16</td><td>510</td></tr><tr><td>2012-06-17</td><td>547</td></tr><tr><td>2012-06-18</td><td>557</td></tr><tr><td>2012-06-19</td><td>540</td></tr><tr><td>2012-06-20</td><td>573</td></tr><tr><td>2012-06-21</td><td>508</td></tr><tr><td>2012-06-22</td><td>561</td></tr><tr><td>2012-06-23</td><td>531</td></tr><tr><td>2012-06-24</td><td>525</td></tr><tr><td>2012-06-25</td><td>524</td></tr><tr><td>2012-06-26</td><td>507</td></tr><tr><td>2012-06-27</td><td>556</td></tr><tr><td>2012-06-28</td><td>525</td></tr><tr><td>2012-06-29</td><td>558</td></tr><tr><td>2012-06-30</td><td>573</td></tr><tr><td>2012-07-01</td><td>804</td></tr><tr><td>2012-07-02</td><td>543</td></tr><tr><td>2012-07-03</td><td>542</td></tr><tr><td>2012-07-04</td><td>539</td></tr><tr><td>2012-07-05</td><td>547</td></tr><tr><td>2012-07-06</td><td>555</td></tr><tr><td>2012-07-07</td><td>474</td></tr><tr><td>2012-07-08</td><td>513</td></tr><tr><td>2012-07-09</td><td>530</td></tr><tr><td>2012-07-10</td><td>553</td></tr><tr><td>2012-07-11</td><td>518</td></tr><tr><td>2012-07-12</td><td>587</td></tr><tr><td>2012-07-13</td><td>551</td></tr><tr><td>2012-07-14</td><td>566</td></tr><tr><td>2012-07-15</td><td>558</td></tr><tr><td>2012-07-16</td><td>576</td></tr><tr><td>2012-07-17</td><td>540</td></tr><tr><td>2012-07-18</td><td>560</td></tr><tr><td>2012-07-19</td><td>534</td></tr><tr><td>2012-07-20</td><td>588</td></tr><tr><td>2012-07-21</td><td>552</td></tr><tr><td>2012-07-22</td><td>528</td></tr><tr><td>2012-07-23</td><td>531</td></tr><tr><td>2012-07-24</td><td>553</td></tr><tr><td>2012-07-25</td><td>558</td></tr><tr><td>2012-07-26</td><td>503</td></tr><tr><td>2012-07-27</td><td>532</td></tr><tr><td>2012-07-28</td><td>516</td></tr><tr><td>2012-07-29</td><td>493</td></tr><tr><td>2012-07-30</td><td>526</td></tr><tr><td>2012-07-31</td><td>512</td></tr><tr><td>2012-08-01</td><td>863</td></tr><tr><td>2012-08-02</td><td>534</td></tr><tr><td>2012-08-03</td><td>589</td></tr><tr><td>2012-08-04</td><td>527</td></tr><tr><td>2012-08-05</td><td>502</td></tr><tr><td>2012-08-06</td><td>535</td></tr><tr><td>2012-08-07</td><td>513</td></tr><tr><td>2012-08-08</td><td>518</td></tr><tr><td>2012-08-09</td><td>539</td></tr><tr><td>2012-08-10</td><td>602</td></tr><tr><td>2012-08-11</td><td>541</td></tr><tr><td>2012-08-12</td><td>609</td></tr><tr><td>2012-08-13</td><td>562</td></tr><tr><td>2012-08-14</td><td>541</td></tr><tr><td>2012-08-15</td><td>581</td></tr><tr><td>2012-08-16</td><td>554</td></tr><tr><td>2012-08-17</td><td>614</td></tr><tr><td>2012-08-18</td><td>574</td></tr><tr><td>2012-08-19</td><td>537</td></tr><tr><td>2012-08-20</td><td>602</td></tr><tr><td>2012-08-21</td><td>525</td></tr><tr><td>2012-08-22</td><td>546</td></tr><tr><td>2012-08-23</td><td>552</td></tr><tr><td>2012-08-24</td><td>624</td></tr><tr><td>2012-08-25</td><td>607</td></tr><tr><td>2012-08-26</td><td>523</td></tr><tr><td>2012-08-27</td><td>547</td></tr><tr><td>2012-08-28</td><td>566</td></tr><tr><td>2012-08-29</td><td>554</td></tr><tr><td>2012-08-30</td><td>579</td></tr><tr><td>2012-08-31</td><td>597</td></tr><tr><td>2012-09-01</td><td>807</td></tr><tr><td>2012-09-02</td><td>513</td></tr><tr><td>2012-09-03</td><td>518</td></tr><tr><td>2012-09-04</td><td>542</td></tr><tr><td>2012-09-05</td><td>544</td></tr><tr><td>2012-09-06</td><td>609</td></tr><tr><td>2012-09-07</td><td>570</td></tr><tr><td>2012-09-08</td><td>496</td></tr><tr><td>2012-09-09</td><td>531</td></tr><tr><td>2012-09-10</td><td>582</td></tr><tr><td>2012-09-11</td><td>530</td></tr><tr><td>2012-09-12</td><td>590</td></tr><tr><td>2012-09-13</td><td>552</td></tr><tr><td>2012-09-14</td><td>583</td></tr><tr><td>2012-09-15</td><td>631</td></tr><tr><td>2012-09-16</td><td>548</td></tr><tr><td>2012-09-17</td><td>512</td></tr><tr><td>2012-09-18</td><td>564</td></tr><tr><td>2012-09-19</td><td>590</td></tr><tr><td>2012-09-20</td><td>531</td></tr><tr><td>2012-09-21</td><td>594</td></tr><tr><td>2012-09-22</td><td>567</td></tr><tr><td>2012-09-23</td><td>556</td></tr><tr><td>2012-09-24</td><td>559</td></tr><tr><td>2012-09-25</td><td>559</td></tr><tr><td>2012-09-26</td><td>553</td></tr><tr><td>2012-09-27</td><td>571</td></tr><tr><td>2012-09-28</td><td>618</td></tr><tr><td>2012-09-29</td><td>535</td></tr><tr><td>2012-09-30</td><td>535</td></tr><tr><td>2012-10-01</td><td>885</td></tr><tr><td>2012-10-02</td><td>548</td></tr><tr><td>2012-10-03</td><td>549</td></tr><tr><td>2012-10-04</td><td>498</td></tr><tr><td>2012-10-05</td><td>625</td></tr><tr><td>2012-10-06</td><td>543</td></tr><tr><td>2012-10-07</td><td>510</td></tr><tr><td>2012-10-08</td><td>504</td></tr><tr><td>2012-10-09</td><td>490</td></tr><tr><td>2012-10-10</td><td>532</td></tr><tr><td>2012-10-11</td><td>482</td></tr><tr><td>2012-10-12</td><td>567</td></tr><tr><td>2012-10-13</td><td>523</td></tr><tr><td>2012-10-14</td><td>505</td></tr><tr><td>2012-10-15</td><td>572</td></tr><tr><td>2012-10-16</td><td>578</td></tr><tr><td>2012-10-17</td><td>524</td></tr><tr><td>2012-10-18</td><td>565</td></tr><tr><td>2012-10-19</td><td>585</td></tr><tr><td>2012-10-20</td><td>568</td></tr><tr><td>2012-10-21</td><td>537</td></tr><tr><td>2012-10-22</td><td>562</td></tr><tr><td>2012-10-23</td><td>525</td></tr><tr><td>2012-10-24</td><td>522</td></tr><tr><td>2012-10-25</td><td>557</td></tr><tr><td>2012-10-26</td><td>599</td></tr><tr><td>2012-10-27</td><td>528</td></tr><tr><td>2012-10-28</td><td>547</td></tr><tr><td>2012-10-29</td><td>550</td></tr><tr><td>2012-10-30</td><td>539</td></tr><tr><td>2012-10-31</td><td>633</td></tr><tr><td>2012-11-01</td><td>834</td></tr><tr><td>2012-11-02</td><td>552</td></tr><tr><td>2012-11-03</td><td>526</td></tr><tr><td>2012-11-04</td><td>502</td></tr><tr><td>2012-11-05</td><td>544</td></tr><tr><td>2012-11-06</td><td>499</td></tr><tr><td>2012-11-07</td><td>510</td></tr><tr><td>2012-11-08</td><td>545</td></tr><tr><td>2012-11-09</td><td>507</td></tr><tr><td>2012-11-10</td><td>487</td></tr><tr><td>2012-11-11</td><td>468</td></tr><tr><td>2012-11-12</td><td>443</td></tr><tr><td>2012-11-13</td><td>509</td></tr><tr><td>2012-11-14</td><td>531</td></tr><tr><td>2012-11-15</td><td>590</td></tr><tr><td>2012-11-16</td><td>573</td></tr><tr><td>2012-11-17</td><td>524</td></tr><tr><td>2012-11-18</td><td>479</td></tr><tr><td>2012-11-19</td><td>430</td></tr><tr><td>2012-11-20</td><td>545</td></tr><tr><td>2012-11-21</td><td>545</td></tr><tr><td>2012-11-22</td><td>399</td></tr><tr><td>2012-11-23</td><td>537</td></tr><tr><td>2012-11-24</td><td>500</td></tr><tr><td>2012-11-25</td><td>510</td></tr><tr><td>2012-11-26</td><td>555</td></tr><tr><td>2012-11-27</td><td>516</td></tr><tr><td>2012-11-28</td><td>541</td></tr><tr><td>2012-11-29</td><td>472</td></tr><tr><td>2012-11-30</td><td>606</td></tr><tr><td>2012-12-01</td><td>849</td></tr><tr><td>2012-12-02</td><td>504</td></tr><tr><td>2012-12-03</td><td>517</td></tr><tr><td>2012-12-04</td><td>499</td></tr><tr><td>2012-12-05</td><td>532</td></tr><tr><td>2012-12-06</td><td>488</td></tr><tr><td>2012-12-07</td><td>611</td></tr><tr><td>2012-12-08</td><td>534</td></tr><tr><td>2012-12-09</td><td>459</td></tr><tr><td>2012-12-10</td><td>486</td></tr><tr><td>2012-12-11</td><td>506</td></tr><tr><td>2012-12-12</td><td>556</td></tr><tr><td>2012-12-13</td><td>501</td></tr><tr><td>2012-12-14</td><td>576</td></tr><tr><td>2012-12-15</td><td>560</td></tr><tr><td>2012-12-16</td><td>505</td></tr><tr><td>2012-12-17</td><td>520</td></tr><tr><td>2012-12-18</td><td>504</td></tr><tr><td>2012-12-19</td><td>493</td></tr><tr><td>2012-12-20</td><td>589</td></tr><tr><td>2012-12-21</td><td>544</td></tr><tr><td>2012-12-22</td><td>509</td></tr><tr><td>2012-12-23</td><td>530</td></tr><tr><td>2012-12-24</td><td>553</td></tr><tr><td>2012-12-25</td><td>404</td></tr><tr><td>2012-12-26</td><td>436</td></tr><tr><td>2012-12-27</td><td>472</td></tr><tr><td>2012-12-28</td><td>557</td></tr><tr><td>2012-12-29</td><td>490</td></tr><tr><td>2012-12-30</td><td>459</td></tr><tr><td>2012-12-31</td><td>579</td></tr><tr><td>2013-01-01</td><td>1721</td></tr><tr><td>2013-01-02</td><td>459</td></tr><tr><td>2013-01-03</td><td>464</td></tr><tr><td>2013-01-04</td><td>494</td></tr><tr><td>2013-01-05</td><td>534</td></tr><tr><td>2013-01-06</td><td>444</td></tr><tr><td>2013-01-07</td><td>514</td></tr><tr><td>2013-01-08</td><td>507</td></tr><tr><td>2013-01-09</td><td>496</td></tr><tr><td>2013-01-10</td><td>471</td></tr><tr><td>2013-01-11</td><td>547</td></tr><tr><td>2013-01-12</td><td>462</td></tr><tr><td>2013-01-13</td><td>441</td></tr><tr><td>2013-01-14</td><td>479</td></tr><tr><td>2013-01-15</td><td>544</td></tr><tr><td>2013-01-16</td><td>505</td></tr><tr><td>2013-01-17</td><td>497</td></tr><tr><td>2013-01-18</td><td>575</td></tr><tr><td>2013-01-19</td><td>503</td></tr><tr><td>2013-01-20</td><td>495</td></tr><tr><td>2013-01-21</td><td>496</td></tr><tr><td>2013-01-22</td><td>550</td></tr><tr><td>2013-01-23</td><td>512</td></tr><tr><td>2013-01-24</td><td>505</td></tr><tr><td>2013-01-25</td><td>537</td></tr><tr><td>2013-01-26</td><td>539</td></tr><tr><td>2013-01-27</td><td>475</td></tr><tr><td>2013-01-28</td><td>523</td></tr><tr><td>2013-01-29</td><td>550</td></tr><tr><td>2013-01-30</td><td>479</td></tr><tr><td>2013-01-31</td><td>493</td></tr><tr><td>2013-02-01</td><td>804</td></tr><tr><td>2013-02-02</td><td>526</td></tr><tr><td>2013-02-03</td><td>518</td></tr><tr><td>2013-02-04</td><td>532</td></tr><tr><td>2013-02-05</td><td>459</td></tr><tr><td>2013-02-06</td><td>481</td></tr><tr><td>2013-02-07</td><td>453</td></tr><tr><td>2013-02-08</td><td>481</td></tr><tr><td>2013-02-09</td><td>390</td></tr><tr><td>2013-02-10</td><td>437</td></tr><tr><td>2013-02-11</td><td>441</td></tr><tr><td>2013-02-12</td><td>515</td></tr><tr><td>2013-02-13</td><td>529</td></tr><tr><td>2013-02-14</td><td>496</td></tr><tr><td>2013-02-15</td><td>564</td></tr><tr><td>2013-02-16</td><td>535</td></tr><tr><td>2013-02-17</td><td>468</td></tr><tr><td>2013-02-18</td><td>473</td></tr><tr><td>2013-02-19</td><td>515</td></tr><tr><td>2013-02-20</td><td>512</td></tr><tr><td>2013-02-21</td><td>446</td></tr><tr><td>2013-02-22</td><td>527</td></tr><tr><td>2013-02-23</td><td>512</td></tr><tr><td>2013-02-24</td><td>496</td></tr><tr><td>2013-02-25</td><td>476</td></tr><tr><td>2013-02-26</td><td>493</td></tr><tr><td>2013-02-27</td><td>443</td></tr><tr><td>2013-02-28</td><td>546</td></tr><tr><td>2013-03-01</td><td>877</td></tr><tr><td>2013-03-02</td><td>551</td></tr><tr><td>2013-03-03</td><td>438</td></tr><tr><td>2013-03-04</td><td>487</td></tr><tr><td>2013-03-05</td><td>513</td></tr><tr><td>2013-03-06</td><td>510</td></tr><tr><td>2013-03-07</td><td>508</td></tr><tr><td>2013-03-08</td><td>548</td></tr><tr><td>2013-03-09</td><td>514</td></tr><tr><td>2013-03-10</td><td>441</td></tr><tr><td>2013-03-11</td><td>499</td></tr><tr><td>2013-03-12</td><td>502</td></tr><tr><td>2013-03-13</td><td>506</td></tr><tr><td>2013-03-14</td><td>509</td></tr><tr><td>2013-03-15</td><td>656</td></tr><tr><td>2013-03-16</td><td>529</td></tr><tr><td>2013-03-17</td><td>505</td></tr><tr><td>2013-03-18</td><td>533</td></tr><tr><td>2013-03-19</td><td>493</td></tr><tr><td>2013-03-20</td><td>524</td></tr><tr><td>2013-03-21</td><td>513</td></tr><tr><td>2013-03-22</td><td>553</td></tr><tr><td>2013-03-23</td><td>485</td></tr><tr><td>2013-03-24</td><td>504</td></tr><tr><td>2013-03-25</td><td>562</td></tr><tr><td>2013-03-26</td><td>493</td></tr><tr><td>2013-03-27</td><td>491</td></tr><tr><td>2013-03-28</td><td>494</td></tr><tr><td>2013-03-29</td><td>578</td></tr><tr><td>2013-03-30</td><td>482</td></tr><tr><td>2013-03-31</td><td>434</td></tr><tr><td>2013-04-01</td><td>758</td></tr><tr><td>2013-04-02</td><td>472</td></tr><tr><td>2013-04-03</td><td>496</td></tr><tr><td>2013-04-04</td><td>491</td></tr><tr><td>2013-04-05</td><td>517</td></tr><tr><td>2013-04-06</td><td>476</td></tr><tr><td>2013-04-07</td><td>488</td></tr><tr><td>2013-04-08</td><td>558</td></tr><tr><td>2013-04-09</td><td>460</td></tr><tr><td>2013-04-10</td><td>537</td></tr><tr><td>2013-04-11</td><td>455</td></tr><tr><td>2013-04-12</td><td>604</td></tr><tr><td>2013-04-13</td><td>534</td></tr><tr><td>2013-04-14</td><td>516</td></tr><tr><td>2013-04-15</td><td>604</td></tr><tr><td>2013-04-16</td><td>477</td></tr><tr><td>2013-04-17</td><td>512</td></tr><tr><td>2013-04-18</td><td>540</td></tr><tr><td>2013-04-19</td><td>565</td></tr><tr><td>2013-04-20</td><td>541</td></tr><tr><td>2013-04-21</td><td>491</td></tr><tr><td>2013-04-22</td><td>498</td></tr><tr><td>2013-04-23</td><td>499</td></tr><tr><td>2013-04-24</td><td>494</td></tr><tr><td>2013-04-25</td><td>515</td></tr><tr><td>2013-04-26</td><td>575</td></tr><tr><td>2013-04-27</td><td>500</td></tr><tr><td>2013-04-28</td><td>522</td></tr><tr><td>2013-04-29</td><td>479</td></tr><tr><td>2013-04-30</td><td>557</td></tr><tr><td>2013-05-01</td><td>826</td></tr><tr><td>2013-05-02</td><td>511</td></tr><tr><td>2013-05-03</td><td>562</td></tr><tr><td>2013-05-04</td><td>507</td></tr><tr><td>2013-05-05</td><td>498</td></tr><tr><td>2013-05-06</td><td>488</td></tr><tr><td>2013-05-07</td><td>498</td></tr><tr><td>2013-05-08</td><td>543</td></tr><tr><td>2013-05-09</td><td>546</td></tr><tr><td>2013-05-10</td><td>572</td></tr><tr><td>2013-05-11</td><td>529</td></tr><tr><td>2013-05-12</td><td>481</td></tr><tr><td>2013-05-13</td><td>491</td></tr><tr><td>2013-05-14</td><td>531</td></tr><tr><td>2013-05-15</td><td>555</td></tr><tr><td>2013-05-16</td><td>522</td></tr><tr><td>2013-05-17</td><td>598</td></tr><tr><td>2013-05-18</td><td>504</td></tr><tr><td>2013-05-19</td><td>499</td></tr><tr><td>2013-05-20</td><td>560</td></tr><tr><td>2013-05-21</td><td>541</td></tr><tr><td>2013-05-22</td><td>502</td></tr><tr><td>2013-05-23</td><td>549</td></tr><tr><td>2013-05-24</td><td>580</td></tr><tr><td>2013-05-25</td><td>464</td></tr><tr><td>2013-05-26</td><td>507</td></tr><tr><td>2013-05-27</td><td>453</td></tr><tr><td>2013-05-28</td><td>570</td></tr><tr><td>2013-05-29</td><td>487</td></tr><tr><td>2013-05-30</td><td>529</td></tr><tr><td>2013-05-31</td><td>599</td></tr><tr><td>2013-06-01</td><td>863</td></tr><tr><td>2013-06-02</td><td>490</td></tr><tr><td>2013-06-03</td><td>482</td></tr><tr><td>2013-06-04</td><td>544</td></tr><tr><td>2013-06-05</td><td>551</td></tr><tr><td>2013-06-06</td><td>524</td></tr><tr><td>2013-06-07</td><td>581</td></tr><tr><td>2013-06-08</td><td>467</td></tr><tr><td>2013-06-09</td><td>485</td></tr><tr><td>2013-06-10</td><td>587</td></tr><tr><td>2013-06-11</td><td>441</td></tr><tr><td>2013-06-12</td><td>534</td></tr><tr><td>2013-06-13</td><td>521</td></tr><tr><td>2013-06-14</td><td>579</td></tr><tr><td>2013-06-15</td><td>531</td></tr><tr><td>2013-06-16</td><td>550</td></tr><tr><td>2013-06-17</td><td>521</td></tr><tr><td>2013-06-18</td><td>520</td></tr><tr><td>2013-06-19</td><td>546</td></tr><tr><td>2013-06-20</td><td>513</td></tr><tr><td>2013-06-21</td><td>572</td></tr><tr><td>2013-06-22</td><td>548</td></tr><tr><td>2013-06-23</td><td>502</td></tr><tr><td>2013-06-24</td><td>527</td></tr><tr><td>2013-06-25</td><td>513</td></tr><tr><td>2013-06-26</td><td>509</td></tr><tr><td>2013-06-27</td><td>506</td></tr><tr><td>2013-06-28</td><td>532</td></tr><tr><td>2013-06-29</td><td>502</td></tr><tr><td>2013-06-30</td><td>569</td></tr><tr><td>2013-07-01</td><td>833</td></tr><tr><td>2013-07-02</td><td>489</td></tr><tr><td>2013-07-03</td><td>540</td></tr><tr><td>2013-07-04</td><td>535</td></tr><tr><td>2013-07-05</td><td>509</td></tr><tr><td>2013-07-06</td><td>477</td></tr><tr><td>2013-07-07</td><td>504</td></tr><tr><td>2013-07-08</td><td>486</td></tr><tr><td>2013-07-09</td><td>512</td></tr><tr><td>2013-07-10</td><td>532</td></tr><tr><td>2013-07-11</td><td>508</td></tr><tr><td>2013-07-12</td><td>564</td></tr><tr><td>2013-07-13</td><td>574</td></tr><tr><td>2013-07-14</td><td>467</td></tr><tr><td>2013-07-15</td><td>617</td></tr><tr><td>2013-07-16</td><td>546</td></tr><tr><td>2013-07-17</td><td>508</td></tr><tr><td>2013-07-18</td><td>507</td></tr><tr><td>2013-07-19</td><td>569</td></tr><tr><td>2013-07-20</td><td>573</td></tr><tr><td>2013-07-21</td><td>510</td></tr><tr><td>2013-07-22</td><td>514</td></tr><tr><td>2013-07-23</td><td>528</td></tr><tr><td>2013-07-24</td><td>526</td></tr><tr><td>2013-07-25</td><td>496</td></tr><tr><td>2013-07-26</td><td>552</td></tr><tr><td>2013-07-27</td><td>524</td></tr><tr><td>2013-07-28</td><td>514</td></tr><tr><td>2013-07-29</td><td>518</td></tr><tr><td>2013-07-30</td><td>549</td></tr><tr><td>2013-07-31</td><td>559</td></tr><tr><td>2013-08-01</td><td>796</td></tr><tr><td>2013-08-02</td><td>546</td></tr><tr><td>2013-08-03</td><td>500</td></tr><tr><td>2013-08-04</td><td>504</td></tr><tr><td>2013-08-05</td><td>533</td></tr><tr><td>2013-08-06</td><td>532</td></tr><tr><td>2013-08-07</td><td>532</td></tr><tr><td>2013-08-08</td><td>544</td></tr><tr><td>2013-08-09</td><td>579</td></tr><tr><td>2013-08-10</td><td>556</td></tr><tr><td>2013-08-11</td><td>505</td></tr><tr><td>2013-08-12</td><td>605</td></tr><tr><td>2013-08-13</td><td>577</td></tr><tr><td>2013-08-14</td><td>516</td></tr><tr><td>2013-08-15</td><td>617</td></tr><tr><td>2013-08-16</td><td>580</td></tr><tr><td>2013-08-17</td><td>551</td></tr><tr><td>2013-08-18</td><td>545</td></tr><tr><td>2013-08-19</td><td>559</td></tr><tr><td>2013-08-20</td><td>545</td></tr><tr><td>2013-08-21</td><td>532</td></tr><tr><td>2013-08-22</td><td>524</td></tr><tr><td>2013-08-23</td><td>592</td></tr><tr><td>2013-08-24</td><td>562</td></tr><tr><td>2013-08-25</td><td>544</td></tr><tr><td>2013-08-26</td><td>613</td></tr><tr><td>2013-08-27</td><td>559</td></tr><tr><td>2013-08-28</td><td>545</td></tr><tr><td>2013-08-29</td><td>600</td></tr><tr><td>2013-08-30</td><td>596</td></tr><tr><td>2013-08-31</td><td>548</td></tr><tr><td>2013-09-01</td><td>862</td></tr><tr><td>2013-09-02</td><td>516</td></tr><tr><td>2013-09-03</td><td>552</td></tr><tr><td>2013-09-04</td><td>533</td></tr><tr><td>2013-09-05</td><td>532</td></tr><tr><td>2013-09-06</td><td>559</td></tr><tr><td>2013-09-07</td><td>527</td></tr><tr><td>2013-09-08</td><td>505</td></tr><tr><td>2013-09-09</td><td>567</td></tr><tr><td>2013-09-10</td><td>544</td></tr><tr><td>2013-09-11</td><td>510</td></tr><tr><td>2013-09-12</td><td>527</td></tr><tr><td>2013-09-13</td><td>588</td></tr><tr><td>2013-09-14</td><td>542</td></tr><tr><td>2013-09-15</td><td>506</td></tr><tr><td>2013-09-16</td><td>556</td></tr><tr><td>2013-09-17</td><td>509</td></tr><tr><td>2013-09-18</td><td>546</td></tr><tr><td>2013-09-19</td><td>494</td></tr><tr><td>2013-09-20</td><td>559</td></tr><tr><td>2013-09-21</td><td>538</td></tr><tr><td>2013-09-22</td><td>427</td></tr><tr><td>2013-09-23</td><td>520</td></tr><tr><td>2013-09-24</td><td>524</td></tr><tr><td>2013-09-25</td><td>526</td></tr><tr><td>2013-09-26</td><td>503</td></tr><tr><td>2013-09-27</td><td>584</td></tr><tr><td>2013-09-28</td><td>530</td></tr><tr><td>2013-09-29</td><td>512</td></tr><tr><td>2013-09-30</td><td>529</td></tr><tr><td>2013-10-01</td><td>760</td></tr><tr><td>2013-10-02</td><td>486</td></tr><tr><td>2013-10-03</td><td>535</td></tr><tr><td>2013-10-04</td><td>550</td></tr><tr><td>2013-10-05</td><td>521</td></tr><tr><td>2013-10-06</td><td>475</td></tr><tr><td>2013-10-07</td><td>544</td></tr><tr><td>2013-10-08</td><td>475</td></tr><tr><td>2013-10-09</td><td>498</td></tr><tr><td>2013-10-10</td><td>516</td></tr><tr><td>2013-10-11</td><td>499</td></tr><tr><td>2013-10-12</td><td>502</td></tr><tr><td>2013-10-13</td><td>514</td></tr><tr><td>2013-10-14</td><td>491</td></tr><tr><td>2013-10-15</td><td>551</td></tr><tr><td>2013-10-16</td><td>490</td></tr><tr><td>2013-10-17</td><td>495</td></tr><tr><td>2013-10-18</td><td>557</td></tr><tr><td>2013-10-19</td><td>580</td></tr><tr><td>2013-10-20</td><td>508</td></tr><tr><td>2013-10-21</td><td>534</td></tr><tr><td>2013-10-22</td><td>500</td></tr><tr><td>2013-10-23</td><td>487</td></tr><tr><td>2013-10-24</td><td>514</td></tr><tr><td>2013-10-25</td><td>593</td></tr><tr><td>2013-10-26</td><td>571</td></tr><tr><td>2013-10-27</td><td>476</td></tr><tr><td>2013-10-28</td><td>508</td></tr><tr><td>2013-10-29</td><td>444</td></tr><tr><td>2013-10-30</td><td>501</td></tr><tr><td>2013-10-31</td><td>568</td></tr><tr><td>2013-11-01</td><td>899</td></tr><tr><td>2013-11-02</td><td>514</td></tr><tr><td>2013-11-03</td><td>466</td></tr><tr><td>2013-11-04</td><td>494</td></tr><tr><td>2013-11-05</td><td>486</td></tr><tr><td>2013-11-06</td><td>529</td></tr><tr><td>2013-11-07</td><td>459</td></tr><tr><td>2013-11-08</td><td>554</td></tr><tr><td>2013-11-09</td><td>517</td></tr><tr><td>2013-11-10</td><td>469</td></tr><tr><td>2013-11-11</td><td>477</td></tr><tr><td>2013-11-12</td><td>515</td></tr><tr><td>2013-11-13</td><td>551</td></tr><tr><td>2013-11-14</td><td>538</td></tr><tr><td>2013-11-15</td><td>612</td></tr><tr><td>2013-11-16</td><td>490</td></tr><tr><td>2013-11-17</td><td>426</td></tr><tr><td>2013-11-18</td><td>509</td></tr><tr><td>2013-11-19</td><td>505</td></tr><tr><td>2013-11-20</td><td>517</td></tr><tr><td>2013-11-21</td><td>458</td></tr><tr><td>2013-11-22</td><td>513</td></tr><tr><td>2013-11-23</td><td>470</td></tr><tr><td>2013-11-24</td><td>466</td></tr><tr><td>2013-11-25</td><td>467</td></tr><tr><td>2013-11-26</td><td>484</td></tr><tr><td>2013-11-27</td><td>534</td></tr><tr><td>2013-11-28</td><td>432</td></tr><tr><td>2013-11-29</td><td>504</td></tr><tr><td>2013-11-30</td><td>490</td></tr><tr><td>2013-12-01</td><td>683</td></tr><tr><td>2013-12-02</td><td>531</td></tr><tr><td>2013-12-03</td><td>496</td></tr><tr><td>2013-12-04</td><td>456</td></tr><tr><td>2013-12-05</td><td>473</td></tr><tr><td>2013-12-06</td><td>498</td></tr><tr><td>2013-12-07</td><td>437</td></tr><tr><td>2013-12-08</td><td>452</td></tr><tr><td>2013-12-09</td><td>456</td></tr><tr><td>2013-12-10</td><td>471</td></tr><tr><td>2013-12-11</td><td>483</td></tr><tr><td>2013-12-12</td><td>456</td></tr><tr><td>2013-12-13</td><td>555</td></tr><tr><td>2013-12-14</td><td>471</td></tr><tr><td>2013-12-15</td><td>536</td></tr><tr><td>2013-12-16</td><td>543</td></tr><tr><td>2013-12-17</td><td>532</td></tr><tr><td>2013-12-18</td><td>503</td></tr><tr><td>2013-12-19</td><td>436</td></tr><tr><td>2013-12-20</td><td>557</td></tr><tr><td>2013-12-21</td><td>494</td></tr><tr><td>2013-12-22</td><td>455</td></tr><tr><td>2013-12-23</td><td>487</td></tr><tr><td>2013-12-24</td><td>521</td></tr><tr><td>2013-12-25</td><td>430</td></tr><tr><td>2013-12-26</td><td>444</td></tr><tr><td>2013-12-27</td><td>482</td></tr><tr><td>2013-12-28</td><td>468</td></tr><tr><td>2013-12-29</td><td>501</td></tr><tr><td>2013-12-30</td><td>494</td></tr><tr><td>2013-12-31</td><td>547</td></tr><tr><td>2014-01-01</td><td>726</td></tr><tr><td>2014-01-02</td><td>394</td></tr><tr><td>2014-01-03</td><td>484</td></tr><tr><td>2014-01-04</td><td>403</td></tr><tr><td>2014-01-05</td><td>393</td></tr><tr><td>2014-01-06</td><td>420</td></tr><tr><td>2014-01-07</td><td>368</td></tr><tr><td>2014-01-08</td><td>363</td></tr><tr><td>2014-01-09</td><td>418</td></tr><tr><td>2014-01-10</td><td>436</td></tr><tr><td>2014-01-11</td><td>411</td></tr><tr><td>2014-01-12</td><td>399</td></tr><tr><td>2014-01-13</td><td>421</td></tr><tr><td>2014-01-14</td><td>449</td></tr><tr><td>2014-01-15</td><td>481</td></tr><tr><td>2014-01-16</td><td>437</td></tr><tr><td>2014-01-17</td><td>473</td></tr><tr><td>2014-01-18</td><td>448</td></tr><tr><td>2014-01-19</td><td>401</td></tr><tr><td>2014-01-20</td><td>446</td></tr><tr><td>2014-01-21</td><td>438</td></tr><tr><td>2014-01-22</td><td>454</td></tr><tr><td>2014-01-23</td><td>434</td></tr><tr><td>2014-01-24</td><td>470</td></tr><tr><td>2014-01-25</td><td>448</td></tr><tr><td>2014-01-26</td><td>391</td></tr><tr><td>2014-01-27</td><td>493</td></tr><tr><td>2014-01-28</td><td>426</td></tr><tr><td>2014-01-29</td><td>463</td></tr><tr><td>2014-01-30</td><td>457</td></tr><tr><td>2014-01-31</td><td>495</td></tr><tr><td>2014-02-01</td><td>598</td></tr><tr><td>2014-02-02</td><td>392</td></tr><tr><td>2014-02-03</td><td>428</td></tr><tr><td>2014-02-04</td><td>409</td></tr><tr><td>2014-02-05</td><td>448</td></tr><tr><td>2014-02-06</td><td>410</td></tr><tr><td>2014-02-07</td><td>481</td></tr><tr><td>2014-02-08</td><td>422</td></tr><tr><td>2014-02-09</td><td>355</td></tr><tr><td>2014-02-10</td><td>430</td></tr><tr><td>2014-02-11</td><td>407</td></tr><tr><td>2014-02-12</td><td>437</td></tr><tr><td>2014-02-13</td><td>409</td></tr><tr><td>2014-02-14</td><td>494</td></tr><tr><td>2014-02-15</td><td>469</td></tr><tr><td>2014-02-16</td><td>447</td></tr><tr><td>2014-02-17</td><td>392</td></tr><tr><td>2014-02-18</td><td>419</td></tr><tr><td>2014-02-19</td><td>416</td></tr><tr><td>2014-02-20</td><td>458</td></tr><tr><td>2014-02-21</td><td>522</td></tr><tr><td>2014-02-22</td><td>421</td></tr><tr><td>2014-02-23</td><td>413</td></tr><tr><td>2014-02-24</td><td>445</td></tr><tr><td>2014-02-25</td><td>428</td></tr><tr><td>2014-02-26</td><td>405</td></tr><tr><td>2014-02-27</td><td>424</td></tr><tr><td>2014-02-28</td><td>443</td></tr><tr><td>2014-03-01</td><td>576</td></tr><tr><td>2014-03-02</td><td>436</td></tr><tr><td>2014-03-03</td><td>476</td></tr><tr><td>2014-03-04</td><td>408</td></tr><tr><td>2014-03-05</td><td>428</td></tr><tr><td>2014-03-06</td><td>412</td></tr><tr><td>2014-03-07</td><td>457</td></tr><tr><td>2014-03-08</td><td>474</td></tr><tr><td>2014-03-09</td><td>379</td></tr><tr><td>2014-03-10</td><td>483</td></tr><tr><td>2014-03-11</td><td>400</td></tr><tr><td>2014-03-12</td><td>446</td></tr><tr><td>2014-03-13</td><td>421</td></tr><tr><td>2014-03-14</td><td>519</td></tr><tr><td>2014-03-15</td><td>499</td></tr><tr><td>2014-03-16</td><td>424</td></tr><tr><td>2014-03-17</td><td>420</td></tr><tr><td>2014-03-18</td><td>452</td></tr><tr><td>2014-03-19</td><td>429</td></tr><tr><td>2014-03-20</td><td>402</td></tr><tr><td>2014-03-21</td><td>508</td></tr><tr><td>2014-03-22</td><td>407</td></tr><tr><td>2014-03-23</td><td>431</td></tr><tr><td>2014-03-24</td><td>417</td></tr><tr><td>2014-03-25</td><td>457</td></tr><tr><td>2014-03-26</td><td>452</td></tr><tr><td>2014-03-27</td><td>436</td></tr><tr><td>2014-03-28</td><td>501</td></tr><tr><td>2014-03-29</td><td>461</td></tr><tr><td>2014-03-30</td><td>454</td></tr><tr><td>2014-03-31</td><td>437</td></tr><tr><td>2014-04-01</td><td>600</td></tr><tr><td>2014-04-02</td><td>443</td></tr><tr><td>2014-04-03</td><td>404</td></tr><tr><td>2014-04-04</td><td>470</td></tr><tr><td>2014-04-05</td><td>447</td></tr><tr><td>2014-04-06</td><td>427</td></tr><tr><td>2014-04-07</td><td>453</td></tr><tr><td>2014-04-08</td><td>435</td></tr><tr><td>2014-04-09</td><td>437</td></tr><tr><td>2014-04-10</td><td>460</td></tr><tr><td>2014-04-11</td><td>509</td></tr><tr><td>2014-04-12</td><td>439</td></tr><tr><td>2014-04-13</td><td>399</td></tr><tr><td>2014-04-14</td><td>465</td></tr><tr><td>2014-04-15</td><td>456</td></tr><tr><td>2014-04-16</td><td>480</td></tr><tr><td>2014-04-17</td><td>429</td></tr><tr><td>2014-04-18</td><td>464</td></tr><tr><td>2014-04-19</td><td>482</td></tr><tr><td>2014-04-20</td><td>453</td></tr><tr><td>2014-04-21</td><td>420</td></tr><tr><td>2014-04-22</td><td>413</td></tr><tr><td>2014-04-23</td><td>456</td></tr><tr><td>2014-04-24</td><td>504</td></tr><tr><td>2014-04-25</td><td>498</td></tr><tr><td>2014-04-26</td><td>445</td></tr><tr><td>2014-04-27</td><td>490</td></tr><tr><td>2014-04-28</td><td>470</td></tr><tr><td>2014-04-29</td><td>489</td></tr><tr><td>2014-04-30</td><td>474</td></tr><tr><td>2014-05-01</td><td>658</td></tr><tr><td>2014-05-02</td><td>510</td></tr><tr><td>2014-05-03</td><td>511</td></tr><tr><td>2014-05-04</td><td>429</td></tr><tr><td>2014-05-05</td><td>475</td></tr><tr><td>2014-05-06</td><td>429</td></tr><tr><td>2014-05-07</td><td>456</td></tr><tr><td>2014-05-08</td><td>445</td></tr><tr><td>2014-05-09</td><td>471</td></tr><tr><td>2014-05-10</td><td>473</td></tr><tr><td>2014-05-11</td><td>378</td></tr><tr><td>2014-05-12</td><td>489</td></tr><tr><td>2014-05-13</td><td>487</td></tr><tr><td>2014-05-14</td><td>474</td></tr><tr><td>2014-05-15</td><td>493</td></tr><tr><td>2014-05-16</td><td>508</td></tr><tr><td>2014-05-17</td><td>484</td></tr><tr><td>2014-05-18</td><td>426</td></tr><tr><td>2014-05-19</td><td>497</td></tr><tr><td>2014-05-20</td><td>497</td></tr><tr><td>2014-05-21</td><td>463</td></tr><tr><td>2014-05-22</td><td>488</td></tr><tr><td>2014-05-23</td><td>522</td></tr><tr><td>2014-05-24</td><td>482</td></tr><tr><td>2014-05-25</td><td>483</td></tr><tr><td>2014-05-26</td><td>435</td></tr><tr><td>2014-05-27</td><td>488</td></tr><tr><td>2014-05-28</td><td>462</td></tr><tr><td>2014-05-29</td><td>491</td></tr><tr><td>2014-05-30</td><td>513</td></tr><tr><td>2014-05-31</td><td>464</td></tr><tr><td>2014-06-01</td><td>578</td></tr><tr><td>2014-06-02</td><td>477</td></tr><tr><td>2014-06-03</td><td>460</td></tr><tr><td>2014-06-04</td><td>477</td></tr><tr><td>2014-06-05</td><td>484</td></tr><tr><td>2014-06-06</td><td>525</td></tr><tr><td>2014-06-07</td><td>457</td></tr><tr><td>2014-06-08</td><td>424</td></tr><tr><td>2014-06-09</td><td>474</td></tr><tr><td>2014-06-10</td><td>489</td></tr><tr><td>2014-06-11</td><td>416</td></tr><tr><td>2014-06-12</td><td>441</td></tr><tr><td>2014-06-13</td><td>507</td></tr><tr><td>2014-06-14</td><td>495</td></tr><tr><td>2014-06-15</td><td>514</td></tr><tr><td>2014-06-16</td><td>506</td></tr><tr><td>2014-06-17</td><td>469</td></tr><tr><td>2014-06-18</td><td>464</td></tr><tr><td>2014-06-19</td><td>488</td></tr><tr><td>2014-06-20</td><td>573</td></tr><tr><td>2014-06-21</td><td>443</td></tr><tr><td>2014-06-22</td><td>457</td></tr><tr><td>2014-06-23</td><td>461</td></tr><tr><td>2014-06-24</td><td>469</td></tr><tr><td>2014-06-25</td><td>472</td></tr><tr><td>2014-06-26</td><td>488</td></tr><tr><td>2014-06-27</td><td>472</td></tr><tr><td>2014-06-28</td><td>555</td></tr><tr><td>2014-06-29</td><td>521</td></tr><tr><td>2014-06-30</td><td>480</td></tr><tr><td>2014-07-01</td><td>596</td></tr><tr><td>2014-07-02</td><td>463</td></tr><tr><td>2014-07-03</td><td>471</td></tr><tr><td>2014-07-04</td><td>572</td></tr><tr><td>2014-07-05</td><td>532</td></tr><tr><td>2014-07-06</td><td>467</td></tr><tr><td>2014-07-07</td><td>499</td></tr><tr><td>2014-07-08</td><td>430</td></tr><tr><td>2014-07-09</td><td>440</td></tr><tr><td>2014-07-10</td><td>484</td></tr><tr><td>2014-07-11</td><td>527</td></tr><tr><td>2014-07-12</td><td>508</td></tr><tr><td>2014-07-13</td><td>546</td></tr><tr><td>2014-07-14</td><td>480</td></tr><tr><td>2014-07-15</td><td>519</td></tr><tr><td>2014-07-16</td><td>457</td></tr><tr><td>2014-07-17</td><td>466</td></tr><tr><td>2014-07-18</td><td>538</td></tr><tr><td>2014-07-19</td><td>466</td></tr><tr><td>2014-07-20</td><td>496</td></tr><tr><td>2014-07-21</td><td>469</td></tr><tr><td>2014-07-22</td><td>478</td></tr><tr><td>2014-07-23</td><td>491</td></tr><tr><td>2014-07-24</td><td>477</td></tr><tr><td>2014-07-25</td><td>522</td></tr><tr><td>2014-07-26</td><td>502</td></tr><tr><td>2014-07-27</td><td>469</td></tr><tr><td>2014-07-28</td><td>510</td></tr><tr><td>2014-07-29</td><td>469</td></tr><tr><td>2014-07-30</td><td>475</td></tr><tr><td>2014-07-31</td><td>466</td></tr><tr><td>2014-08-01</td><td>596</td></tr><tr><td>2014-08-02</td><td>464</td></tr><tr><td>2014-08-03</td><td>467</td></tr><tr><td>2014-08-04</td><td>502</td></tr><tr><td>2014-08-05</td><td>443</td></tr><tr><td>2014-08-06</td><td>421</td></tr><tr><td>2014-08-07</td><td>458</td></tr><tr><td>2014-08-08</td><td>481</td></tr><tr><td>2014-08-09</td><td>465</td></tr><tr><td>2014-08-10</td><td>458</td></tr><tr><td>2014-08-11</td><td>456</td></tr><tr><td>2014-08-12</td><td>486</td></tr><tr><td>2014-08-13</td><td>471</td></tr><tr><td>2014-08-14</td><td>475</td></tr><tr><td>2014-08-15</td><td>543</td></tr><tr><td>2014-08-16</td><td>512</td></tr><tr><td>2014-08-17</td><td>454</td></tr><tr><td>2014-08-18</td><td>536</td></tr><tr><td>2014-08-19</td><td>470</td></tr><tr><td>2014-08-20</td><td>513</td></tr><tr><td>2014-08-21</td><td>490</td></tr><tr><td>2014-08-22</td><td>513</td></tr><tr><td>2014-08-23</td><td>485</td></tr><tr><td>2014-08-24</td><td>454</td></tr><tr><td>2014-08-25</td><td>489</td></tr><tr><td>2014-08-26</td><td>484</td></tr><tr><td>2014-08-27</td><td>464</td></tr><tr><td>2014-08-28</td><td>522</td></tr><tr><td>2014-08-29</td><td>520</td></tr><tr><td>2014-08-30</td><td>500</td></tr><tr><td>2014-08-31</td><td>471</td></tr><tr><td>2014-09-01</td><td>605</td></tr><tr><td>2014-09-02</td><td>499</td></tr><tr><td>2014-09-03</td><td>462</td></tr><tr><td>2014-09-04</td><td>461</td></tr><tr><td>2014-09-05</td><td>538</td></tr><tr><td>2014-09-06</td><td>482</td></tr><tr><td>2014-09-07</td><td>474</td></tr><tr><td>2014-09-08</td><td>509</td></tr><tr><td>2014-09-09</td><td>419</td></tr><tr><td>2014-09-10</td><td>498</td></tr><tr><td>2014-09-11</td><td>501</td></tr><tr><td>2014-09-12</td><td>500</td></tr><tr><td>2014-09-13</td><td>500</td></tr><tr><td>2014-09-14</td><td>458</td></tr><tr><td>2014-09-15</td><td>501</td></tr><tr><td>2014-09-16</td><td>523</td></tr><tr><td>2014-09-17</td><td>501</td></tr><tr><td>2014-09-18</td><td>451</td></tr><tr><td>2014-09-19</td><td>493</td></tr><tr><td>2014-09-20</td><td>543</td></tr><tr><td>2014-09-21</td><td>511</td></tr><tr><td>2014-09-22</td><td>513</td></tr><tr><td>2014-09-23</td><td>479</td></tr><tr><td>2014-09-24</td><td>497</td></tr><tr><td>2014-09-25</td><td>512</td></tr><tr><td>2014-09-26</td><td>518</td></tr><tr><td>2014-09-27</td><td>459</td></tr><tr><td>2014-09-28</td><td>469</td></tr><tr><td>2014-09-29</td><td>471</td></tr><tr><td>2014-09-30</td><td>462</td></tr><tr><td>2014-10-01</td><td>531</td></tr><tr><td>2014-10-02</td><td>469</td></tr><tr><td>2014-10-03</td><td>527</td></tr><tr><td>2014-10-04</td><td>454</td></tr><tr><td>2014-10-05</td><td>480</td></tr><tr><td>2014-10-06</td><td>444</td></tr><tr><td>2014-10-07</td><td>498</td></tr><tr><td>2014-10-08</td><td>440</td></tr><tr><td>2014-10-09</td><td>433</td></tr><tr><td>2014-10-10</td><td>502</td></tr><tr><td>2014-10-11</td><td>493</td></tr><tr><td>2014-10-12</td><td>407</td></tr><tr><td>2014-10-13</td><td>445</td></tr><tr><td>2014-10-14</td><td>477</td></tr><tr><td>2014-10-15</td><td>471</td></tr><tr><td>2014-10-16</td><td>459</td></tr><tr><td>2014-10-17</td><td>425</td></tr><tr><td>2014-10-18</td><td>491</td></tr><tr><td>2014-10-19</td><td>433</td></tr><tr><td>2014-10-20</td><td>479</td></tr><tr><td>2014-10-21</td><td>438</td></tr><tr><td>2014-10-22</td><td>441</td></tr><tr><td>2014-10-23</td><td>452</td></tr><tr><td>2014-10-24</td><td>494</td></tr><tr><td>2014-10-25</td><td>478</td></tr><tr><td>2014-10-26</td><td>393</td></tr><tr><td>2014-10-27</td><td>441</td></tr><tr><td>2014-10-28</td><td>435</td></tr><tr><td>2014-10-29</td><td>441</td></tr><tr><td>2014-10-30</td><td>431</td></tr><tr><td>2014-10-31</td><td>533</td></tr><tr><td>2014-11-01</td><td>527</td></tr><tr><td>2014-11-02</td><td>415</td></tr><tr><td>2014-11-03</td><td>473</td></tr><tr><td>2014-11-04</td><td>420</td></tr><tr><td>2014-11-05</td><td>443</td></tr><tr><td>2014-11-06</td><td>423</td></tr><tr><td>2014-11-07</td><td>475</td></tr><tr><td>2014-11-08</td><td>430</td></tr><tr><td>2014-11-09</td><td>474</td></tr><tr><td>2014-11-10</td><td>429</td></tr><tr><td>2014-11-11</td><td>398</td></tr><tr><td>2014-11-12</td><td>428</td></tr><tr><td>2014-11-13</td><td>392</td></tr><tr><td>2014-11-14</td><td>498</td></tr><tr><td>2014-11-15</td><td>432</td></tr><tr><td>2014-11-16</td><td>429</td></tr><tr><td>2014-11-17</td><td>462</td></tr><tr><td>2014-11-18</td><td>397</td></tr><tr><td>2014-11-19</td><td>432</td></tr><tr><td>2014-11-20</td><td>457</td></tr><tr><td>2014-11-21</td><td>455</td></tr><tr><td>2014-11-22</td><td>432</td></tr><tr><td>2014-11-23</td><td>416</td></tr><tr><td>2014-11-24</td><td>402</td></tr><tr><td>2014-11-25</td><td>389</td></tr><tr><td>2014-11-26</td><td>449</td></tr><tr><td>2014-11-27</td><td>338</td></tr><tr><td>2014-11-28</td><td>397</td></tr><tr><td>2014-11-29</td><td>431</td></tr><tr><td>2014-11-30</td><td>405</td></tr><tr><td>2014-12-01</td><td>460</td></tr><tr><td>2014-12-02</td><td>379</td></tr><tr><td>2014-12-03</td><td>408</td></tr><tr><td>2014-12-04</td><td>442</td></tr><tr><td>2014-12-05</td><td>474</td></tr><tr><td>2014-12-06</td><td>424</td></tr><tr><td>2014-12-07</td><td>418</td></tr><tr><td>2014-12-08</td><td>453</td></tr><tr><td>2014-12-09</td><td>419</td></tr><tr><td>2014-12-10</td><td>474</td></tr><tr><td>2014-12-11</td><td>440</td></tr><tr><td>2014-12-12</td><td>439</td></tr><tr><td>2014-12-13</td><td>441</td></tr><tr><td>2014-12-14</td><td>410</td></tr><tr><td>2014-12-15</td><td>466</td></tr><tr><td>2014-12-16</td><td>414</td></tr><tr><td>2014-12-17</td><td>425</td></tr><tr><td>2014-12-18</td><td>462</td></tr><tr><td>2014-12-19</td><td>463</td></tr><tr><td>2014-12-20</td><td>432</td></tr><tr><td>2014-12-21</td><td>424</td></tr><tr><td>2014-12-22</td><td>445</td></tr><tr><td>2014-12-23</td><td>423</td></tr><tr><td>2014-12-24</td><td>425</td></tr><tr><td>2014-12-25</td><td>339</td></tr><tr><td>2014-12-26</td><td>386</td></tr><tr><td>2014-12-27</td><td>406</td></tr><tr><td>2014-12-28</td><td>328</td></tr><tr><td>2014-12-29</td><td>310</td></tr><tr><td>2014-12-30</td><td>296</td></tr><tr><td>2014-12-31</td><td>123</td></tr><tr><td>2015-01-01</td><td>1635</td></tr><tr><td>2015-01-02</td><td>517</td></tr><tr><td>2015-01-03</td><td>496</td></tr><tr><td>2015-01-04</td><td>511</td></tr><tr><td>2015-01-05</td><td>633</td></tr><tr><td>2015-01-06</td><td>512</td></tr><tr><td>2015-01-07</td><td>524</td></tr><tr><td>2015-01-08</td><td>563</td></tr><tr><td>2015-01-09</td><td>625</td></tr><tr><td>2015-01-10</td><td>611</td></tr><tr><td>2015-01-11</td><td>504</td></tr><tr><td>2015-01-12</td><td>527</td></tr><tr><td>2015-01-13</td><td>505</td></tr><tr><td>2015-01-14</td><td>574</td></tr><tr><td>2015-01-15</td><td>641</td></tr><tr><td>2015-01-16</td><td>577</td></tr><tr><td>2015-01-17</td><td>568</td></tr><tr><td>2015-01-18</td><td>510</td></tr><tr><td>2015-01-19</td><td>483</td></tr><tr><td>2015-01-20</td><td>603</td></tr><tr><td>2015-01-21</td><td>569</td></tr><tr><td>2015-01-22</td><td>576</td></tr><tr><td>2015-01-23</td><td>591</td></tr><tr><td>2015-01-24</td><td>572</td></tr><tr><td>2015-01-25</td><td>544</td></tr><tr><td>2015-01-26</td><td>644</td></tr><tr><td>2015-01-27</td><td>577</td></tr><tr><td>2015-01-28</td><td>535</td></tr><tr><td>2015-01-29</td><td>568</td></tr><tr><td>2015-01-30</td><td>615</td></tr><tr><td>2015-01-31</td><td>572</td></tr><tr><td>2015-02-01</td><td>768</td></tr><tr><td>2015-02-02</td><td>594</td></tr><tr><td>2015-02-03</td><td>523</td></tr><tr><td>2015-02-04</td><td>567</td></tr><tr><td>2015-02-05</td><td>542</td></tr><tr><td>2015-02-06</td><td>592</td></tr><tr><td>2015-02-07</td><td>552</td></tr><tr><td>2015-02-08</td><td>525</td></tr><tr><td>2015-02-09</td><td>575</td></tr><tr><td>2015-02-10</td><td>527</td></tr><tr><td>2015-02-11</td><td>551</td></tr><tr><td>2015-02-12</td><td>616</td></tr><tr><td>2015-02-13</td><td>637</td></tr><tr><td>2015-02-14</td><td>580</td></tr><tr><td>2015-02-15</td><td>602</td></tr><tr><td>2015-02-16</td><td>571</td></tr><tr><td>2015-02-17</td><td>524</td></tr><tr><td>2015-02-18</td><td>563</td></tr><tr><td>2015-02-19</td><td>589</td></tr><tr><td>2015-02-20</td><td>610</td></tr><tr><td>2015-02-21</td><td>554</td></tr><tr><td>2015-02-22</td><td>530</td></tr><tr><td>2015-02-23</td><td>538</td></tr><tr><td>2015-02-24</td><td>528</td></tr><tr><td>2015-02-25</td><td>549</td></tr><tr><td>2015-02-26</td><td>564</td></tr><tr><td>2015-02-27</td><td>605</td></tr><tr><td>2015-02-28</td><td>536</td></tr><tr><td>2015-03-01</td><td>840</td></tr><tr><td>2015-03-02</td><td>589</td></tr><tr><td>2015-03-03</td><td>567</td></tr><tr><td>2015-03-04</td><td>517</td></tr><tr><td>2015-03-05</td><td>537</td></tr><tr><td>2015-03-06</td><td>613</td></tr><tr><td>2015-03-07</td><td>587</td></tr><tr><td>2015-03-08</td><td>478</td></tr><tr><td>2015-03-09</td><td>564</td></tr><tr><td>2015-03-10</td><td>572</td></tr><tr><td>2015-03-11</td><td>581</td></tr><tr><td>2015-03-12</td><td>543</td></tr><tr><td>2015-03-13</td><td>577</td></tr><tr><td>2015-03-14</td><td>627</td></tr><tr><td>2015-03-15</td><td>615</td></tr><tr><td>2015-03-16</td><td>593</td></tr><tr><td>2015-03-17</td><td>574</td></tr><tr><td>2015-03-18</td><td>516</td></tr><tr><td>2015-03-19</td><td>536</td></tr><tr><td>2015-03-20</td><td>651</td></tr><tr><td>2015-03-21</td><td>562</td></tr><tr><td>2015-03-22</td><td>568</td></tr><tr><td>2015-03-23</td><td>566</td></tr><tr><td>2015-03-24</td><td>580</td></tr><tr><td>2015-03-25</td><td>586</td></tr><tr><td>2015-03-26</td><td>591</td></tr><tr><td>2015-03-27</td><td>636</td></tr><tr><td>2015-03-28</td><td>598</td></tr><tr><td>2015-03-29</td><td>506</td></tr><tr><td>2015-03-30</td><td>563</td></tr><tr><td>2015-03-31</td><td>585</td></tr><tr><td>2015-04-01</td><td>804</td></tr><tr><td>2015-04-02</td><td>534</td></tr><tr><td>2015-04-03</td><td>628</td></tr><tr><td>2015-04-04</td><td>525</td></tr><tr><td>2015-04-05</td><td>510</td></tr><tr><td>2015-04-06</td><td>533</td></tr><tr><td>2015-04-07</td><td>518</td></tr><tr><td>2015-04-08</td><td>492</td></tr><tr><td>2015-04-09</td><td>537</td></tr><tr><td>2015-04-10</td><td>587</td></tr><tr><td>2015-04-11</td><td>548</td></tr><tr><td>2015-04-12</td><td>517</td></tr><tr><td>2015-04-13</td><td>587</td></tr><tr><td>2015-04-14</td><td>565</td></tr><tr><td>2015-04-15</td><td>667</td></tr><tr><td>2015-04-16</td><td>572</td></tr><tr><td>2015-04-17</td><td>593</td></tr><tr><td>2015-04-18</td><td>577</td></tr><tr><td>2015-04-19</td><td>537</td></tr><tr><td>2015-04-20</td><td>571</td></tr><tr><td>2015-04-21</td><td>535</td></tr><tr><td>2015-04-22</td><td>575</td></tr><tr><td>2015-04-23</td><td>541</td></tr><tr><td>2015-04-24</td><td>549</td></tr><tr><td>2015-04-25</td><td>550</td></tr><tr><td>2015-04-26</td><td>552</td></tr><tr><td>2015-04-27</td><td>544</td></tr><tr><td>2015-04-28</td><td>572</td></tr><tr><td>2015-04-29</td><td>556</td></tr><tr><td>2015-04-30</td><td>582</td></tr><tr><td>2015-05-01</td><td>872</td></tr><tr><td>2015-05-02</td><td>621</td></tr><tr><td>2015-05-03</td><td>543</td></tr><tr><td>2015-05-04</td><td>540</td></tr><tr><td>2015-05-05</td><td>571</td></tr><tr><td>2015-05-06</td><td>522</td></tr><tr><td>2015-05-07</td><td>533</td></tr><tr><td>2015-05-08</td><td>553</td></tr><tr><td>2015-05-09</td><td>551</td></tr><tr><td>2015-05-10</td><td>530</td></tr><tr><td>2015-05-11</td><td>589</td></tr><tr><td>2015-05-12</td><td>577</td></tr><tr><td>2015-05-13</td><td>540</td></tr><tr><td>2015-05-14</td><td>544</td></tr><tr><td>2015-05-15</td><td>688</td></tr><tr><td>2015-05-16</td><td>562</td></tr><tr><td>2015-05-17</td><td>521</td></tr><tr><td>2015-05-18</td><td>564</td></tr><tr><td>2015-05-19</td><td>605</td></tr><tr><td>2015-05-20</td><td>601</td></tr><tr><td>2015-05-21</td><td>612</td></tr><tr><td>2015-05-22</td><td>599</td></tr><tr><td>2015-05-23</td><td>519</td></tr><tr><td>2015-05-24</td><td>582</td></tr><tr><td>2015-05-25</td><td>546</td></tr><tr><td>2015-05-26</td><td>557</td></tr><tr><td>2015-05-27</td><td>540</td></tr><tr><td>2015-05-28</td><td>563</td></tr><tr><td>2015-05-29</td><td>624</td></tr><tr><td>2015-05-30</td><td>627</td></tr><tr><td>2015-05-31</td><td>557</td></tr><tr><td>2015-06-01</td><td>922</td></tr><tr><td>2015-06-02</td><td>569</td></tr><tr><td>2015-06-03</td><td>533</td></tr><tr><td>2015-06-04</td><td>560</td></tr><tr><td>2015-06-05</td><td>594</td></tr><tr><td>2015-06-06</td><td>574</td></tr><tr><td>2015-06-07</td><td>514</td></tr><tr><td>2015-06-08</td><td>562</td></tr><tr><td>2015-06-09</td><td>548</td></tr><tr><td>2015-06-10</td><td>572</td></tr><tr><td>2015-06-11</td><td>618</td></tr><tr><td>2015-06-12</td><td>634</td></tr><tr><td>2015-06-13</td><td>548</td></tr><tr><td>2015-06-14</td><td>517</td></tr><tr><td>2015-06-15</td><td>660</td></tr><tr><td>2015-06-16</td><td>504</td></tr><tr><td>2015-06-17</td><td>581</td></tr><tr><td>2015-06-18</td><td>582</td></tr><tr><td>2015-06-19</td><td>598</td></tr><tr><td>2015-06-20</td><td>624</td></tr><tr><td>2015-06-21</td><td>547</td></tr><tr><td>2015-06-22</td><td>570</td></tr><tr><td>2015-06-23</td><td>551</td></tr><tr><td>2015-06-24</td><td>568</td></tr><tr><td>2015-06-25</td><td>536</td></tr><tr><td>2015-06-26</td><td>653</td></tr><tr><td>2015-06-27</td><td>601</td></tr><tr><td>2015-06-28</td><td>566</td></tr><tr><td>2015-06-29</td><td>605</td></tr><tr><td>2015-06-30</td><td>560</td></tr><tr><td>2015-07-01</td><td>841</td></tr><tr><td>2015-07-02</td><td>543</td></tr><tr><td>2015-07-03</td><td>637</td></tr><tr><td>2015-07-04</td><td>600</td></tr><tr><td>2015-07-05</td><td>548</td></tr><tr><td>2015-07-06</td><td>601</td></tr><tr><td>2015-07-07</td><td>537</td></tr><tr><td>2015-07-08</td><td>591</td></tr><tr><td>2015-07-09</td><td>565</td></tr><tr><td>2015-07-10</td><td>569</td></tr><tr><td>2015-07-11</td><td>559</td></tr><tr><td>2015-07-12</td><td>535</td></tr><tr><td>2015-07-13</td><td>605</td></tr><tr><td>2015-07-14</td><td>551</td></tr><tr><td>2015-07-15</td><td>674</td></tr><tr><td>2015-07-16</td><td>519</td></tr><tr><td>2015-07-17</td><td>616</td></tr><tr><td>2015-07-18</td><td>526</td></tr><tr><td>2015-07-19</td><td>598</td></tr><tr><td>2015-07-20</td><td>646</td></tr><tr><td>2015-07-21</td><td>612</td></tr><tr><td>2015-07-22</td><td>595</td></tr><tr><td>2015-07-23</td><td>605</td></tr><tr><td>2015-07-24</td><td>593</td></tr><tr><td>2015-07-25</td><td>639</td></tr><tr><td>2015-07-26</td><td>618</td></tr><tr><td>2015-07-27</td><td>658</td></tr><tr><td>2015-07-28</td><td>618</td></tr><tr><td>2015-07-29</td><td>618</td></tr><tr><td>2015-07-30</td><td>616</td></tr><tr><td>2015-07-31</td><td>673</td></tr><tr><td>2015-08-01</td><td>892</td></tr><tr><td>2015-08-02</td><td>631</td></tr><tr><td>2015-08-03</td><td>638</td></tr><tr><td>2015-08-04</td><td>572</td></tr><tr><td>2015-08-05</td><td>628</td></tr><tr><td>2015-08-06</td><td>608</td></tr><tr><td>2015-08-07</td><td>578</td></tr><tr><td>2015-08-08</td><td>565</td></tr><tr><td>2015-08-09</td><td>544</td></tr><tr><td>2015-08-10</td><td>592</td></tr><tr><td>2015-08-11</td><td>532</td></tr><tr><td>2015-08-12</td><td>599</td></tr><tr><td>2015-08-13</td><td>569</td></tr><tr><td>2015-08-14</td><td>596</td></tr><tr><td>2015-08-15</td><td>668</td></tr><tr><td>2015-08-16</td><td>596</td></tr><tr><td>2015-08-17</td><td>610</td></tr><tr><td>2015-08-18</td><td>554</td></tr><tr><td>2015-08-19</td><td>620</td></tr><tr><td>2015-08-20</td><td>654</td></tr><tr><td>2015-08-21</td><td>644</td></tr><tr><td>2015-08-22</td><td>642</td></tr><tr><td>2015-08-23</td><td>595</td></tr><tr><td>2015-08-24</td><td>642</td></tr><tr><td>2015-08-25</td><td>629</td></tr><tr><td>2015-08-26</td><td>593</td></tr><tr><td>2015-08-27</td><td>571</td></tr><tr><td>2015-08-28</td><td>641</td></tr><tr><td>2015-08-29</td><td>643</td></tr><tr><td>2015-08-30</td><td>565</td></tr><tr><td>2015-08-31</td><td>600</td></tr><tr><td>2015-09-01</td><td>865</td></tr><tr><td>