Anomaly_Detection_Time_Series_Keras.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Anomaly_Detection_Time_Series_Keras.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.6"},"accelerator":"GPU"},"cells":[{"cell_type":"markdown","metadata":{"colab_type":"text","id":"5gtxIyy0C-PC"},"source":["<h2 align=center>Anomaly Detection in Time Series with Keras AutoEncoders</h2>"]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"lb0pqZ7yDmIj"},"source":["Author: Rakib H. Hridoy <br>\n","Website: [RakibHHridoy](https://rakibhhridoy.github.io) <br>\n","Linkedin: [In](https://linkedin.com/in/rakibhhridoy) <br>\n","Github: [Git](https://github.com/rakibhhridoy) <br>\n","Email: [Mail](rakibhhridoy@outlook.com) <br>"]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"fCd5RSZkDoEd"},"source":["## Import Libraries"]},{"cell_type":"code","metadata":{"id":"CnQrEi5V4VVo","colab_type":"code","colab":{}},"source":["# for colab notebook\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"PbVkw3i7mg0Z","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597756271098,"user_tz":-360,"elapsed":1093,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"a93d545c-6ea2-4a3e-c11a-ae6c94e52a06"},"source":["import numpy as np\n","import tensorflow as tf\n","import pandas as pd\n","pd.options.mode.chained_assignment = None\n","import seaborn as sns\n","from matplotlib.pylab import rcParams\n","import matplotlib.pyplot as plt\n","import plotly.express as px\n","import plotly.graph_objects as go\n","import warnings\n","\n","%matplotlib inline\n","warnings.filterwarnings('ignore')\n","sns.set(style='whitegrid', palette='muted')\n","rcParams['figure.figsize'] = 14, 8\n","\n","print('Tensorflow version:', tf.__version__)"],"execution_count":16,"outputs":[{"output_type":"stream","text":["Tensorflow version: 2.3.0\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"hKyZNQkWUnI8"},"source":["## Task 2: Load and Inspect the S&P 500 Index Data"]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"my0__b3yebUb"},"source":["[Data Source](https://www.kaggle.com/pdquant/sp500-daily-19862018): S&P500 Daily Prices 1986 - 2018"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"dhcfLdSHm6p-","colab":{},"executionInfo":{"status":"ok","timestamp":1597756283047,"user_tz":-360,"elapsed":1351,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}}},"source":["df = pd.read_csv('S_P_500_Index_Data.csv', parse_dates=['date'])\n","#for colab (optional)\n","#df = pd.read_csv('/content/drive/My Drive/Git/Anomly Detection/S_P_500_Index_Data.csv')"],"execution_count":18,"outputs":[]},{"cell_type":"code","metadata":{"id":"cUqibNbEnqzo","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":204},"executionInfo":{"status":"ok","timestamp":1597755195231,"user_tz":-360,"elapsed":859,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"888ad103-3a38-465e-ae75-7d7a9f36445d"},"source":["df.head()"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>date</th>\n","      <th>close</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>02-Jan-86</td>\n","      <td>209.59</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>03-Jan-86</td>\n","      <td>210.88</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>06-Jan-86</td>\n","      <td>210.65</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>07-Jan-86</td>\n","      <td>213.80</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>08-Jan-86</td>\n","      <td>207.97</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["        date   close\n","0  02-Jan-86  209.59\n","1  03-Jan-86  210.88\n","2  06-Jan-86  210.65\n","3  07-Jan-86  213.80\n","4  08-Jan-86  207.97"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"l2pjjH-GEX9C","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597755199847,"user_tz":-360,"elapsed":1087,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"94d48241-3ae5-43fa-fc68-9612826ce107"},"source":["df.shape"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(8192, 2)"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"HsdXWE_fnq0e","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":542},"executionInfo":{"status":"ok","timestamp":1597759314028,"user_tz":-360,"elapsed":1917,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"bf20cc16-4312-4c83-d1a7-b5ddd166a026"},"source":["fig  = go.Figure()\n","fig.add_trace(go.Scatter(x = df.date, y = df.close, mode = 'lines', name = 'close'))\n","fig.update_layout(showlegend = True)\n","fig.show()"],"execution_count":137,"outputs":[{"output_type":"display_data","data":{"text/html":["<html>\n","<head><meta charset=\"utf-8\" /></head>\n","<body>\n","    <div>\n","            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n","                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n","        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n","            <div id=\"e63d3b50-4c10-421a-a102-516462cdd98b\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n","            <script type=\"text/javascript\">\n","                \n","                    window.PLOTLYENV=window.PLOTLYENV || {};\n","                    \n","                if (document.getElementById(\"e63d3b50-4c10-421a-a102-516462cdd98b\")) {\n","                    Plotly.newPlot(\n","                        'e63d3b50-4c10-421a-a102-516462cdd98b',\n","                        [{\"fillcolor\": \"red\", \"mode\": \"lines\", \"name\": \"close\", \"type\": \"scatter\", \"x\": [\"02-Jan-86\", \"03-Jan-86\", \"06-Jan-86\", \"07-Jan-86\", \"08-Jan-86\", \"09-Jan-86\", \"10-Jan-86\", \"13-Jan-86\", \"14-Jan-86\", \"15-Jan-86\", \"16-Jan-86\", \"17-Jan-86\", \"20-Jan-86\", \"21-Jan-86\", \"22-Jan-86\", \"23-Jan-86\", \"24-Jan-86\", \"27-Jan-86\", \"28-Jan-86\", \"29-Jan-86\", \"30-Jan-86\", \"31-Jan-86\", \"03-Feb-86\", \"04-Feb-86\", \"05-Feb-86\", \"06-Feb-86\", \"07-Feb-86\", \"10-Feb-86\", \"11-Feb-86\", \"12-Feb-86\", \"13-Feb-86\", \"14-Feb-86\", \"18-Feb-86\", \"19-Feb-86\", \"20-Feb-86\", \"21-Feb-86\", \"24-Feb-86\", \"25-Feb-86\", \"26-Feb-86\", \"27-Feb-86\", \"28-Feb-86\", \"03-Mar-86\", \"04-Mar-86\", \"05-Mar-86\", \"06-Mar-86\", \"07-Mar-86\", \"10-Mar-86\", \"11-Mar-86\", \"12-Mar-86\", \"13-Mar-86\", \"14-Mar-86\", \"17-Mar-86\", \"18-Mar-86\", \"19-Mar-86\", \"20-Mar-86\", \"21-Mar-86\", \"24-Mar-86\", \"25-Mar-86\", \"26-Mar-86\", \"27-Mar-86\", \"31-Mar-86\", \"01-Apr-86\", \"02-Apr-86\", \"03-Apr-86\", \"04-Apr-86\", \"07-Apr-86\", \"08-Apr-86\", \"09-Apr-86\", \"10-Apr-86\", \"11-Apr-86\", \"14-Apr-86\", \"15-Apr-86\", \"16-Apr-86\", \"17-Apr-86\", \"18-Apr-86\", \"21-Apr-86\", \"22-Apr-86\", \"23-Apr-86\", \"24-Apr-86\", \"25-Apr-86\", \"28-Apr-86\", \"29-Apr-86\", \"30-Apr-86\", \"01-May-86\", \"02-May-86\", \"05-May-86\", \"06-May-86\", \"07-May-86\", \"08-May-86\", \"09-May-86\", \"12-May-86\", \"13-May-86\", \"14-May-86\", \"15-May-86\", \"16-May-86\", \"19-May-86\", \"20-May-86\", \"21-May-86\", \"22-May-86\", \"23-May-86\", \"27-May-86\", \"28-May-86\", \"29-May-86\", \"30-May-86\", \"02-Jun-86\", \"03-Jun-86\", \"04-Jun-86\", \"05-Jun-86\", \"06-Jun-86\", \"09-Jun-86\", \"10-Jun-86\", \"11-Jun-86\", \"12-Jun-86\", \"13-Jun-86\", \"16-Jun-86\", \"17-Jun-86\", \"18-Jun-86\", \"19-Jun-86\", \"20-Jun-86\", \"23-Jun-86\", \"24-Jun-86\", \"25-Jun-86\", \"26-Jun-86\", \"27-Jun-86\", \"30-Jun-86\", \"01-Jul-86\", \"02-Jul-86\", \"03-Jul-86\", \"07-Jul-86\", \"08-Jul-86\", \"09-Jul-86\", \"10-Jul-86\", \"11-Jul-86\", \"14-Jul-86\", \"15-Jul-86\", \"16-Jul-86\", \"17-Jul-86\", \"18-Jul-86\", \"21-Jul-86\", \"22-Jul-86\", \"23-Jul-86\", \"24-Jul-86\", \"25-Jul-86\", \"28-Jul-86\", \"29-Jul-86\", \"30-Jul-86\", \"31-Jul-86\", \"01-Aug-86\", \"04-Aug-86\", \"05-Aug-86\", \"06-Aug-86\", \"07-Aug-86\", \"08-Aug-86\", \"11-Aug-86\", \"12-Aug-86\", \"13-Aug-86\", \"14-Aug-86\", \"15-Aug-86\", \"18-Aug-86\", \"19-Aug-86\", \"20-Aug-86\", \"21-Aug-86\", \"22-Aug-86\", \"25-Aug-86\", \"26-Aug-86\", \"27-Aug-86\", \"28-Aug-86\", \"29-Aug-86\", \"02-Sep-86\", \"03-Sep-86\", \"04-Sep-86\", \"05-Sep-86\", \"08-Sep-86\", \"09-Sep-86\", \"10-Sep-86\", \"11-Sep-86\", \"12-Sep-86\", \"15-Sep-86\", \"16-Sep-86\", \"17-Sep-86\", \"18-Sep-86\", \"19-Sep-86\", \"22-Sep-86\", \"23-Sep-86\", \"24-Sep-86\", \"25-Sep-86\", \"26-Sep-86\", \"29-Sep-86\", \"30-Sep-86\", \"01-Oct-86\", \"02-Oct-86\", \"03-Oct-86\", \"06-Oct-86\", \"07-Oct-86\", \"08-Oct-86\", \"09-Oct-86\", \"10-Oct-86\", \"13-Oct-86\", \"14-Oct-86\", \"15-Oct-86\", \"16-Oct-86\", \"17-Oct-86\", \"20-Oct-86\", \"21-Oct-86\", \"22-Oct-86\", \"23-Oct-86\", \"24-Oct-86\", \"27-Oct-86\", \"28-Oct-86\", \"29-Oct-86\", \"30-Oct-86\", \"31-Oct-86\", \"03-Nov-86\", \"04-Nov-86\", \"05-Nov-86\", \"06-Nov-86\", \"07-Nov-86\", \"10-Nov-86\", \"11-Nov-86\", \"12-Nov-86\", \"13-Nov-86\", \"14-Nov-86\", \"17-Nov-86\", \"18-Nov-86\", \"19-Nov-86\", \"20-Nov-86\", \"21-Nov-86\", \"24-Nov-86\", \"25-Nov-86\", \"26-Nov-86\", \"28-Nov-86\", \"01-Dec-86\", \"02-Dec-86\", \"03-Dec-86\", \"04-Dec-86\", \"05-Dec-86\", \"08-Dec-86\", \"09-Dec-86\", \"10-Dec-86\", \"11-Dec-86\", \"12-Dec-86\", \"15-Dec-86\", \"16-Dec-86\", \"17-Dec-86\", \"18-Dec-86\", \"19-Dec-86\", \"22-Dec-86\", \"23-Dec-86\", \"24-Dec-86\", \"26-Dec-86\", \"29-Dec-86\", \"30-Dec-86\", \"31-Dec-86\", \"02-Jan-87\", \"05-Jan-87\", \"06-Jan-87\", \"07-Jan-87\", \"08-Jan-87\", \"09-Jan-87\", \"12-Jan-87\", \"13-Jan-87\", \"14-Jan-87\", \"15-Jan-87\", \"16-Jan-87\", \"19-Jan-87\", \"20-Jan-87\", \"21-Jan-87\", \"22-Jan-87\", \"23-Jan-87\", \"26-Jan-87\", \"27-Jan-87\", \"28-Jan-87\", \"29-Jan-87\", \"30-Jan-87\", \"02-Feb-87\", \"03-Feb-87\", \"04-Feb-87\", \"05-Feb-87\", \"06-Feb-87\", \"09-Feb-87\", \"10-Feb-87\", \"11-Feb-87\", \"12-Feb-87\", \"13-Feb-87\", \"17-Feb-87\", \"18-Feb-87\", \"19-Feb-87\", \"20-Feb-87\", \"23-Feb-87\", \"24-Feb-87\", \"25-Feb-87\", \"26-Feb-87\", \"27-Feb-87\", \"02-Mar-87\", \"03-Mar-87\", \"04-Mar-87\", \"05-Mar-87\", \"06-Mar-87\", \"09-Mar-87\", \"10-Mar-87\", \"11-Mar-87\", \"12-Mar-87\", \"13-Mar-87\", \"16-Mar-87\", \"17-Mar-87\", \"18-Mar-87\", \"19-Mar-87\", \"20-Mar-87\", \"23-Mar-87\", \"24-Mar-87\", \"25-Mar-87\", \"26-Mar-87\", \"27-Mar-87\", \"30-Mar-87\", \"31-Mar-87\", \"01-Apr-87\", \"02-Apr-87\", \"03-Apr-87\", \"06-Apr-87\", \"07-Apr-87\", \"08-Apr-87\", \"09-Apr-87\", \"10-Apr-87\", \"13-Apr-87\", \"14-Apr-87\", \"15-Apr-87\", \"16-Apr-87\", \"20-Apr-87\", \"21-Apr-87\", \"22-Apr-87\", \"23-Apr-87\", \"24-Apr-87\", \"27-Apr-87\", \"28-Apr-87\", \"29-Apr-87\", \"30-Apr-87\", \"01-May-87\", \"04-May-87\", \"05-May-87\", \"06-May-87\", \"07-May-87\", \"08-May-87\", \"11-May-87\", \"12-May-87\", \"13-May-87\", \"14-May-87\", \"15-May-87\", \"18-May-87\", \"19-May-87\", \"20-May-87\", \"21-May-87\", \"22-May-87\", \"26-May-87\", \"27-May-87\", \"28-May-87\", \"29-May-87\", \"01-Jun-87\", \"02-Jun-87\", \"03-Jun-87\", \"04-Jun-87\", \"05-Jun-87\", \"08-Jun-87\", \"09-Jun-87\", \"10-Jun-87\", \"11-Jun-87\", \"12-Jun-87\", \"15-Jun-87\", \"16-Jun-87\", \"17-Jun-87\", \"18-Jun-87\", \"19-Jun-87\", \"22-Jun-87\", \"23-Jun-87\", \"24-Jun-87\", \"25-Jun-87\", \"26-Jun-87\", \"29-Jun-87\", \"30-Jun-87\", \"01-Jul-87\", \"02-Jul-87\", \"06-Jul-87\", \"07-Jul-87\", \"08-Jul-87\", \"09-Jul-87\", \"10-Jul-87\", \"13-Jul-87\", \"14-Jul-87\", \"15-Jul-87\", \"16-Jul-87\", \"17-Jul-87\", \"20-Jul-87\", \"21-Jul-87\", \"22-Jul-87\", \"23-Jul-87\", \"24-Jul-87\", \"27-Jul-87\", \"28-Jul-87\", \"29-Jul-87\", \"30-Jul-87\", \"31-Jul-87\", \"03-Aug-87\", \"04-Aug-87\", \"05-Aug-87\", \"06-Aug-87\", \"07-Aug-87\", \"10-Aug-87\", \"11-Aug-87\", \"12-Aug-87\", \"13-Aug-87\", \"14-Aug-87\", \"17-Aug-87\", \"18-Aug-87\", \"19-Aug-87\", \"20-Aug-87\", \"21-Aug-87\", \"24-Aug-87\", \"25-Aug-87\", \"26-Aug-87\", \"27-Aug-87\", \"28-Aug-87\", \"31-Aug-87\", \"01-Sep-87\", \"02-Sep-87\", \"03-Sep-87\", \"04-Sep-87\", \"08-Sep-87\", \"09-Sep-87\", \"10-Sep-87\", \"11-Sep-87\", \"14-Sep-87\", \"15-Sep-87\", \"16-Sep-87\", \"17-Sep-87\", \"18-Sep-87\", \"21-Sep-87\", \"22-Sep-87\", \"23-Sep-87\", \"24-Sep-87\", \"25-Sep-87\", \"28-Sep-87\", \"29-Sep-87\", \"30-Sep-87\", \"01-Oct-87\", \"02-Oct-87\", \"05-Oct-87\", \"06-Oct-87\", \"07-Oct-87\", \"08-Oct-87\", \"09-Oct-87\", \"12-Oct-87\", \"13-Oct-87\", \"14-Oct-87\", \"15-Oct-87\", \"16-Oct-87\", \"19-Oct-87\", \"20-Oct-87\", \"21-Oct-87\", \"22-Oct-87\", \"23-Oct-87\", \"26-Oct-87\", \"27-Oct-87\", \"28-Oct-87\", \"29-Oct-87\", \"30-Oct-87\", \"02-Nov-87\", \"03-Nov-87\", \"04-Nov-87\", \"05-Nov-87\", \"06-Nov-87\", \"09-Nov-87\", \"10-Nov-87\", \"11-Nov-87\", \"12-Nov-87\", \"13-Nov-87\", \"16-Nov-87\", \"17-Nov-87\", \"18-Nov-87\", \"19-Nov-87\", \"20-Nov-87\", \"23-Nov-87\", \"24-Nov-87\", \"25-Nov-87\", \"27-Nov-87\", \"30-Nov-87\", \"01-Dec-87\", \"02-Dec-87\", \"03-Dec-87\", \"04-Dec-87\", \"07-Dec-87\", \"08-Dec-87\", \"09-Dec-87\", \"10-Dec-87\", \"11-Dec-87\", \"14-Dec-87\", \"15-Dec-87\", \"16-Dec-87\", \"17-Dec-87\", \"18-Dec-87\", \"21-Dec-87\", \"22-Dec-87\", \"23-Dec-87\", \"24-Dec-87\", \"28-Dec-87\", \"29-Dec-87\", \"30-Dec-87\", \"31-Dec-87\", \"04-Jan-88\", \"05-Jan-88\", \"06-Jan-88\", \"07-Jan-88\", \"08-Jan-88\", \"11-Jan-88\", \"12-Jan-88\", \"13-Jan-88\", \"14-Jan-88\", \"15-Jan-88\", \"18-Jan-88\", \"19-Jan-88\", \"20-Jan-88\", \"21-Jan-88\", \"22-Jan-88\", \"25-Jan-88\", \"26-Jan-88\", \"27-Jan-88\", \"28-Jan-88\", \"29-Jan-88\", \"01-Feb-88\", \"02-Feb-88\", \"03-Feb-88\", \"04-Feb-88\", \"05-Feb-88\", \"08-Feb-88\", \"09-Feb-88\", \"10-Feb-88\", \"11-Feb-88\", \"12-Feb-88\", \"16-Feb-88\", \"17-Feb-88\", \"18-Feb-88\", \"19-Feb-88\", \"22-Feb-88\", \"23-Feb-88\", \"24-Feb-88\", \"25-Feb-88\", \"26-Feb-88\", \"29-Feb-88\", \"01-Mar-88\", \"02-Mar-88\", \"03-Mar-88\", \"04-Mar-88\", \"07-Mar-88\", \"08-Mar-88\", \"09-Mar-88\", \"10-Mar-88\", \"11-Mar-88\", \"14-Mar-88\", \"15-Mar-88\", \"16-Mar-88\", \"17-Mar-88\", \"18-Mar-88\", \"21-Mar-88\", \"22-Mar-88\", \"23-Mar-88\", \"24-Mar-88\", \"25-Mar-88\", \"28-Mar-88\", \"29-Mar-88\", \"30-Mar-88\", \"31-Mar-88\", \"04-Apr-88\", \"05-Apr-88\", \"06-Apr-88\", \"07-Apr-88\", \"08-Apr-88\", \"11-Apr-88\", \"12-Apr-88\", \"13-Apr-88\", \"14-Apr-88\", \"15-Apr-88\", \"18-Apr-88\", \"19-Apr-88\", \"20-Apr-88\", \"21-Apr-88\", \"22-Apr-88\", \"25-Apr-88\", \"26-Apr-88\", \"27-Apr-88\", \"28-Apr-88\", \"29-Apr-88\", \"02-May-88\", \"03-May-88\", \"04-May-88\", \"05-May-88\", \"06-May-88\", \"09-May-88\", \"10-May-88\", \"11-May-88\", \"12-May-88\", \"13-May-88\", \"16-May-88\", \"17-May-88\", \"18-May-88\", \"19-May-88\", \"20-May-88\", \"23-May-88\", \"24-May-88\", \"25-May-88\", \"26-May-88\", \"27-May-88\", \"31-May-88\", \"01-Jun-88\", \"02-Jun-88\", \"03-Jun-88\", \"06-Jun-88\", \"07-Jun-88\", \"08-Jun-88\", \"09-Jun-88\", \"10-Jun-88\", \"13-Jun-88\", \"14-Jun-88\", \"15-Jun-88\", \"16-Jun-88\", \"17-Jun-88\", \"20-Jun-88\", \"21-Jun-88\", \"22-Jun-88\", \"23-Jun-88\", \"24-Jun-88\", \"27-Jun-88\", \"28-Jun-88\", \"29-Jun-88\", \"30-Jun-88\", \"01-Jul-88\", \"05-Jul-88\", \"06-Jul-88\", \"07-Jul-88\", \"08-Jul-88\", \"11-Jul-88\", \"12-Jul-88\", \"13-Jul-88\", \"14-Jul-88\", \"15-Jul-88\", \"18-Jul-88\", \"19-Jul-88\", \"20-Jul-88\", \"21-Jul-88\", \"22-Jul-88\", \"25-Jul-88\", \"26-Jul-88\", \"27-Jul-88\", \"28-Jul-88\", \"29-Jul-88\", \"01-Aug-88\", \"02-Aug-88\", \"03-Aug-88\", \"04-Aug-88\", \"05-Aug-88\", \"08-Aug-88\", \"09-Aug-88\", \"10-Aug-88\", \"11-Aug-88\", \"12-Aug-88\", \"15-Aug-88\", \"16-Aug-88\", \"17-Aug-88\", \"18-Aug-88\", \"19-Aug-88\", \"22-Aug-88\", \"23-Aug-88\", \"24-Aug-88\", \"25-Aug-88\", \"26-Aug-88\", \"29-Aug-88\", \"30-Aug-88\", \"31-Aug-88\", \"01-Sep-88\", \"02-Sep-88\", \"06-Sep-88\", \"07-Sep-88\", \"08-Sep-88\", \"09-Sep-88\", \"12-Sep-88\", \"13-Sep-88\", \"14-Sep-88\", \"15-Sep-88\", \"16-Sep-88\", \"19-Sep-88\", \"20-Sep-88\", \"21-Sep-88\", \"22-Sep-88\", \"23-Sep-88\", \"26-Sep-88\", \"27-Sep-88\", \"28-Sep-88\", \"29-Sep-88\", \"30-Sep-88\", \"03-Oct-88\", \"04-Oct-88\", \"05-Oct-88\", \"06-Oct-88\", \"07-Oct-88\", \"10-Oct-88\", \"11-Oct-88\", \"12-Oct-88\", \"13-Oct-88\", \"14-Oct-88\", \"17-Oct-88\", \"18-Oct-88\", \"19-Oct-88\", \"20-Oct-88\", \"21-Oct-88\", \"24-Oct-88\", \"25-Oct-88\", \"26-Oct-88\", \"27-Oct-88\", \"28-Oct-88\", \"31-Oct-88\", \"01-Nov-88\", \"02-Nov-88\", \"03-Nov-88\", \"04-Nov-88\", \"07-Nov-88\", \"08-Nov-88\", \"09-Nov-88\", \"10-Nov-88\", \"11-Nov-88\", \"14-Nov-88\", \"15-Nov-88\", \"16-Nov-88\", \"17-Nov-88\", \"18-Nov-88\", \"21-Nov-88\", \"22-Nov-88\", \"23-Nov-88\", \"25-Nov-88\", \"28-Nov-88\", \"29-Nov-88\", \"30-Nov-88\", \"01-Dec-88\", \"02-Dec-88\", \"05-Dec-88\", \"06-Dec-88\", \"07-Dec-88\", \"08-Dec-88\", \"09-Dec-88\", \"12-Dec-88\", \"13-Dec-88\", \"14-Dec-88\", \"15-Dec-88\", \"16-Dec-88\", \"19-Dec-88\", \"20-Dec-88\", \"21-Dec-88\", \"22-Dec-88\", \"23-Dec-88\", \"27-Dec-88\", \"28-Dec-88\", \"29-Dec-88\", \"30-Dec-88\", \"03-Jan-89\", \"04-Jan-89\", \"05-Jan-89\", \"06-Jan-89\", \"09-Jan-89\", \"10-Jan-89\", \"11-Jan-89\", \"12-Jan-89\", \"13-Jan-89\", \"16-Jan-89\", \"17-Jan-89\", \"18-Jan-89\", \"19-Jan-89\", \"20-Jan-89\", \"23-Jan-89\", \"24-Jan-89\", \"25-Jan-89\", \"26-Jan-89\", \"27-Jan-89\", \"30-Jan-89\", \"31-Jan-89\", \"01-Feb-89\", \"02-Feb-89\", \"03-Feb-89\", \"06-Feb-89\", \"07-Feb-89\", \"08-Feb-89\", \"09-Feb-89\", \"10-Feb-89\", \"13-Feb-89\", \"14-Feb-89\", \"15-Feb-89\", \"16-Feb-89\", \"17-Feb-89\", \"21-Feb-89\", \"22-Feb-89\", \"23-Feb-89\", \"24-Feb-89\", \"27-Feb-89\", \"28-Feb-89\", \"01-Mar-89\", \"02-Mar-89\", \"03-Mar-89\", \"06-Mar-89\", \"07-Mar-89\", \"08-Mar-89\", \"09-Mar-89\", \"10-Mar-89\", \"13-Mar-89\", \"14-Mar-89\", \"15-Mar-89\", \"16-Mar-89\", \"17-Mar-89\", \"20-Mar-89\", \"21-Mar-89\", \"22-Mar-89\", \"23-Mar-89\", \"27-Mar-89\", \"28-Mar-89\", \"29-Mar-89\", \"30-Mar-89\", \"31-Mar-89\", \"03-Apr-89\", \"04-Apr-89\", \"05-Apr-89\", \"06-Apr-89\", \"07-Apr-89\", \"10-Apr-89\", \"11-Apr-89\", \"12-Apr-89\", \"13-Apr-89\", \"14-Apr-89\", \"17-Apr-89\", \"18-Apr-89\", \"19-Apr-89\", \"20-Apr-89\", \"21-Apr-89\", \"24-Apr-89\", \"25-Apr-89\", \"26-Apr-89\", \"27-Apr-89\", \"28-Apr-89\", \"01-May-89\", \"02-May-89\", \"03-May-89\", \"04-May-89\", \"05-May-89\", \"08-May-89\", \"09-May-89\", \"10-May-89\", \"11-May-89\", \"12-May-89\", \"15-May-89\", \"16-May-89\", \"17-May-89\", \"18-May-89\", \"19-May-89\", \"22-May-89\", \"23-May-89\", \"24-May-89\", \"25-May-89\", \"26-May-89\", \"30-May-89\", \"31-May-89\", \"01-Jun-89\", \"02-Jun-89\", \"05-Jun-89\", \"06-Jun-89\", \"07-Jun-89\", \"08-Jun-89\", \"09-Jun-89\", \"12-Jun-89\", \"13-Jun-89\", \"14-Jun-89\", \"15-Jun-89\", \"16-Jun-89\", \"19-Jun-89\", \"20-Jun-89\", \"21-Jun-89\", \"22-Jun-89\", \"23-Jun-89\", \"26-Jun-89\", \"27-Jun-89\", \"28-Jun-89\", \"29-Jun-89\", \"30-Jun-89\", \"03-Jul-89\", \"05-Jul-89\", \"06-Jul-89\", \"07-Jul-89\", \"10-Jul-89\", \"11-Jul-89\", \"12-Jul-89\", \"13-Jul-89\", \"14-Jul-89\", \"17-Jul-89\", \"18-Jul-89\", \"19-Jul-89\", \"20-Jul-89\", \"21-Jul-89\", \"24-Jul-89\", \"25-Jul-89\", \"26-Jul-89\", \"27-Jul-89\", \"28-Jul-89\", \"31-Jul-89\", \"01-Aug-89\", \"02-Aug-89\", \"03-Aug-89\", \"04-Aug-89\", \"07-Aug-89\", \"08-Aug-89\", \"09-Aug-89\", \"10-Aug-89\", \"11-Aug-89\", \"14-Aug-89\", \"15-Aug-89\", \"16-Aug-89\", \"17-Aug-89\", \"18-Aug-89\", \"21-Aug-89\", \"22-Aug-89\", \"23-Aug-89\", \"24-Aug-89\", \"25-Aug-89\", \"28-Aug-89\", \"29-Aug-89\", \"30-Aug-89\", \"31-Aug-89\", \"01-Sep-89\", \"05-Sep-89\", \"06-Sep-89\", \"07-Sep-89\", \"08-Sep-89\", \"11-Sep-89\", \"12-Sep-89\", \"13-Sep-89\", \"14-Sep-89\", \"15-Sep-89\", \"18-Sep-89\", \"19-Sep-89\", \"20-Sep-89\", \"21-Sep-89\", \"22-Sep-89\", \"25-Sep-89\", \"26-Sep-89\", \"27-Sep-89\", \"28-Sep-89\", \"29-Sep-89\", \"02-Oct-89\", \"03-Oct-89\", \"04-Oct-89\", \"05-Oct-89\", \"06-Oct-89\", \"09-Oct-89\", \"10-Oct-89\", \"11-Oct-89\", \"12-Oct-89\", \"13-Oct-89\", \"16-Oct-89\", \"17-Oct-89\", \"18-Oct-89\", \"19-Oct-89\", \"20-Oct-89\", \"23-Oct-89\", \"24-Oct-89\", \"25-Oct-89\", \"26-Oct-89\", \"27-Oct-89\", \"30-Oct-89\", \"31-Oct-89\", \"01-Nov-89\", \"02-Nov-89\", \"03-Nov-89\", \"06-Nov-89\", \"07-Nov-89\", \"08-Nov-89\", \"09-Nov-89\", \"10-Nov-89\", \"13-Nov-89\", \"14-Nov-89\", \"15-Nov-89\", \"16-Nov-89\", \"17-Nov-89\", \"20-Nov-89\", \"21-Nov-89\", \"22-Nov-89\", \"24-Nov-89\", \"27-Nov-89\", \"28-Nov-89\", \"29-Nov-89\", \"30-Nov-89\", \"01-Dec-89\", \"04-Dec-89\", \"05-Dec-89\", \"06-Dec-89\", \"07-Dec-89\", \"08-Dec-89\", \"11-Dec-89\", \"12-Dec-89\", \"13-Dec-89\", \"14-Dec-89\", \"15-Dec-89\", \"18-Dec-89\", \"19-Dec-89\", \"20-Dec-89\", \"21-Dec-89\", \"22-Dec-89\", \"26-Dec-89\", \"27-Dec-89\", \"28-Dec-89\", \"29-Dec-89\", \"02-Jan-90\", \"03-Jan-90\", \"04-Jan-90\", \"05-Jan-90\", \"08-Jan-90\", \"09-Jan-90\", \"10-Jan-90\", \"11-Jan-90\", \"12-Jan-90\", \"15-Jan-90\", \"16-Jan-90\", \"17-Jan-90\", \"18-Jan-90\", \"19-Jan-90\", \"22-Jan-90\", \"23-Jan-90\", \"24-Jan-90\", \"25-Jan-90\", \"26-Jan-90\", \"29-Jan-90\", \"30-Jan-90\", \"31-Jan-90\", \"01-Feb-90\", \"02-Feb-90\", \"05-Feb-90\", \"06-Feb-90\", \"07-Feb-90\", \"08-Feb-90\", \"09-Feb-90\", \"12-Feb-90\", \"13-Feb-90\", \"14-Feb-90\", \"15-Feb-90\", \"16-Feb-90\", \"20-Feb-90\", \"21-Feb-90\", \"22-Feb-90\", \"23-Feb-90\", \"26-Feb-90\", \"27-Feb-90\", \"28-Feb-90\", \"01-Mar-90\", \"02-Mar-90\", \"05-Mar-90\", \"06-Mar-90\", \"07-Mar-90\", \"08-Mar-90\", \"09-Mar-90\", \"12-Mar-90\", \"13-Mar-90\", \"14-Mar-90\", \"15-Mar-90\", \"16-Mar-90\", \"19-Mar-90\", \"20-Mar-90\", \"21-Mar-90\", \"22-Mar-90\", \"23-Mar-90\", \"26-Mar-90\", \"27-Mar-90\", \"28-Mar-90\", \"29-Mar-90\", \"30-Mar-90\", \"02-Apr-90\", \"03-Apr-90\", \"04-Apr-90\", \"05-Apr-90\", \"06-Apr-90\", \"09-Apr-90\", \"10-Apr-90\", \"11-Apr-90\", \"12-Apr-90\", \"16-Apr-90\", \"17-Apr-90\", \"18-Apr-90\", \"19-Apr-90\", \"20-Apr-90\", \"23-Apr-90\", \"24-Apr-90\", \"25-Apr-90\", \"26-Apr-90\", \"27-Apr-90\", \"30-Apr-90\", \"01-May-90\", \"02-May-90\", \"03-May-90\", \"04-May-90\", \"07-May-90\", \"08-May-90\", \"09-May-90\", \"10-May-90\", \"11-May-90\", \"14-May-90\", \"15-May-90\", \"16-May-90\", \"17-May-90\", \"18-May-90\", \"21-May-90\", \"22-May-90\", \"23-May-90\", \"24-May-90\", \"25-May-90\", \"29-May-90\", \"30-May-90\", \"31-May-90\", \"01-Jun-90\", \"04-Jun-90\", \"05-Jun-90\", \"06-Jun-90\", \"07-Jun-90\", \"08-Jun-90\", \"11-Jun-90\", \"12-Jun-90\", \"13-Jun-90\", \"14-Jun-90\", \"15-Jun-90\", \"18-Jun-90\", \"19-Jun-90\", \"20-Jun-90\", \"21-Jun-90\", \"22-Jun-90\", \"25-Jun-90\", \"26-Jun-90\", \"27-Jun-90\", \"28-Jun-90\", \"29-Jun-90\", \"02-Jul-90\", \"03-Jul-90\", \"05-Jul-90\", \"06-Jul-90\", \"09-Jul-90\", \"10-Jul-90\", \"11-Jul-90\", \"12-Jul-90\", \"13-Jul-90\", \"16-Jul-90\", \"17-Jul-90\", \"18-Jul-90\", \"19-Jul-90\", \"20-Jul-90\", \"23-Jul-90\", \"24-Jul-90\", \"25-Jul-90\", \"26-Jul-90\", \"27-Jul-90\", \"30-Jul-90\", \"31-Jul-90\", \"01-Aug-90\", \"02-Aug-90\", \"03-Aug-90\", \"06-Aug-90\", \"07-Aug-90\", \"08-Aug-90\", \"09-Aug-90\", \"10-Aug-90\", \"13-Aug-90\", \"14-Aug-90\", \"15-Aug-90\", \"16-Aug-90\", \"17-Aug-90\", \"20-Aug-90\", \"21-Aug-90\", \"22-Aug-90\", \"23-Aug-90\", \"24-Aug-90\", \"27-Aug-90\", \"28-Aug-90\", \"29-Aug-90\", \"30-Aug-90\", \"31-Aug-90\", \"04-Sep-90\", \"05-Sep-90\", \"06-Sep-90\", \"07-Sep-90\", \"10-Sep-90\", \"11-Sep-90\", \"12-Sep-90\", \"13-Sep-90\", \"14-Sep-90\", \"17-Sep-90\", \"18-Sep-90\", \"19-Sep-90\", \"20-Sep-90\", \"21-Sep-90\", \"24-Sep-90\", \"25-Sep-90\", \"26-Sep-90\", \"27-Sep-90\", \"28-Sep-90\", \"01-Oct-90\", \"02-Oct-90\", \"03-Oct-90\", \"04-Oct-90\", \"05-Oct-90\", \"08-Oct-90\", \"09-Oct-90\", \"10-Oct-90\", \"11-Oct-90\", \"12-Oct-90\", \"15-Oct-90\", \"16-Oct-90\", \"17-Oct-90\", \"18-Oct-90\", \"19-Oct-90\", \"22-Oct-90\", \"23-Oct-90\", \"24-Oct-90\", \"25-Oct-90\", \"26-Oct-90\", \"29-Oct-90\", \"30-Oct-90\", \"31-Oct-90\", \"01-Nov-90\", \"02-Nov-90\", \"05-Nov-90\", \"06-Nov-90\", \"07-Nov-90\", \"08-Nov-90\", \"09-Nov-90\", \"12-Nov-90\", \"13-Nov-90\", \"14-Nov-90\", \"15-Nov-90\", \"16-Nov-90\", \"19-Nov-90\", \"20-Nov-90\", \"21-Nov-90\", \"23-Nov-90\", \"26-Nov-90\", \"27-Nov-90\", \"28-Nov-90\", \"29-Nov-90\", \"30-Nov-90\", \"03-Dec-90\", \"04-Dec-90\", \"05-Dec-90\", \"06-Dec-90\", \"07-Dec-90\", \"10-Dec-90\", \"11-Dec-90\", \"12-Dec-90\", \"13-Dec-90\", \"14-Dec-90\", \"17-Dec-90\", \"18-Dec-90\", \"19-Dec-90\", \"20-Dec-90\", \"21-Dec-90\", \"24-Dec-90\", \"26-Dec-90\", \"27-Dec-90\", \"28-Dec-90\", \"31-Dec-90\", \"02-Jan-91\", \"03-Jan-91\", \"04-Jan-91\", \"07-Jan-91\", \"08-Jan-91\", \"09-Jan-91\", \"10-Jan-91\", \"11-Jan-91\", \"14-Jan-91\", \"15-Jan-91\", \"16-Jan-91\", \"17-Jan-91\", \"18-Jan-91\", \"21-Jan-91\", \"22-Jan-91\", \"23-Jan-91\", \"24-Jan-91\", \"25-Jan-91\", \"28-Jan-91\", \"29-Jan-91\", \"30-Jan-91\", \"31-Jan-91\", \"01-Feb-91\", \"04-Feb-91\", \"05-Feb-91\", \"06-Feb-91\", \"07-Feb-91\", \"08-Feb-91\", \"11-Feb-91\", \"12-Feb-91\", \"13-Feb-91\", \"14-Feb-91\", \"15-Feb-91\", \"19-Feb-91\", \"20-Feb-91\", \"21-Feb-91\", \"22-Feb-91\", \"25-Feb-91\", \"26-Feb-91\", \"27-Feb-91\", \"28-Feb-91\", \"01-Mar-91\", \"04-Mar-91\", \"05-Mar-91\", \"06-Mar-91\", \"07-Mar-91\", \"08-Mar-91\", \"11-Mar-91\", \"12-Mar-91\", \"13-Mar-91\", \"14-Mar-91\", \"15-Mar-91\", \"18-Mar-91\", \"19-Mar-91\", \"20-Mar-91\", \"21-Mar-91\", \"22-Mar-91\", \"25-Mar-91\", \"26-Mar-91\", \"27-Mar-91\", \"28-Mar-91\", \"01-Apr-91\", \"02-Apr-91\", \"03-Apr-91\", \"04-Apr-91\", \"05-Apr-91\", \"08-Apr-91\", \"09-Apr-91\", \"10-Apr-91\", \"11-Apr-91\", \"12-Apr-91\", \"15-Apr-91\", \"16-Apr-91\", \"17-Apr-91\", \"18-Apr-91\", \"19-Apr-91\", \"22-Apr-91\", \"23-Apr-91\", \"24-Apr-91\", \"25-Apr-91\", \"26-Apr-91\", \"29-Apr-91\", \"30-Apr-91\", \"01-May-91\", \"02-May-91\", \"03-May-91\", \"06-May-91\", \"07-May-91\", \"08-May-91\", \"09-May-91\", \"10-May-91\", \"13-May-91\", \"14-May-91\", \"15-May-91\", \"16-May-91\", \"17-May-91\", \"20-May-91\", \"21-May-91\", \"22-May-91\", \"23-May-91\", \"24-May-91\", \"28-May-91\", \"29-May-91\", \"30-May-91\", \"31-May-91\", \"03-Jun-91\", \"04-Jun-91\", \"05-Jun-91\", \"06-Jun-91\", \"07-Jun-91\", \"10-Jun-91\", \"11-Jun-91\", \"12-Jun-91\", \"13-Jun-91\", \"14-Jun-91\", \"17-Jun-91\", \"18-Jun-91\", \"19-Jun-91\", \"20-Jun-91\", \"21-Jun-91\", \"24-Jun-91\", \"25-Jun-91\", \"26-Jun-91\", \"27-Jun-91\", \"28-Jun-91\", \"01-Jul-91\", \"02-Jul-91\", \"03-Jul-91\", \"05-Jul-91\", \"08-Jul-91\", \"09-Jul-91\", \"10-Jul-91\", \"11-Jul-91\", \"12-Jul-91\", \"15-Jul-91\", \"16-Jul-91\", \"17-Jul-91\", \"18-Jul-91\", \"19-Jul-91\", \"22-Jul-91\", \"23-Jul-91\", \"24-Jul-91\", \"25-Jul-91\", \"26-Jul-91\", \"29-Jul-91\", \"30-Jul-91\", \"31-Jul-91\", \"01-Aug-91\", \"02-Aug-91\", \"05-Aug-91\", \"06-Aug-91\", \"07-Aug-91\", \"08-Aug-91\", \"09-Aug-91\", \"12-Aug-91\", \"13-Aug-91\", \"14-Aug-91\", \"15-Aug-91\", \"16-Aug-91\", \"19-Aug-91\", \"20-Aug-91\", \"21-Aug-91\", \"22-Aug-91\", \"23-Aug-91\", \"26-Aug-91\", \"27-Aug-91\", \"28-Aug-91\", \"29-Aug-91\", \"30-Aug-91\", \"03-Sep-91\", \"04-Sep-91\", \"05-Sep-91\", \"06-Sep-91\", \"09-Sep-91\", \"10-Sep-91\", \"11-Sep-91\", \"12-Sep-91\", \"13-Sep-91\", \"16-Sep-91\", \"17-Sep-91\", \"18-Sep-91\", \"19-Sep-91\", \"20-Sep-91\", \"23-Sep-91\", \"24-Sep-91\", \"25-Sep-91\", \"26-Sep-91\", \"27-Sep-91\", \"30-Sep-91\", \"01-Oct-91\", \"02-Oct-91\", \"03-Oct-91\", \"04-Oct-91\", \"07-Oct-91\", \"08-Oct-91\", \"09-Oct-91\", \"10-Oct-91\", \"11-Oct-91\", \"14-Oct-91\", \"15-Oct-91\", \"16-Oct-91\", \"17-Oct-91\", \"18-Oct-91\", \"21-Oct-91\", \"22-Oct-91\", \"23-Oct-91\", \"24-Oct-91\", \"25-Oct-91\", \"28-Oct-91\", \"29-Oct-91\", \"30-Oct-91\", \"31-Oct-91\", \"01-Nov-91\", \"04-Nov-91\", \"05-Nov-91\", \"06-Nov-91\", \"07-Nov-91\", \"08-Nov-91\", \"11-Nov-91\", \"12-Nov-91\", \"13-Nov-91\", \"14-Nov-91\", \"15-Nov-91\", \"18-Nov-91\", \"19-Nov-91\", \"20-Nov-91\", \"21-Nov-91\", \"22-Nov-91\", \"25-Nov-91\", \"26-Nov-91\", \"27-Nov-91\", \"29-Nov-91\", \"02-Dec-91\", \"03-Dec-91\", \"04-Dec-91\", \"05-Dec-91\", \"06-Dec-91\", \"09-Dec-91\", \"10-Dec-91\", \"11-Dec-91\", \"12-Dec-91\", \"13-Dec-91\", \"16-Dec-91\", \"17-Dec-91\", \"18-Dec-91\", \"19-Dec-91\", \"20-Dec-91\", \"23-Dec-91\", \"24-Dec-91\", \"26-Dec-91\", \"27-Dec-91\", \"30-Dec-91\", \"31-Dec-91\", \"02-Jan-92\", \"03-Jan-92\", \"06-Jan-92\", \"07-Jan-92\", \"08-Jan-92\", \"09-Jan-92\", \"10-Jan-92\", \"13-Jan-92\", \"14-Jan-92\", \"15-Jan-92\", \"16-Jan-92\", \"17-Jan-92\", \"20-Jan-92\", \"21-Jan-92\", \"22-Jan-92\", \"23-Jan-92\", \"24-Jan-92\", \"27-Jan-92\", \"28-Jan-92\", \"29-Jan-92\", \"30-Jan-92\", \"31-Jan-92\", \"03-Feb-92\", \"04-Feb-92\", \"05-Feb-92\", \"06-Feb-92\", \"07-Feb-92\", \"10-Feb-92\", \"11-Feb-92\", \"12-Feb-92\", \"13-Feb-92\", \"14-Feb-92\", \"18-Feb-92\", \"19-Feb-92\", \"20-Feb-92\", \"21-Feb-92\", \"24-Feb-92\", \"25-Feb-92\", \"26-Feb-92\", \"27-Feb-92\", \"28-Feb-92\", \"02-Mar-92\", \"03-Mar-92\", \"04-Mar-92\", \"05-Mar-92\", \"06-Mar-92\", \"09-Mar-92\", \"10-Mar-92\", \"11-Mar-92\", \"12-Mar-92\", \"13-Mar-92\", \"16-Mar-92\", \"17-Mar-92\", \"18-Mar-92\", \"19-Mar-92\", \"20-Mar-92\", \"23-Mar-92\", \"24-Mar-92\", \"25-Mar-92\", \"26-Mar-92\", \"27-Mar-92\", \"30-Mar-92\", \"31-Mar-92\", \"01-Apr-92\", \"02-Apr-92\", \"03-Apr-92\", \"06-Apr-92\", \"07-Apr-92\", \"08-Apr-92\", \"09-Apr-92\", \"10-Apr-92\", \"13-Apr-92\", \"14-Apr-92\", \"15-Apr-92\", \"16-Apr-92\", \"20-Apr-92\", \"21-Apr-92\", \"22-Apr-92\", \"23-Apr-92\", \"24-Apr-92\", \"27-Apr-92\", \"28-Apr-92\", \"29-Apr-92\", \"30-Apr-92\", \"01-May-92\", \"04-May-92\", \"05-May-92\", \"06-May-92\", \"07-May-92\", \"08-May-92\", \"11-May-92\", \"12-May-92\", \"13-May-92\", \"14-May-92\", \"15-May-92\", \"18-May-92\", \"19-May-92\", \"20-May-92\", \"21-May-92\", \"22-May-92\", \"26-May-92\", \"27-May-92\", \"28-May-92\", \"29-May-92\", \"01-Jun-92\", \"02-Jun-92\", \"03-Jun-92\", \"04-Jun-92\", \"05-Jun-92\", \"08-Jun-92\", \"09-Jun-92\", \"10-Jun-92\", \"11-Jun-92\", \"12-Jun-92\", \"15-Jun-92\", \"16-Jun-92\", \"17-Jun-92\", \"18-Jun-92\", \"19-Jun-92\", \"22-Jun-92\", \"23-Jun-92\", \"24-Jun-92\", \"25-Jun-92\", \"26-Jun-92\", \"29-Jun-92\", \"30-Jun-92\", \"01-Jul-92\", \"02-Jul-92\", \"06-Jul-92\", \"07-Jul-92\", \"08-Jul-92\", \"09-Jul-92\", \"10-Jul-92\", \"13-Jul-92\", \"14-Jul-92\", \"15-Jul-92\", \"16-Jul-92\", \"17-Jul-92\", \"20-Jul-92\", \"21-Jul-92\", \"22-Jul-92\", \"23-Jul-92\", \"24-Jul-92\", \"27-Jul-92\", \"28-Jul-92\", \"29-Jul-92\", \"30-Jul-92\", \"31-Jul-92\", \"03-Aug-92\", \"04-Aug-92\", \"05-Aug-92\", \"06-Aug-92\", \"07-Aug-92\", \"10-Aug-92\", \"11-Aug-92\", \"12-Aug-92\", \"13-Aug-92\", \"14-Aug-92\", \"17-Aug-92\", \"18-Aug-92\", \"19-Aug-92\", \"20-Aug-92\", \"21-Aug-92\", \"24-Aug-92\", \"25-Aug-92\", \"26-Aug-92\", \"27-Aug-92\", \"28-Aug-92\", \"31-Aug-92\", \"01-Sep-92\", \"02-Sep-92\", \"03-Sep-92\", \"04-Sep-92\", \"08-Sep-92\", \"09-Sep-92\", \"10-Sep-92\", \"11-Sep-92\", \"14-Sep-92\", \"15-Sep-92\", \"16-Sep-92\", \"17-Sep-92\", \"18-Sep-92\", \"21-Sep-92\", \"22-Sep-92\", \"23-Sep-92\", \"24-Sep-92\", \"25-Sep-92\", \"28-Sep-92\", \"29-Sep-92\", \"30-Sep-92\", \"01-Oct-92\", \"02-Oct-92\", \"05-Oct-92\", \"06-Oct-92\", \"07-Oct-92\", \"08-Oct-92\", \"09-Oct-92\", \"12-Oct-92\", \"13-Oct-92\", \"14-Oct-92\", \"15-Oct-92\", \"16-Oct-92\", \"19-Oct-92\", \"20-Oct-92\", \"21-Oct-92\", \"22-Oct-92\", \"23-Oct-92\", \"26-Oct-92\", \"27-Oct-92\", \"28-Oct-92\", \"29-Oct-92\", \"30-Oct-92\", \"02-Nov-92\", \"03-Nov-92\", \"04-Nov-92\", \"05-Nov-92\", \"06-Nov-92\", \"09-Nov-92\", \"10-Nov-92\", \"11-Nov-92\", \"12-Nov-92\", \"13-Nov-92\", \"16-Nov-92\", \"17-Nov-92\", \"18-Nov-92\", \"19-Nov-92\", \"20-Nov-92\", \"23-Nov-92\", \"24-Nov-92\", \"25-Nov-92\", \"27-Nov-92\", \"30-Nov-92\", \"01-Dec-92\", \"02-Dec-92\", \"03-Dec-92\", \"04-Dec-92\", \"07-Dec-92\", \"08-Dec-92\", \"09-Dec-92\", \"10-Dec-92\", \"11-Dec-92\", \"14-Dec-92\", \"15-Dec-92\", \"16-Dec-92\", \"17-Dec-92\", \"18-Dec-92\", \"21-Dec-92\", \"22-Dec-92\", \"23-Dec-92\", \"24-Dec-92\", \"28-Dec-92\", \"29-Dec-92\", \"30-Dec-92\", \"31-Dec-92\", \"04-Jan-93\", \"05-Jan-93\", \"06-Jan-93\", \"07-Jan-93\", \"08-Jan-93\", \"11-Jan-93\", \"12-Jan-93\", \"13-Jan-93\", \"14-Jan-93\", \"15-Jan-93\", \"18-Jan-93\", \"19-Jan-93\", \"20-Jan-93\", \"21-Jan-93\", \"22-Jan-93\", \"25-Jan-93\", \"26-Jan-93\", \"27-Jan-93\", \"28-Jan-93\", \"29-Jan-93\", \"01-Feb-93\", \"02-Feb-93\", \"03-Feb-93\", \"04-Feb-93\", \"05-Feb-93\", \"08-Feb-93\", \"09-Feb-93\", \"10-Feb-93\", \"11-Feb-93\", \"12-Feb-93\", \"16-Feb-93\", \"17-Feb-93\", \"18-Feb-93\", \"19-Feb-93\", \"22-Feb-93\", \"23-Feb-93\", \"24-Feb-93\", \"25-Feb-93\", \"26-Feb-93\", \"01-Mar-93\", \"02-Mar-93\", \"03-Mar-93\", \"04-Mar-93\", \"05-Mar-93\", \"08-Mar-93\", \"09-Mar-93\", \"10-Mar-93\", \"11-Mar-93\", \"12-Mar-93\", \"15-Mar-93\", \"16-Mar-93\", \"17-Mar-93\", \"18-Mar-93\", \"19-Mar-93\", \"22-Mar-93\", \"23-Mar-93\", \"24-Mar-93\", \"25-Mar-93\", \"26-Mar-93\", \"29-Mar-93\", \"30-Mar-93\", \"31-Mar-93\", \"01-Apr-93\", \"02-Apr-93\", \"05-Apr-93\", \"06-Apr-93\", \"07-Apr-93\", \"08-Apr-93\", \"12-Apr-93\", \"13-Apr-93\", \"14-Apr-93\", \"15-Apr-93\", \"16-Apr-93\", \"19-Apr-93\", \"20-Apr-93\", \"21-Apr-93\", \"22-Apr-93\", \"23-Apr-93\", \"26-Apr-93\", \"27-Apr-93\", \"28-Apr-93\", \"29-Apr-93\", \"30-Apr-93\", \"03-May-93\", \"04-May-93\", \"05-May-93\", \"06-May-93\", \"07-May-93\", \"10-May-93\", \"11-May-93\", \"12-May-93\", \"13-May-93\", \"14-May-93\", \"17-May-93\", \"18-May-93\", \"19-May-93\", \"20-May-93\", \"21-May-93\", \"24-May-93\", \"25-May-93\", \"26-May-93\", \"27-May-93\", \"28-May-93\", \"01-Jun-93\", \"02-Jun-93\", \"03-Jun-93\", \"04-Jun-93\", \"07-Jun-93\", \"08-Jun-93\", \"09-Jun-93\", \"10-Jun-93\", \"11-Jun-93\", \"14-Jun-93\", \"15-Jun-93\", \"16-Jun-93\", \"17-Jun-93\", \"18-Jun-93\", \"21-Jun-93\", \"22-Jun-93\", \"23-Jun-93\", \"24-Jun-93\", \"25-Jun-93\", \"28-Jun-93\", \"29-Jun-93\", \"30-Jun-93\", \"01-Jul-93\", \"02-Jul-93\", \"06-Jul-93\", \"07-Jul-93\", \"08-Jul-93\", \"09-Jul-93\", \"12-Jul-93\", \"13-Jul-93\", \"14-Jul-93\", \"15-Jul-93\", \"16-Jul-93\", \"19-Jul-93\", \"20-Jul-93\", \"21-Jul-93\", \"22-Jul-93\", \"23-Jul-93\", \"26-Jul-93\", \"27-Jul-93\", \"28-Jul-93\", \"29-Jul-93\", \"30-Jul-93\", \"02-Aug-93\", \"03-Aug-93\", \"04-Aug-93\", \"05-Aug-93\", \"06-Aug-93\", \"09-Aug-93\", \"10-Aug-93\", \"11-Aug-93\", \"12-Aug-93\", \"13-Aug-93\", \"16-Aug-93\", \"17-Aug-93\", \"18-Aug-93\", \"19-Aug-93\", \"20-Aug-93\", \"23-Aug-93\", \"24-Aug-93\", \"25-Aug-93\", \"26-Aug-93\", \"27-Aug-93\", \"30-Aug-93\", \"31-Aug-93\", \"01-Sep-93\", \"02-Sep-93\", \"03-Sep-93\", \"07-Sep-93\", \"08-Sep-93\", \"09-Sep-93\", \"10-Sep-93\", \"13-Sep-93\", \"14-Sep-93\", \"15-Sep-93\", \"16-Sep-93\", \"17-Sep-93\", \"20-Sep-93\", \"21-Sep-93\", \"22-Sep-93\", \"23-Sep-93\", \"24-Sep-93\", \"27-Sep-93\", \"28-Sep-93\", \"29-Sep-93\", \"30-Sep-93\", \"01-Oct-93\", \"04-Oct-93\", \"05-Oct-93\", \"06-Oct-93\", \"07-Oct-93\", \"08-Oct-93\", \"11-Oct-93\", \"12-Oct-93\", \"13-Oct-93\", \"14-Oct-93\", \"15-Oct-93\", \"18-Oct-93\", \"19-Oct-93\", \"20-Oct-93\", \"21-Oct-93\", \"22-Oct-93\", \"25-Oct-93\", \"26-Oct-93\", \"27-Oct-93\", \"28-Oct-93\", \"29-Oct-93\", \"01-Nov-93\", \"02-Nov-93\", \"03-Nov-93\", \"04-Nov-93\", \"05-Nov-93\", \"08-Nov-93\", \"09-Nov-93\", \"10-Nov-93\", \"11-Nov-93\", \"12-Nov-93\", \"15-Nov-93\", \"16-Nov-93\", \"17-Nov-93\", \"18-Nov-93\", \"19-Nov-93\", \"22-Nov-93\", \"23-Nov-93\", \"24-Nov-93\", \"26-Nov-93\", \"29-Nov-93\", \"30-Nov-93\", \"01-Dec-93\", \"02-Dec-93\", \"03-Dec-93\", \"06-Dec-93\", \"07-Dec-93\", \"08-Dec-93\", \"09-Dec-93\", \"10-Dec-93\", \"13-Dec-93\", \"14-Dec-93\", \"15-Dec-93\", \"16-Dec-93\", \"17-Dec-93\", \"20-Dec-93\", \"21-Dec-93\", \"22-Dec-93\", \"23-Dec-93\", \"27-Dec-93\", \"28-Dec-93\", \"29-Dec-93\", \"30-Dec-93\", \"31-Dec-93\", \"03-Jan-94\", \"04-Jan-94\", \"05-Jan-94\", \"06-Jan-94\", \"07-Jan-94\", \"10-Jan-94\", \"11-Jan-94\", \"12-Jan-94\", \"13-Jan-94\", \"14-Jan-94\", \"17-Jan-94\", \"18-Jan-94\", \"19-Jan-94\", \"20-Jan-94\", \"21-Jan-94\", \"24-Jan-94\", \"25-Jan-94\", \"26-Jan-94\", \"27-Jan-94\", \"28-Jan-94\", \"31-Jan-94\", \"01-Feb-94\", \"02-Feb-94\", \"03-Feb-94\", \"04-Feb-94\", \"07-Feb-94\", \"08-Feb-94\", \"09-Feb-94\", \"10-Feb-94\", \"11-Feb-94\", \"14-Feb-94\", \"15-Feb-94\", \"16-Feb-94\", \"17-Feb-94\", \"18-Feb-94\", \"22-Feb-94\", \"23-Feb-94\", \"24-Feb-94\", \"25-Feb-94\", \"28-Feb-94\", \"01-Mar-94\", \"02-Mar-94\", \"03-Mar-94\", \"04-Mar-94\", \"07-Mar-94\", \"08-Mar-94\", \"09-Mar-94\", \"10-Mar-94\", \"11-Mar-94\", \"14-Mar-94\", \"15-Mar-94\", \"16-Mar-94\", \"17-Mar-94\", \"18-Mar-94\", \"21-Mar-94\", \"22-Mar-94\", \"23-Mar-94\", \"24-Mar-94\", \"25-Mar-94\", \"28-Mar-94\", \"29-Mar-94\", \"30-Mar-94\", \"31-Mar-94\", \"04-Apr-94\", \"05-Apr-94\", \"06-Apr-94\", \"07-Apr-94\", \"08-Apr-94\", \"11-Apr-94\", \"12-Apr-94\", \"13-Apr-94\", \"14-Apr-94\", \"15-Apr-94\", \"18-Apr-94\", \"19-Apr-94\", \"20-Apr-94\", \"21-Apr-94\", \"22-Apr-94\", \"25-Apr-94\", \"26-Apr-94\", \"28-Apr-94\", \"29-Apr-94\", \"02-May-94\", \"03-May-94\", \"04-May-94\", \"05-May-94\", \"06-May-94\", \"09-May-94\", \"10-May-94\", \"11-May-94\", \"12-May-94\", \"13-May-94\", \"16-May-94\", \"17-May-94\", \"18-May-94\", \"19-May-94\", \"20-May-94\", \"23-May-94\", \"24-May-94\", \"25-May-94\", \"26-May-94\", \"27-May-94\", \"31-May-94\", \"01-Jun-94\", \"02-Jun-94\", \"03-Jun-94\", \"06-Jun-94\", \"07-Jun-94\", \"08-Jun-94\", \"09-Jun-94\", \"10-Jun-94\", \"13-Jun-94\", \"14-Jun-94\", \"15-Jun-94\", \"16-Jun-94\", \"17-Jun-94\", \"20-Jun-94\", \"21-Jun-94\", \"22-Jun-94\", \"23-Jun-94\", \"24-Jun-94\", \"27-Jun-94\", \"28-Jun-94\", \"29-Jun-94\", \"30-Jun-94\", \"01-Jul-94\", \"05-Jul-94\", \"06-Jul-94\", \"07-Jul-94\", \"08-Jul-94\", \"11-Jul-94\", \"12-Jul-94\", \"13-Jul-94\", \"14-Jul-94\", \"15-Jul-94\", \"18-Jul-94\", \"19-Jul-94\", \"20-Jul-94\", \"21-Jul-94\", \"22-Jul-94\", \"25-Jul-94\", \"26-Jul-94\", \"27-Jul-94\", \"28-Jul-94\", \"29-Jul-94\", \"01-Aug-94\", \"02-Aug-94\", \"03-Aug-94\", \"04-Aug-94\", \"05-Aug-94\", \"08-Aug-94\", \"09-Aug-94\", \"10-Aug-94\", \"11-Aug-94\", \"12-Aug-94\", \"15-Aug-94\", \"16-Aug-94\", \"17-Aug-94\", \"18-Aug-94\", \"19-Aug-94\", \"22-Aug-94\", \"23-Aug-94\", \"24-Aug-94\", \"25-Aug-94\", \"26-Aug-94\", \"29-Aug-94\", \"30-Aug-94\", \"31-Aug-94\", \"01-Sep-94\", \"02-Sep-94\", \"06-Sep-94\", \"07-Sep-94\", \"08-Sep-94\", \"09-Sep-94\", \"12-Sep-94\", \"13-Sep-94\", \"14-Sep-94\", \"15-Sep-94\", \"16-Sep-94\", \"19-Sep-94\", \"20-Sep-94\", \"21-Sep-94\", \"22-Sep-94\", \"23-Sep-94\", \"26-Sep-94\", \"27-Sep-94\", \"28-Sep-94\", \"29-Sep-94\", \"30-Sep-94\", \"03-Oct-94\", \"04-Oct-94\", \"05-Oct-94\", \"06-Oct-94\", \"07-Oct-94\", \"10-Oct-94\", \"11-Oct-94\", \"12-Oct-94\", \"13-Oct-94\", \"14-Oct-94\", \"17-Oct-94\", \"18-Oct-94\", \"19-Oct-94\", \"20-Oct-94\", \"21-Oct-94\", \"24-Oct-94\", \"25-Oct-94\", \"26-Oct-94\", \"27-Oct-94\", \"28-Oct-94\", \"31-Oct-94\", \"01-Nov-94\", \"02-Nov-94\", \"03-Nov-94\", \"04-Nov-94\", \"07-Nov-94\", \"08-Nov-94\", \"09-Nov-94\", \"10-Nov-94\", \"11-Nov-94\", \"14-Nov-94\", \"15-Nov-94\", \"16-Nov-94\", \"17-Nov-94\", \"18-Nov-94\", \"21-Nov-94\", \"22-Nov-94\", \"23-Nov-94\", \"25-Nov-94\", \"28-Nov-94\", \"29-Nov-94\", \"30-Nov-94\", \"01-Dec-94\", \"02-Dec-94\", \"05-Dec-94\", \"06-Dec-94\", \"07-Dec-94\", \"08-Dec-94\", \"09-Dec-94\", \"12-Dec-94\", \"13-Dec-94\", \"14-Dec-94\", \"15-Dec-94\", \"16-Dec-94\", \"19-Dec-94\", \"20-Dec-94\", \"21-Dec-94\", \"22-Dec-94\", \"23-Dec-94\", \"27-Dec-94\", \"28-Dec-94\", \"29-Dec-94\", \"30-Dec-94\", \"03-Jan-95\", \"04-Jan-95\", \"05-Jan-95\", \"06-Jan-95\", \"09-Jan-95\", \"10-Jan-95\", \"11-Jan-95\", \"12-Jan-95\", \"13-Jan-95\", \"16-Jan-95\", \"17-Jan-95\", \"18-Jan-95\", \"19-Jan-95\", \"20-Jan-95\", \"23-Jan-95\", \"24-Jan-95\", \"25-Jan-95\", \"26-Jan-95\", \"27-Jan-95\", \"30-Jan-95\", \"31-Jan-95\", \"01-Feb-95\", \"02-Feb-95\", \"03-Feb-95\", \"06-Feb-95\", \"07-Feb-95\", \"08-Feb-95\", \"09-Feb-95\", \"10-Feb-95\", \"13-Feb-95\", \"14-Feb-95\", \"15-Feb-95\", \"16-Feb-95\", \"17-Feb-95\", \"21-Feb-95\", \"22-Feb-95\", \"23-Feb-95\", \"24-Feb-95\", \"27-Feb-95\", \"28-Feb-95\", \"01-Mar-95\", \"02-Mar-95\", \"03-Mar-95\", \"06-Mar-95\", \"07-Mar-95\", \"08-Mar-95\", \"09-Mar-95\", \"10-Mar-95\", \"13-Mar-95\", \"14-Mar-95\", \"15-Mar-95\", \"16-Mar-95\", \"17-Mar-95\", \"20-Mar-95\", \"21-Mar-95\", \"22-Mar-95\", \"23-Mar-95\", \"24-Mar-95\", \"27-Mar-95\", \"28-Mar-95\", \"29-Mar-95\", \"30-Mar-95\", \"31-Mar-95\", \"03-Apr-95\", \"04-Apr-95\", \"05-Apr-95\", \"06-Apr-95\", \"07-Apr-95\", \"10-Apr-95\", \"11-Apr-95\", \"12-Apr-95\", \"13-Apr-95\", \"17-Apr-95\", \"18-Apr-95\", \"19-Apr-95\", \"20-Apr-95\", \"21-Apr-95\", \"24-Apr-95\", \"25-Apr-95\", \"26-Apr-95\", \"27-Apr-95\", \"28-Apr-95\", \"01-May-95\", \"02-May-95\", \"03-May-95\", \"04-May-95\", \"05-May-95\", \"08-May-95\", \"09-May-95\", \"10-May-95\", \"11-May-95\", \"12-May-95\", \"15-May-95\", \"16-May-95\", \"17-May-95\", \"18-May-95\", \"19-May-95\", \"22-May-95\", \"23-May-95\", \"24-May-95\", \"25-May-95\", \"26-May-95\", \"30-May-95\", \"31-May-95\", \"01-Jun-95\", \"02-Jun-95\", \"05-Jun-95\", \"06-Jun-95\", \"07-Jun-95\", \"08-Jun-95\", \"09-Jun-95\", \"12-Jun-95\", \"13-Jun-95\", \"14-Jun-95\", \"15-Jun-95\", \"16-Jun-95\", \"19-Jun-95\", \"20-Jun-95\", \"21-Jun-95\", \"22-Jun-95\", \"23-Jun-95\", \"26-Jun-95\", \"27-Jun-95\", \"28-Jun-95\", \"29-Jun-95\", \"30-Jun-95\", \"03-Jul-95\", \"05-Jul-95\", \"06-Jul-95\", \"07-Jul-95\", \"10-Jul-95\", \"11-Jul-95\", \"12-Jul-95\", \"13-Jul-95\", \"14-Jul-95\", \"17-Jul-95\", \"18-Jul-95\", \"19-Jul-95\", \"20-Jul-95\", \"21-Jul-95\", \"24-Jul-95\", \"25-Jul-95\", \"26-Jul-95\", \"27-Jul-95\", \"28-Jul-95\", \"31-Jul-95\", \"01-Aug-95\", \"02-Aug-95\", \"03-Aug-95\", \"04-Aug-95\", \"07-Aug-95\", \"08-Aug-95\", \"09-Aug-95\", \"10-Aug-95\", \"11-Aug-95\", \"14-Aug-95\", \"15-Aug-95\", \"16-Aug-95\", \"17-Aug-95\", \"18-Aug-95\", \"21-Aug-95\", \"22-Aug-95\", \"23-Aug-95\", \"24-Aug-95\", \"25-Aug-95\", \"28-Aug-95\", \"29-Aug-95\", \"30-Aug-95\", \"31-Aug-95\", \"01-Sep-95\", \"05-Sep-95\", \"06-Sep-95\", \"07-Sep-95\", \"08-Sep-95\", \"11-Sep-95\", \"12-Sep-95\", \"13-Sep-95\", \"14-Sep-95\", \"15-Sep-95\", \"18-Sep-95\", \"19-Sep-95\", \"20-Sep-95\", \"21-Sep-95\", \"22-Sep-95\", \"25-Sep-95\", \"26-Sep-95\", \"27-Sep-95\", \"28-Sep-95\", \"29-Sep-95\", \"02-Oct-95\", \"03-Oct-95\", \"04-Oct-95\", \"05-Oct-95\", \"06-Oct-95\", \"09-Oct-95\", \"10-Oct-95\", \"11-Oct-95\", \"12-Oct-95\", \"13-Oct-95\", \"16-Oct-95\", \"17-Oct-95\", \"18-Oct-95\", \"19-Oct-95\", \"20-Oct-95\", \"23-Oct-95\", \"24-Oct-95\", \"25-Oct-95\", \"26-Oct-95\", \"27-Oct-95\", \"30-Oct-95\", \"31-Oct-95\", \"01-Nov-95\", \"02-Nov-95\", \"03-Nov-95\", \"06-Nov-95\", \"07-Nov-95\", \"08-Nov-95\", \"09-Nov-95\", \"10-Nov-95\", \"13-Nov-95\", \"14-Nov-95\", \"15-Nov-95\", \"16-Nov-95\", \"17-Nov-95\", \"20-Nov-95\", \"21-Nov-95\", \"22-Nov-95\", \"24-Nov-95\", \"27-Nov-95\", \"28-Nov-95\", \"29-Nov-95\", \"30-Nov-95\", \"01-Dec-95\", \"04-Dec-95\", \"05-Dec-95\", \"06-Dec-95\", \"07-Dec-95\", \"08-Dec-95\", \"11-Dec-95\", \"12-Dec-95\", \"13-Dec-95\", \"14-Dec-95\", \"15-Dec-95\", \"18-Dec-95\", \"19-Dec-95\", \"20-Dec-95\", \"21-Dec-95\", \"22-Dec-95\", \"26-Dec-95\", \"27-Dec-95\", \"28-Dec-95\", \"29-Dec-95\", \"02-Jan-96\", \"03-Jan-96\", \"04-Jan-96\", \"05-Jan-96\", \"08-Jan-96\", \"09-Jan-96\", \"10-Jan-96\", \"11-Jan-96\", \"12-Jan-