2015-09-02</td><td>531</td></tr><tr><td>2015-09-03</td><td>602</td></tr><tr><td>2015-09-04</td><td>610</td></tr><tr><td>2015-09-05</td><td>590</td></tr><tr><td>2015-09-06</td><td>538</td></tr><tr><td>2015-09-07</td><td>564</td></tr><tr><td>2015-09-08</td><td>579</td></tr><tr><td>2015-09-09</td><td>565</td></tr><tr><td>2015-09-10</td><td>608</td></tr><tr><td>2015-09-11</td><td>671</td></tr><tr><td>2015-09-12</td><td>574</td></tr><tr><td>2015-09-13</td><td>610</td></tr><tr><td>2015-09-14</td><td>592</td></tr><tr><td>2015-09-15</td><td>644</td></tr><tr><td>2015-09-16</td><td>578</td></tr><tr><td>2015-09-17</td><td>581</td></tr><tr><td>2015-09-18</td><td>671</td></tr><tr><td>2015-09-19</td><td>573</td></tr><tr><td>2015-09-20</td><td>642</td></tr><tr><td>2015-09-21</td><td>578</td></tr><tr><td>2015-09-22</td><td>589</td></tr><tr><td>2015-09-23</td><td>600</td></tr><tr><td>2015-09-24</td><td>633</td></tr><tr><td>2015-09-25</td><td>645</td></tr><tr><td>2015-09-26</td><td>652</td></tr><tr><td>2015-09-27</td><td>567</td></tr><tr><td>2015-09-28</td><td>608</td></tr><tr><td>2015-09-29</td><td>595</td></tr><tr><td>2015-09-30</td><td>627</td></tr><tr><td>2015-10-01</td><td>850</td></tr><tr><td>2015-10-02</td><td>598</td></tr><tr><td>2015-10-03</td><td>662</td></tr><tr><td>2015-10-04</td><td>534</td></tr><tr><td>2015-10-05</td><td>588</td></tr><tr><td>2015-10-06</td><td>550</td></tr><tr><td>2015-10-07</td><td>570</td></tr><tr><td>2015-10-08</td><td>625</td></tr><tr><td>2015-10-09</td><td>634</td></tr><tr><td>2015-10-10</td><td>657</td></tr><tr><td>2015-10-11</td><td>596</td></tr><tr><td>2015-10-12</td><td>605</td></tr><tr><td>2015-10-13</td><td>588</td></tr><tr><td>2015-10-14</td><td>602</td></tr><tr><td>2015-10-15</td><td>740</td></tr><tr><td>2015-10-16</td><td>704</td></tr><tr><td>2015-10-17</td><td>675</td></tr><tr><td>2015-10-18</td><td>576</td></tr><tr><td>2015-10-19</td><td>592</td></tr><tr><td>2015-10-20</td><td>640</td></tr><tr><td>2015-10-21</td><td>558</td></tr><tr><td>2015-10-22</td><td>539</td></tr><tr><td>2015-10-23</td><td>627</td></tr><tr><td>2015-10-24</td><td>570</td></tr><tr><td>2015-10-25</td><td>612</td></tr><tr><td>2015-10-26</td><td>592</td></tr><tr><td>2015-10-27</td><td>601</td></tr><tr><td>2015-10-28</td><td>602</td></tr><tr><td>2015-10-29</td><td>571</td></tr><tr><td>2015-10-30</td><td>613</td></tr><tr><td>2015-10-31</td><td>745</td></tr><tr><td>2015-11-01</td><td>931</td></tr><tr><td>2015-11-02</td><td>553</td></tr><tr><td>2015-11-03</td><td>520</td></tr><tr><td>2015-11-04</td><td>535</td></tr><tr><td>2015-11-05</td><td>528</td></tr><tr><td>2015-11-06</td><td>597</td></tr><tr><td>2015-11-07</td><td>536</td></tr><tr><td>2015-11-08</td><td>536</td></tr><tr><td>2015-11-09</td><td>578</td></tr><tr><td>2015-11-10</td><td>530</td></tr><tr><td>2015-11-11</td><td>492</td></tr><tr><td>2015-11-12</td><td>556</td></tr><tr><td>2015-11-13</td><td>612</td></tr><tr><td>2015-11-14</td><td>587</td></tr><tr><td>2015-11-15</td><td>660</td></tr><tr><td>2015-11-16</td><td>603</td></tr><tr><td>2015-11-17</td><td>551</td></tr><tr><td>2015-11-18</td><td>583</td></tr><tr><td>2015-11-19</td><td>564</td></tr><tr><td>2015-11-20</td><td>673</td></tr><tr><td>2015-11-21</td><td>595</td></tr><tr><td>2015-11-22</td><td>612</td></tr><tr><td>2015-11-23</td><td>612</td></tr><tr><td>2015-11-24</td><td>571</td></tr><tr><td>2015-11-25</td><td>622</td></tr><tr><td>2015-11-26</td><td>435</td></tr><tr><td>2015-11-27</td><td>515</td></tr><tr><td>2015-11-28</td><td>574</td></tr><tr><td>2015-11-29</td><td>546</td></tr><tr><td>2015-11-30</td><td>579</td></tr><tr><td>2015-12-01</td><td>854</td></tr><tr><td>2015-12-02</td><td>545</td></tr><tr><td>2015-12-03</td><td>569</td></tr><tr><td>2015-12-04</td><td>628</td></tr><tr><td>2015-12-05</td><td>577</td></tr><tr><td>2015-12-06</td><td>600</td></tr><tr><td>2015-12-07</td><td>555</td></tr><tr><td>2015-12-08</td><td>549</td></tr><tr><td>2015-12-09</td><td>620</td></tr><tr><td>2015-12-10</td><td>591</td></tr><tr><td>2015-12-11</td><td>629</td></tr><tr><td>2015-12-12</td><td>594</td></tr><tr><td>2015-12-13</td><td>606</td></tr><tr><td>2015-12-14</td><td>555</td></tr><tr><td>2015-12-15</td><td>702</td></tr><tr><td>2015-12-16</td><td>559</td></tr><tr><td>2015-12-17</td><td>520</td></tr><tr><td>2015-12-18</td><td>602</td></tr><tr><td>2015-12-19</td><td>587</td></tr><tr><td>2015-12-20</td><td>610</td></tr><tr><td>2015-12-21</td><td>624</td></tr><tr><td>2015-12-22</td><td>573</td></tr><tr><td>2015-12-23</td><td>626</td></tr><tr><td>2015-12-24</td><td>626</td></tr><tr><td>2015-12-25</td><td>468</td></tr><tr><td>2015-12-26</td><td>513</td></tr><tr><td>2015-12-27</td><td>503</td></tr><tr><td>2015-12-28</td><td>546</td></tr><tr><td>2015-12-29</td><td>516</td></tr><tr><td>2015-12-30</td><td>552</td></tr><tr><td>2015-12-31</td><td>627</td></tr><tr><td>2016-01-01</td><td>1578</td></tr><tr><td>2016-01-02</td><td>538</td></tr><tr><td>2016-01-03</td><td>510</td></tr><tr><td>2016-01-04</td><td>569</td></tr><tr><td>2016-01-05</td><td>615</td></tr><tr><td>2016-01-06</td><td>501</td></tr><tr><td>2016-01-07</td><td>561</td></tr><tr><td>2016-01-08</td><td>601</td></tr><tr><td>2016-01-09</td><td>552</td></tr><tr><td>2016-01-10</td><td>523</td></tr><tr><td>2016-01-11</td><td>610</td></tr><tr><td>2016-01-12</td><td>517</td></tr><tr><td>2016-01-13</td><td>570</td></tr><tr><td>2016-01-14</td><td>583</td></tr><tr><td>2016-01-15</td><td>726</td></tr><tr><td>2016-01-16</td><td>627</td></tr><tr><td>2016-01-17</td><td>592</td></tr><tr><td>2016-01-18</td><td>590</td></tr><tr><td>2016-01-19</td><td>567</td></tr><tr><td>2016-01-20</td><td>617</td></tr><tr><td>2016-01-21</td><td>671</td></tr><tr><td>2016-01-22</td><td>670</td></tr><tr><td>2016-01-23</td><td>611</td></tr><tr><td>2016-01-24</td><td>572</td></tr><tr><td>2016-01-25</td><td>621</td></tr><tr><td>2016-01-26</td><td>594</td></tr><tr><td>2016-01-27</td><td>545</td></tr><tr><td>2016-01-28</td><td>584</td></tr><tr><td>2016-01-29</td><td>672</td></tr><tr><td>2016-01-30</td><td>571</td></tr><tr><td>2016-01-31</td><td>536</td></tr><tr><td>2016-02-01</td><td>899</td></tr><tr><td>2016-02-02</td><td>605</td></tr><tr><td>2016-02-03</td><td>610</td></tr><tr><td>2016-02-04</td><td>561</td></tr><tr><td>2016-02-05</td><td>650</td></tr><tr><td>2016-02-06</td><td>561</td></tr><tr><td>2016-02-07</td><td>613</td></tr><tr><td>2016-02-08</td><td>570</td></tr><tr><td>2016-02-09</td><td>601</td></tr><tr><td>2016-02-10</td><td>587</td></tr><tr><td>2016-02-11</td><td>570</td></tr><tr><td>2016-02-12</td><td>579</td></tr><tr><td>2016-02-13</td><td>565</td></tr><tr><td>2016-02-14</td><td>530</td></tr><tr><td>2016-02-15</td><td>564</td></tr><tr><td>2016-02-16</td><td>592</td></tr><tr><td>2016-02-17</td><td>583</td></tr><tr><td>2016-02-18</td><td>586</td></tr><tr><td>2016-02-19</td><td>634</td></tr><tr><td>2016-02-20</td><td>607</td></tr><tr><td>2016-02-21</td><td>598</td></tr><tr><td>2016-02-22</td><td>567</td></tr><tr><td>2016-02-23</td><td>552</td></tr><tr><td>2016-02-24</td><td>596</td></tr><tr><td>2016-02-25</td><td>551</td></tr><tr><td>2016-02-26</td><td>644</td></tr><tr><td>2016-02-27</td><td>630</td></tr><tr><td>2016-02-28</td><td>602</td></tr><tr><td>2016-02-29</td><td>566</td></tr><tr><td>2016-03-01</td><td>833</td></tr><tr><td>2016-03-02</td><td>558</td></tr><tr><td>2016-03-03</td><td>539</td></tr><tr><td>2016-03-04</td><td>590</td></tr><tr><td>2016-03-05</td><td>602</td></tr><tr><td>2016-03-06</td><td>560</td></tr><tr><td>2016-03-07</td><td>569</td></tr><tr><td>2016-03-08</td><td>589</td></tr><tr><td>2016-03-09</td><td>559</td></tr><tr><td>2016-03-10</td><td>597</td></tr><tr><td>2016-03-11</td><td>555</td></tr><tr><td>2016-03-12</td><td>578</td></tr><tr><td>2016-03-13</td><td>567</td></tr><tr><td>2016-03-14</td><td>611</td></tr><tr><td>2016-03-15</td><td>604</td></tr><tr><td>2016-03-16</td><td>608</td></tr><tr><td>2016-03-17</td><td>578</td></tr><tr><td>2016-03-18</td><td>595</td></tr><tr><td>2016-03-19</td><td>587</td></tr><tr><td>2016-03-20</td><td>557</td></tr><tr><td>2016-03-21</td><td>570</td></tr><tr><td>2016-03-22</td><td>576</td></tr><tr><td>2016-03-23</td><td>594</td></tr><tr><td>2016-03-24</td><td>617</td></tr><tr><td>2016-03-25</td><td>664</td></tr><tr><td>2016-03-26</td><td>577</td></tr><tr><td>2016-03-27</td><td>538</td></tr><tr><td>2016-03-28</td><td>571</td></tr><tr><td>2016-03-29</td><td>590</td></tr><tr><td>2016-03-30</td><td>582</td></tr><tr><td>2016-03-31</td><td>569</td></tr><tr><td>2016-04-01</td><td>903</td></tr><tr><td>2016-04-02</td><td>610</td></tr><tr><td>2016-04-03</td><td>591</td></tr><tr><td>2016-04-04</td><td>616</td></tr><tr><td>2016-04-05</td><td>597</td></tr><tr><td>2016-04-06</td><td>585</td></tr><tr><td>2016-04-07</td><td>604</td></tr><tr><td>2016-04-08</td><td>669</td></tr><tr><td>2016-04-09</td><td>568</td></tr><tr><td>2016-04-10</td><td>618</td></tr><tr><td>2016-04-11</td><td>616</td></tr><tr><td>2016-04-12</td><td>611</td></tr><tr><td>2016-04-13</td><td>581</td></tr><tr><td>2016-04-14</td><td>617</td></tr><tr><td>2016-04-15</td><td>749</td></tr><tr><td>2016-04-16</td><td>651</td></tr><tr><td>2016-04-17</td><td>645</td></tr><tr><td>2016-04-18</td><td>616</td></tr><tr><td>2016-04-19</td><td>597</td></tr><tr><td>2016-04-20</td><td>626</td></tr><tr><td>2016-04-21</td><td>561</td></tr><tr><td>2016-04-22</td><td>624</td></tr><tr><td>2016-04-23</td><td>590</td></tr><tr><td>2016-04-24</td><td>601</td></tr><tr><td>2016-04-25</td><td>587</td></tr><tr><td>2016-04-26</td><td>617</td></tr><tr><td>2016-04-27</td><td>591</td></tr><tr><td>2016-04-28</td><td>559</td></tr><tr><td>2016-04-29</td><td>603</td></tr><tr><td>2016-04-30</td><td>639</td></tr><tr><td>2016-05-01</td><td>851</td></tr><tr><td>2016-05-02</td><td>639</td></tr><tr><td>2016-05-03</td><td>603</td></tr><tr><td>2016-05-04</td><td>558</td></tr><tr><td>2016-05-05</td><td>631</td></tr><tr><td>2016-05-06</td><td>619</td></tr><tr><td>2016-05-07</td><td>597</td></tr><tr><td>2016-05-08</td><td>598</td></tr><tr><td>2016-05-09</td><td>531</td></tr><tr><td>2016-05-10</td><td>562</td></tr><tr><td>2016-05-11</td><td>567</td></tr><tr><td>2016-05-12</td><td>597</td></tr><tr><td>2016-05-13</td><td>629</td></tr><tr><td>2016-05-14</td><td>626</td></tr><tr><td>2016-05-15</td><td>618</td></tr><tr><td>2016-05-16</td><td>629</td></tr><tr><td>2016-05-17</td><td>588</td></tr><tr><td>2016-05-18</td><td>602</td></tr><tr><td>2016-05-19</td><td>617</td></tr><tr><td>2016-05-20</td><td>672</td></tr><tr><td>2016-05-21</td><td>598</td></tr><tr><td>2016-05-22</td><td>602</td></tr><tr><td>2016-05-23</td><td>618</td></tr><tr><td>2016-05-24</td><td>638</td></tr><tr><td>2016-05-25</td><td>628</td></tr><tr><td>2016-05-26</td><td>623</td></tr><tr><td>2016-05-27</td><td>663</td></tr><tr><td>2016-05-28</td><td>588</td></tr><tr><td>2016-05-29</td><td>635</td></tr><tr><td>2016-05-30</td><td>568</td></tr><tr><td>2016-05-31</td><td>580</td></tr><tr><td>2016-06-01</td><td>915</td></tr><tr><td>2016-06-02</td><td>616</td></tr><tr><td>2016-06-03</td><td>667</td></tr><tr><td>2016-06-04</td><td>569</td></tr><tr><td>2016-06-05</td><td>519</td></tr><tr><td>2016-06-06</td><td>614</td></tr><tr><td>2016-06-07</td><td>577</td></tr><tr><td>2016-06-08</td><td>628</td></tr><tr><td>2016-06-09</td><td>638</td></tr><tr><td>2016-06-10</td><td>655</td></tr><tr><td>2016-06-11</td><td>589</td></tr><tr><td>2016-06-12</td><td>617</td></tr><tr><td>2016-06-13</td><td>615</td></tr><tr><td>2016-06-14</td><td>595</td></tr><tr><td>2016-06-15</td><td>657</td></tr><tr><td>2016-06-16</td><td>625</td></tr><tr><td>2016-06-17</td><td>655</td></tr><tr><td>2016-06-18</td><td>623</td></tr><tr><td>2016-06-19</td><td>596</td></tr><tr><td>2016-06-20</td><td>672</td></tr><tr><td>2016-06-21</td><td>632</td></tr><tr><td>2016-06-22</td><td>639</td></tr><tr><td>2016-06-23</td><td>645</td></tr><tr><td>2016-06-24</td><td>605</td></tr><tr><td>2016-06-25</td><td>662</td></tr><tr><td>2016-06-26</td><td>655</td></tr><tr><td>2016-06-27</td><td>685</td></tr><tr><td>2016-06-28</td><td>633</td></tr><tr><td>2016-06-29</td><td>582</td></tr><tr><td>2016-06-30</td><td>626</td></tr><tr><td>2016-07-01</td><td>895</td></tr><tr><td>2016-07-02</td><td>612</td></tr><tr><td>2016-07-03</td><td>599</td></tr><tr><td>2016-07-04</td><td>643</td></tr><tr><td>2016-07-05</td><td>662</td></tr><tr><td>2016-07-06</td><td>643</td></tr><tr><td>2016-07-07</td><td>554</td></tr><tr><td>2016-07-08</td><td>660</td></tr><tr><td>2016-07-09</td><td>540</td></tr><tr><td>2016-07-10</td><td>627</td></tr><tr><td>2016-07-11</td><td>613</td></tr><tr><td>2016-07-12</td><td>531</td></tr><tr><td>2016-07-13</td><td>602</td></tr><tr><td>2016-07-14</td><td>622</td></tr><tr><td>2016-07-15</td><td>665</td></tr><tr><td>2016-07-16</td><td>652</td></tr><tr><td>2016-07-17</td><td>565</td></tr><tr><td>2016-07-18</td><td>598</td></tr><tr><td>2016-07-19</td><td>609</td></tr><tr><td>2016-07-20</td><td>668</td></tr><tr><td>2016-07-21</td><td>601</td></tr><tr><td>2016-07-22</td><td>699</td></tr><tr><td>2016-07-23</td><td>617</td></tr><tr><td>2016-07-24</td><td>574</td></tr><tr><td>2016-07-25</td><td>617</td></tr><tr><td>2016-07-26</td><td>632</td></tr><tr><td>2016-07-27</td><td>610</td></tr><tr><td>2016-07-28</td><td>621</td></tr><tr><td>2016-07-29</td><td>655</td></tr><tr><td>2016-07-30</td><td>656</td></tr><tr><td>2016-07-31</td><td>603</td></tr><tr><td>2016-08-01</td><td>931</td></tr><tr><td>2016-08-02</td><td>623</td></tr><tr><td>2016-08-03</td><td>637</td></tr><tr><td>2016-08-04</td><td>605</td></tr><tr><td>2016-08-05</td><td>647</td></tr><tr><td>2016-08-06</td><td>597</td></tr><tr><td>2016-08-07</td><td>587</td></tr><tr><td>2016-08-08</td><td>645</td></tr><tr><td>2016-08-09</td><td>576</td></tr><tr><td>2016-08-10</td><td>601</td></tr><tr><td>2016-08-11</td><td>610</td></tr><tr><td>2016-08-12</td><td>579</td></tr><tr><td>2016-08-13</td><td>639</td></tr><tr><td>2016-08-14</td><td>566</td></tr><tr><td>2016-08-15</td><td>690</td></tr><tr><td>2016-08-16</td><td>592</td></tr><tr><td>2016-08-17</td><td>629</td></tr><tr><td>2016-08-18</td><td>585</td></tr><tr><td>2016-08-19</td><td>655</td></tr><tr><td>2016-08-20</td><td>706</td></tr><tr><td>2016-08-21</td><td>599</td></tr><tr><td>2016-08-22</td><td>646</td></tr><tr><td>2016-08-23</td><td>610</td></tr><tr><td>2016-08-24</td><td>642</td></tr><tr><td>2016-08-25</td><td>595</td></tr><tr><td>2016-08-26</td><td>704</td></tr><tr><td>2016-08-27</td><td>613</td></tr><tr><td>2016-08-28</td><td>597</td></tr><tr><td>2016-08-29</td><td>590</td></tr><tr><td>2016-08-30</td><td>598</td></tr><tr><td>2016-08-31</td><td>590</td></tr><tr><td>2016-09-01</td><td>913</td></tr><tr><td>2016-09-02</td><td>676</td></tr><tr><td>2016-09-03</td><td>605</td></tr><tr><td>2016-09-04</td><td>564</td></tr><tr><td>2016-09-05</td><td>622</td></tr><tr><td>2016-09-06</td><td>569</td></tr><tr><td>2016-09-07</td><td>529</td></tr><tr><td>2016-09-08</td><td>610</td></tr><tr><td>2016-09-09</td><td>589</td></tr><tr><td>2016-09-10</td><td>620</td></tr><tr><td>2016-09-11</td><td>544</td></tr><tr><td>2016-09-12</td><td>574</td></tr><tr><td>2016-09-13</td><td>566</td></tr><tr><td>2016-09-14</td><td>600</td></tr><tr><td>2016-09-15</td><td>598</td></tr><tr><td>2016-09-16</td><td>667</td></tr><tr><td>2016-09-17</td><td>634</td></tr><tr><td>2016-09-18</td><td>587</td></tr><tr><td>2016-09-19</td><td>643</td></tr><tr><td>2016-09-20</td><td>617</td></tr><tr><td>2016-09-21</td><td>647</td></tr><tr><td>2016-09-22</td><td>625</td></tr><tr><td>2016-09-23</td><td>648</td></tr><tr><td>2016-09-24</td><td>628</td></tr><tr><td>2016-09-25</td><td>604</td></tr><tr><td>2016-09-26</td><td>593</td></tr><tr><td>2016-09-27</td><td>578</td></tr><tr><td>2016-09-28</td><td>629</td></tr><tr><td>2016-09-29</td><td>585</td></tr><tr><td>2016-09-30</td><td>634</td></tr><tr><td>2016-10-01</td><td>872</td></tr><tr><td>2016-10-02</td><td>624</td></tr><tr><td>2016-10-03</td><td>633</td></tr><tr><td>2016-10-04</td><td>561</td></tr><tr><td>2016-10-05</td><td>599</td></tr><tr><td>2016-10-06</td><td>558</td></tr><tr><td>2016-10-07</td><td>664</td></tr><tr><td>2016-10-08</td><td>611</td></tr><tr><td>2016-10-09</td><td>577</td></tr><tr><td>2016-10-10</td><td>663</td></tr><tr><td>2016-10-11</td><td>638</td></tr><tr><td>2016-10-12</td><td>595</td></tr><tr><td>2016-10-13</td><td>607</td></tr><tr><td>2016-10-14</td><td>645</td></tr><tr><td>2016-10-15</td><td>698</td></tr><tr><td>2016-10-16</td><td>581</td></tr><tr><td>2016-10-17</td><td>629</td></tr><tr><td>2016-10-18</td><td>638</td></tr><tr><td>2016-10-19</td><td>593</td></tr><tr><td>2016-10-20</td><td>635</td></tr><tr><td>2016-10-21</td><td>620</td></tr><tr><td>2016-10-22</td><td>605</td></tr><tr><td>2016-10-23</td><td>645</td></tr><tr><td>2016-10-24</td><td>647</td></tr><tr><td>2016-10-25</td><td>626</td></tr><tr><td>2016-10-26</td><td>616</td></tr><tr><td>2016-10-27</td><td>613</td></tr><tr><td>2016-10-28</td><td>690</td></tr><tr><td>2016-10-29</td><td>636</td></tr><tr><td>2016-10-30</td><td>619</td></tr><tr><td>2016-10-31</td><td>720</td></tr><tr><td>2016-11-01</td><td>920</td></tr><tr><td>2016-11-02</td><td>581</td></tr><tr><td>2016-11-03</td><td>597</td></tr><tr><td>2016-11-04</td><td>600</td></tr><tr><td>2016-11-05</td><td>602</td></tr><tr><td>2016-11-06</td><td>610</td></tr><tr><td>2016-11-07</td><td>597</td></tr><tr><td>2016-11-08</td><td>548</td></tr><tr><td>2016-11-09</td><td>631</td></tr><tr><td>2016-11-10</td><td>638</td></tr><tr><td>2016-11-11</td><td>607</td></tr><tr><td>2016-11-12</td><td>588</td></tr><tr><td>2016-11-13</td><td>588</td></tr><tr><td>2016-11-14</td><td>597</td></tr><tr><td>2016-11-15</td><td>581</td></tr><tr><td>2016-11-16</td><td>566</td></tr><tr><td>2016-11-17</td><td>555</td></tr><tr><td>2016-11-18</td><td>656</td></tr><tr><td>2016-11-19</td><td>590</td></tr><tr><td>2016-11-20</td><td>569</td></tr><tr><td>2016-11-21</td><td>572</td></tr><tr><td>2016-11-22</td><td>589</td></tr><tr><td>2016-11-23</td><td>637</td></tr><tr><td>2016-11-24</td><td>552</td></tr><tr><td>2016-11-25</td><td>563</td></tr><tr><td>2016-11-26</td><td>570</td></tr><tr><td>2016-11-27</td><td>554</td></tr><tr><td>2016-11-28</td><td>612</td></tr><tr><td>2016-11-29</td><td>518</td></tr><tr><td>2016-11-30</td><td>586</td></tr><tr><td>2016-12-01</td><td>823</td></tr><tr><td>2016-12-02</td><td>631</td></tr><tr><td>2016-12-03</td><td>585</td></tr><tr><td>2016-12-04</td><td>579</td></tr><tr><td>2016-12-05</td><td>656</td></tr><tr><td>2016-12-06</td><td>630</td></tr><tr><td>2016-12-07</td><td>559</td></tr><tr><td>2016-12-08</td><td>608</td></tr><tr><td>2016-12-09</td><td>670</td></tr><tr><td>2016-12-10</td><td>656</td></tr><tr><td>2016-12-11</td><td>588</td></tr><tr><td>2016-12-12</td><td>634</td></tr><tr><td>2016-12-13</td><td>580</td></tr><tr><td>2016-12-14</td><td>655</td></tr><tr><td>2016-12-15</td><td>697</td></tr><tr><td>2016-12-16</td><td>693</td></tr><tr><td>2016-12-17</td><td>612</td></tr><tr><td>2016-12-18</td><td>611</td></tr><tr><td>2016-12-19</td><td>631</td></tr><tr><td>2016-12-20</td><td>671</td></tr><tr><td>2016-12-21</td><td>579</td></tr><tr><td>2016-12-22</td><td>630</td></tr><tr><td>2016-12-23</td><td>684</td></tr><tr><td>2016-12-24</td><td>584</td></tr><tr><td>2016-12-25</td><td>488</td></tr><tr><td>2016-12-26</td><td>544</td></tr><tr><td>2016-12-27</td><td>546</td></tr><tr><td>2016-12-28</td><td>582</td></tr><tr><td>2016-12-29</td><td>589</td></tr><tr><td>2016-12-30</td><td>629</td></tr><tr><td>2016-12-31</td><td>583</td></tr><tr><td>2017-01-01</td><td>1515</td></tr><tr><td>2017-01-02</td><td>539</td></tr><tr><td>2017-01-03</td><td>591</td></tr><tr><td>2017-01-04</td><td>548</td></tr><tr><td>2017-01-05</td><td>606</td></tr><tr><td>2017-01-06</td><td>673</td></tr><tr><td>2017-01-07</td><td>595</td></tr><tr><td>2017-01-08</td><td>576</td></tr><tr><td>2017-01-09</td><td>602</td></tr><tr><td>2017-01-10</td><td>628</td></tr><tr><td>2017-01-11</td><td>618</td></tr><tr><td>2017-01-12</td><td>594</td></tr><tr><td>2017-01-13</td><td>610</td></tr><tr><td>2017-01-14</td><td>638</td></tr><tr><td>2017-01-15</td><td>635</td></tr><tr><td>2017-01-16</td><td>634</td></tr><tr><td>2017-01-17</td><td>643</td></tr><tr><td>2017-01-18</td><td>590</td></tr><tr><td>2017-01-19</td><td>598</td></tr><tr><td>2017-01-20</td><td>628</td></tr><tr><td>2017-01-21</td><td>614</td></tr><tr><td>2017-01-22</td><td>567</td></tr><tr><td>2017-01-23</td><td>581</td></tr><tr><td>2017-01-24</td><td>590</td></tr><tr><td>2017-01-25</td><td>617</td></tr><tr><td>2017-01-26</td><td>588</td></tr><tr><td>2017-01-27</td><td>629</td></tr><tr><td>2017-01-28</td><td>650</td></tr><tr><td>2017-01-29</td><td>607</td></tr><tr><td>2017-01-30</td><td>673</td></tr><tr><td>2017-01-31</td><td>632</td></tr><tr><td>2017-02-01</td><td>851</td></tr><tr><td>2017-02-02</td><td>583</td></tr><tr><td>2017-02-03</td><td>587</td></tr><tr><td>2017-02-04</td><td>626</td></tr><tr><td>2017-02-05</td><td>617</td></tr><tr><td>2017-02-06</td><td>589</td></tr><tr><td>2017-02-07</td><td>630</td></tr><tr><td>2017-02-08</td><td>565</td></tr><tr><td>2017-02-09</td><td>570</td></tr><tr><td>2017-02-10</td><td>690</td></tr><tr><td>2017-02-11</td><td>629</td></tr><tr><td>2017-02-12</td><td>600</td></tr><tr><td>2017-02-13</td><td>578</td></tr><tr><td>2017-02-14</td><td>589</td></tr><tr><td>2017-02-15</td><td>653</td></tr><tr><td>2017-02-16</td><td>579</td></tr><tr><td>2017-02-17</td><td>624</td></tr><tr><td>2017-02-18</td><td>654</td></tr><tr><td>2017-02-19</td><td>598</td></tr><tr><td>2017-02-20</td><td>572</td></tr><tr><td>2017-02-21</td><td>655</td></tr><tr><td>2017-02-22</td><td>604</td></tr><tr><td>2017-02-23</td><td>540</td></tr><tr><td>2017-02-24</td><td>625</td></tr><tr><td>2017-02-25</td><td>589</td></tr><tr><td>2017-02-26</td><td>539</td></tr><tr><td>2017-02-27</td><td>622</td></tr><tr><td>2017-02-28</td><td>584</td></tr><tr><td>2017-03-01</td><td>874</td></tr><tr><td>2017-03-02</td><td>599</td></tr><tr><td>2017-03-03</td><td>658</td></tr><tr><td>2017-03-04</td><td>607</td></tr><tr><td>2017-03-05</td><td>574</td></tr><tr><td>2017-03-06</td><td>573</td></tr><tr><td>2017-03-07</td><td>581</td></tr><tr><td>2017-03-08</td><td>581</td></tr><tr><td>2017-03-09</td><td>608</td></tr><tr><td>2017-03-10</td><td>671</td></tr><tr><td>2017-03-11</td><td>599</td></tr><tr><td>2017-03-12</td><td>515</td></tr><tr><td>2017-03-13</td><td>642</td></tr><tr><td>2017-03-14</td><td>638</td></tr><tr><td>2017-03-15</td><td>663</td></tr><tr><td>2017-03-16</td><td>627</td></tr><tr><td>2017-03-17</td><td>697</td></tr><tr><td>2017-03-18</td><td>676</td></tr><tr><td>2017-03-19</td><td>550</td></tr><tr><td>2017-03-20</td><td>590</td></tr><tr><td>2017-03-21</td><td>587</td></tr><tr><td>2017-03-22</td><td>586</td></tr><tr><td>2017-03-23</td><td>650</td></tr><tr><td>2017-03-24</td><td>634</td></tr><tr><td>2017-03-25</td><td>677</td></tr><tr><td>2017-03-26</td><td>591</td></tr><tr><td>2017-03-27</td><td>638</td></tr><tr><td>2017-03-28</td><td>595</td></tr><tr><td>2017-03-29</td><td>666</td></tr><tr><td>2017-03-30</td><td>604</td></tr><tr><td>2017-03-31</td><td>674</td></tr><tr><td>2017-04-01</td><td>821</td></tr><tr><td>2017-04-02</td><td>595</td></tr><tr><td>2017-04-03</td><td>628</td></tr><tr><td>2017-04-04</td><td>639</td></tr><tr><td>2017-04-05</td><td>615</td></tr><tr><td>2017-04-06</td><td>612</td></tr><tr><td>2017-04-07</td><td>635</td></tr><tr><td>2017-04-08</td><td>588</td></tr><tr><td>2017-04-09</td><td>575</td></tr><tr><td>2017-04-10</td><td>642</td></tr><tr><td>2017-04-11</td><td>533</td></tr><tr><td>2017-04-12</td><td>563</td></tr><tr><td>2017-04-13</td><td>604</td></tr><tr><td>2017-04-14</td><td>574</td></tr><tr><td>2017-04-15</td><td>614</td></tr><tr><td>2017-04-16</td><td>592</td></tr><tr><td>2017-04-17</td><td>658</td></tr><tr><td>2017-04-18</td><td>645</td></tr><tr><td>2017-04-19</td><td>604</td></tr><tr><td>2017-04-20</td><td>589</td></tr><tr><td>2017-04-21</td><td>662</td></tr><tr><td>2017-04-22</td><td>691</td></tr><tr><td>2017-04-23</td><td>565</td></tr><tr><td>2017-04-24</td><td>650</td></tr><tr><td>2017-04-25</td><td>631</td></tr><tr><td>2017-04-26</td><td>613</td></tr><tr><td>2017-04-27</td><td>639</td></tr><tr><td>2017-04-28</td><td>678</td></tr><tr><td>2017-04-29</td><td>653</td></tr><tr><td>2017-04-30</td><td>660</td></tr><tr><td>2017-05-01</td><td>911</td></tr><tr><td>2017-05-02</td><td>580</td></tr><tr><td>2017-05-03</td><td>658</td></tr><tr><td>2017-05-04</td><td>585</td></tr><tr><td>2017-05-05</td><td>730</td></tr><tr><td>2017-05-06</td><td>609</td></tr><tr><td>2017-05-07</td><td>513</td></tr><tr><td>2017-05-08</td><td>618</td></tr><tr><td>2017-05-09</td><td>579</td></tr><tr><td>2017-05-10</td><td>609</td></tr><tr><td>2017-05-11</td><td>620</td></tr><tr><td>2017-05-12</td><td>656</td></tr><tr><td>2017-05-13</td><td>592</td></tr><tr><td>2017-05-14</td><td>540</td></tr><tr><td>2017-05-15</td><td>629</td></tr><tr><td>2017-05-16</td><td>601</td></tr><tr><td>2017-05-17</td><td>595</td></tr><tr><td>2017-05-18</td><td>599</td></tr><tr><td>2017-05-19</td><td>678</td></tr><tr><td>2017-05-20</td><td>668</td></tr><tr><td>2017-05-21</td><td>582</td></tr><tr><td>2017-05-22</td><td>631</td></tr><tr><td>2017-05-23</td><td>600</td></tr><tr><td>2017-05-24</td><td>646</td></tr><tr><td>2017-05-25</td><td>603</td></tr><tr><td>2017-05-26</td><td>810</td></tr><tr><td>2017-05-27</td><td>643</td></tr><tr><td>2017-05-28</td><td>572</td></tr><tr><td>2017-05-29</td><td>583</td></tr><tr><td>2017-05-30</td><td>611</td></tr><tr><td>2017-05-31</td><td>620</td></tr><tr><td>2017-06-01</td><td>944</td></tr><tr><td>2017-06-02</td><td>658</td></tr><tr><td>2017-06-03</td><td>627</td></tr><tr><td>2017-06-04</td><td>583</td></tr><tr><td>2017-06-05</td><td>655</td></tr><tr><td>2017-06-06</td><td>647</td></tr><tr><td>2017-06-07</td><td>638</td></tr><tr><td>2017-06-08</td><td>589</td></tr><tr><td>2017-06-09</td><td>641</td></tr><tr><td>2017-06-10</td><td>611</td></tr><tr><td>2017-06-11</td><td>573</td></tr><tr><td>2017-06-12</td><td>596</td></tr><tr><td>2017-06-13</td><td>552</td></tr><tr><td>2017-06-14</td><td>636</td></tr><tr><td>2017-06-15</td><td>678</td></tr><tr><td>2017-06-16</td><td>619</td></tr><tr><td>2017-06-17</td><td>622</td></tr><tr><td>2017-06-18</td><td>627</td></tr><tr><td>2017-06-19</td><td>563</td></tr><tr><td>2017-06-20</td><td>660</td></tr><tr><td>2017-06-21</td><td>584</td></tr><tr><td>2017-06-22</td><td>613</td></tr><tr><td>2017-06-23</td><td>693</td></tr><tr><td>2017-06-24</td><td>662</td></tr><tr><td>2017-06-25</td><td>653</td></tr><tr><td>2017-06-26</td><td>637</td></tr><tr><td>2017-06-27</td><td>619</td></tr><tr><td>2017-06-28</td><td>596</td></tr><tr><td>2017-06-29</td><td>607</td></tr><tr><td>2017-06-30</td><td>699</td></tr><tr><td>2017-07-01</td><td>865</td></tr><tr><td>2017-07-02</td><td>605</td></tr><tr><td>2017-07-03</td><td>646</td></tr><tr><td>2017-07-04</td><td>680</td></tr><tr><td>2017-07-05</td><td>610</td></tr><tr><td>2017-07-06</td><td>601</td></tr><tr><td>2017-07-07</td><td>670</td></tr><tr><td>2017-07-08</td><td>630</td></tr><tr><td>2017-07-09</td><td>597</td></tr><tr><td>2017-07-10</td><td>613</td></tr><tr><td>2017-07-11</td><td>613</td></tr><tr><td>2017-07-12</td><td>616</td></tr><tr><td>2017-07-13</td><td>659</td></tr><tr><td>2017-07-14</td><td>672</td></tr><tr><td>2017-07-15</td><td>691</td></tr><tr><td>2017-07-16</td><td>638</td></tr><tr><td>2017-07-17</td><td>623</td></tr><tr><td>2017-07-18</td><td>664</td></tr><tr><td>2017-07-19</td><td>657</td></tr><tr><td>2017-07-20</td><td>675</td></tr><tr><td>2017-07-21</td><td>720</td></tr><tr><td>2017-07-22</td><td>670</td></tr><tr><td>2017-07-23</td><td>687</td></tr><tr><td>2017-07-24</td><td>620</td></tr><tr><td>2017-07-25</td><td>620</td></tr><tr><td>2017-07-26</td><td>634</td></tr><tr><td>2017-07-27</td><td>650</td></tr><tr><td>2017-07-28</td><td>648</td></tr><tr><td>2017-07-29</td><td>623</td></tr><tr><td>2017-07-30</td><td>621</td></tr><tr><td>2017-07-31</td><td>670</td></tr><tr><td>2017-08-01</td><td>840</td></tr><tr><td>2017-08-02</td><td>637</td></tr><tr><td>2017-08-03</td><td>640</td></tr><tr><td>2017-08-04</td><td>625</td></tr><tr><td>2017-08-05</td><td>656</td></tr><tr><td>2017-08-06</td><td>598</td></tr><tr><td>2017-08-07</td><td>629</td></tr><tr><td>2017-08-08</td><td>564</td></tr><tr><td>2017-08-09</td><td>576</td></tr><tr><td>2017-08-10</td><td>625</td></tr><tr><td>2017-08-11</td><td>615</td></tr><tr><td>2017-08-12</td><td>632</td></tr><tr><td>2017-08-13</td><td>606</td></tr><tr><td>2017-08-14</td><td>634</td></tr><tr><td>2017-08-15</td><td>657</td></tr><tr><td>2017-08-16</td><td>622</td></tr><tr><td>2017-08-17</td><td>623</td></tr><tr><td>2017-08-18</td><td>647</td></tr><tr><td>2017-08-19</td><td>630</td></tr><tr><td>2017-08-20</td><td>610</td></tr><tr><td>2017-08-21</td><td>633</td></tr><tr><td>2017-08-22</td><td>616</td></tr><tr><td>2017-08-23</td><td>616</td></tr><tr><td>2017-08-24</td><td>612</td></tr><tr><td>2017-08-25</td><td>663</td></tr><tr><td>2017-08-26</td><td>682</td></tr><tr><td>2017-08-27</td><td>643</td></tr><tr><td>2017-08-28</td><td>665</td></tr><tr><td>2017-08-29</td><td>610</td></tr><tr><td>2017-08-30</td><td>625</td></tr><tr><td>2017-08-31</td><td>717</td></tr><tr><td>2017-09-01</td><td>1008</td></tr><tr><td>2017-09-02</td><td>643</td></tr><tr><td>2017-09-03</td><td>639</td></tr><tr><td>2017-09-04</td><td>588</td></tr><tr><td>2017-09-05</td><td>641</td></tr><tr><td>2017-09-06</td><td>613</td></tr><tr><td>2017-09-07</td><td>564</td></tr><tr><td>2017-09-08</td><td>672</td></tr><tr><td>2017-09-09</td><td>656</td></tr><tr><td>2017-09-10</td><td>616</td></tr><tr><td>2017-09-11</td><td>647</td></tr><tr><td>2017-09-12</td><td>636</td></tr><tr><td>2017-09-13</td><td>631</td></tr><tr><td>2017-09-14</td><td>630</td></tr><tr><td>2017-09-15</td><td>721</td></tr><tr><td>2017-09-16</td><td>676</td></tr><tr><td>2017-09-17</td><td>623</td></tr><tr><td>2017-09-18</td><td>637</td></tr><tr><td>2017-09-19</td><td>587</td></tr><tr><td>2017-09-20</td><td>623</td></tr><tr><td>2017-09-21</td><td>645</td></tr><tr><td>2017-09-22</td><td>701</td></tr><tr><td>2017-09-23</td><td>580</td></tr><tr><td>2017-09-24</td><td>650</td></tr><tr><td>2017-09-25</td><td>624</td></tr><tr><td>2017-09-26</td><td>614</td></tr><tr><td>2017-09-27</td><td>632</td></tr><tr><td>2017-09-28</td><td>625</td></tr><tr><td>2017-09-29</td><td>676</td></tr><tr><td>2017-09-30</td><td>637</td></tr><tr><td>2017-10-01</td><td>873</td></tr><tr><td>2017-10-02</td><td>621</td></tr><tr><td>2017-10-03</td><td>596</td></tr><tr><td>2017-10-04</td><td>577</td></tr><tr><td>2017-10-05</td><td>630</td></tr><tr><td>2017-10-06</td><td>693</td></tr><tr><td>2017-10-07</td><td>734</td></tr><tr><td>2017-10-08</td><td>600</td></tr><tr><td>2017-10-09</td><td>590</td></tr><tr><td>2017-10-10</td><td>603</td></tr><tr><td>2017-10-11</td><td>557</td></tr><tr><td>2017-10-12</td><td>596</td></tr><tr><td>2017-10-13</td><td>689</td></tr><tr><td>2017-10-14</td><td>686</td></tr><tr><td>2017-10-15</td><td>692</td></tr><tr><td>2017-10-16</td><td>650</td></tr><tr><td>2017-10-17</td><td>671</td></tr><tr><td>2017-10-18</td><td>643</td></tr><tr><td>2017-10-19</td><td>628</td></tr><tr><td>2017-10-20</td><td>794</td></tr><tr><td>2017-10-21</td><td>683</td></tr><tr><td>2017-10-22</td><td>630</td></tr><tr><td>2017-10-23</td><td>663</td></tr><tr><td>2017-10-24</td><td>642</td></tr><tr><td>2017-10-25</td><td>711</td></tr><tr><td>2017-10-26</td><td>627</td></tr><tr><td>2017-10-27</td><td>706</td></tr><tr><td>2017-10-28</td><td>679</td></tr><tr><td>2017-10-29</td><td>618</td></tr><tr><td>2017-10-30</td><td>612</td></tr><tr><td>2017-10-31</td><td>732</td></tr><tr><td>2017-11-01</td><td>895</td></tr><tr><td>2017-11-02</td><td>629</td></tr><tr><td>2017-11-03</td><td>715</td></tr><tr><td>2017-11-04</td><td>620</td></tr><tr><td>2017-11-05</td><td>614</td></tr><tr><td>2017-11-06</td><td>612</td></tr><tr><td>2017-11-07</td><td>610</td></tr><tr><td>2017-11-08</td><td>602</td></tr><tr><td>2017-11-09</td><td>579</td></tr><tr><td>2017-11-10</td><td>649</td></tr><tr><td>2017-11-11</td><td>582</td></tr><tr><td>2017-11-12</td><td>637</td></tr><tr><td>2017-11-13</td><td>666</td></tr><tr><td>2017-11-14</td><td>633</td></tr><tr><td>2017-11-15</td><td>645</td></tr><tr><td>2017-11-16</td><td>633</td></tr><tr><td>2017-11-17</td><td>666</td></tr><tr><td>2017-11-18</td><td>633</td></tr><tr><td>2017-11-19</td><td>553</td></tr><tr><td>2017-11-20</td><td>633</td></tr><tr><td>2017-11-21</td><td>631</td></tr><tr><td>2017-11-22</td><td>677</td></tr><tr><td>2017-11-23</td><td>593</td></tr><tr><td>2017-11-24</td><td>599</td></tr><tr><td>2017-11-25</td><td>612</td></tr><tr><td>2017-11-26</td><td>632</td></tr><tr><td>2017-11-27</td><td>608</td></tr><tr><td>2017-11-28</td><td>640</td></tr><tr><td>2017-11-29</td><td>643</td></tr><tr><td>2017-11-30</td><td>586</td></tr><tr><td>2017-12-01</td><td>918</td></tr><tr><td>2017-12-02</td><td>625</td></tr><tr><td>2017-12-03</td><td>596</td></tr><tr><td>2017-12-04</td><td>602</td></tr><tr><td>2017-12-05</td><td>587</td></tr><tr><td>2017-12-06</td><td>587</td></tr><tr><td>2017-12-07</td><td>572</td></tr><tr><td>2017-12-08</td><td>632</td></tr><tr><td>2017-12-09</td><td>634</td></tr><tr><td>2017-12-10</td><td>645</td></tr><tr><td>2017-12-11</td><td>627</td></tr><tr><td>2017-12-12</td><td>619</td></tr><tr><td>2017-12-13</td><td>617</td></tr><tr><td>2017-12-14</td><td>614</td></tr><tr><td>2017-12-15</td><td>748</td></tr><tr><td>2017-12-16</td><td>571</td></tr><tr><td>2017-12-17</td><td>607</td></tr><tr><td>2017-12-18</td><td>670</td></tr><tr><td>2017-12-19</td><td>579</td></tr><tr><td>2017-12-20</td><td>663</td></tr><tr><td>2017-12-21</td><td>593</td></tr><tr><td>2017-12-22</td><td>655</td></tr><tr><td>2017-12-23</td><td>569</td></tr><tr><td>2017-12-24</td><td>562</td></tr><tr><td>2017-12-25</td><td>508</td></tr><tr><td>2017-12-26</td><td>547</td></tr><tr><td>2017-12-27</td><td>542</td></tr><tr><td>2017-12-28</td><td>588</td></tr><tr><td>2017-12-29</td><td>645</td></tr><tr><td>2017-12-30</td><td>561</td></tr><tr><td>2017-12-31</td><td>564</td></tr><tr><td>2018-01-01</td><td>1282</td></tr><tr><td>2018-01-02</td><td>551</td></tr><tr><td>2018-01-03</td><td>581</td></tr><tr><td>2018-01-04</td><td>543</td></tr><tr><td>2018-01-05</td><td>662</td></tr><tr><td>2018-01-06</td><td>613</td></tr><tr><td>2018-01-07</td><td>562</td></tr><tr><td>2018-01-08</td><td>575</td></tr><tr><td>2018-01-09</td><td>570</td></tr><tr><td>2018-01-10</td><td>580</td></tr><tr><td>2018-01-11</td><td>548</td></tr><tr><td>2018-01-12</td><td>634</td></tr><tr><td>2018-01-13</td><td>637</td></tr><tr><td>2018-01-14</td><td>595</td></tr><tr><td>2018-01-15</td><td>671</td></tr><tr><td>2018-01-16</td><td>604</td></tr><tr><td>2018-01-17</td><td>587</td></tr><tr><td>2018-01-18</td><td>636</td></tr><tr><td>2018-01-19</td><td>632</td></tr><tr><td>2018-01-20</td><td>665</td></tr><tr><td>2018-01-21</td><td>617</td></tr><tr><td>2018-01-22</td><td>591</td></tr><tr><td>2018-01-23</td><td>570</td></tr><tr><td>2018-01-24</td><td>634</td></tr><tr><td>2018-01-25</td><td>578</td></tr><tr><td>2018-01-26</td><td>694</td></tr><tr><td>2018-01-27</td><td>587</td></tr><tr><td>2018-01-28</td><td>619</td></tr><tr><td>2018-01-29</td><td>644</td></tr><tr><td>2018-01-30</td><td>645</td></tr><tr><td>2018-01-31</td><td>626</td></tr><tr><td>2018-02-01</td><td>870</td></tr><tr><td>2018-02-02</td><td>627</td></tr><tr><td>2018-02-03</td><td>619</td></tr><tr><td>2018-02-04</td><td>566</td></tr><tr><td>2018-02-05</td><td>645</td></tr><tr><td>2018-02-06</td><td>645</td></tr><tr><td>2018-02-07</td><td>612</td></tr><tr><td>2018-02-08</td><td>576</td></tr><tr><td>2018-02-09</td><td>633</td></tr><tr><td>2018-02-10</td><td>572</td></tr><tr><td>2018-02-11</td><td>561</td></tr><tr><td>2018-02-12</td><td>596</td></tr><tr><td>2018-02-13</td><td>556</td></tr><tr><td>2018-02-14</td><td>655</td></tr><tr><td>2018-02-15</td><td>646</td></tr><tr><td>2018-02-16</td><td>734</td></tr><tr><td>2018-02-17</td><td>654</td></tr><tr><td>2018-02-18</td><td>612</td></tr><tr><td>2018-02-19</td><td>562</td></tr><tr><td>2018-02-20</td><td>613</td></tr><tr><td>2018-02-21</td><td>552</td></tr><tr><td>2018-02-22</td><td>539</td></tr><tr><td>2018-02-23</td><td>609</td></tr><tr><td>2018-02-24</td><td>565</td></tr><tr><td>2018-02-25</td><td>530</td></tr><tr><td>2018-02-26</td><td>607</td></tr><tr><td>2018-02-27</td><td>583</td></tr><tr><td>2018-02-28</td><td>628</td></tr><tr><td>2018-03-01</td><td>794</td></tr><tr><td>2018-03-02</td><td>580</td></tr><tr><td>2018-03-03</td><td>616</td></tr><tr><td>2018-03-04</td><td>541</td></tr><tr><td>2018-03-05</td><td>644</td></tr><tr><td>2018-03-06</td><td>610</td></tr><tr><td>2018-03-07</td><td>608</td></tr><tr><td>2018-03-08</td><td>576</td></tr><tr><td>2018-03-09</td><td>649</td></tr><tr><td>2018-03-10</td><td>588</td></tr><tr><td>2018-03-11</td><td>550</td></tr><tr><td>2018-03-12</td><td>653</td></tr><tr><td>2018-03-13</td><td>621</td></tr><tr><td>2018-03-14</td><td>606</td></tr><tr><td>2018-03-15</td><td>607</td></tr><tr><td>2018-03-16</td><td>597</td></tr><tr><td>2018-03-17</td><td>552</td></tr><tr><td>2018-03-18</td><td>635</td></tr><tr><td>2018-03-19</td><td>560</td></tr><tr><td>2018-03-20</td><td>622</td></tr><tr><td>2018-03-21</td><td>608</td></tr><tr><td>2018-03-22</td><td>591</td></tr><tr><td>2018-03-23</td><td>637</td></tr><tr><td>2018-03-24</td><td>620</td></tr><tr><td>2018-03-25</td><td>627</td></tr><tr><td>2018-03-26</td><td>613</td></tr><tr><td>2018-03-27</td><td>618</td></tr><tr><td>2018-03-28</td><td>605</td></tr><tr><td>2018-03-29</td><td>677</td></tr><tr><td>2018-03-30</td><td>631</td></tr><tr><td>2018-03-31</td><td>625</td></tr><tr><td>2018-04-01</td><td>839</td></tr><tr><td>2018-04-02</td><td>641</td></tr><tr><td>2018-04-03</td><td>665</td></tr><tr><td>2018-04-04</td><td>582</td></tr><tr><td>2018-04-05</td><td>687</td></tr><tr><td>2018-04-06</td><td>627</td></tr><tr><td>2018-04-07</td><td>621</td></tr><tr><td>2018-04-08</td><td>598</td></tr><tr><td>2018-04-09</td><td>691</td></tr><tr><td>2018-04-10</td><td>625</td></tr><tr><td>2018-04-11</td><td>598</td></tr><tr><td>2018-04-12</td><td>636</td></tr><tr><td>2018-04-13</td><td>637</td></tr><tr><td>2018-04-14</td><td>670</td></tr><tr><td>2018-04-15</td><td>600</td></tr><tr><td>2018-04-16</td><td>615</td></tr><tr><td>2018-04-17</td><td>631</td></tr><tr><td>2018-04-18</td><td>671</td></tr><tr><td>2018-04-19</td><td>581</td></tr><tr><td>2018-04-20</td><td>696</td></tr><tr><td>2018-04-21</td><td>626</td></tr><tr><td>2018-04-22</td><td>643</td></tr><tr><td>2018-04-23</td><td>634</td></tr><tr><td>2018-04-24</td><td>630</td></tr><tr><td>2018-04-25</td><td>591</td></tr><tr><td>2018-04-26</td><td>625</td></tr><tr><td>2018-04-27</td><td>653</td></tr><tr><td>2018-04-28</td><td>615</td></tr><tr><td>2018-04-29</td><td>613</td></tr><tr><td>2018-04-30</td><td>617</td></tr><tr><td>2018-05-01</td><td>868</td></tr><tr><td>2018-05-02</td><td>609</td></tr><tr><td>2018-05-03</td><td>613</td></tr><tr><td>2018-05-04</td><td>695</td></tr><tr><td>2018-05-05</td><td>686</td></tr><tr><td>2018-05-06</td><td>570</td></tr><tr><td>2018-05-07</td><td>662</td></tr><tr><td>2018-05-08</td><td>558</td></tr><tr><td>2018-05-09</td><td>602</td></tr><tr><td>2018-05-10</td><td>644</td></tr><tr><td>2018-05-11</td><td>639</td></tr><tr><td>2018-05-12</td><td>610</td></tr><tr><td>2018-05-13</td><td>659</td></tr><tr><td>2018-05-14</td><td>598</td></tr><tr><td>2018-05-15</td><td>640</td></tr><tr><td>2018-05-16</td><td>628</td></tr><tr><td>2018-05-17</td><td>607</td></tr><tr><td>2018-05-18</td><td>725</td></tr><tr><td>2018-05-19</td><td>612</td></tr><tr><td>2018-05-20</td><td>682</td></tr><tr><td>2018-05-21</td><td>640</td></tr><tr><td>2018-05-22</td><td>593</td></tr><tr><td>2018-05-23</td><td>599</td></tr><tr><td>2018-05-24</td><td>675</td></tr><tr><td>2018-05-25</td><td>694</td></tr><tr><td>2018-05-26</td><td>638</td></tr><tr><td>2018-05-27</td><td>635</td></tr><tr><td>2018-05-28</td><td>648</td></tr><tr><td>2018-05-29</td><td>640</td></tr><tr><td>2018-05-30</td><td>651</td></tr><tr><td>2018-05-31</td><td>648</td></tr><tr><td>2018-06-01</td><td>929</td></tr><tr><td>2018-06-02</td><td>605</td></tr><tr><td>2018-06-03</td><td>678</td></tr><tr><td>2018-06-04</td><td>638</td></tr><tr><td>2018-06-05</td><td>621</td></tr><tr><td>2018-06-06</td><td>634</td></tr><tr><td>2018-06-07</td><td>641</td></tr><tr><td>2018-06-08</td><td>703</td></tr><tr><td>2018-06-09</td><td>627</td></tr><tr><td>2018-06-10</td><td>648</td></tr><tr><td>2018-06-11</td><td>671</td></tr><tr><td>2018-06-12</td><td>596</td></tr><tr><td>2018-06-13</td><td>665</td></tr><tr><td>2018-06-14</td><td>627</td></tr><tr><td>2018-06-15</td><td>708</td></tr><tr><td>2018-06-16</td><td>639</td></tr><tr><td>2018-06-17</td><td>606</td></tr><tr><td>2018-06-18</td><td>606</td></tr><tr><td>2018-06-19</td><td>572</td></tr><tr><td>2018-06-20</td><td>629</td></tr><tr><td>2018-06-21</td><td>594</td></tr><tr><td>2018-06-22</td><td>634</td></tr><tr><td>2018-06-23</td><td>651</td></tr><tr><td>2018-06-24</td><td>670</td></tr><tr><td>2018-06-25</td><td>664</td></tr><tr><td>2018-06-26</td><td>613</td></tr><tr><td>2018-06-27</td><td>643</td></tr><tr><td>2018-06-28</td><td>576</td></tr><tr><td>2018-06-29</td><td>622</td></tr><tr><td>2018-06-30</td><td>599</td></tr><tr><td>2018-07-01</td><td>773</td></tr><tr><td>2018-07-02</td><td>636</td></tr><tr><td>2018-07-03</td><td>625</td></tr><tr><td>2018-07-04</td><td>594</td></tr><tr><td>2018-07-05</td><td>621</td></tr><tr><td>2018-07-06</td><td>632</td></tr><tr><td>2018-07-07</td><td>623</td></tr><tr><td>2018-07-08</td><td>569</td></tr><tr><td>2018-07-09</td><td>607</td></tr><tr><td>2018-07-10</td><td>634</td></tr><tr><td>2018-07-11</td><td>688</td></tr><tr><td>2018-07-12</td><td>638</td></tr><tr><td>2018-07-13</td><td>670</td></tr><tr><td>2018-07-14</td><td>607</td></tr><tr><td>2018-07-15</td><td>679</td></tr><tr><td>2018-07-16</td><td>679</td></tr><tr><td>2018-07-17</td><td>660</td></tr><tr><td>2018-07-18</td><td>591</td></tr><tr><td>2018-07-19</td><td>696</td></tr><tr><td>2018-07-20</td><td>679</td></tr><tr><td>2018-07-21</td><td>645</td></tr><tr><td>2018-07-22</td><td>623</td></tr><tr><td>2018-07-23</td><td>685</td></tr><tr><td>2018-07-24</td><td>610</td></tr><tr><td>2018-07-25</td><td>578</td></tr><tr><td>2018-07-26</td><td>651</td></tr><tr><td>2018-07-27</td><td>706</td></tr><tr><td>2018-07-28</td><td>592</td></tr><tr><td>2018-07-29</td><td>624</td></tr><tr><td>2018-07-30</td><td>629</td></tr><tr><td>2018-07-31</td><td>623</td></tr><tr><td>2018-08-01</td><td>933</td></tr><tr><td>2018-08-02</td><td>608</td></tr><tr><td>2018-08-03</td><td>660</td></tr><tr><td>2018-08-04</td><td>669</td></tr><tr><td>2018-08-05</td><td>604</td></tr><tr><td>2018-08-06</td><td>621</td></tr><tr><td>2018-08-07</td><td>594</td></tr><tr><td>2018-08-08</td><td>656</td></tr><tr><td>2018-08-09</td><td>635</td></tr><tr><td>2018-08-10</td><td>638</td></tr><tr><td>2018-08-11</td><td>657</td></tr><tr><td>2018-08-12</td><td>625</td></tr><tr><td>2018-08-13</td><td>581</td></tr><tr><td>2018-08-14</td><td>627</td></tr><tr><td>2018-08-15</td><td>632</td></tr><tr><td>2018-08-16</td><td>660</td></tr><tr><td>2018-08-17</td><td>633</td></tr><tr><td>2018-08-18</td><td>653</td></tr><tr><td>2018-08-19</td><td>616</td></tr><tr><td>2018-08-20</td><td>630</td></tr><tr><td>2018-08-21</td><td>652</td></tr><tr><td>2018-08-22</td><td>565</td></tr><tr><td>2018-08-23</td><td>610</td></tr><tr><td>2018-08-24</td><td>641</td></tr><tr><td>2018-08-25</td><td>572</td></tr><tr><td>2018-08-26</td><td>560</td></tr><tr><td>2018-08-27</td><td>625</td></tr><tr><td>2018-08-28</td><td>615</td></tr><tr><td>2018-08-29</td><td>667</td></tr><tr><td>2018-08-30</td><td>619</td></tr><tr><td>2018-08-31</td><td>698</td></tr><tr><td>2018-09-01</td><td>827</td></tr><tr><td>2018-09-02</td><td>583</td></tr><tr><td>2018-09-03</td><td>575</td></tr><tr><td>2018-09-04</td><td>593</td></tr><tr><td>2018-09-05</td><td>569</td></tr><tr><td>2018-09-06</td><td>588</td></tr><tr><td>2018-09-07</td><td>629</td></tr><tr><td>2018-09-08</td><td>597</td></tr><tr><td>2018-09-09</td><td>577</td></tr><tr><td>2018-09-10</td><td>649</td></tr><tr><td>2018-09-11</td><td>552</td></tr><tr><td>2018-09-12</td><td>617</td></tr><tr><td>2018-09-13</td><td>619</td></tr><tr><td>2018-09-14</td><td>629</td></tr><tr><td>2018-09-15</td><td>677</td></tr><tr><td>2018-09-16</td><td>574</td></tr><tr><td>2018-09-17</td><td>598</td></tr><tr><td>2018-09-18</td><td>630</td></tr><tr><td>2018-09-19</td><td>575</td></tr><tr><td>2018-09-20</td><td>637</td></tr><tr><td>2018-09-21</td><td>659</td></tr><tr><td>2018-09-22</td><td>666</td></tr><tr><td>2018-09-23</td><td>615</td></tr><tr><td>2018-09-24</td><td>655</td></tr><tr><td>2018-09-25</td><td>606</td></tr><tr><td>2018-09-26</td><td>613</td></tr><tr><td>2018-09-27</td><td>573</td></tr><tr><td>2018-09-28</td><td>663</td></tr><tr><td>2018-09-29</td><td>569</td></tr><tr><td>2018-09-30</td><td>564</td></tr><tr><td>2018-10-01</td><td>893</td></tr><tr><td>2018-10-02</td><td>577</td></tr><tr><td>2018-10-03</td><td>634</td></tr><tr><td>2018-10-04</td><td>588</td></tr><tr><td>2018-10-05</td><td>694</td></tr><tr><td>2018-10-06</td><td>661</td></tr><tr><td>2018-10-07</td><td>565</td></tr><tr><td>2018-10-08</td><td>605</td></tr><tr><td>2018-10-09</td><td>590</td></tr><tr><td>2018-10-10</td><td>628</td></tr><tr><td>2018-10-11</td><td>580</td></tr><tr><td>2018-10-12</td><td>637</td></tr><tr><td>2018-10-13</td><td>562</td></tr><tr><td>2018-10-14</td><td>551</td></tr><tr><td>2018-10-15</td><td>649</td></tr><tr><td>2018-10-16</td><td>590</td></tr><tr><td>2018-10-17</td><td>588</td></tr><tr><td>2018-10-18</td><td>608</td></tr><tr><td>2018-10-19</td><td>701</td></tr><tr><td>2018-10-20</td><td>649</td></tr><tr><td>2018-10-21</td><td>612</td></tr><tr><td>2018-10-22</td><td>643</td></tr><tr><td>2018-10-23</td><td>595</td></tr><tr><td>2018-10-24</td><td>604</td></tr><tr><td>2018-10-25</td><td>598</td></tr><tr><td>2018-10-26</td><td>635</td></tr><tr><td>2018-10-27</td><td>682</td></tr><tr><td>2018-10-28</td><td>733</td></tr><tr><td>2018-10-29</td><td>588</td></tr><tr><td>2018-10-30</td><td>615</td></tr><tr><td>2018-10-31</td><td>712</td></tr><tr><td>2018-11-01</td><td>876</td></tr><tr><td>2018-11-02</td><td>655</td></tr><tr><td>2018-11-03</td><td>634</td></tr><tr><td>2018-11-04</td><td>565</td></tr><tr><td>2018-11-05</td><td>599</td></tr><tr><td>2018-11-06</td><td>583</td></tr><tr><td>2018-11-07</td><td>634</td></tr><tr><td>2018-11-08</td><td>578</td></tr><tr><td>2018-11-09</td><td>670</td></tr><tr><td>2018-11-10</td><td>649</td></tr><tr><td>2018-11-11</td><td>549</td></tr><tr><td>2018-11-12</td><td>536</td></tr><tr><td>2018-11-13</td><td>577</td></tr><tr><td>2018-11-14</td><td>624</td></tr><tr><td>2018-11-15</td><td>603</td></tr><tr><td>2018-11-16</td><td>634</td></tr><tr><td>2018-11-17</td><td>622</td></tr