96\", \"15-Jan-96\", \"16-Jan-96\", \"17-Jan-96\", \"18-Jan-96\", \"19-Jan-96\", \"22-Jan-96\", \"23-Jan-96\", \"24-Jan-96\", \"25-Jan-96\", \"26-Jan-96\", \"29-Jan-96\", \"30-Jan-96\", \"31-Jan-96\", \"01-Feb-96\", \"02-Feb-96\", \"05-Feb-96\", \"06-Feb-96\", \"07-Feb-96\", \"08-Feb-96\", \"09-Feb-96\", \"12-Feb-96\", \"13-Feb-96\", \"14-Feb-96\", \"15-Feb-96\", \"16-Feb-96\", \"20-Feb-96\", \"21-Feb-96\", \"22-Feb-96\", \"23-Feb-96\", \"26-Feb-96\", \"27-Feb-96\", \"28-Feb-96\", \"29-Feb-96\", \"01-Mar-96\", \"04-Mar-96\", \"05-Mar-96\", \"06-Mar-96\", \"07-Mar-96\", \"08-Mar-96\", \"11-Mar-96\", \"12-Mar-96\", \"13-Mar-96\", \"14-Mar-96\", \"15-Mar-96\", \"18-Mar-96\", \"19-Mar-96\", \"20-Mar-96\", \"21-Mar-96\", \"22-Mar-96\", \"25-Mar-96\", \"26-Mar-96\", \"27-Mar-96\", \"28-Mar-96\", \"29-Mar-96\", \"01-Apr-96\", \"02-Apr-96\", \"03-Apr-96\", \"04-Apr-96\", \"08-Apr-96\", \"09-Apr-96\", \"10-Apr-96\", \"11-Apr-96\", \"12-Apr-96\", \"15-Apr-96\", \"16-Apr-96\", \"17-Apr-96\", \"18-Apr-96\", \"19-Apr-96\", \"22-Apr-96\", \"23-Apr-96\", \"24-Apr-96\", \"25-Apr-96\", \"26-Apr-96\", \"29-Apr-96\", \"30-Apr-96\", \"01-May-96\", \"02-May-96\", \"03-May-96\", \"06-May-96\", \"07-May-96\", \"08-May-96\", \"09-May-96\", \"10-May-96\", \"13-May-96\", \"14-May-96\", \"15-May-96\", \"16-May-96\", \"17-May-96\", \"20-May-96\", \"21-May-96\", \"22-May-96\", \"23-May-96\", \"24-May-96\", \"28-May-96\", \"29-May-96\", \"30-May-96\", \"31-May-96\", \"03-Jun-96\", \"04-Jun-96\", \"05-Jun-96\", \"06-Jun-96\", \"07-Jun-96\", \"10-Jun-96\", \"11-Jun-96\", \"12-Jun-96\", \"13-Jun-96\", \"14-Jun-96\", \"17-Jun-96\", \"18-Jun-96\", \"19-Jun-96\", \"20-Jun-96\", \"21-Jun-96\", \"24-Jun-96\", \"25-Jun-96\", \"26-Jun-96\", \"27-Jun-96\", \"28-Jun-96\", \"01-Jul-96\", \"02-Jul-96\", \"03-Jul-96\", \"05-Jul-96\", \"08-Jul-96\", \"09-Jul-96\", \"10-Jul-96\", \"11-Jul-96\", \"12-Jul-96\", \"15-Jul-96\", \"16-Jul-96\", \"17-Jul-96\", \"18-Jul-96\", \"19-Jul-96\", \"22-Jul-96\", \"23-Jul-96\", \"24-Jul-96\", \"25-Jul-96\", \"26-Jul-96\", \"29-Jul-96\", \"30-Jul-96\", \"31-Jul-96\", \"01-Aug-96\", \"02-Aug-96\", \"05-Aug-96\", \"06-Aug-96\", \"07-Aug-96\", \"08-Aug-96\", \"09-Aug-96\", \"12-Aug-96\", \"13-Aug-96\", \"14-Aug-96\", \"15-Aug-96\", \"16-Aug-96\", \"19-Aug-96\", \"20-Aug-96\", \"21-Aug-96\", \"22-Aug-96\", \"23-Aug-96\", \"26-Aug-96\", \"27-Aug-96\", \"28-Aug-96\", \"29-Aug-96\", \"30-Aug-96\", \"03-Sep-96\", \"04-Sep-96\", \"05-Sep-96\", \"06-Sep-96\", \"09-Sep-96\", \"10-Sep-96\", \"11-Sep-96\", \"12-Sep-96\", \"13-Sep-96\", \"16-Sep-96\", \"17-Sep-96\", \"18-Sep-96\", \"19-Sep-96\", \"20-Sep-96\", \"23-Sep-96\", \"24-Sep-96\", \"25-Sep-96\", \"26-Sep-96\", \"27-Sep-96\", \"30-Sep-96\", \"01-Oct-96\", \"02-Oct-96\", \"03-Oct-96\", \"04-Oct-96\", \"07-Oct-96\", \"08-Oct-96\", \"09-Oct-96\", \"10-Oct-96\", \"11-Oct-96\", \"14-Oct-96\", \"15-Oct-96\", \"16-Oct-96\", \"17-Oct-96\", \"18-Oct-96\", \"21-Oct-96\", \"22-Oct-96\", \"23-Oct-96\", \"24-Oct-96\", \"25-Oct-96\", \"28-Oct-96\", \"29-Oct-96\", \"30-Oct-96\", \"31-Oct-96\", \"01-Nov-96\", \"04-Nov-96\", \"05-Nov-96\", \"06-Nov-96\", \"07-Nov-96\", \"08-Nov-96\", \"11-Nov-96\", \"12-Nov-96\", \"13-Nov-96\", \"14-Nov-96\", \"15-Nov-96\", \"18-Nov-96\", \"19-Nov-96\", \"20-Nov-96\", \"21-Nov-96\", \"22-Nov-96\", \"25-Nov-96\", \"26-Nov-96\", \"27-Nov-96\", \"29-Nov-96\", \"02-Dec-96\", \"03-Dec-96\", \"04-Dec-96\", \"05-Dec-96\", \"06-Dec-96\", \"09-Dec-96\", \"10-Dec-96\", \"11-Dec-96\", \"12-Dec-96\", \"13-Dec-96\", \"16-Dec-96\", \"17-Dec-96\", \"18-Dec-96\", \"19-Dec-96\", \"20-Dec-96\", \"23-Dec-96\", \"24-Dec-96\", \"26-Dec-96\", \"27-Dec-96\", \"30-Dec-96\", \"31-Dec-96\", \"02-Jan-97\", \"03-Jan-97\", \"06-Jan-97\", \"07-Jan-97\", \"08-Jan-97\", \"09-Jan-97\", \"10-Jan-97\", \"13-Jan-97\", \"14-Jan-97\", \"15-Jan-97\", \"16-Jan-97\", \"17-Jan-97\", \"20-Jan-97\", \"21-Jan-97\", \"22-Jan-97\", \"23-Jan-97\", \"24-Jan-97\", \"27-Jan-97\", \"28-Jan-97\", \"29-Jan-97\", \"30-Jan-97\", \"31-Jan-97\", \"03-Feb-97\", \"04-Feb-97\", \"05-Feb-97\", \"06-Feb-97\", \"07-Feb-97\", \"10-Feb-97\", \"11-Feb-97\", \"12-Feb-97\", \"13-Feb-97\", \"14-Feb-97\", \"18-Feb-97\", \"19-Feb-97\", \"20-Feb-97\", \"21-Feb-97\", \"24-Feb-97\", \"25-Feb-97\", \"26-Feb-97\", \"27-Feb-97\", \"28-Feb-97\", \"03-Mar-97\", \"04-Mar-97\", \"05-Mar-97\", \"06-Mar-97\", \"07-Mar-97\", \"10-Mar-97\", \"11-Mar-97\", \"12-Mar-97\", \"13-Mar-97\", \"14-Mar-97\", \"17-Mar-97\", \"18-Mar-97\", \"19-Mar-97\", \"20-Mar-97\", \"21-Mar-97\", \"24-Mar-97\", \"25-Mar-97\", \"26-Mar-97\", \"27-Mar-97\", \"31-Mar-97\", \"01-Apr-97\", \"02-Apr-97\", \"03-Apr-97\", \"04-Apr-97\", \"07-Apr-97\", \"08-Apr-97\", \"09-Apr-97\", \"10-Apr-97\", \"11-Apr-97\", \"14-Apr-97\", \"15-Apr-97\", \"16-Apr-97\", \"17-Apr-97\", \"18-Apr-97\", \"21-Apr-97\", \"22-Apr-97\", \"23-Apr-97\", \"24-Apr-97\", \"25-Apr-97\", \"28-Apr-97\", \"29-Apr-97\", \"30-Apr-97\", \"01-May-97\", \"02-May-97\", \"05-May-97\", \"06-May-97\", \"07-May-97\", \"08-May-97\", \"09-May-97\", \"12-May-97\", \"13-May-97\", \"14-May-97\", \"15-May-97\", \"16-May-97\", \"19-May-97\", \"20-May-97\", \"21-May-97\", \"22-May-97\", \"23-May-97\", \"27-May-97\", \"28-May-97\", \"29-May-97\", \"30-May-97\", \"02-Jun-97\", \"03-Jun-97\", \"04-Jun-97\", \"05-Jun-97\", \"06-Jun-97\", \"09-Jun-97\", \"10-Jun-97\", \"11-Jun-97\", \"12-Jun-97\", \"13-Jun-97\", \"16-Jun-97\", \"17-Jun-97\", \"18-Jun-97\", \"19-Jun-97\", \"20-Jun-97\", \"23-Jun-97\", \"24-Jun-97\", \"25-Jun-97\", \"26-Jun-97\", \"27-Jun-97\", \"30-Jun-97\", \"01-Jul-97\", \"02-Jul-97\", \"03-Jul-97\", \"07-Jul-97\", \"08-Jul-97\", \"09-Jul-97\", \"10-Jul-97\", \"11-Jul-97\", \"14-Jul-97\", \"15-Jul-97\", \"16-Jul-97\", \"17-Jul-97\", \"18-Jul-97\", \"21-Jul-97\", \"22-Jul-97\", \"23-Jul-97\", \"24-Jul-97\", \"25-Jul-97\", \"28-Jul-97\", \"29-Jul-97\", \"30-Jul-97\", \"31-Jul-97\", \"01-Aug-97\", \"04-Aug-97\", \"05-Aug-97\", \"06-Aug-97\", \"07-Aug-97\", \"08-Aug-97\", \"11-Aug-97\", \"12-Aug-97\", \"13-Aug-97\", \"14-Aug-97\", \"15-Aug-97\", \"18-Aug-97\", \"19-Aug-97\", \"20-Aug-97\", \"21-Aug-97\", \"22-Aug-97\", \"25-Aug-97\", \"26-Aug-97\", \"27-Aug-97\", \"28-Aug-97\", \"29-Aug-97\", \"02-Sep-97\", \"03-Sep-97\", \"04-Sep-97\", \"05-Sep-97\", \"08-Sep-97\", \"09-Sep-97\", \"10-Sep-97\", \"11-Sep-97\", \"12-Sep-97\", \"15-Sep-97\", \"16-Sep-97\", \"17-Sep-97\", \"18-Sep-97\", \"19-Sep-97\", \"22-Sep-97\", \"23-Sep-97\", \"24-Sep-97\", \"25-Sep-97\", \"26-Sep-97\", \"29-Sep-97\", \"30-Sep-97\", \"01-Oct-97\", \"02-Oct-97\", \"03-Oct-97\", \"06-Oct-97\", \"07-Oct-97\", \"08-Oct-97\", \"09-Oct-97\", \"10-Oct-97\", \"13-Oct-97\", \"14-Oct-97\", \"15-Oct-97\", \"16-Oct-97\", \"17-Oct-97\", \"20-Oct-97\", \"21-Oct-97\", \"22-Oct-97\", \"23-Oct-97\", \"24-Oct-97\", \"27-Oct-97\", \"28-Oct-97\", \"29-Oct-97\", \"30-Oct-97\", \"31-Oct-97\", \"03-Nov-97\", \"04-Nov-97\", \"05-Nov-97\", \"06-Nov-97\", \"07-Nov-97\", \"10-Nov-97\", \"11-Nov-97\", \"12-Nov-97\", \"13-Nov-97\", \"14-Nov-97\", \"17-Nov-97\", \"18-Nov-97\", \"19-Nov-97\", \"20-Nov-97\", \"21-Nov-97\", \"24-Nov-97\", \"25-Nov-97\", \"26-Nov-97\", \"28-Nov-97\", \"01-Dec-97\", \"02-Dec-97\", \"03-Dec-97\", \"04-Dec-97\", \"05-Dec-97\", \"08-Dec-97\", \"09-Dec-97\", \"10-Dec-97\", \"11-Dec-97\", \"12-Dec-97\", \"15-Dec-97\", \"16-Dec-97\", \"17-Dec-97\", \"18-Dec-97\", \"19-Dec-97\", \"22-Dec-97\", \"23-Dec-97\", \"24-Dec-97\", \"26-Dec-97\", \"29-Dec-97\", \"30-Dec-97\", \"31-Dec-97\", \"02-Jan-98\", \"05-Jan-98\", \"06-Jan-98\", \"07-Jan-98\", \"08-Jan-98\", \"09-Jan-98\", \"12-Jan-98\", \"13-Jan-98\", \"14-Jan-98\", \"15-Jan-98\", \"16-Jan-98\", \"20-Jan-98\", \"21-Jan-98\", \"22-Jan-98\", \"23-Jan-98\", \"26-Jan-98\", \"27-Jan-98\", \"28-Jan-98\", \"29-Jan-98\", \"30-Jan-98\", \"02-Feb-98\", \"03-Feb-98\", \"04-Feb-98\", \"05-Feb-98\", \"06-Feb-98\", \"09-Feb-98\", \"10-Feb-98\", \"11-Feb-98\", \"12-Feb-98\", \"13-Feb-98\", \"17-Feb-98\", \"18-Feb-98\", \"19-Feb-98\", \"20-Feb-98\", \"23-Feb-98\", \"24-Feb-98\", \"25-Feb-98\", \"26-Feb-98\", \"27-Feb-98\", \"02-Mar-98\", \"03-Mar-98\", \"04-Mar-98\", \"05-Mar-98\", \"06-Mar-98\", \"09-Mar-98\", \"10-Mar-98\", \"11-Mar-98\", \"12-Mar-98\", \"13-Mar-98\", \"16-Mar-98\", \"17-Mar-98\", \"18-Mar-98\", \"19-Mar-98\", \"20-Mar-98\", \"23-Mar-98\", \"24-Mar-98\", \"25-Mar-98\", \"26-Mar-98\", \"27-Mar-98\", \"30-Mar-98\", \"31-Mar-98\", \"01-Apr-98\", \"02-Apr-98\", \"03-Apr-98\", \"06-Apr-98\", \"07-Apr-98\", \"08-Apr-98\", \"09-Apr-98\", \"13-Apr-98\", \"14-Apr-98\", \"15-Apr-98\", \"16-Apr-98\", \"17-Apr-98\", \"20-Apr-98\", \"21-Apr-98\", \"22-Apr-98\", \"23-Apr-98\", \"24-Apr-98\", \"27-Apr-98\", \"28-Apr-98\", \"29-Apr-98\", \"30-Apr-98\", \"01-May-98\", \"04-May-98\", \"05-May-98\", \"06-May-98\", \"07-May-98\", \"08-May-98\", \"11-May-98\", \"12-May-98\", \"13-May-98\", \"14-May-98\", \"15-May-98\", \"18-May-98\", \"19-May-98\", \"20-May-98\", \"21-May-98\", \"22-May-98\", \"26-May-98\", \"27-May-98\", \"28-May-98\", \"29-May-98\", \"01-Jun-98\", \"02-Jun-98\", \"03-Jun-98\", \"04-Jun-98\", \"05-Jun-98\", \"08-Jun-98\", \"09-Jun-98\", \"10-Jun-98\", \"11-Jun-98\", \"12-Jun-98\", \"15-Jun-98\", \"16-Jun-98\", \"17-Jun-98\", \"18-Jun-98\", \"19-Jun-98\", \"22-Jun-98\", \"23-Jun-98\", \"24-Jun-98\", \"25-Jun-98\", \"26-Jun-98\", \"29-Jun-98\", \"30-Jun-98\", \"01-Jul-98\", \"02-Jul-98\", \"06-Jul-98\", \"07-Jul-98\", \"08-Jul-98\", \"09-Jul-98\", \"10-Jul-98\", \"13-Jul-98\", \"14-Jul-98\", \"15-Jul-98\", \"16-Jul-98\", \"17-Jul-98\", \"20-Jul-98\", \"21-Jul-98\", \"22-Jul-98\", \"23-Jul-98\", \"24-Jul-98\", \"27-Jul-98\", \"28-Jul-98\", \"29-Jul-98\", \"30-Jul-98\", \"31-Jul-98\", \"03-Aug-98\", \"04-Aug-98\", \"05-Aug-98\", \"06-Aug-98\", \"07-Aug-98\", \"10-Aug-98\", \"11-Aug-98\", \"12-Aug-98\", \"13-Aug-98\", \"14-Aug-98\", \"17-Aug-98\", \"18-Aug-98\", \"19-Aug-98\", \"20-Aug-98\", \"21-Aug-98\", \"24-Aug-98\", \"25-Aug-98\", \"26-Aug-98\", \"27-Aug-98\", \"28-Aug-98\", \"31-Aug-98\", \"01-Sep-98\", \"02-Sep-98\", \"03-Sep-98\", \"04-Sep-98\", \"08-Sep-98\", \"09-Sep-98\", \"10-Sep-98\", \"11-Sep-98\", \"14-Sep-98\", \"15-Sep-98\", \"16-Sep-98\", \"17-Sep-98\", \"18-Sep-98\", \"21-Sep-98\", \"22-Sep-98\", \"23-Sep-98\", \"24-Sep-98\", \"25-Sep-98\", \"28-Sep-98\", \"29-Sep-98\", \"30-Sep-98\", \"01-Oct-98\", \"02-Oct-98\", \"05-Oct-98\", \"06-Oct-98\", \"07-Oct-98\", \"08-Oct-98\", \"09-Oct-98\", \"12-Oct-98\", \"13-Oct-98\", \"14-Oct-98\", \"15-Oct-98\", \"16-Oct-98\", \"19-Oct-98\", \"20-Oct-98\", \"21-Oct-98\", \"22-Oct-98\", \"23-Oct-98\", \"26-Oct-98\", \"27-Oct-98\", \"28-Oct-98\", \"29-Oct-98\", \"30-Oct-98\", \"02-Nov-98\", \"03-Nov-98\", \"04-Nov-98\", \"05-Nov-98\", \"06-Nov-98\", \"09-Nov-98\", \"10-Nov-98\", \"11-Nov-98\", \"12-Nov-98\", \"13-Nov-98\", \"16-Nov-98\", \"17-Nov-98\", \"18-Nov-98\", \"19-Nov-98\", \"20-Nov-98\", \"23-Nov-98\", \"24-Nov-98\", \"25-Nov-98\", \"27-Nov-98\", \"30-Nov-98\", \"01-Dec-98\", \"02-Dec-98\", \"03-Dec-98\", \"04-Dec-98\", \"07-Dec-98\", \"08-Dec-98\", \"09-Dec-98\", \"10-Dec-98\", \"11-Dec-98\", \"14-Dec-98\", \"15-Dec-98\", \"16-Dec-98\", \"17-Dec-98\", \"18-Dec-98\", \"21-Dec-98\", \"22-Dec-98\", \"23-Dec-98\", \"24-Dec-98\", \"28-Dec-98\", \"29-Dec-98\", \"30-Dec-98\", \"31-Dec-98\", \"04-Jan-99\", \"05-Jan-99\", \"06-Jan-99\", \"07-Jan-99\", \"08-Jan-99\", \"11-Jan-99\", \"12-Jan-99\", \"13-Jan-99\", \"14-Jan-99\", \"15-Jan-99\", \"19-Jan-99\", \"20-Jan-99\", \"21-Jan-99\", \"22-Jan-99\", \"25-Jan-99\", \"26-Jan-99\", \"27-Jan-99\", \"28-Jan-99\", \"29-Jan-99\", \"01-Feb-99\", \"02-Feb-99\", \"03-Feb-99\", \"04-Feb-99\", \"05-Feb-99\", \"08-Feb-99\", \"09-Feb-99\", \"10-Feb-99\", \"11-Feb-99\", \"12-Feb-99\", \"16-Feb-99\", \"17-Feb-99\", \"18-Feb-99\", \"19-Feb-99\", \"22-Feb-99\", \"23-Feb-99\", \"24-Feb-99\", \"25-Feb-99\", \"26-Feb-99\", \"01-Mar-99\", \"02-Mar-99\", \"03-Mar-99\", \"04-Mar-99\", \"05-Mar-99\", \"08-Mar-99\", \"09-Mar-99\", \"10-Mar-99\", \"11-Mar-99\", \"12-Mar-99\", \"15-Mar-99\", \"16-Mar-99\", \"17-Mar-99\", \"18-Mar-99\", \"19-Mar-99\", \"22-Mar-99\", \"23-Mar-99\", \"24-Mar-99\", \"25-Mar-99\", \"26-Mar-99\", \"29-Mar-99\", \"30-Mar-99\", \"31-Mar-99\", \"01-Apr-99\", \"05-Apr-99\", \"06-Apr-99\", \"07-Apr-99\", \"08-Apr-99\", \"09-Apr-99\", \"12-Apr-99\", \"13-Apr-99\", \"14-Apr-99\", \"15-Apr-99\", \"16-Apr-99\", \"19-Apr-99\", \"20-Apr-99\", \"21-Apr-99\", \"22-Apr-99\", \"23-Apr-99\", \"26-Apr-99\", \"27-Apr-99\", \"28-Apr-99\", \"29-Apr-99\", \"30-Apr-99\", \"03-May-99\", \"04-May-99\", \"05-May-99\", \"06-May-99\", \"07-May-99\", \"10-May-99\", \"11-May-99\", \"12-May-99\", \"13-May-99\", \"14-May-99\", \"17-May-99\", \"18-May-99\", \"19-May-99\", \"20-May-99\", \"21-May-99\", \"24-May-99\", \"25-May-99\", \"26-May-99\", \"27-May-99\", \"28-May-99\", \"01-Jun-99\", \"02-Jun-99\", \"03-Jun-99\", \"04-Jun-99\", \"07-Jun-99\", \"08-Jun-99\", \"09-Jun-99\", \"10-Jun-99\", \"11-Jun-99\", \"14-Jun-99\", \"15-Jun-99\", \"16-Jun-99\", \"17-Jun-99\", \"18-Jun-99\", \"21-Jun-99\", \"22-Jun-99\", \"23-Jun-99\", \"24-Jun-99\", \"25-Jun-99\", \"28-Jun-99\", \"29-Jun-99\", \"30-Jun-99\", \"01-Jul-99\", \"02-Jul-99\", \"06-Jul-99\", \"07-Jul-99\", \"08-Jul-99\", \"09-Jul-99\", \"12-Jul-99\", \"13-Jul-99\", \"14-Jul-99\", \"15-Jul-99\", \"16-Jul-99\", \"19-Jul-99\", \"20-Jul-99\", \"21-Jul-99\", \"22-Jul-99\", \"23-Jul-99\", \"26-Jul-99\", \"27-Jul-99\", \"28-Jul-99\", \"29-Jul-99\", \"30-Jul-99\", \"02-Aug-99\", \"03-Aug-99\", \"04-Aug-99\", \"05-Aug-99\", \"06-Aug-99\", \"09-Aug-99\", \"10-Aug-99\", \"11-Aug-99\", \"12-Aug-99\", \"13-Aug-99\", \"16-Aug-99\", \"17-Aug-99\", \"18-Aug-99\", \"19-Aug-99\", \"20-Aug-99\", \"23-Aug-99\", \"24-Aug-99\", \"25-Aug-99\", \"26-Aug-99\", \"27-Aug-99\", \"30-Aug-99\", \"31-Aug-99\", \"01-Sep-99\", \"02-Sep-99\", \"03-Sep-99\", \"07-Sep-99\", \"08-Sep-99\", \"09-Sep-99\", \"10-Sep-99\", \"13-Sep-99\", \"14-Sep-99\", \"15-Sep-99\", \"16-Sep-99\", \"17-Sep-99\", \"20-Sep-99\", \"21-Sep-99\", \"22-Sep-99\", \"23-Sep-99\", \"24-Sep-99\", \"27-Sep-99\", \"28-Sep-99\", \"29-Sep-99\", \"30-Sep-99\", \"01-Oct-99\", \"04-Oct-99\", \"05-Oct-99\", \"06-Oct-99\", \"07-Oct-99\", \"08-Oct-99\", \"11-Oct-99\", \"12-Oct-99\", \"13-Oct-99\", \"14-Oct-99\", \"15-Oct-99\", \"18-Oct-99\", \"19-Oct-99\", \"20-Oct-99\", \"21-Oct-99\", \"22-Oct-99\", \"25-Oct-99\", \"26-Oct-99\", \"27-Oct-99\", \"28-Oct-99\", \"29-Oct-99\", \"01-Nov-99\", \"02-Nov-99\", \"03-Nov-99\", \"04-Nov-99\", \"05-Nov-99\", \"08-Nov-99\", \"09-Nov-99\", \"10-Nov-99\", \"11-Nov-99\", \"12-Nov-99\", \"15-Nov-99\", \"16-Nov-99\", \"17-Nov-99\", \"18-Nov-99\", \"19-Nov-99\", \"22-Nov-99\", \"23-Nov-99\", \"24-Nov-99\", \"26-Nov-99\", \"29-Nov-99\", \"30-Nov-99\", \"01-Dec-99\", \"02-Dec-99\", \"03-Dec-99\", \"06-Dec-99\", \"07-Dec-99\", \"08-Dec-99\", \"09-Dec-99\", \"10-Dec-99\", \"13-Dec-99\", \"14-Dec-99\", \"15-Dec-99\", \"16-Dec-99\", \"17-Dec-99\", \"20-Dec-99\", \"21-Dec-99\", \"22-Dec-99\", \"23-Dec-99\", \"27-Dec-99\", \"28-Dec-99\", \"29-Dec-99\", \"30-Dec-99\", \"31-Dec-99\", \"03-Jan-00\", \"04-Jan-00\", \"05-Jan-00\", \"06-Jan-00\", \"07-Jan-00\", \"10-Jan-00\", \"11-Jan-00\", \"12-Jan-00\", \"13-Jan-00\", \"14-Jan-00\", \"18-Jan-00\", \"19-Jan-00\", \"20-Jan-00\", \"21-Jan-00\", \"24-Jan-00\", \"25-Jan-00\", \"26-Jan-00\", \"27-Jan-00\", \"28-Jan-00\", \"31-Jan-00\", \"01-Feb-00\", \"02-Feb-00\", \"03-Feb-00\", \"04-Feb-00\", \"07-Feb-00\", \"08-Feb-00\", \"09-Feb-00\", \"10-Feb-00\", \"11-Feb-00\", \"14-Feb-00\", \"15-Feb-00\", \"16-Feb-00\", \"17-Feb-00\", \"18-Feb-00\", \"22-Feb-00\", \"23-Feb-00\", \"24-Feb-00\", \"25-Feb-00\", \"28-Feb-00\", \"29-Feb-00\", \"01-Mar-00\", \"02-Mar-00\", \"03-Mar-00\", \"06-Mar-00\", \"07-Mar-00\", \"08-Mar-00\", \"09-Mar-00\", \"10-Mar-00\", \"13-Mar-00\", \"14-Mar-00\", \"15-Mar-00\", \"16-Mar-00\", \"17-Mar-00\", \"20-Mar-00\", \"21-Mar-00\", \"22-Mar-00\", \"23-Mar-00\", \"24-Mar-00\", \"27-Mar-00\", \"28-Mar-00\", \"29-Mar-00\", \"30-Mar-00\", \"31-Mar-00\", \"03-Apr-00\", \"04-Apr-00\", \"05-Apr-00\", \"06-Apr-00\", \"07-Apr-00\", \"10-Apr-00\", \"11-Apr-00\", \"12-Apr-00\", \"13-Apr-00\", \"14-Apr-00\", \"17-Apr-00\", \"18-Apr-00\", \"19-Apr-00\", \"20-Apr-00\", \"24-Apr-00\", \"25-Apr-00\", \"26-Apr-00\", \"27-Apr-00\", \"28-Apr-00\", \"01-May-00\", \"02-May-00\", \"03-May-00\", \"04-May-00\", \"05-May-00\", \"08-May-00\", \"09-May-00\", \"10-May-00\", \"11-May-00\", \"12-May-00\", \"15-May-00\", \"16-May-00\", \"17-May-00\", \"18-May-00\", \"19-May-00\", \"22-May-00\", \"23-May-00\", \"24-May-00\", \"25-May-00\", \"26-May-00\", \"30-May-00\", \"31-May-00\", \"01-Jun-00\", \"02-Jun-00\", \"05-Jun-00\", \"06-Jun-00\", \"07-Jun-00\", \"08-Jun-00\", \"09-Jun-00\", \"12-Jun-00\", \"13-Jun-00\", \"14-Jun-00\", \"15-Jun-00\", \"16-Jun-00\", \"19-Jun-00\", \"20-Jun-00\", \"21-Jun-00\", \"22-Jun-00\", \"23-Jun-00\", \"26-Jun-00\", \"27-Jun-00\", \"28-Jun-00\", \"29-Jun-00\", \"30-Jun-00\", \"03-Jul-00\", \"05-Jul-00\", \"06-Jul-00\", \"07-Jul-00\", \"10-Jul-00\", \"11-Jul-00\", \"12-Jul-00\", \"13-Jul-00\", \"14-Jul-00\", \"17-Jul-00\", \"18-Jul-00\", \"19-Jul-00\", \"20-Jul-00\", \"21-Jul-00\", \"24-Jul-00\", \"25-Jul-00\", \"26-Jul-00\", \"27-Jul-00\", \"28-Jul-00\", \"31-Jul-00\", \"01-Aug-00\", \"02-Aug-00\", \"03-Aug-00\", \"04-Aug-00\", \"07-Aug-00\", \"08-Aug-00\", \"09-Aug-00\", \"10-Aug-00\", \"11-Aug-00\", \"14-Aug-00\", \"15-Aug-00\", \"16-Aug-00\", \"17-Aug-00\", \"18-Aug-00\", \"21-Aug-00\", \"22-Aug-00\", \"23-Aug-00\", \"24-Aug-00\", \"25-Aug-00\", \"28-Aug-00\", \"29-Aug-00\", \"30-Aug-00\", \"31-Aug-00\", \"01-Sep-00\", \"05-Sep-00\", \"06-Sep-00\", \"07-Sep-00\", \"08-Sep-00\", \"11-Sep-00\", \"12-Sep-00\", \"13-Sep-00\", \"14-Sep-00\", \"15-Sep-00\", \"18-Sep-00\", \"19-Sep-00\", \"20-Sep-00\", \"21-Sep-00\", \"22-Sep-00\", \"25-Sep-00\", \"26-Sep-00\", \"27-Sep-00\", \"28-Sep-00\", \"29-Sep-00\", \"02-Oct-00\", \"03-Oct-00\", \"04-Oct-00\", \"05-Oct-00\", \"06-Oct-00\", \"09-Oct-00\", \"10-Oct-00\", \"11-Oct-00\", \"12-Oct-00\", \"13-Oct-00\", \"16-Oct-00\", \"17-Oct-00\", \"18-Oct-00\", \"19-Oct-00\", \"20-Oct-00\", \"23-Oct-00\", \"24-Oct-00\", \"25-Oct-00\", \"26-Oct-00\", \"27-Oct-00\", \"30-Oct-00\", \"31-Oct-00\", \"01-Nov-00\", \"02-Nov-00\", \"03-Nov-00\", \"06-Nov-00\", \"07-Nov-00\", \"08-Nov-00\", \"09-Nov-00\", \"10-Nov-00\", \"13-Nov-00\", \"14-Nov-00\", \"15-Nov-00\", \"16-Nov-00\", \"17-Nov-00\", \"20-Nov-00\", \"21-Nov-00\", \"22-Nov-00\", \"24-Nov-00\", \"27-Nov-00\", \"28-Nov-00\", \"29-Nov-00\", \"30-Nov-00\", \"01-Dec-00\", \"04-Dec-00\", \"05-Dec-00\", \"06-Dec-00\", \"07-Dec-00\", \"08-Dec-00\", \"11-Dec-00\", \"12-Dec-00\", \"13-Dec-00\", \"14-Dec-00\", \"15-Dec-00\", \"18-Dec-00\", \"19-Dec-00\", \"20-Dec-00\", \"21-Dec-00\", \"22-Dec-00\", \"26-Dec-00\", \"27-Dec-00\", \"28-Dec-00\", \"29-Dec-00\", \"02-Jan-01\", \"03-Jan-01\", \"04-Jan-01\", \"05-Jan-01\", \"08-Jan-01\", \"09-Jan-01\", \"10-Jan-01\", \"11-Jan-01\", \"12-Jan-01\", \"16-Jan-01\", \"17-Jan-01\", \"18-Jan-01\", \"19-Jan-01\", \"22-Jan-01\", \"23-Jan-01\", \"24-Jan-01\", \"25-Jan-01\", \"26-Jan-01\", \"29-Jan-01\", \"30-Jan-01\", \"31-Jan-01\", \"01-Feb-01\", \"02-Feb-01\", \"05-Feb-01\", \"06-Feb-01\", \"07-Feb-01\", \"08-Feb-01\", \"09-Feb-01\", \"12-Feb-01\", \"13-Feb-01\", \"14-Feb-01\", \"15-Feb-01\", \"16-Feb-01\", \"20-Feb-01\", \"21-Feb-01\", \"22-Feb-01\", \"23-Feb-01\", \"26-Feb-01\", \"27-Feb-01\", \"28-Feb-01\", \"01-Mar-01\", \"02-Mar-01\", \"05-Mar-01\", \"06-Mar-01\", \"07-Mar-01\", \"08-Mar-01\", \"09-Mar-01\", \"12-Mar-01\", \"13-Mar-01\", \"14-Mar-01\", \"15-Mar-01\", \"16-Mar-01\", \"19-Mar-01\", \"20-Mar-01\", \"21-Mar-01\", \"22-Mar-01\", \"23-Mar-01\", \"26-Mar-01\", \"27-Mar-01\", \"28-Mar-01\", \"29-Mar-01\", \"30-Mar-01\", \"02-Apr-01\", \"03-Apr-01\", \"04-Apr-01\", \"05-Apr-01\", \"06-Apr-01\", \"09-Apr-01\", \"10-Apr-01\", \"11-Apr-01\", \"12-Apr-01\", \"16-Apr-01\", \"17-Apr-01\", \"18-Apr-01\", \"19-Apr-01\", \"20-Apr-01\", \"23-Apr-01\", \"24-Apr-01\", \"25-Apr-01\", \"26-Apr-01\", \"27-Apr-01\", \"30-Apr-01\", \"01-May-01\", \"02-May-01\", \"03-May-01\", \"04-May-01\", \"07-May-01\", \"08-May-01\", \"09-May-01\", \"10-May-01\", \"11-May-01\", \"14-May-01\", \"15-May-01\", \"16-May-01\", \"17-May-01\", \"18-May-01\", \"21-May-01\", \"22-May-01\", \"23-May-01\", \"24-May-01\", \"25-May-01\", \"29-May-01\", \"30-May-01\", \"31-May-01\", \"01-Jun-01\", \"04-Jun-01\", \"05-Jun-01\", \"06-Jun-01\", \"07-Jun-01\", \"08-Jun-01\", \"11-Jun-01\", \"12-Jun-01\", \"13-Jun-01\", \"14-Jun-01\", \"15-Jun-01\", \"18-Jun-01\", \"19-Jun-01\", \"20-Jun-01\", \"21-Jun-01\", \"22-Jun-01\", \"25-Jun-01\", \"26-Jun-01\", \"27-Jun-01\", \"28-Jun-01\", \"29-Jun-01\", \"02-Jul-01\", \"03-Jul-01\", \"05-Jul-01\", \"06-Jul-01\", \"09-Jul-01\", \"10-Jul-01\", \"11-Jul-01\", \"12-Jul-01\", \"13-Jul-01\", \"16-Jul-01\", \"17-Jul-01\", \"18-Jul-01\", \"19-Jul-01\", \"20-Jul-01\", \"23-Jul-01\", \"24-Jul-01\", \"25-Jul-01\", \"26-Jul-01\", \"27-Jul-01\", \"30-Jul-01\", \"31-Jul-01\", \"01-Aug-01\", \"02-Aug-01\", \"03-Aug-01\", \"06-Aug-01\", \"07-Aug-01\", \"08-Aug-01\", \"09-Aug-01\", \"10-Aug-01\", \"13-Aug-01\", \"14-Aug-01\", \"15-Aug-01\", \"16-Aug-01\", \"17-Aug-01\", \"20-Aug-01\", \"21-Aug-01\", \"22-Aug-01\", \"23-Aug-01\", \"24-Aug-01\", \"27-Aug-01\", \"28-Aug-01\", \"29-Aug-01\", \"30-Aug-01\", \"31-Aug-01\", \"04-Sep-01\", \"05-Sep-01\", \"06-Sep-01\", \"07-Sep-01\", \"10-Sep-01\", \"17-Sep-01\", \"18-Sep-01\", \"19-Sep-01\", \"20-Sep-01\", \"21-Sep-01\", \"24-Sep-01\", \"25-Sep-01\", \"26-Sep-01\", \"27-Sep-01\", \"28-Sep-01\", \"01-Oct-01\", \"02-Oct-01\", \"03-Oct-01\", \"04-Oct-01\", \"05-Oct-01\", \"08-Oct-01\", \"09-Oct-01\", \"10-Oct-01\", \"11-Oct-01\", \"12-Oct-01\", \"15-Oct-01\", \"16-