><tr><td>2018-11-18</td><td>604</td></tr><tr><td>2018-11-19</td><td>636</td></tr><tr><td>2018-11-20</td><td>621</td></tr><tr><td>2018-11-21</td><td>672</td></tr><tr><td>2018-11-22</td><td>564</td></tr><tr><td>2018-11-23</td><td>597</td></tr><tr><td>2018-11-24</td><td>633</td></tr><tr><td>2018-11-25</td><td>599</td></tr><tr><td>2018-11-26</td><td>617</td></tr><tr><td>2018-11-27</td><td>623</td></tr><tr><td>2018-11-28</td><td>682</td></tr><tr><td>2018-11-29</td><td>579</td></tr><tr><td>2018-11-30</td><td>683</td></tr><tr><td>2018-12-01</td><td>795</td></tr><tr><td>2018-12-02</td><td>580</td></tr><tr><td>2018-12-03</td><td>547</td></tr><tr><td>2018-12-04</td><td>570</td></tr><tr><td>2018-12-05</td><td>571</td></tr><tr><td>2018-12-06</td><td>571</td></tr><tr><td>2018-12-07</td><td>667</td></tr><tr><td>2018-12-08</td><td>647</td></tr><tr><td>2018-12-09</td><td>565</td></tr><tr><td>2018-12-10</td><td>649</td></tr><tr><td>2018-12-11</td><td>600</td></tr><tr><td>2018-12-12</td><td>622</td></tr><tr><td>2018-12-13</td><td>667</td></tr><tr><td>2018-12-14</td><td>682</td></tr><tr><td>2018-12-15</td><td>638</td></tr><tr><td>2018-12-16</td><td>628</td></tr><tr><td>2018-12-17</td><td>573</td></tr><tr><td>2018-12-18</td><td>651</td></tr><tr><td>2018-12-19</td><td>622</td></tr><tr><td>2018-12-20</td><td>669</td></tr><tr><td>2018-12-21</td><td>699</td></tr><tr><td>2018-12-22</td><td>634</td></tr><tr><td>2018-12-23</td><td>585</td></tr><tr><td>2018-12-24</td><td>595</td></tr><tr><td>2018-12-25</td><td>460</td></tr><tr><td>2018-12-26</td><td>575</td></tr><tr><td>2018-12-27</td><td>559</td></tr><tr><td>2018-12-28</td><td>592</td></tr><tr><td>2018-12-29</td><td>577</td></tr><tr><td>2018-12-30</td><td>575</td></tr><tr><td>2018-12-31</td><td>607</td></tr><tr><td>2019-01-01</td><td>1183</td></tr><tr><td>2019-01-02</td><td>503</td></tr><tr><td>2019-01-03</td><td>566</td></tr><tr><td>2019-01-04</td><td>586</td></tr><tr><td>2019-01-05</td><td>580</td></tr><tr><td>2019-01-06</td><td>539</td></tr><tr><td>2019-01-07</td><td>594</td></tr><tr><td>2019-01-08</td><td>547</td></tr><tr><td>2019-01-09</td><td>582</td></tr><tr><td>2019-01-10</td><td>609</td></tr><tr><td>2019-01-11</td><td>606</td></tr><tr><td>2019-01-12</td><td>582</td></tr><tr><td>2019-01-13</td><td>561</td></tr><tr><td>2019-01-14</td><td>532</td></tr><tr><td>2019-01-15</td><td>585</td></tr><tr><td>2019-01-16</td><td>584</td></tr><tr><td>2019-01-17</td><td>561</td></tr><tr><td>2019-01-18</td><td>657</td></tr><tr><td>2019-01-19</td><td>592</td></tr><tr><td>2019-01-20</td><td>614</td></tr><tr><td>2019-01-21</td><td>549</td></tr><tr><td>2019-01-22</td><td>561</td></tr><tr><td>2019-01-23</td><td>581</td></tr><tr><td>2019-01-24</td><td>619</td></tr><tr><td>2019-01-25</td><td>619</td></tr><tr><td>2019-01-26</td><td>637</td></tr><tr><td>2019-01-27</td><td>594</td></tr><tr><td>2019-01-28</td><td>575</td></tr><tr><td>2019-01-29</td><td>599</td></tr><tr><td>2019-01-30</td><td>560</td></tr><tr><td>2019-01-31</td><td>587</td></tr><tr><td>2019-02-01</td><td>823</td></tr><tr><td>2019-02-02</td><td>558</td></tr><tr><td>2019-02-03</td><td>546</td></tr><tr><td>2019-02-04</td><td>529</td></tr><tr><td>2019-02-05</td><td>535</td></tr><tr><td>2019-02-06</td><td>535</td></tr><tr><td>2019-02-07</td><td>566</td></tr><tr><td>2019-02-08</td><td>575</td></tr><tr><td>2019-02-09</td><td>637</td></tr><tr><td>2019-02-10</td><td>590</td></tr><tr><td>2019-02-11</td><td>569</td></tr><tr><td>2019-02-12</td><td>559</td></tr><tr><td>2019-02-13</td><td>597</td></tr><tr><td>2019-02-14</td><td>586</td></tr><tr><td>2019-02-15</td><td>633</td></tr><tr><td>2019-02-16</td><td>604</td></tr><tr><td>2019-02-17</td><td>513</td></tr><tr><td>2019-02-18</td><td>536</td></tr><tr><td>2019-02-19</td><td>553</td></tr><tr><td>2019-02-20</td><td>594</td></tr><tr><td>2019-02-21</td><td>587</td></tr><tr><td>2019-02-22</td><td>608</td></tr><tr><td>2019-02-23</td><td>584</td></tr><tr><td>2019-02-24</td><td>574</td></tr><tr><td>2019-02-25</td><td>572</td></tr><tr><td>2019-02-26</td><td>560</td></tr><tr><td>2019-02-27</td><td>564</td></tr><tr><td>2019-02-28</td><td>618</td></tr><tr><td>2019-03-01</td><td>853</td></tr><tr><td>2019-03-02</td><td>550</td></tr><tr><td>2019-03-03</td><td>653</td></tr><tr><td>2019-03-04</td><td>578</td></tr><tr><td>2019-03-05</td><td>591</td></tr><tr><td>2019-03-06</td><td>574</td></tr><tr><td>2019-03-07</td><td>585</td></tr><tr><td>2019-03-08</td><td>622</td></tr><tr><td>2019-03-09</td><td>560</td></tr><tr><td>2019-03-10</td><td>516</td></tr><tr><td>2019-03-11</td><td>604</td></tr><tr><td>2019-03-12</td><td>549</td></tr><tr><td>2019-03-13</td><td>570</td></tr><tr><td>2019-03-14</td><td>618</td></tr><tr><td>2019-03-15</td><td>625</td></tr><tr><td>2019-03-16</td><td>597</td></tr><tr><td>2019-03-17</td><td>562</td></tr><tr><td>2019-03-18</td><td>612</td></tr><tr><td>2019-03-19</td><td>592</td></tr><tr><td>2019-03-20</td><td>640</td></tr><tr><td>2019-03-21</td><td>643</td></tr><tr><td>2019-03-22</td><td>675</td></tr><tr><td>2019-03-23</td><td>625</td></tr><tr><td>2019-03-24</td><td>568</td></tr><tr><td>2019-03-25</td><td>575</td></tr><tr><td>2019-03-26</td><td>550</td></tr><tr><td>2019-03-27</td><td>646</td></tr><tr><td>2019-03-28</td><td>599</td></tr><tr><td>2019-03-29</td><td>631</td></tr><tr><td>2019-03-30</td><td>665</td></tr><tr><td>2019-03-31</td><td>617</td></tr><tr><td>2019-04-01</td><td>877</td></tr><tr><td>2019-04-02</td><td>551</td></tr><tr><td>2019-04-03</td><td>587</td></tr><tr><td>2019-04-04</td><td>592</td></tr><tr><td>2019-04-05</td><td>608</td></tr><tr><td>2019-04-06</td><td>565</td></tr><tr><td>2019-04-07</td><td>576</td></tr><tr><td>2019-04-08</td><td>611</td></tr><tr><td>2019-04-09</td><td>595</td></tr><tr><td>2019-04-10</td><td>593</td></tr><tr><td>2019-04-11</td><td>578</td></tr><tr><td>2019-04-12</td><td>674</td></tr><tr><td>2019-04-13</td><td>638</td></tr><tr><td>2019-04-14</td><td>587</td></tr><tr><td>2019-04-15</td><td>602</td></tr><tr><td>2019-04-16</td><td>553</td></tr><tr><td>2019-04-17</td><td>559</td></tr><tr><td>2019-04-18</td><td>540</td></tr><tr><td>2019-04-19</td><td>629</td></tr><tr><td>2019-04-20</td><td>561</td></tr><tr><td>2019-04-21</td><td>542</td></tr><tr><td>2019-04-22</td><td>600</td></tr><tr><td>2019-04-23</td><td>543</td></tr><tr><td>2019-04-24</td><td>615</td></tr><tr><td>2019-04-25</td><td>583</td></tr><tr><td>2019-04-26</td><td>599</td></tr><tr><td>2019-04-27</td><td>567</td></tr><tr><td>2019-04-28</td><td>616</td></tr><tr><td>2019-04-29</td><td>639</td></tr><tr><td>2019-04-30</td><td>577</td></tr><tr><td>2019-05-01</td><td>792</td></tr><tr><td>2019-05-02</td><td>601</td></tr><tr><td>2019-05-03</td><td>657</td></tr><tr><td>2019-05-04</td><td>630</td></tr><tr><td>2019-05-05</td><td>565</td></tr><tr><td>2019-05-06</td><td>642</td></tr><tr><td>2019-05-07</td><td>495</td></tr><tr><td>2019-05-08</td><td>581</td></tr><tr><td>2019-05-09</td><td>586</td></tr><tr><td>2019-05-10</td><td>650</td></tr><tr><td>2019-05-11</td><td>622</td></tr><tr><td>2019-05-12</td><td>563</td></tr><tr><td>2019-05-13</td><td>620</td></tr><tr><td>2019-05-14</td><td>573</td></tr><tr><td>2019-05-15</td><td>610</td></tr><tr><td>2019-05-16</td><td>533</td></tr><tr><td>2019-05-17</td><td>644</td></tr><tr><td>2019-05-18</td><td>622</td></tr><tr><td>2019-05-19</td><td>531</td></tr><tr><td>2019-05-20</td><td>585</td></tr><tr><td>2019-05-21</td><td>559</td></tr><tr><td>2019-05-22</td><td>611</td></tr><tr><td>2019-05-23</td><td>624</td></tr><tr><td>2019-05-24</td><td>639</td></tr><tr><td>2019-05-25</td><td>611</td></tr><tr><td>2019-05-26</td><td>595</td></tr><tr><td>2019-05-27</td><td>562</td></tr><tr><td>2019-05-28</td><td>594</td></tr><tr><td>2019-05-29</td><td>547</td></tr><tr><td>2019-05-30</td><td>600</td></tr><tr><td>2019-05-31</td><td>655</td></tr><tr><td>2019-06-01</td><td>912</td></tr><tr><td>2019-06-02</td><td>528</td></tr><tr><td>2019-06-03</td><td>573</td></tr><tr><td>2019-06-04</td><td>527</td></tr><tr><td>2019-06-05</td><td>632</td></tr><tr><td>2019-06-06</td><td>573</td></tr><tr><td>2019-06-07</td><td>626</td></tr><tr><td>2019-06-08</td><td>626</td></tr><tr><td>2019-06-09</td><td>619</td></tr><tr><td>2019-06-10</td><td>671</td></tr><tr><td>2019-06-11</td><td>602</td></tr><tr><td>2019-06-12</td><td>589</td></tr><tr><td>2019-06-13</td><td>584</td></tr><tr><td>2019-06-14</td><td>666</td></tr><tr><td>2019-06-15</td><td>656</td></tr><tr><td>2019-06-16</td><td>597</td></tr><tr><td>2019-06-17</td><td>628</td></tr><tr><td>2019-06-18</td><td>565</td></tr><tr><td>2019-06-19</td><td>618</td></tr><tr><td>2019-06-20</td><td>576</td></tr><tr><td>2019-06-21</td><td>649</td></tr><tr><td>2019-06-22</td><td>629</td></tr><tr><td>2019-06-23</td><td>621</td></tr><tr><td>2019-06-24</td><td>611</td></tr><tr><td>2019-06-25</td><td>591</td></tr><tr><td>2019-06-26</td><td>552</td></tr><tr><td>2019-06-27</td><td>563</td></tr><tr><td>2019-06-28</td><td>578</td></tr><tr><td>2019-06-29</td><td>623</td></tr><tr><td>2019-06-30</td><td>606</td></tr><tr><td>2019-07-01</td><td>825</td></tr><tr><td>2019-07-02</td><td>604</td></tr><tr><td>2019-07-03</td><td>639</td></tr><tr><td>2019-07-04</td><td>663</td></tr><tr><td>2019-07-05</td><td>637</td></tr><tr><td>2019-07-06</td><td>591</td></tr><tr><td>2019-07-07</td><td>542</td></tr><tr><td>2019-07-08</td><td>595</td></tr><tr><td>2019-07-09</td><td>515</td></tr><tr><td>2019-07-10</td><td>596</td></tr><tr><td>2019-07-11</td><td>590</td></tr><tr><td>2019-07-12</td><td>628</td></tr><tr><td>2019-07-13</td><td>650</td></tr><tr><td>2019-07-14</td><td>562</td></tr><tr><td>2019-07-15</td><td>659</td></tr><tr><td>2019-07-16</td><td>630</td></tr><tr><td>2019-07-17</td><td>629</td></tr><tr><td>2019-07-18</td><td>616</td></tr><tr><td>2019-07-19</td><td>664</td></tr><tr><td>2019-07-20</td><td>645</td></tr><tr><td>2019-07-21</td><td>610</td></tr><tr><td>2019-07-22</td><td>571</td></tr><tr><td>2019-07-23</td><td>589</td></tr><tr><td>2019-07-24</td><td>622</td></tr><tr><td>2019-07-25</td><td>630</td></tr><tr><td>2019-07-26</td><td>607</td></tr><tr><td>2019-07-27</td><td>631</td></tr><tr><td>2019-07-28</td><td>608</td></tr><tr><td>2019-07-29</td><td>614</td></tr><tr><td>2019-07-30</td><td>569</td></tr><tr><td>2019-07-31</td><td>585</td></tr><tr><td>2019-08-01</td><td>862</td></tr><tr><td>2019-08-02</td><td>623</td></tr><tr><td>2019-08-03</td><td>607</td></tr><tr><td>2019-08-04</td><td>591</td></tr><tr><td>2019-08-05</td><td>574</td></tr><tr><td>2019-08-06</td><td>585</td></tr><tr><td>2019-08-07</td><td>641</td></tr><tr><td>2019-08-08</td><td>583</td></tr><tr><td>2019-08-09</td><td>604</td></tr><tr><td>2019-08-10</td><td>556</td></tr><tr><td>2019-08-11</td><td>604</td></tr><tr><td>2019-08-12</td><td>576</td></tr><tr><td>2019-08-13</td><td>614</td></tr><tr><td>2019-08-14</td><td>629</td></tr><tr><td>2019-08-15</td><td>605</td></tr><tr><td>2019-08-16</td><td>637</td></tr><tr><td>2019-08-17</td><td>546</td></tr><tr><td>2019-08-18</td><td>624</td></tr><tr><td>2019-08-19</td><td>622</td></tr><tr><td>2019-08-20</td><td>588</td></tr><tr><td>2019-08-21</td><td>602</td></tr><tr><td>2019-08-22</td><td>614</td></tr><tr><td>2019-08-23</td><td>638</td></tr><tr><td>2019-08-24</td><td>626</td></tr><tr><td>2019-08-25</td><td>584</td></tr><tr><td>2019-08-26</td><td>631</td></tr><tr><td>2019-08-27</td><td>557</td></tr><tr><td>2019-08-28</td><td>615</td></tr><tr><td>2019-08-29</td><td>574</td></tr><tr><td>2019-08-30</td><td>644</td></tr><tr><td>2019-08-31</td><td>617</td></tr><tr><td>2019-09-01</td><td>812</td></tr><tr><td>2019-09-02</td><td>616</td></tr><tr><td>2019-09-03</td><td>590</td></tr><tr><td>2019-09-04</td><td>568</td></tr><tr><td>2019-09-05</td><td>626</td></tr><tr><td>2019-09-06</td><td>574</td></tr><tr><td>2019-09-07</td><td>609</td></tr><tr><td>2019-09-08</td><td>575</td></tr><tr><td>2019-09-09</td><td>597</td></tr><tr><td>2019-09-10</td><td>606</td></tr><tr><td>2019-09-11</td><td>569</td></tr><tr><td>2019-09-12</td><td>632</td></tr><tr><td>2019-09-13</td><td>648</td></tr><tr><td>2019-09-14</td><td>615</td></tr><tr><td>2019-09-15</td><td>615</td></tr><tr><td>2019-09-16</td><td>585</td></tr><tr><td>2019-09-17</td><td>602</td></tr><tr><td>2019-09-18</td><td>599</td></tr><tr><td>2019-09-19</td><td>597</td></tr><tr><td>2019-09-20</td><td>629</td></tr><tr><td>2019-09-21</td><td>586</td></tr><tr><td>2019-09-22</td><td>564</td></tr><tr><td>2019-09-23</td><td>542</td></tr><tr><td>2019-09-24</td><td>547</td></tr><tr><td>2019-09-25</td><td>599</td></tr><tr><td>2019-09-26</td><td>614</td></tr><tr><td>2019-09-27</td><td>622</td></tr><tr><td>2019-09-28</td><td>596</td></tr><tr><td>2019-09-29</td><td>535</td></tr><tr><td>2019-09-30</td><td>572</td></tr><tr><td>2019-10-01</td><td>761</td></tr><tr><td>2019-10-02</td><td>557</td></tr><tr><td>2019-10-03</td><td>582</td></tr><tr><td>2019-10-04</td><td>658</td></tr><tr><td>2019-10-05</td><td>596</td></tr><tr><td>2019-10-06</td><td>582</td></tr><tr><td>2019-10-07</td><td>599</td></tr><tr><td>2019-10-08</td><td>592</td></tr><tr><td>2019-10-09</td><td>526</td></tr><tr><td>2019-10-10</td><td>633</td></tr><tr><td>2019-10-11</td><td>594</td></tr><tr><td>2019-10-12</td><td>594</td></tr><tr><td>2019-10-13</td><td>586</td></tr><tr><td>2019-10-14</td><td>567</td></tr><tr><td>2019-10-15</td><td>589</td></tr><tr><td>2019-10-16</td><td>536</td></tr><tr><td>2019-10-17</td><td>526</td></tr><tr><td>2019-10-18</td><td>635</td></tr><tr><td>2019-10-19</td><td>622</td></tr><tr><td>2019-10-20</td><td>606</td></tr><tr><td>2019-10-21</td><td>589</td></tr><tr><td>2019-10-22</td><td>546</td></tr><tr><td>2019-10-23</td><td>565</td></tr><tr><td>2019-10-24</td><td>571</td></tr><tr><td>2019-10-25</td><td>618</td></tr><tr><td>2019-10-26</td><td>587</td></tr><tr><td>2019-10-27</td><td>566</td></tr><tr><td>2019-10-28</td><td>531</td></tr><tr><td>2019-10-29</td><td>561</td></tr><tr><td>2019-10-30</td><td>558</td></tr><tr><td>2019-10-31</td><td>615</td></tr><tr><td>2019-11-01</td><td>789</td></tr><tr><td>2019-11-02</td><td>609</td></tr><tr><td>2019-11-03</td><td>547</td></tr><tr><td>2019-11-04</td><td>578</td></tr><tr><td>2019-11-05</td><td>535</td></tr><tr><td>2019-11-06</td><td>582</td></tr><tr><td>2019-11-07</td><td>591</td></tr><tr><td>2019-11-08</td><td>627</td></tr><tr><td>2019-11-09</td><td>638</td></tr><tr><td>2019-11-10</td><td>581</td></tr><tr><td>2019-11-11</td><td>564</td></tr><tr><td>2019-11-12</td><td>591</td></tr><tr><td>2019-11-13</td><td>559</td></tr><tr><td>2019-11-14</td><td>541</td></tr><tr><td>2019-11-15</td><td>639</td></tr><tr><td>2019-11-16</td><td>555</td></tr><tr><td>2019-11-17</td><td>553</td></tr><tr><td>2019-11-18</td><td>606</td></tr><tr><td>2019-11-19</td><td>542</td></tr><tr><td>2019-11-20</td><td>567</td></tr><tr><td>2019-11-21</td><td>558</td></tr><tr><td>2019-11-22</td><td>619</td></tr><tr><td>2019-11-23</td><td>607</td></tr><tr><td>2019-11-24</td><td>531</td></tr><tr><td>2019-11-25</td><td>557</td></tr><tr><td>2019-11-26</td><td>568</td></tr><tr><td>2019-11-27</td><td>564</td></tr><tr><td>2019-11-28</td><td>431</td></tr><tr><td>2019-11-29</td><td>557</td></tr><tr><td>2019-11-30</td><td>488</td></tr><tr><td>2019-12-01</td><td>665</td></tr><tr><td>2019-12-02</td><td>535</td></tr><tr><td>2019-12-03</td><td>571</td></tr><tr><td>2019-12-04</td><td>549</td></tr><tr><td>2019-12-05</td><td>599</td></tr><tr><td>2019-12-06</td><td>610</td></tr><tr><td>2019-12-07</td><td>553</td></tr><tr><td>2019-12-08</td><td>512</td></tr><tr><td>2019-12-09</td><td>615</td></tr><tr><td>2019-12-10</td><td>628</td></tr><tr><td>2019-12-11</td><td>585</td></tr><tr><td>2019-12-12</td><td>586</td></tr><tr><td>2019-12-13</td><td>653</td></tr><tr><td>2019-12-14</td><td>671</td></tr><tr><td>2019-12-15</td><td>662</td></tr><tr><td>2019-12-16</td><td>630</td></tr><tr><td>2019-12-17</td><td>591</td></tr><tr><td>2019-12-18</td><td>607</td></tr><tr><td>2019-12-19</td><td>592</td></tr><tr><td>2019-12-20</td><td>697</td></tr><tr><td>2019-12-21</td><td>643</td></tr><tr><td>2019-12-22</td><td>601</td></tr><tr><td>2019-12-23</td><td>551</td></tr><tr><td>2019-12-24</td><td>551</td></tr><tr><td>2019-12-25</td><td>434</td></tr><tr><td>2019-12-26</td><td>483</td></tr><tr><td>2019-12-27</td><td>515</td></tr><tr><td>2019-12-28</td><td>561</td></tr><tr><td>2019-12-29</td><td>526</td></tr><tr><td>2019-12-30</td><td>541</td></tr><tr><td>2019-12-31</td><td>556</td></tr><tr><td>2021-01-01</td><td>271</td></tr><tr><td>2021-01-02</td><td>76</td></tr><tr><td>2021-01-03</td><td>82</td></tr><tr><td>2021-01-04</td><td>88</td></tr><tr><td>2021-01-05</td><td>85</td></tr><tr><td>2021-01-06</td><td>87</td></tr><tr><td>2021-01-07</td><td>74</td></tr><tr><td>2021-01-08</td><td>65</td></tr><tr><td>2021-01-09</td><td>87</td></tr><tr><td>2021-01-10</td><td>73</td></tr><tr><td>2021-01-11</td><td>86</td></tr><tr><td>2021-01-12</td><td>95</td></tr><tr><td>2021-01-13</td><td>69</td></tr><tr><td>2021-01-14</td><td>109</td></tr><tr><td>2021-01-15</td><td>102</td></tr><tr><td>2021-01-16</td><td>67</td></tr><tr><td>2021-01-17</td><td>91</td></tr><tr><td>2021-01-18</td><td>84</td></tr><tr><td>2021-01-19</td><td>81</td></tr><tr><td>2021-01-20</td><td>85</td></tr><tr><td>2021-01-21</td><td>59</td></tr><tr><td>2021-01-22</td><td>68</td></tr><tr><td>2021-01-23</td><td>68</td></tr><tr><td>2021-01-24</td><td>71</td></tr><tr><td>2021-01-25</td><td>77</td></tr><tr><td>2021-01-26</td><td>66</td></tr><tr><td>2021-01-27</td><td>65</td></tr><tr><td>2021-01-28</td><td>80</td></tr><tr><td>2021-01-29</td><td>79</td></tr><tr><td>2021-01-30</td><td>80</td></tr><tr><td>2021-01-31</td><td>69</td></tr><tr><td>2021-02-01</td><td>128</td></tr><tr><td>2021-02-02</td><td>66</td></tr><tr><td>2021-02-03</td><td>87</td></tr><tr><td>2021-02-04</td><td>54</td></tr><tr><td>2021-02-05</td><td>73</td></tr><tr><td>2021-02-06</td><td>76</td></tr><tr><td>2021-02-07</td><td>68</td></tr><tr><td>2021-02-08</td><td>86</td></tr><tr><td>2021-02-09</td><td>48</td></tr><tr><td>2021-02-10</td><td>60</td></tr><tr><td>2021-02-11</td><td>62</td></tr><tr><td>2021-02-12</td><td>78</td></tr><tr><td>2021-02-13</td><td>87</td></tr><tr><td>2021-02-14</td><td>71</td></tr><tr><td>2021-02-15</td><td>92</td></tr><tr><td>2021-02-16</td><td>86</td></tr><tr><td>2021-02-17</td><td>79</td></tr><tr><td>2021-02-18</td><td>87</td></tr><tr><td>2021-02-19</td><td>67</td></tr><tr><td>2021-02-20</td><td>59</td></tr><tr><td>2021-02-21</td><td>80</td></tr><tr><td>2021-02-22</td><td>68</td></tr><tr><td>2021-02-23</td><td>79</td></tr><tr><td>2021-02-24</td><td>70</td></tr><tr><td>2021-02-25</td><td>49</td></tr><tr><td>2021-02-26</td><td>72</td></tr><tr><td>2021-02-27</td><td>90</td></tr><tr><td>2021-02-28</td><td>80</td></tr><tr><td>2021-03-01</td><td>146</td></tr><tr><td>2021-03-02</td><td>79</td></tr><tr><td>2021-03-03</td><td>69</td></tr><tr><td>2021-03-04</td><td>77</td></tr><tr><td>2021-03-05</td><td>65</td></tr><tr><td>2021-03-06</td><td>64</td></tr><tr><td>2021-03-07</td><td>75</td></tr><tr><td>2021-03-08</td><td>79</td></tr><tr><td>2021-03-09</td><td>71</td></tr><tr><td>2021-03-10</td><td>62</td></tr><tr><td>2021-03-11</td><td>77</td></tr><tr><td>2021-03-12</td><td>90</td></tr><tr><td>2021-03-13</td><td>70</td></tr><tr><td>2021-03-14</td><td>50</td></tr><tr><td>2021-03-15</td><td>79</td></tr><tr><td>2021-03-16</td><td>77</td></tr><tr><td>2021-03-17</td><td>70</td></tr><tr><td>2021-03-18</td><td>88</td></tr><tr><td>2021-03-19</td><td>73</td></tr><tr><td>2021-03-20</td><td>76</td></tr><tr><td>2021-03-21</td><td>91</td></tr><tr><td>2021-03-22</td><td>78</td></tr><tr><td>2021-03-23</td><td>74</td></tr><tr><td>2021-03-24</td><td>86</td></tr><tr><td>2021-03-25</td><td>60</td></tr><tr><td>2021-03-26</td><td>106</td></tr><tr><td>2021-03-27</td><td>65</td></tr><tr><td>2021-03-28</td><td>79</td></tr><tr><td>2021-03-29</td><td>89</td></tr><tr><td>2021-03-30</td><td>80</td></tr><tr><td>2021-03-31</td><td>96</td></tr><tr><td>2021-04-01</td><td>150</td></tr><tr><td>2021-04-02</td><td>99</td></tr><tr><td>2021-04-03</td><td>92</td></tr><tr><td>2021-04-04</td><td>103</td></tr><tr><td>2021-04-05</td><td>102</td></tr><tr><td>2021-04-06</td><td>100</td></tr><tr><td>2021-04-07</td><td>90</td></tr><tr><td>2021-04-08</td><td>97</td></tr><tr><td>2021-04-09</td><td>86</td></tr><tr><td>2021-04-10</td><td>101</td></tr><tr><td>2021-04-11</td><td>95</td></tr><tr><td>2021-04-12</td><td>107</td></tr><tr><td>2021-04-13</td><td>96</td></tr><tr><td>2021-04-14</td><td>75</td></tr><tr><td>2021-04-15</td><td>111</td></tr><tr><td>2021-04-16</td><td>110</td></tr><tr><td>2021-04-17</td><td>109</td></tr><tr><td>2021-04-18</td><td>109</td></tr><tr><td>2021-04-19</td><td>88</td></tr><tr><td>2021-04-20</td><td>105</td></tr><tr><td>2021-04-21</td><td>98</td></tr><tr><td>2021-04-22</td><td>109</td></tr><tr><td>2021-04-23</td><td>108</td></tr><tr><td>2021-04-24</td><td>91</td></tr><tr><td>2021-04-25</td><td>93</td></tr><tr><td>2021-04-26</td><td>102</td></tr><tr><td>2021-04-27</td><td>73</td></tr><tr><td>2021-04-28</td><td>98</td></tr><tr><td>2021-04-29</td><td>108</td></tr><tr><td>2021-04-30</td><td>108</td></tr><tr><td>2021-05-01</td><td>173</td></tr><tr><td>2021-05-02</td><td>90</td></tr><tr><td>2021-05-03</td><td>105</td></tr><tr><td>2021-05-04</td><td>108</td></tr><tr><td>2021-05-05</td><td>110</td></tr><tr><td>2021-05-06</td><td>109</td></tr><tr><td>2021-05-07</td><td>93</td></tr><tr><td>2021-05-08</td><td>113</td></tr><tr><td>2021-05-09</td><td>109</td></tr><tr><td>2021-05-10</td><td>112</td></tr><tr><td>2021-05-11</td><td>96</td></tr><tr><td>2021-05-12</td><td>88</td></tr><tr><td>2021-05-13</td><td>112</td></tr><tr><td>2021-05-14</td><td>96</td></tr><tr><td>2021-05-15</td><td>116</td></tr><tr><td>2021-05-16</td><td>83</td></tr><tr><td>2021-05-17</td><td>109</td></tr><tr><td>2021-05-18</td><td>78</td></tr><tr><td>2021-05-19</td><td>100</td></tr><tr><td>2021-05-20</td><td>107</td></tr><tr><td>2021-05-21</td><td>119</td></tr><tr><td>2021-05-22</td><td>108</td></tr><tr><td>2021-05-23</td><td>108</td></tr><tr><td>2021-05-24</td><td>99</td></tr><tr><td>2021-05-25</td><td>124</td></tr><tr><td>2021-05-26</td><td>108</td></tr><tr><td>2021-05-27</td><td>103</td></tr><tr><td>2021-05-28</td><td>112</td></tr><tr><td>2021-05-29</td><td>105</td></tr><tr><td>2021-05-30</td><td>100</td></tr><tr><td>2021-05-31</td><td>113</td></tr><tr><td>2021-06-01</td><td>195</td></tr><tr><td>2021-06-02</td><td>112</td></tr><tr><td>2021-06-03</td><td>112</td></tr><tr><td>2021-06-04</td><td>85</td></tr><tr><td>2021-06-05</td><td>112</td></tr><tr><td>2021-06-06</td><td>118</td></tr><tr><td>2021-06-07</td><td>117</td></tr><tr><td>2021-06-08</td><td>88</td></tr><tr><td>2021-06-09</td><td>117</td></tr><tr><td>2021-06-10</td><td>108</td></tr><tr><td>2021-06-11</td><td>107</td></tr><tr><td>2021-06-12</td><td>107</td></tr><tr><td>2021-06-13</td><td>96</td></tr><tr><td>2021-06-14</td><td>94</td></tr><tr><td>2021-06-15</td><td>131</td></tr><tr><td>2021-06-16</td><td>97</td></tr><tr><td>2021-06-17</td><td>100</td></tr><tr><td>2021-06-18</td><td>141</td></tr><tr><td>2021-06-19</td><td>102</td></tr><tr><td>2021-06-20</td><td>99</td></tr><tr><td>2021-06-21</td><td>130</td></tr><tr><td>2021-06-22</td><td>113</td></tr><tr><td>2021-06-23</td><td>89</td></tr><tr><td>2021-06-24</td><td>109</td></tr><tr><td>2021-06-25</td><td>115</td></tr><tr><td>2021-06-26</td><td>112</td></tr><tr><td>2021-06-27</td><td>133</td></tr><tr><td>2021-06-28</td><td>119</td></tr><tr><td>2021-06-29</td><td>85</td></tr><tr><td>2021-06-30</td><td>108</td></tr><tr><td>2021-07-01</td><td>183</td></tr><tr><td>2021-07-02</td><td>110</td></tr><tr><td>2021-07-03</td><td>111</td></tr><tr><td>2021-07-04</td><td>148</td></tr><tr><td>2021-07-05</td><td>126</td></tr><tr><td>2021-07-06</td><td>100</td></tr><tr><td>2021-07-07</td><td>120</td></tr><tr><td>2021-07-08</td><td>109</td></tr><tr><td>2021-07-09</td><td>95</td></tr><tr><td>2021-07-10</td><td>118</td></tr><tr><td>2021-07-11</td><td>95</td></tr><tr><td>2021-07-12</td><td>113</td></tr><tr><td>2021-07-13</td><td>114</td></tr><tr><td>2021-07-14</td><td>115</td></tr><tr><td>2021-07-15</td><td>110</td></tr><tr><td>2021-07-16</td><td>107</td></tr><tr><td>2021-07-17</td><td>108</td></tr><tr><td>2021-07-18</td><td>114</td></tr><tr><td>2021-07-19</td><td>113</td></tr><tr><td>2021-07-20</td><td>105</td></tr><tr><td>2021-07-21</td><td>125</td></tr><tr><td>2021-07-22</td><td>131</td></tr><tr><td>2021-07-23</td><td>117</td></tr><tr><td>2021-07-24</td><td>111</td></tr><tr><td>2021-07-25</td><td>96</td></tr><tr><td>2021-07-26</td><td>99</td></tr><tr><td>2021-07-27</td><td>115</td></tr><tr><td>2021-07-28</td><td>97</td></tr><tr><td>2021-07-29</td><td>105</td></tr><tr><td>2021-07-30</td><td>104</td></tr><tr><td>2021-07-31</td><td>104</td></tr><tr><td>2021-08-01</td><td>192</td></tr><tr><td>2021-08-02</td><td>128</td></tr><tr><td>2021-08-03</td><td>105</td></tr><tr><td>2021-08-04</td><td>115</td></tr><tr><td>2021-08-05</td><td>99</td></tr><tr><td>2021-08-06</td><td>88</td></tr><tr><td>2021-08-07</td><td>107</td></tr><tr><td>2021-08-08</td><td>109</td></tr><tr><td>2021-08-09</td><td>112</td></tr><tr><td>2021-08-10</td><td>105</td></tr><tr><td>2021-08-11</td><td>84</td></tr><tr><td>2021-08-12</td><td>109</td></tr><tr><td>2021-08-13</td><td>105</td></tr><tr><td>2021-08-14</td><td>125</td></tr><tr><td>2021-08-15</td><td>137</td></tr><tr><td>2021-08-16</td><td>131</td></tr><tr><td>2021-08-17</td><td>89</td></tr><tr><td>2021-08-18</td><td>117</td></tr><tr><td>2021-08-19</td><td>89</td></tr><tr><td>2021-08-20</td><td>130</td></tr><tr><td>2021-08-21</td><td>132</td></tr><tr><td>2021-08-22</td><td>125</td></tr><tr><td>2021-08-23</td><td>112</td></tr><tr><td>2021-08-24</td><td>122</td></tr><tr><td>2021-08-25</td><td>103</td></tr><tr><td>2021-08-26</td><td>81</td></tr><tr><td>2021-08-27</td><td>104</td></tr><tr><td>2021-08-28</td><td>126</td></tr><tr><td>2021-08-29</td><td>125</td></tr><tr><td>2021-08-30</td><td>130</td></tr><tr><td>2021-08-31</td><td>98</td></tr><tr><td>2021-09-01</td><td>193</td></tr><tr><td>2021-09-02</td><td>117</td></tr><tr><td>2021-09-03</td><td>130</td></tr><tr><td>2021-09-04</td><td>97</td></tr><tr><td>2021-09-05</td><td>131</td></tr><tr><td>2021-09-06</td><td>142</td></tr><tr><td>2021-09-07</td><td>92</td></tr><tr><td>2021-09-08</td><td>141</td></tr><tr><td>2021-09-09</td><td>129</td></tr><tr><td>2021-09-10</td><td>115</td></tr><tr><td>2021-09-11</td><td>118</td></tr><tr><td>2021-09-12</td><td>112</td></tr><tr><td>2021-09-13</td><td>127</td></tr><tr><td>2021-09-14</td><td>126</td></tr><tr><td>2021-09-15</td><td>120</td></tr><tr><td>2021-09-16</td><td>85</td></tr><tr><td>2021-09-17</td><td>125</td></tr><tr><td>2021-09-18</td><td>106</td></tr><tr><td>2021-09-19</td><td>110</td></tr><tr><td>2021-09-20</td><td>138</td></tr><tr><td>2021-09-21</td><td>91</td></tr><tr><td>2021-09-22</td><td>99</td></tr><tr><td>2021-09-23</td><td>157</td></tr><tr><td>2021-09-24</td><td>134</td></tr><tr><td>2021-09-25</td><td>143</td></tr><tr><td>2021-09-26</td><td>145</td></tr><tr><td>2021-09-27</td><td>110</td></tr><tr><td>2021-09-28</td><td>112</td></tr><tr><td>2021-09-29</td><td>102</td></tr><tr><td>2021-09-30</td><td>112</td></tr><tr><td>2021-10-01</td><td>242</td></tr><tr><td>2021-10-02</td><td>142</td></tr><tr><td>2021-10-03</td><td>122</td></tr><tr><td>2021-10-04</td><td>126</td></tr><tr><td>2021-10-05</td><td>124</td></tr><tr><td>2021-10-06</td><td>105</td></tr><tr><td>2021-10-07</td><td>121</td></tr><tr><td>2021-10-08</td><td>134</td></tr><tr><td>2021-10-09</td><td>120</td></tr><tr><td>2021-10-10</td><td>119</td></tr><tr><td>2021-10-11</td><td>94</td></tr><tr><td>2021-10-12</td><td>107</td></tr><tr><td>2021-10-13</td><td>118</td></tr><tr><td>2021-10-14</td><td>128</td></tr><tr><td>2021-10-15</td><td>154</td></tr><tr><td>2021-10-16</td><td>121</td></tr><tr><td>2021-10-17</td><td>109</td></tr><tr><td>2021-10-18</td><td>123</td></tr><tr><td>2021-10-19</td><td>112</td></tr><tr><td>2021-10-20</td><td>116</td></tr><tr><td>2021-10-21</td><td>140</td></tr><tr><td>2021-10-22</td><td>123</td></tr><tr><td>2021-10-23</td><td>137</td></tr><tr><td>2021-10-24</td><td>113</td></tr><tr><td>2021-10-25</td><td>96</td></tr><tr><td>2021-10-26</td><td>118</td></tr><tr><td>2021-10-27</td><td>118</td></tr><tr><td>2021-10-28</td><td>117</td></tr><tr><td>2021-10-29</td><td>137</td></tr><tr><td>2021-10-30</td><td>140</td></tr><tr><td>2021-10-31</td><td>132</td></tr><tr><td>2021-11-01</td><td>284</td></tr><tr><td>2021-11-02</td><td>132</td></tr><tr><td>2021-11-03</td><td>170</td></tr><tr><td>2021-11-04</td><td>115</td></tr><tr><td>2021-11-05</td><td>170</td></tr><tr><td>2021-11-06</td><td>138</td></tr><tr><td>2021-11-07</td><td>122</td></tr><tr><td>2021-11-08</td><td>123</td></tr><tr><td>2021-11-09</td><td>140</td></tr><tr><td>2021-11-10</td><td>118</td></tr><tr><td>2021-11-11</td><td>146</td></tr><tr><td>2021-11-12</td><td>125</td></tr><tr><td>2021-11-13</td><td>103</td></tr><tr><td>2021-11-14</td><td>124</td></tr><tr><td>2021-11-15</td><td>164</td></tr><tr><td>2021-11-16</td><td>112</td></tr><tr><td>2021-11-17</td><td>124</td></tr><tr><td>2021-11-18</td><td>125</td></tr><tr><td>2021-11-19</td><td>127</td></tr><tr><td>2021-11-20</td><td>157</td></tr><tr><td>2021-11-21</td><td>129</td></tr><tr><td>2021-11-22</td><td>132</td></tr><tr><td>2021-11-23</td><td>103</td></tr><tr><td>2021-11-24</td><td>144</td></tr><tr><td>2021-11-25</td><td>132</td></tr><tr><td>2021-11-26</td><td>122</td></tr><tr><td>2021-11-27</td><td>128</td></tr><tr><td>2021-11-28</td><td>137</td></tr><tr><td>2021-11-29</td><td>134</td></tr><tr><td>2021-11-30</td><td>164</td></tr><tr><td>2021-12-01</td><td>333</td></tr><tr><td>2021-12-02</td><td>176</td></tr><tr><td>2021-12-03</td><td>203</td></tr><tr><td>2021-12-04</td><td>164</td></tr><tr><td>2021-12-05</td><td>113</td></tr><tr><td>2021-12-06</td><td>143</td></tr><tr><td>2021-12-07</td><td>153</td></tr><tr><td>2021-12-08</td><td>140</td></tr><tr><td>2021-12-09</td><td>130</td></tr><tr><td>2021-12-10</td><td>175</td></tr><tr><td>2021-12-11</td><td>156</td></tr><tr><td>2021-12-12</td><td>152</td></tr><tr><td>2021-12-13</td><td>148</td></tr><tr><td>2021-12-14</td><td>137</td></tr><tr><td>2021-12-15</td><td>180</td></tr><tr><td>2021-12-16</td><td>173</td></tr><tr><td>2021-12-17</td><td>176</td></tr><tr><td>2021-12-18</td><td>189</td></tr><tr><td>2021-12-19</td><td>170</td></tr><tr><td>2021-12-20</td><td>190</td></tr><tr><td>2021-12-21</td><td>170</td></tr><tr><td>2021-12-22</td><td>210</td></tr><tr><td>2021-12-23</td><td>199</td></tr><tr><td>2021-12-24</td><td>205</td></tr><tr><td>2021-12-25</td><td>164</td></tr><tr><td>2021-12-26</td><td>159</td></tr><tr><td>2021-12-27</td><td>194</td></tr><tr><td>2021-12-28</td><td>199</td></tr><tr><td>2021-12-29</td><td>220</td></tr><tr><td>2021-12-30</td><td>247</td></tr><tr><td>2021-12-31</td><td>458</td></tr></tbody></table></div>"
      ]
     },
     "metadata": {
      "application/vnd.databricks.v1+output": {
       "addedWidgets": {},
       "aggData": [],
       "aggError": "",
       "aggOverflow": false,
       "aggSchema": [],
       "aggSeriesLimitReached": false,
       "aggType": "",
       "arguments": {},
       "columnCustomDisplayInfos": {},
       "data": [
        [
         "2010-01-01",
         2337
        ],
        [
         "2010-01-02",
         535
        ],
        [
         "2010-01-03",
         539
        ],
        [
         "2010-01-04",
         558
        ],
        [
         "2010-01-05",
         548
        ],
        [
         "2010-01-06",
         532
        ],
        [
         "2010-01-07",
         550
        ],
        [
         "2010-01-08",
         605
        ],
        [
         "2010-01-09",
         631
        ],
        [
         "2010-01-10",
         618
        ],
        [
         "2010-01-11",
         572
        ],
        [
         "2010-01-12",
         587
        ],
        [
         "2010-01-13",
         573
        ],
        [
         "2010-01-14",
         608
        ],
        [
         "2010-01-15",
         692
        ],
        [
         "2010-01-16",
         577
        ],
        [
         "2010-01-17",
         555
        ],
        [
         "2010-01-18",
         447
        ],
        [
         "2010-01-19",
         520
        ],
        [
         "2010-01-20",
         546
        ],
        [
         "2010-01-21",
         574
        ],
        [
         "2010-01-22",
         585
        ],
        [
         "2010-01-23",
         574
        ],
        [
         "2010-01-24",
         558
        ],
        [
         "2010-01-25",
         577
        ],
        [
         "2010-01-26",
         544
        ],
        [
         "2010-01-27",
         601
        ],
        [
         "2010-01-28",
         590
        ],
        [
         "2010-01-29",
         622
        ],
        [
         "2010-01-30",
         566
        ],
        [
         "2010-01-31",
         584
        ],
        [
         "2010-02-01",
         845
        ],
        [
         "2010-02-02",
         581
        ],
        [
         "2010-02-03",
         565
        ],
        [
         "2010-02-04",
         568
        ],
        [
         "2010-02-05",
         627
        ],
        [
         "2010-02-06",
         522
        ],
        [
         "2010-02-07",
         566
        ],
        [
         "2010-02-08",
         578
        ],
        [
         "2010-02-09",
         472
        ],
        [
         "2010-02-10",
         595
        ],
        [
         "2010-02-11",
         522
        ],
        [
         "2010-02-12",
         608
        ],
        [
         "2010-02-13",
         567
        ],
        [
         "2010-02-14",
         528
        ],
        [
         "2010-02-15",
         529
        ],
        [
         "2010-02-16",
         567
        ],
        [
         "2010-02-17",
         534
        ],
        [
         "2010-02-18",
         566
        ],
        [
         "2010-02-19",
         608
        ],
        [
         "2010-02-20",
         583
        ],
        [
         "2010-02-21",
         535
        ],
        [
         "2010-02-22",
         563
        ],
        [
         "2010-02-23",
         530
        ],
        [
         "2010-02-24",
         558
        ],
        [
         "2010-02-25",
         566
        ],
        [
         "2010-02-26",
         645
        ],
        [
         "2010-02-27",
         536
        ],
        [
         "2010-02-28",
         559
        ],
        [
         "2010-03-01",
         835
        ],
        [
         "2010-03-02",
         521
        ],
        [
         "2010-03-03",
         544
        ],
        [
         "2010-03-04",
         511
        ],
        [
         "2010-03-05",
         612
        ],
        [
         "2010-03-06",
         568
        ],
        [
         "2010-03-07",
         569
        ],
        [
         "2010-03-08",
         599
        ],
        [
         "2010-03-09",
         529
        ],
        [
         "2010-03-10",
         645
        ],
        [
         "2010-03-11",
         571
        ],
        [
         "2010-03-12",
         629
        ],
        [
         "2010-03-13",
         560
        ],
        [
         "2010-03-14",
         538
        ],
        [
         "2010-03-15",
         611
        ],
        [
         "2010-03-16",
         550
        ],
        [
         "2010-03-17",
         580
        ],
        [
         "2010-03-18",
         581
        ],
        [
         "2010-03-19",
         588
        ],
        [
         "2010-03-20",
         636
        ],
        [
         "2010-03-21",
         532
        ],
        [
         "2010-03-22",
         562
        ],
        [
         "2010-03-23",
         623
        ],
        [
         "2010-03-24",
         573
        ],
        [
         "2010-03-25",
         562
        ],
        [
         "2010-03-26",
         632
        ],
        [
         "2010-03-27",
         564
        ],
        [
         "2010-03-28",
         621
        ],
        [
         "2010-03-29",
         600
        ],
        [
         "2010-03-30",
         589
        ],
        [
         "2010-03-31",
         496
        ],
        [
         "2010-04-01",
         838
        ],
        [
         "2010-04-02",
         563
        ],
        [
         "2010-04-03",
         562
        ],
        [
         "2010-04-04",
         537
        ],
        [
         "2010-04-05",
         545
        ],
        [
         "2010-04-06",
         569
        ],
        [
         "2010-04-07",
         575
        ],
        [
         "2010-04-08",
         559
        ],
        [
         "2010-04-09",
         651
        ],
        [
         "2010-04-10",
         614
        ],
        [
         "2010-04-11",
         536
        ],
        [
         "2010-04-12",
         576
        ],
        [
         "2010-04-13",
         562
        ],
        [
         "2010-04-14",
         586
        ],
        [
         "2010-04-15",
         626
        ],
        [
         "2010-04-16",
         639
        ],
        [
         "2010-04-17",
         600
        ],
        [
         "2010-04-18",
         556
        ],
        [
         "2010-04-19",
         580
        ],
        [
         "2010-04-20",
         597
        ],
        [
         "2010-04-21",
         602
        ],
        [
         "2010-04-22",
         567
        ],
        [
         "2010-04-23",
         606
        ],
        [
         "2010-04-24",
         553
        ],
        [
         "2010-04-25",
         592
        ],
        [
         "2010-04-26",
         602
        ],
        [
         "2010-04-27",
         551
        ],
        [
         "2010-04-28",
         602
        ],
        [
         "2010-04-29",
         576
        ],
        [
         "2010-04-30",
         654
        ],
        [
         "2010-05-01",
         841
        ],
        [
         "2010-05-02",
         538
        ],
        [
         "2010-05-03",
         587
        ],
        [
         "2010-05-04",
         526
        ],
        [
         "2010-05-05",
         607
        ],
        [
         "2010-05-06",
         556
        ],
        [
         "2010-05-07",
         651
        ],
        [
         "2010-05-08",
         545
        ],
        [
         "2010-05-09",
         538
        ],
        [
         "2010-05-10",
         626
        ],
        [
         "2010-05-11",
         508
        ],
        [
         "2010-05-12",
         527
        ],
        [
         "2010-05-13",
         613
        ],
        [
         "2010-05-14",
         611
        ],
        [
         "2010-05-15",
         619
        ],
        [
         "2010-05-16",
         488
        ],
        [
         "2010-05-17",
         549
        ],
        [
         "2010-05-18",
         559
        ],
        [
         "2010-05-19",
         580
        ],
        [
         "2010-05-20",
         565
        ],
        [
         "2010-05-21",
         585
        ],
        [
         "2010-05-22",
         544
        ],
        [
         "2010-05-23",
         514
        ],
        [
         "2010-05-24",
         527
        ],
        [
         "2010-05-25",
         586
        ],
        [
         "2010-05-26",
         555
        ],
        [
         "2010-05-27",
         558
        ],
        [
         "2010-05-28",
         577
        ],
        [
         "2010-05-29",
         537
        ],
        [
         "2010-05-30",
         568
        ],
        [
         "2010-05-31",
         537
        ],
        [
         "2010-06-01",
         959
        ],
        [
         "2010-06-02",
         588
        ],
        [
         "2010-06-03",
         540
        ],
        [
         "2010-06-04",
         646
        ],
        [
         "2010-06-05",
         567
        ],
        [
         "2010-06-06",
         529
        ],
        [
         "2010-06-07",
         569
        ],
        [
         "2010-06-08",
         525
        ],
        [
         "2010-06-09",
         552
        ],
        [
         "2010-06-10",
         637
        ],
        [
         "2010-06-11",
         520
        ],
        [
         "2010-06-12",
         569
        ],
        [
         "2010-06-13",
         509
        ],
        [
         "2010-06-14",
         548
        ],
        [
         "2010-06-15",
         638
        ],
        [
         "2010-06-16",
         552
        ],
        [
         "2010-06-17",
         677
        ],
        [
         "2010-06-18",
         653
        ],
        [
         "2010-06-19",
         532
        ],
        [
         "2010-06-20",
         632
        ],
        [
         "2010-06-21",
         604
        ],
        [
         "2010-06-22",
         516
        ],
        [
         "2010-06-23",
         574
        ],
        [
         "2010-06-24",
         554
        ],
        [
         "2010-06-25",
         653
        ],
        [
         "2010-06-26",
         601
        ],
        [
         "2010-06-27",
         567
        ],
        [
         "2010-06-28",
         549
        ],
        [
         "2010-06-29",
         528
        ],
        [
         "2010-06-30",
         592
        ],
        [
         "2010-07-01",
         842
        ],
        [
         "2010-07-02",
         581
        ],
        [
         "2010-07-03",
         543
        ],
        [
         "2010-07-04",
         569
        ],
        [
         "2010-07-05",
         486
        ],
        [
         "2010-07-06",
         504
        ],
        [
         "2010-07-07",
         508
        ],
        [
         "2010-07-08",
         541
        ],
        [
         "2010-07-09",
         615
        ],
        [
         "2010-07-10",
         613
        ],
        [
         "2010-07-11",
         524
        ],
        [
         "2010-07-12",
         586
        ],
        [
         "2010-07-13",
         541
        ],
        [
         "2010-07-14",
         568
        ],
        [
         "2010-07-15",
         622
        ],
        [
         "2010-07-16",
         602
        ],
        [
         "2010-07-17",
         614
        ],
        [
         "2010-07-18",
         600
        ],
        [
         "2010-07-19",
         586
        ],
        [
         "2010-07-20",
         553
        ],
        [
         "2010-07-21",
         593
        ],
        [
         "2010-07-22",
         589
        ],
        [
         "2010-07-23",
         614
        ],
        [
         "2010-07-24",
         544
        ],
        [
         "2010-07-25",
         581
        ],
        [
         "2010-07-26",
         539
        ],
        [
         "2010-07-27",
         544
        ],
        [
         "2010-07-28",
         539
        ],
        [
         "2010-07-29",
         586
        ],
        [
         "2010-07-30",
         588
        ],
        [
         "2010-07-31",
         540
        ],
        [
         "2010-08-01",
         830
        ],
        [
         "2010-08-02",
         583
        ],
        [
         "2010-08-03",
         533
        ],
        [
         "2010-08-04",
         529
        ],
        [
         "2010-08-05",
         573
        ],
        [
         "2010-08-06",
         590
        ],
        [
         "2010-08-07",
         519
        ],
        [
         "2010-08-08",
         523
        ],
        [
         "2010-08-09",
         515
        ],
        [
         "2010-08-10",
         560
        ],
        [
         "2010-08-11",
         502
        ],
        [
         "2010-08-12",
         526
        ],
        [
         "2010-08-13",
         590
        ],
        [
         "2010-08-14",
         555
        ],
        [
         "2010-08-15",
         521
        ],
        [
         "2010-08-16",
         565
        ],
        [
         "2010-08-17",
         566
        ],
        [
         "2010-08-18",
         550
        ],
        [
         "2010-08-19",
         571
        ],
        [
         "2010-08-20",
         609
        ],
        [
         "2010-08-21",
         575
        ],
        [
         "2010-08-22",
         542
        ],
        [
         "2010-08-23",
         561
        ],
        [
         "2010-08-24",
         537
        ],
        [
         "2010-08-25",
         560
        ],
        [
         "2010-08-26",
         538
        ],
        [
         "2010-08-27",
         571
        ],
        [
         "2010-08-28",
         563
        ],
        [
         "2010-08-29",
         552
        ],
        [
         "2010-08-30",
         483
        ],
        [
         "2010-08-31",
         508
        ],
        [
         "2010-09-01",
         824
        ],
        [
         "2010-09-02",
         531
        ],
        [
         "2010-09-03",
         585
        ],
        [
         "2010-09-04",
         549
        ],
        [
         "2010-09-05",
         499
        ],
        [
         "2010-09-06",
         476
        ],
        [
         "2010-09-07",
         504
        ],
        [
         "2010-09-08",
         508
        ],
        [
         "2010-09-09",
         494
        ],
        [
         "2010-09-10",
         664
        ],
        [
         "2010-09-11",
         580
        ],
        [
         "2010-09-12",
         477
        ],
        [
         "2010-09-13",
         520
        ],
        [
         "2010-09-14",
         509
        ],
        [
         "2010-09-15",
         605
        ],
        [
         "2010-09-16",
         498
        ],
        [
         "2010-09-17",
         589
        ],
        [
         "2010-09-18",
         559
        ],
        [
         "2010-09-19",
         511
        ],
        [
         "2010-09-20",
         552
        ],
        [
         "2010-09-21",
         507
        ],
        [
         "2010-09-22",
         543
        ],
        [
         "2010-09-23",
         559
        ],
        [
         "2010-09-24",
         597
        ],
        [
         "2010-09-25",
         585
        ],
        [
         "2010-09-26",
         496
        ],
        [
         "2010-09-27",
         556
        ],
        [
         "2010-09-28",
         568
        ],
        [
         "2010-09-29",
         586
        ],
        [
         "2010-09-30",
         600
        ],
        [
         "2010-10-01",
         941
        ],
        [
         "2010-10-02",
         585
        ],
        [
         "2010-10-03",