Oct-01\", \"17-Oct-01\", \"18-Oct-01\", \"19-Oct-01\", \"22-Oct-01\", \"23-Oct-01\", \"24-Oct-01\", \"25-Oct-01\", \"26-Oct-01\", \"29-Oct-01\", \"30-Oct-01\", \"31-Oct-01\", \"01-Nov-01\", \"02-Nov-01\", \"05-Nov-01\", \"06-Nov-01\", \"07-Nov-01\", \"08-Nov-01\", \"09-Nov-01\", \"12-Nov-01\", \"13-Nov-01\", \"14-Nov-01\", \"15-Nov-01\", \"16-Nov-01\", \"19-Nov-01\", \"20-Nov-01\", \"21-Nov-01\", \"23-Nov-01\", \"26-Nov-01\", \"27-Nov-01\", \"28-Nov-01\", \"29-Nov-01\", \"30-Nov-01\", \"03-Dec-01\", \"04-Dec-01\", \"05-Dec-01\", \"06-Dec-01\", \"07-Dec-01\", \"10-Dec-01\", \"11-Dec-01\", \"12-Dec-01\", \"13-Dec-01\", \"14-Dec-01\", \"17-Dec-01\", \"18-Dec-01\", \"19-Dec-01\", \"20-Dec-01\", \"21-Dec-01\", \"24-Dec-01\", \"26-Dec-01\", \"27-Dec-01\", \"28-Dec-01\", \"31-Dec-01\", \"02-Jan-02\", \"03-Jan-02\", \"04-Jan-02\", \"07-Jan-02\", \"08-Jan-02\", \"09-Jan-02\", \"10-Jan-02\", \"11-Jan-02\", \"14-Jan-02\", \"15-Jan-02\", \"16-Jan-02\", \"17-Jan-02\", \"18-Jan-02\", \"22-Jan-02\", \"23-Jan-02\", \"24-Jan-02\", \"25-Jan-02\", \"28-Jan-02\", \"29-Jan-02\", \"30-Jan-02\", \"31-Jan-02\", \"01-Feb-02\", \"04-Feb-02\", \"05-Feb-02\", \"06-Feb-02\", \"07-Feb-02\", \"08-Feb-02\", \"11-Feb-02\", \"12-Feb-02\", \"13-Feb-02\", \"14-Feb-02\", \"15-Feb-02\", \"19-Feb-02\", \"20-Feb-02\", \"21-Feb-02\", \"22-Feb-02\", \"25-Feb-02\", \"26-Feb-02\", \"27-Feb-02\", \"28-Feb-02\", \"01-Mar-02\", \"04-Mar-02\", \"05-Mar-02\", \"06-Mar-02\", \"07-Mar-02\", \"08-Mar-02\", \"11-Mar-02\", \"12-Mar-02\", \"13-Mar-02\", \"14-Mar-02\", \"15-Mar-02\", \"18-Mar-02\", \"19-Mar-02\", \"20-Mar-02\", \"21-Mar-02\", \"22-Mar-02\", \"25-Mar-02\", \"26-Mar-02\", \"27-Mar-02\", \"28-Mar-02\", \"01-Apr-02\", \"02-Apr-02\", \"03-Apr-02\", \"04-Apr-02\", \"05-Apr-02\", \"08-Apr-02\", \"09-Apr-02\", \"10-Apr-02\", \"11-Apr-02\", \"12-Apr-02\", \"15-Apr-02\", \"16-Apr-02\", \"17-Apr-02\", \"18-Apr-02\", \"19-Apr-02\", \"22-Apr-02\", \"23-Apr-02\", \"24-Apr-02\", \"25-Apr-02\", \"26-Apr-02\", \"29-Apr-02\", \"30-Apr-02\", \"01-May-02\", \"02-May-02\", \"03-May-02\", \"06-May-02\", \"07-May-02\", \"08-May-02\", \"09-May-02\", \"10-May-02\", \"13-May-02\", \"14-May-02\", \"15-May-02\", \"16-May-02\", \"17-May-02\", \"20-May-02\", \"21-May-02\", \"22-May-02\", \"23-May-02\", \"24-May-02\", \"28-May-02\", \"29-May-02\", \"30-May-02\", \"31-May-02\", \"03-Jun-02\", \"04-Jun-02\", \"05-Jun-02\", \"06-Jun-02\", \"07-Jun-02\", \"10-Jun-02\", \"11-Jun-02\", \"12-Jun-02\", \"13-Jun-02\", \"14-Jun-02\", \"17-Jun-02\", \"18-Jun-02\", \"19-Jun-02\", \"20-Jun-02\", \"21-Jun-02\", \"24-Jun-02\", \"25-Jun-02\", \"26-Jun-02\", \"27-Jun-02\", \"28-Jun-02\", \"01-Jul-02\", \"02-Jul-02\", \"03-Jul-02\", \"05-Jul-02\", \"08-Jul-02\", \"09-Jul-02\", \"10-Jul-02\", \"11-Jul-02\", \"12-Jul-02\", \"15-Jul-02\", \"16-Jul-02\", \"17-Jul-02\", \"18-Jul-02\", \"19-Jul-02\", \"22-Jul-02\", \"23-Jul-02\", \"24-Jul-02\", \"25-Jul-02\", \"26-Jul-02\", \"29-Jul-02\", \"30-Jul-02\", \"31-Jul-02\", \"01-Aug-02\", \"02-Aug-02\", \"05-Aug-02\", \"06-Aug-02\", \"07-Aug-02\", \"08-Aug-02\", \"09-Aug-02\", \"12-Aug-02\", \"13-Aug-02\", \"14-Aug-02\", \"15-Aug-02\", \"16-Aug-02\", \"19-Aug-02\", \"20-Aug-02\", \"21-Aug-02\", \"22-Aug-02\", \"23-Aug-02\", \"26-Aug-02\", \"27-Aug-02\", \"28-Aug-02\", \"29-Aug-02\", \"30-Aug-02\", \"03-Sep-02\", \"04-Sep-02\", \"05-Sep-02\", \"06-Sep-02\", \"09-Sep-02\", \"10-Sep-02\", \"11-Sep-02\", \"12-Sep-02\", \"13-Sep-02\", \"16-Sep-02\", \"17-Sep-02\", \"18-Sep-02\", \"19-Sep-02\", \"20-Sep-02\", \"23-Sep-02\", \"24-Sep-02\", \"25-Sep-02\", \"26-Sep-02\", \"27-Sep-02\", \"30-Sep-02\", \"01-Oct-02\", \"02-Oct-02\", \"03-Oct-02\", \"04-Oct-02\", \"07-Oct-02\", \"08-Oct-02\", \"09-Oct-02\", \"10-Oct-02\", \"11-Oct-02\", \"14-Oct-02\", \"15-Oct-02\", \"16-Oct-02\", \"17-Oct-02\", \"18-Oct-02\", \"21-Oct-02\", \"22-Oct-02\", \"23-Oct-02\", \"24-Oct-02\", \"25-Oct-02\", \"28-Oct-02\", \"29-Oct-02\", \"30-Oct-02\", \"31-Oct-02\", \"01-Nov-02\", \"04-Nov-02\", \"05-Nov-02\", \"06-Nov-02\", \"07-Nov-02\", \"08-Nov-02\", \"11-Nov-02\", \"12-Nov-02\", \"13-Nov-02\", \"14-Nov-02\", \"15-Nov-02\", \"18-Nov-02\", \"19-Nov-02\", \"20-Nov-02\", \"21-Nov-02\", \"22-Nov-02\", \"25-Nov-02\", \"26-Nov-02\", \"27-Nov-02\", \"29-Nov-02\", \"02-Dec-02\", \"03-Dec-02\", \"04-Dec-02\", \"05-Dec-02\", \"06-Dec-02\", \"09-Dec-02\", \"10-Dec-02\", \"11-Dec-02\", \"12-Dec-02\", \"13-Dec-02\", \"16-Dec-02\", \"17-Dec-02\", \"18-Dec-02\", \"19-Dec-02\", \"20-Dec-02\", \"23-Dec-02\", \"24-Dec-02\", \"26-Dec-02\", \"27-Dec-02\", \"30-Dec-02\", \"31-Dec-02\", \"02-Jan-03\", \"03-Jan-03\", \"06-Jan-03\", \"07-Jan-03\", \"08-Jan-03\", \"09-Jan-03\", \"10-Jan-03\", \"13-Jan-03\", \"14-Jan-03\", \"15-Jan-03\", \"16-Jan-03\", \"17-Jan-03\", \"21-Jan-03\", \"22-Jan-03\", \"23-Jan-03\", \"24-Jan-03\", \"27-Jan-03\", \"28-Jan-03\", \"29-Jan-03\", \"30-Jan-03\", \"31-Jan-03\", \"03-Feb-03\", \"04-Feb-03\", \"05-Feb-03\", \"06-Feb-03\", \"07-Feb-03\", \"10-Feb-03\", \"11-Feb-03\", \"12-Feb-03\", \"13-Feb-03\", \"14-Feb-03\", \"18-Feb-03\", \"19-Feb-03\", \"20-Feb-03\", \"21-Feb-03\", \"24-Feb-03\", \"25-Feb-03\", \"26-Feb-03\", \"27-Feb-03\", \"28-Feb-03\", \"03-Mar-03\", \"04-Mar-03\", \"05-Mar-03\", \"06-Mar-03\", \"07-Mar-03\", \"10-Mar-03\", \"11-Mar-03\", \"12-Mar-03\", \"13-Mar-03\", \"14-Mar-03\", \"17-Mar-03\", \"18-Mar-03\", \"19-Mar-03\", \"20-Mar-03\", \"21-Mar-03\", \"24-Mar-03\", \"25-Mar-03\", \"26-Mar-03\", \"27-Mar-03\", \"28-Mar-03\", \"31-Mar-03\", \"01-Apr-03\", \"02-Apr-03\", \"03-Apr-03\", \"04-Apr-03\", \"07-Apr-03\", \"08-Apr-03\", \"09-Apr-03\", \"10-Apr-03\", \"11-Apr-03\", \"14-Apr-03\", \"15-Apr-03\", \"16-Apr-03\", \"17-Apr-03\", \"21-Apr-03\", \"22-Apr-03\", \"23-Apr-03\", \"24-Apr-03\", \"25-Apr-03\", \"28-Apr-03\", \"29-Apr-03\", \"30-Apr-03\", \"01-May-03\", \"02-May-03\", \"05-May-03\", \"06-May-03\", \"07-May-03\", \"08-May-03\", \"09-May-03\", \"12-May-03\", \"13-May-03\", \"14-May-03\", \"15-May-03\", \"16-May-03\", \"19-May-03\", \"20-May-03\", \"21-May-03\", \"22-May-03\", \"23-May-03\", \"27-May-03\", \"28-May-03\", \"29-May-03\", \"30-May-03\", \"02-Jun-03\", \"03-Jun-03\", \"04-Jun-03\", \"05-Jun-03\", \"06-Jun-03\", \"09-Jun-03\", \"10-Jun-03\", \"11-Jun-03\", \"12-Jun-03\", \"13-Jun-03\", \"16-Jun-03\", \"17-Jun-03\", \"18-Jun-03\", \"19-Jun-03\", \"20-Jun-03\", \"23-Jun-03\", \"24-Jun-03\", \"25-Jun-03\", \"26-Jun-03\", \"27-Jun-03\", \"30-Jun-03\", \"01-Jul-03\", \"02-Jul-03\", \"03-Jul-03\", \"07-Jul-03\", \"08-Jul-03\", \"09-Jul-03\", \"10-Jul-03\", \"11-Jul-03\", \"14-Jul-03\", \"15-Jul-03\", \"16-Jul-03\", \"17-Jul-03\", \"18-Jul-03\", \"21-Jul-03\", \"22-Jul-03\", \"23-Jul-03\", \"24-Jul-03\", \"25-Jul-03\", \"28-Jul-03\", \"29-Jul-03\", \"30-Jul-03\", \"31-Jul-03\", \"01-Aug-03\", \"04-Aug-03\", \"05-Aug-03\", \"06-Aug-03\", \"07-Aug-03\", \"08-Aug-03\", \"11-Aug-03\", \"12-Aug-03\", \"13-Aug-03\", \"14-Aug-03\", \"15-Aug-03\", \"18-Aug-03\", \"19-Aug-03\", \"20-Aug-03\", \"21-Aug-03\", \"22-Aug-03\", \"25-Aug-03\", \"26-Aug-03\", \"27-Aug-03\", \"28-Aug-03\", \"29-Aug-03\", \"02-Sep-03\", \"03-Sep-03\", \"04-Sep-03\", \"05-Sep-03\", \"08-Sep-03\", \"09-Sep-03\", \"10-Sep-03\", \"11-Sep-03\", \"12-Sep-03\", \"15-Sep-03\", \"16-Sep-03\", \"17-Sep-03\", \"18-Sep-03\", \"19-Sep-03\", \"22-Sep-03\", \"23-Sep-03\", \"24-Sep-03\", \"25-Sep-03\", \"26-Sep-03\", \"29-Sep-03\", \"30-Sep-03\", \"01-Oct-03\", \"02-Oct-03\", \"03-Oct-03\", \"06-Oct-03\", \"07-Oct-03\", \"08-Oct-03\", \"09-Oct-03\", \"10-Oct-03\", \"13-Oct-03\", \"14-Oct-03\", \"15-Oct-03\", \"16-Oct-03\", \"17-Oct-03\", \"20-Oct-03\", \"21-Oct-03\", \"22-Oct-03\", \"23-Oct-03\", \"24-Oct-03\", \"27-Oct-03\", \"28-Oct-03\", \"29-Oct-03\", \"30-Oct-03\", \"31-Oct-03\", \"03-Nov-03\", \"04-Nov-03\", \"05-Nov-03\", \"06-Nov-03\", \"07-Nov-03\", \"10-Nov-03\", \"11-Nov-03\", \"12-Nov-03\", \"13-Nov-03\", \"14-Nov-03\", \"17-Nov-03\", \"18-Nov-03\", \"19-Nov-03\", \"20-Nov-03\", \"21-Nov-03\", \"24-Nov-03\", \"25-Nov-03\", \"26-Nov-03\", \"28-Nov-03\", \"01-Dec-03\", \"02-Dec-03\", \"03-Dec-03\", \"04-Dec-03\", \"05-Dec-03\", \"08-Dec-03\", \"09-Dec-03\", \"10-Dec-03\", \"11-Dec-03\", \"12-Dec-03\", \"15-Dec-03\", \"16-Dec-03\", \"17-Dec-03\", \"18-Dec-03\", \"19-Dec-03\", \"22-Dec-03\", \"23-Dec-03\", \"24-Dec-03\", \"26-Dec-03\", \"29-Dec-03\", \"30-Dec-03\", \"31-Dec-03\", \"02-Jan-04\", \"05-Jan-04\", \"06-Jan-04\", \"07-Jan-04\", \"08-Jan-04\", \"09-Jan-04\", \"12-Jan-04\", \"13-Jan-04\", \"14-Jan-04\", \"15-Jan-04\", \"16-Jan-04\", \"20-Jan-04\", \"21-Jan-04\", \"22-Jan-04\", \"23-Jan-04\", \"26-Jan-04\", \"27-Jan-04\", \"28-Jan-04\", \"29-Jan-04\", \"30-Jan-04\", \"02-Feb-04\", \"03-Feb-04\", \"04-Feb-04\", \"05-Feb-04\", \"06-Feb-04\", \"09-Feb-04\", \"10-Feb-04\", \"11-Feb-04\", \"12-Feb-04\", \"13-Feb-04\", \"17-Feb-04\", \"18-Feb-04\", \"19-Feb-04\", \"20-Feb-04\", \"23-Feb-04\", \"24-Feb-04\", \"25-Feb-04\", \"26-Feb-04\", \"27-Feb-04\", \"01-Mar-04\", \"02-Mar-04\", \"03-Mar-04\", \"04-Mar-04\", \"05-Mar-04\", \"08-Mar-04\", \"09-Mar-04\", \"10-Mar-04\", \"11-Mar-04\", \"12-Mar-04\", \"15-Mar-04\", \"16-Mar-04\", \"17-Mar-04\", \"18-Mar-04\", \"19-Mar-04\", \"22-Mar-04\", \"23-Mar-04\", \"24-Mar-04\", \"25-Mar-04\", \"26-Mar-04\", \"29-Mar-04\", \"30-Mar-04\", \"31-Mar-04\", \"01-Apr-04\", \"02-Apr-04\", \"05-Apr-04\", \"06-Apr-04\", \"07-Apr-04\", \"08-Apr-04\", \"12-Apr-04\", \"13-Apr-04\", \"14-Apr-04\", \"15-Apr-04\", \"16-Apr-04\", \"19-Apr-04\", \"20-Apr-04\", \"21-Apr-04\", \"22-Apr-04\", \"23-Apr-04\", \"26-Apr-04\", \"27-Apr-04\", \"28-Apr-04\", \"29-Apr-04\", \"30-Apr-04\", \"03-May-04\", \"04-May-04\", \"05-May-04\", \"06-May-04\", \"07-May-04\", \"10-May-04\", \"11-May-04\", \"12-May-04\", \"13-May-04\", \"14-May-04\", \"17-May-04\", \"18-May-04\", \"19-May-04\", \"20-May-04\", \"21-May-04\", \"24-May-04\", \"25-May-04\", \"26-May-04\", \"27-May-04\", \"28-May-04\", \"01-Jun-04\", \"02-Jun-04\", \"03-Jun-04\", \"04-Jun-04\", \"07-Jun-04\", \"08-Jun-04\", \"09-Jun-04\", \"10-Jun-04\", \"14-Jun-04\", \"15-Jun-04\", \"16-Jun-04\", \"17-Jun-04\", \"18-Jun-04\", \"21-Jun-04\", \"22-Jun-04\", \"23-Jun-04\", \"24-Jun-04\", \"25-Jun-04\", \"28-Jun-04\", \"29-Jun-04\", \"30-Jun-04\", \"01-Jul-04\", \"02-Jul-04\", \"06-Jul-04\", \"07-Jul-04\", \"08-Jul-04\", \"09-Jul-04\", \"12-Jul-04\", \"13-Jul-04\", \"14-Jul-04\", \"15-Jul-04\", \"16-Jul-04\", \"19-Jul-04\", \"20-Jul-04\", \"21-Jul-04\", \"22-Jul-04\", \"23-Jul-04\", \"26-Jul-04\", \"27-Jul-04\", \"28-Jul-04\", \"29-Jul-04\", \"30-Jul-04\", \"02-Aug-04\", \"03-Aug-04\", \"04-Aug-04\", \"05-Aug-04\", \"06-Aug-04\", \"09-Aug-04\", \"10-Aug-04\", \"11-Aug-04\", \"12-Aug-04\", \"13-Aug-04\", \"16-Aug-04\", \"17-Aug-04\", \"18-Aug-04\", \"19-Aug-04\", \"20-Aug-04\", \"23-Aug-04\", \"24-Aug-04\", \"25-Aug-04\", \"26-Aug-04\", \"27-Aug-04\", \"30-Aug-04\", \"31-Aug-04\", \"01-Sep-04\", \"02-Sep-04\", \"03-Sep-04\", \"07-Sep-04\", \"08-Sep-04\", \"09-Sep-04\", \"10-Sep-04\", \"13-Sep-04\", \"14-Sep-04\", \"15-Sep-04\", \"16-Sep-04\", \"17-Sep-04\", \"20-Sep-04\", \"21-Sep-04\", \"22-Sep-04\", \"23-Sep-04\", \"24-Sep-04\", \"27-Sep-04\", \"28-Sep-04\", \"29-Sep-04\", \"30-Sep-04\", \"01-Oct-04\", \"04-Oct-04\", \"05-Oct-04\", \"06-Oct-04\", \"07-Oct-04\", \"08-Oct-04\", \"11-Oct-04\", \"12-Oct-04\", \"13-Oct-04\", \"14-Oct-04\", \"15-Oct-04\", \"18-Oct-04\", \"19-Oct-04\", \"20-Oct-04\", \"21-Oct-04\", \"22-Oct-04\", \"25-Oct-04\", \"26-Oct-04\", \"27-Oct-04\", \"28-Oct-04\", \"29-Oct-04\", \"01-Nov-04\", \"02-Nov-04\", \"03-Nov-04\", \"04-Nov-04\", \"05-Nov-04\", \"08-Nov-04\", \"09-Nov-04\", \"10-Nov-04\", \"11-Nov-04\", \"12-Nov-04\", \"15-Nov-04\", \"16-Nov-04\", \"17-Nov-04\", \"18-Nov-04\", \"19-Nov-04\", \"22-Nov-04\", \"23-Nov-04\", \"24-Nov-04\", \"26-Nov-04\", \"29-Nov-04\", \"30-Nov-04\", \"01-Dec-04\", \"02-Dec-04\", \"03-Dec-04\", \"06-Dec-04\", \"07-Dec-04\", \"08-Dec-04\", \"09-Dec-04\", \"10-Dec-04\", \"13-Dec-04\", \"14-Dec-04\", \"15-Dec-04\", \"16-Dec-04\", \"17-Dec-04\", \"20-Dec-04\", \"21-Dec-04\", \"22-Dec-04\", \"23-Dec-04\", \"27-Dec-04\", \"28-Dec-04\", \"29-Dec-04\", \"30-Dec-04\", \"31-Dec-04\", \"03-Jan-05\", \"04-Jan-05\", \"05-Jan-05\", \"06-Jan-05\", \"07-Jan-05\", \"10-Jan-05\", \"11-Jan-05\", \"12-Jan-05\", \"13-Jan-05\", \"14-Jan-05\", \"18-Jan-05\", \"19-Jan-05\", \"20-Jan-05\", \"21-Jan-05\", \"24-Jan-05\", \"25-Jan-05\", \"26-Jan-05\", \"27-Jan-05\", \"28-Jan-05\", \"31-Jan-05\", \"01-Feb-05\", \"02-Feb-05\", \"03-Feb-05\", \"04-Feb-05\", \"07-Feb-05\", \"08-Feb-05\", \"09-Feb-05\", \"10-Feb-05\", \"11-Feb-05\", \"14-Feb-05\", \"15-Feb-05\", \"16-Feb-05\", \"17-Feb-05\", \"18-Feb-05\", \"22-Feb-05\", \"23-Feb-05\", \"24-Feb-05\", \"25-Feb-05\", \"28-Feb-05\", \"01-Mar-05\", \"02-Mar-05\", \"03-Mar-05\", \"04-Mar-05\", \"07-Mar-05\", \"08-Mar-05\", \"09-Mar-05\", \"10-Mar-05\", \"11-Mar-05\", \"14-Mar-05\", \"15-Mar-05\", \"16-Mar-05\", \"17-Mar-05\", \"18-Mar-05\", \"21-Mar-05\", \"22-Mar-05\", \"23-Mar-05\", \"24-Mar-05\", \"28-Mar-05\", \"29-Mar-05\", \"30-Mar-05\", \"31-Mar-05\", \"01-Apr-05\", \"04-Apr-05\", \"05-Apr-05\", \"06-Apr-05\", \"07-Apr-05\", \"08-Apr-05\", \"11-Apr-05\", \"12-Apr-05\", \"13-Apr-05\", \"14-Apr-05\", \"15-Apr-05\", \"18-Apr-05\", \"19-Apr-05\", \"20-Apr-05\", \"21-Apr-05\", \"22-Apr-05\", \"25-Apr-05\", \"26-Apr-05\", \"27-Apr-05\", \"28-Apr-05\", \"29-Apr-05\", \"02-May-05\", \"03-May-05\", \"04-May-05\", \"05-May-05\", \"06-May-05\", \"09-May-05\", \"10-May-05\", \"11-May-05\", \"12-May-05\", \"13-May-05\", \"16-May-05\", \"17-May-05\", \"18-May-05\", \"19-May-05\", \"20-May-05\", \"23-May-05\", \"24-May-05\", \"25-May-05\", \"26-May-05\", \"27-May-05\", \"31-May-05\", \"01-Jun-05\", \"02-Jun-05\", \"03-Jun-05\", \"06-Jun-05\", \"07-Jun-05\", \"08-Jun-05\", \"09-Jun-05\", \"10-Jun-05\", \"13-Jun-05\", \"14-Jun-05\", \"15-Jun-05\", \"16-Jun-05\", \"17-Jun-05\", \"20-Jun-05\", \"21-Jun-05\", \"22-Jun-05\", \"23-Jun-05\", \"24-Jun-05\", \"27-Jun-05\", \"28-Jun-05\", \"29-Jun-05\", \"30-Jun-05\", \"01-Jul-05\", \"05-Jul-05\", \"06-Jul-05\", \"07-Jul-05\", \"08-Jul-05\", \"11-Jul-05\", \"12-Jul-05\", \"13-Jul-05\", \"14-Jul-05\", \"15-Jul-05\", \"18-Jul-05\", \"19-Jul-05\", \"20-Jul-05\", \"21-Jul-05\", \"22-Jul-05\", \"25-Jul-05\", \"26-Jul-05\", \"27-Jul-05\", \"28-Jul-05\", \"29-Jul-05\", \"01-Aug-05\", \"02-Aug-05\", \"03-Aug-05\", \"04-Aug-05\", \"05-Aug-05\", \"08-Aug-05\", \"09-Aug-05\", \"10-Aug-05\", \"11-Aug-05\", \"12-Aug-05\", \"15-Aug-05\", \"16-Aug-05\", \"17-Aug-05\", \"18-Aug-05\", \"19-Aug-05\", \"22-Aug-05\", \"23-Aug-05\", \"24-Aug-05\", \"25-Aug-05\", \"26-Aug-05\", \"29-Aug-05\", \"30-Aug-05\", \"31-Aug-05\", \"01-Sep-05\", \"02-Sep-05\", \"06-Sep-05\", \"07-Sep-05\", \"08-Sep-05\", \"09-Sep-05\", \"12-Sep-05\", \"13-Sep-05\", \"14-Sep-05\", \"15-Sep-05\", \"16-Sep-05\", \"19-Sep-05\", \"20-Sep-05\", \"21-Sep-05\", \"22-Sep-05\", \"23-Sep-05\", \"26-Sep-05\", \"27-Sep-05\", \"28-Sep-05\", \"29-Sep-05\", \"30-Sep-05\", \"03-Oct-05\", \"04-Oct-05\", \"05-Oct-05\", \"06-Oct-05\", \"07-Oct-05\", \"10-Oct-05\", \"11-Oct-05\", \"12-Oct-05\", \"13-Oct-05\", \"14-Oct-05\", \"17-Oct-05\", \"18-Oct-05\", \"19-Oct-05\", \"20-Oct-05\", \"21-Oct-05\", \"24-Oct-05\", \"25-Oct-05\", \"26-Oct-05\", \"27-Oct-05\", \"28-Oct-05\", \"31-Oct-05\", \"01-Nov-05\", \"02-Nov-05\", \"03-Nov-05\", \"04-Nov-05\", \"07-Nov-05\", \"08-Nov-05\", \"09-Nov-05\", \"10-Nov-05\", \"11-Nov-05\", \"14-Nov-05\", \"15-Nov-05\", \"16-Nov-05\", \"17-Nov-05\", \"18-Nov-05\", \"21-Nov-05\", \"22-Nov-05\", \"23-Nov-05\", \"25-Nov-05\", \"28-Nov-05\", \"29-Nov-05\", \"30-Nov-05\", \"01-Dec-05\", \"02-Dec-05\", \"05-Dec-05\", \"06-Dec-05\", \"07-Dec-05\", \"08-Dec-05\", \"09-Dec-05\", \"12-Dec-05\", \"13-Dec-05\", \"14-Dec-05\", \"15-Dec-05\", \"16-Dec-05\", \"19-Dec-05\", \"20-Dec-05\", \"21-Dec-05\", \"22-Dec-05\", \"23-Dec-05\", \"27-Dec-05\", \"28-Dec-05\", \"29-Dec-05\", \"30-Dec-05\", \"03-Jan-06\", \"04-Jan-06\", \"05-Jan-06\", \"06-Jan-06\", \"09-Jan-06\", \"10-Jan-06\", \"11-Jan-06\", \"12-Jan-06\", \"13-Jan-06\", \"17-Jan-06\", \"18-Jan-06\", \"19-Jan-06\", \"20-Jan-06\", \"23-Jan-06\", \"24-Jan-06\", \"25-Jan-06\", \"26-Jan-06\", \"27-Jan-06\", \"30-Jan-06\", \"31-Jan-06\", \"01-Feb-06\", \"02-Feb-06\", \"03-Feb-06\", \"06-Feb-06\", \"07-Feb-06\", \"08-Feb-06\", \"09-Feb-06\", \"10-Feb-06\", \"13-Feb-06\", \"14-Feb-06\", \"15-Feb-06\", \"16-Feb-06\", \"17-Feb-06\", \"21-Feb-06\", \"22-Feb-06\", \"23-Feb-06\", \"24-Feb-06\", \"27-Feb-06\", \"28-Feb-06\", \"01-Mar-06\", \"02-Mar-06\", \"03-Mar-06\", \"06-Mar-06\", \"07-Mar-06\", \"08-Mar-06\", \"09-Mar-06\", \"10-Mar-06\", \"13-Mar-06\", \"14-Mar-06\", \"15-Mar-06\", \"16-Mar-06\", \"17-Mar-06\", \"20-Mar-06\", \"21-Mar-06\", \"22-Mar-06\", \"23-Mar-06\", \"24-Mar-06\", \"27-Mar-06\", \"28-Mar-06\", \"29-Mar-06\", \"30-Mar-06\", \"31-Mar-06\", \"03-Apr-06\", \"04-Apr-06\", \"05-Apr-06\", \"06-Apr-06\", \"07-Apr-06\", \"10-Apr-06\", \"11-Apr-06\", \"12-Apr-06\", \"13-Apr-06\", \"17-Apr-06\", \"18-Apr-06\", \"19-Apr-06\", \"20-Apr-06\", \"21-Apr-06\", \"24-Apr-06\", \"25-Apr-06\", \"26-Apr-06\", \"27-Apr-06\", \"28-Apr-06\", \"01-May-06\", \"02-May-06\", \"03-May-06\", \"04-May-06\", \"05-May-06\", \"08-May-06\", \"09-May-06\", \"10-May-06\", \"11-May-06\", \"12-May-06\", \"15-May-06\", \"16-May-06\", \"17-May-06\", \"18-May-06\", \"19-May-06\", \"22-May-06\", \"23-May-06\", \"24-May-06\", \"25-May-06\", \"26-May-06\", \"30-May-06\", \"31-May-06\", \"01-Jun-06\", \"02-Jun-06\", \"05-Jun-06\", \"06-Jun-06\", \"07-Jun-06\", \"08-Jun-06\", \"09-Jun-06\", \"12-Jun-06\", \"13-Jun-06\", \"14-Jun-06\", \"15-Jun-06\", \"16-Jun-06\", \"19-Jun-06\", \"20-Jun-06\", \"21-Jun-06\", \"22-Jun-06\", \"23-Jun-06\", \"26-Jun-06\", \"27-Jun-06\", \"28-Jun-06\", \"29-Jun-06\", \"30-Jun-06\", \"03-Jul-06\", \"05-Jul-06\", \"06-Jul-06\", \"07-Jul-06\", \"10-Jul-06\", \"11-Jul-06\", \"12-Jul-06\", \"13-Jul-06\", \"14-Jul-06\", \"17-Jul-06\", \"18-Jul-06\", \"19-Jul-06\", \"20-Jul-06\", \"21-Jul-06\", \"24-Jul-06\", \"25-Jul-06\", \"26-Jul-06\", \"27-Jul-06\", \"28-Jul-06\", \"31-Jul-06\", \"01-Aug-06\", \"02-Aug-06\", \"03-Aug-06\", \"04-Aug-06\", \"07-Aug-06\", \"08-Aug-06\", \"09-Aug-06\", \"10-Aug-06\", \"11-Aug-06\", \"14-Aug-06\", \"15-Aug-06\", \"16-Aug-06\", \"17-Aug-06\", \"18-Aug-06\", \"21-Aug-06\", \"22-Aug-06\", \"23-Aug-06\", \"24-Aug-06\", \"25-Aug-06\", \"28-Aug-06\", \"29-Aug-06\", \"30-Aug-06\", \"31-Aug-06\", \"01-Sep-06\", \"05-Sep-06\", \"06-Sep-06\", \"07-Sep-06\", \"08-Sep-06\", \"11-Sep-06\", \"12-Sep-06\", \"13-Sep-06\", \"14-Sep-06\", \"15-Sep-06\", \"18-Sep-06\", \"19-Sep-06\", \"20-Sep-06\", \"21-Sep-06\", \"22-Sep-06\", \"25-Sep-06\", \"26-Sep-06\", \"27-Sep-06\", \"28-Sep-06\", \"29-Sep-06\", \"02-Oct-06\", \"03-Oct-06\", \"04-Oct-06\", \"05-Oct-06\", \"06-Oct-06\", \"09-Oct-06\", \"10-Oct-06\", \"11-Oct-06\", \"12-Oct-06\", \"13-Oct-06\", \"16-Oct-06\", \"17-Oct-06\", \"18-Oct-06\", \"19-Oct-06\", \"20-Oct-06\", \"23-Oct-06\", \"24-Oct-06\", \"25-Oct-06\", \"26-Oct-06\", \"27-Oct-06\", \"30-Oct-06\", \"31-Oct-06\", \"01-Nov-06\", \"02-Nov-06\", \"03-Nov-06\", \"06-Nov-06\", \"07-Nov-06\", \"08-Nov-06\", \"09-Nov-06\", \"10-Nov-06\", \"13-Nov-06\", \"14-Nov-06\", \"15-Nov-06\", \"16-Nov-06\", \"17-Nov-06\", \"20-Nov-06\", \"21-Nov-06\", \"22-Nov-06\", \"24-Nov-06\", \"27-Nov-06\", \"28-Nov-06\", \"29-Nov-06\", \"30-Nov-06\", \"01-Dec-06\", \"04-Dec-06\", \"05-Dec-06\", \"06-Dec-06\", \"07-Dec-06\", \"08-Dec-06\", \"11-Dec-06\", \"12-Dec-06\", \"13-Dec-06\", \"14-Dec-06\", \"15-Dec-06\", \"18-Dec-06\", \"19-Dec-06\", \"20-Dec-06\", \"21-Dec-06\", \"22-Dec-06\", \"26-Dec-06\", \"27-Dec-06\", \"28-Dec-06\", \"29-Dec-06\", \"03-Jan-07\", \"04-Jan-07\", \"05-Jan-07\", \"08-Jan-07\", \"09-Jan-07\", \"10-Jan-07\", \"11-Jan-07\", \"12-Jan-07\", \"16-Jan-07\", \"17-Jan-07\", \"18-Jan-07\", \"19-Jan-07\", \"22-Jan-07\", \"23-Jan-07\", \"24-Jan-07\", \"25-Jan-07\", \"26-Jan-07\", \"29-Jan-07\", \"30-Jan-07\", \"31-Jan-07\", \"01-Feb-07\", \"02-Feb-07\", \"05-Feb-07\", \"06-Feb-07\", \"07-Feb-07\", \"08-Feb-07\", \"09-Feb-07\", \"12-Feb-07\", \"13-Feb-07\", \"14-Feb-07\", \"15-Feb-07\", \"16-Feb-07\", \"20-Feb-07\", \"21-Feb-07\", \"22-Feb-07\", \"23-Feb-07\", \"26-Feb-07\", \"27-Feb-07\", \"28-Feb-07\", \"01-Mar-07\", \"02-Mar-07\", \"05-Mar-07\", \"06-Mar-07\", \"07-Mar-07\", \"08-Mar-07\", \"09-Mar-07\", \"12-Mar-07\", \"13-Mar-07\", \"14-Mar-07\", \"15-Mar-07\", \"16-Mar-07\", \"19-Mar-07\", \"20-Mar-07\", \"21-Mar-07\", \"22-Mar-07\", \"23-Mar-07\", \"26-Mar-07\", \"27-Mar-07\", \"28-Mar-07\", \"29-Mar-07\", \"30-Mar-07\", \"02-Apr-07\", \"03-Apr-07\", \"04-Apr-07\", \"05-Apr-07\", \"09-Apr-07\", \"10-Apr-07\", \"11-Apr-07\", \"12-Apr-07\", \"13-Apr-07\", \"16-Apr-07\", \"17-Apr-07\", \"18-Apr-07\", \"19-Apr-07\", \"20-Apr-07\", \"23-Apr-07\", \"24-Apr-07\", \"25-Apr-07\", \"26-Apr-07\", \"27-Apr-07\", \"30-Apr-07\", \"01-May-07\", \"02-May-07\", \"03-May-07\", \"04-May-07\", \"07-May-07\", \"08-May-07\", \"09-May-07\", \"10-May-07\", \"11-May-07\", \"14-May-07\", \"15-May-07\", \"16-May-07\", \"17-May-07\", \"18-May-07\", \"21-May-07\", \"22-May-07\", \"23-May-07\", \"24-May-07\", \"25-May-07\", \"29-May-07\", \"30-May-07\", \"31-May-07\", \"01-Jun-07\", \"04-Jun-07\", \"05-Jun-07\", \"06-Jun-07\", \"07-Jun-07\", \"08-Jun-07\", \"11-Jun-07\", \"12-Jun-07\", \"13-Jun-07\", \"14-Jun-07\", \"15-Jun-07\", \"18-Jun-07\", \"19-Jun-07\", \"20-Jun-07\", \"21-Jun-07\", \"22-Jun-07\", \"25-Jun-07\", \"26-Jun-07\", \"27-Jun-07\", \"28-Jun-07\", \"29-Jun-07\", \"02-Jul-07\", \"03-Jul-07\", \"05-Jul-07\", \"06-Jul-07\", \"09-Jul-07\", \"10-Jul-07\", \"11-Jul-07\", \"12-Jul-07\", \"13-Jul-07\", \"16-Jul-07\", \"17-Jul-07\", \"18-Jul-07\", \"19-Jul-07\", \"20-Jul-07\", \"23-Jul-07\", \"24-Jul-07\", \"25-Jul-07\", \"26-Jul-07\", \"27-Jul-07\", \"30-Jul-07\", \"31-Jul-07\", \"01-Aug-07\", \"02-Aug-07\", \"03-Aug-07\", \"06-Aug-07\", \"07-Aug-07\", \"08-Aug-07\", \"09-Aug-07\", \"10-Aug-07\", \"13-Aug-07\", \"14-Aug-07\", \"15-Aug-07\", \"16-Aug-07\", \"17-Aug-07\", \"20-Aug-07\", \"21-Aug-07\", \"22-Aug-07\", \"23-Aug-07\", \"24-Aug-07\", \"27-Aug-07\", \"28-Aug-07\", \"29-Aug-07\", \"30-Aug-07\", \"31-Aug-07\", \"04-Sep-07\", \"05-Sep-07\", \"06-Sep-07\", \"07-Sep-07\", \"10-Sep-07\", \"11-Sep-07\", \"12-Sep-07\", \"13-Sep-07\", \"14-Sep-07\", \"17-Sep-07\", \"18-Sep-07\", \"19-Sep-07\", \"20-Sep-07\", \"21-Sep-07\", \"24-Sep-07\", \"25-Sep-07\", \"26-Sep-07\", \"27-Sep-07\", \"28-Sep-07\", \"01-Oct-07\", \"02-Oct-07\", \"03-Oct-07\", \"04-Oct-07\", \"05-Oct-07\", \"08-Oct-07\", \"09-Oct-07\", \"10-Oct-07\", \"11-Oct-07\", \"12-Oct-07\", \"15-Oct-07\", \"16-Oct-07\", \"17-Oct-07\", \"18-Oct-07\", \"19-Oct-07\", \"22-Oct-07\", \"23-Oct-07\", \"24-Oct-07\", \"25-Oct-07\", \"26-Oct-07\", \"29-Oct-07\", \"30-Oct-07\", \"31-Oct-07\", \"01-Nov-07\", \"02-Nov-07\", \"05-Nov-07\", \"06-Nov-07\", \"07-Nov-07\", \"08-Nov-07\", \"09-Nov-07\", \"12-Nov-07\", \"13-Nov-07\", \"14-Nov-07\", \"15-Nov-07\", \"16-Nov-07\", \"19-Nov-07\", \"20-Nov-07\", \"21-Nov-07\", \"23-Nov-07\", \"26-Nov-07\", \"27-Nov-07\", \"28-Nov-07\", \"29-Nov-07\", \"30-Nov-07\", \"03-Dec-07\", \"04-Dec-07\", \"05-Dec-07\", \"06-Dec-07\", \"07-Dec-07\", \"10-Dec-07\", \"11-Dec-07\", \"12-Dec-07\", \"13-Dec-07\", \"14-Dec-07\", \"17-Dec-07\", \"18-Dec-07\", \"19-Dec-07\", \"20-Dec-07\", \"21-Dec-07\", \"24-Dec-07\", \"26-Dec-07\", \"27-Dec-07\", \"28-Dec-07\", \"31-Dec-07\", \"02-Jan-08\", \"03-Jan-08\", \"04-Jan-08\", \"07-Jan-08\", \"08-Jan-08\", \"09-Jan-08\", \"10-Jan-08\", \"11-Jan-08\", \"14-Jan-08\", \"15-Jan-08\", \"16-Jan-08\", \"17-Jan-08\", \"18-Jan-08\", \"22-Jan-08\", \"23-Jan-08\", \"24-Jan-08\", \"25-Jan-08\", \"28-Jan-08\", \"29-Jan-08\", \"30-Jan-08\", \"31-Jan-08\", \"01-Feb-08\", \"04-Feb-08\", \"05-Feb-08\", \"06-Feb-08\", \"07-Feb-08\", \"08-Feb-08\", \"11-Feb-08\", \"12-Feb-08\", \"13-Feb-08\", \"14-Feb-08\", \"15-Feb-08\", \"19-Feb-08\", \"20-Feb-08\", \"21-Feb-08\", \"22-Feb-08\", \"25-Feb-08\", \"26-Feb-08\", \"27-Feb-08\", \"28-Feb-08\", \"29-Feb-08\", \"03-Mar-08\", \"04-Mar-08\", \"05-Mar-08\", \"06-Mar-08\", \"07-Mar-08\", \"10-Mar-08\", \"11-Mar-08\", \"12-Mar-08\", \"13-Mar-08\", \"14-Mar-08\", \"17-Mar-08\", \"18-Mar-08\", \"19-Mar-08\", \"20-Mar-08\", \"24-Mar-08\", \"25-Mar-08\", \"26-Mar-08\", \"27-Mar-08\", \"28-Mar-08\", \"31-Mar-08\", \"01-Apr-08\", \"02-Apr-08\", \"03-Apr-08\", \"04-Apr-08\", \"07-Apr-08\", \"08-Apr-08\", \"09-Apr-08\", \"10-Apr-08\", \"11-Apr-08\", \"14-Apr-08\", \"15-Apr-08\", \"16-Apr-08\", \"17-Apr-08\", \"18-Apr-08\", \"21-Apr-08\", \"22-Apr-08\", \"23-Apr-08\", \"24-Apr-08\", \"25-Apr-08\", \"28-Apr-08\", \"29-Apr-08\", \"30-Apr-08\", \"01-May-08\", \"02-May-08\", \"05-May-08\", \"06-May-08\", \"07-May-08\", \"08-May-08\", \"09-May-08\", \"12-May-08\", \"13-May-08\", \"14-May-08\", \"15-May-08\", \"16-May-08\", \"19-May-08\", \"20-May-08\", \"21-May-08\", \"22-May-08\", \"23-May-08\", \"27-May-08\", \"28-May-08\", \"29-May-08\", \"30-May-08\", \"02-Jun-08\", \"03-Jun-08\", \"04-Jun-08\", \"05-Jun-08\", \"06-Jun-08\", \"09-Jun-08\", \"10-Jun-08\", \"11-Jun-08\", \"12-Jun-08\", \"13-Jun-08\", \"16-Jun-08\", \"17-Jun-08\", \"18-Jun-08\", \"19-Jun-08\", \"20-Jun-08\", \"23-Jun-08\", \"24-Jun-08\", \"25-Jun-08\", \"26-Jun-08\", \"27-Jun-08\", \"30-Jun-08\", \"01-Jul-08\", \"02-Jul-08\", \"03-Jul-08\", \"07-Jul-08\", \"08-Jul-08\", \"09-Jul-08\", \"10-Jul-08\", \"11-Jul-08\", \"14-Jul-08\", \"15-Jul-08\", \"16-Jul-08\", \"17-Jul-08\", \"18-Jul-08\", \"21-Jul-08\", \"22-Jul-08\", \"23-Jul-08\", \"24-Jul-08\", \"25-Jul-08\", \"28-Jul-08\", \"29-Jul-08\", \"30-Jul-08\", \"31-Jul-08\", \"01-Aug-08\", \"04-Aug-08\", \"05-Aug-08\", \"06-Aug-08\", \"07-Aug-08\", \"08-Aug-08\", \"11-Aug-08\", \"12-Aug-08\", \"13-Aug-08\", \"14-Aug-08\", \"15-Aug-08\", \"18-Aug-08\", \"19-Aug-08\", \"20-Aug-08\", \"21-Aug-08\", \"22-Aug-08\", \"25-Aug-08\", \"26-Aug-08\", \"27-Aug-08\", \"28-Aug-08\", \"29-Aug-08\", \"02-Sep-08\", \"03-Sep-08\", \"04-Sep-08\", \"05-Sep-08\", \"08-Sep-08\", \"09-Sep-08\", \"10-Sep-08\", \"11-Sep-08\", \"12-Sep-08\", \"15-Sep-08\", \"16-Sep-08\", \"17-Sep-08\", \"18-Sep-08\", \"19-Sep-08\", \"22-Sep-08\", \"23-Sep-08\", \"24-Sep-08\", \"25-Sep-08\", \"26-Sep-08\", \"29-Sep-08\", \"30-Sep-08\", \"01-Oct-08\", \"02-Oct-08\", \"03-Oct-08\", \"06-Oct-08\", \"07-Oct-08\", \"08-Oct-08\", \"09-Oct-08\", \"10-Oct-08\", \"13-Oct-08\", \"14-Oct-08\", \"15-Oct-08\", \"16-Oct-08\", \"17-Oct-08\", \"20-Oct-08\", \"21-Oct-08\", \"22-Oct-08\", \"23-Oct-08\", \"24-Oct-08\", \"27-Oct-08\", \"28-Oct-08\", \"29-Oct-08\", \"30-Oct-08\", \"31-Oct-08\", \"03-Nov-08\", \"04-Nov-08\", \"05-Nov-08\", \"06-Nov-08\", \"07-Nov-08\", \"10-Nov-08\", \"11-Nov-08\", \"12-Nov-08\", \"13-Nov-08\", \"14-Nov-08\", \"17-Nov-08\", \"18-Nov-08\", \"19-Nov-08\", \"20-Nov-08\", \"21-Nov-08\", \"24-Nov-08\", \"25-Nov-08\", \"26-Nov-08\", \"28-Nov-08\", \"01-Dec-08\", \"02-Dec-08\", \"03-Dec-08\", \"04-Dec-08\", \"05-Dec-08\", \"08-Dec-08\", \"09-Dec-08\", \"10-Dec-08\", \"11-Dec-08\", \"12-Dec-08\", \"15-Dec-08\", \"16-Dec-08\", \"17-Dec-08\", \"18-Dec-08\", \"19-Dec-08\", \"22-Dec-08\", \"23-Dec-08\", \"24-Dec-08\", \"26-Dec-08\", \"29-Dec-08\", \"30-Dec-08\", \"31-Dec-08\", \"02-Jan-09\", \"05-Jan-09\", \"06-Jan-09\", \"07-Jan-09\", \"08-Jan-09\", \"09-Jan-09\", \"12-Jan-09\", \"13-Jan-09\", \"14-Jan-09\", \"15-Jan-09\", \"16-Jan-09\", \"20-Jan-09\", \"21-Jan-09\", \"22-Jan-09\", \"23-Jan-09\", \"26-Jan-09\", \"27-Jan-09\", \"28-Jan-09\", \"29-Jan-09\", \"30-Jan-09\", \"02-Feb-09\", \"03-Feb-09\", \"04-Feb-09\", \"05-Feb-09\", \"06-Feb-09\", \"09-Feb-09\", \"10-Feb-09\", \"11-Feb-09\", \"12-Feb-09\", \"13-Feb-09\", \"17-Feb-09\", \"18-Feb-09\", \"19-Feb-09\", \"20-Feb-09\", \"23-Feb-09\", \"24-Feb-09\", \"25-Feb-09\", \"26-Feb-09\", \"27-Feb-09\", \"02-Mar-09\", \"03-Mar-09\", \"04-Mar-09\", \"05-Mar-09\", \"06-Mar-09\", \"09-Mar-09\", \"10-Mar-09\", \"11-Mar-09\", \"12-Mar-09\", \"13-Mar-09\", \"16-Mar-09\", \"17-Mar-09\", \"18-Mar-09\", \"19-Mar-09\", \"20-Mar-09\", \"23-Mar-09\", \"24-Mar-09\", \"25-Mar-09\", \"26-Mar-09\", \"27-Mar-09\", \"30-Mar-09\", \"31-Mar-09\", \"01-Apr-09\", \"02-Apr-09\", \"03-Apr-09\", \"06-Apr-09\", \"07-Apr-09\", \"08-Apr-09\", \"09-Apr-09\", \"13-Apr-09\", \"14-Apr-09\", \"15-Apr-09\", \"16-Apr-09\", \"17-Apr-09\", \"20-Apr-09\", \"21-Apr-09\", \"22-Apr-09\", \"23-Apr-09\", \"24-Apr-09\", \"27-Apr-09\", \"28-Apr-09\", \"29-Apr-09\", \"30-Apr-09\", \"01-May-09\", \"04-May-09\", \"05-May-09\", \"06-May-09\", \"07-May-09\", \"08-May-09\", \"11-May-09\", \"12-May-09\", \"13-May-09\", \"14-May-09\", \"15-May-09\", \"18-May-09\", \"19-May-09\", \"20-May-09\", \"21-May-09\", \"22-May-09\", \"26-May-09\", \"27-May-09\", \"28-May-09\", \"29-May-09\", \"01-Jun-09\", \"02-Jun-09\", \"03-Jun-09\", \"04-Jun-09\", \"05-Jun-09\", \"08-Jun-09\", \"09-Jun-09\", \"10-Jun-09\", \"11-Jun-09\", \"12-Jun-09\", \"15-Jun-09\", \"16-Jun-09\", \"17-Jun-09\", \"18-Jun-09\", \"19-Jun-09\", \"22-Jun-09\", \"23-Jun-09\", \"24-Jun-09\", \"25-Jun-09\", \"26-Jun-09\", \"29-Jun-09\", \"30-Jun-09\", \"01-Jul-09\", \"02-Jul-09\", \"06-Jul-09\", \"07-Jul-09\", \"08-Jul-09\", \"09-Jul-09\", \"10-Jul-09\", \"13-Jul-09\", \"14-Jul-09\", \"15-Jul-09\", \"16-Jul-09\", \"17-Jul-09\", \"20-Jul-09\", \"21-Jul-09\", \"22-Jul-09\", \"23-Jul-09\", \"24-Jul-09\", \"27-Jul-09\", \"28-Jul-09\", \"29-Jul-09\", \"30-Jul-09\", \"31-Jul-09\", \"03-Aug-09\", \"04-Aug-09\", \"05-Aug-09\", \"06-Aug-09\", \"07-Aug-09\", \"10-Aug-09\", \"11-Aug-09\", \"12-Aug-09\", \"13-Aug-09\", \"14-Aug-09\", \"17-Aug-09\", \"18-Aug-09\", \"19-Aug-09\", \"20-Aug-09\", \"21-Aug-09\", \"24-Aug-09\", \"25-Aug-09\", \"26-Aug-09\", \"27-Aug-09\", \"28-Aug-09\", \"31-Aug-09\", \"01-Sep-09\", \"02-Sep-09\", \"03-Sep-09\", \"04-Sep-09\", \"08-Sep-09\", \"09-Sep-09\", \"10-Sep-09\", \"11-Sep-09\", \"14-Sep-09\", \"15-Sep-09\", \"16-Sep-09\", \"17-Sep-09\", \"18-Sep-09\", \"21-Sep-09\", \"22-Sep-09\", \"23-Sep-09\", \"24-Sep-09\", \"25-Sep-09\", \"28-Sep-09\", \"29-Sep-09\", \"30-Sep-09\", \"01-Oct-09\", \"02-Oct-09\", \"05-Oct-09\", \"06-Oct-09\", \"07-Oct-09\", \"08-Oct-09\", \"09-Oct-09\", \"12-Oct-09\", \"13-Oct-09\", \"14-Oct-09\", \"15-Oct-09\", \"16-Oct-09\", \"19-Oct-09\", \"20-Oct-09\", \"21-Oct-09\", \"22-Oct-09\", \"23-Oct-09\", \"26-Oct-09\", \"27-Oct-09\", \"28-Oct-09\", \"29-Oct-09\", \"30-Oct-09\", \"02-Nov-09\", \"03-Nov-09\", \"04-Nov-09\", \"05-Nov-09\", \"06-Nov-09\", \"09-Nov-09\", \"10-Nov-09\", \"11-Nov-09\", \"12-Nov-09\", \"13-Nov-09\", \"16-Nov-09\", \"17-Nov-09\", \"18-Nov-09\", \"19-Nov-09\", \"20-Nov-09\", \"23-Nov-09\", \"24-Nov-09\", \"25-Nov-09\", \"27-Nov-09\", \"30-Nov-09\", \"01-Dec-09\", \"02-Dec-09\", \"03-Dec-09\", \"04-Dec-09\", \"07-Dec-09\", \"08-Dec-09\", \"09-Dec-09\", \"10-Dec-09\", \"11-Dec-09\", \"14-Dec-09\", \"15-Dec-09\", \"16-Dec-09\", \"17-Dec-09\", \"18-Dec-09\", \"21-Dec-09\", \"22-Dec-09\", \"23-Dec-09\", \"24-Dec-09\", \"28-Dec-09\", \"29-Dec-09\", \"30-Dec-09\", \"31-Dec-09\", \"04-Jan-10\", \"05-Jan-10\", \"06-Jan-10\", \"07-Jan-10\", \"08-Jan-10\", \"11-Jan-10\", \"12-Jan-10\", \"13-Jan-10\", \"14-Jan-10\", \"15-Jan-10\", \"19-Jan-10\", \"20-Jan-10\", \"21-Jan-10\", \"22-Jan-10\", \"25-Jan-10\", \"26-Jan-10\", \"27-Jan-10\", \"28-Jan-10\", \"29-Jan-10\", \"01-Feb-10\", \"02-Feb-10\", \"03-Feb-10\", \"04-Feb-10\", \"05-Feb-10\", \"08-Feb-10\", \"09-Feb-10\", \"10-Feb-10\", \"11-Feb-10\", \"12-Feb-10\", \"16-Feb-10\", \"17-Feb-10\", \"18-Feb-10\", \"19-Feb-10\", \"22-Feb-10\", \"23-Feb-10\", \"24-Feb-10\", \"25-Feb-10\", \"26-Feb-10\", \"01-Mar-10\", \"02-Mar-10\", \"03-Mar-10\", \"04-Mar-10\", \"05-Mar-10\", \"08-Mar-10\", \"09-Mar-10\", \"10-Mar-10\", \"11-Mar-10\", \"12-Mar-10\", \"15-Mar-10\", \"16-Mar-10\", \"17-Mar-10\", \"18-Mar-10\", \"19-Mar-10\", \"22-Mar-10\", \"23-Mar-10\", \"24-Mar-10\", \"25-Mar-10\", \"26-Mar-10\", \"29-Mar-10\", \"30-Mar-10\", \"31-Mar-10\", \"01-Apr-10\", \"05-Apr-10\", \"06-Apr-10\", \"07-Apr-10\", \"08-Apr-10\", \"09-Apr-10\", \"12-Apr-10\", \"13-Apr-10\", \"14-Apr-10\", \"15-Apr-10\", \"16-Apr-10\", \"19-Apr-10\", \"20-Apr-10\", \"21-Apr-10\", \"22-Apr-10\", \"23-Apr-10\", \"26-Apr-10\", \"27-Apr-10\", \"28-Apr-10\", \"29-Apr-10\", \"30-Apr-10\", \"03-May-10\", \"04-May-10\", \"05-May-10\", \"06-May-10\", \"07-May-10\", \"10-May-10\", \"11-May-10\", \"12-May-10\", \"13-May-10\", \"14-May-10\", \"17-May-10\", \"18-May-10\", \"19-May-10\", \"20-May-10\", \"21-May-10\", \"24-May-10\", \"25-May-10\", \"26-May-10\", \"27-May-10\", \"28-May-10\", \"01-Jun-10\", \"02-Jun-10\", \"03-Jun-10\", \"04-Jun-10\", \"07-Jun-10\", \"08-Jun-10\", \"09-Jun-10\", \"10-Jun-10\", \"11-Jun-10\", \"14-Jun-10\", \"15-Jun-10\", \"16-Jun-10\", \"17-Jun-10\", \"18-Jun-10\", \"21-Jun-10\", \"22-Jun-10\", \"23-Jun-10\", \"24-Jun-10\", \"25-Jun-10\", \"28-Jun-10\", \"29-Jun-10\", \"30-Jun-10\", \"01-Jul-10\", \"02-Jul-10\", \"06-Jul-10\", \"07-Jul-10\", \"08-Jul-10\", \"09-Jul-10\", \"12-Jul-10\", \"13-Jul-10\", \"14-Jul-10\", \"15-Jul-10\", \"16-Jul-10\", \"19-Jul-10\", \"20-Jul-10\", \"21-Jul-10\", \"22-Jul-10\", \"23-Jul-10\", \"26-Jul-10\", \"27-Jul-10\", \"28-Jul-10\", \"29-Jul-10\", \"30-Jul-10\", \"02-Aug-10\", \"03-Aug-10\", \"04-Aug-10\", \"05-Aug-10\", \"06-Aug-10\", \"09-Aug-10\", \"10-Aug-10\", \"11-Aug-10\", \"12-Aug-10\", \"13-Aug-10\", \"16-Aug-10\", \"17-Aug-10\", \"18-Aug-10\", \"19-Aug-10\", \"20-Aug-10\", \"23-Aug-10\", \"24-Aug-10\", \"25-Aug-10\", \"26-Aug-10\", \"27-Aug-10\", \"30-Aug-10\", \"31-Aug-10\", \"01-Sep-10\", \"02-Sep-10\", \"03-Sep-10\", \"07-Sep-10\", \"08-Sep-10\", \"09-Sep-10\", \"10-Sep-10\", \"13-Sep-10\", \"14-Sep-10\", \"15-Sep-10\", \"16-Sep-10\", \"17-Sep-10\", \"20-Sep-10\", \"21-Sep-10\", \"22-Sep-10\", \"23-Sep-10\", \"24-Sep-10\", \"27-Sep-10\", \"28-Sep-10\", \"29-Sep-10\", \"30-Sep-10\", \"01-Oct-10\", \"04-Oct-10\", \"05-Oct-10\", \"06-Oct-10\", \"07-Oct-10\", \"08-Oct-10\", \"11-Oct-10\", \"12-Oct-10\", \"13-Oct-10\", \"14-Oct-10\", \"15-Oct-10\", \"18-Oct-10\", \"19-Oct-10\", \"20-Oct-10\", \"21-Oct-10\", \"22-Oct-10\", \"25-Oct-10\", \"26-Oct-10\", \"27-Oct-10\", \"28-Oct-10\", \"29-Oct-10\", \"01-Nov-10\", \"02-Nov-10\", \"03-Nov-10\", \"04-Nov-10\", \"05-Nov-10\", \"08-Nov-10\", \"09-Nov-10\", \"10-Nov-10\", \"11-Nov-10\", \"12-Nov-10\", \"15-Nov-10\", \"16-Nov-10\", \"17-Nov-10\", \"18-Nov-10\", \"19-Nov-10\", \"22-Nov-10\", \"23-Nov-10\", \"24-Nov-10\", \"26-Nov-10\", \"29-Nov-10\", \"30-Nov-10\", \"01-Dec-10\", \"02-Dec-10\", \"03-Dec-10\", \"06-Dec-10\", \"07-Dec-10\", \"08-Dec-10\", \"09-Dec-10\", \"10-Dec-10\", \"13-Dec-10\", \"14-Dec-10\", \"15-Dec-10\", \"16-Dec-10\", \"17-Dec-10\", \"20-Dec-10\", \"21-Dec-10\", \"22-Dec-10\", \"23-Dec-10\", \"27-Dec-10\", \"28-Dec-10\", \"29-Dec-10\", \"30-Dec-10\", \"31-Dec-10\", \"03-Jan-11\", \"04-Jan-11\", \"05-Jan-11\", \"06-Jan-11\", \"07-Jan-11\", \"10-Jan-11\", \"11-Jan-11\", \"12-Jan-11\", \"13-Jan-11\", \"14-Jan-11\", \"18-Jan-11\", \"19-Jan-11\", \"20-Jan-11\", \"21-Jan-11\", \"24-Jan-11\", \"25-Jan-11\", \"26-Jan-11\", \"27-Jan-11\", \"28-Jan-11\", \"31-Jan-11\", \"01-Feb-11\", \"02-Feb-11\", \"03-Feb-11\", \"04-Feb-11\", \"07-Feb-11\", \"08-Feb-11\", \"09-Feb-11\", \"10-Feb-11\", \"11-Feb-11\", \"14-Feb-11\", \"15-Feb-11\", \"16-Feb-11\", \"17-Feb-11\", \"18-Feb-11\", \"22-Feb-11\", \"23-Feb-11\", \"24-Feb-11\", \"25-Feb-11\", \"28-Feb-11\", \"01-Mar-11\", \"02-Mar-11\", \"03-Mar-11\", \"04-Mar-11\", \"07-Mar-11\", \"08-Mar-11\", \"09-Mar-11\", \"10-Mar-11\", \"11-Mar-11\", \"14-Mar-11\", \"15-Mar-11\", \"16-Mar-11\", \"17-Mar-11\", \"18-Mar-11\", \"21-Mar-11\", \"22-Mar-11\", \"23-Mar-11\", \"24-Mar-11\", \"25-Mar-11\", \"28-Mar-11\", \"29-Mar-11\", \"30-Mar-11\", \"31-Mar-11\", \"01-Apr-11\", \"04-Apr-11\", \"05-Apr-11\", \"06-Apr-11\", \"07-Apr-11\", \"08-Apr-11\", \"11-Apr-11\", \"12-Apr-11\", \"13-Apr-11\", \"14-Apr-11\", \"15-Apr-11\", \"18-Apr-11\", \"19-Apr-11\", \"20-Apr-11\", \"21-Apr-11\", \"25-Apr-11\", \"26-Apr-11\", \"27-Apr-11\", \"28-Apr-11\", \"29-Apr-11\", \"02-May-11\", \"03-May-11\", \"04-May-11\", \"05-May-11\", \"06-May-11\", \"09-May-11\", \"10-May-11\", \"11-May-11\", \"12-May-11\", \"13-May-11\", \"16-May-11\", \"17-May-11\", \"18-May-11\", \"19-May-11\", \"20-May-11\", \"23-May-11\", \"24-May-11\", \"25-May-11\", \"26-May-11\", \"27-May-11\", \"31-May-11\", \"01-Jun-11\", \"02-Jun-11\", \"03-Jun-11\", \"06-Jun-11\", \"07-Jun-11\", \"08-Jun-11\", \"09-Jun-11\", \"10-Jun-11\", \"13-Jun-11\", \"14-Jun-11\", \"15-Jun-11\", \"16-Jun-11\", \"17-Jun-11\", \"20-Jun-11\", \"21-Jun-11\", \"22-Jun-11\", \"23-Jun-11\", \"24-Jun-11\", \"27-Jun-11\", \"28-Jun-11\", \"29-Jun-11\", \"30-Jun-11\", \"01-Jul-11\", \"05-Jul-11\", \"06-Jul-11\", \"07-Jul-11\", \"08-Jul-11\", \"11-Jul-11\", \"12-Jul-11\", \"13-Jul-11\", \"14-Jul-11\", \"15-Jul-11\", \"18-Jul-11\", \"19-Jul-11\", \"20-Jul-11\", \"21-Jul-11\", \"22-Jul-11\", \"25-Jul-11\", \"26-Jul-11\", \"27-Jul-11\", \"28-Jul-11\", \"29-Jul-11\", \"01-Aug-11\", \"02-Aug-11\", \"03-Aug-11\", \"04-Aug-11\", \"05-Aug-11\", \"08-Aug-11\", \"09-Aug-11\", \"10-Aug-11\", \"11-Aug-11\", \"12-Aug-11\", \"15-Aug-11\", \"16-Aug-11\", \"17-Aug-11\", \"18-Aug-11\", \"19-Aug-11\", \"22-Aug-11\", \"23-Aug-11\", \"24-Aug-11\", \"25-Aug-11\", \"26-Aug-11\", \"29-Aug-11\", \"30-Aug-11\", \"31-Aug-11\", \"01-Sep-11\", \"02-Sep-11\", \"06-Sep-11\", \"07-Sep-11\", \"08-Sep-11\", \"09-Sep-11\", \"12-Sep-11\", \"13-Sep-11\", \"14-Sep-11\", \"15-Sep-11\", \"16-Sep-11\", \"19-Sep-11\", \"20-Sep-11\", \"21-Sep-11\", \"22-Sep-11\", \"23-Sep-11\", \"26-Sep-11\", \"27-Sep-11\", \"28-Sep-11\", \"29-Sep-11\", \"30-Sep-11\", \"03-Oct-11\", \"04-Oct-11\", \"05-Oct-11\", \"06-Oct-11\", \"07-Oct-11\", \"10-Oct-11\", \"11-Oct-11\", \"12-Oct-11\", \"13-Oct-11\", \"14-Oct-11\", \"17-Oct-11\", \"18-Oct-11\", \"19-Oct-11\", \"20-Oct-11\", \"21-Oct-11\", \"24-Oct-11\", \"25-Oct-11\", \"26-Oct-11\", \"27-Oct-11\", \"28-Oct-11\", \"31-Oct-11\", \"01-Nov-11\", \"02-Nov-11\", \"03-Nov-11\", \"04-Nov-11\", \"07-Nov-11\", \"08-Nov-11\", \"09-Nov-11\", \"10-Nov-11\", \"11-Nov-11\", \"14-Nov-11\", \"15-Nov-11\", \"16-Nov-11\", \"17-Nov-11\", \"18-Nov-11\", \"21-Nov-11\", \"22-Nov-11\", \"23-Nov-11\", \"25-Nov-11\", \"28-Nov-11\", \"29-Nov-11\", \"30-Nov-11\", \"01-Dec-11\", \"02-Dec-11\", \"05-Dec-11\", \"06-Dec-11\", \"07-Dec-11\", \"08-Dec-11\", \"09-Dec-11\", \"12-Dec-11\", \"13-Dec-11\", \"14-Dec-11\", \"15-Dec-11\", \"16-Dec-11\", \"19-Dec-11\", \"20-Dec-11\", \"21-Dec-11\", \"22-Dec-11\", \"23-Dec-11\", \"27-Dec-11\", \"28-Dec-11\", \"29-Dec-11\", \"30-Dec-11\", \"03-Jan-12\", \"04-Jan-12\", \"05-Jan-12\", \"06-Jan-12\", \"09-Jan-12\", \"10-Jan-12\", \"11-Jan-12\", \"12-Jan-12\", \"13-Jan-12\", \"17-Jan-12\", \"18-Jan-12\", \"19-Jan-12\", \"20-Jan-12\", \"23-Jan-12\", \"24-Jan-12\", \"25-Jan-12\", \"26-Jan-12\", \"27-Jan-12\", \"30-Jan-12\", \"31-Jan-12\", \"01-Feb-12\", \"02-Feb-12\", \"03-Feb-12\", \"06-Feb-12\", \"07-Feb-12\", \"08-Feb-12\", \"09-Feb-12\", \"10-Feb-12\", \"13-Feb-12\", \"14-Feb-12\", \"15-Feb-12\", \"16-Feb-12\", \"17-Feb-12\", \"21-Feb-12\", \"22-Feb-12\", \"23-Feb-12\", \"24-Feb-12\", \"27-Feb-12\", \"28-Feb-12\", \"29-Feb-12\", \"01-Mar-12\", \"02-Mar-12\", \"05-Mar-12\", \"06-Mar-12\", \"07-Mar-12\", \"08-Mar-12\", \"09-Mar-12\", \"12-Mar-12\", \"13-Mar-12\", \"14-Mar-12\", \"15-Mar-12\", \"16-Mar-12\", \"19-Mar-12\", \"20-Mar-12\", \"21-Mar-12\", \"22-Mar-12\", \"23-Mar-12\", \"26-Mar-12\", \"27-Mar-12\", \"28-Mar-12\", \"29-Mar-12\", \"30-Mar-12\", \"02-Apr-12\", \"03-Apr-12\", \"04-Apr-12\", \"05-Apr-12\", \"09-Apr-12\", \"10-Apr-12\", \"11-Apr-12\", \"12-Apr-12\", \"13-Apr-12\", \"16-Apr-12\", \"17-Apr-12\", \"18-Apr-12\", \"19-Apr-12\", \"20-Apr-12\", \"23-Apr-12\", \"24-Apr-12\", \"25-Apr-12\", \"26-Apr-12\", \"27-Apr-12\", \"30-Apr-12\", \"01-May-12\", \"02-May-12\", \"03-May-12\", \"04-May-12\", \"07-May-12\", \"08-May-12\", \"09-May-12\", \"10-May-12\", \"11-May-12\", \"14-May-12\", \"15-May-12\", \"16-May-12\", \"17-May-12\", \"18-May-12\", \"21-May-12\", \"22-May-12\", \"23-May-12\", \"24-May-12\", \"25-May-12\", \"29-May-12\", \"30-May-12\", \"31-May-12\", \"01-Jun-12\", \"04-Jun-12\", \"05-Jun-12\", \"06-Jun-12\", \"07-Jun-12\", \"08-Jun-12\", \"11-Jun-12\", \"12-Jun-12\", \"13-Jun-12\", \"14-Jun-12\", \"15-Jun-12\", \"18-Jun-12\", \"19-Jun-12\", \"20-Jun-12\", \"21-Jun-12\", \"22-Jun-12\", \"25-Jun-12\", \"26-Jun-12\", \"27-Jun-12\", \"28-Jun-12\", \"29-Jun-12\", \"02-Jul-12\", \"03-Jul-12\", \"05-Jul-12\", \"06-Jul-12\", \"09-Jul-12\", \"10-Jul-12\", \"11-Jul-12\", \"12-Jul-12\", \"13-Jul-12\", \"16-Jul-12\", \"17-Jul-12\", \"18-Jul-12\", \"19-Jul-12\", \"20-Jul-12\", \"23-Jul-12\", \"24-Jul-12\", \"25-Jul-12\", \"26-Jul-12\", \"27-Jul-12\", \"30-Jul-12\", \"31-Jul-12\", \"01-Aug-12\", \"02-Aug-12\", \"03-Aug-12\", \"06-Aug-12\", \"07-Aug-12\", \"08-Aug-12\", \"09-Aug-12\", \"10-Aug-12\", \"13-Aug-12\", \"14-Aug-12\", \"15-Aug-12\", \"16-Aug-12\", \"17-Aug-12\", \"20-Aug-12\", \"21-Aug-12\", \"22-Aug-12\", \"23-Aug-12\", \"24-Aug-12\", \"27-Aug-12\", \"28-Aug-12\", \"29-Aug-12\", \"30-Aug-12\", \"31-Aug-12\", \"04-Sep-12\", \"05-Sep-12\", \"06-Sep-12\", \"07-Sep-12\", \"10-Sep-12\", \"11-Sep-12\", \"12-Sep-12\", \"13-Sep-12\", \"14-Sep-12\", \"17-Sep-12\", \"18-Sep-12\", \"19-Sep-12\", \"20-Sep-12\", \"21-Sep-12\", \"24-Sep-12\", \"25-Sep-12\", \"26-Sep-12\", \"27-Sep-12\", \"28-Sep-12\", \"01-Oct-12\", \"02-Oct-12\", \"03-Oct-12\", \"04-Oct-12\", \"05-Oct-12\", \"08-Oct-12\", \"09-Oct-12\", \"10-Oct-12\", \"11-Oct-12\", \"12-Oct-12\", \"15-Oct-12\", \"16-Oct-12\", \"17-Oct-12\", \"18-Oct-12\", \"19-Oct-12\", \"22-Oct-12\", \"23-Oct-12\", \"24-Oct-12\", \"25-Oct-12\", \"26-Oct-12\", \"31-Oct-12\", \"01-Nov-12\", \"02-Nov-12\", \"05-Nov-12\", \"06-Nov-12\", \"07-Nov-12\", \"08-Nov-12\", \"09-Nov-12\", \"12-Nov-12\", \"13-Nov-12\", \"14-Nov-12\", \"15-Nov-12\", \"16-Nov-12\", \"19-Nov-12\", \"20-Nov-12\", \"21-Nov-12\", \"23-Nov-12\", \"26-Nov-12\", \"27-Nov-12\", \"28-Nov-12\", \"29-Nov-12\", \"30-Nov-12\", \"03-Dec-12\", \"04-Dec-12\", \"05-Dec-12\", \"06-Dec-12\", \"07-Dec-12\", \"10-Dec-12\", \"11-Dec-12\", \"12-Dec-12\", \"13-Dec-12\", \"14-Dec-12\", \"17-Dec-12\", \"18-Dec-12\", \"19-Dec-12\", \"20-Dec-12\", \"21-Dec-12\", \"24-Dec-12\", \"26-Dec-12\", \"27-Dec-12\", \"28-Dec-12\", \"31-Dec-12\", \"02-Jan-13\", \"03-Jan-13\", \"04-Jan-13\", \"07-Jan-13\", \"08-Jan-13\", \"09-Jan-13\", \"10-Jan-13\", \"11-Jan-13\", \"14-Jan-13\", \"15-Jan-13\", \"16-Jan-13\", \"17-Jan-13\", \"18-Jan-13\", \"22-Jan-13\", \"23-Jan-13\", \"24-Jan-13\", \"25-Jan-13\", \"28-Jan-13\", \"29-Jan-13\", \"30-Jan-13\", \"31-Jan-13\", \"01-Feb-13\", \"04-Feb-13\", \"05-Feb-13\", \"06-Feb-13\", \"07-Feb-13\", \"08-Feb-13\", \"11-Feb-13\", \"12-Feb-13\", \"13-Feb-13\", \"14-Feb-13\", \"15-Feb-13\", \"19-Feb-13\", \"20-Feb-13\", \"21-Feb-13\", \"22-Feb-13\", \"25-Feb-13\", \"26-Feb-13\", \"27-Feb-13\", \"28-Feb-13\", \"01-Mar-13\", \"04-Mar-13\", \"05-Mar-13\", \"06-Mar-13\", \"07-Mar-13\", \"08-Mar-13\", \"11-Mar-13\", \"12-Mar-13\", \"13-Mar-13\", \"14-Mar-13\", \"15-Mar-13\", \"18-Mar-13\", \"19-Mar-13\", \"20-Mar-13\", \"21-Mar-13\", \"22-Mar-13\", \"25-Mar-13\", \"26-Mar-13\", \"27-Mar-13\", \"28-Mar-13\", \"01-Apr-13\", \"02-Apr-13\", \"03-Apr-13\", \"04-Apr-13\", \"05-Apr-13\", \"08-Apr-13\", \"09-Apr-13\", \"10-Apr-13\", \"11-Apr-13\", \"12-Apr-13\", \"15-Apr-13\", \"16-Apr-13\", \"17-Apr-13\", \"18-Apr-13\", \"19-Apr-13\", \"22-Apr-13\", \"23-Apr-13\", \"24-Apr-13\