         508
        ],
        [
         "2010-10-04",
         557
        ],
        [
         "2010-10-05",
         517
        ],
        [
         "2010-10-06",
         475
        ],
        [
         "2010-10-07",
         482
        ],
        [
         "2010-10-08",
         592
        ],
        [
         "2010-10-09",
         589
        ],
        [
         "2010-10-10",
         573
        ],
        [
         "2010-10-11",
         593
        ],
        [
         "2010-10-12",
         566
        ],
        [
         "2010-10-13",
         510
        ],
        [
         "2010-10-14",
         578
        ],
        [
         "2010-10-15",
         648
        ],
        [
         "2010-10-16",
         572
        ],
        [
         "2010-10-17",
         509
        ],
        [
         "2010-10-18",
         539
        ],
        [
         "2010-10-19",
         512
        ],
        [
         "2010-10-20",
         557
        ],
        [
         "2010-10-21",
         525
        ],
        [
         "2010-10-22",
         640
        ],
        [
         "2010-10-23",
         600
        ],
        [
         "2010-10-24",
         516
        ],
        [
         "2010-10-25",
         522
        ],
        [
         "2010-10-26",
         528
        ],
        [
         "2010-10-27",
         540
        ],
        [
         "2010-10-28",
         540
        ],
        [
         "2010-10-29",
         597
        ],
        [
         "2010-10-30",
         569
        ],
        [
         "2010-10-31",
         636
        ],
        [
         "2010-11-01",
         790
        ],
        [
         "2010-11-02",
         597
        ],
        [
         "2010-11-03",
         540
        ],
        [
         "2010-11-04",
         563
        ],
        [
         "2010-11-05",
         571
        ],
        [
         "2010-11-06",
         529
        ],
        [
         "2010-11-07",
         487
        ],
        [
         "2010-11-08",
         445
        ],
        [
         "2010-11-09",
         475
        ],
        [
         "2010-11-10",
         537
        ],
        [
         "2010-11-11",
         468
        ],
        [
         "2010-11-12",
         547
        ],
        [
         "2010-11-13",
         536
        ],
        [
         "2010-11-14",
         558
        ],
        [
         "2010-11-15",
         602
        ],
        [
         "2010-11-16",
         504
        ],
        [
         "2010-11-17",
         577
        ],
        [
         "2010-11-18",
         557
        ],
        [
         "2010-11-19",
         648
        ],
        [
         "2010-11-20",
         549
        ],
        [
         "2010-11-21",
         449
        ],
        [
         "2010-11-22",
         496
        ],
        [
         "2010-11-23",
         535
        ],
        [
         "2010-11-24",
         540
        ],
        [
         "2010-11-25",
         406
        ],
        [
         "2010-11-26",
         541
        ],
        [
         "2010-11-27",
         519
        ],
        [
         "2010-11-28",
         410
        ],
        [
         "2010-11-29",
         502
        ],
        [
         "2010-11-30",
         534
        ],
        [
         "2010-12-01",
         845
        ],
        [
         "2010-12-02",
         507
        ],
        [
         "2010-12-03",
         582
        ],
        [
         "2010-12-04",
         512
        ],
        [
         "2010-12-05",
         521
        ],
        [
         "2010-12-06",
         574
        ],
        [
         "2010-12-07",
         551
        ],
        [
         "2010-12-08",
         541
        ],
        [
         "2010-12-09",
         522
        ],
        [
         "2010-12-10",
         692
        ],
        [
         "2010-12-11",
         599
        ],
        [
         "2010-12-12",
         548
        ],
        [
         "2010-12-13",
         620
        ],
        [
         "2010-12-14",
         529
        ],
        [
         "2010-12-15",
         559
        ],
        [
         "2010-12-16",
         537
        ],
        [
         "2010-12-17",
         645
        ],
        [
         "2010-12-18",
         503
        ],
        [
         "2010-12-19",
         451
        ],
        [
         "2010-12-20",
         559
        ],
        [
         "2010-12-21",
         538
        ],
        [
         "2010-12-22",
         538
        ],
        [
         "2010-12-23",
         577
        ],
        [
         "2010-12-24",
         554
        ],
        [
         "2010-12-25",
         448
        ],
        [
         "2010-12-26",
         439
        ],
        [
         "2010-12-27",
         457
        ],
        [
         "2010-12-28",
         550
        ],
        [
         "2010-12-29",
         484
        ],
        [
         "2010-12-30",
         471
        ],
        [
         "2010-12-31",
         579
        ],
        [
         "2011-01-01",
         2267
        ],
        [
         "2011-01-02",
         408
        ],
        [
         "2011-01-03",
         462
        ],
        [
         "2011-01-04",
         519
        ],
        [
         "2011-01-05",
         530
        ],
        [
         "2011-01-06",
         550
        ],
        [
         "2011-01-07",
         557
        ],
        [
         "2011-01-08",
         533
        ],
        [
         "2011-01-09",
         433
        ],
        [
         "2011-01-10",
         577
        ],
        [
         "2011-01-11",
         497
        ],
        [
         "2011-01-12",
         533
        ],
        [
         "2011-01-13",
         472
        ],
        [
         "2011-01-14",
         593
        ],
        [
         "2011-01-15",
         648
        ],
        [
         "2011-01-16",
         536
        ],
        [
         "2011-01-17",
         529
        ],
        [
         "2011-01-18",
         555
        ],
        [
         "2011-01-19",
         590
        ],
        [
         "2011-01-20",
         515
        ],
        [
         "2011-01-21",
         626
        ],
        [
         "2011-01-22",
         507
        ],
        [
         "2011-01-23",
         502
        ],
        [
         "2011-01-24",
         544
        ],
        [
         "2011-01-25",
         529
        ],
        [
         "2011-01-26",
         515
        ],
        [
         "2011-01-27",
         525
        ],
        [
         "2011-01-28",
         562
        ],
        [
         "2011-01-29",
         505
        ],
        [
         "2011-01-30",
         466
        ],
        [
         "2011-01-31",
         544
        ],
        [
         "2011-02-01",
         793
        ],
        [
         "2011-02-02",
         508
        ],
        [
         "2011-02-03",
         460
        ],
        [
         "2011-02-04",
         549
        ],
        [
         "2011-02-05",
         540
        ],
        [
         "2011-02-06",
         519
        ],
        [
         "2011-02-07",
         491
        ],
        [
         "2011-02-08",
         491
        ],
        [
         "2011-02-09",
         506
        ],
        [
         "2011-02-10",
         564
        ],
        [
         "2011-02-11",
         585
        ],
        [
         "2011-02-12",
         549
        ],
        [
         "2011-02-13",
         488
        ],
        [
         "2011-02-14",
         530
        ],
        [
         "2011-02-15",
         599
        ],
        [
         "2011-02-16",
         515
        ],
        [
         "2011-02-17",
         512
        ],
        [
         "2011-02-18",
         525
        ],
        [
         "2011-02-19",
         518
        ],
        [
         "2011-02-20",
         489
        ],
        [
         "2011-02-21",
         435
        ],
        [
         "2011-02-22",
         491
        ],
        [
         "2011-02-23",
         517
        ],
        [
         "2011-02-24",
         459
        ],
        [
         "2011-02-25",
         545
        ],
        [
         "2011-02-26",
         504
        ],
        [
         "2011-02-27",
         452
        ],
        [
         "2011-02-28",
         550
        ],
        [
         "2011-03-01",
         787
        ],
        [
         "2011-03-02",
         506
        ],
        [
         "2011-03-03",
         553
        ],
        [
         "2011-03-04",
         573
        ],
        [
         "2011-03-05",
         541
        ],
        [
         "2011-03-06",
         528
        ],
        [
         "2011-03-07",
         586
        ],
        [
         "2011-03-08",
         456
        ],
        [
         "2011-03-09",
         510
        ],
        [
         "2011-03-10",
         582
        ],
        [
         "2011-03-11",
         619
        ],
        [
         "2011-03-12",
         512
        ],
        [
         "2011-03-13",
         502
        ],
        [
         "2011-03-14",
         562
        ],
        [
         "2011-03-15",
         530
        ],
        [
         "2011-03-16",
         542
        ],
        [
         "2011-03-17",
         557
        ],
        [
         "2011-03-18",
         567
        ],
        [
         "2011-03-19",
         519
        ],
        [
         "2011-03-20",
         479
        ],
        [
         "2011-03-21",
         496
        ],
        [
         "2011-03-22",
         498
        ],
        [
         "2011-03-23",
         528
        ],
        [
         "2011-03-24",
         543
        ],
        [
         "2011-03-25",
         640
        ],
        [
         "2011-03-26",
         540
        ],
        [
         "2011-03-27",
         521
        ],
        [
         "2011-03-28",
         538
        ],
        [
         "2011-03-29",
         544
        ],
        [
         "2011-03-30",
         549
        ],
        [
         "2011-03-31",
         543
        ],
        [
         "2011-04-01",
         946
        ],
        [
         "2011-04-02",
         548
        ],
        [
         "2011-04-03",
         507
        ],
        [
         "2011-04-04",
         586
        ],
        [
         "2011-04-05",
         503
        ],
        [
         "2011-04-06",
         500
        ],
        [
         "2011-04-07",
         484
        ],
        [
         "2011-04-08",
         580
        ],
        [
         "2011-04-09",
         537
        ],
        [
         "2011-04-10",
         505
        ],
        [
         "2011-04-11",
         526
        ],
        [
         "2011-04-12",
         543
        ],
        [
         "2011-04-13",
         480
        ],
        [
         "2011-04-14",
         469
        ],
        [
         "2011-04-15",
         642
        ],
        [
         "2011-04-16",
         540
        ],
        [
         "2011-04-17",
         521
        ],
        [
         "2011-04-18",
         501
        ],
        [
         "2011-04-19",
         545
        ],
        [
         "2011-04-20",
         553
        ],
        [
         "2011-04-21",
         522
        ],
        [
         "2011-04-22",
         556
        ],
        [
         "2011-04-23",
         566
        ],
        [
         "2011-04-24",
         499
        ],
        [
         "2011-04-25",
         528
        ],
        [
         "2011-04-26",
         544
        ],
        [
         "2011-04-27",
         554
        ],
        [
         "2011-04-28",
         515
        ],
        [
         "2011-04-29",
         576
        ],
        [
         "2011-04-30",
         565
        ],
        [
         "2011-05-01",
         761
        ],
        [
         "2011-05-02",
         534
        ],
        [
         "2011-05-03",
         515
        ],
        [
         "2011-05-04",
         517
        ],
        [
         "2011-05-05",
         533
        ],
        [
         "2011-05-06",
         580
        ],
        [
         "2011-05-07",
         537
        ],
        [
         "2011-05-08",
         514
        ],
        [
         "2011-05-09",
         514
        ],
        [
         "2011-05-10",
         578
        ],
        [
         "2011-05-11",
         523
        ],
        [
         "2011-05-12",
         536
        ],
        [
         "2011-05-13",
         592
        ],
        [
         "2011-05-14",
         490
        ],
        [
         "2011-05-15",
         539
        ],
        [
         "2011-05-16",
         530
        ],
        [
         "2011-05-17",
         501
        ],
        [
         "2011-05-18",
         554
        ],
        [
         "2011-05-19",
         499
        ],
        [
         "2011-05-20",
         638
        ],
        [
         "2011-05-21",
         577
        ],
        [
         "2011-05-22",
         516
        ],
        [
         "2011-05-23",
         607
        ],
        [
         "2011-05-24",
         502
        ],
        [
         "2011-05-25",
         571
        ],
        [
         "2011-05-26",
         519
        ],
        [
         "2011-05-27",
         580
        ],
        [
         "2011-05-28",
         532
        ],
        [
         "2011-05-29",
         550
        ],
        [
         "2011-05-30",
         522
        ],
        [
         "2011-05-31",
         484
        ],
        [
         "2011-06-01",
         906
        ],
        [
         "2011-06-02",
         527
        ],
        [
         "2011-06-03",
         600
        ],
        [
         "2011-06-04",
         558
        ],
        [
         "2011-06-05",
         505
        ],
        [
         "2011-06-06",
         556
        ],
        [
         "2011-06-07",
         507
        ],
        [
         "2011-06-08",
         545
        ],
        [
         "2011-06-09",
         557
        ],
        [
         "2011-06-10",
         621
        ],
        [
         "2011-06-11",
         618
        ],
        [
         "2011-06-12",
         493
        ],
        [
         "2011-06-13",
         575
        ],
        [
         "2011-06-14",
         511
        ],
        [
         "2011-06-15",
         566
        ],
        [
         "2011-06-16",
         535
        ],
        [
         "2011-06-17",
         614
        ],
        [
         "2011-06-18",
         595
        ],
        [
         "2011-06-19",
         514
        ],
        [
         "2011-06-20",
         593
        ],
        [
         "2011-06-21",
         522
        ],
        [
         "2011-06-22",
         559
        ],
        [
         "2011-06-23",
         549
        ],
        [
         "2011-06-24",
         590
        ],
        [
         "2011-06-25",
         594
        ],
        [
         "2011-06-26",
         552
        ],
        [
         "2011-06-27",
         564
        ],
        [
         "2011-06-28",
         545
        ],
        [
         "2011-06-29",
         507
        ],
        [
         "2011-06-30",
         547
        ],
        [
         "2011-07-01",
         840
        ],
        [
         "2011-07-02",
         595
        ],
        [
         "2011-07-03",
         495
        ],
        [
         "2011-07-04",
         495
        ],
        [
         "2011-07-05",
         578
        ],
        [
         "2011-07-06",
         523
        ],
        [
         "2011-07-07",
         520
        ],
        [
         "2011-07-08",
         594
        ],
        [
         "2011-07-09",
         514
        ],
        [
         "2011-07-10",
         517
        ],
        [
         "2011-07-11",
         530
        ],
        [
         "2011-07-12",
         511
        ],
        [
         "2011-07-13",
         556
        ],
        [
         "2011-07-14",
         523
        ],
        [
         "2011-07-15",
         676
        ],
        [
         "2011-07-16",
         531
        ],
        [
         "2011-07-17",
         539
        ],
        [
         "2011-07-18",
         549
        ],
        [
         "2011-07-19",
         530
        ],
        [
         "2011-07-20",
         533
        ],
        [
         "2011-07-21",
         485
        ],
        [
         "2011-07-22",
         589
        ],
        [
         "2011-07-23",
         583
        ],
        [
         "2011-07-24",
         532
        ],
        [
         "2011-07-25",
         587
        ],
        [
         "2011-07-26",
         486
        ],
        [
         "2011-07-27",
         576
        ],
        [
         "2011-07-28",
         538
        ],
        [
         "2011-07-29",
         640
        ],
        [
         "2011-07-30",
         542
        ],
        [
         "2011-07-31",
         575
        ],
        [
         "2011-08-01",
         879
        ],
        [
         "2011-08-02",
         599
        ],
        [
         "2011-08-03",
         525
        ],
        [
         "2011-08-04",
         531
        ],
        [
         "2011-08-05",
         570
        ],
        [
         "2011-08-06",
         516
        ],
        [
         "2011-08-07",
         513
        ],
        [
         "2011-08-08",
         546
        ],
        [
         "2011-08-09",
         505
        ],
        [
         "2011-08-10",
         497
        ],
        [
         "2011-08-11",
         558
        ],
        [
         "2011-08-12",
         584
        ],
        [
         "2011-08-13",
         532
        ],
        [
         "2011-08-14",
         484
        ],
        [
         "2011-08-15",
         588
        ],
        [
         "2011-08-16",
         566
        ],
        [
         "2011-08-17",
         543
        ],
        [
         "2011-08-18",
         523
        ],
        [
         "2011-08-19",
         552
        ],
        [
         "2011-08-20",
         557
        ],
        [
         "2011-08-21",
         496
        ],
        [
         "2011-08-22",
         497
        ],
        [
         "2011-08-23",
         539
        ],
        [
         "2011-08-24",
         497
        ],
        [
         "2011-08-25",
         548
        ],
        [
         "2011-08-26",
         550
        ],
        [
         "2011-08-27",
         546
        ],
        [
         "2011-08-28",
         588
        ],
        [
         "2011-08-29",
         526
        ],
        [
         "2011-08-30",
         522
        ],
        [
         "2011-08-31",
         533
        ],
        [
         "2011-09-01",
         845
        ],
        [
         "2011-09-02",
         582
        ],
        [
         "2011-09-03",
         533
        ],
        [
         "2011-09-04",
         501
        ],
        [
         "2011-09-05",
         491
        ],
        [
         "2011-09-06",
         518
        ],
        [
         "2011-09-07",
         506
        ],
        [
         "2011-09-08",
         547
        ],
        [
         "2011-09-09",
         525
        ],
        [
         "2011-09-10",
         522
        ],
        [
         "2011-09-11",
         482
        ],
        [
         "2011-09-12",
         490
        ],
        [
         "2011-09-13",
         510
        ],
        [
         "2011-09-14",
         501
        ],
        [
         "2011-09-15",
         571
        ],
        [
         "2011-09-16",
         581
        ],
        [
         "2011-09-17",
         537
        ],
        [
         "2011-09-18",
         521
        ],
        [
         "2011-09-19",
         517
        ],
        [
         "2011-09-20",
         516
        ],
        [
         "2011-09-21",
         543
        ],
        [
         "2011-09-22",
         556
        ],
        [
         "2011-09-23",
         584
        ],
        [
         "2011-09-24",
         533
        ],
        [
         "2011-09-25",
         541
        ],
        [
         "2011-09-26",
         469
        ],
        [
         "2011-09-27",
         520
        ],
        [
         "2011-09-28",
         550
        ],
        [
         "2011-09-29",
         519
        ],
        [
         "2011-09-30",
         641
        ],
        [
         "2011-10-01",
         855
        ],
        [
         "2011-10-02",
         514
        ],
        [
         "2011-10-03",
         537
        ],
        [
         "2011-10-04",
         485
        ],
        [
         "2011-10-05",
         483
        ],
        [
         "2011-10-06",
         488
        ],
        [
         "2011-10-07",
         560
        ],
        [
         "2011-10-08",
         468
        ],
        [
         "2011-10-09",
         505
        ],
        [
         "2011-10-10",
         518
        ],
        [
         "2011-10-11",
         591
        ],
        [
         "2011-10-12",
         492
        ],
        [
         "2011-10-13",
         544
        ],
        [
         "2011-10-14",
         631
        ],
        [
         "2011-10-15",
         565
        ],
        [
         "2011-10-16",
         492
        ],
        [
         "2011-10-17",
         549
        ],
        [
         "2011-10-18",
         559
        ],
        [
         "2011-10-19",
         577
        ],
        [
         "2011-10-20",
         575
        ],
        [
         "2011-10-21",
         584
        ],
        [
         "2011-10-22",
         547
        ],
        [
         "2011-10-23",
         476
        ],
        [
         "2011-10-24",
         546
        ],
        [
         "2011-10-25",
         513
        ],
        [
         "2011-10-26",
         550
        ],
        [
         "2011-10-27",
         502
        ],
        [
         "2011-10-28",
         562
        ],
        [
         "2011-10-29",
         588
        ],
        [
         "2011-10-30",
         523
        ],
        [
         "2011-10-31",
         654
        ],
        [
         "2011-11-01",
         834
        ],
        [
         "2011-11-02",
         514
        ],
        [
         "2011-11-03",
         514
        ],
        [
         "2011-11-04",
         614
        ],
        [
         "2011-11-05",
         494
        ],
        [
         "2011-11-06",
         449
        ],
        [
         "2011-11-07",
         501
        ],
        [
         "2011-11-08",
         524
        ],
        [
         "2011-11-09",
         506
        ],
        [
         "2011-11-10",
         544
        ],
        [
         "2011-11-11",
         560
        ],
        [
         "2011-11-12",
         523
        ],
        [
         "2011-11-13",
         505
        ],
        [
         "2011-11-14",
         581
        ],
        [
         "2011-11-15",
         578
        ],
        [
         "2011-11-16",
         556
        ],
        [
         "2011-11-17",
         576
        ],
        [
         "2011-11-18",
         575
        ],
        [
         "2011-11-19",
         564
        ],
        [
         "2011-11-20",
         500
        ],
        [
         "2011-11-21",
         593
        ],
        [
         "2011-11-22",
         507
        ],
        [
         "2011-11-23",
         595
        ],
        [
         "2011-11-24",
         494
        ],
        [
         "2011-11-25",
         540
        ],
        [
         "2011-11-26",
         536
        ],
        [
         "2011-11-27",
         470
        ],
        [
         "2011-11-28",
         565
        ],
        [
         "2011-11-29",
         544
        ],
        [
         "2011-11-30",
         572
        ],
        [
         "2011-12-01",
         797
        ],
        [
         "2011-12-02",
         574
        ],
        [
         "2011-12-03",
         462
        ],
        [
         "2011-12-04",
         495
        ],
        [
         "2011-12-05",
         550
        ],
        [
         "2011-12-06",
         491
        ],
        [
         "2011-12-07",
         532
        ],
        [
         "2011-12-08",
         503
        ],
        [
         "2011-12-09",
         580
        ],
        [
         "2011-12-10",
         556
        ],
        [
         "2011-12-11",
         505
        ],
        [
         "2011-12-12",
         534
        ],
        [
         "2011-12-13",
         533
        ],
        [
         "2011-12-14",
         525
        ],
        [
         "2011-12-15",
         567
        ],
        [
         "2011-12-16",
         629
        ],
        [
         "2011-12-17",
         546
        ],
        [
         "2011-12-18",
         525
        ],
        [
         "2011-12-19",
         535
        ],
        [
         "2011-12-20",
         562
        ],
        [
         "2011-12-21",
         576
        ],
        [
         "2011-12-22",
         540
        ],
        [
         "2011-12-23",
         588
        ],
        [
         "2011-12-24",
         459
        ],
        [
         "2011-12-25",
         434
        ],
        [
         "2011-12-26",
         398
        ],
        [
         "2011-12-27",
         505
        ],
        [
         "2011-12-28",
         486
        ],
        [
         "2011-12-29",
         507
        ],
        [
         "2011-12-30",
         589
        ],
        [
         "2011-12-31",
         615
        ],
        [
         "2012-01-01",
         1893
        ],
        [
         "2012-01-02",
         476
        ],
        [
         "2012-01-03",
         554
        ],
        [
         "2012-01-04",
         535
        ],
        [
         "2012-01-05",
         520
        ],
        [
         "2012-01-06",
         513
        ],
        [
         "2012-01-07",
         506
        ],
        [
         "2012-01-08",
         480
        ],
        [
         "2012-01-09",
         530
        ],
        [
         "2012-01-10",
         494
        ],
        [
         "2012-01-11",
         509
        ],
        [
         "2012-01-12",
         522
        ],
        [
         "2012-01-13",
         582
        ],
        [
         "2012-01-14",
         516
        ],
        [
         "2012-01-15",
         558
        ],
        [
         "2012-01-16",
         489
        ],
        [
         "2012-01-17",
         573
        ],
        [
         "2012-01-18",
         552
        ],
        [
         "2012-01-19",
         544
        ],
        [
         "2012-01-20",
         577
        ],
        [
         "2012-01-21",
         494
        ],
        [
         "2012-01-22",
         505
        ],
        [
         "2012-01-23",
         552
        ],
        [
         "2012-01-24",
         534
        ],
        [
         "2012-01-25",
         593
        ],
        [
         "2012-01-26",
         591
        ],
        [
         "2012-01-27",
         601
        ],
        [
         "2012-01-28",
         539
        ],
        [
         "2012-01-29",
         546
        ],
        [
         "2012-01-30",
         548
        ],
        [
         "2012-01-31",
         505
        ],
        [
         "2012-02-01",
         851
        ],
        [
         "2012-02-02",
         540
        ],
        [
         "2012-02-03",
         492
        ],
        [
         "2012-02-04",
         500
        ],
        [
         "2012-02-05",
         520
        ],
        [
         "2012-02-06",
         490
        ],
        [
         "2012-02-07",
         518
        ],
        [
         "2012-02-08",
         521
        ],
        [
         "2012-02-09",
         490
        ],
        [
         "2012-02-10",
         575
        ],
        [
         "2012-02-11",
         499
        ],
        [
         "2012-02-12",
         533
        ],
        [
         "2012-02-13",
         551
        ],
        [
         "2012-02-14",
         482
        ],
        [
         "2012-02-15",
         544
        ],
        [
         "2012-02-16",
         514
        ],
        [
         "2012-02-17",
         571
        ],
        [
         "2012-02-18",
         494
        ],
        [
         "2012-02-19",
         478
        ],
        [
         "2012-02-20",
         461
        ],
        [
         "2012-02-21",
         553
        ],
        [
         "2012-02-22",
         539
        ],
        [
         "2012-02-23",
         519
        ],
        [
         "2012-02-24",
         594
        ],
        [
         "2012-02-25",
         551
        ],
        [
         "2012-02-26",
         492
        ],
        [
         "2012-02-27",
         518
        ],
        [
         "2012-02-28",
         480
        ],
        [
         "2012-02-29",
         483
        ],
        [
         "2012-03-01",
         862
        ],
        [
         "2012-03-02",
         594
        ],
        [
         "2012-03-03",
         538
        ],
        [
         "2012-03-04",
         502
        ],
        [
         "2012-03-05",
         531
        ],
        [
         "2012-03-06",
         535
        ],
        [
         "2012-03-07",
         537
        ],
        [
         "2012-03-08",
         476
        ],
        [
         "2012-03-09",
         573
        ],
        [
         "2012-03-10",
         545
        ],
        [
         "2012-03-11",
         469
        ],
        [
         "2012-03-12",
         530
        ],
        [
         "2012-03-13",
         463
        ],
        [
         "2012-03-14",
         533
        ],
        [
         "2012-03-15",
         595
        ],
        [
         "2012-03-16",
         560
        ],
        [
         "2012-03-17",
         452
        ],
        [
         "2012-03-18",
         440
        ],
        [
         "2012-03-19",
         486
        ],
        [
         "2012-03-20",
         550
        ],
        [
         "2012-03-21",
         525
        ],
        [
         "2012-03-22",
         482
        ],
        [
         "2012-03-23",
         596
        ],
        [
         "2012-03-24",
         572
        ],
        [
         "2012-03-25",
         467
        ],
        [
         "2012-03-26",
         501
        ],
        [
         "2012-03-27",
         476
        ],
        [
         "2012-03-28",
         541
        ],
        [
         "2012-03-29",
         578
        ],
        [
         "2012-03-30",
         587
        ],
        [
         "2012-03-31",
         512
        ],
        [
         "2012-04-01",
         740
        ],
        [
         "2012-04-02",
         572
        ],
        [
         "2012-04-03",
         487
        ],
        [
         "2012-04-04",
         520
        ],
        [
         "2012-04-05",
         497
        ],
        [
         "2012-04-06",
         518
        ],
        [
         "2012-04-07",
         477
        ],
        [
         "2012-04-08",
         478
        ],
        [
         "2012-04-09",
         502
        ],
        [
         "2012-04-10",
         524
        ],
        [
         "2012-04-11",
         527
        ],
        [
         "2012-04-12",
         517
        ],
        [
         "2012-04-13",
         550
        ],
        [
         "2012-04-14",
         505
        ],
        [
         "2012-04-15",
         583
        ],
        [
         "2012-04-16",
         566
        ],
        [
         "2012-04-17",
         563
        ],
        [
         "2012-04-18",
         537
        ],
        [
         "2012-04-19",
         586
        ],
        [
         "2012-04-20",
         620
        ],
        [
         "2012-04-21",
         503
        ],
        [
         "2012-04-22",
         521
        ],
        [
         "2012-04-23",
         523
        ],
        [
         "2012-04-24",
         495
        ],
        [
         "2012-04-25",
         632
        ],
        [
         "2012-04-26",
         523
        ],
        [
         "2012-04-27",
         594
        ],
        [
         "2012-04-28",
         551
        ],
        [
         "2012-04-29",
         516
        ],
        [
         "2012-04-30",
         585
        ],
        [
         "2012-05-01",
         856
        ],
        [
         "2012-05-02",
         519
        ],
        [
         "2012-05-03",
         543
        ],
        [
         "2012-05-04",
         609
        ],
        [
         "2012-05-05",
         547
        ],
        [
         "2012-05-06",
         530
        ],
        [
         "2012-05-07",
         506
        ],
        [
         "2012-05-08",
         507
        ],
        [
         "2012-05-09",
         499
        ],
        [
         "2012-05-10",
         578
        ],
        [
         "2012-05-11",
         581
        ],
        [
         "2012-05-12",
         566
        ],
        [
         "2012-05-13",
         528
        ],
        [
         "2012-05-14",
         636
        ],
        [
         "2012-05-15",
         591
        ],
        [
         "2012-05-16",
         531
        ],
        [
         "2012-05-17",
         537
        ],
        [
         "2012-05-18",
         594
        ],
        [
         "2012-05-19",
         552
        ],
        [
         "2012-05-20",
         541
        ],
        [
         "2012-05-21",
         598
        ],
        [
         "2012-05-22",
         512
        ],
        [
         "2012-05-23",
         600
        ],
        [
         "2012-05-24",
         558
        ],
        [
         "2012-05-25",
         656
        ],
        [
         "2012-05-26",
         493
        ],
        [
         "2012-05-27",
         529
        ],
        [
         "2012-05-28",
         538
        ],
        [
         "2012-05-29",
         578
        ],
        [
         "2012-05-30",
         569
        ],
        [
         "2012-05-31",
         520
        ],
        [
         "2012-06-01",
         1036
        ],
        [
         "2012-06-02",
         554
        ],
        [
         "2012-06-03",
         536
        ],
        [
         "2012-06-04",
         563
        ],
        [
         "2012-06-05",
         579
        ],
        [
         "2012-06-06",
         592
        ],
        [
         "2012-06-07",
         537
        ],
        [
         "2012-06-08",
         610
        ],
        [
         "2012-06-09",
         535
        ],
        [
         "2012-06-10",
         524
        ],
        [
         "2012-06-11",
         545
        ],
        [
         "2012-06-12",
         565
        ],
        [
         "2012-06-13",
         562
        ],
        [
         "2012-06-14",
         544
        ],
        [
         "2012-06-15",
         694
        ],
        [
         "2012-06-16",
         510
        ],
        [
         "2012-06-17",
         547
        ],
        [
         "2012-06-18",
         557
        ],
        [
         "2012-06-19",
         540
        ],
        [
         "2012-06-20",
         573
        ],
        [
         "2012-06-21",
         508
        ],
        [
         "2012-06-22",
         561
        ],
        [
         "2012-06-23",
         531
        ],
        [
         "2012-06-24",
         525
        ],
        [
         "2012-06-25",
         524
        ],
        [
         "2012-06-26",
         507
        ],
        [
         "2012-06-27",
         556
        ],
        [
         "2012-06-28",
         525
        ],
        [
         "2012-06-29",
         558
        ],
        [
         "2012-06-30",
         573
        ],
        [
         "2012-07-01",
         804
        ],
        [
         "2012-07-02",
         543
        ],
        [
         "2012-07-03",
         542
        ],
        [
         "2012-07-04",
         539
        ],
        [
         "2012-07-05",
         547
        ],
        [
         "2012-07-06",
         555
        ],
        [
         "2012-07-07",
         474
        ],
        [
         "2012-07-08",
         513
        ],
        [
         "2012-07-09",
         530
        ],
        [
         "2012-07-10",
         553
        ],
        [
         "2012-07-11",
         518
        ],
        [
         "2012-07-12",
         587
        ],
        [
         "2012-07-13",
         551
        ],
        [
         "2012-07-14",
         566
        ],
        [
         "2012-07-15",
         558
        ],
        [
         "2012-07-16",
         576
        ],
        [
         "2012-07-17",
         540
        ],
        [
         "2012-07-18",
         560
        ],
        [
         "2012-07-19",
         534
        ],
        [
         "2012-07-20",
         588
        ],
        [
         "2012-07-21",
         552
        ],
        [
         "2012-07-22",
         528
        ],
        [
         "2012-07-23",
         531
        ],
        [
         "2012-07-24",
         553
        ],
        [
         "2012-07-25",
         558
        ],
        [
         "2012-07-26",
         503
        ],
        [
         "2012-07-27",
         532
        ],
        [
         "2012-07-28",
         516
        ],
        [
         "2012-07-29",
         493
        ],
        [
         "2012-07-30",
         526
        ],
        [
         "2012-07-31",
         512
        ],
        [
         "2012-08-01",
         863
        ],
        [
         "2012-08-02",
         534
        ],
        [
         "2012-08-03",
         589
        ],
        [
         "2012-08-04",
         527
        ],
        [
         "2012-08-05",
         502
        ],
        [
         "2012-08-06",
         535
        ],
        [
         "2012-08-07",
         513
        ],
        [
         "2012-08-08",
         518
        ],
        [
         "2012-08-09",
         539
        ],
        [
         "2012-08-10",
         602
        ],
        [
         "2012-08-11",
         541
        ],
        [
         "2012-08-12",
         609
        ],
        [
         "2012-08-13",
         562
        ],
        [
         "2012-08-14",
         541
        ],
        [
         "2012-08-15",
         581
        ],
        [
         "2012-08-16",
         554
        ],
        [
         "2012-08-17",
         614
        ],
        [
         "2012-08-18",
         574
        ],
        [
         "2012-08-19",
         537
        ],
        [
         "2012-08-20",
         602
        ],
        [
         "2012-08-21",
         525
        ],
        [
         "2012-08-22",
         546
        ],
        [
         "2012-08-23",
         552
        ],
        [
         "2012-08-24",
         624
        ],
        [
         "2012-08-25",
         607
        ],
        [
         "2012-08-26",
         523
        ],
        [
         "2012-08-27",
         547
        ],
        [
         "2012-08-28",
         566
        ],
        [
         "2012-08-29",
         554
        ],
        [
         "2012-08-30",
         579
        ],
        [
         "2012-08-31",
         597
        ],
        [
         "2012-09-01",
         807
        ],
        [
         "2012-09-02",
         513
        ],
        [
         "2012-09-03",
         518
        ],
        [
         "2012-09-04",
         542
        ],
        [
         "2012-09-05",
         544
        ],
        [
         "2012-09-06",
         609
        ],
        [
         "2012-09-07",
         570
        ],
        [
         "2012-09-08",
         496
        ],
        [
         "2012-09-09",
         531
        ],
        [
         "2012-09-10",
         582
        ],
        [
         "2012-09-11",
         530
        ],
        [
         "2012-09-12",
         590
        ],
        [
         "2012-09-13",
         552
        ],
        [
         "2012-09-14",
         583
        ],
        [
         "2012-09-15",
         631
        ],
        [
         "2012-09-16",
         548
        ],
        [
         "2012-09-17",
         512
        ],
        [
         "2012-09-18",
         564
        ],
        [
         "2012-09-19",
         590
        ],
        [
         "2012-09-20",
         531
        ],
        [
         "2012-09-21",
         594
        ],
        [
         "2012-09-22",
         567
        ],
        [
         "2012-09-23",
         556
        ],
        [
         "2012-09-24",
         559
        ],
        [
         "2012-09-25",
         559
        ],
        [
         "2012-09-26",
         553
        ],
        [
         "2012-09-27",
         571
        ],
        [
         "2012-09-28",
         618
        ],
        [
         "2012-09-29",
         535
        ],
        [
         "2012-09-30",
         535
        ],
        [
         "2012-10-01",
         885
        ],
        [
         "2012-10-02",
         548
        ],
        [
         "2012-10-03",
         549
        ],
        [
         "2012-10-04",
         498
        ],
        [
         "2012-10-05",
         625
        ],
        [
         "2012-10-06",
         543
        ],
        [
         "2012-10-07",
         510
        ],
        [
         "2012-10-08",
         504
        ],
        [
         "2012-10-09",
         490
        ],
        [
         "2012-10-10",
         532
        ],
        [
         "2012-10-11",
         482
        ],
        [
         "2012-10-12",
         567
        ],
        [
         "2012-10-13",
         523
        ],
        [
         "2012-10-14",
         505
        ],
        [
         "2012-10-15",
         572
        ],
        [
         "2012-10-16",
         578
        ],
        [
         "2012-10-17",
         524
        ],
        [
         "2012-10-18",
         565
        ],
        [
         "2012-10-19",
         585
        ],
        [
         "2012-10-20",
         568
        ],
        [
         "2012-10-21",
         537
        ],
        [
         "2012-10-22",
         562
        ],
        [
         "2012-10-23",
         525
        ],
        [
         "2012-10-24",
         522
        ],
        [
         "2012-10-25",
         557
        ],
        [
         "2012-10-26",
         599
        ],
        [
         "2012-10-27",
         528
        ],
        [
         "2012-10-28",
         547
        ],
        [
         "2012-10-29",
         550
        ],
        [
         "2012-10-30",
         539
        ],
        [
         "2012-10-31",
         633
        ],
        [
         "2012-11-01",
         834
        ],
        [
         "2012-11-02",
         552
        ],
        [
         "2012-11-03",
         526
        ],
        [
         "2012-11-04",
         502
        ],
        [
         "2012-11-05",
         544
        ],
        [
         "2012-11-06",
         499
        ],
        [
         "2012-11-07",
         510
        ],
        [
         "2012-11-08",
         545
        ],
        [
         "2012-11-09",
         507
        ],
        [
         "2012-11-10",
         487
        ],
        [
         "2012-11-11",
         468
        ],
        [
         "2012-11-12",
         443
        ],
        [
         "2012-11-13",
         509
        ],
        [
         "2012-11-14",
         531
        ],
        [
         "2012-11-15",
         590
        ],
        [
         "2012-11-16",
         573
        ],
        [
         "2012-11-17",
         524
        ],
        [
         "2012-11-18",
         479
        ],
        [
         "2012-11-19",
         430
        ],
        [
         "2012-11-20",
         545
        ],
        [
         "2012-11-21",
         545
        ],
        [
         "2012-11-22",
         399
        ],
        [
         "2012-11-23",
         537
        ],
        [
         "2012-11-24",
         500
        ],
        [
         "2012-11-25",
         510
        ],
        [
         "2012-11-26",
         555
        ],
        [
         "2012-11-27",
         516
        ],
        [
         "2012-11-28",
         541
        ],
        [
         "2012-11-29",
         472
        ],
        [
         "2012-11-30",
         606
        ],
        [
         "2012-12-01",
         849
        ],
        [
         "2012-12-02",
         504
        ],
        [
         "2012-12-03",
         517
        ],
        [
         "2012-12-04",
         499
        ],
        [
         "2012-12-05",
         532
        ],
        [
         "2012-12-06",
         488
        ],
        [
         "2012-12-07",
         611
        ],
        [
         "2012-12-08",
         534
        ],
        [
         "2012-12-09",
         459
        ],
        [
         "2012-12-10",
         486
        ],
        [
         "2012-12-11",
         506
        ],
        [
         "2012-12-12",
         556
        ],
        [
         "2012-12-13",
         501
        ],
        [
         "2012-12-14",
         576
        ],
        [
         "2012-12-15",
         560
        ],
        [
         "2012-12-16",
         505
        ],
        [
         "2012-12-17",
         520
        ],
        [
         "2012-12-18",
         504
        ],
        [
         "2012-12-19",
         493
        ],
        [
         "2012-12-20",
         589
        ],
        [
         "2012-12-21",
         544
        ],
        [
         "2012-12-22",
         509
        ],
        [
         "2012-12-23",
         530
        ],
        [
         "2012-12-24",
         553
        ],
        [
         "2012-12-25",
         404
        ],
        [
         "2012-12-26",
         436
        ],
        [
         "2012-12-27",
         472
        ],
        [
         "2012-12-28",
         557
        ],
        [
         "2012-12-29",
         490
        ],
        [
         "2012-12-30",
         459
        ],
        [
         "2012-12-31",
         579
        ],
        [
         "2013-01-01",
         1721
        ],
        [
         "2013-01-02",
         459
        ],
        [
         "2013-01-03",