", \"25-Apr-13\", \"26-Apr-13\", \"29-Apr-13\", \"30-Apr-13\", \"01-May-13\", \"02-May-13\", \"03-May-13\", \"06-May-13\", \"07-May-13\", \"08-May-13\", \"09-May-13\", \"10-May-13\", \"13-May-13\", \"14-May-13\", \"15-May-13\", \"16-May-13\", \"17-May-13\", \"20-May-13\", \"21-May-13\", \"22-May-13\", \"23-May-13\", \"24-May-13\", \"28-May-13\", \"29-May-13\", \"30-May-13\", \"31-May-13\", \"03-Jun-13\", \"04-Jun-13\", \"05-Jun-13\", \"06-Jun-13\", \"07-Jun-13\", \"10-Jun-13\", \"11-Jun-13\", \"12-Jun-13\", \"13-Jun-13\", \"14-Jun-13\", \"17-Jun-13\", \"18-Jun-13\", \"19-Jun-13\", \"20-Jun-13\", \"21-Jun-13\", \"24-Jun-13\", \"25-Jun-13\", \"26-Jun-13\", \"27-Jun-13\", \"28-Jun-13\", \"01-Jul-13\", \"02-Jul-13\", \"03-Jul-13\", \"05-Jul-13\", \"08-Jul-13\", \"09-Jul-13\", \"10-Jul-13\", \"11-Jul-13\", \"12-Jul-13\", \"15-Jul-13\", \"16-Jul-13\", \"17-Jul-13\", \"18-Jul-13\", \"19-Jul-13\", \"22-Jul-13\", \"23-Jul-13\", \"24-Jul-13\", \"25-Jul-13\", \"26-Jul-13\", \"29-Jul-13\", \"30-Jul-13\", \"31-Jul-13\", \"01-Aug-13\", \"02-Aug-13\", \"05-Aug-13\", \"06-Aug-13\", \"07-Aug-13\", \"08-Aug-13\", \"09-Aug-13\", \"12-Aug-13\", \"13-Aug-13\", \"14-Aug-13\", \"15-Aug-13\", \"16-Aug-13\", \"19-Aug-13\", \"20-Aug-13\", \"21-Aug-13\", \"22-Aug-13\", \"23-Aug-13\", \"26-Aug-13\", \"27-Aug-13\", \"28-Aug-13\", \"29-Aug-13\", \"30-Aug-13\", \"03-Sep-13\", \"04-Sep-13\", \"05-Sep-13\", \"06-Sep-13\", \"09-Sep-13\", \"10-Sep-13\", \"11-Sep-13\", \"12-Sep-13\", \"13-Sep-13\", \"16-Sep-13\", \"17-Sep-13\", \"18-Sep-13\", \"19-Sep-13\", \"20-Sep-13\", \"23-Sep-13\", \"24-Sep-13\", \"25-Sep-13\", \"26-Sep-13\", \"27-Sep-13\", \"30-Sep-13\", \"01-Oct-13\", \"02-Oct-13\", \"03-Oct-13\", \"04-Oct-13\", \"07-Oct-13\", \"08-Oct-13\", \"09-Oct-13\", \"10-Oct-13\", \"11-Oct-13\", \"14-Oct-13\", \"15-Oct-13\", \"16-Oct-13\", \"17-Oct-13\", \"18-Oct-13\", \"21-Oct-13\", \"22-Oct-13\", \"23-Oct-13\", \"24-Oct-13\", \"25-Oct-13\", \"28-Oct-13\", \"29-Oct-13\", \"30-Oct-13\", \"31-Oct-13\", \"01-Nov-13\", \"04-Nov-13\", \"05-Nov-13\", \"06-Nov-13\", \"07-Nov-13\", \"08-Nov-13\", \"11-Nov-13\", \"12-Nov-13\", \"13-Nov-13\", \"14-Nov-13\", \"15-Nov-13\", \"18-Nov-13\", \"19-Nov-13\", \"20-Nov-13\", \"21-Nov-13\", \"22-Nov-13\", \"25-Nov-13\", \"26-Nov-13\", \"27-Nov-13\", \"29-Nov-13\", \"02-Dec-13\", \"03-Dec-13\", \"04-Dec-13\", \"05-Dec-13\", \"06-Dec-13\", \"09-Dec-13\", \"10-Dec-13\", \"11-Dec-13\", \"12-Dec-13\", \"13-Dec-13\", \"16-Dec-13\", \"17-Dec-13\", \"18-Dec-13\", \"19-Dec-13\", \"20-Dec-13\", \"23-Dec-13\", \"24-Dec-13\", \"26-Dec-13\", \"27-Dec-13\", \"30-Dec-13\", \"31-Dec-13\", \"02-Jan-14\", \"03-Jan-14\", \"06-Jan-14\", \"07-Jan-14\", \"08-Jan-14\", \"09-Jan-14\", \"10-Jan-14\", \"13-Jan-14\", \"14-Jan-14\", \"15-Jan-14\", \"16-Jan-14\", \"17-Jan-14\", \"21-Jan-14\", \"22-Jan-14\", \"23-Jan-14\", \"24-Jan-14\", \"27-Jan-14\", \"28-Jan-14\", \"29-Jan-14\", \"30-Jan-14\", \"31-Jan-14\", \"03-Feb-14\", \"04-Feb-14\", \"05-Feb-14\", \"06-Feb-14\", \"07-Feb-14\", \"10-Feb-14\", \"11-Feb-14\", \"12-Feb-14\", \"13-Feb-14\", \"14-Feb-14\", \"18-Feb-14\", \"19-Feb-14\", \"20-Feb-14\", \"21-Feb-14\", \"24-Feb-14\", \"25-Feb-14\", \"26-Feb-14\", \"27-Feb-14\", \"28-Feb-14\", \"03-Mar-14\", \"04-Mar-14\", \"05-Mar-14\", \"06-Mar-14\", \"07-Mar-14\", \"10-Mar-14\", \"11-Mar-14\", \"12-Mar-14\", \"13-Mar-14\", \"14-Mar-14\", \"17-Mar-14\", \"18-Mar-14\", \"19-Mar-14\", \"20-Mar-14\", \"21-Mar-14\", \"24-Mar-14\", \"25-Mar-14\", \"26-Mar-14\", \"27-Mar-14\", \"28-Mar-14\", \"31-Mar-14\", \"01-Apr-14\", \"02-Apr-14\", \"03-Apr-14\", \"04-Apr-14\", \"07-Apr-14\", \"08-Apr-14\", \"09-Apr-14\", \"10-Apr-14\", \"11-Apr-14\", \"14-Apr-14\", \"15-Apr-14\", \"16-Apr-14\", \"17-Apr-14\", \"21-Apr-14\", \"22-Apr-14\", \"23-Apr-14\", \"24-Apr-14\", \"25-Apr-14\", \"28-Apr-14\", \"29-Apr-14\", \"30-Apr-14\", \"01-May-14\", \"02-May-14\", \"05-May-14\", \"06-May-14\", \"07-May-14\", \"08-May-14\", \"09-May-14\", \"12-May-14\", \"13-May-14\", \"14-May-14\", \"15-May-14\", \"16-May-14\", \"19-May-14\", \"20-May-14\", \"21-May-14\", \"22-May-14\", \"23-May-14\", \"27-May-14\", \"28-May-14\", \"29-May-14\", \"30-May-14\", \"02-Jun-14\", \"03-Jun-14\", \"04-Jun-14\", \"05-Jun-14\", \"06-Jun-14\", \"09-Jun-14\", \"10-Jun-14\", \"11-Jun-14\", \"12-Jun-14\", \"13-Jun-14\", \"16-Jun-14\", \"17-Jun-14\", \"18-Jun-14\", \"19-Jun-14\", \"20-Jun-14\", \"23-Jun-14\", \"24-Jun-14\", \"25-Jun-14\", \"26-Jun-14\", \"27-Jun-14\", \"30-Jun-14\", \"01-Jul-14\", \"02-Jul-14\", \"03-Jul-14\", \"07-Jul-14\", \"08-Jul-14\", \"09-Jul-14\", \"10-Jul-14\", \"11-Jul-14\", \"14-Jul-14\", \"15-Jul-14\", \"16-Jul-14\", \"17-Jul-14\", \"18-Jul-14\", \"21-Jul-14\", \"22-Jul-14\", \"23-Jul-14\", \"24-Jul-14\", \"25-Jul-14\", \"28-Jul-14\", \"29-Jul-14\", \"30-Jul-14\", \"31-Jul-14\", \"01-Aug-14\", \"04-Aug-14\", \"05-Aug-14\", \"06-Aug-14\", \"07-Aug-14\", \"08-Aug-14\", \"11-Aug-14\", \"12-Aug-14\", \"13-Aug-14\", \"14-Aug-14\", \"15-Aug-14\", \"18-Aug-14\", \"19-Aug-14\", \"20-Aug-14\", \"21-Aug-14\", \"22-Aug-14\", \"25-Aug-14\", \"26-Aug-14\", \"27-Aug-14\", \"28-Aug-14\", \"29-Aug-14\", \"02-Sep-14\", \"03-Sep-14\", \"04-Sep-14\", \"05-Sep-14\", \"08-Sep-14\", \"09-Sep-14\", \"10-Sep-14\", \"11-Sep-14\", \"12-Sep-14\", \"15-Sep-14\", \"16-Sep-14\", \"17-Sep-14\", \"18-Sep-14\", \"19-Sep-14\", \"22-Sep-14\", \"23-Sep-14\", \"24-Sep-14\", \"25-Sep-14\", \"26-Sep-14\", \"29-Sep-14\", \"30-Sep-14\", \"01-Oct-14\", \"02-Oct-14\", \"03-Oct-14\", \"06-Oct-14\", \"07-Oct-14\", \"08-Oct-14\", \"09-Oct-14\", \"10-Oct-14\", \"13-Oct-14\", \"14-Oct-14\", \"15-Oct-14\", \"16-Oct-14\", \"17-Oct-14\", \"20-Oct-14\", \"21-Oct-14\", \"22-Oct-14\", \"23-Oct-14\", \"24-Oct-14\", \"27-Oct-14\", \"28-Oct-14\", \"29-Oct-14\", \"30-Oct-14\", \"31-Oct-14\", \"03-Nov-14\", \"04-Nov-14\", \"05-Nov-14\", \"06-Nov-14\", \"07-Nov-14\", \"10-Nov-14\", \"11-Nov-14\", \"12-Nov-14\", \"13-Nov-14\", \"14-Nov-14\", \"17-Nov-14\", \"18-Nov-14\", \"19-Nov-14\", \"20-Nov-14\", \"21-Nov-14\", \"24-Nov-14\", \"25-Nov-14\", \"26-Nov-14\", \"28-Nov-14\", \"01-Dec-14\", \"02-Dec-14\", \"03-Dec-14\", \"04-Dec-14\", \"05-Dec-14\", \"08-Dec-14\", \"09-Dec-14\", \"10-Dec-14\", \"11-Dec-14\", \"12-Dec-14\", \"15-Dec-14\", \"16-Dec-14\", \"17-Dec-14\", \"18-Dec-14\", \"19-Dec-14\", \"22-Dec-14\", \"23-Dec-14\", \"24-Dec-14\", \"26-Dec-14\", \"29-Dec-14\", \"30-Dec-14\", \"31-Dec-14\", \"02-Jan-15\", \"05-Jan-15\", \"06-Jan-15\", \"07-Jan-15\", \"08-Jan-15\", \"09-Jan-15\", \"12-Jan-15\", \"13-Jan-15\", \"14-Jan-15\", \"15-Jan-15\", \"16-Jan-15\", \"20-Jan-15\", \"21-Jan-15\", \"22-Jan-15\", \"23-Jan-15\", \"26-Jan-15\", \"27-Jan-15\", \"28-Jan-15\", \"29-Jan-15\", \"30-Jan-15\", \"02-Feb-15\", \"03-Feb-15\", \"04-Feb-15\", \"05-Feb-15\", \"06-Feb-15\", \"09-Feb-15\", \"10-Feb-15\", \"11-Feb-15\", \"12-Feb-15\", \"13-Feb-15\", \"17-Feb-15\", \"18-Feb-15\", \"19-Feb-15\", \"20-Feb-15\", \"23-Feb-15\", \"24-Feb-15\", \"25-Feb-15\", \"26-Feb-15\", \"27-Feb-15\", \"02-Mar-15\", \"03-Mar-15\", \"04-Mar-15\", \"05-Mar-15\", \"06-Mar-15\", \"09-Mar-15\", \"10-Mar-15\", \"11-Mar-15\", \"12-Mar-15\", \"13-Mar-15\", \"16-Mar-15\", \"17-Mar-15\", \"18-Mar-15\", \"19-Mar-15\", \"20-Mar-15\", \"23-Mar-15\", \"24-Mar-15\", \"25-Mar-15\", \"26-Mar-15\", \"27-Mar-15\", \"30-Mar-15\", \"31-Mar-15\", \"01-Apr-15\", \"02-Apr-15\", \"06-Apr-15\", \"07-Apr-15\", \"08-Apr-15\", \"09-Apr-15\", \"10-Apr-15\", \"13-Apr-15\", \"14-Apr-15\", \"15-Apr-15\", \"16-Apr-15\", \"17-Apr-15\", \"20-Apr-15\", \"21-Apr-15\", \"22-Apr-15\", \"23-Apr-15\", \"24-Apr-15\", \"27-Apr-15\", \"28-Apr-15\", \"29-Apr-15\", \"30-Apr-15\", \"01-May-15\", \"04-May-15\", \"05-May-15\", \"06-May-15\", \"07-May-15\", \"08-May-15\", \"11-May-15\", \"12-May-15\", \"13-May-15\", \"14-May-15\", \"15-May-15\", \"18-May-15\", \"19-May-15\", \"20-May-15\", \"21-May-15\", \"22-May-15\", \"26-May-15\", \"27-May-15\", \"28-May-15\", \"29-May-15\", \"01-Jun-15\", \"02-Jun-15\", \"03-Jun-15\", \"04-Jun-15\", \"05-Jun-15\", \"08-Jun-15\", \"09-Jun-15\", \"10-Jun-15\", \"11-Jun-15\", \"12-Jun-15\", \"15-Jun-15\", \"16-Jun-15\", \"17-Jun-15\", \"18-Jun-15\", \"19-Jun-15\", \"22-Jun-15\", \"23-Jun-15\", \"24-Jun-15\", \"25-Jun-15\", \"26-Jun-15\", \"29-Jun-15\", \"30-Jun-15\", \"01-Jul-15\", \"02-Jul-15\", \"06-Jul-15\", \"07-Jul-15\", \"08-Jul-15\", \"09-Jul-15\", \"10-Jul-15\", \"13-Jul-15\", \"14-Jul-15\", \"15-Jul-15\", \"16-Jul-15\", \"17-Jul-15\", \"20-Jul-15\", \"21-Jul-15\", \"22-Jul-15\", \"23-Jul-15\", \"24-Jul-15\", \"27-Jul-15\", \"28-Jul-15\", \"29-Jul-15\", \"30-Jul-15\", \"31-Jul-15\", \"03-Aug-15\", \"04-Aug-15\", \"05-Aug-15\", \"06-Aug-15\", \"07-Aug-15\", \"10-Aug-15\", \"11-Aug-15\", \"12-Aug-15\", \"13-Aug-15\", \"14-Aug-15\", \"17-Aug-15\", \"18-Aug-15\", \"19-Aug-15\", \"20-Aug-15\", \"21-Aug-15\", \"24-Aug-15\", \"25-Aug-15\", \"26-Aug-15\", \"27-Aug-15\", \"28-Aug-15\", \"31-Aug-15\", \"01-Sep-15\", \"02-Sep-15\", \"03-Sep-15\", \"04-Sep-15\", \"08-Sep-15\", \"09-Sep-15\", \"10-Sep-15\", \"11-Sep-15\", \"14-Sep-15\", \"15-Sep-15\", \"16-Sep-15\", \"17-Sep-15\", \"18-Sep-15\", \"21-Sep-15\", \"22-Sep-15\", \"23-Sep-15\", \"24-Sep-15\", \"25-Sep-15\", \"28-Sep-15\", \"29-Sep-15\", \"30-Sep-15\", \"01-Oct-15\", \"02-Oct-15\", \"05-Oct-15\", \"06-Oct-15\", \"07-Oct-15\", \"08-Oct-15\", \"09-Oct-15\", \"12-Oct-15\", \"13-Oct-15\", \"14-Oct-15\", \"15-Oct-15\", \"16-Oct-15\", \"19-Oct-15\", \"20-Oct-15\", \"21-Oct-15\", \"22-Oct-15\", \"23-Oct-15\", \"26-Oct-15\", \"27-Oct-15\", \"28-Oct-15\", \"29-Oct-15\", \"30-Oct-15\", \"02-Nov-15\", \"03-Nov-15\", \"04-Nov-15\", \"05-Nov-15\", \"06-Nov-15\", \"09-Nov-15\", \"10-Nov-15\", \"11-Nov-15\", \"12-Nov-15\", \"13-Nov-15\", \"16-Nov-15\", \"17-Nov-15\", \"18-Nov-15\", \"19-Nov-15\", \"20-Nov-15\", \"23-Nov-15\", \"24-Nov-15\", \"25-Nov-15\", \"27-Nov-15\", \"30-Nov-15\", \"01-Dec-15\", \"02-Dec-15\", \"03-Dec-15\", \"04-Dec-15\", \"07-Dec-15\", \"08-Dec-15\", \"09-Dec-15\", \"10-Dec-15\", \"11-Dec-15\", \"14-Dec-15\", \"15-Dec-15\", \"16-Dec-15\", \"17-Dec-15\", \"18-Dec-15\", \"21-Dec-15\", \"22-Dec-15\", \"23-Dec-15\", \"24-Dec-15\", \"28-Dec-15\", \"29-Dec-15\", \"30-Dec-15\", \"31-Dec-15\", \"04-Jan-16\", \"05-Jan-16\", \"06-Jan-16\", \"07-Jan-16\", \"08-Jan-16\", \"11-Jan-16\", \"12-Jan-16\", \"13-Jan-16\", \"14-Jan-16\", \"15-Jan-16\", \"19-Jan-16\", \"20-Jan-16\", \"21-Jan-16\", \"22-Jan-16\", \"25-Jan-16\", \"26-Jan-16\", \"27-Jan-16\", \"28-Jan-16\", \"29-Jan-16\", \"01-Feb-16\", \"02-Feb-16\", \"03-Feb-16\", \"04-Feb-16\", \"05-Feb-16\", \"08-Feb-16\", \"09-Feb-16\", \"10-Feb-16\", \"11-Feb-16\", \"12-Feb-16\", \"16-Feb-16\", \"17-Feb-16\", \"18-Feb-16\", \"19-Feb-16\", \"22-Feb-16\", \"23-Feb-16\", \"24-Feb-16\", \"25-Feb-16\", \"26-Feb-16\", \"29-Feb-16\", \"01-Mar-16\", \"02-Mar-16\", \"03-Mar-16\", \"04-Mar-16\", \"07-Mar-16\", \"08-Mar-16\", \"09-Mar-16\", \"10-Mar-16\", \"11-Mar-16\", \"14-Mar-16\", \"15-Mar-16\", \"16-Mar-16\", \"17-Mar-16\", \"18-Mar-16\", \"21-Mar-16\", \"22-Mar-16\", \"23-Mar-16\", \"24-Mar-16\", \"28-Mar-16\", \"29-Mar-16\", \"30-Mar-16\", \"31-Mar-16\", \"01-Apr-16\", \"04-Apr-16\", \"05-Apr-16\", \"06-Apr-16\", \"07-Apr-16\", \"08-Apr-16\", \"11-Apr-16\", \"12-Apr-16\", \"13-Apr-16\", \"14-Apr-16\", \"15-Apr-16\", \"18-Apr-16\", \"19-Apr-16\", \"20-Apr-16\", \"21-Apr-16\", \"22-Apr-16\", \"25-Apr-16\", \"26-Apr-16\", \"27-Apr-16\", \"28-Apr-16\", \"29-Apr-16\", \"02-May-16\", \"03-May-16\", \"04-May-16\", \"05-May-16\", \"06-May-16\", \"09-May-16\", \"10-May-16\", \"11-May-16\", \"12-May-16\", \"13-May-16\", \"16-May-16\", \"17-May-16\", \"18-May-16\", \"19-May-16\", \"20-May-16\", \"23-May-16\", \"24-May-16\", \"25-May-16\", \"26-May-16\", \"27-May-16\", \"31-May-16\", \"01-Jun-16\", \"02-Jun-16\", \"03-Jun-16\", \"06-Jun-16\", \"07-Jun-16\", \"08-Jun-16\", \"09-Jun-16\", \"10-Jun-16\", \"13-Jun-16\", \"14-Jun-16\", \"15-Jun-16\", \"16-Jun-16\", \"17-Jun-16\", \"20-Jun-16\", \"21-Jun-16\", \"22-Jun-16\", \"23-Jun-16\", \"24-Jun-16\", \"27-Jun-16\", \"28-Jun-16\", \"29-Jun-16\", \"30-Jun-16\", \"01-Jul-16\", \"05-Jul-16\", \"06-Jul-16\", \"07-Jul-16\", \"08-Jul-16\", \"11-Jul-16\", \"12-Jul-16\", \"13-Jul-16\", \"14-Jul-16\", \"15-Jul-16\", \"18-Jul-16\", \"19-Jul-16\", \"20-Jul-16\", \"21-Jul-16\", \"22-Jul-16\", \"25-Jul-16\", \"26-Jul-16\", \"27-Jul-16\", \"28-Jul-16\", \"29-Jul-16\", \"01-Aug-16\", \"02-Aug-16\", \"03-Aug-16\", \"04-Aug-16\", \"05-Aug-16\", \"08-Aug-16\", \"09-Aug-16\", \"10-Aug-16\", \"11-Aug-16\", \"12-Aug-16\", \"15-Aug-16\", \"16-Aug-16\", \"17-Aug-16\", \"18-Aug-16\", \"19-Aug-16\", \"22-Aug-16\", \"23-Aug-16\", \"24-Aug-16\", \"25-Aug-16\", \"26-Aug-16\", \"29-Aug-16\", \"30-Aug-16\", \"31-Aug-16\", \"01-Sep-16\", \"02-Sep-16\", \"06-Sep-16\", \"07-Sep-16\", \"08-Sep-16\", \"09-Sep-16\", \"12-Sep-16\", \"13-Sep-16\", \"14-Sep-16\", \"15-Sep-16\", \"16-Sep-16\", \"19-Sep-16\", \"20-Sep-16\", \"21-Sep-16\", \"22-Sep-16\", \"23-Sep-16\", \"26-Sep-16\", \"27-Sep-16\", \"28-Sep-16\", \"29-Sep-16\", \"30-Sep-16\", \"03-Oct-16\", \"04-Oct-16\", \"05-Oct-16\", \"06-Oct-16\", \"07-Oct-16\", \"10-Oct-16\", \"11-Oct-16\", \"12-Oct-16\", \"13-Oct-16\", \"14-Oct-16\", \"17-Oct-16\", \"18-Oct-16\", \"19-Oct-16\", \"20-Oct-16\", \"21-Oct-16\", \"24-Oct-16\", \"25-Oct-16\", \"26-Oct-16\", \"27-Oct-16\", \"28-Oct-16\", \"31-Oct-16\", \"01-Nov-16\", \"02-Nov-16\", \"03-Nov-16\", \"04-Nov-16\", \"07-Nov-16\", \"08-Nov-16\", \"09-Nov-16\", \"10-Nov-16\", \"11-Nov-16\", \"14-Nov-16\", \"15-Nov-16\", \"16-Nov-16\", \"17-Nov-16\", \"18-Nov-16\", \"21-Nov-16\", \"22-Nov-16\", \"23-Nov-16\", \"25-Nov-16\", \"28-Nov-16\", \"29-Nov-16\", \"30-Nov-16\", \"01-Dec-16\", \"02-Dec-16\", \"05-Dec-16\", \"06-Dec-16\", \"07-Dec-16\", \"08-Dec-16\", \"09-Dec-16\", \"12-Dec-16\", \"13-Dec-16\", \"14-Dec-16\", \"15-Dec-16\", \"16-Dec-16\", \"19-Dec-16\", \"20-Dec-16\", \"21-Dec-16\", \"22-Dec-16\", \"23-Dec-16\", \"27-Dec-16\", \"28-Dec-16\", \"29-Dec-16\", \"30-Dec-16\", \"03-Jan-17\", \"04-Jan-17\", \"05-Jan-17\", \"06-Jan-17\", \"09-Jan-17\", \"10-Jan-17\", \"11-Jan-17\", \"12-Jan-17\", \"13-Jan-17\", \"17-Jan-17\", \"18-Jan-17\", \"19-Jan-17\", \"20-Jan-17\", \"23-Jan-17\", \"24-Jan-17\", \"25-Jan-17\", \"26-Jan-17\", \"27-Jan-17\", \"30-Jan-17\", \"31-Jan-17\", \"01-Feb-17\", \"02-Feb-17\", \"03-Feb-17\", \"06-Feb-17\", \"07-Feb-17\", \"08-Feb-17\", \"09-Feb-17\", \"10-Feb-17\", \"13-Feb-17\", \"14-Feb-17\", \"15-Feb-17\", \"16-Feb-17\", \"17-Feb-17\", \"21-Feb-17\", \"22-Feb-17\", \"23-Feb-17\", \"24-Feb-17\", \"27-Feb-17\", \"28-Feb-17\", \"01-Mar-17\", \"02-Mar-17\", \"03-Mar-17\", \"06-Mar-17\", \"07-Mar-17\", \"08-Mar-17\", \"09-Mar-17\", \"10-Mar-17\", \"13-Mar-17\", \"14-Mar-17\", \"15-Mar-17\", \"16-Mar-17\", \"17-Mar-17\", \"20-Mar-17\", \"21-Mar-17\", \"22-Mar-17\", \"23-Mar-17\", \"24-Mar-17\", \"27-Mar-17\", \"28-Mar-17\", \"29-Mar-17\", \"30-Mar-17\", \"31-Mar-17\", \"03-Apr-17\", \"04-Apr-17\", \"05-Apr-17\", \"06-Apr-17\", \"07-Apr-17\", \"10-Apr-17\", \"11-Apr-17\", \"12-Apr-17\", \"13-Apr-17\", \"17-Apr-17\", \"18-Apr-17\", \"19-Apr-17\", \"20-Apr-17\", \"21-Apr-17\", \"24-Apr-17\", \"25-Apr-17\", \"26-Apr-17\", \"27-Apr-17\", \"28-Apr-17\", \"01-May-17\", \"02-May-17\", \"03-May-17\", \"04-May-17\", \"05-May-17\", \"08-May-17\", \"09-May-17\", \"10-May-17\", \"11-May-17\", \"12-May-17\", \"15-May-17\", \"16-May-17\", \"17-May-17\", \"18-May-17\", \"19-May-17\", \"22-May-17\", \"23-May-17\", \"24-May-17\", \"25-May-17\", \"26-May-17\", \"30-May-17\", \"31-May-17\", \"01-Jun-17\", \"02-Jun-17\", \"05-Jun-17\", \"06-Jun-17\", \"07-Jun-17\", \"08-Jun-17\", \"09-Jun-17\", \"12-Jun-17\", \"13-Jun-17\", \"14-Jun-17\", \"15-Jun-17\", \"16-Jun-17\", \"19-Jun-17\", \"20-Jun-17\", \"21-Jun-17\", \"22-Jun-17\", \"23-Jun-17\", \"26-Jun-17\", \"27-Jun-17\", \"28-Jun-17\", \"29-Jun-17\", \"30-Jun-17\", \"03-Jul-17\", \"05-Jul-17\", \"06-Jul-17\", \"07-Jul-17\", \"10-Jul-17\", \"11-Jul-17\", \"12-Jul-17\", \"13-Jul-17\", \"14-Jul-17\", \"17-Jul-17\", \"18-Jul-17\", \"19-Jul-17\", \"20-Jul-17\", \"21-Jul-17\", \"24-Jul-17\", \"25-Jul-17\", \"26-Jul-17\", \"27-Jul-17\", \"28-Jul-17\", \"31-Jul-17\", \"01-Aug-17\", \"02-Aug-17\", \"03-Aug-17\", \"04-Aug-17\", \"07-Aug-17\", \"08-Aug-17\", \"09-Aug-17\", \"10-Aug-17\", \"11-Aug-17\", \"14-Aug-17\", \"15-Aug-17\", \"16-Aug-17\", \"17-Aug-17\", \"18-Aug-17\", \"21-Aug-17\", \"22-Aug-17\", \"23-Aug-17\", \"24-Aug-17\", \"25-Aug-17\", \"28-Aug-17\", \"29-Aug-17\", \"30-Aug-17\", \"31-Aug-17\", \"01-Sep-17\", \"05-Sep-17\", \"06-Sep-17\", \"07-Sep-17\", \"08-Sep-17\", \"11-Sep-17\", \"12-Sep-17\", \"13-Sep-17\", \"14-Sep-17\", \"15-Sep-17\", \"18-Sep-17\", \"19-Sep-17\", \"20-Sep-17\", \"21-Sep-17\", \"22-Sep-17\", \"25-Sep-17\", \"26-Sep-17\", \"27-Sep-17\", \"28-Sep-17\", \"29-Sep-17\", \"02-Oct-17\", \"03-Oct-17\", \"04-Oct-17\", \"05-Oct-17\", \"06-Oct-17\", \"09-Oct-17\", \"10-Oct-17\", \"11-Oct-17\", \"12-Oct-17\", \"13-Oct-17\", \"16-Oct-17\", \"17-Oct-17\", \"18-Oct-17\", \"19-Oct-17\", \"20-Oct-17\", \"23-Oct-17\", \"24-Oct-17\", \"25-Oct-17\", \"26-Oct-17\", \"27-Oct-17\", \"30-Oct-17\", \"31-Oct-17\", \"01-Nov-17\", \"02-Nov-17\", \"03-Nov-17\", \"06-Nov-17\", \"07-Nov-17\", \"08-Nov-17\", \"09-Nov-17\", \"10-Nov-17\", \"13-Nov-17\", \"14-Nov-17\", \"15-Nov-17\", \"16-Nov-17\", \"17-Nov-17\", \"20-Nov-17\", \"21-Nov-17\", \"22-Nov-17\", \"24-Nov-17\", \"27-Nov-17\", \"28-Nov-17\", \"29-Nov-17\", \"30-Nov-17\", \"01-Dec-17\", \"04-Dec-17\", \"05-Dec-17\", \"06-Dec-17\", \"07-Dec-17\", \"08-Dec-17\", \"11-Dec-17\", \"12-Dec-17\", \"13-Dec-17\", \"14-Dec-17\", \"15-Dec-17\", \"18-Dec-17\", \"19-Dec-17\", \"20-Dec-17\", \"21-Dec-17\", \"22-Dec-17\", \"26-Dec-17\", \"27-Dec-17\", \"28-Dec-17\", \"29-Dec-17\", \"02-Jan-18\", \"03-Jan-18\", \"04-Jan-18\", \"05-Jan-18\", \"08-Jan-18\", \"09-Jan-18\", \"10-Jan-18\", \"11-Jan-18\", \"12-Jan-18\", \"16-Jan-18\", \"17-Jan-18\", \"18-Jan-18\", \"19-Jan-18\", \"22-Jan-18\", \"23-Jan-18\", \"24-Jan-18\", \"25-Jan-18\", \"26-Jan-18\", \"29-Jan-18\", \"30-Jan-18\", \"31-Jan-18\", \"01-Feb-18\", \"02-Feb-18\", \"05-Feb-18\", \"06-Feb-18\", \"07-Feb-18\", \"08-Feb-18\", \"09-Feb-18\", \"12-Feb-18\", \"13-Feb-18\", \"14-Feb-18\", \"15-Feb-18\", \"16-Feb-18\", \"20-Feb-18\", \"21-Feb-18\", \"22-Feb-18\", \"23-Feb-18\", \"26-Feb-18\", \"27-Feb-18\", \"28-Feb-18\", \"01-Mar-18\", \"02-Mar-18\", \"05-Mar-18\", \"06-Mar-18\", \"07-Mar-18\", \"08-Mar-18\", \"09-Mar-18\", \"12-Mar-18\", \"13-Mar-18\", \"14-Mar-18\", \"15-Mar-18\", \"16-Mar-18\", \"19-Mar-18\", \"20-Mar-18\", \"21-Mar-18\", \"22-Mar-18\", \"23-Mar-18\", \"26-Mar-18\", \"27-Mar-18\", \"28-Mar-18\", \"29-Mar-18\", \"02-Apr-18\", \"03-Apr-18\", \"04-Apr-18\", \"05-Apr-18\", \"06-Apr-18\", \"09-Apr-18\", \"10-Apr-18\", \"11-Apr-18\", \"12-Apr-18\", \"13-Apr-18\", \"16-Apr-18\", \"17-Apr-18\", \"18-Apr-18\", \"19-Apr-18\", \"20-Apr-18\", \"23-Apr-18\", \"24-Apr-18\", \"25-Apr-18\", \"26-Apr-18\", \"27-Apr-18\", \"30-Apr-18\", \"01-May-18\", \"02-May-18\", \"03-May-18\", \"04-May-18\", \"07-May-18\", \"08-May-18\", \"09-May-18\", \"10-May-18\", \"11-May-18\", \"14-May-18\", \"15-May-18\", \"16-May-18\", \"17-May-18\", \"18-May-18\", \"21-May-18\", \"22-May-18\", \"23-May-18\", \"24-May-18\", \"25-May-18\", \"29-May-18\", \"30-May-18\", \"31-May-18\", \"01-Jun-18\", \"04-Jun-18\", \"05-Jun-18\", \"06-Jun-18\", \"07-Jun-18\", \"08-Jun-18\", \"11-Jun-18\", \"12-Jun-18\", \"13-Jun-18\", \"14-Jun-18\", \"15-Jun-18\", \"18-Jun-18\", \"19-Jun-18\", \"20-Jun-18\", \"21-Jun-18\", \"22-Jun-18\", \"25-Jun-18\", \"26-Jun-18\", \"27-Jun-18\", \"28-Jun-18\", \"29-Jun-18\"], \"y\": [-1.516118224357436, -1.5130266519036903, -1.5135778624962186, -1.506028673946374, -1.5200006641830703, -1.524458280279169, -1.5248177654482091, -1.522996373925072, -1.5231880993485603, -1.519305659522926, -1.5171247828307488, -1.5188982429980138, -1.521055154012255, -1.5252251819731215, -1.5307372878984047, -1.5289158963752676, -1.5236913785852166, -1.5213906735033593, -1.5155909794428437, -1.5144406269019153, -1.5167413319837724, -1.5108697408894491, -1.505645223099398, -1.5084492074179117, -1.5080417908929993, -1.5068195413182626, -1.504207282423237, -1.5001810485299867, -1.5009479502239393, -1.5008281218342592, -1.4974010298894092, -1.4917451298965099, -1.4852983625317222, -1.4917451298965099, -1.4858495731242503, -1.480097810419607, -1.4807688494018152, -1.4820869616882961, -1.481487819739896, -1.474945189663364, -1.4745857044943238, -1.4781805561847259, -1.4806729866900714, -1.4807688494018152, -1.4788755608448703, -1.4778210710156856, -1.4754005375441481, -1.463154076118845, -1.4611169934942838, -1.459559224428443, -1.451506756641942, -1.4560123040939128, -1.4533521138430152, -1.4537834960458635, -1.4515307223198783, -1.4591997392594027, -1.4544305693501358, -1.4558924757042326, -1.449709330796741, -1.4457070625814268, -1.4458748223269788, -1.45488591723092, -1.4535198735885673, -1.4612847532398359, -1.4703437794996495, -1.4704875735672653, -1.4587683570565544, -1.4582171464640261, -1.4517703790992385, -1.452896765962231, -1.4497572621526131, -1.4486788066454925, -1.437918217252222, -1.4359769973394052, -1.437534766405246, -1.4318788664123465, -1.437438903693502, -1.4390446041152147, -1.4383975308109425, -1.4377504575066702, -1.4358571689497248, -1.4420163481792807, -1.4539752214693518, -1.4548379858750482, -1.4557247159586808, -1.4486788066454925, -1.4498531248643571, -1.4526331435049347, -1.4501167473216534, -1.4483912185102603, -1.4490382918145326, -1.4518422761330465, -1.4491341545262768, -1.4565874803643772, -1.4605897485796915, -1.459535258750507, -1.4525612464711268, -1.4541429812149038, -1.4429510096187852, -1.4400032312326554, -1.4318549007344106, -1.42734935328244, -1.424113986761078, -1.4256