         464
        ],
        [
         "2013-01-04",
         494
        ],
        [
         "2013-01-05",
         534
        ],
        [
         "2013-01-06",
         444
        ],
        [
         "2013-01-07",
         514
        ],
        [
         "2013-01-08",
         507
        ],
        [
         "2013-01-09",
         496
        ],
        [
         "2013-01-10",
         471
        ],
        [
         "2013-01-11",
         547
        ],
        [
         "2013-01-12",
         462
        ],
        [
         "2013-01-13",
         441
        ],
        [
         "2013-01-14",
         479
        ],
        [
         "2013-01-15",
         544
        ],
        [
         "2013-01-16",
         505
        ],
        [
         "2013-01-17",
         497
        ],
        [
         "2013-01-18",
         575
        ],
        [
         "2013-01-19",
         503
        ],
        [
         "2013-01-20",
         495
        ],
        [
         "2013-01-21",
         496
        ],
        [
         "2013-01-22",
         550
        ],
        [
         "2013-01-23",
         512
        ],
        [
         "2013-01-24",
         505
        ],
        [
         "2013-01-25",
         537
        ],
        [
         "2013-01-26",
         539
        ],
        [
         "2013-01-27",
         475
        ],
        [
         "2013-01-28",
         523
        ],
        [
         "2013-01-29",
         550
        ],
        [
         "2013-01-30",
         479
        ],
        [
         "2013-01-31",
         493
        ],
        [
         "2013-02-01",
         804
        ],
        [
         "2013-02-02",
         526
        ],
        [
         "2013-02-03",
         518
        ],
        [
         "2013-02-04",
         532
        ],
        [
         "2013-02-05",
         459
        ],
        [
         "2013-02-06",
         481
        ],
        [
         "2013-02-07",
         453
        ],
        [
         "2013-02-08",
         481
        ],
        [
         "2013-02-09",
         390
        ],
        [
         "2013-02-10",
         437
        ],
        [
         "2013-02-11",
         441
        ],
        [
         "2013-02-12",
         515
        ],
        [
         "2013-02-13",
         529
        ],
        [
         "2013-02-14",
         496
        ],
        [
         "2013-02-15",
         564
        ],
        [
         "2013-02-16",
         535
        ],
        [
         "2013-02-17",
         468
        ],
        [
         "2013-02-18",
         473
        ],
        [
         "2013-02-19",
         515
        ],
        [
         "2013-02-20",
         512
        ],
        [
         "2013-02-21",
         446
        ],
        [
         "2013-02-22",
         527
        ],
        [
         "2013-02-23",
         512
        ],
        [
         "2013-02-24",
         496
        ],
        [
         "2013-02-25",
         476
        ],
        [
         "2013-02-26",
         493
        ],
        [
         "2013-02-27",
         443
        ],
        [
         "2013-02-28",
         546
        ],
        [
         "2013-03-01",
         877
        ],
        [
         "2013-03-02",
         551
        ],
        [
         "2013-03-03",
         438
        ],
        [
         "2013-03-04",
         487
        ],
        [
         "2013-03-05",
         513
        ],
        [
         "2013-03-06",
         510
        ],
        [
         "2013-03-07",
         508
        ],
        [
         "2013-03-08",
         548
        ],
        [
         "2013-03-09",
         514
        ],
        [
         "2013-03-10",
         441
        ],
        [
         "2013-03-11",
         499
        ],
        [
         "2013-03-12",
         502
        ],
        [
         "2013-03-13",
         506
        ],
        [
         "2013-03-14",
         509
        ],
        [
         "2013-03-15",
         656
        ],
        [
         "2013-03-16",
         529
        ],
        [
         "2013-03-17",
         505
        ],
        [
         "2013-03-18",
         533
        ],
        [
         "2013-03-19",
         493
        ],
        [
         "2013-03-20",
         524
        ],
        [
         "2013-03-21",
         513
        ],
        [
         "2013-03-22",
         553
        ],
        [
         "2013-03-23",
         485
        ],
        [
         "2013-03-24",
         504
        ],
        [
         "2013-03-25",
         562
        ],
        [
         "2013-03-26",
         493
        ],
        [
         "2013-03-27",
         491
        ],
        [
         "2013-03-28",
         494
        ],
        [
         "2013-03-29",
         578
        ],
        [
         "2013-03-30",
         482
        ],
        [
         "2013-03-31",
         434
        ],
        [
         "2013-04-01",
         758
        ],
        [
         "2013-04-02",
         472
        ],
        [
         "2013-04-03",
         496
        ],
        [
         "2013-04-04",
         491
        ],
        [
         "2013-04-05",
         517
        ],
        [
         "2013-04-06",
         476
        ],
        [
         "2013-04-07",
         488
        ],
        [
         "2013-04-08",
         558
        ],
        [
         "2013-04-09",
         460
        ],
        [
         "2013-04-10",
         537
        ],
        [
         "2013-04-11",
         455
        ],
        [
         "2013-04-12",
         604
        ],
        [
         "2013-04-13",
         534
        ],
        [
         "2013-04-14",
         516
        ],
        [
         "2013-04-15",
         604
        ],
        [
         "2013-04-16",
         477
        ],
        [
         "2013-04-17",
         512
        ],
        [
         "2013-04-18",
         540
        ],
        [
         "2013-04-19",
         565
        ],
        [
         "2013-04-20",
         541
        ],
        [
         "2013-04-21",
         491
        ],
        [
         "2013-04-22",
         498
        ],
        [
         "2013-04-23",
         499
        ],
        [
         "2013-04-24",
         494
        ],
        [
         "2013-04-25",
         515
        ],
        [
         "2013-04-26",
         575
        ],
        [
         "2013-04-27",
         500
        ],
        [
         "2013-04-28",
         522
        ],
        [
         "2013-04-29",
         479
        ],
        [
         "2013-04-30",
         557
        ],
        [
         "2013-05-01",
         826
        ],
        [
         "2013-05-02",
         511
        ],
        [
         "2013-05-03",
         562
        ],
        [
         "2013-05-04",
         507
        ],
        [
         "2013-05-05",
         498
        ],
        [
         "2013-05-06",
         488
        ],
        [
         "2013-05-07",
         498
        ],
        [
         "2013-05-08",
         543
        ],
        [
         "2013-05-09",
         546
        ],
        [
         "2013-05-10",
         572
        ],
        [
         "2013-05-11",
         529
        ],
        [
         "2013-05-12",
         481
        ],
        [
         "2013-05-13",
         491
        ],
        [
         "2013-05-14",
         531
        ],
        [
         "2013-05-15",
         555
        ],
        [
         "2013-05-16",
         522
        ],
        [
         "2013-05-17",
         598
        ],
        [
         "2013-05-18",
         504
        ],
        [
         "2013-05-19",
         499
        ],
        [
         "2013-05-20",
         560
        ],
        [
         "2013-05-21",
         541
        ],
        [
         "2013-05-22",
         502
        ],
        [
         "2013-05-23",
         549
        ],
        [
         "2013-05-24",
         580
        ],
        [
         "2013-05-25",
         464
        ],
        [
         "2013-05-26",
         507
        ],
        [
         "2013-05-27",
         453
        ],
        [
         "2013-05-28",
         570
        ],
        [
         "2013-05-29",
         487
        ],
        [
         "2013-05-30",
         529
        ],
        [
         "2013-05-31",
         599
        ],
        [
         "2013-06-01",
         863
        ],
        [
         "2013-06-02",
         490
        ],
        [
         "2013-06-03",
         482
        ],
        [
         "2013-06-04",
         544
        ],
        [
         "2013-06-05",
         551
        ],
        [
         "2013-06-06",
         524
        ],
        [
         "2013-06-07",
         581
        ],
        [
         "2013-06-08",
         467
        ],
        [
         "2013-06-09",
         485
        ],
        [
         "2013-06-10",
         587
        ],
        [
         "2013-06-11",
         441
        ],
        [
         "2013-06-12",
         534
        ],
        [
         "2013-06-13",
         521
        ],
        [
         "2013-06-14",
         579
        ],
        [
         "2013-06-15",
         531
        ],
        [
         "2013-06-16",
         550
        ],
        [
         "2013-06-17",
         521
        ],
        [
         "2013-06-18",
         520
        ],
        [
         "2013-06-19",
         546
        ],
        [
         "2013-06-20",
         513
        ],
        [
         "2013-06-21",
         572
        ],
        [
         "2013-06-22",
         548
        ],
        [
         "2013-06-23",
         502
        ],
        [
         "2013-06-24",
         527
        ],
        [
         "2013-06-25",
         513
        ],
        [
         "2013-06-26",
         509
        ],
        [
         "2013-06-27",
         506
        ],
        [
         "2013-06-28",
         532
        ],
        [
         "2013-06-29",
         502
        ],
        [
         "2013-06-30",
         569
        ],
        [
         "2013-07-01",
         833
        ],
        [
         "2013-07-02",
         489
        ],
        [
         "2013-07-03",
         540
        ],
        [
         "2013-07-04",
         535
        ],
        [
         "2013-07-05",
         509
        ],
        [
         "2013-07-06",
         477
        ],
        [
         "2013-07-07",
         504
        ],
        [
         "2013-07-08",
         486
        ],
        [
         "2013-07-09",
         512
        ],
        [
         "2013-07-10",
         532
        ],
        [
         "2013-07-11",
         508
        ],
        [
         "2013-07-12",
         564
        ],
        [
         "2013-07-13",
         574
        ],
        [
         "2013-07-14",
         467
        ],
        [
         "2013-07-15",
         617
        ],
        [
         "2013-07-16",
         546
        ],
        [
         "2013-07-17",
         508
        ],
        [
         "2013-07-18",
         507
        ],
        [
         "2013-07-19",
         569
        ],
        [
         "2013-07-20",
         573
        ],
        [
         "2013-07-21",
         510
        ],
        [
         "2013-07-22",
         514
        ],
        [
         "2013-07-23",
         528
        ],
        [
         "2013-07-24",
         526
        ],
        [
         "2013-07-25",
         496
        ],
        [
         "2013-07-26",
         552
        ],
        [
         "2013-07-27",
         524
        ],
        [
         "2013-07-28",
         514
        ],
        [
         "2013-07-29",
         518
        ],
        [
         "2013-07-30",
         549
        ],
        [
         "2013-07-31",
         559
        ],
        [
         "2013-08-01",
         796
        ],
        [
         "2013-08-02",
         546
        ],
        [
         "2013-08-03",
         500
        ],
        [
         "2013-08-04",
         504
        ],
        [
         "2013-08-05",
         533
        ],
        [
         "2013-08-06",
         532
        ],
        [
         "2013-08-07",
         532
        ],
        [
         "2013-08-08",
         544
        ],
        [
         "2013-08-09",
         579
        ],
        [
         "2013-08-10",
         556
        ],
        [
         "2013-08-11",
         505
        ],
        [
         "2013-08-12",
         605
        ],
        [
         "2013-08-13",
         577
        ],
        [
         "2013-08-14",
         516
        ],
        [
         "2013-08-15",
         617
        ],
        [
         "2013-08-16",
         580
        ],
        [
         "2013-08-17",
         551
        ],
        [
         "2013-08-18",
         545
        ],
        [
         "2013-08-19",
         559
        ],
        [
         "2013-08-20",
         545
        ],
        [
         "2013-08-21",
         532
        ],
        [
         "2013-08-22",
         524
        ],
        [
         "2013-08-23",
         592
        ],
        [
         "2013-08-24",
         562
        ],
        [
         "2013-08-25",
         544
        ],
        [
         "2013-08-26",
         613
        ],
        [
         "2013-08-27",
         559
        ],
        [
         "2013-08-28",
         545
        ],
        [
         "2013-08-29",
         600
        ],
        [
         "2013-08-30",
         596
        ],
        [
         "2013-08-31",
         548
        ],
        [
         "2013-09-01",
         862
        ],
        [
         "2013-09-02",
         516
        ],
        [
         "2013-09-03",
         552
        ],
        [
         "2013-09-04",
         533
        ],
        [
         "2013-09-05",
         532
        ],
        [
         "2013-09-06",
         559
        ],
        [
         "2013-09-07",
         527
        ],
        [
         "2013-09-08",
         505
        ],
        [
         "2013-09-09",
         567
        ],
        [
         "2013-09-10",
         544
        ],
        [
         "2013-09-11",
         510
        ],
        [
         "2013-09-12",
         527
        ],
        [
         "2013-09-13",
         588
        ],
        [
         "2013-09-14",
         542
        ],
        [
         "2013-09-15",
         506
        ],
        [
         "2013-09-16",
         556
        ],
        [
         "2013-09-17",
         509
        ],
        [
         "2013-09-18",
         546
        ],
        [
         "2013-09-19",
         494
        ],
        [
         "2013-09-20",
         559
        ],
        [
         "2013-09-21",
         538
        ],
        [
         "2013-09-22",
         427
        ],
        [
         "2013-09-23",
         520
        ],
        [
         "2013-09-24",
         524
        ],
        [
         "2013-09-25",
         526
        ],
        [
         "2013-09-26",
         503
        ],
        [
         "2013-09-27",
         584
        ],
        [
         "2013-09-28",
         530
        ],
        [
         "2013-09-29",
         512
        ],
        [
         "2013-09-30",
         529
        ],
        [
         "2013-10-01",
         760
        ],
        [
         "2013-10-02",
         486
        ],
        [
         "2013-10-03",
         535
        ],
        [
         "2013-10-04",
         550
        ],
        [
         "2013-10-05",
         521
        ],
        [
         "2013-10-06",
         475
        ],
        [
         "2013-10-07",
         544
        ],
        [
         "2013-10-08",
         475
        ],
        [
         "2013-10-09",
         498
        ],
        [
         "2013-10-10",
         516
        ],
        [
         "2013-10-11",
         499
        ],
        [
         "2013-10-12",
         502
        ],
        [
         "2013-10-13",
         514
        ],
        [
         "2013-10-14",
         491
        ],
        [
         "2013-10-15",
         551
        ],
        [
         "2013-10-16",
         490
        ],
        [
         "2013-10-17",
         495
        ],
        [
         "2013-10-18",
         557
        ],
        [
         "2013-10-19",
         580
        ],
        [
         "2013-10-20",
         508
        ],
        [
         "2013-10-21",
         534
        ],
        [
         "2013-10-22",
         500
        ],
        [
         "2013-10-23",
         487
        ],
        [
         "2013-10-24",
         514
        ],
        [
         "2013-10-25",
         593
        ],
        [
         "2013-10-26",
         571
        ],
        [
         "2013-10-27",
         476
        ],
        [
         "2013-10-28",
         508
        ],
        [
         "2013-10-29",
         444
        ],
        [
         "2013-10-30",
         501
        ],
        [
         "2013-10-31",
         568
        ],
        [
         "2013-11-01",
         899
        ],
        [
         "2013-11-02",
         514
        ],
        [
         "2013-11-03",
         466
        ],
        [
         "2013-11-04",
         494
        ],
        [
         "2013-11-05",
         486
        ],
        [
         "2013-11-06",
         529
        ],
        [
         "2013-11-07",
         459
        ],
        [
         "2013-11-08",
         554
        ],
        [
         "2013-11-09",
         517
        ],
        [
         "2013-11-10",
         469
        ],
        [
         "2013-11-11",
         477
        ],
        [
         "2013-11-12",
         515
        ],
        [
         "2013-11-13",
         551
        ],
        [
         "2013-11-14",
         538
        ],
        [
         "2013-11-15",
         612
        ],
        [
         "2013-11-16",
         490
        ],
        [
         "2013-11-17",
         426
        ],
        [
         "2013-11-18",
         509
        ],
        [
         "2013-11-19",
         505
        ],
        [
         "2013-11-20",
         517
        ],
        [
         "2013-11-21",
         458
        ],
        [
         "2013-11-22",
         513
        ],
        [
         "2013-11-23",
         470
        ],
        [
         "2013-11-24",
         466
        ],
        [
         "2013-11-25",
         467
        ],
        [
         "2013-11-26",
         484
        ],
        [
         "2013-11-27",
         534
        ],
        [
         "2013-11-28",
         432
        ],
        [
         "2013-11-29",
         504
        ],
        [
         "2013-11-30",
         490
        ],
        [
         "2013-12-01",
         683
        ],
        [
         "2013-12-02",
         531
        ],
        [
         "2013-12-03",
         496
        ],
        [
         "2013-12-04",
         456
        ],
        [
         "2013-12-05",
         473
        ],
        [
         "2013-12-06",
         498
        ],
        [
         "2013-12-07",
         437
        ],
        [
         "2013-12-08",
         452
        ],
        [
         "2013-12-09",
         456
        ],
        [
         "2013-12-10",
         471
        ],
        [
         "2013-12-11",
         483
        ],
        [
         "2013-12-12",
         456
        ],
        [
         "2013-12-13",
         555
        ],
        [
         "2013-12-14",
         471
        ],
        [
         "2013-12-15",
         536
        ],
        [
         "2013-12-16",
         543
        ],
        [
         "2013-12-17",
         532
        ],
        [
         "2013-12-18",
         503
        ],
        [
         "2013-12-19",
         436
        ],
        [
         "2013-12-20",
         557
        ],
        [
         "2013-12-21",
         494
        ],
        [
         "2013-12-22",
         455
        ],
        [
         "2013-12-23",
         487
        ],
        [
         "2013-12-24",
         521
        ],
        [
         "2013-12-25",
         430
        ],
        [
         "2013-12-26",
         444
        ],
        [
         "2013-12-27",
         482
        ],
        [
         "2013-12-28",
         468
        ],
        [
         "2013-12-29",
         501
        ],
        [
         "2013-12-30",
         494
        ],
        [
         "2013-12-31",
         547
        ],
        [
         "2014-01-01",
         726
        ],
        [
         "2014-01-02",
         394
        ],
        [
         "2014-01-03",
         484
        ],
        [
         "2014-01-04",
         403
        ],
        [
         "2014-01-05",
         393
        ],
        [
         "2014-01-06",
         420
        ],
        [
         "2014-01-07",
         368
        ],
        [
         "2014-01-08",
         363
        ],
        [
         "2014-01-09",
         418
        ],
        [
         "2014-01-10",
         436
        ],
        [
         "2014-01-11",
         411
        ],
        [
         "2014-01-12",
         399
        ],
        [
         "2014-01-13",
         421
        ],
        [
         "2014-01-14",
         449
        ],
        [
         "2014-01-15",
         481
        ],
        [
         "2014-01-16",
         437
        ],
        [
         "2014-01-17",
         473
        ],
        [
         "2014-01-18",
         448
        ],
        [
         "2014-01-19",
         401
        ],
        [
         "2014-01-20",
         446
        ],
        [
         "2014-01-21",
         438
        ],
        [
         "2014-01-22",
         454
        ],
        [
         "2014-01-23",
         434
        ],
        [
         "2014-01-24",
         470
        ],
        [
         "2014-01-25",
         448
        ],
        [
         "2014-01-26",
         391
        ],
        [
         "2014-01-27",
         493
        ],
        [
         "2014-01-28",
         426
        ],
        [
         "2014-01-29",
         463
        ],
        [
         "2014-01-30",
         457
        ],
        [
         "2014-01-31",
         495
        ],
        [
         "2014-02-01",
         598
        ],
        [
         "2014-02-02",
         392
        ],
        [
         "2014-02-03",
         428
        ],
        [
         "2014-02-04",
         409
        ],
        [
         "2014-02-05",
         448
        ],
        [
         "2014-02-06",
         410
        ],
        [
         "2014-02-07",
         481
        ],
        [
         "2014-02-08",
         422
        ],
        [
         "2014-02-09",
         355
        ],
        [
         "2014-02-10",
         430
        ],
        [
         "2014-02-11",
         407
        ],
        [
         "2014-02-12",
         437
        ],
        [
         "2014-02-13",
         409
        ],
        [
         "2014-02-14",
         494
        ],
        [
         "2014-02-15",
         469
        ],
        [
         "2014-02-16",
         447
        ],
        [
         "2014-02-17",
         392
        ],
        [
         "2014-02-18",
         419
        ],
        [
         "2014-02-19",
         416
        ],
        [
         "2014-02-20",
         458
        ],
        [
         "2014-02-21",
         522
        ],
        [
         "2014-02-22",
         421
        ],
        [
         "2014-02-23",
         413
        ],
        [
         "2014-02-24",
         445
        ],
        [
         "2014-02-25",
         428
        ],
        [
         "2014-02-26",
         405
        ],
        [
         "2014-02-27",
         424
        ],
        [
         "2014-02-28",
         443
        ],
        [
         "2014-03-01",
         576
        ],
        [
         "2014-03-02",
         436
        ],
        [
         "2014-03-03",
         476
        ],
        [
         "2014-03-04",
         408
        ],
        [
         "2014-03-05",
         428
        ],
        [
         "2014-03-06",
         412
        ],
        [
         "2014-03-07",
         457
        ],
        [
         "2014-03-08",
         474
        ],
        [
         "2014-03-09",
         379
        ],
        [
         "2014-03-10",
         483
        ],
        [
         "2014-03-11",
         400
        ],
        [
         "2014-03-12",
         446
        ],
        [
         "2014-03-13",
         421
        ],
        [
         "2014-03-14",
         519
        ],
        [
         "2014-03-15",
         499
        ],
        [
         "2014-03-16",
         424
        ],
        [
         "2014-03-17",
         420
        ],
        [
         "2014-03-18",
         452
        ],
        [
         "2014-03-19",
         429
        ],
        [
         "2014-03-20",
         402
        ],
        [
         "2014-03-21",
         508
        ],
        [
         "2014-03-22",
         407
        ],
        [
         "2014-03-23",
         431
        ],
        [
         "2014-03-24",
         417
        ],
        [
         "2014-03-25",
         457
        ],
        [
         "2014-03-26",
         452
        ],
        [
         "2014-03-27",
         436
        ],
        [
         "2014-03-28",
         501
        ],
        [
         "2014-03-29",
         461
        ],
        [
         "2014-03-30",
         454
        ],
        [
         "2014-03-31",
         437
        ],
        [
         "2014-04-01",
         600
        ],
        [
         "2014-04-02",
         443
        ],
        [
         "2014-04-03",
         404
        ],
        [
         "2014-04-04",
         470
        ],
        [
         "2014-04-05",
         447
        ],
        [
         "2014-04-06",
         427
        ],
        [
         "2014-04-07",
         453
        ],
        [
         "2014-04-08",
         435
        ],
        [
         "2014-04-09",
         437
        ],
        [
         "2014-04-10",
         460
        ],
        [
         "2014-04-11",
         509
        ],
        [
         "2014-04-12",
         439
        ],
        [
         "2014-04-13",
         399
        ],
        [
         "2014-04-14",
         465
        ],
        [
         "2014-04-15",
         456
        ],
        [
         "2014-04-16",
         480
        ],
        [
         "2014-04-17",
         429
        ],
        [
         "2014-04-18",
         464
        ],
        [
         "2014-04-19",
         482
        ],
        [
         "2014-04-20",
         453
        ],
        [
         "2014-04-21",
         420
        ],
        [
         "2014-04-22",
         413
        ],
        [
         "2014-04-23",
         456
        ],
        [
         "2014-04-24",
         504
        ],
        [
         "2014-04-25",
         498
        ],
        [
         "2014-04-26",
         445
        ],
        [
         "2014-04-27",
         490
        ],
        [
         "2014-04-28",
         470
        ],
        [
         "2014-04-29",
         489
        ],
        [
         "2014-04-30",
         474
        ],
        [
         "2014-05-01",
         658
        ],
        [
         "2014-05-02",
         510
        ],
        [
         "2014-05-03",
         511
        ],
        [
         "2014-05-04",
         429
        ],
        [
         "2014-05-05",
         475
        ],
        [
         "2014-05-06",
         429
        ],
        [
         "2014-05-07",
         456
        ],
        [
         "2014-05-08",
         445
        ],
        [
         "2014-05-09",
         471
        ],
        [
         "2014-05-10",
         473
        ],
        [
         "2014-05-11",
         378
        ],
        [
         "2014-05-12",
         489
        ],
        [
         "2014-05-13",
         487
        ],
        [
         "2014-05-14",
         474
        ],
        [
         "2014-05-15",
         493
        ],
        [
         "2014-05-16",
         508
        ],
        [
         "2014-05-17",
         484
        ],
        [
         "2014-05-18",
         426
        ],
        [
         "2014-05-19",
         497
        ],
        [
         "2014-05-20",
         497
        ],
        [
         "2014-05-21",
         463
        ],
        [
         "2014-05-22",
         488
        ],
        [
         "2014-05-23",
         522
        ],
        [
         "2014-05-24",
         482
        ],
        [
         "2014-05-25",
         483
        ],
        [
         "2014-05-26",
         435
        ],
        [
         "2014-05-27",
         488
        ],
        [
         "2014-05-28",
         462
        ],
        [
         "2014-05-29",
         491
        ],
        [
         "2014-05-30",
         513
        ],
        [
         "2014-05-31",
         464
        ],
        [
         "2014-06-01",
         578
        ],
        [
         "2014-06-02",
         477
        ],
        [
         "2014-06-03",
         460
        ],
        [
         "2014-06-04",
         477
        ],
        [
         "2014-06-05",
         484
        ],
        [
         "2014-06-06",
         525
        ],
        [
         "2014-06-07",
         457
        ],
        [
         "2014-06-08",
         424
        ],
        [
         "2014-06-09",
         474
        ],
        [
         "2014-06-10",
         489
        ],
        [
         "2014-06-11",
         416
        ],
        [
         "2014-06-12",
         441
        ],
        [
         "2014-06-13",
         507
        ],
        [
         "2014-06-14",
         495
        ],
        [
         "2014-06-15",
         514
        ],
        [
         "2014-06-16",
         506
        ],
        [
         "2014-06-17",
         469
        ],
        [
         "2014-06-18",
         464
        ],
        [
         "2014-06-19",
         488
        ],
        [
         "2014-06-20",
         573
        ],
        [
         "2014-06-21",
         443
        ],
        [
         "2014-06-22",
         457
        ],
        [
         "2014-06-23",
         461
        ],
        [
         "2014-06-24",
         469
        ],
        [
         "2014-06-25",
         472
        ],
        [
         "2014-06-26",
         488
        ],
        [
         "2014-06-27",
         472
        ],
        [
         "2014-06-28",
         555
        ],
        [
         "2014-06-29",
         521
        ],
        [
         "2014-06-30",
         480
        ],
        [
         "2014-07-01",
         596
        ],
        [
         "2014-07-02",
         463
        ],
        [
         "2014-07-03",
         471
        ],
        [
         "2014-07-04",
         572
        ],
        [
         "2014-07-05",
         532
        ],
        [
         "2014-07-06",
         467
        ],
        [
         "2014-07-07",
         499
        ],
        [
         "2014-07-08",
         430
        ],
        [
         "2014-07-09",
         440
        ],
        [
         "2014-07-10",
         484
        ],
        [
         "2014-07-11",
         527
        ],
        [
         "2014-07-12",
         508
        ],
        [
         "2014-07-13",
         546
        ],
        [
         "2014-07-14",
         480
        ],
        [
         "2014-07-15",
         519
        ],
        [
         "2014-07-16",
         457
        ],
        [
         "2014-07-17",
         466
        ],
        [
         "2014-07-18",
         538
        ],
        [
         "2014-07-19",
         466
        ],
        [
         "2014-07-20",
         496
        ],
        [
         "2014-07-21",
         469
        ],
        [
         "2014-07-22",
         478
        ],
        [
         "2014-07-23",
         491
        ],
        [
         "2014-07-24",
         477
        ],
        [
         "2014-07-25",
         522
        ],
        [
         "2014-07-26",
         502
        ],
        [
         "2014-07-27",
         469
        ],
        [
         "2014-07-28",
         510
        ],
        [
         "2014-07-29",
         469
        ],
        [
         "2014-07-30",
         475
        ],
        [
         "2014-07-31",
         466
        ],
        [
         "2014-08-01",
         596
        ],
        [
         "2014-08-02",
         464
        ],
        [
         "2014-08-03",
         467
        ],
        [
         "2014-08-04",
         502
        ],
        [
         "2014-08-05",
         443
        ],
        [
         "2014-08-06",
         421
        ],
        [
         "2014-08-07",
         458
        ],
        [
         "2014-08-08",
         481
        ],
        [
         "2014-08-09",
         465
        ],
        [
         "2014-08-10",
         458
        ],
        [
         "2014-08-11",
         456
        ],
        [
         "2014-08-12",
         486
        ],
        [
         "2014-08-13",
         471
        ],
        [
         "2014-08-14",
         475
        ],
        [
         "2014-08-15",
         543
        ],
        [
         "2014-08-16",
         512
        ],
        [
         "2014-08-17",
         454
        ],
        [
         "2014-08-18",
         536
        ],
        [
         "2014-08-19",
         470
        ],
        [
         "2014-08-20",
         513
        ],
        [
         "2014-08-21",
         490
        ],
        [
         "2014-08-22",
         513
        ],
        [
         "2014-08-23",
         485
        ],
        [
         "2014-08-24",
         454
        ],
        [
         "2014-08-25",
         489
        ],
        [
         "2014-08-26",
         484
        ],
        [
         "2014-08-27",
         464
        ],
        [
         "2014-08-28",
         522
        ],
        [
         "2014-08-29",
         520
        ],
        [
         "2014-08-30",
         500
        ],
        [
         "2014-08-31",
         471
        ],
        [
         "2014-09-01",
         605
        ],
        [
         "2014-09-02",
         499
        ],
        [
         "2014-09-03",
         462
        ],
        [
         "2014-09-04",
         461
        ],
        [
         "2014-09-05",
         538
        ],
        [
         "2014-09-06",
         482
        ],
        [
         "2014-09-07",
         474
        ],
        [
         "2014-09-08",
         509
        ],
        [
         "2014-09-09",
         419
        ],
        [
         "2014-09-10",
         498
        ],
        [
         "2014-09-11",
         501
        ],
        [
         "2014-09-12",
         500
        ],
        [
         "2014-09-13",
         500
        ],
        [
         "2014-09-14",
         458
        ],
        [
         "2014-09-15",
         501
        ],
        [
         "2014-09-16",
         523
        ],
        [
         "2014-09-17",
         501
        ],
        [
         "2014-09-18",
         451
        ],
        [
         "2014-09-19",
         493
        ],
        [
         "2014-09-20",
         543
        ],
        [
         "2014-09-21",
         511
        ],
        [
         "2014-09-22",
         513
        ],
        [
         "2014-09-23",
         479
        ],
        [
         "2014-09-24",
         497
        ],
        [
         "2014-09-25",
         512
        ],
        [
         "2014-09-26",
         518
        ],
        [
         "2014-09-27",
         459
        ],
        [
         "2014-09-28",
         469
        ],
        [
         "2014-09-29",
         471
        ],
        [
         "2014-09-30",
         462
        ],
        [
         "2014-10-01",
         531
        ],
        [
         "2014-10-02",
         469
        ],
        [
         "2014-10-03",
         527
        ],
        [
         "2014-10-04",
         454
        ],
        [
         "2014-10-05",
         480
        ],
        [
         "2014-10-06",
         444
        ],
        [
         "2014-10-07",
         498
        ],
        [
         "2014-10-08",
         440
        ],
        [
         "2014-10-09",
         433
        ],
        [
         "2014-10-10",
         502
        ],
        [
         "2014-10-11",
         493
        ],
        [
         "2014-10-12",
         407
        ],
        [
         "2014-10-13",
         445
        ],
        [
         "2014-10-14",
         477
        ],
        [
         "2014-10-15",
         471
        ],
        [
         "2014-10-16",
         459
        ],
        [
         "2014-10-17",
         425
        ],
        [
         "2014-10-18",
         491
        ],
        [
         "2014-10-19",
         433
        ],
        [
         "2014-10-20",
         479
        ],
        [
         "2014-10-21",
         438
        ],
        [
         "2014-10-22",
         441
        ],
        [
         "2014-10-23",
         452
        ],
        [
         "2014-10-24",
         494
        ],
        [
         "2014-10-25",
         478
        ],
        [
         "2014-10-26",
         393
        ],
        [
         "2014-10-27",
         441
        ],
        [
         "2014-10-28",
         435
        ],
        [
         "2014-10-29",
         441
        ],
        [
         "2014-10-30",
         431
        ],
        [
         "2014-10-31",
         533
        ],
        [
         "2014-11-01",
         527
        ],
        [
         "2014-11-02",
         415
        ],
        [
         "2014-11-03",
         473
        ],
        [
         "2014-11-04",
         420
        ],
        [
         "2014-11-05",
         443
        ],
        [
         "2014-11-06",
         423
        ],
        [
         "2014-11-07",
         475
        ],
        [
         "2014-11-08",
         430
        ],
        [
         "2014-11-09",
         474
        ],
        [
         "2014-11-10",
         429
        ],
        [
         "2014-11-11",
         398
        ],
        [
         "2014-11-12",
         428
        ],
        [
         "2014-11-13",
         392
        ],
        [
         "2014-11-14",
         498
        ],
        [
         "2014-11-15",
         432
        ],
        [
         "2014-11-16",
         429
        ],
        [
         "2014-11-17",
         462
        ],
        [
         "2014-11-18",
         397
        ],
        [
         "2014-11-19",
         432
        ],
        [
         "2014-11-20",
         457
        ],
        [
         "2014-11-21",
         455
        ],
        [
         "2014-11-22",
         432
        ],
        [
         "2014-11-23",
         416
        ],
        [
         "2014-11-24",
         402
        ],
        [
         "2014-11-25",
         389
        ],
        [
         "2014-11-26",
         449
        ],
        [
         "2014-11-27",
         338
        ],
        [
         "2014-11-28",
         397
        ],
        [
         "2014-11-29",
         431
        ],
        [
         "2014-11-30",
         405
        ],
        [
         "2014-12-01",
         460
        ],
        [
         "2014-12-02",
         379
        ],
        [
         "2014-12-03",
         408
        ],
        [
         "2014-12-04",
         442
        ],
        [
         "2014-12-05",
         474
        ],
        [
         "2014-12-06",
         424
        ],
        [
         "2014-12-07",
         418
        ],
        [
         "2014-12-08",
         453
        ],
        [
         "2014-12-09",
         419
        ],
        [
         "2014-12-10",
         474
        ],
        [
         "2014-12-11",
         440
        ],
        [
         "2014-12-12",
         439
        ],
        [
         "2014-12-13",
         441
        ],
        [
         "2014-12-14",
         410
        ],
        [
         "2014-12-15",
         466
        ],
        [
         "2014-12-16",
         414
        ],
        [
         "2014-12-17",
         425
        ],
        [
         "2014-12-18",
         462
        ],
        [
         "2014-12-19",
         463
        ],
        [
         "2014-12-20",
         432
        ],
        [
         "2014-12-21",
         424
        ],
        [
         "2014-12-22",
         445
        ],
        [
         "2014-12-23",
         423
        ],
        [
         "2014-12-24",
         425
        ],
        [
         "2014-12-25",
         339
        ],
        [
         "2014-12-26",
         386
        ],
        [
         "2014-12-27",
         406
        ],
        [
         "2014-12-28",
         328
        ],
        [
         "2014-12-29",
         310
        ],
        [
         "2014-12-30",
         296
        ],
        [
         "2014-12-31",
         123
        ],
        [
         "2015-01-01",
         1635
        ],
        [
         "2015-01-02",
         517
        ],
        [
         "2015-01-03",
         496
        ],
        [
         "2015-01-04",
         511
        ],
        [
         "2015-01-05",
         633
        ],
        [
         "2015-01-06",
         512
        ],
        [
         "2015-01-07",
         524
        ],
        [
         "2015-01-08",
         563
        ],
        [
         "2015-01-09",
         625
        ],
        [
         "2015-01-10",
         611
        ],
        [
         "2015-01-11",
         504
        ],
        [
         "2015-01-12",
         527
        ],
        [
         "2015-01-13",
         505
        ],
        [
         "2015-01-14",
         574
        ],
        [
         "2015-01-15",
         641
        ],
        [
         "2015-01-16",
         577
        ],
        [
         "2015-01-17",
         568
        ],
        [
         "2015-01-18",
         510
        ],
        [
         "2015-01-19",
         483
        ],
        [
         "2015-01-20",
         603
        ],
        [
         "2015-01-21",
         569
        ],
        [
         "2015-01-22",
         576
        ],
        [
         "2015-01-23",
         591
        ],
        [
         "2015-01-24",
         572
        ],
        [
         "2015-01-25",
         544
        ],
        [
         "2015-01-26",
         644
        ],
        [
         "2015-01-27",
         577
        ],
        [
         "2015-01-28",
         535
        ],
        [
         "2015-01-29",
         568
        ],
        [
         "2015-01-30",
         615
        ],
        [
         "2015-01-31",
         572
        ],
        [
         "2015-02-01",
         768
        ],
        [
         "2015-02-02",
         594
        ],
        [
         "2015-02-03",
         523
        ],
        [
         "2015-02-04",
         567
        ],
        [
         "2015-02-05",
         542
        ],
        [
         "2015-02-06",
         592
        ],
        [
         "2015-02-07",
         552
        ],
        [
         "2015-02-08",
         525
        ],
        [
         "2015-02-09",
         575
        ],
        [
         "2015-02-10",
         527
        ],
        [
         "2015-02-11",
         551
        ],
        [
         "2015-02-12",
         616
        ],
        [
         "2015-02-13",
         637
        ],
        [
         "2015-02-14",
         580
        ],
        [
         "2015-02-15",
         602
        ],
        [
         "2015-02-16",
         571
        ],
        [
         "2015-02-17",
         524
        ],
        [
         "2015-02-18",
         563
        ],
        [
         "2015-02-19",
         589
        ],
        [
         "2015-02-20",
         610
        ],
        [
         "2015-02-21",
         554
        ],
        [
         "2015-02-22",
         530
        ],
        [
         "2015-02-23",
         538
        ],
        [
         "2015-02-24",
         528
        ],
        [
         "2015-02-25",
         549
        ],
        [
         "2015-02-26",
         564
        ],
        [
         "2015-02-27",
         605
        ],
        [
         "2015-02-28",
         536
        ],
        [
         "2015-03-01",
         840
        ],
        [
         "2015-03-02",
         589
        ],
        [
         "2015-03-03",
         567
        ],
        [
         "2015-03-04",
         517
        ],
        [
         "2015-03-05",
         537
        ],
        [
         "2015-03-06",
         613
        ],
        [
         "2015-03-07",
         587
        ],
        [
         "2015-03-08",
         478
        ],
        [
         "2015-03-09",
         564
        ],
        [
         "2015-03-10",
         572
        ],
        [
         "2015-03-11",
         581
        ],
        [
         "2015-03-12",
         543
        ],
        [
         "2015-03-13",
         577
        ],
        [
         "2015-03-14",
         627
        ],
        [
         "2015-03-15",
         615
        ],
        [
         "2015-03-16",
         593
        ],
        [
         "2015-03-17",
         574
        ],
        [
         "2015-03-18",
         516
        ],
        [
         "2015-03-19",
         536
        ],
        [
         "2015-03-20",
         651
        ],
        [
         "2015-03-21",
         562
        ],
        [
         "2015-03-22",
         568
        ],
        [
         "2015-03-23",
         566
        ],
        [
         "2015-03-24",
         580
        ],
        [
         "2015-03-25",
         586
        ],
        [
         "2015-03-26",
         591
        ],
        [
         "2015-03-27",
         636
        ],
        [
         "2015-03-28",
         598
        ],
        [
         "2015-03-29",
         506
        ],
        [
         "2015-03-30",
         563
        ],
        [
         "2015-03-31",
         585
        ],
        [
         "2015-04-01",
         804
        ],
        [
         "2015-04-02",
         534
        ],
        [
         "2015-04-03",
         628
        ],
        [
         "2015-04-04",
         525
        ],
        [
         "2015-04-05",
         510
        ],
        [
         "2015-04-06",
         533
        ],
        [
         "2015-04-07",
         518
        ],
        [
         "2015-04-08",
         492
        ],
        [
         "2015-04-09",
         537
        ],
        [
         "2015-04-10",
         587
        ],
        [
         "2015-04-11",
         548
        ],
        [
         "2015-04-12",
         517
        ],
        [
         "2015-04-13",
         587
        ],
        [
         "2015-04-14",
         565
        ],
        [
         "2015-04-15",
         667
        ],
        [
         "2015-04-16",
         572
        ],
        [
         "2015-04-17",
         593
        ],
        [
         "2015-04-18",
         577
        ],
        [
         "2015-04-19",
         537
        ],
        [
         "2015-04-20",
         571
        ],
        [
         "2015-04-21",
         535
        ],
        [
         "2015-04-22",
         575
        ],
        [
         "2015-04-23",
         541
        ],
        [
         "2015-04-24",
         549
        ],
        [
         "2015-04-25",
         550
        ],
        [
         "2015-04-26",
         552
        ],
        [
         "2015-04-27",
         544
        ],
        [
         "2015-04-28",
         572
        ],
        [
         "2015-04-29",
         556
        ],
        [
         "2015-04-30",
         582
        ],
        [
         "2015-05-01",
         872
        ],
        [
         "2015-05-02",
         621
        ],
        [
         "2015-05-03",
         543
        ],
        [
         "2015-05-04",
         540
        ],
        [
         "2015-05-05",
         571
        ],
        [
         "2015-05-06",
         522
        ],
        [
         "2015-05-07",
         533
        ],
        [
         "2015-05-08",
         553
        ],
        [
         "2015-05-09",
         551
        ],
        [
         "2015-05-10",
         530
        ],
        [
         "2015-05-11",
         589
        ],
        [
         "2015-05-12",
         577
        ],
        [
         "2015-05-13",
         540
        ],
        [
         "2015-05-14",
         544
        ],
        [
         "2015-05-15",
         688
        ],
        [
         "2015-05-16",
         562
        ],
        [
         "2015-05-17",
         521
        ],
        [
         "2015-05-18",
         564
        ],
        [
         "2015-05-19",
         605
        ],
        [
         "2015-05-20",
         601
        ],
        [
         "2015-05-21",
         612
        ],
        [
         "2015-05-22",
         599
        ],
        [
         "2015-05-23",
         519
        ],
        [
         "2015-05-24",
         582
        ],
        [
         "2015-05-25",
         546
        ],
        [
         "2015-05-26",
         557
        ],
        [
         "2015-05-27",
         540
        ],
        [
         "2015-05-28",
         563
        ],
        [
         "2015-05-29",
         624
        ],
        [
         "2015-05-30",
         627
        ],
        [
         "2015-05-31",
         557
        ],
        [
         "2015-06-01",
         922
        ],
        [
         "2015-06-02",
         569
        ],
        [
         "2015-06-03",
         533
        ],
        [
         "2015-06-04",
         560
        ],
        [
         "2015-06-05",
         594
        ],
        [
         "2015-06-06",
         574
        ],
        [
         "2015-06-07",
         514
        ],
        [
         "2015-06-08",
         562
        ],
        [
         "2015-06-09",
         548
        ],
        [
         "2015-06-10",
         572
        ],
        [
         "2015-06-11",
         618
        ],
        [
         "2015-06-12",
         634
        ],
        [
         "2015-06-13",
         548
        ],
        [
         "2015-06-14",
         517
        ],
        [
         "2015-06-15",
         660
        ],
        [
         "2015-06-16",
         504
        ],
        [
         "2015-06-17",
         581
        ],
        [
         "2015-06-18",
         582
        ],
        [
         "2015-06-19",
         598
        ],
        [
         "2015-06-20",
         624
        ],
        [
         "2015-06-21",
         547
        ],
        [
         "2015-06-22",
         570
        ],
        [
         "2015-06-23",
         551
        ],
        [
         "2015-06-24",
         568
        ],
        [
         "2015-06-25",
         536
        ],
        [
         "2015-06-26",
         653
        ],
        [
         "2015-06-27",
         601
        ],
        [
         "2015-06-28",
         566
        ],
        [
         "2015-06-29",
         605
        ],
        [
         "2015-06-30",
         560
        ],
        [
         "2015-07-01",
         841
        ],
        [
         "2015-07-02",
         543
        ],
        [
         "2015-07-03",
         637
        ],
        [
         "2015-07-04",
         600
        ],
        [
         "2015-07-05",
         548
        ],
        [
         "2015-07-06",
         601
        ],
        [
         "2015-07-07",
         537
        ],
        [
         "2015-07-08",
         591
        ],
        [
         "2015-07-09",
         565
        ],
        [
         "2015-07-10",
         569
        ],
        [
         "2015-07-11",
         559
        ],
        [
         "2015-07-12",
         535
        ],
        [
         "2015-07-13",
         605
        ],
        [
         "2015-07-14",
         551
        ],
        [
         "2015-07-15",
         674
        ],
        [
         "2015-07-16",
         519
        ],
        [
         "2015-07-17",
         616
        ],
        [
         "2015-07-18",
         526
        ],
        [
         "2015-07-19",
         598
        ],
        [
         "2015-07-20",
         646
        ],
        [
         "2015-07-21",
         612
        ],
        [
         "2015-07-22",
         595
        ],
        [
         "2015-07-23",
         605
        ],
        [
         "2015-07-24",
         593
        ],
        [
         "2015-07-25",
         639
        ],
        [
         "2015-07-26",
         618
        ],
        [
         "2015-07-27",
         658
        ],
        [
         "2015-07-28",
         618
        ],
        [
         "2015-07-29",
         618
        ],
        [
         "2015-07-30",
         616
        ],
        [
         "2015-07-31",
         673
        ],
        [
         "2015-08-01",
         892
        ],
        [
         "2015-08-02",
         631
        ],
        [
         "2015-08-03",
         638
        ],
        [
         "2015-08-04",
         572
        ],
        [
         "2015-08-05",
         628
        ],
        [
         "2015-08-06",
         608
        ],
        [
         "2015-08-07",
         578
        ],
        [
         "2015-08-08",
         565
        ],
        [
         "2015-08-09",
         544
        ],
        [
         "2015-08-10",
         592
        ],
        [
         "2015-08-11",
         532
        ],
        [
         "2015-08-12",
         599
        ],
        [
         "2015-08-13",
         569
        ],
        [
         "2015-08-14",
         596
        ],
        [
         "2015-08-15",
         668
        ],
        [
         "2015-08-16",
         596
        ],
        [
         "2015-08-17",
         610
        ],
        [
         "2015-08-18",
         554
        ],
        [
         "2015-08-19",
         620
        ],
        [
         "2015-08-20",
         654
        ],
        [
         "2015-08-21",
         644
        ],
        [
         "2015-08-22",
         642
        ],
        [
         "2015-08-23",
         595
        ],
        [
         "2015-08-24",
         642
        ],
        [
         "2015-08-25",
         629
        ],
        [
         "2015-08-26",
         593
        ],
        [
         "2015-08-27",
         571
        ],
        [
         "2015-08-28",
         641
        ],
        [
         "2015-08-29",
         643
        ],
        [
         "2015-08-30",
         565
        ],
        [
         "2015-08-31",
         600
        ],
        [
         "2015-09-01",
         865
        ],
        [
         "2015-09-02",
         531
        ],
        [
         "2015-09-03",
         602
        ],
        [
         "2015-09-04",
         610
        ],
        [
         "2015-09-05",
         590
        ],
        [
         "2015-09-06",
         538
        ],
        [
         "2015-09-07",
         564
        ],
        [
         "2015-09-08",
         579
        ],
        [
         "2015-09-09",
         565
        ],
        [
         "2015-09-10",
         608
        ],
        [
         "2015-09-11",
         671
        ],
        [
         "2015-09-12",
         574
        ],
        [
         "2015-09-13",
         610
        ],
        [
         "2015-09-14",
         592
        ],
        [
         "2015-09-15",
         644
        ],
        [
         "2015-09-16",
         578
        ],
        [
         "2015-09-17",
         581
        ],
        [
         "2015-09-18",
         671
        ],
        [
         "2015-09-19",
         573
        ],
        [
         "2015-09-20",
         642
        ],
        [
         "2015-09-21",
         578
        ],
        [
         "2015-09-22",
         589
        ],
        [
         "2015-09-23",
         600
        ],
        [
         "2015-09-24",
         633
        ],
        [
         "2015-09-25",
         645
        ],
        [
         "2015-09-26",
         652
        ],
        [
         "2015-09-27",
         567
        ],
        [
         "2015-09-28",
         608
        ],
        [
         "2015-09-29",
         595
        ],
        [
         "2015-09-30",
         627
        ],
        [
         "2015-10-01",
         850
        ],
        [
         "2015-10-02",
         598
        ],
        [
         "2015-10-03",
         662
        ],
        [
         "2015-10-04",
         534
        ],
        [
         "2015-10-05",
         588
        ],
        [
         "2015-10-06",
         550
        ],
        [
         "2015-10-07",
         570
        ],
        [
         "2015-10-08",
         625
        ],
        [
         "2015-10-09",
         634
        ],
        [
         "2015-10-10",
         657
        ],
        [
         "2015-10-11",
         596
        ],
        [
         "2015-10-12",
         605
        ],
        [
         "2015-10-13",
         588
        ],
        [
         "2015-10-14",
         602
        ],
        [
         "2015-10-15",
         740
        ],
        [
         "2015-10-16",
         704
        ],
        [
         "2015-10-17",
         675
        ],
        [
         "2015-10-18",
         576
        ],
        [
         "2015-10-19",
         592
        ],
        [
         "2015-10-20",
         640
        ],
        [
         "2015-10-21",
         558
        ],
        [
         "2015-10-22",
         539
        ],
        [
         "2015-10-23",
         627
        ],
        [
         "2015-10-24",
         570
        ],
        [
         "2015-10-25",
         612
        ],
        [
         "2015-10-26",
         592
        ],
        [
         "2015-10-27",
         601
        ],
        [
         "2015-10-28",
         602
        ],
        [
         "2015-10-29",
         571
        ],
        [
         "2015-10-30",
         613
        ],
        [
         "2015-10-31",
         745
        ],
        [
         "2015-11-01",
         931
        ],
        [
         "2015-11-02",
         553
        ],
        [
         "2015-11-03",
         520
        ],
        [
         "2015-11-04",
         535
        ],
        [
         "2015-11-05",
         528
        ],
        [
         "2015-11-06",
         597
        ],
        [
         "2015-11-07",
         536
        ],
        [
         "2015-11-08",
         536
        ],
        [
         "2015-11-09",
         578
        ],
        [
         "2015-11-10",
         530
        ],
        [
         "2015-11-11",
         492
        ],
        [
         "2015-11-12",
         556
        ],
        [
         "2015-11-13",
         612
        ],
        [
         "2015-11-14",
         587
        ],
        [
         "2015-11-15",
         660
        ],
        [
         "2015-11-16",
         603
        ],
        [
         "2015-11-17",
         551
        ],
        [
         "2015-11-18",
         583
        ],
        [
         "2015-11-19",
         564
        ],
        [
         "2015-11-20",
         673
        ],
        [
         "2015-11-21",
         595
        ],
        [
         "2015-11-22",
         612
        ],
        [
         "2015-11-23",
         612
        ],
        [
         "2015-11-24",
         571
        ],
        [
         "2015-11-25",
         622
        ],
        [
         "2015-11-26",
         435
        ],
        [
         "2015-11-27",
         515
        ],
        [
         "2015-11-28",
         574
        ],
        [
         "2015-11-29",
         546
        ],
        [
         "2015-11-30",
         579
        ],
        [
         "2015-12-01",
         854
        ],
        [
         "2015-12-02",
         545
        ],
        [
         "2015-12-03",
         569
        ],
        [
         "2015-12-04",
         628
        ],
        [
         "2015-12-05",
         577
        ],
        [
         "2015-12-06",
         600
        ],
        [
         "2015-12-07",
         555
        ],
        [
         "2015-12-08",
         549
        ],
        [
         "2015-12-09",
         620
        ],
        [
         "2015-12-10",
         591
        ],
        [
         "2015-12-11",
         629
        ],
        [
         "2015-12-12",
         594
        ],
        [
         "2015-12-13",
         606
        ],
        [
         "2015-12-14",
         555
        ],
        [
         "2015-12-15",
         702
        ],
        [
         "2015-12-16",
         559
        ],
        [
         "2015-12-17",
         520
        ],
        [
         "2015-12-18",
         602
        ],
        [
         "2015-12-19",
         587
        ],
        [
         "2015-12-20",
         610
        ],
        [
         "2015-12-21",
         624
        ],
        [
         "2015-12-22",
         573
        ],
        [
         "2015-12-23",
         626
        ],
        [
         "2015-12-24",
         626
        ],
        [
         "2015-12-25",
         468
        ],
        [
         "2015-12-26",
         513
        ],
        [
         "2015-12-27",
         503
        ],
        [
         "2015-12-28",
         546
        ],
        [
         "2015-12-29",
         516
        ],
        [
         "2015-12-30",
         552
        ],
        [
         "2015-12-31",
         627
        ],
        [
         "2016-01-01",
         1578
        ],
        [
         "2016-01-02",
         538
        ],
        [
         "2016-01-03",
         510
        ],
        [
         "2016-01-04",
         569
        ],
        [
         "2016-01-05",
         615
        ],
        [
         "2016-01-06",
         501
        ],
        [
         "2016-01-07",
         561
        ],
        [
         "2016-01-08",
         601
        ],
        [
         "2016-01-09",
         552
        ],
        [
         "2016-01-10",
         523
        ],
        [
         "2016-01-11",
         610
        ],
        [
         "2016-01-12",
         517
        ],
        [
         "2016-01-13",
         570
        ],
        [
         "2016-01-14",
         583
        ],
        [
         "2016-01-15",
         726
        ],
        [
         "2016-01-16",
         627
        ],
        [
         "2016-01-17",
         592
        ],
        [
         "2016-01-18",
         590
        ],
        [
         "2016-01-19",
         567
        ],
        [
         "2016-01-20",
         617
        ],
        [
         "2016-01-21",
         671
        ],
        [
         "2016-01-22",
         670
        ],
        [
         "2016-01-23",
         611
        ],
        [
         "2016-01-24",
         572
        ],
        [
         "2016-01-25",
         621
        ],
        [
         "2016-01-26",
         594
        ],
        [
         "2016-01-27",
         545
        ],
        [
         "2016-01-28",
         584
        ],
        [
         "2016-01-29",
         672
        ],
        [
         "2016-01-30",
         571
        ],
        [
         "2016-01-31",
         536
        ],
        [
         "2016-02-01",
         899
        ],
        [
         "2016-02-02",
         605
        ],
        [
         "2016-02-03",
         610
        ],
        [
         "2016-02-04",
         561
        ],
        [
         "2016-02-05",
         650
        ],
        [
         "2016-02-06",
         561
        ],
        [
         "2016-02-07",
         613
        ],
        [
         "2016-02-08",
         570
        ],
        [
         "2016-02-09",
         601
        ],
        [
         "2016-02-10",
         587
        ],
        [
         "2016-02-11",
         570
        ],
        [
         "2016-02-12",
         579
        ],
        [
         "2016-02-13",
         565
        ],
        [
         "2016-02-14",
         530
        ],
        [
         "2016-02-15",
         564
        ],
        [
         "2016-02-16",
         592
        ],
        [
         "2016-02-17",
         583
        ],
        [
         "2016-02-18",
         586
        ],
        [
         "2016-02-19",
         634
        ],
        [
         "2016-02-20",
         607
        ],
        [
         "2016-02-21",
         598
        ],
        [
         "2016-02-22",
         567
        ],
        [
         "2016-02-23",
         552
        ],
        [
         "2016-02-24",
         596
        ],
        [
         "2016-02-25",
         551
        ],
        [
         "2016-02-26",
         644
        ],
        [
         "2016-02-27",
         630
        ],
        [
         "2016-02-28",
         602
        ],
        [
         "2016-02-29",
         566
        ],
        [
         "2016-03-01",
         833
        ],
        [
         "2016-03-02",
         558
        ],
        [
         "2016-03-03",
         539
        ],
        [
         "2016-03-04",
         590
        ],
        [
         "2016-03-05",
         602
        ],
        [
         "2016-03-06",
         560
        ],
        [
         "2016-03-07",
         569
        ],
        [
         "2016-03-08",
         589
        ],
        [
         "2016-03-09",
         559
        ],
        [
         "2016-03-10",
         597
        ],
        [
         "2016-03-11",
         555
        ],
        [
         "2016-03-12",
         578
        ],
        [
         "2016-03-13",
         567
        ],
        [
         "2016-03-14",
         611
        ],
        [
         "2016-03-15",
         604
        ],
        [
         "2016-03-16",
         608
        ],
        [
         "2016-03-17",
         578
        ],
        [
         "2016-03-18",
         595
        ],
        [
         "2016-03-19",
         587
        ],
        [
         "2016-03-20",
         557
        ],
        [
         "2016-03-21",
         570
        ],
        [
         "2016-03-22",
         576
        ],
        [
         "2016-03-23",
         594
        ],
        [
         "2016-03-24",
         617
        ],
        [
         "2016-03-25",
         664
        ],
        [
         "2016-03-26",
         577
        ],
        [
         "2016-03-27",
         538
        ],
        [
         "2016-03-28",
         571
        ],
        [
         "2016-03-29",
         590
        ],
        [
         "2016-03-30",
         582
        ],
        [
         "2016-03-31",
         569
        ],
        [
         "2016-04-01",
         903
        ],
        [
         "2016-04-02",
         610
        ],
        [
         "2016-04-03",
         591
        ],
        [
         "2016-04-04",
         616
        ],
        [
         "2016-04-05",
         597
        ],
        [
         "2016-04-06",
         585
        ],
        [
         "2016-04-07",
         604
        ],
        [
         "2016-04-08",
         669
        ],
        [
         "2016-04-09",
         568
        ],
        [
         "2016-04-10",
         618
        ],
        [
         "2016-04-11",
         616
        ],
        [
         "2016-04-12",
         611
        ],
        [
         "2016-04-13",
         581
        ],
        [
         "2016-04-14",
         617
        ],
        [
         "2016-04-15",
         749
        ],
        [
         "2016-04-16",
         651
        ],
        [
         "2016-04-17",
         645
        ],
        [
         "2016-04-18",
         616
        ],
        [
         "2016-04-19",
         597
        ],
        [
         "2016-04-20",
         626
        ],
        [
         "2016-04-21",
         561
        ],
        [
         "2016-04-22",
         624
        ],
        [
         "2016-04-23",
         590
        ],
        [
         "2016-04-24",
         601
        ],
        [
         "2016-04-25",
         587
        ],
        [
         "2016-04-26",
         617
        ],
        [
         "2016-04-27",
         591
        ],
        [
         "2016-04-28",
         559
        ],
        [
         "2016-04-29",
         603
        ],
        [
         "2016-04-30",
         639
        ],
        [
         "2016-05-01",
         851
        ],
        [
         "2016-05-02",
         639
        ],
        [
         "2016-05-03",
         603
        ],
        [
         "2016-05-04",
         558
        ],
        [
         "2016-05-05",
         631
        ],
        [
         "2016-05-06",
         619
        ],
        [
         "2016-05-07",
         597
        ],
        [
         "2016-05-08",
         598
        ],
        [
         "2016-05-09",
         531
        ],
        [
         "2016-05-10",
         562
        ],
        [
         "2016-05-11",
         567
        ],
        [
         "2016-05-12",
         597
        ],
        [
         "2016-05-13",
         629
        ],
        [
         "2016-05-14",
         626
        ],
        [
         "2016-05-15",
         618
        ],
        [
         "2016-05-16",
         629
        ],
        [
         "2016-05-17",
         588
        ],
        [
         "2016-05-18",
         602
        ],
        [
         "2016-05-19",
         617
        ],
        [
         "2016-05-20",
         672
        ],
        [
         "2016-05-21",
         598
        ],
        [
         "2016-05-22",
         602
        ],
        [
         "2016-05-23",
         618
        ],
        [
         "2016-05-24",
         638
        ],
        [
         "2016-05-25",
         628
        ],
        [
         "2016-05-26",
         623
        ],
        [
         "2016-05-27",
         663
        ],
        [
         "2016-05-28",
         588
        ],
        [
         "2016-05-29",
         635
        ],
        [
         "2016-05-30",
         568
        ],
        [
         "2016-05-31",
         580
        ],
        [
         "2016-06-01",
         915
        ],
        [
         "2016-06-02",
         616
        ],
        [
         "2016-06-03",
         667
        ],
        [
         "2016-06-04",
         569
        ],
        [
         "2016-06-05",
         519
        ],
        [
         "2016-06-06",
         614
        ],
        [
         "2016-06-07",
         577
        ],
        [
         "2016-06-08",
         628
        ],
        [
         "2016-06-09",
         638
        ],
        [
         "2016-06-10",
         655
        ],
        [
         "2016-06-11",
         589
        ],
        [
         "2016-06-12",
         617
        ],
        [
         "2016-06-13",
         615
        ],
        [
         "2016-06-14",
         595
        ],
        [
         "2016-06-15",
         657
        ],
        [
         "2016-06-16",
         625
        ],
        [
         "2016-06-17",
         655
        ],
        [
         "2016-06-18",
         623
        ],
        [
         "2016-06-19",
         596
        ],
        [
         "2016-06-20",
         672
        ],
        [
         "2016-06-21",
         632
        ],
        [
         "2016-06-22",
         639
        ],
        [
         "2016-06-23",
         645
        ],
        [
         "2016-06-24",
         605
        ],
        [
         "2016-06-25",
         662
        ],
        [
         "2016-06-26",
         655
        ],
        [
         "2016-06-27",
         685
        ],
        [
         "2016-06-28",
         633
        ],
        [
         "2016-06-29",
         582
        ],
        [
         "2016-06-30",
         626
        ],
        [
         "2016-07-01",
         895
        ],
        [
         "2016-07-02",
         612
        ],
        [
         "2016-07-03",
         599
        ],
        [
         "2016-07-04",
         643
        ],
        [
         "2016-07-05",
         662
        ],
        [
         "2016-07-06",
         643
        ],
        [
         "2016-07-07",
         554
        ],
        [
         "2016-07-08",
         660
        ],
        [
         "2016-07-09",
         540
        ],
        [
         "2016-07-10",
         627
        ],
        [
         "2016-07-11",
         613
        ],
        [
         "2016-07-12",
         531
        ],
        [
         "2016-07-13",
         602
        ],
        [
         "2016-07-14",
         622
        ],
        [
         "2016-07-15",
         665
        ],
        [
         "2016-07-16",
         652
        ],
        [
         "2016-07-17",
         565
        ],
        [
         "2016-07-18",
         598
        ],
        [
         "2016-07-19",
         609
        ],
        [
         "2016-07-20",
         668
        ],
        [
         "2016-07-21",
         601
        ],
        [
         "2016-07-22",
         699
        ],
        [
         "2016-07-23",
         617
        ],
        [
         "2016-07-24",
         574
        ],
        [
         "2016-07-25",
         617
        ],
        [
         "2016-07-26",
         632
        ],
        [
         "2016-07-27",
         610
        ],
        [
         "2016-07-28",
         621
        ],
        [
         "2016-07-29",
         655
        ],
        [
         "2016-07-30",
         656
        ],
        [
         "2016-07-31",
         603
        ],
        [
         "2016-08-01",
         931
        ],
        [
         "2016-08-02",
         623
        ],
        [
         "2016-08-03",
         637
        ],
        [
         "2016-08-04",
         605
        ],
        [
         "2016-08-05",
         647
        ],
        [
         "2016-08-06",
         597
        ],
        [
         "2016-08-07",
         587
        ],
        [
         "2016-08-08",
         645
        ],
        [
         "2016-08-09",
         576
        ],
        [
         "2016-08-10",
         601
        ],
        [
         "2016-08-11",
         610
        ],
        [
         "2016-08-12",
         579
        ],
        [
         "2016-08-13",
         639
        ],
        [
         "2016-08-14",
         566
        ],
        [
         "2016-08-15",
         690
        ],
        [
         "2016-08-16",
         592
        ],
        [
         "2016-08-17",
         629
        ],
        [
         "2016-08-18",
         585
        ],
        [
         "2016-08-19",
         655
        ],
        [
         "2016-08-20",
         706
        ],
        [
         "2016-08-21",
         599
        ],
        [
         "2016-08-22",
         646
        ],
        [
         "2016-08-23",
         610
        ],
        [
         "2016-08-24",
         642
        ],
        [
         "2016-08-25",
         595
        ],
        [
         "2016-08-26",
         704
        ],
        [
         "2016-08-27",
         613
        ],
        [
         "2016-08-28",
         597
        ],
        [
         "2016-08-29",
         590
        ],
        [
         "2016-08-30",
         598
        ],
        [
         "2016-08-31",
         590
        ],
        [
         "2016-09-01",
         913
        ],
        [
         "2016-09-02",
         676
        ],
        [
         "2016-09-03",
         605
        ],
        [
         "2016-09-04",
         564
        ],
        [
         "2016-09-05",
         622
        ],
        [
         "2016-09-06",
         569
        ],
        [
         "2016-09-07",
         529
        ],
        [
         "2016-09-08",
         610
        ],
        [
         "2016-09-09",
         589
        ],
        [
         "2016-09-10",
         620
        ],
        [
         "2016-09-11",
         544
        ],
        [
         "2016-09-12",
         574
        ],
        [
         "2016-09-13",
         566
        ],
        [
         "2016-09-14",
         600
        ],
        [
         "2016-09-15",
         598
        ],
        [
         "2016-09-16",
         667
        ],
        [
         "2016-09-17",
         634
        ],
        [
         "2016-09-18",
         587
        ],
        [
         "2016-09-19",
         643
        ],
        [
         "2016-09-20",
         617
        ],
        [
         "2016-09-21",
         647
        ],
        [
         "2016-09-22",
         625
        ],
        [
         "2016-09-23",
         648
        ],
        [
         "2016-09-24",
         628
        ],
        [
         "2016-09-25",
         604
        ],
        [
         "2016-09-26",
         593
        ],
        [
         "2016-09-27",
         578
        ],
        [
         "2016-09-28",
         629
        ],
        [
         "2016-09-29",
         585
        ],
        [
         "2016-09-30",
         634
        ],
        [
         "2016-10-01",
         872
        ],
        [
         "2016-10-02",
         624
        ],
        [
         "2016-10-03",
         633
        ],
        [
         "2016-10-04",
         561
        ],
        [
         "2016-10-05",
         599
        ],
        [
         "2016-10-06",
         558
        ],
        [
         "2016-10-07",
         664
        ],
        [
         "2016-10-08",
         611
        ],
        [
         "2016-10-09",
         577
        ],
        [
         "2016-10-10",
         663
        ],
        [
         "2016-10-11",
         638
        ],
        [
         "2016-10-12",
         595
        ],
        [
         "2016-10-13",
         607
        ],
        [
         "2016-10-14",
         645
        ],
        [
         "2016-10-15",
         698
        ],
        [
         "2016-10-16",
         581
        ],
        [
         "2016-10-17",
         629
        ],
        [
         "2016-10-18",
         638
        ],
        [
         "2016-10-19",
         593
        ],
        [
         "2016-10-20",
         635
        ],
        [
         "2016-10-21",
         620
        ],
        [
         "2016-10-22",
         605
        ],
        [
         "2016-10-23",
         645
        ],
        [
         "2016-10-24",
         647
        ],
        [
         "2016-10-25",
         626
        ],
        [
         "2016-10-26",
         616
        ],
        [
         "2016-10-27",
         613
        ],
        [
         "2016-10-28",
         690
        ],
        [
         "2016-10-29",
         636
        ],
        [
         "2016-10-30",
         619
        ],
        [
         "2016-10-31",
         720
        ],
        [
         "2016-11-01",
         920
        ],
        [
         "2016-11-02",
         581
        ],
        [
         "2016-11-03",
         597
        ],
        [
         "2016-11-04",
         600
        ],
        [
         "2016-11-05",
         602
        ],
        [
         "2016-11-06",
         610
        ],
        [
         "2016-11-07",
         597
        ],
        [
         "2016-11-08",
         548
        ],
        [
         "2016-11-09",
         631
        ],
        [
         "2016-11-10",
         638
        ],
        [
         "2016-11-11",
         607
        ],
        [
         "2016-11-12",
         588
        ],
        [
         "2016-11-13",
         588
        ],
        [
         "2016-11-14",
         597
        ],
        [
         "2016-11-15",
         581
        ],
        [
         "2016-11-16",
         566
        ],
        [
         "2016-11-17",
         555
        ],
        [
         "2016-11-18",
         656
        ],
        [
         "2016-11-19",
         590
        ],
        [
         "2016-11-20",
         569
        ],
        [
         "2016-11-21",
         572
        ],
        [
         "2016-11-22",
         589
        ],
        [
         "2016-11-23",
         637
        ],
        [
         "2016-11-24",
         552
        ],
        [
         "2016-11-25",
         563
        ],
        [
         "2016-11-26",
         570
        ],
        [
         "2016-11-27",
         554
        ],
        [
         "2016-11-28",
         612
        ],
        [
         "2016-11-29",
         518
        ],
        [
         "2016-11-30",
         586
        ],
        [
         "2016-12-01",
         823
        ],
        [
         "2016-12-02",
         631
        ],
        [
         "2016-12-03",
         585
        ],
        [
         "2016-12-04",
         579
        ],
        [
         "2016-12-05",
         656
        ],
        [
         "2016-12-06",
         630
        ],
        [
         "2016-12-07",
         559
        ],
        [
         "2016-12-08",
         608
        ],
        [
         "2016-12-09",
         670
        ],
        [
         "2016-12-10",
         656
        ],
        [
         "2016-12-11",
         588
        ],
        [
         "2016-12-12",
         634
        ],
        [
         "2016-12-13",
         580
        ],
        [
         "2016-12-14",
         655
        ],
        [
         "2016-12-15",
         697
        ],
        [
         "2016-12-16",
         693
        ],
        [
         "2016-12-17",
         612
        ],
        [
         "2016-12-18",
         611
        ],
        [
         "2016-12-19",
         631
        ],
        [
         "2016-12-20",
         671
        ],
        [
         "2016-12-21",
         579
        ],
        [
         "2016-12-22",
         630
        ],
        [
         "2016-12-23",
         684
        ],
        [
         "2016-12-24",
         584
        ],
        [
         "2016-12-25",
         488
        ],
        [
         "2016-12-26",
         544
        ],
        [
         "2016-12-27",
         546
        ],
        [
         "2016-12-28",
         582
        ],
        [
         "2016-12-29",
         589
        ],
        [
         "2016-12-30",
         629
        ],
        [
         "2016-12-31",
         583
        ],
        [
         "2017-01-01",
         1515
        ],
        [
         "2017-01-02",
         539
        ],
        [
         "2017-01-03",
         591
        ],
        [
         "2017-01-04",
         548
        ],
        [
         "2017-01-05",
         606
        ],
        [
         "2017-01-06",
         673
        ],
        [
         "2017-01-07",
         595
        ],
        [
         "2017-01-08",
         576
        ],
        [
         "2017-01-09",
         602
        ],
        [
         "2017-01-10",
         628
        ],
        [
         "2017-01-11",
         618
        ],
        [
         "2017-01-12",
         594
        ],
        [
         "2017-01-13",
         610
        ],
        [
         "2017-01-14",
         638
        ],
        [
         "2017-01-15",
         635
        ],
        [
         "2017-01-16",
         634
        ],
        [
         "2017-01-17",
         643
        ],
        [
         "2017-01-18",
         590
        ],
        [
         "2017-01-19",
         598
        ],
        [
         "2017-01-20",
         628
        ],
        [
         "2017-01-21",
         614
        ],
        [
         "2017-01-22",
         567
        ],
        [
         "2017-01-23",
         581
        ],
        [
         "2017-01-24",
         590
        ],
        [
         "2017-01-25",
         617
        ],
        [
         "2017-01-26",
         588
        ],
        [
         "2017-01-27",
         629
        ],
        [
         "2017-01-28",
         650
        ],
        [
         "2017-01-29",
         607
        ],
        [
         "2017-01-30",
         673
        ],
        [
         "2017-01-31",
         632
        ],
        [
         "2017-02-01",
         851
        ],
        [
         "2017-02-02",
         583
        ],
        [
         "2017-02-03",
         587
        ],
        [
         "2017-02-04",
         626
        ],
        [
         "2017-02-05",
         617
        ],
        [
         "2017-02-06",
         589
        ],
        [
         "2017-02-07",
         630
        ],
        [
         "2017-02-08",
         565
        ],
        [
         "2017-02-09",
         570
        ],
        [
         "2017-02-10",
         690
        ],
        [
         "2017-02-11",
         629
        ],
        [
         "2017-02-12",
         600
        ],
        [
         "2017-02-13",
         578
        ],
        [
         "2017-02-14",
         589
        ],
        [
         "2017-02-15",
         653
        ],
        [
         "2017-02-16",
         579
        ],
        [
         "2017-02-17",
         624
        ],
        [
         "2017-02-18",
         654
        ],
        [
         "2017-02-19",
         598
        ],
        [
         "2017-02-20",
         572
        ],
        [
         "2017-02-21",
         655
        ],
        [
         "2017-02-22",
         604
        ],
        [
         "2017-02-23",
         540
        ],
        [
         "2017-02-24",
         625
        ],
        [
         "2017-02-25",
         589
        ],
        [
         "2017-02-26",
         539
        ],
        [
         "2017-02-27",
         622
        ],
        [
         "2017-02-28",
         584
        ],
        [
         "2017-03-01",
         874
        ],
        [
         "2017-03-02",
         599
        ],
        [
         "2017-03-03",
         658
        ],
        [
         "2017-03-04",
         607
        ],
        [
         "2017-03-05",
         574
        ],
        [
         "2017-03-06",
         573
        ],
        [
         "2017-03-07",
         581
        ],
        [
         "2017-03-08",
         581
        ],
        [
         "2017-03-09",
         608
        ],
        [
         "2017-03-10",
         671
        ],
        [
         "2017-03-11",
         599
        ],
        [
         "2017-03-12",
         515
        ],
        [
         "2017-03-13",
         642
        ],
        [
         "2017-03-14",
         638
        ],
        [
         "2017-03-15",
         663
        ],
        [
         "2017-03-16",
         627
        ],
        [
         "2017-03-17",
         697
        ],
        [
         "2017-03-18",
         676
        ],
        [
         "2017-03-19",
         550
        ],
        [
         "2017-03-20",
         590
        ],
        [
         "2017-03-21",
         587
        ],
        [
         "2017-03-22",
         586
        ],
        [
         "2017-03-23",
         650
        ],
        [
         "2017-03-24",
         634
        ],
        [
         "2017-03-25",
         677
        ],
        [
         "2017-03-26",
         591
        ],
        [
         "2017-03-27",
         638
        ],
        [
         "2017-03-28",
         595
        ],
        [
         "2017-03-29",
         666
        ],
        [
         "2017-03-30",
         604
        ],
        [
         "2017-03-31",
         674
        ],
        [
         "2017-04-01",
         821
        ],
        [
         "2017-04-02",
         595
        ],
        [
         "2017-04-03",
         628
        ],
        [
         "2017-04-04",
         639
        ],
        [
         "2017-04-05",
         615
        ],
        [
         "2017-04-06",
         612
        ],
        [
         "2017-04-07",
         635
        ],
        [
         "2017-04-08",
         588
        ],
        [
         "2017-04-09",
         575
        ],
        [
         "2017-04-10",
         642
        ],
        [
         "2017-04-11",
         533
        ],
        [
         "2017-04-12",
         563
        ],
        [
         "2017-04-13",
         604
        ],
        [
         "2017-04-14",
         574
        ],
        [
         "2017-04-15",
         614
        ],
        [
         "2017-04-16",
         592
        ],
        [
         "2017-04-17",
         658
        ],
        [
         "2017-04-18",
         645
        ],
        [
         "2017-04-19",
         604
        ],
        [
         "2017-04-20",
         589
        ],
        [
         "2017-04-21",
         662
        ],
        [
         "2017-04-22",
         691
        ],
        [
         "2017-04-23",
         565
        ],
        [
         "2017-04-24",
         650
        ],
        [
         "2017-04-25",
         631
        ],
        [
         "2017-04-26",
         613
        ],
        [
         "2017-04-27",
         639
        ],
        [
         "2017-04-28",
         678
        ],
        [
         "2017-04-29",
         653
        ],
        [
         "2017-04-30",
         660
        ],
        [
         "2017-05-01",
         911
        ],
        [
         "2017-05-02",
         580
        ],
        [
         "2017-05-03",
         658
        ],
        [
         "2017-05-04",
         585
        ],
        [
         "2017-05-05",
         730
        ],
        [
         "2017-05-06",
         609
        ],
        [
         "2017-05-07",
         513
        ],
        [
         "2017-05-08",
         618
        ],
        [
         "2017-05-09",
         579
        ],
        [
         "2017-05-10",
         609
        ],
        [
         "2017-05-11",
         620
        ],
        [
         "2017-05-12",
         656
        ],
        [
         "2017-05-13",
         592
        ],
        [
         "2017-05-14",
         540
        ],
        [
         "2017-05-15",
         629
        ],
        [
         "2017-05-16",
         601
        ],
        [
         "2017-05-17",
         595
        ],
        [
         "2017-05-18",
         599
        ],
        [
         "2017-05-19",
         678
        ],
        [
         "2017-05-20",
         668
        ],
        [
         "2017-05-21",
         582
        ],
        [
         "2017-05-22",
         631
        ],
        [
         "2017-05-23",
         600
        ],
        [
         "2017-05-24",
         646
        ],
        [
         "2017-05-25",
         603
        ],
        [
         "2017-05-26",
         810
        ],
        [
         "2017-05-27",
         643
        ],
        [
         "2017-05-28",
         572
        ],
        [
         "2017-05-29",
         583
        ],
        [
         "2017-05-30",
         611
        ],
        [
         "2017-05-31",
         620
        ],
        [
         "2017-06-01",
         944
        ],
        [
         "2017-06-02",
         658
        ],
        [
         "2017-06-03",
         627
        ],
        [
         "2017-06-04",
         583
        ],
        [
         "2017-06-05",
         655
        ],
        [
         "2017-06-06",
         647
        ],
        [
         "2017-06-07",
         638
        ],
        [
         "2017-06-08",
         589
        ],
        [
         "2017-06-09",
         641
        ],
        [
         "2017-06-10",
         611
        ],
        [
         "2017-06-11",
         573
        ],
        [
         "2017-06-12",
         596
        ],
        [
         "2017-06-13",
         552
        ],
        [
         "2017-06-14",
         636
        ],
        [
         "2017-06-15",
         678
        ],
        [
         "2017-06-16",
         619
        ],
        [
         "2017-06-17",
         622
        ],
        [
         "2017-06-18",
         627
        ],
        [
         "2017-06-19",
         563
        ],
        [
         "2017-06-20",
         660
        ],
        [
         "2017-06-21",
         584
        ],
        [
         "2017-06-22",
         613
        ],
        [
         "2017-06-23",
         693
        ],
        [
         "2017-06-24",
         662
        ],
        [
         "2017-06-25",
         653
        ],
        [
         "2017-06-26",
         637
        ],
        [
         "2017-06-27",
         619
        ],
        [
         "2017-06-28",
         596
        ],
        [
         "2017-06-29",
         607
        ],
        [
         "2017-06-30",
         699
        ],
        [
         "2017-07-01",
         865
        ],
        [
         "2017-07-02",
         605
        ],
        [
         "2017-07-03",
         646
        ],
        [
         "2017-07-04",
         680
        ],
        [
         "2017-07-05",
         610
        ],
        [
         "2017-07-06",
         601
        ],
        [
         "2017-07-07",