238244710469, -1.4311598960742662, -1.4300335092112735, -1.4337961206472278, -1.4296979897201694, -1.4296500583642975, -1.4433344604657612, -1.4442451562273297, -1.4405304761472477, -1.4396677117415513, -1.4295062642966812, -1.4285476371792407, -1.4328135278518512, -1.4312797244639464, -1.4335085325119954, -1.4250726138785186, -1.4306326511596739, -1.4263907261649995, -1.4218372473571568, -1.422292595237941, -1.4202315469354436, -1.4172598028713779, -1.4143839215190563, -1.4128021867752796, -1.4149830634674567, -1.4335324981899313, -1.439428054962191, -1.4364802765760611, -1.436024928695277, -1.437918217252222, -1.447768110883924, -1.4584328375654503, -1.4551974710440883, -1.4526571091828708, -1.4519621045227264, -1.4522496926579587, -1.447600351138372, -1.4464260329195073, -1.4481515617309004, -1.4427113528394249, -1.452800903250487, -1.4562998922291448, -1.451410893930198, -1.4525372807931907, -1.4554371278234486, -1.4528488346063588, -1.4503564041010135, -1.4508117519817976, -1.4503324384230776, -1.4507158892700538, -1.4416089316543685, -1.4352340613233885, -1.4296500583642975, -1.4282600490440085, -1.4261031380297673, -1.425551927437239, -1.4276369414176722, -1.4198241304105317, -1.4200637871898918, -1.4188175719372191, -1.42452140328599, -1.4124666672841752, -1.4113642460991185, -1.4124666672841752, -1.4122509761827513, -1.4228198401525334, -1.419081194394515, -1.4100940651685097, -1.4181465329550105, -1.423730535914102, -1.4248569227770946, -1.4263188291311912, -1.4547900545191763, -1.4655985752683185, -1.462554934170445, -1.4630821790850368, -1.4631780417967812, -1.461668204086812, -1.4619078608661722, -1.4553891964675765, -1.4536157363003115, -1.4521538299462147, -1.4628185566277407, -1.4618599295103003, -1.4674199667914556, -1.4640408062024775, -1.4585766316330662, -1.457809729939114, -1.4583130091757701, -1.4557486816366167, -1.4566354117202494, -1.451195202828774, -1.4531843540974632, -1.4540710841810955, -1.453040560029847, -1.4543347066383918, -1.4461144791063387, -1.4443649846170101, -1.446018616394595, -1.452896765962231, -1.453112457063655, -1.4522017613020866, -1.4449641265654103, -1.4474086257148837, -1.446186376140147, -1.4450120579212824, -1.4409858240280322, -1.4343473312397559, -1.4337002579354836, -1.4293385045511289, -1.4283798774336887, -1.42746918167212, -1.429170744805577, -1.4294104015849372, -1.4285476371792407, -1.4262708977753193, -1.427325387604504, -1.4360009630173411, -1.432454042682811, -1.4355456151365567, -1.450955546049414, -1.4488465663910446, -1.4383256337771342, -1.429194710483513, -1.425384167691687, -1.4236586388802939, -1.422220698204133, -1.4211422426970122, -1.4215496592219243, -1.4096866486435975, -1.4100461338126378, -1.411987353725455, -1.4164689354994897, -1.4164929011774257, -1.4209984486293963, -1.4169722147361459, -1.4236586388802939, -1.4256238244710469, -1.4235627761685496, -1.4191770571062592, -1.4251205452343905, -1.4269898681134, -1.4199199931222755, -1.4222686295600049, -1.4280443579425843, -1.4270617651472077, -1.4266543486222956, -1.4320466261578988, -1.4351621642895807, -1.4380380456419024, -1.4277807354852883, -1.4140244363500163, -1.4126104613517914, -1.4064992134781076, -1.4018259062805851, -1.398350882979863, -1.3945882715439086, -1.3954270702716693, -1.3889803029068815, -1.3821500846951174, -1.3802567961381724, -1.372923298689752, -1.3736422690278323, -1.376518150380154, -1.3619709838729936, -1.3711019071666148, -1.3722762253854797, -1.3623544347199699, -1.3584000978605275, -1.361180116501105, -1.3615635673480813, -1.355883701677246, -1.3569861228623026, -1.3482386504156576, -1.3445958673693834, -1.3472800232982167, -1.3517855707501876, -1.359190965232416, -1.3532714427822203, -1.3578728529459352, -1.3480948563480415, -1.3342187288230891, -1.3343864885686414, -1.3340270033996011, -1.3342426945010253, -1.3416720546611896, -1.340473770764389, -1.3377896148355553, -1.340282045340901, -1.3373103012768353, -1.3401861826291568, -1.3375020267003233, -1.3267174716291168, -1.3221639928212743, -1.32182847333017, -1.327484373323069, -1.3213491597714497, -1.3226672720579302, -1.320486395365753, -1.323673830531243, -1.3276521330686213, -1.3174906856237514, -1.316747749607735, -1.313632211476053, -1.3038302492002234, -1.2966645114973552, -1.2955141589564265, -1.2985338343763644, -1.2972157220898837, -1.3087192474991702, -1.3253274623088283, -1.3193360428248246, -1.3176824110472396, -1.3147106669831738, -1.2984619373425563, -1.2947712229404102, -1.3073771695347536, -1.3060111258924008, -1.3165560241842469, -1.3174427542678793, -1.333907175009921, -1.3493890029565863, -1.3367351250063708, -1.3308156025561753, -1.3327807881469282, -1.3160527449475905, -1.330144563573967, -1.3310312936575992, -1.343733102963687, -1.3429901669476703, -1.3413605008480214, -1.3364235711932024, -1.3273405792554531, -1.3281314466273417, -1.3249440114618518, -1.3106125360561154, -1.3103009822429472, -1.3121223737660845, -1.3153337746095102, -1.3196475966379926, -1.315501534355062, -1.3138718682554131, -1.3132487606290768, -1.3295693873035026, -1.3314387101825116, -1.3482865817715295, -1.3516657423605076, -1.3469684694850488, -1.342199299575782, -1.3255431534102522, -1.3264538491718207, -1.3215888165508098, -1.3231705512945866, -1.323817624598859, -1.3271009224760932, -1.3150941178301498, -1.3112116780045155, -1.3151420491860222, -1.3073052725009453, -1.3059631945365286, -1.3055078466557444, -1.3024881712358065, -1.2955620903122984, -1.2919193072660244, -1.2880368674403901, -1.28791703905071, -1.2858080593923409, -1.282740452616531, -1.2763176509296792, -1.279241463637873, -1.2830040750738272, -1.2779712827072645, -1.2822851047357469, -1.2805116445684817, -1.2898582589635272, -1.2923986208247449, -1.285951853459957, -1.287653416593414, -1.2817099284652824, -1.279576983128977, -1.2814223403300502, -1.279385257705489, -1.2811587178727541, -1.2738491861022698, -1.2744722937286062, -1.269008119159195, -1.264478606029288, -1.272147622968813, -1.2789538755026406, -1.2791456009261288, -1.2807273356699056, -1.2772283466912477, -1.2739210831360779, -1.2698948492428273, -1.2619382441680709, -1.2561864814634272, -1.2547245751093306, -1.257336834004356, -1.260548234847782, -1.255227854345987, -1.2465043475772777, -1.2443234708851003, -1.2323406319170933, -1.219566925577198, -1.2218196993031831, -1.216403456089644, -1.217985190833421, -1.2176976026981887, -1.2293449221750916, -1.2279549128548026, -1.21594810820886, -1.2134077463476423, -1.219566925577198, -1.211322732367209, -1.2165951815131322, -1.2242402327747206, -1.2346413369989506, -1.2280268098886107, -1.2433648437676599, -1.2474869403726543, -1.2510098950292485, -1.2594218479847894, -1.2669470708566977, -1.2660843064510012, -1.2583913238335407, -1.2467679700345737, -1.244131745461612, -1.2569294174794439, -1.2638315327250158, -1.263663772979464, -1.2638315327250158, -1.2741847055933737, -1.2527114581627052, -1.248661258591519, -1.252184213248113, -1.2511297234189285, -1.2438441573263803, -1.2474629746947183, -1.247127455203614, -1.2339463323388062, -1.2321728721715413, -1.232148906493605, -1.2533824971449137, -1.2550600946004347, -1.265509130180537, -1.2729145246627651, -1.2769407585560155, -1.2646463657748404, -1.2869104805773974, -1.3040459403016473, -1.3409051529672373, -1.4795705655050146, -1.4508357176597337, -1.3991896817076235, -1.4234669134568056, -1.4235388104906137, -1.4727882786491229, -1.459559224428443, -1.4593435333270188, -1.4318069693785387, -1.4149830634674567, -1.405492655004795, -1.41730773422725, -1.4217653503233485, -1.4085362961026688, -1.4182903270226268, -1.4356414778483009, -1.4456351655476187, -1.4386851189461747, -1.4228198401525334, -1.4297219553981053, -1.4270377994692718, -1.435953031661469, -1.4299376464995293, -1.443118769364337, -1.4384454621668146, -1.436072860051149, -1.4279245295529044, -1.4334126698002514, -1.4424237647041926, -1.4664853053519509, -1.4624111401028286, -1.4589361168021067, -1.478683835421382, -1.481775407875128, -1.4701760197540972, -1.4554371278234486, -1.445898788004915, -1.4586485286668742, -1.4544545350280718, -1.4379901142860303, -1.4365282079319333, -1.4238743299817178, -1.4360968257290851, -1.4212860367646285, -1.42037534100306, -1.4193927482076834, -1.4116997655902228, -1.4144318528749285, -1.4298897151436574, -1.4322383515813868, -1.4244015748963101, -1.4262708977753193, -1.405037307124011, -1.398590539759223, -1.3979674321328868, -1.3927429143428356, -1.4350902672557726, -1.4252883049799427, -1.4302492003126979, -1.429314538873193, -1.429146779127641, -1.4143599558411202, -1.4147673723660326, -1.420902585917652, -1.4369356244568456, -1.435713374882109, -1.4276609070956081, -1.4140723677058882, -1.4203034439692517, -1.4207587918500362, -1.4113882117770546, -1.402329185517241, -1.4071942181382522, -1.4059240372076434, -1.413976504994144, -1.413976504994144, -1.4169722147361459, -1.4214298308322444, -1.4151508232130088, -1.4033117783126179, -1.405013341446075, -1.4009871075528244, -1.3957146584069013, -1.3972005304389343, -1.4003160685706162, -1.3914487677342908, -1.3817905995260773, -1.38327647155811, -1.384690446556335, -1.3915206647680989, -1.3894116851097298, -1.376566081736026, -1.378004022412187, -1.37618263088905, -1.37642228766841, -1.3778122969886988, -1.3776205715652108, -1.372707607588328, -1.3735943376719602, -1.3861044215545597, -1.3834681969815983, -1.3800411050367483, -1.3806162813072125, -1.374576930467337, -1.3684177512377813, -1.3686574080171414, -1.3743612393659128, -1.3741215825865527, -1.3739538228410006, -1.3872787397734243, -1.3988781278944553, -1.3999565834015757, -1.395139482136437, -1.3999326177236397, -1.3979674321328868, -1.4046778219549705, -1.3988781278944553, -1.3821500846951174, -1.3805443842734046, -1.372707607588328, -1.370958113098999, -1.368058266068741, -1.3675789525100208, -1.3959063838303896, -1.3958584524745175, -1.3972005304389343, -1.4002921028926802, -1.4045819592432267, -1.4038869545830823, -1.394971722390885, -1.3894116851097298, -1.3858887304531358, -1.3862002842663037, -1.3890521999406895, -1.3921198067164993, -1.3915685961239708, -1.388117538501185, -1.3945403401880365, -1.3982070889122467, -1.4013465927218647, -1.4035993664478499, -1.4010110732307606, -1.4113402804211823, -1.4100461338126378, -1.4030241901773857, -1.398398814335735, -1.4063554194104917, -1.4160375532966412, -1.4131137405884475, -1.412035285081327, -1.417283768549314, -1.4108609668624623, -1.410261824914062, -1.4081768109336288, -1.4110766579638865, -1.3901306554478101, -1.3792742033427958, -1.3825335355420936, -1.3798493796132603, -1.378411438937099, -1.38291698638907, -1.367698780899701, -1.370862250387255, -1.3683218885260373, -1.3679144720011251, -1.361036322433489, -1.3606768372644489, -1.3718927745385034, -1.3697118978463263, -1.3738819258071926, -1.3673392957306607, -1.3577769902341912, -1.359790107180816, -1.3622825376861618, -1.3735943376719602, -1.3658054923427556, -1.3689929275082455, -1.36295357666837, -1.3670756732733647, -1.3574175050651507, -1.3665004970029002, -1.3670756732733647, -1.371293632590103, -1.370023451659494, -1.376494184702218, -1.3729712300456238, -1.3707184563196386, -1.366428599969092, -1.3701193143712385, -1.375008312670185, -1.371341563945975, -1.3793461003766039, -1.3869192546043843, -1.3840913046079346, -1.382869055033198, -1.3893158223979856, -1.3808799037645088, -1.3665004970029002, -1.3660451491221162, -1.366404634291156, -1.364199791921043, -1.3667161881043244, -1.3685855109833336, -1.371389495301847, -1.379753516901516, -1.3907537630741464, -1.3887166804495852, -1.3891959940083054, -1.3984467456916072, -1.3939651639175723, -1.3934618846809161, -1.3928387770545798, -1.3947320656115247, -1.4025448766186654, -1.4022812541613692, -1.3925991202752195, -1.3972724274727424, -1.3960741435759416, -1.3897232389228977, -1.3892918567200496, -1.391664458835715, -1.3992615787414313, -1.3845706181666548, -1.3819104279157572, -1.3812393889335488, -1.3812154232556129, -1.3789147181737553, -1.379801448257388, -1.3775007431755308, -1.37299519572356, -1.3758231457200096, -1.3697837948801341, -1.3741695139424246, -1.3719886372502474, -1.370958113098999, -1.3733067495367284, -1.3719167402164394, -1.3740257198748087, -1.3755115919068415, -1.3735464063160883, -1.3651344533605474, -1.3667641194601965, -1.368034300390805, -1.3698556919139422, -1.3668839478498764, -1.3656137669192676, -1.3520012618516115, -1.3515938453266994, -1.352336781342716, -1.3618032241274414, -1.3588314800633756, -1.3581604410811674, -1.35597956438899, -1.348861758041994, -1.3546374864245732, -1.340473770764389, -1.3386044478853798, -1.3419117114405499, -1.3416720546611896, -1.344068622454791, -1.3538945504085569, -1.3508988406665552, -1.3498443508373703, -1.3496286597359461, -1.3496286597359461, -1.3492931402448423, -1.35621922116835, -1.3619230525171215, -1.358999239808928, -1.3633609931932822, -1.362498228787586, -1.376326424956666, -1.3768057385153862, -1.3753198664833532, -1.3861523529104316, -1.3842830300314226, -1.379801448257388, -1.3804005902057883, -1.3780279880901232, -1.3737381317395765, -1.3779800567342508, -1.374600896145273, -1.3691606872537978, -1.36247426310965, -1.3653741101399075, -1.3670037762395564, -1.3595264847235202, -1.3531516143925404, -1.3518574677839956, -1.3555961135420136, -1.3544936923569573, -1.355715941931694, -1.35621922116835, -1.3586157889619515, -1.361084253789361, -1.356267152524222, -1.3499881449049866, -1.3534392025277724, -1.3536548936291968, -1.3548771432039333, -1.352480575410332, -1.3549730059156773, -1.3543738639672769, -1.3488138266861218, -1.3528400605793722, -1.3586157889619515, -1.348741929652314, -1.347351920332025, -1.3457701855882482, -1.3450272495722315, -1.3464651902483924, -1.3425587847448222, -1.3397787661042446, -1.3381011686487234, -1.3374540953444511, -1.3388680703426759, -1.3317262983177438, -1.3308395682341112, -1.3314866415383837, -1.3365913309387547, -1.327029025442285, -1.3254712563764441, -1.3193600085027606, -1.3142553191023894, -1.3114513347838759, -1.3055078466557444, -1.306418542417313, -1.307017684365713, -1.306706130552545, -1.3089349386005942, -1.3003312602215653, -1.3026798966592947, -1.3088870072447223, -1.318569141130872, -1.317322925878199, -1.3190724203675281, -1.3132487606290768, -1.311882716986724, -1.3072094097892013, -1.3090787326682105, -1.3212293313817698, -1.318497244097064, -1.330288357641583, -1.328634725863998, -1.3261422953586524, -1.3303362889974548, -1.323530036463627, -1.3205822580774973, -1.311882716986724, -1.3141354907127094, -1.313632211476053, -1.3139916966450935, -1.3165080928283748, -1.3106604674119873, -1.3110918496148356, -1.3074251008906257, -1.3007866081023498, -1.3169634407091593, -1.3236019334974352, -1.320222772908457, -1.3222358898550821, -1.3258547072234204, -1.322044164431594, -1.3195996652821205, -1.3177782737589836, -1.3173708572340714, -1.311738922919108, -1.308096139872834, -1.3106844330899232, -1.3084556250418742, -1.3107323644457953, -1.3062747483496968, -1.3063706110614408, -1.303063347506271, -1.3018650636094702, -1.308072174194898, -1.296185197938635, -1.2953224335329383, -1.2850171920204523, -1.2823090704136828, -1.2846097754955401, -1.2764135136414232, -1.2786183560115367, -1.2832676975311232, -1.2828363153282751, -1.2764854106752312, -1.2763416166076154, -1.277587831860288, -1.2799843996538893, -1.2798885369421453, -1.2808231983816498, -1.281206649228626, -1.2850651233763244, -1.2870063432891417, -1.2855444369350444, -1.2827883839724032, -1.2662760318744892, -1.2607159945933342, -1.2628249742517033, -1.2575525251057802, -1.2563782068869154, -1.248541430201839, -1.2467679700345737, -1.2555394081591549, -1.253574222568402, -1.2535023255345938, -1.2477026314740782, -1.2563302755310435, -1.250266959013232, -1.24679193571251, -1.2382841200452248, -1.2466481416448938, -1.2413517268210346, -1.234857028100375, -1.2353363416590952, -1.2354801357267113, -1.236558591233832, -1.2421425941929232, -1.2423343196164112, -1.2513214488424165, -1.2482778077445427, -1.246983661135998, -1.2485174645239028, -1.2503628217249758, -1.2459531369847492, -1.2323406319170933, -1.2356958268281353, -1.2312861420879089, -1.2375891153850802, -1.2522800759598571, -1.2563542412089794, -1.2533585314669777, -1.2499793708779998, -1.2477984941858222, -1.2397460263993219, -1.2346892683548227, -1.2304713090380843, -1.2280028442106747, -1.2276673247195709, -1.223137811589664, -1.2216998709135032, -1.2243121298085287, -1.2138151628725544, -1.2191355433743496, -1.2134077463476423, -1.2187520925273734, -1.218248813290717, -1.2082551255913991, -1.1988126484846096, -1.1984291976376336, -1.18901068620878, -1.1945946891678711, -1.1931807141696464, -1.1922220870522058, -1.194187272642959, -1.1810301154560872, -1.1811739095237033, -1.1869496379062827, -1.183810134096665, -1.1922220870522058, -1.1962483209454562, -1.1922939840860138, -1.1900172446820925, -1.1929170917123502, -1.18913051459846, -1.2019761179721635, -1.2007299027194909, -1.1923179497639498, -1.1759733574115883, -1.1783699252051898, -1.1746073137692354, -1.1799995913048387, -1.1780583713920216, -1.1761411171571403, -1.170676942587729, -1.1734809269062427, -1.1814375319809995, -1.1835704773173046, -1.1825878845219282, -1.1852241090948896, -1.1827316785895443, -1.190496558240813, -1.1960086641660959, -1.1914551853582533, -1.1874529171429389, -1.1878842993457872, -1.1880760247692752, -1.1899213819703485, -1.1866860154489864, -1.1934443366269425, -1.1932046798475824, -1.1913593226465091, -1.1829713353689042, -1.1816532230824237, -1.177531126477429, -1.1683283061499998, -1.1629839599702687, -1.1629120629364604, -1.158574275230042, -1.1561297760805687, -1.1577354765022816, -1.1628641315805885, -1.1666986400503507, -1.2188000238832455, -1.1967516001821124, -1.2008017997532987, -1.199363859077138, -1.1864942900254984, -1.1864223929916904, -1.1920063959507816, -1.1947145175575513, -1.1975903989098728, -1.2085427137266314, -1.2154208632942674, -1.2153968976163314, -1.20271905398818, -1.2007059370415547, -1.2072246014401506, -1.2092856497426479, -1.2212924543885908, -1.2160200052426677, -1.208015468812039, -1.2118020459259293, -1.2057387294081177, -1.204660273900997, -1.2083989196590152, -1.2022876717853317, -1.2021918090735877, -1.199723344246178, -1.2051395874597173, -1.204564411189253, -1.1990043739080978, -1.1940674442532788, -1.1901370730717726, -1.1897536222247964, -1.1949541743369114, -1.189226377310204, -1.1781063027478935, -1.1762369798688843, -1.180622698931175, -1.1830911637585844, -1.185391868840442, -1.1827556442674803, -1.1830671980806484, -1.1754700781749319, -1.1730255790254585, -1.177387332409813, -1.1792806209667581, -1.1947384832354873, -1.197686261621617, -1.1967755658600485, -1.1921262243404618, -1.185799285365354, -1.1872611917194509, -1.182468056132248, -1.1780104400361493, -1.1714678099596176, -1.1563933985378647, -1.158622206585914, -1.1660515667460785, -1.1743436913119394, -1.170533148520113, -1.180526836219431, -1.1860629078226501, -1.1831390951144565, -1.2037495781394285, -1.2107715217746806, -1.2017843925486753, -1.2098128946572402, -1.207919606100295, -1.2056189010184377, -1.2266368005683221, -1.2236890221821923, -1.2269243887035541, -1.236942042080808, -1.2376130810630164, -1.2390510217391775, -1.2443714022409724, -1.2297523387000038, -1.2304473433601482, -1.2253426539597772, -1.223113845911728, -1.228362329379715, -1.2185603671038854, -1.2204536556608305, -1.2188719209170535, -1.2273557709064022, -1.2251029971804173, -1.2227303950647517, -1.2158282798191797, -1.2210288319312947, -1.2323645975950293, -1.233131499288982, -1.2378527378423767, -1.241567417922459, -1.2307349314953806, -1.2269243887035541, -1.223017983199984, -1.2209809005754226, -1.2142705107533387, -1.2185843327818213, -1.2085427137266314, -1.2108913501643608, -1.2029347450896042, -1.2085427137266314, -1.2067692535593664, -1.2131680895682821, -1.2110830755878488, -1.2082071942355272, -1.1990043739080978, -1.1951219340824635, -1.1998192069579223, -1.2042049260202128, -1.2139110255842986, -1.2102442768600883, -1.209261684064712, -1.1999869667034744, -1.1987886828066736, -1.2016885298369313, -1.2037256124614926, -1.2066973565255583, -1.1948583116251674, -1.200969559498851, -1.2018323239045474, -1.2033900929703885, -1.2002985205166425, -1.1986209230611216, -1.1989804082301618, -1.1931807141696464, -1.1922220870522058, -1.192365881119822, -1.2018562895824834, -1.2081592628796551, -1.2152770692266512, -1.225031100146609, -1.226684731924194, -1.2226824637088798, -1.2205495183725743, -1.2296804416661957, -1.2256302420950094, -1.2221552187942875, -1.2168108726145561, -1.2141986137195306, -1.2074402925415748, -1.2023116374632679, -1.1987647171287377, -1.1967276345041764, -1.194426929422319, -1.1748230048706596, -1.1682324434382556, -1.1693588303012483, -1.1700298692834568, -1.168903482420464, -1.1684960658955519, -1.160443598109051, -1.1594130739578026, -1.1573520256553051, -1.1594610053136745, -1.168639859963168, -1.1540926934560074, -1.153589414219351, -1.1527026841357186, -1.1480773082940678, -1.137915860849198, -1.139737252372335, -1.1437634862655854, -1.148101273972004, -1.1587420349755941, -1.151744057018278, -1.1406719138118395, -1.1439072803332015, -1.1487004159204042, -1.1486764502424682, -1.1631277540378846, -1.1593172112460584, -1.1578073735360894, -1.1545240756588555, -1.1666027773386067, -1.174080068854643, -1.1746792108030435, -1.1672977819987511, -1.1613303281926837, -1.1603956667531792, -1.156752883706905, -1.155267011674872, -1.1660036353902063, -1.1594370396357385, -1.156800815062777, -1.1640624154773893, -1.1527026841357186, -1.1426131337246566, -1.138131551950622, -1.1342011807691157, -1.1376282727139657, -1.1455369464328502, -1.1429007218598888, -1.15179198837415, -1.166890