         670
        ],
        [
         "2017-07-08",
         630
        ],
        [
         "2017-07-09",
         597
        ],
        [
         "2017-07-10",
         613
        ],
        [
         "2017-07-11",
         613
        ],
        [
         "2017-07-12",
         616
        ],
        [
         "2017-07-13",
         659
        ],
        [
         "2017-07-14",
         672
        ],
        [
         "2017-07-15",
         691
        ],
        [
         "2017-07-16",
         638
        ],
        [
         "2017-07-17",
         623
        ],
        [
         "2017-07-18",
         664
        ],
        [
         "2017-07-19",
         657
        ],
        [
         "2017-07-20",
         675
        ],
        [
         "2017-07-21",
         720
        ],
        [
         "2017-07-22",
         670
        ],
        [
         "2017-07-23",
         687
        ],
        [
         "2017-07-24",
         620
        ],
        [
         "2017-07-25",
         620
        ],
        [
         "2017-07-26",
         634
        ],
        [
         "2017-07-27",
         650
        ],
        [
         "2017-07-28",
         648
        ],
        [
         "2017-07-29",
         623
        ],
        [
         "2017-07-30",
         621
        ],
        [
         "2017-07-31",
         670
        ],
        [
         "2017-08-01",
         840
        ],
        [
         "2017-08-02",
         637
        ],
        [
         "2017-08-03",
         640
        ],
        [
         "2017-08-04",
         625
        ],
        [
         "2017-08-05",
         656
        ],
        [
         "2017-08-06",
         598
        ],
        [
         "2017-08-07",
         629
        ],
        [
         "2017-08-08",
         564
        ],
        [
         "2017-08-09",
         576
        ],
        [
         "2017-08-10",
         625
        ],
        [
         "2017-08-11",
         615
        ],
        [
         "2017-08-12",
         632
        ],
        [
         "2017-08-13",
         606
        ],
        [
         "2017-08-14",
         634
        ],
        [
         "2017-08-15",
         657
        ],
        [
         "2017-08-16",
         622
        ],
        [
         "2017-08-17",
         623
        ],
        [
         "2017-08-18",
         647
        ],
        [
         "2017-08-19",
         630
        ],
        [
         "2017-08-20",
         610
        ],
        [
         "2017-08-21",
         633
        ],
        [
         "2017-08-22",
         616
        ],
        [
         "2017-08-23",
         616
        ],
        [
         "2017-08-24",
         612
        ],
        [
         "2017-08-25",
         663
        ],
        [
         "2017-08-26",
         682
        ],
        [
         "2017-08-27",
         643
        ],
        [
         "2017-08-28",
         665
        ],
        [
         "2017-08-29",
         610
        ],
        [
         "2017-08-30",
         625
        ],
        [
         "2017-08-31",
         717
        ],
        [
         "2017-09-01",
         1008
        ],
        [
         "2017-09-02",
         643
        ],
        [
         "2017-09-03",
         639
        ],
        [
         "2017-09-04",
         588
        ],
        [
         "2017-09-05",
         641
        ],
        [
         "2017-09-06",
         613
        ],
        [
         "2017-09-07",
         564
        ],
        [
         "2017-09-08",
         672
        ],
        [
         "2017-09-09",
         656
        ],
        [
         "2017-09-10",
         616
        ],
        [
         "2017-09-11",
         647
        ],
        [
         "2017-09-12",
         636
        ],
        [
         "2017-09-13",
         631
        ],
        [
         "2017-09-14",
         630
        ],
        [
         "2017-09-15",
         721
        ],
        [
         "2017-09-16",
         676
        ],
        [
         "2017-09-17",
         623
        ],
        [
         "2017-09-18",
         637
        ],
        [
         "2017-09-19",
         587
        ],
        [
         "2017-09-20",
         623
        ],
        [
         "2017-09-21",
         645
        ],
        [
         "2017-09-22",
         701
        ],
        [
         "2017-09-23",
         580
        ],
        [
         "2017-09-24",
         650
        ],
        [
         "2017-09-25",
         624
        ],
        [
         "2017-09-26",
         614
        ],
        [
         "2017-09-27",
         632
        ],
        [
         "2017-09-28",
         625
        ],
        [
         "2017-09-29",
         676
        ],
        [
         "2017-09-30",
         637
        ],
        [
         "2017-10-01",
         873
        ],
        [
         "2017-10-02",
         621
        ],
        [
         "2017-10-03",
         596
        ],
        [
         "2017-10-04",
         577
        ],
        [
         "2017-10-05",
         630
        ],
        [
         "2017-10-06",
         693
        ],
        [
         "2017-10-07",
         734
        ],
        [
         "2017-10-08",
         600
        ],
        [
         "2017-10-09",
         590
        ],
        [
         "2017-10-10",
         603
        ],
        [
         "2017-10-11",
         557
        ],
        [
         "2017-10-12",
         596
        ],
        [
         "2017-10-13",
         689
        ],
        [
         "2017-10-14",
         686
        ],
        [
         "2017-10-15",
         692
        ],
        [
         "2017-10-16",
         650
        ],
        [
         "2017-10-17",
         671
        ],
        [
         "2017-10-18",
         643
        ],
        [
         "2017-10-19",
         628
        ],
        [
         "2017-10-20",
         794
        ],
        [
         "2017-10-21",
         683
        ],
        [
         "2017-10-22",
         630
        ],
        [
         "2017-10-23",
         663
        ],
        [
         "2017-10-24",
         642
        ],
        [
         "2017-10-25",
         711
        ],
        [
         "2017-10-26",
         627
        ],
        [
         "2017-10-27",
         706
        ],
        [
         "2017-10-28",
         679
        ],
        [
         "2017-10-29",
         618
        ],
        [
         "2017-10-30",
         612
        ],
        [
         "2017-10-31",
         732
        ],
        [
         "2017-11-01",
         895
        ],
        [
         "2017-11-02",
         629
        ],
        [
         "2017-11-03",
         715
        ],
        [
         "2017-11-04",
         620
        ],
        [
         "2017-11-05",
         614
        ],
        [
         "2017-11-06",
         612
        ],
        [
         "2017-11-07",
         610
        ],
        [
         "2017-11-08",
         602
        ],
        [
         "2017-11-09",
         579
        ],
        [
         "2017-11-10",
         649
        ],
        [
         "2017-11-11",
         582
        ],
        [
         "2017-11-12",
         637
        ],
        [
         "2017-11-13",
         666
        ],
        [
         "2017-11-14",
         633
        ],
        [
         "2017-11-15",
         645
        ],
        [
         "2017-11-16",
         633
        ],
        [
         "2017-11-17",
         666
        ],
        [
         "2017-11-18",
         633
        ],
        [
         "2017-11-19",
         553
        ],
        [
         "2017-11-20",
         633
        ],
        [
         "2017-11-21",
         631
        ],
        [
         "2017-11-22",
         677
        ],
        [
         "2017-11-23",
         593
        ],
        [
         "2017-11-24",
         599
        ],
        [
         "2017-11-25",
         612
        ],
        [
         "2017-11-26",
         632
        ],
        [
         "2017-11-27",
         608
        ],
        [
         "2017-11-28",
         640
        ],
        [
         "2017-11-29",
         643
        ],
        [
         "2017-11-30",
         586
        ],
        [
         "2017-12-01",
         918
        ],
        [
         "2017-12-02",
         625
        ],
        [
         "2017-12-03",
         596
        ],
        [
         "2017-12-04",
         602
        ],
        [
         "2017-12-05",
         587
        ],
        [
         "2017-12-06",
         587
        ],
        [
         "2017-12-07",
         572
        ],
        [
         "2017-12-08",
         632
        ],
        [
         "2017-12-09",
         634
        ],
        [
         "2017-12-10",
         645
        ],
        [
         "2017-12-11",
         627
        ],
        [
         "2017-12-12",
         619
        ],
        [
         "2017-12-13",
         617
        ],
        [
         "2017-12-14",
         614
        ],
        [
         "2017-12-15",
         748
        ],
        [
         "2017-12-16",
         571
        ],
        [
         "2017-12-17",
         607
        ],
        [
         "2017-12-18",
         670
        ],
        [
         "2017-12-19",
         579
        ],
        [
         "2017-12-20",
         663
        ],
        [
         "2017-12-21",
         593
        ],
        [
         "2017-12-22",
         655
        ],
        [
         "2017-12-23",
         569
        ],
        [
         "2017-12-24",
         562
        ],
        [
         "2017-12-25",
         508
        ],
        [
         "2017-12-26",
         547
        ],
        [
         "2017-12-27",
         542
        ],
        [
         "2017-12-28",
         588
        ],
        [
         "2017-12-29",
         645
        ],
        [
         "2017-12-30",
         561
        ],
        [
         "2017-12-31",
         564
        ],
        [
         "2018-01-01",
         1282
        ],
        [
         "2018-01-02",
         551
        ],
        [
         "2018-01-03",
         581
        ],
        [
         "2018-01-04",
         543
        ],
        [
         "2018-01-05",
         662
        ],
        [
         "2018-01-06",
         613
        ],
        [
         "2018-01-07",
         562
        ],
        [
         "2018-01-08",
         575
        ],
        [
         "2018-01-09",
         570
        ],
        [
         "2018-01-10",
         580
        ],
        [
         "2018-01-11",
         548
        ],
        [
         "2018-01-12",
         634
        ],
        [
         "2018-01-13",
         637
        ],
        [
         "2018-01-14",
         595
        ],
        [
         "2018-01-15",
         671
        ],
        [
         "2018-01-16",
         604
        ],
        [
         "2018-01-17",
         587
        ],
        [
         "2018-01-18",
         636
        ],
        [
         "2018-01-19",
         632
        ],
        [
         "2018-01-20",
         665
        ],
        [
         "2018-01-21",
         617
        ],
        [
         "2018-01-22",
         591
        ],
        [
         "2018-01-23",
         570
        ],
        [
         "2018-01-24",
         634
        ],
        [
         "2018-01-25",
         578
        ],
        [
         "2018-01-26",
         694
        ],
        [
         "2018-01-27",
         587
        ],
        [
         "2018-01-28",
         619
        ],
        [
         "2018-01-29",
         644
        ],
        [
         "2018-01-30",
         645
        ],
        [
         "2018-01-31",
         626
        ],
        [
         "2018-02-01",
         870
        ],
        [
         "2018-02-02",
         627
        ],
        [
         "2018-02-03",
         619
        ],
        [
         "2018-02-04",
         566
        ],
        [
         "2018-02-05",
         645
        ],
        [
         "2018-02-06",
         645
        ],
        [
         "2018-02-07",
         612
        ],
        [
         "2018-02-08",
         576
        ],
        [
         "2018-02-09",
         633
        ],
        [
         "2018-02-10",
         572
        ],
        [
         "2018-02-11",
         561
        ],
        [
         "2018-02-12",
         596
        ],
        [
         "2018-02-13",
         556
        ],
        [
         "2018-02-14",
         655
        ],
        [
         "2018-02-15",
         646
        ],
        [
         "2018-02-16",
         734
        ],
        [
         "2018-02-17",
         654
        ],
        [
         "2018-02-18",
         612
        ],
        [
         "2018-02-19",
         562
        ],
        [
         "2018-02-20",
         613
        ],
        [
         "2018-02-21",
         552
        ],
        [
         "2018-02-22",
         539
        ],
        [
         "2018-02-23",
         609
        ],
        [
         "2018-02-24",
         565
        ],
        [
         "2018-02-25",
         530
        ],
        [
         "2018-02-26",
         607
        ],
        [
         "2018-02-27",
         583
        ],
        [
         "2018-02-28",
         628
        ],
        [
         "2018-03-01",
         794
        ],
        [
         "2018-03-02",
         580
        ],
        [
         "2018-03-03",
         616
        ],
        [
         "2018-03-04",
         541
        ],
        [
         "2018-03-05",
         644
        ],
        [
         "2018-03-06",
         610
        ],
        [
         "2018-03-07",
         608
        ],
        [
         "2018-03-08",
         576
        ],
        [
         "2018-03-09",
         649
        ],
        [
         "2018-03-10",
         588
        ],
        [
         "2018-03-11",
         550
        ],
        [
         "2018-03-12",
         653
        ],
        [
         "2018-03-13",
         621
        ],
        [
         "2018-03-14",
         606
        ],
        [
         "2018-03-15",
         607
        ],
        [
         "2018-03-16",
         597
        ],
        [
         "2018-03-17",
         552
        ],
        [
         "2018-03-18",
         635
        ],
        [
         "2018-03-19",
         560
        ],
        [
         "2018-03-20",
         622
        ],
        [
         "2018-03-21",
         608
        ],
        [
         "2018-03-22",
         591
        ],
        [
         "2018-03-23",
         637
        ],
        [
         "2018-03-24",
         620
        ],
        [
         "2018-03-25",
         627
        ],
        [
         "2018-03-26",
         613
        ],
        [
         "2018-03-27",
         618
        ],
        [
         "2018-03-28",
         605
        ],
        [
         "2018-03-29",
         677
        ],
        [
         "2018-03-30",
         631
        ],
        [
         "2018-03-31",
         625
        ],
        [
         "2018-04-01",
         839
        ],
        [
         "2018-04-02",
         641
        ],
        [
         "2018-04-03",
         665
        ],
        [
         "2018-04-04",
         582
        ],
        [
         "2018-04-05",
         687
        ],
        [
         "2018-04-06",
         627
        ],
        [
         "2018-04-07",
         621
        ],
        [
         "2018-04-08",
         598
        ],
        [
         "2018-04-09",
         691
        ],
        [
         "2018-04-10",
         625
        ],
        [
         "2018-04-11",
         598
        ],
        [
         "2018-04-12",
         636
        ],
        [
         "2018-04-13",
         637
        ],
        [
         "2018-04-14",
         670
        ],
        [
         "2018-04-15",
         600
        ],
        [
         "2018-04-16",
         615
        ],
        [
         "2018-04-17",
         631
        ],
        [
         "2018-04-18",
         671
        ],
        [
         "2018-04-19",
         581
        ],
        [
         "2018-04-20",
         696
        ],
        [
         "2018-04-21",
         626
        ],
        [
         "2018-04-22",
         643
        ],
        [
         "2018-04-23",
         634
        ],
        [
         "2018-04-24",
         630
        ],
        [
         "2018-04-25",
         591
        ],
        [
         "2018-04-26",
         625
        ],
        [
         "2018-04-27",
         653
        ],
        [
         "2018-04-28",
         615
        ],
        [
         "2018-04-29",
         613
        ],
        [
         "2018-04-30",
         617
        ],
        [
         "2018-05-01",
         868
        ],
        [
         "2018-05-02",
         609
        ],
        [
         "2018-05-03",
         613
        ],
        [
         "2018-05-04",
         695
        ],
        [
         "2018-05-05",
         686
        ],
        [
         "2018-05-06",
         570
        ],
        [
         "2018-05-07",
         662
        ],
        [
         "2018-05-08",
         558
        ],
        [
         "2018-05-09",
         602
        ],
        [
         "2018-05-10",
         644
        ],
        [
         "2018-05-11",
         639
        ],
        [
         "2018-05-12",
         610
        ],
        [
         "2018-05-13",
         659
        ],
        [
         "2018-05-14",
         598
        ],
        [
         "2018-05-15",
         640
        ],
        [
         "2018-05-16",
         628
        ],
        [
         "2018-05-17",
         607
        ],
        [
         "2018-05-18",
         725
        ],
        [
         "2018-05-19",
         612
        ],
        [
         "2018-05-20",
         682
        ],
        [
         "2018-05-21",
         640
        ],
        [
         "2018-05-22",
         593
        ],
        [
         "2018-05-23",
         599
        ],
        [
         "2018-05-24",
         675
        ],
        [
         "2018-05-25",
         694
        ],
        [
         "2018-05-26",
         638
        ],
        [
         "2018-05-27",
         635
        ],
        [
         "2018-05-28",
         648
        ],
        [
         "2018-05-29",
         640
        ],
        [
         "2018-05-30",
         651
        ],
        [
         "2018-05-31",
         648
        ],
        [
         "2018-06-01",
         929
        ],
        [
         "2018-06-02",
         605
        ],
        [
         "2018-06-03",
         678
        ],
        [
         "2018-06-04",
         638
        ],
        [
         "2018-06-05",
         621
        ],
        [
         "2018-06-06",
         634
        ],
        [
         "2018-06-07",
         641
        ],
        [
         "2018-06-08",
         703
        ],
        [
         "2018-06-09",
         627
        ],
        [
         "2018-06-10",
         648
        ],
        [
         "2018-06-11",
         671
        ],
        [
         "2018-06-12",
         596
        ],
        [
         "2018-06-13",
         665
        ],
        [
         "2018-06-14",
         627
        ],
        [
         "2018-06-15",
         708
        ],
        [
         "2018-06-16",
         639
        ],
        [
         "2018-06-17",
         606
        ],
        [
         "2018-06-18",
         606
        ],
        [
         "2018-06-19",
         572
        ],
        [
         "2018-06-20",
         629
        ],
        [
         "2018-06-21",
         594
        ],
        [
         "2018-06-22",
         634
        ],
        [
         "2018-06-23",
         651
        ],
        [
         "2018-06-24",
         670
        ],
        [
         "2018-06-25",
         664
        ],
        [
         "2018-06-26",
         613
        ],
        [
         "2018-06-27",
         643
        ],
        [
         "2018-06-28",
         576
        ],
        [
         "2018-06-29",
         622
        ],
        [
         "2018-06-30",
         599
        ],
        [
         "2018-07-01",
         773
        ],
        [
         "2018-07-02",
         636
        ],
        [
         "2018-07-03",
         625
        ],
        [
         "2018-07-04",
         594
        ],
        [
         "2018-07-05",
         621
        ],
        [
         "2018-07-06",
         632
        ],
        [
         "2018-07-07",
         623
        ],
        [
         "2018-07-08",
         569
        ],
        [
         "2018-07-09",
         607
        ],
        [
         "2018-07-10",
         634
        ],
        [
         "2018-07-11",
         688
        ],
        [
         "2018-07-12",
         638
        ],
        [
         "2018-07-13",
         670
        ],
        [
         "2018-07-14",
         607
        ],
        [
         "2018-07-15",
         679
        ],
        [
         "2018-07-16",
         679
        ],
        [
         "2018-07-17",
         660
        ],
        [
         "2018-07-18",
         591
        ],
        [
         "2018-07-19",
         696
        ],
        [
         "2018-07-20",
         679
        ],
        [
         "2018-07-21",
         645
        ],
        [
         "2018-07-22",
         623
        ],
        [
         "2018-07-23",
         685
        ],
        [
         "2018-07-24",
         610
        ],
        [
         "2018-07-25",
         578
        ],
        [
         "2018-07-26",
         651
        ],
        [
         "2018-07-27",
         706
        ],
        [
         "2018-07-28",
         592
        ],
        [
         "2018-07-29",
         624
        ],
        [
         "2018-07-30",
         629
        ],
        [
         "2018-07-31",
         623
        ],
        [
         "2018-08-01",
         933
        ],
        [
         "2018-08-02",
         608
        ],
        [
         "2018-08-03",
         660
        ],
        [
         "2018-08-04",
         669
        ],
        [
         "2018-08-05",
         604
        ],
        [
         "2018-08-06",
         621
        ],
        [
         "2018-08-07",
         594
        ],
        [
         "2018-08-08",
         656
        ],
        [
         "2018-08-09",
         635
        ],
        [
         "2018-08-10",
         638
        ],
        [
         "2018-08-11",
         657
        ],
        [
         "2018-08-12",
         625
        ],
        [
         "2018-08-13",
         581
        ],
        [
         "2018-08-14",
         627
        ],
        [
         "2018-08-15",
         632
        ],
        [
         "2018-08-16",
         660
        ],
        [
         "2018-08-17",
         633
        ],
        [
         "2018-08-18",
         653
        ],
        [
         "2018-08-19",
         616
        ],
        [
         "2018-08-20",
         630
        ],
        [
         "2018-08-21",
         652
        ],
        [
         "2018-08-22",
         565
        ],
        [
         "2018-08-23",
         610
        ],
        [
         "2018-08-24",
         641
        ],
        [
         "2018-08-25",
         572
        ],
        [
         "2018-08-26",
         560
        ],
        [
         "2018-08-27",
         625
        ],
        [
         "2018-08-28",
         615
        ],
        [
         "2018-08-29",
         667
        ],
        [
         "2018-08-30",
         619
        ],
        [
         "2018-08-31",
         698
        ],
        [
         "2018-09-01",
         827
        ],
        [
         "2018-09-02",
         583
        ],
        [
         "2018-09-03",
         575
        ],
        [
         "2018-09-04",
         593
        ],
        [
         "2018-09-05",
         569
        ],
        [
         "2018-09-06",
         588
        ],
        [
         "2018-09-07",
         629
        ],
        [
         "2018-09-08",
         597
        ],
        [
         "2018-09-09",
         577
        ],
        [
         "2018-09-10",
         649
        ],
        [
         "2018-09-11",
         552
        ],
        [
         "2018-09-12",
         617
        ],
        [
         "2018-09-13",
         619
        ],
        [
         "2018-09-14",
         629
        ],
        [
         "2018-09-15",
         677
        ],
        [
         "2018-09-16",
         574
        ],
        [
         "2018-09-17",
         598
        ],
        [
         "2018-09-18",
         630
        ],
        [
         "2018-09-19",
         575
        ],
        [
         "2018-09-20",
         637
        ],
        [
         "2018-09-21",
         659
        ],
        [
         "2018-09-22",
         666
        ],
        [
         "2018-09-23",
         615
        ],
        [
         "2018-09-24",
         655
        ],
        [
         "2018-09-25",
         606
        ],
        [
         "2018-09-26",
         613
        ],
        [
         "2018-09-27",
         573
        ],
        [
         "2018-09-28",
         663
        ],
        [
         "2018-09-29",
         569
        ],
        [
         "2018-09-30",
         564
        ],
        [
         "2018-10-01",
         893
        ],
        [
         "2018-10-02",
         577
        ],
        [
         "2018-10-03",
         634
        ],
        [
         "2018-10-04",
         588
        ],
        [
         "2018-10-05",
         694
        ],
        [
         "2018-10-06",
         661
        ],
        [
         "2018-10-07",
         565
        ],
        [
         "2018-10-08",
         605
        ],
        [
         "2018-10-09",
         590
        ],
        [
         "2018-10-10",
         628
        ],
        [
         "2018-10-11",
         580
        ],
        [
         "2018-10-12",
         637
        ],
        [
         "2018-10-13",
         562
        ],
        [
         "2018-10-14",
         551
        ],
        [
         "2018-10-15",
         649
        ],
        [
         "2018-10-16",
         590
        ],
        [
         "2018-10-17",
         588
        ],
        [
         "2018-10-18",
         608
        ],
        [
         "2018-10-19",
         701
        ],
        [
         "2018-10-20",
         649
        ],
        [
         "2018-10-21",
         612
        ],
        [
         "2018-10-22",
         643
        ],
        [
         "2018-10-23",
         595
        ],
        [
         "2018-10-24",
         604
        ],
        [
         "2018-10-25",
         598
        ],
        [
         "2018-10-26",
         635
        ],
        [
         "2018-10-27",
         682
        ],
        [
         "2018-10-28",
         733
        ],
        [
         "2018-10-29",
         588
        ],
        [
         "2018-10-30",
         615
        ],
        [
         "2018-10-31",
         712
        ],
        [
         "2018-11-01",
         876
        ],
        [
         "2018-11-02",
         655
        ],
        [
         "2018-11-03",
         634
        ],
        [
         "2018-11-04",
         565
        ],
        [
         "2018-11-05",
         599
        ],
        [
         "2018-11-06",
         583
        ],
        [
         "2018-11-07",
         634
        ],
        [
         "2018-11-08",
         578
        ],
        [
         "2018-11-09",
         670
        ],
        [
         "2018-11-10",
         649
        ],
        [
         "2018-11-11",
         549
        ],
        [
         "2018-11-12",
         536
        ],
        [
         "2018-11-13",
         577
        ],
        [
         "2018-11-14",
         624
        ],
        [
         "2018-11-15",
         603
        ],
        [
         "2018-11-16",
         634
        ],
        [
         "2018-11-17",
         622
        ],
        [
         "2018-11-18",
         604
        ],
        [
         "2018-11-19",
         636
        ],
        [
         "2018-11-20",
         621
        ],
        [
         "2018-11-21",
         672
        ],
        [
         "2018-11-22",
         564
        ],
        [
         "2018-11-23",
         597
        ],
        [
         "2018-11-24",
         633
        ],
        [
         "2018-11-25",
         599
        ],
        [
         "2018-11-26",
         617
        ],
        [
         "2018-11-27",
         623
        ],
        [
         "2018-11-28",
         682
        ],
        [
         "2018-11-29",
         579
        ],
        [
         "2018-11-30",
         683
        ],
        [
         "2018-12-01",
         795
        ],
        [
         "2018-12-02",
         580
        ],
        [
         "2018-12-03",
         547
        ],
        [
         "2018-12-04",
         570
        ],
        [
         "2018-12-05",
         571
        ],
        [
         "2018-12-06",
         571
        ],
        [
         "2018-12-07",
         667
        ],
        [
         "2018-12-08",
         647
        ],
        [
         "2018-12-09",
         565
        ],
        [
         "2018-12-10",
         649
        ],
        [
         "2018-12-11",
         600
        ],
        [
         "2018-12-12",
         622
        ],
        [
         "2018-12-13",
         667
        ],
        [
         "2018-12-14",
         682
        ],
        [
         "2018-12-15",
         638
        ],
        [
         "2018-12-16",
         628
        ],
        [
         "2018-12-17",
         573
        ],
        [
         "2018-12-18",
         651
        ],
        [
         "2018-12-19",
         622
        ],
        [
         "2018-12-20",
         669
        ],
        [
         "2018-12-21",
         699
        ],
        [
         "2018-12-22",
         634
        ],
        [
         "2018-12-23",
         585
        ],
        [
         "2018-12-24",
         595
        ],
        [
         "2018-12-25",
         460
        ],
        [
         "2018-12-26",
         575
        ],
        [
         "2018-12-27",
         559
        ],
        [
         "2018-12-28",
         592
        ],
        [
         "2018-12-29",
         577
        ],
        [
         "2018-12-30",
         575
        ],
        [
         "2018-12-31",
         607
        ],
        [
         "2019-01-01",
         1183
        ],
        [
         "2019-01-02",
         503
        ],
        [
         "2019-01-03",
         566
        ],
        [
         "2019-01-04",
         586
        ],
        [
         "2019-01-05",
         580
        ],
        [
         "2019-01-06",
         539
        ],
        [
         "2019-01-07",
         594
        ],
        [
         "2019-01-08",
         547
        ],
        [
         "2019-01-09",
         582
        ],
        [
         "2019-01-10",
         609
        ],
        [
         "2019-01-11",
         606
        ],
        [
         "2019-01-12",
         582
        ],
        [
         "2019-01-13",
         561
        ],
        [
         "2019-01-14",
         532
        ],
        [
         "2019-01-15",
         585
        ],
        [
         "2019-01-16",
         584
        ],
        [
         "2019-01-17",
         561
        ],
        [
         "2019-01-18",
         657
        ],
        [
         "2019-01-19",
         592
        ],
        [
         "2019-01-20",
         614
        ],
        [
         "2019-01-21",
         549
        ],
        [
         "2019-01-22",
         561
        ],
        [
         "2019-01-23",
         581
        ],
        [
         "2019-01-24",
         619
        ],
        [
         "2019-01-25",
         619
        ],
        [
         "2019-01-26",
         637
        ],
        [
         "2019-01-27",
         594
        ],
        [
         "2019-01-28",
         575
        ],
        [
         "2019-01-29",
         599
        ],
        [
         "2019-01-30",
         560
        ],
        [
         "2019-01-31",
         587
        ],
        [
         "2019-02-01",
         823
        ],
        [
         "2019-02-02",
         558
        ],
        [
         "2019-02-03",
         546
        ],
        [
         "2019-02-04",
         529
        ],
        [
         "2019-02-05",
         535
        ],
        [
         "2019-02-06",
         535
        ],
        [
         "2019-02-07",
         566
        ],
        [
         "2019-02-08",
         575
        ],
        [
         "2019-02-09",
         637
        ],
        [
         "2019-02-10",
         590
        ],
        [
         "2019-02-11",
         569
        ],
        [
         "2019-02-12",
         559
        ],
        [
         "2019-02-13",
         597
        ],
        [
         "2019-02-14",
         586
        ],
        [
         "2019-02-15",
         633
        ],
        [
         "2019-02-16",
         604
        ],
        [
         "2019-02-17",
         513
        ],
        [
         "2019-02-18",
         536
        ],
        [
         "2019-02-19",
         553
        ],
        [
         "2019-02-20",
         594
        ],
        [
         "2019-02-21",
         587
        ],
        [
         "2019-02-22",
         608
        ],
        [
         "2019-02-23",
         584
        ],
        [
         "2019-02-24",
         574
        ],
        [
         "2019-02-25",
         572
        ],
        [
         "2019-02-26",
         560
        ],
        [
         "2019-02-27",
         564
        ],
        [
         "2019-02-28",
         618
        ],
        [
         "2019-03-01",
         853
        ],
        [
         "2019-03-02",
         550
        ],
        [
         "2019-03-03",
         653
        ],
        [
         "2019-03-04",
         578
        ],
        [
         "2019-03-05",
         591
        ],
        [
         "2019-03-06",
         574
        ],
        [
         "2019-03-07",
         585
        ],
        [
         "2019-03-08",
         622
        ],
        [
         "2019-03-09",
         560
        ],
        [
         "2019-03-10",
         516
        ],
        [
         "2019-03-11",
         604
        ],
        [
         "2019-03-12",
         549
        ],
        [
         "2019-03-13",
         570
        ],
        [
         "2019-03-14",
         618
        ],
        [
         "2019-03-15",
         625
        ],
        [
         "2019-03-16",
         597
        ],
        [
         "2019-03-17",
         562
        ],
        [
         "2019-03-18",
         612
        ],
        [
         "2019-03-19",
         592
        ],
        [
         "2019-03-20",
         640
        ],
        [
         "2019-03-21",
         643
        ],
        [
         "2019-03-22",
         675
        ],
        [
         "2019-03-23",
         625
        ],
        [
         "2019-03-24",
         568
        ],
        [
         "2019-03-25",
         575
        ],
        [
         "2019-03-26",
         550
        ],
        [
         "2019-03-27",
         646
        ],
        [
         "2019-03-28",
         599
        ],
        [
         "2019-03-29",
         631
        ],
        [
         "2019-03-30",
         665
        ],
        [
         "2019-03-31",
         617
        ],
        [
         "2019-04-01",
         877
        ],
        [
         "2019-04-02",
         551
        ],
        [
         "2019-04-03",
         587
        ],
        [
         "2019-04-04",
         592
        ],
        [
         "2019-04-05",
         608
        ],
        [
         "2019-04-06",
         565
        ],
        [
         "2019-04-07",
         576
        ],
        [
         "2019-04-08",
         611
        ],
        [
         "2019-04-09",
         595
        ],
        [
         "2019-04-10",
         593
        ],
        [
         "2019-04-11",
         578
        ],
        [
         "2019-04-12",
         674
        ],
        [
         "2019-04-13",
         638
        ],
        [
         "2019-04-14",
         587
        ],
        [
         "2019-04-15",
         602
        ],
        [
         "2019-04-16",
         553
        ],
        [
         "2019-04-17",
         559
        ],
        [
         "2019-04-18",
         540
        ],
        [
         "2019-04-19",
         629
        ],
        [
         "2019-04-20",
         561
        ],
        [
         "2019-04-21",
         542
        ],
        [
         "2019-04-22",
         600
        ],
        [
         "2019-04-23",
         543
        ],
        [
         "2019-04-24",
         615
        ],
        [
         "2019-04-25",
         583
        ],
        [
         "2019-04-26",
         599
        ],
        [
         "2019-04-27",
         567
        ],
        [
         "2019-04-28",
         616
        ],
        [
         "2019-04-29",
         639
        ],
        [
         "2019-04-30",
         577
        ],
        [
         "2019-05-01",
         792
        ],
        [
         "2019-05-02",
         601
        ],
        [
         "2019-05-03",
         657
        ],
        [
         "2019-05-04",
         630
        ],
        [
         "2019-05-05",
         565
        ],
        [
         "2019-05-06",
         642
        ],
        [
         "2019-05-07",
         495
        ],
        [
         "2019-05-08",
         581
        ],
        [
         "2019-05-09",
         586
        ],
        [
         "2019-05-10",
         650
        ],
        [
         "2019-05-11",
         622
        ],
        [
         "2019-05-12",
         563
        ],
        [
         "2019-05-13",
         620
        ],
        [
         "2019-05-14",
         573
        ],
        [
         "2019-05-15",
         610
        ],
        [
         "2019-05-16",
         533
        ],
        [
         "2019-05-17",
         644
        ],
        [
         "2019-05-18",
         622
        ],
        [
         "2019-05-19",
         531
        ],
        [
         "2019-05-20",
         585
        ],
        [
         "2019-05-21",
         559
        ],
        [
         "2019-05-22",
         611
        ],
        [
         "2019-05-23",
         624
        ],
        [
         "2019-05-24",
         639
        ],
        [
         "2019-05-25",
         611
        ],
        [
         "2019-05-26",
         595
        ],
        [
         "2019-05-27",
         562
        ],
        [
         "2019-05-28",
         594
        ],
        [
         "2019-05-29",
         547
        ],
        [
         "2019-05-30",
         600
        ],
        [
         "2019-05-31",
         655
        ],
        [
         "2019-06-01",
         912
        ],
        [
         "2019-06-02",
         528
        ],
        [
         "2019-06-03",
         573
        ],
        [
         "2019-06-04",
         527
        ],
        [
         "2019-06-05",
         632
        ],
        [
         "2019-06-06",
         573
        ],
        [
         "2019-06-07",
         626
        ],
        [
         "2019-06-08",
         626
        ],
        [
         "2019-06-09",
         619
        ],
        [
         "2019-06-10",
         671
        ],
        [
         "2019-06-11",
         602
        ],
        [
         "2019-06-12",
         589
        ],
        [
         "2019-06-13",
         584
        ],
        [
         "2019-06-14",
         666
        ],
        [
         "2019-06-15",
         656
        ],
        [
         "2019-06-16",
         597
        ],
        [
         "2019-06-17",
         628
        ],
        [
         "2019-06-18",
         565
        ],
        [
         "2019-06-19",
         618
        ],
        [
         "2019-06-20",
         576
        ],
        [
         "2019-06-21",
         649
        ],
        [
         "2019-06-22",
         629
        ],
        [
         "2019-06-23",
         621
        ],
        [
         "2019-06-24",
         611
        ],
        [
         "2019-06-25",
         591
        ],
        [
         "2019-06-26",
         552
        ],
        [
         "2019-06-27",
         563
        ],
        [
         "2019-06-28",
         578
        ],
        [
         "2019-06-29",
         623
        ],
        [
         "2019-06-30",
         606
        ],
        [
         "2019-07-01",
         825
        ],
        [
         "2019-07-02",
         604
        ],
        [
         "2019-07-03",
         639
        ],
        [
         "2019-07-04",
         663
        ],
        [
         "2019-07-05",
         637
        ],
        [
         "2019-07-06",
         591
        ],
        [
         "2019-07-07",
         542
        ],
        [
         "2019-07-08",
         595
        ],
        [
         "2019-07-09",
         515
        ],
        [
         "2019-07-10",
         596
        ],
        [
         "2019-07-11",
         590
        ],
        [
         "2019-07-12",
         628
        ],
        [
         "2019-07-13",
         650
        ],
        [
         "2019-07-14",
         562
        ],
        [
         "2019-07-15",
         659
        ],
        [
         "2019-07-16",
         630
        ],
        [
         "2019-07-17",
         629
        ],
        [
         "2019-07-18",
         616
        ],
        [
         "2019-07-19",
         664
        ],
        [
         "2019-07-20",
         645
        ],
        [
         "2019-07-21",
         610
        ],
        [
         "2019-07-22",
         571
        ],
        [
         "2019-07-23",
         589
        ],
        [
         "2019-07-24",
         622
        ],
        [
         "2019-07-25",
         630
        ],
        [
         "2019-07-26",
         607
        ],
        [
         "2019-07-27",
         631
        ],
        [
         "2019-07-28",
         608
        ],
        [
         "2019-07-29",
         614
        ],
        [
         "2019-07-30",
         569
        ],
        [
         "2019-07-31",
         585
        ],
        [
         "2019-08-01",
         862
        ],
        [
         "2019-08-02",
         623
        ],
        [
         "2019-08-03",
         607
        ],
        [
         "2019-08-04",
         591
        ],
        [
         "2019-08-05",
         574
        ],
        [
         "2019-08-06",
         585
        ],
        [
         "2019-08-07",
         641
        ],
        [
         "2019-08-08",
         583
        ],
        [
         "2019-08-09",
         604
        ],
        [
         "2019-08-10",
         556
        ],
        [
         "2019-08-11",
         604
        ],
        [
         "2019-08-12",
         576
        ],
        [
         "2019-08-13",
         614
        ],
        [
         "2019-08-14",
         629
        ],
        [
         "2019-08-15",
         605
        ],
        [
         "2019-08-16",
         637
        ],
        [
         "2019-08-17",
         546
        ],
        [
         "2019-08-18",
         624
        ],
        [
         "2019-08-19",
         622
        ],
        [
         "2019-08-20",
         588
        ],
        [
         "2019-08-21",
         602
        ],
        [
         "2019-08-22",
         614
        ],
        [
         "2019-08-23",
         638
        ],
        [
         "2019-08-24",
         626
        ],
        [
         "2019-08-25",
         584
        ],
        [
         "2019-08-26",
         631
        ],
        [
         "2019-08-27",
         557
        ],
        [
         "2019-08-28",
         615
        ],
        [
         "2019-08-29",
         574
        ],
        [
         "2019-08-30",
         644
        ],
        [
         "2019-08-31",
         617
        ],
        [
         "2019-09-01",
         812
        ],
        [
         "2019-09-02",
         616
        ],
        [
         "2019-09-03",
         590
        ],
        [
         "2019-09-04",
         568
        ],
        [
         "2019-09-05",
         626
        ],
        [
         "2019-09-06",
         574
        ],
        [
         "2019-09-07",
         609
        ],
        [
         "2019-09-08",
         575
        ],
        [
         "2019-09-09",
         597
        ],
        [
         "2019-09-10",
         606
        ],
        [
         "2019-09-11",
         569
        ],
        [
         "2019-09-12",
         632
        ],
        [
         "2019-09-13",
         648
        ],
        [
         "2019-09-14",
         615
        ],
        [
         "2019-09-15",
         615
        ],
        [
         "2019-09-16",
         585
        ],
        [
         "2019-09-17",
         602
        ],
        [
         "2019-09-18",
         599
        ],
        [
         "2019-09-19",
         597
        ],
        [
         "2019-09-20",
         629
        ],
        [
         "2019-09-21",
         586
        ],
        [
         "2019-09-22",
         564
        ],
        [
         "2019-09-23",
         542
        ],
        [
         "2019-09-24",
         547
        ],
        [
         "2019-09-25",
         599
        ],
        [
         "2019-09-26",
         614
        ],
        [
         "2019-09-27",
         622
        ],
        [
         "2019-09-28",
         596
        ],
        [
         "2019-09-29",
         535
        ],
        [
         "2019-09-30",
         572
        ],
        [
         "2019-10-01",
         761
        ],
        [
         "2019-10-02",
         557
        ],
        [
         "2019-10-03",
         582
        ],
        [
         "2019-10-04",
         658
        ],
        [
         "2019-10-05",
         596
        ],
        [
         "2019-10-06",
         582
        ],
        [
         "2019-10-07",
         599
        ],
        [
         "2019-10-08",
         592
        ],
        [
         "2019-10-09",
         526
        ],
        [
         "2019-10-10",
         633
        ],
        [
         "2019-10-11",
         594
        ],
        [
         "2019-10-12",
         594
        ],
        [
         "2019-10-13",
         586
        ],
        [
         "2019-10-14",
         567
        ],
        [
         "2019-10-15",
         589
        ],
        [
         "2019-10-16",
         536
        ],
        [
         "2019-10-17",
         526
        ],
        [
         "2019-10-18",
         635
        ],
        [
         "2019-10-19",
         622
        ],
        [
         "2019-10-20",
         606
        ],
        [
         "2019-10-21",
         589
        ],
        [
         "2019-10-22",
         546
        ],
        [
         "2019-10-23",
         565
        ],
        [
         "2019-10-24",
         571
        ],
        [
         "2019-10-25",
         618
        ],
        [
         "2019-10-26",
         587
        ],
        [
         "2019-10-27",
         566
        ],
        [
         "2019-10-28",
         531
        ],
        [
         "2019-10-29",
         561
        ],
        [
         "2019-10-30",
         558
        ],
        [
         "2019-10-31",
         615
        ],
        [
         "2019-11-01",
         789
        ],
        [
         "2019-11-02",
         609
        ],
        [
         "2019-11-03",
         547
        ],
        [
         "2019-11-04",
         578
        ],
        [
         "2019-11-05",
         535
        ],
        [
         "2019-11-06",
         582
        ],
        [
         "2019-11-07",
         591
        ],
        [
         "2019-11-08",
         627
        ],
        [
         "2019-11-09",
         638
        ],
        [
         "2019-11-10",
         581
        ],
        [
         "2019-11-11",
         564
        ],
        [
         "2019-11-12",
         591
        ],
        [
         "2019-11-13",
         559
        ],
        [
         "2019-11-14",
         541
        ],
        [
         "2019-11-15",
         639
        ],
        [
         "2019-11-16",
         555
        ],
        [
         "2019-11-17",
         553
        ],
        [
         "2019-11-18",
         606
        ],
        [
         "2019-11-19",
         542
        ],
        [
         "2019-11-20",
         567
        ],
        [
         "2019-11-21",
         558
        ],
        [
         "2019-11-22",
         619
        ],
        [
         "2019-11-23",
         607
        ],
        [
         "2019-11-24",
         531
        ],
        [
         "2019-11-25",
         557
        ],
        [
         "2019-11-26",
         568
        ],
        [
         "2019-11-27",
         564
        ],
        [
         "2019-11-28",
         431
        ],
        [
         "2019-11-29",
         557
        ],
        [
         "2019-11-30",
         488
        ],
        [
         "2019-12-01",
         665
        ],
        [
         "2019-12-02",
         535
        ],
        [
         "2019-12-03",
         571
        ],
        [
         "2019-12-04",
         549
        ],
        [
         "2019-12-05",
         599
        ],
        [
         "2019-12-06",
         610
        ],
        [
         "2019-12-07",
         553
        ],
        [
         "2019-12-08",
         512
        ],
        [
         "2019-12-09",
         615
        ],
        [
         "2019-12-10",
         628
        ],
        [
         "2019-12-11",
         585
        ],
        [
         "2019-12-12",
         586
        ],
        [
         "2019-12-13",
         653
        ],
        [
         "2019-12-14",
         671
        ],
        [
         "2019-12-15",
         662
        ],
        [
         "2019-12-16",
         630
        ],
        [
         "2019-12-17",
         591
        ],
        [
         "2019-12-18",
         607
        ],
        [
         "2019-12-19",
         592
        ],
        [
         "2019-12-20",
         697
        ],
        [
         "2019-12-21",
         643
        ],
        [
         "2019-12-22",
         601
        ],
        [
         "2019-12-23",
         551
        ],
        [
         "2019-12-24",
         551
        ],
        [
         "2019-12-25",
         434
        ],
        [
         "2019-12-26",
         483
        ],
        [
         "2019-12-27",
         515
        ],
        [
         "2019-12-28",
         561
        ],
        [
         "2019-12-29",
         526
        ],
        [
         "2019-12-30",
         541
        ],
        [
         "2019-12-31",
         556
        ],
        [
         "2021-01-01",
         271
        ],
        [
         "2021-01-02",
         76
        ],
        [
         "2021-01-03",
         82
        ],
        [
         "2021-01-04",
         88
        ],
        [
         "2021-01-05",
         85
        ],
        [
         "2021-01-06",
         87
        ],
        [
         "2021-01-07",
         74
        ],
        [
         "2021-01-08",
         65
        ],
        [
         "2021-01-09",
         87
        ],
        [
         "2021-01-10",
         73
        ],
        [
         "2021-01-11",
         86
        ],
        [
         "2021-01-12",
         95
        ],
        [
         "2021-01-13",
         69
        ],
        [
         "2021-01-14",
         109
        ],
        [
         "2021-01-15",
         102
        ],
        [
         "2021-01-16",
         67
        ],
        [
         "2021-01-17",
         91
        ],
        [
         "2021-01-18",
         84
        ],
        [
         "2021-01-19",
         81
        ],
        [
         "2021-01-20",
         85
        ],
        [
         "2021-01-21",
         59
        ],
        [
         "2021-01-22",
         68
        ],
        [
         "2021-01-23",
         68
        ],
        [
         "2021-01-24",
         71
        ],
        [
         "2021-01-25",
         77
        ],
        [
         "2021-01-26",
         66
        ],
        [
         "2021-01-27",
         65
        ],
        [
         "2021-01-28",
         80
        ],
        [
         "2021-01-29",
         79
        ],
        [
         "2021-01-30",
         80
        ],
        [
         "2021-01-31",
         69
        ],
        [
         "2021-02-01",
         128
        ],
        [
         "2021-02-02",
         66
        ],
        [
         "2021-02-03",
         87
        ],
        [
         "2021-02-04",
         54
        ],
        [
         "2021-02-05",
         73
        ],
        [
         "2021-02-06",
         76
        ],
        [
         "2021-02-07",
         68
        ],
        [
         "2021-02-08",
         86
        ],
        [
         "2021-02-09",
         48
        ],
        [
         "2021-02-10",
         60
        ],
        [
         "2021-02-11",
         62
        ],
        [
         "2021-02-12",
         78
        ],
        [
         "2021-02-13",
         87
        ],
        [
         "2021-02-14",
         71
        ],
        [
         "2021-02-15",
         92
        ],
        [
         "2021-02-16",
         86
        ],
        [
         "2021-02-17",
         79
        ],
        [
         "2021-02-18",
         87
        ],
        [
         "2021-02-19",
         67
        ],
        [
         "2021-02-20",
         59
        ],
        [
         "2021-02-21",
         80
        ],
        [
         "2021-02-22",
         68
        ],
        [
         "2021-02-23",
         79
        ],
        [
         "2021-02-24",
         70
        ],
        [
         "2021-02-25",
         49
        ],
        [
         "2021-02-26",
         72
        ],
        [
         "2021-02-27",
         90
        ],
        [
         "2021-02-28",
         80
        ],
        [
         "2021-03-01",
         146
        ],
        [
         "2021-03-02",
         79
        ],
        [
         "2021-03-03",
         69
        ],
        [
         "2021-03-04",
         77
        ],
        [
         "2021-03-05",
         65
        ],
        [
         "2021-03-06",
         64
        ],
        [
         "2021-03-07",
         75
        ],
        [
         "2021-03-08",
         79
        ],
        [
         "2021-03-09",
         71
        ],
        [
         "2021-03-10",
         62
        ],
        [
         "2021-03-11",
         77
        ],
        [
         "2021-03-12",
         90
        ],
        [
         "2021-03-13",
         70
        ],
        [
         "2021-03-14",
         50
        ],
        [
         "2021-03-15",
         79
        ],
        [
         "2021-03-16",
         77
        ],
        [
         "2021-03-17",
         70
        ],
        [
         "2021-03-18",
         88
        ],
        [
         "2021-03-19",
         73
        ],
        [
         "2021-03-20",
         76
        ],
        [
         "2021-03-21",
         91
        ],
        [
         "2021-03-22",
         78
        ],
        [
         "2021-03-23",
         74
        ],
        [
         "2021-03-24",
         86
        ],
        [
         "2021-03-25",
         60
        ],
        [
         "2021-03-26",
         106
        ],
        [
         "2021-03-27",
         65
        ],
        [
         "2021-03-28",
         79
        ],
        [
         "2021-03-29",
         89
        ],
        [
         "2021-03-30",
         80
        ],
        [
         "2021-03-31",
         96
        ],
        [
         "2021-04-01",
         150
        ],
        [
         "2021-04-02",
         99
        ],
        [
         "2021-04-03",
         92
        ],
        [
         "2021-04-04",
         103
        ],
        [
         "2021-04-05",
         102
        ],
        [
         "2021-04-06",
         100
        ],
        [
         "2021-04-07",
         90
        ],
        [
         "2021-04-08",
         97
        ],
        [
         "2021-04-09",
         86
        ],
        [
         "2021-04-10",
         101
        ],
        [
         "2021-04-11",
         95
        ],
        [
         "2021-04-12",
         107
        ],
        [
         "2021-04-13",
         96
        ],
        [
         "2021-04-14",
         75
        ],
        [
         "2021-04-15",
         111
        ],
        [
         "2021-04-16",
         110
        ],
        [
         "2021-04-17",
         109
        ],
        [
         "2021-04-18",
         109
        ],
        [
         "2021-04-19",
         88
        ],
        [
         "2021-04-20",
         105
        ],
        [
         "2021-04-21",
         98
        ],
        [
         "2021-04-22",
         109
        ],
        [
         "2021-04-23",
         108
        ],
        [
         "2021-04-24",
         91
        ],
        [
         "2021-04-25",
         93
        ],
        [
         "2021-04-26",
         102
        ],
        [
         "2021-04-27",
         73
        ],
        [
         "2021-04-28",
         98
        ],
        [
         "2021-04-29",
         108
        ],
        [
         "2021-04-30",
         108
        ],
        [
         "2021-05-01",
         173
        ],
        [
         "2021-05-02",
         90
        ],
        [
         "2021-05-03",
         105
        ],
        [
         "2021-05-04",
         108
        ],
        [
         "2021-05-05",
         110
        ],
        [
         "2021-05-06",
         109
        ],
        [
         "2021-05-07",
         93
        ],
        [
         "2021-05-08",
         113
        ],
        [
         "2021-05-09",
         109
        ],
        [
         "2021-05-10",
         112
        ],
        [
         "2021-05-11",
         96
        ],
        [
         "2021-05-12",
         88
        ],
        [
         "2021-05-13",
         112
        ],
        [
         "2021-05-14",
         96
        ],
        [
         "2021-05-15",
         116
        ],
        [
         "2021-05-16",
         83
        ],
        [
         "2021-05-17",
         109
        ],
        [
         "2021-05-18",
         78
        ],
        [
         "2021-05-19",
         100
        ],
        [
         "2021-05-20",
         107
        ],
        [
         "2021-05-21",
         119
        ],
        [
         "2021-05-22",
         108
        ],
        [
         "2021-05-23",
         108
        ],
        [
         "2021-05-24",
         99
        ],
        [
         "2021-05-25",
         124
        ],
        [
         "2021-05-26",
         108
        ],
        [
         "2021-05-27",
         103
        ],
        [
         "2021-05-28",
         112
        ],
        [
         "2021-05-29",
         105
        ],
        [
         "2021-05-30",
         100
        ],
        [
         "2021-05-31",
         113
        ],
        [
         "2021-06-01",
         195
        ],
        [
         "2021-06-02",
         112
        ],
        [
         "2021-06-03",
         112
        ],
        [
         "2021-06-04",
         85
        ],
        [
         "2021-06-05",
         112
        ],
        [
         "2021-06-06",
         118
        ],
        [
         "2021-06-07",
         117
        ],
        [
         "2021-06-08",
         88
        ],
        [
         "2021-06-09",
         117
        ],
        [
         "2021-06-10",
         108
        ],
        [
         "2021-06-11",
         107
        ],
        [
         "2021-06-12",
         107
        ],
        [
         "2021-06-13",
         96
        ],
        [
         "2021-06-14",
         94
        ],
        [
         "2021-06-15",
         131
        ],
        [
         "2021-06-16",
         97
        ],
        [
         "2021-06-17",
         100
        ],
        [
         "2021-06-18",
         141
        ],
        [
         "2021-06-19",
         102
        ],
        [
         "2021-06-20",
         99
        ],
        [
         "2021-06-21",
         130
        ],
        [
         "2021-06-22",
         113
        ],
        [
         "2021-06-23",
         89
        ],
        [
         "2021-06-24",
         109
        ],
        [
         "2021-06-25",
         115
        ],
        [
         "2021-06-26",
         112
        ],
        [
         "2021-06-27",
         133
        ],
        [
         "2021-06-28",
         119
        ],
        [
         "2021-06-29",
         85
        ],
        [
         "2021-06-30",
         108
        ],
        [
         "2021-07-01",
         183
        ],
        [
         "2021-07-02",
         110
        ],
        [
         "2021-07-03",
         111
        ],
        [
         "2021-07-04",
         148
        ],
        [
         "2021-07-05",
         126
        ],
        [
         "2021-07-06",
         100
        ],
        [
         "2021-07-07",
         120
        ],
        [
         "2021-07-08",
         109
        ],
        [
         "2021-07-09",
         95
        ],
        [
         "2021-07-10",
         118
        ],
        [
         "2021-07-11",
         95
        ],
        [
         "2021-07-12",
         113
        ],
        [
         "2021-07-13",
         114
        ],
        [
         "2021-07-14",
         115
        ],
        [
         "2021-07-15",
         110
        ],
        [
         "2021-07-16",
         107
        ],
        [
         "2021-07-17",
         108
        ],
        [
         "2021-07-18",
         114
        ],
        [
         "2021-07-19",
         113
        ],
        [
         "2021-07-20",
         105
        ],
        [
         "2021-07-21",
         125
        ],
        [
         "2021-07-22",
         131
        ],
        [
         "2021-07-23",
         117
        ],
        [
         "2021-07-24",
         111
        ],
        [
         "2021-07-25",
         96
        ],
        [
         "2021-07-26",
         99
        ],
        [
         "2021-07-27",
         115
        ],
        [
         "2021-07-28",
         97
        ],
        [
         "2021-07-29",
         105
        ],
        [
         "2021-07-30",
         104
        ],
        [
         "2021-07-31",
         104
        ],
        [
         "2021-08-01",
         192
        ],
        [
         "2021-08-02",
         128
        ],
        [
         "2021-08-03",
         105
        ],
        [
         "2021-08-04",
         115
        ],
        [
         "2021-08-05",
         99
        ],
        [
         "2021-08-06",
         88
        ],
        [
         "2021-08-07",
         107
        ],
        [
         "2021-08-08",
         109
        ],
        [
         "2021-08-09",
         112
        ],
        [
         "2021-08-10",
         105
        ],
        [
         "2021-08-11",
         84
        ],
        [
         "2021-08-12",
         109
        ],
        [
         "2021-08-13",
         105
        ],
        [
         "2021-08-14",
         125
        ],
        [
         "2021-08-15",
         137
        ],
        [
         "2021-08-16",
         131
        ],
        [
         "2021-08-17",
         89
        ],
        [
         "2021-08-18",
         117
        ],
        [
         "2021-08-19",
         89
        ],
        [
         "2021-08-20",
         130
        ],
        [
         "2021-08-21",
         132
        ],
        [
         "2021-08-22",
         125
        ],
        [
         "2021-08-23",
         112
        ],
        [
         "2021-08-24",
         122
        ],
        [
         "2021-08-25",
         103
        ],
        [
         "2021-08-26",
         81
        ],
        [
         "2021-08-27",
         104
        ],
        [
         "2021-08-28",
         126
        ],
        [
         "2021-08-29",
         125
        ],
        [
         "2021-08-30",
         130
        ],
        [
         "2021-08-31",
         98
        ],
        [
         "2021-09-01",
         193
        ],
        [
         "2021-09-02",
         117
        ],
        [
         "2021-09-03",
         130
        ],
        [
         "2021-09-04",
         97
        ],
        [
         "2021-09-05",
         131
        ],
        [
         "2021-09-06",
         142
        ],
        [
         "2021-09-07",
         92
        ],
        [
         "2021-09-08",
         141
        ],
        [
         "2021-09-09",
         129
        ],
        [
         "2021-09-10",
         115
        ],
        [
         "2021-09-11",
         118
        ],
        [
         "2021-09-12",
         112
        ],
        [
         "2021-09-13",
         127
        ],
        [
         "2021-09-14",
         126
        ],
        [
         "2021-09-15",
         120
        ],
        [
         "2021-09-16",
         85
        ],
        [
         "2021-09-17",
         125
        ],
        [
         "2021-09-18",
         106
        ],
        [
         "2021-09-19",
         110
        ],
        [
         "2021-09-20",
         138
        ],
        [
         "2021-09-21",
         91
        ],
        [
         "2021-09-22",
         99
        ],
        [
         "2021-09-23",
         157
        ],
        [
         "2021-09-24",
         134
        ],
        [
         "2021-09-25",
         143
        ],
        [
         "2021-09-26",
         145
        ],
        [
         "2021-09-27",
         110
        ],
        [
         "2021-09-28",
         112
        ],
        [
         "2021-09-29",
         102
        ],
        [
         "2021-09-30",
         112
        ],
        [
         "2021-10-01",
         242
        ],
        [
         "2021-10-02",
         142
        ],
        [
         "2021-10-03",
         122
        ],
        [
         "2021-10-04",
         126
        ],
        [
         "2021-10-05",
         124
        ],
        [
         "2021-10-06",
         105
        ],
        [
         "2021-10-07",
         121
        ],
        [
         "2021-10-08",
         134
        ],
        [
         "2021-10-09",
         120
        ],
        [
         "2021-10-10",
         119
        ],
        [
         "2021-10-11",
         94
        ],
        [
         "2021-10-12",
         107
        ],
        [
         "2021-10-13",
         118
        ],
        [
         "2021-10-14",
         128
        ],
        [
         "2021-10-15",
         154
        ],
        [
         "2021-10-16",
         121
        ],
        [
         "2021-10-17",
         109
        ],
        [
         "2021-10-18",
         123
        ],
        [
         "2021-10-19",
         112
        ],
        [
         "2021-10-20",
         116
        ],
        [
         "2021-10-21",
         140
        ],
        [
         "2021-10-22",
         123
        ],
        [
         "2021-10-23",
         137
        ],
        [
         "2021-10-24",
         113
        ],
        [
         "2021-10-25",
         96
        ],
        [
         "2021-10-26",
         118
        ],
        [
         "2021-10-27",
         118
        ],
        [
         "2021-10-28",
         117
        ],
        [
         "2021-10-29",
         137
        ],
        [
         "2021-10-30",
         140
        ],
        [
         "2021-10-31",
         132
        ],
        [
         "2021-11-01",
         284
        ],
        [
         "2021-11-02",
         132
        ],
        [
         "2021-11-03",
         170
        ],
        [
         "2021-11-04",
         115
        ],
        [
         "2021-11-05",
         170
        ],
        [
         "2021-11-06",
         138
        ],
        [
         "2021-11-07",
         122
        ],
        [
         "2021-11-08",
         123
        ],
        [
         "2021-11-09",
         140
        ],
        [
         "2021-11-10",
         118
        ],
        [
         "2021-11-11",
         146
        ],
        [
         "2021-11-12",
         125
        ],
        [
         "2021-11-13",
         103
        ],
        [
         "2021-11-14",
         124
        ],
        [
         "2021-11-15",
         164
        ],
        [
         "2021-11-16",
         112
        ],
        [
         "2021-11-17",
         124
        ],
        [
         "2021-11-18",
         125
        ],
        [
         "2021-11-19",
         127
        ],
        [
         "2021-11-20",
         157
        ],
        [
         "2021-11-21",
         129
        ],
        [
         "2021-11-22",
         132
        ],
        [
         "2021-11-23",
         103
        ],
        [
         "2021-11-24",
         144
        ],
        [
         "2021-11-25",
         132
        ],
        [
         "2021-11-26",
         122
        ],
        [
         "2021-11-27",
         128
        ],
        [
         "2021-11-28",
         137
        ],
        [
         "2021-11-29",
         134
        ],
        [
         "2021-11-30",
         164
        ],
        [
         "2021-12-01",
         333
        ],
        [
         "2021-12-02",
         176
        ],
        [
         "2021-12-03",
         203
        ],
        [
         "2021-12-04",
         164
        ],
        [
         "2021-12-05",
         113
        ],
        [
         "2021-12-06",
         143
        ],
        [
         "2021-12-07",
         153
        ],
        [
         "2021-12-08",
         140
        ],
        [
         "2021-12-09",
         130
        ],
        [
         "2021-12-10",
         175
        ],
        [
         "2021-12-11",
         156
        ],
        [
         "2021-12-12",
         152
        ],
        [
         "2021-12-13",
         148
        ],
        [
         "2021-12-14",
         137
        ],
        [
         "2021-12-15",
         180
        ],
        [
         "2021-12-16",
         173
        ],
        [
         "2021-12-17",
         176
        ],
        [
         "2021-12-18",
         189
        ],
        [
         "2021-12-19",
         170
        ],
        [
         "2021-12-20",
         190
        ],
        [
         "2021-12-21",
         170
        ],
        [
         "2021-12-22",
         210
        ],
        [
         "2021-12-23",
         199
        ],
        [
         "2021-12-24",
         205
        ],
        [
         "2021-12-25",
         164
        ],
        [
         "2021-12-26",
         159
        ],
        [
         "2021-12-27",
         194
        ],
        [
         "2021-12-28",
         199
        ],
        [
         "2021-12-29",
         220
        ],
        [
         "2021-12-30",
         247
        ],
        [
         "2021-12-31",
         458
        ]
       ],
       "datasetInfos": [],
       "dbfsResultPath": null,
       "isJsonSchema": true,
       "metadata": {},
       "overflow": false,
       "plotOptions": {
        "customPlotOptions": {},
        "displayType": "table",
        "pivotAggregation": null,
        "pivotColumns": null,
        "xColumns": null,
        "yColumns": null
       },
       "removedWidgets": [],
       "schema": [
        {
         "metadata": "{}",
         "name": "date",
         "type": "\"date\""
        },
        {
         "metadata": "{}",
         "name": "number_of_crime",
         "type": "\"long\""
        }
       ],
       "type": "table"
      }
     },
     "output_type": "display_data"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Databricks visualization. Run in Databricks to view."
      ]
     },
     "metadata": {
      "application/vnd.databricks.v1.subcommand+json": {
       "bindings": {},
       "collapsed": false,
       "command": "%python\n__backend_agg_display_orig = display\n__backend_agg_dfs = []\ndef __backend_agg_display_new(df):\n    __backend_agg_df_modules = [\"pandas.core.frame\", \"databricks.koalas.frame\", \"pyspark.sql.dataframe\", \"pyspark.pandas.frame\", \"pyspark.sql.connect.dataframe\"]\n    if (type(df).__module__ in __backend_agg_df_modules and type(df).__name__ == 'DataFrame') or isinstance(df, list):\n        __backend_agg_dfs.append(df)\n\ndisplay = __backend_agg_display_new\n\ndef __backend_agg_user_code_fn():\n    import base64\n    exec(base64.standard_b64decode(\"dHMgPSBzcGFyay5zcWwoCiJzZWxlY3QgXAogIGRhdGUoYERBVEUgT0NDYCkgYXMgZGF0ZSwgY291bnQoKikgYXMgbnVtYmVyX29mX2NyaW1lIFwKZnJvbSBMQV9jcmltZSBcCmdyb3VwIGJ5IDEgXApvcmRlciBieSAxIikKCmRpc3BsYXkodHMp\").decode())\n\ntry:\n    # run user code\n    __backend_agg_user_code_fn()\n\n    #reset display function\n    display = __backend_agg_display_orig\n\n    if len(__backend_agg_dfs) > 0:\n        # create a temp view\n        if type(__backend_agg_dfs[0]).__module__ == \"databricks.koalas.frame\":\n            # koalas dataframe\n            __backend_agg_dfs[0].to_spark().createOrReplaceTempView(\"DatabricksViewdfb666e\")\n        elif type(__backend_agg_dfs[0]).__module__ == \"pandas.core.frame\" or isinstance(__backend_agg_dfs[0], list):\n            # pandas dataframe\n            spark.createDataFrame(__backend_agg_dfs[0]).createOrReplaceTempView(\"DatabricksViewdfb666e\")\n        else:\n            __backend_agg_dfs[0].createOrReplaceTempView(\"DatabricksViewdfb666e\")\n        #run backend agg\n        display(spark.sql(\"\"\"WITH q AS (select * from DatabricksViewdfb666e) SELECT `date`,SUM(`number_of_crime`) `column_692cea2b258` FROM q GROUP BY `date`\"\"\"))\n    else:\n        displayHTML(\"dataframe no longer exists. If you're using dataframe.display(), use display(dataframe) instead.\")\n\n\nfinally:\n    spark.sql(\"drop view if exists DatabricksViewdfb666e\")\n    display = __backend_agg_display_orig\n    del __backend_agg_display_new\n    del __backend_agg_display_orig\n    del __backend_agg_dfs\n    del __backend_agg_user_code_fn\n\n",
       "commandTitle": "Visualization 1",
       "commandType": "auto",
       "commandVersion": 0,
       "commentThread": [],
       "commentsVisible": false,
       "contentSha256Hex": null,
       "customPlotOptions": {
        "redashChart": [
         {
          "key": "type",
          "value": "CHART"
         },
         {
          "key": "options",
          "value": {
           "alignYAxesAtZero": true,
           "coefficient": 1,
           "columnConfigurationMap": {
            "x": {
             "column": "date",
             "id": "column_692cea2b257"
            },
            "y": [
             {
              "column": "number_of_crime",
              "id": "column_692cea2b258",
              "transform": "SUM"
             }
            ]
           },
           "dateTimeFormat": "DD/MM/YYYY HH:mm",
           "direction": {
            "type": "counterclockwise"
           },
           "error_y": {
            "type": "data",
            "visible": true
           },
           "globalSeriesType": "line",
           "legend": {
            "traceorder": "normal"
           },
           "missingValuesAsZero": true,
           "numberFormat": "0,0[.]00000",
           "percentFormat": "0[.]00%",
           "series": {
            "error_y": {
             "type": "data",
             "visible": true
            },
            "stacking": null
           },
           "seriesOptions": {
            "column_692cea2b258": {
             "name": "number_of_crime",
             "yAxis": 0
            }
           },
           "showDataLabels": false,
           "sizemode": "diameter",
           "sortX": true,
           "sortY": true,
           "swappedAxes": false,
           "textFormat": "",
           "useAggregationsUi": true,
           "valuesOptions": {},
           "version": 2,
           "xAxis": {
            "labels": {
             "enabled": true
            },
            "type": "-"
           },
           "yAxis": [
            {
             "type": "-"
            },
            {
             "opposite": true,
             "type": "-"
            }
           ]
          }
         }
        ]
       },
       "datasetPreviewNameToCmdIdMap": {},
       "diffDeletes": [],
       "diffInserts": [],
       "displayType": "redashChart",
       "error": null,
       "errorSummary": null,
       "errorTraceType": null,
       "finishTime": 0,
       "globalVars": {},
       "guid": "",
       "height": "auto",
       "hideCommandCode": false,
       "hideCommandResult": false,
       "iPythonMetadata": null,
       "inputWidgets": {},
       "isLockedInExamMode": false,
       "latestUser": "a user",
       "latestUserId": null,
       "listResultMetadata": null,
       "metadata": {
        "byteLimit": 2048000,
        "rowLimit": 10000
       },
       "nuid": "b2133200-8e55-4ba6-a92f-13ec0778d55b",
       "origId": 0,
       "parentHierarchy": [],
       "pivotAggregation": null,
       "pivotColumns": null,
       "position": 1.0,
       "resultDbfsErrorMessage": null,
       "resultDbfsStatus": "INLINED_IN_TREE",
       "results": null,
       "showCommandTitle": false,
       "startTime": 0,
       "state": "finished",
       "streamStates": {},
       "subcommandOptions": {
        "queryPlan": {
         "groups": [
          {
           "column": "date",
           "type": "column"
          }
         ],
         "selects": [
          {
           "column": "date",
           "type": "column"
          },
          {
           "alias": "column_692cea2b258",
           "args": [
            {
             "column": "number_of_crime",
             "type": "column"
            }
           ],
           "function": "SUM",
           "type": "function"
          }
         ]
        }
       },
       "submitTime": 0,
       "subtype": "tableResultSubCmd.visualization",
       "tableResultIndex": 0,
       "useConsistentColors": false,
       "version": "CommandV1",
       "width": "auto",
       "workflows": [],
       "xColumns": null,
       "yColumns": null
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts = spark.sql(\n",
    "\"select \\\n",
    "  date(`DATE OCC`) as date, count(*) as number_of_crime \\\n",
    "from LA_crime \\\n",
    "group by 1 \\\n",
    "order by 1\")\n",
    "\n",
    "display(ts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "cf86026c-b7b3-4e31-a5bc-667e53c29636",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n |-- date: date (nullable = true)\n |-- number_of_crime: long (nullable = false)\n\n"
     ]
    }
   ],
   "source": [
    "ts.printSchema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "d7fe996c-2f5c-4193-bfae-fc348442f848",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+---------------+\n|      date|number_of_crime|\n+----------+---------------+\n|2010-01-01|           2337|\n|2010-01-02|            535|\n|2010-01-03|            539|\n+----------+---------------+\nonly showing top 3 rows\n\n"
     ]
    }
   ],
   "source": [
    "ts.show(n=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "c6586a74-5d24-4f86-b3d4-446678c04291",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----+---------------+\n|date|number_of_crime|\n+----+---------------+\n+----+---------------+\n\n"
     ]
    }
   ],
   "source": [
    "ts.filter(\"date is null or number_of_crime is null\").show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "df8dd3dd-5aca-40a2-bf8b-f37778567b4c",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Out[11]: [(0, 0, 0),\n (0, 0, 1),\n (0, 1, 0),\n (0, 1, 1),\n (1, 0, 0),\n (1, 0, 1),\n (1, 1, 0),\n (1, 1, 1)]"
     ]
    }
   ],
   "source": [
    "import itertools\n",
    "p = d = q = range(0,2)\n",
    "\n",
    "# generate all different combinations of p, d and q triplets\n",
    "pdq = list(itertools.product(p, d, q))\n",
    "\n",
    "pdq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "dbdab0d7-cad6-4e8d-863b-2ed075863e68",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Examples of parameter combinations for Seasonal ARIMA...\nSARIMAX: (0, 0, 1) x (0, 0, 1, 12)\nSARIMAX: (0, 0, 1) x (0, 1, 0, 12)\nSARIMAX: (0, 1, 0) x (0, 1, 1, 12)\nSARIMAX: (0, 1, 0) x (1, 0, 0, 12)\n"
     ]
    }
   ],
   "source": [
    "#Define the p, d and q parameters to take any value between 0 and 2\n",
    "\n",
    "p = d = q = range(0,2)\n",
    "\n",
    "# generate all different combinations of p, d and q triplets\n",
    "pdq = list(itertools.product(p, d, q))\n",
    "\n",
    "# generate all different combinations of seasonal p, d and q triplets\n",
    "seasonal_pdq = [(x[0], x[1], x[2], 12) for x in list(itertools.product(p, d, q))]\n",
    "\n",
    "print('Examples of parameter combinations for Seasonal ARIMA...')\n",
    "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[1]))\n",
    "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[2]))\n",
    "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[3]))\n",
    "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "584af7eb-65f2-4792-b51a-324429bae91a",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Out[13]: date\n2010-01-01    629.193548\n2010-02-01    572.250000\n2010-03-01    584.870968\n2010-04-01    592.533333\n2010-05-01    571.677419\nFreq: MS, Name: number_of_crime, dtype: float64"
     ]
    }
   ],
   "source": [
    "y = ts.toPandas()\n",
    "y.set_index('date', inplace=True)\n",
    "# set index as DataTimeIndex\n",
    "y.index = pd.to_datetime(y.index)\n",
    "# The 'MS' string groups the data into buckets by start of the month\n",
    "y = y['number_of_crime'].resample('MS').mean()\n",
    "y.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "27b271d3-389c-4621-a1d2-954646089efa",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "optimal updated\nARIMA(0, 0, 0)x(0, 0, 0, 12)12 - AIC:2026.7031488197692\noptimal updated\nARIMA(0, 0, 0)x(0, 0, 1, 12)12 - AIC:1727.2487129069723\noptimal updated\nARIMA(0, 0, 0)x(0, 1, 0, 12)12 - AIC:1489.2109814981854\noptimal updated\nARIMA(0, 0, 0)x(0, 1, 1, 12)12 - AIC:1328.7537928693384\nARIMA(0, 0, 0)x(1, 0, 0, 12)12 - AIC:1488.47904428201\nARIMA(0, 0, 0)x(1, 0, 1, 12)12 - AIC:1455.1144748612062\noptimal updated\nARIMA(0, 0, 0)x(1, 1, 0, 12)12 - AIC:1328.7528841248857\noptimal updated\nARIMA(0, 0, 0)x(1, 1, 1, 12)12 - AIC:1319.129046893882\nARIMA(0, 0, 1)x(0, 0, 0, 12)12 - AIC:1846.5011741430487\nARIMA(0, 0, 1)x(0, 0, 1, 12)12 - AIC:1570.7024631884074\nARIMA(0, 0, 1)x(0, 1, 0, 12)12 - AIC:1371.2854646532453\noptimal updated\nARIMA(0, 0, 1)x(0, 1, 1, 12)12 - AIC:1239.114314234408\nARIMA(0, 0, 1)x(1, 0, 0, 12)12 - AIC:1382.3262291262736\nARIMA(0, 0, 1)x(1, 0, 1, 12)12 - AIC:1356.8285087713812\nARIMA(0, 0, 1)x(1, 1, 0, 12)12 - AIC:1257.9894292416777\noptimal updated\nARIMA(0, 0, 1)x(1, 1, 1, 12)12 - AIC:1237.8837548895185\noptimal updated\nARIMA(0, 1, 0)x(0, 0, 0, 12)12 - AIC:1236.4984329304468\noptimal updated\nARIMA(0, 1, 0)x(0, 0, 1, 12)12 - AIC:1125.532526566867\nARIMA(0, 1, 0)x(0, 1, 0, 12)12 - AIC:1188.118868901452\noptimal updated\nARIMA(0, 1, 0)x(0, 1, 1, 12)12 - AIC:1024.1573656957557\nARIMA(0, 1, 0)x(1, 0, 0, 12)12 - AIC:1136.7068166501078\nARIMA(0, 1, 0)x(1, 0, 1, 12)12 - AIC:1116.7221281787554\nARIMA(0, 1, 0)x(1, 1, 0, 12)12 - AIC:1051.6376819691934\nARIMA(0, 1, 0)x(1, 1, 1, 12)12 - AIC:1026.314069109821\nARIMA(0, 1, 1)x(0, 0, 0, 12)12 - AIC:1229.7946059149144\nARIMA(0, 1, 1)x(0, 0, 1, 12)12 - AIC:1118.6928213213773\nARIMA(0, 1, 1)x(0, 1, 0, 12)12 - AIC:1180.084836441622\noptimal updated\nARIMA(0, 1, 1)x(0, 1, 1, 12)12 - AIC:1015.0856067687471\nARIMA(0, 1, 1)x(1, 0, 0, 12)12 - AIC:1138.609108728378\nARIMA(0, 1, 1)x(1, 0, 1, 12)12 - AIC:1107.888224219841\nARIMA(0, 1, 1)x(1, 1, 0, 12)12 - AIC:1053.6210727931898\nARIMA(0, 1, 1)x(1, 1, 1, 12)12 - AIC:1016.8155985403818\nARIMA(1, 0, 0)x(0, 0, 0, 12)12 - AIC:1249.4501529902946\nARIMA(1, 0, 0)x(0, 0, 1, 12)12 - AIC:1139.373044328451\nARIMA(1, 0, 0)x(0, 1, 0, 12)12 - AIC:1196.4246365063227\nARIMA(1, 0, 0)x(0, 1, 1, 12)12 - AIC:1035.0683297921116\nARIMA(1, 0, 0)x(1, 0, 0, 12)12 - AIC:1137.5223166176174\nARIMA(1, 0, 0)x(1, 0, 1, 12)12 - AIC:1124.932992587109\nARIMA(1, 0, 0)x(1, 1, 0, 12)12 - AIC:1053.28293808738\nARIMA(1, 0, 0)x(1, 1, 1, 12)12 - AIC:1037.9819682533825\nARIMA(1, 0, 1)x(0, 0, 0, 12)12 - AIC:1239.179407414165\nARIMA(1, 0, 1)x(0, 0, 1, 12)12 - AIC:1128.8953886435772\nARIMA(1, 0, 1)x(0, 1, 0, 12)12 - AIC:1188.928340845699\nARIMA(1, 0, 1)x(0, 1, 1, 12)12 - AIC:1026.0153809569229\nARIMA(1, 0, 1)x(1, 0, 0, 12)12 - AIC:1139.4432866663503\nARIMA(1, 0, 1)x(1, 0, 1, 12)12 - AIC:1116.5439386884927\nARIMA(1, 0, 1)x(1, 1, 0, 12)12 - AIC:1055.232782372809\nARIMA(1, 0, 1)x(1, 1, 1, 12)12 - AIC:1029.0367632910597\nARIMA(1, 1, 0)x(0, 0, 0, 12)12 - AIC:1238.4487502054994\nARIMA(1, 1, 0)x(0, 0, 1, 12)12 - AIC:1127.4618973530073\nARIMA(1, 1, 0)x(0, 1, 0, 12)12 - AIC:1188.9389584692003\nARIMA(1, 1, 0)x(0, 1, 1, 12)12 - AIC:1023.7710615341163\nARIMA(1, 1, 0)x(1, 0, 0, 12)12 - AIC:1126.507560549613\nARIMA(1, 1, 0)x(1, 0, 1, 12)12 - AIC:1116.0620096923992\nARIMA(1, 1, 0)x(1, 1, 0, 12)12 - AIC:1044.774934398332\nARIMA(1, 1, 0)x(1, 1, 1, 12)12 - AIC:1025.4948782454117\nARIMA(1, 1, 1)x(0, 0, 0, 12)12 - AIC:1229.1938484140246\nARIMA(1, 1, 1)x(0, 0, 1, 12)12 - AIC:1117.2241251593734\nARIMA(1, 1, 1)x(0, 1, 0, 12)12 - AIC:1179.89851019885\noptimal updated\nARIMA(1, 1, 1)x(0, 1, 1, 12)12 - AIC:1012.2577650034242\nARIMA(1, 1, 1)x(1, 0, 0, 12)12 - AIC:1128.4107648730737\nARIMA(1, 1, 1)x(1, 0, 1, 12)12 - AIC:1102.9500313245758\nARIMA(1, 1, 1)x(1, 1, 0, 12)12 - AIC:1044.942987380102\nARIMA(1, 1, 1)x(1, 1, 1, 12)12 - AIC:1012.6618938365613\noptimal paramaters: {'param': (1, 1, 1), 'param_seasonal': (0, 1, 1, 12), 'aic': 1012.2577650034242}\n"
     ]
    }
   ],
   "source": [
    "optimal = {'param':None, 'param_seasonal':None, 'aic':None}\n",
    "for param in pdq:\n",
    "  for param_seasonal in seasonal_pdq:\n",
    "    try:\n",
    "      mod = sm.tsa.statespace.SARIMAX(y,\n",
    "                                      order=param,\n",
    "                                      seasonal_order=param_seasonal,\n",
    "                                      enforce_stationarity=False,\n",
    "                                      enforce_invertibility=False)\n",
    "\n",
    "      results = mod.fit()\n",
    "      if (not optimal['aic']) or results.aic < optimal['aic']:\n",
    "        optimal['param'] = param\n",
    "        optimal['param_seasonal'] = param_seasonal\n",
    "        optimal['aic'] = results.aic\n",
    "        print('optimal updated')\n",
    "      print('ARIMA{}x{}12 - AIC:{}'.format(param, param_seasonal, results.aic))\n",
    "    except:\n",
    "      continue\n",
    "print('optimal paramaters:', optimal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "3c307be7-5f0f-4894-b23b-27f3911269eb",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Out[20]: {'param': (1, 1, 1),\n 'param_seasonal': (0, 1, 1, 12),\n 'aic': 1012.2577650034242}"
     ]
    }
   ],
   "source": [
    "optimal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "6e16d2aa-e451-4a2e-adcc-6e4df09943a7",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================================================================\n                 coef    std err          z      P>|z|      [0.025      0.975]\n------------------------------------------------------------------------------\nar.L1          0.8559      0.188      4.554      0.000       0.488       1.224\nma.L1         -0.7139      0.266     -2.689      0.007      -1.234      -0.194\nma.S.L12      -1.0000      0.053    -18.924      0.000      -1.104      -0.896\nsigma2       667.3772   7.92e-05   8.43e+06      0.000     667.377     667.377\n==============================================================================\n"
     ]
    }
   ],
   "source": [
    "\n",
    "mod = sm.tsa.statespace.SARIMAX(y,\n",
    "                                order=optimal['param'],\n",
    "                                seasonal_order=optimal['param_seasonal'],\n",
    "                                enforce_stationarity=False,\n",
    "                                enforce_invertibility=False)\n",
    "\n",
    "results = mod.fit()\n",
    "\n",
    "print(results.summary().tables[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "a760870a-0da2-40fd-aaf4-33af54732908",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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\n"
     },
     "metadata": {
      "application/vnd.databricks.v1+output": {
       "addedWidgets": {},
       "arguments": {},
       "data": "data:image/png;base64,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\n",
       "datasetInfos": [],
       "metadata": {},
       "removedWidgets": [],
       "type": "image"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "results.plot_diagnostics(figsize=(15, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "e95b2eb9-214d-4832-a643-3bba4d527a87",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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\n"
     },
     "metadata": {
      "application/vnd.databricks.v1+output": {
       "addedWidgets": {},
       "arguments": {},
       "data": "data:image/png;base64,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\n",
       "datasetInfos": [],
       "metadata": {},
       "removedWidgets": [],
       "type": "image"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "pred = results.get_prediction(start=pd.to_datetime('2019-01-01'), dynamic=False)\n",
    "pred_ci = pred.conf_int()\n",
    "\n",
    "ax = y.plot(label='observed', figsize=(20,5))\n",
    "pred.predicted_mean.plot(ax=ax, label='One-step ahead Forecast', alpha=.7)\n",
    "\n",
    "ax.fill_between(pred_ci.index,\n",
    "                pred_ci.iloc[:, 0],\n",
    "                pred_ci.iloc[:, 1], color='k', alpha=.2)\n",
    "\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_ylabel('Number of Crimes')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "6b712288-d9fd-4dc2-bf7b-86d74ea29208",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Mean Squared Error of our forecasts is 12784.604206097249\n"
     ]
    }
   ],
   "source": [
    "y_forecasted = pred.predicted_mean\n",
    "y_truth = y['2019-01-01':]\n",
    "\n",
    "# Compute the mean square error\n",
    "mse = ((y_forecasted - y_truth) ** 2).mean()\n",
    "print('The Mean Squared Error of our forecasts is',mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "6a177ef1-0141-4f53-b898-da11daa8c896",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [],
   "source": [
    "# Get forecast 500 steps ahead in future\n",
    "pred_uc = results.get_forecast(steps=50)\n",
    "\n",
    "# Get confidence intervals of forecasts\n",
    "pred_ci = pred_uc.conf_int()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "ec58dee3-9d8b-4d09-8e2a-8a7c1b267491",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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\n"
     },
     "metadata": {
      "application/vnd.databricks.v1+output": {
       "addedWidgets": {},
       "arguments": {},
       "data": "data:image/png;base64,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\n",
       "datasetInfos": [],
       "metadata": {},
       "removedWidgets": [],
       "type": "image"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = y.plot(label='observed', figsize=(20, 8))\n",
    "pred_uc.predicted_mean.plot(ax=ax, label='Forecast')\n",
    "ax.fill_between(pred_ci.index,\n",
    "                pred_ci.iloc[:, 0],\n",
    "                pred_ci.iloc[:, 1], color='k', alpha=.25)\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_ylabel('CO2 Levels')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {},
     "inputWidgets": {},
     "nuid": "cf5bfc44-f10c-4501-8a43-485df3b0223a",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "application/vnd.databricks.v1+notebook": {
   "dashboards": [],
   "language": "python",
   "notebookMetadata": {
    "mostRecentlyExecutedCommandWithImplicitDF": {
     "commandId": 4406991535343116,
     "dataframes": [
      "_sqldf"
     ]
    },
    "pythonIndentUnit": 4
   },
   "notebookName": "Time Series Analysis",
   "widgets": {}
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}