365473839, -1.16574001293291, -1.1626244748012284, -1.165452424797678, -1.1713719472478736, -1.1663151892033745, -1.1648772485272139, -1.1663870862371826, -1.1760692201233323, -1.1919344989169736, -1.2169307010042363, -1.2159720738867958, -1.2075361552533188, -1.2037256124614926, -1.2143184421092108, -1.2063618370344542, -1.2050437247479733, -1.2034380243262603, -1.2218196993031831, -1.2327480484420055, -1.2311183823423566, -1.247055558169806, -1.2597813331538292, -1.2825247615151067, -1.2718600348335807, -1.2480621166431187, -1.2483017734224786, -1.241471555210715, -1.2546047467196506, -1.245377960714285, -1.2441077797836761, -1.2409922416519945, -1.2504107530808481, -1.2433648437676599, -1.2476067687623345, -1.249020743760559, -1.2454258920701569, -1.2547485407872665, -1.259110294171621, -1.2568575204456358, -1.2548683691769467, -1.2596615047641493, -1.2719319318673885, -1.2723153827143647, -1.2884442839653023, -1.2796488801627852, -1.2873178971023096, -1.2971198593781395, -1.2849452949866442, -1.2636398073015278, -1.2629927339972555, -1.2721236572908767, -1.269032084837131, -1.2718840005115166, -1.2671387962801859, -1.2872220343905656, -1.2985098686984282, -1.3103249479208834, -1.2993726331041249, -1.2917036161646003, -1.3020328233550225, -1.3024162742019987, -1.2856882310026607, -1.2695353640737872, -1.2640711895043761, -1.2698229522090194, -1.269247775938555, -1.2750714356770065, -1.2881566958300703, -1.294938982685962, -1.289714464895911, -1.2898582589635272, -1.282620624226851, -1.2710452017837561, -1.264478606029288, -1.2715964123762844, -1.2850411576983884, -1.281206649228626, -1.2665156886538493, -1.2527593895185773, -1.257097177224996, -1.250554547148464, -1.258654946290837, -1.2584152895114766, -1.2530949090096815, -1.2627530772178952, -1.2610275484065023, -1.2632563564545516, -1.2598771958655737, -1.2560666530737472, -1.2564261382427877, -1.2600928869669978, -1.2461927937641095, -1.241687246312139, -1.2362949687765357, -1.2277392217533787, -1.2297763043779397, -1.2329397738654937, -1.230207686580788, -1.2360792776751117, -1.2270921484491064, -1.2291292310736674, -1.235168581913543, -1.2370858361484243, -1.2274276679402103, -1.2270681827711705, -1.2272599081946585, -1.223353502691088, -1.2277871531092508, -1.2255104137053292, -1.2316456272569487, -1.2306151031057002, -1.2270202514152981, -1.2360553119971758, -1.246935729780126, -1.2491166064723032, -1.2624415234047273, -1.2637356700132718, -1.2719079661894526, -1.2646224000969044, -1.2629448026413832, -1.2695113983958513, -1.2665396543317855, -1.2606920289153982, -1.2324125289509014, -1.2222031501501593, -1.225007134468673, -1.2315976959010768, -1.2270442170932345, -1.2160919022764758, -1.21300032982273, -1.213096192534474, -1.2135515404152584, -1.201400941701699, -1.1941633069650228, -1.1962722866233921, -1.1835944429952407, -1.1765964650379246, -1.160275838363499, -1.1639905184435813, -1.1572082315876893, -1.1350879108527483, -1.1424693396570405, -1.1340334210235636, -1.1455369464328502, -1.1339375583118196, -1.133146690939931, -1.143332104062737, -1.1437395205876493, -1.1421098544880004, -1.138251380340302, -1.1489161070218283, -1.1371010277993734, -1.1387067282210863, -1.1305583977228415, -1.1332904850075471, -1.1155798490128326, -1.1168979612993135, -1.1175210689256498, -1.1198217740075074, -1.124519046882966, -1.1316128875520262, -1.1207324697690757, -1.1232967973082293, -1.1230811062068051, -1.1266280265413353, -1.139857080762015, -1.136669645596525, -1.1398810464399511, -1.1377241354257097, -1.1320922011107466, -1.1165864074861453, -1.1188631468900667, -1.1191747007032349, -1.1285692464541524, -1.1089173905466208, -1.1102594685110376, -1.1082703172423485, -1.1188391812121306, -1.110930507493246, -1.1231530032406132, -1.1241355960359898, -1.1133989723206554, -1.1067604795323795, -1.1048671909754344, -1.0894572600625774, -1.0826749732066854, -1.0874441431159523, -1.0976535219166943, -1.1054423672458988, -1.1035011473330816, -1.1011045795394803, -1.1095165324950211, -1.1100677430875496, -1.122913346461253, -1.1188871125680027, -1.1070241019896756, -1.1064728913971476, -1.105801852414939, -1.107527381226332, -1.114141908336672, -1.1112899926622863, -1.0999302613206157, -1.117928485450562, -1.1154839863010888, -1.1278023447602, -1.1351118765306842, -1.126436301117847, -1.1259569875591269, -1.1262206100164232, -1.1188631468900667, -1.1168500299434414, -1.1197978083295712, -1.1137344918117595, -1.1030697651302335, -1.1010326825056722, -1.0910389948063544, -1.0841608452387184, -1.0884027702333927, -1.0891696719273452, -1.095520576580389, -1.0990195655590471, -1.109085150292173, -1.1111461985946702, -1.1052027104665387, -1.1157476087583849, -1.1133989723206554, -1.1022309664024728, -1.107407552836652, -1.1110982672387981, -1.119486254516403, -1.1186953871445144, -1.1131113841854232, -1.129432010859849, -1.1301270155199934, -1.127874241794008, -1.121139886293988, -1.1289047659452565, -1.112703967660511, -1.1137824231676317, -1.1237042138331417, -1.1219067879879405, -1.112656036304639, -1.1170417553669296, -1.117928485450562, -1.1149807070644324, -1.1071199647014198, -1.1019913096231129, -1.104028392247674, -1.1048911566533706, -1.0948495375981806, -1.0976055905608222, -1.100816991404248, -1.109109115970109, -1.1109784388491182, -1.105418401567963, -1.1054902986017707, -1.1001699180999758, -1.0916860681106266, -1.089001912181793, -1.0906555439593781, -1.090511749891762, -1.095592473614197, -1.0822675566817732, -1.0824113507493893, -1.085383094813455, -1.0906555439593781, -1.088498632945137, -1.0846641244753745, -1.0839930854931663, -1.0853591291355191, -1.0943462583615242, -1.116178990961233, -1.109085150292173, -1.0823394537155813, -1.0805659935483163, -1.0737597410144881, -1.0745266427084406, -1.0764199312653857, -1.0678402185642928, -1.068247635089205, -1.0707400655945505, -1.078600807957563, -1.083825325747614, -1.0858144770163034, -1.0859103397280472, -1.087180520658656, -1.0967907575109976, -1.095520576580389, -1.0901282990447858, -1.0991154282707911, -1.093866944802804, -1.0945379837850124, -1.0910869261622265, -1.0896010541301935, -1.088738289724497, -1.0935314253116997, -1.0892415689611534, -1.0912307202298424, -1.092165381669347, -1.0935793566675718, -1.088882083792113, -1.0856706829486873, -1.0879234566746725, -1.0970064486124218, -1.1047233969078183, -1.1089173905466208, -1.106113406228107, -1.1153881235893446, -1.1064009943633393, -1.104244083349098, -1.092213313025219, -1.0813328952422687, -1.077043038891722, -1.0791520185500914, -1.0777620092298026, -1.083705497357934, -1.0889539808259212, -1.088690358368625, -1.095568507936261, -1.0976535219166943, -1.0849037812547349, -1.080206508379276, -1.076659588044746, -1.0778818376194825, -1.0805899592262522, -1.0830823897315978, -1.086845001167552, -1.083825325747614, -1.0748381965216087, -1.076827347790298, -1.0762761371977696, -1.0676005617849325, -1.0659948613632195, -1.066617968989556, -1.1014400990305844, -1.0951610914113488, -1.109109115970109, -1.1112420613064142, -1.107575312582204, -1.1169698583331216, -1.1188871125680027, -1.112608104948767, -1.115987265537745, -1.1191747007032349, -1.1043639117387782, -1.105418401567963, -1.1075513469042682, -1.1139741485911199, -1.1098760176640614, -1.1118891346106865, -1.1127518990163832, -1.1132312125751034, -1.104004426569738, -1.0970064486124218, -1.097030414290358, -1.1011525108953522, -1.0993790507280872, -1.1016797558099447, -1.0908472693828661, -1.0674088363614445, -1.061393451199505, -1.0481883626567612, -1.0443059228311269, -1.0235037143826666, -1.018830407185144, -1.0184229906602318, -1.0134381296495407, -1.0167453932047108, -1.0180874711691275, -1.0164098737136065, -1.017584191932471, -1.0235995770944106, -1.0254209686175477, -1.010801905076579, -1.0100110377046907, -1.0161462512563104, -1.0145884821904694, -1.020579901674473, -1.0294951338666702, -1.0163379766797984, -1.023935096585515, -1.022688881332842, -1.023863199551707, -1.023935096585515, -1.0350072397919534, -1.0319396330161437, -1.0387219198720354, -1.0369484597047707, -1.0265952868364123, -1.0266192525143485, -1.0266671838702206, -1.0332098139467525, -1.0267870122599005, -1.0268109779378367, -1.0187345444734, -1.0269787376833888, -1.0298785847136462, -1.0421010804610136, -1.0399921008026443, -1.0264754584467324, -1.0323230838631199, -1.0303818639503026, -1.0347436173346574, -1.0230004351460102, -1.0265713211584764, -1.0293513397990541, -1.0299504817474545, -1.0289918546300139, -1.037427773263491, -1.0441860944414467, -1.0491469897742016, -1.0473016325731286, -1.0432753986798784, -1.0501295825695784, -1.0504651020606826, -1.0457917948631599, -1.044473682576679, -1.0368286313150905, -1.0378591554663392, -1.0363013864004982, -1.032706534710096, -1.036037763943202, -1.0385062287706115, -1.0417655609699095, -1.040950727920085, -1.051399763500187, -1.0525980473969878, -1.0509444156194028, -1.049650269010858, -1.0585894668809912, -1.0560730706977097, -1.0463909368115603, -1.0644370922973787, -1.0729688736425997, -1.058253947389887, -1.049506474943242, -1.0452166185926954, -1.0300942758150706, -1.0207716270979612, -1.0213468033684254, -1.0353906906389296, -1.0351989652154416, -1.0362774207225622, -1.0319875643720156, -1.0381707092795074, -1.03953675292186, -1.037955018178083, -1.030981005898703, -1.023959062263451, -1.0297587563239663, -1.019261789387992, -1.0194295491335443, -1.0195493775232243, -1.0218021512492097, -1.0213228376904893, -1.015475212274102, -1.020747661420025, -1.0203642105730488, -1.0282968499698695, -1.0356063817403538, -1.0290877173417579, -1.0205559359965368, -1.0229045724342662, -1.0295909965784142, -1.0261878703115002, -1.0324429122527998, -1.0306215207296627, -1.0196692059129044, -1.0230004351460102, -1.0183271279484876, -1.027434085564173, -1.0248218266691476, -1.0280092618346373, -1.027482016920045, -1.0277696050552771, -1.0356782787741619, -1.0424126342741817, -1.038098812245699, -1.0363972491122422, -1.0351270681816334, -1.0398483067350284, -1.0543715075642528, -1.0574870456959347, -1.0509923469752747, -1.0516394202795472, -1.0501056168916423, -1.0506088961282987, -1.0523104592617556, -1.0515195918898672, -1.0383624347029954, -1.0402796889378765, -1.0289199575962058, -1.0315801478471034, -1.0266192525143485, -1.037835189788403, -1.0351510338595695, -1.0256845910748438, -1.0247499296353393, -1.0241507876869391, -1.017416432186919, -1.0188064415072078, -1.0177519516780231, -1.022353361841738, -1.0268349436157727, -1.0268109779378367, -1.0335932647937285, -1.030837211831087, -1.0319875643720156, -1.0321313584396317, -1.0177998830338952, -1.0065120487260326, -1.0024618491548463, -1.0017428788167657, -0.9996578648363327, -1.0014073593256616, -1.0066079114377766, -1.010442419907539, -1.0145405508345975, -1.0132464042260525, -1.0144926194787254, -1.017176775407559, -1.0172966037972389, -1.012072086007188, -1.0100829347384987, -1.0086449940623379, -1.0161941826121823, -1.0160264228666303, -1.024198719042811, -1.0340965440303849, -1.0319635986940796, -1.0274101198862369, -1.0273382228524288, -1.0242226847207472, -1.0261639046335642, -1.0212749063346174, -1.0166974618488387, -1.0166974618488387, -1.01885437286308, -1.0251813118381876, -1.020579901674473, -1.011976223295444, -1.0128629533790765, -0.9992264826334845, -1.0124076054982922, -1.012048120329252, -1.0120241546513158, -1.0048344512705116, -1.0067277398274568, -1.0187105787954638, -1.0179916084573835, -1.0155231436299739, -1.0253970029396118, -1.0199567940481364, -1.0195254118452883, -1.0171288440516868, -1.020747661420025, -1.0346956859787853, -1.0416457325802293, -1.0425803940197338, -1.049602337654986, -1.041214350377381, -1.0534128804468121, -1.0419572863933975, -1.037499670297299, -1.0373319105517467, -1.0367806999592184, -1.0316760105588474, -1.0238871652296428, -1.022688881332842, -1.0222335334520578, -1.024078890653131, -1.0259961448880122, -1.0162660796459904, -1.015475212274102, -1.0115448410925956, -1.0097953466032665, -1.0150198643933177, -1.00526583347336, -1.012048120329252, -1.0187824758292718, -1.0158346974431423, -1.0176560889662793, -1.0152355554947419, -1.0151636584609338, -1.0065839457598407, -1.0049782453381277, -1.0060327351673124, -1.0102267288061149, -1.0136058893950928, -1.0050261766939996, -1.0032047851708628, -0.9959192190783145, -0.9995859678025246, -0.9936664453523292, -0.9898319368825669, -0.9875072661227734, -0.9846553504483878, -0.9860213940907406, -0.9881543394270459, -0.9881064080711738, -0.9829537873149308, -0.9751649419857262, -0.9711387080924758, -0.9743501089359018, -0.9767706424074392, -0.9789515190996164, -0.9810844644359218, -0.9817315377401941, -0.9842479339234756, -0.974877353850494, -0.9608574322579259, -0.9622474415782146, -0.9631821030177192, -0.9662497097935291, -0.964476249626264, -0.9659621216582969, -0.9687661059768105, -0.9667529890301854, -0.9742063148682857, -0.9749971822401742, -0.9774896127455197, -0.9770582305426714, -0.9861412224804207, -0.990167456373671, -0.9856139775658284, -0.9853982864644042, -0.9806291165551375, -0.9736551042757574, -0.9707552572454997, -0.9714981932615161, -0.9755963241885744, -0.979814283505313, -0.974733559782878, -0.973247687750845, -0.9639010733557997, -0.9640448674234158, -0.9684785178415782, -0.9671364398771615, -0.9668488517419295, -0.9578856881938601, -0.957813791160052, -0.9466697509198055, -0.9410138509269061, -0.9425236886368751, -0.9451119818539645, -0.9511513326938401, -0.9489944216795988, -0.9455673297347488, -0.9529487585390413, -0.9785201368967682, -0.979982043250865, -0.9833372381619071, -0.9777772008807517, -0.9753327017312783, -0.9763871915604629, -0.9618400250533023, -0.9583170703967084, -0.9558246398913629, -0.9591079377685968, -0.9449921534642846, -0.9417328212649866, -0.9463342314287013, -0.949282009814831, -0.928671526789859, -0.9294144628058754, -0.9247651212862886, -0.9310441289055242, -0.9403667776226339, -0.9365322691528715, -0.9366760632204876, -0.944009560668908, -0.9354298479678149, -0.9395279788948733, -0.9426435170265551, -0.9429311051617874, -0.9445847369393723, -0.9378503814393523, -0.9452797415995168, -0.9383057293201366, -0.9352381225443267, -0.9359570928824071, -0.939240390759641, -0.9605938098006297, -0.9584368987863884, -0.961145020393158, -0.9573824089572037, -0.9595153542935091, -0.9438657666012918, -0.9418286839767306, -0.9431707619411474, -0.9437938695674839, -0.942499722958939, -0.9460466432934692, -0.9517025432863684, -0.9552254979429625, -0.9652191856422805, -0.9710428453807319, -0.9794068669804007, -0.9686942089430025, -0.9686702432650665, -0.9665852292846332, -0.9634696911529513, -0.9580294822614762, -0.9542189394696499, -0.9530925526066573, -0.956112228026595, -0.9583889674305164, -0.9572146492116517, -0.9534760034536335, -0.9524215136244488, -0.9657703962348086, -0.9649795288629203, -0.9630383089501031, -0.9631581373397832, -0.9457830208361729, -0.9385453860994968, -0.9499290831191035, -0.9447524966849243, -0.9427154140603631, -0.9317151678877327, -0.934183632715142, -0.9395040132169373, -0.9307805064482282, -0.9307325750923561, -0.933967941613718, -0.9398155670301055, -0.9454954327009408, -0.9526372047258731, -0.9500728771867195, -0.9510315043041601, -0.9465259568521894, -0.9454475013450688, -0.9488985589678548, -0.9461185403272772, -0.9434583500763796, -0.9551056695532825, -0.9490183873575349, -0.9497133920176792, -0.9562799877721472, -0.9480597602400943, -0.9457111238023649, -0.9355257106795589, -0.9383296949980726, -0.9386891801671129, -0.942307997535451, -0.9499290831191035, -0.9604979470888856, -0.9571427521778437, -0.9432186932970195, -0.9444888742276282, -0.9424038602471949, -0.9445368055835003, -0.9397676356742335, -0.9418286839767306, -0.9501447742205276, -0.9494737352383192, -0.9464061284625094, -0.9467176822756775, -0.9531165182845933, -0.9469094076991655, -0.9421402377898989, -0.94417732041446, -0.9466937165977415, -0.9393841848272572, -0.9444409428717562, -0.9395998759286814, -0.9417088555870506, -0.9434583500763796, -0.9444409428717562, -0.9431228305852754, -0.9382338322863285, -0.9412774733842023, -0.938856939912665, -0.942451791603067, -0.9396238416066174, -0.9342555297489502, -0.9324581039037492, -0.925484091624369, -0.9245494301848645, -0.9251965034891368, -0.9274253115371861, -0.9165448937542359, -0.9156821293485393, -0.913501252656362, -0.9146995365531626, -0.9114402043538649, -0.9074619018164864, -0.908444494611863, -0.9128781450300256, -0.9127822823182816, -0.9195406034962376, -0.9240221852702722, -0.921985102645711, -0.911871586556713, -0.9110567535068885, -0.9162333399410677, -0.9121591746919452, -0.9173597268040603, -0.9187976674802212, -0.9278566937400344, -0.9328894861065974, -0.9251006407773928, -0.9214099263752467, -0.9216735488325428, -0.9116798611332249, -0.9123269344374973, -0.9157300607044113, -0.918558010700861, -0.9129260763858977, -0.9127822823182816, -0.9131178018093858, -0.9142202229944424, -0.9179588687524606, -0.915250747145691, -0.9138847035033383, -0.9133095272328738, -0.9124227971492413, -0.8996251251314099, -0.8932262891224941, -0.8957426853057756, -0.9011109971634428, -0.9014465166545469, -0.9031480797880039, -0.9081569064766309, -0.9059280984285816, -0.9056884416492214, -0.904945505633205, -0.8974682141171685, -0.8972285573378085, -0.8941849162399346, -0.8957666509837116, -0.9087560484250312, -0.9220090683236469, -0.9170242073129561, -0.9154904039250512, -0.915202815789819, -0.9070784509695101, -0.9096667441865998, -0.9030761827541959, -0.9070065539357022, -0.899840816232834, -0.9044661920744846, -0.9073181077488703, -0.9097626068983438, -0.9180786971421407, -0.9135252183342981, -0.9103377831688081, -0.9086601857132871, -0.9114402043538649, -0.9117038268111609, -0.9114641700318008, -0.908540357323607, -0.9042744666509966, -0.9005837522488503, -0.899792884876962, -0.9009192717399546, -0.9059760297844536, -0.906575171732854, -0.9023332467381795, -0.9086601857132871, -0.911583998421481, -0.9079891467310788, -0.9007035806385305, -0.9019737615691392, -0.9032918738556199, -0.8984508069125452, -0.8983070128449291, -0.8907338586171486, -0.889775231499708, -0.8906379959054046, -0.8952873374249913, -0.9005358208929785, -0.9029563543645158, -0.8994813310637938, -0.8978995963200168, -0.8989301204712654, -0.8922676620050536, -0.879398092953414, -0.8821301802381196, -0.8820343175263755, -0.8861084827754978, -0.8802608573591104, -0.8842391598964888, -0.8818425921028874, -0.8817227637132073, -0.8800930976135584, -0.8807162052398947, -0.8873067666722986, -0.88982316285558, -0.8843589882861689, -0.8751322022808035, -0.8711778654213611, -0.864203853141981, -0.8689730230512478, -0.8632691917024765, -0.8663607641562223, -0.8924833531064776, -0.887810045908955, -0.8895116090424119, -0.8853895124374175, -0.8945923327648468, -0.8915966230228451, -0.891476794633165, -0.8859886543858179, -0.8853415810815454, -0.8912131721758689, -0.8975640768289126, -0.8885290162470354, -0.8903743734481084, -0.9057843043609655, -0.9014465166545469, -0.8988821891153934, -0.9053529221581172, -0.9044661920744846, -0.9087800141029673, -0.9046339518200368, -0.8994333997079217, -0.9019018645353312, -0.8990739145388815, -0.906647068766662, -0.9005597865709144, -0.8982830471669931, -0.8991937429285616, -0.8934180145459821, -0.8898710942114522, -0.8894876433644758, -0.8955269942043513, -0.894903886578015, -0.8955269942043513, -0.9055686132595413, -0.9146036738414187, -0.9159936831617075, -0.93401587296959, -0.9506240877792478, -0.9500968428646556, -0.9665133322508251, -0.94405749202478, -0.9446326682952443, -0.9378503814393523, -0.9469094076991655, -0.9402709149108898, -0.9457830208361729, -0.9489225246457909, -0.9486349365105586, -0.949114250069279, -0.9580294822614762, -0.957837756837988, -0.9592277661582769, -0.9430030021955953, -0.9456392267685569, -0.9334646623770618, -0.9354777793236869, -0.9421162721119628, -0.9377784844055442, -0.9327217263610453, -0.9326977606831094, -0.9358372644927271, -0.9366520975425516, -0.9451838788877727, -0.9583650017525804, -0.9495216665941912, -0.9603541530212695, -0.9549379098077303, -0.9540032483682258, -0.9531644496404653, -0.9414691988076904, -0.9311160259393324, -0.9244296017951844, -0.9281682475532026, -0.9322903441581971, -0.9284318700104988, -0.9247651212862886, -0.9230395924748956, -0.9223925191706233, -0.9243577047613764, -0.9216735488325428, -0.9216256174766708, -0.9156821293485393, -0.918677839090541, -0.9202835395122541, -0.9230395924748956, -0.9211223382400144, -0.9191811183271973, -0.9181505941759487, -0.9103138174908721, -0.9145317768076106, -0.9113683073200567, -0.9197083632417897, -0.9268261695887858, -0.9367479602542957, -0.9325539666154933, -0.9408460911813541, -0.9572146492116517, -0.9464061284625094, -0.9493778725265751, -0.9456392267685569, -0.9536916945550576, -0.949066318713407, -0.9486589021884947, -0.949234078458959, -0.9438418009233558, -0.9410378166048422, -0.9446087026173082, -0.9448723250746045, -0.9430030021955953, -0.9317870649215407, -0.9299896390763396, -0.9274492772151222, -0.9307086094144201, -0.9361248526279592, -0.9337043191564218, -0.9325060352596212, -0.9297739479749155, -0.9319068933112208, -0.9338001818681659, -0.9297979136528516, -0.9201637111225739, -0.9135731496901701, -0.9146516051972907, -0.9124946941830494, -0.9198281916314698, -0.9229676954410876, -0.9210504412062065, -0.9209785441723983, -0.915274712823627, -0.918677839090541, -0.9113203759641847, -0.9130459047755777, -0.9039868785157644, -0.9036034276687881, -0.9083965632559909, -0.9071743136812542, -0.9104576115584883, -0.9051851624125651, -0.8943526759854868, -0.8966294153894081, -0.882921047610008, -0.881027759053063, -0.8774808387185329, -0.8788468823608856, -0.8844308853199769, -0.889655403110028, -0.8875703891295947, -0.889655403110028, -0.884502782353785, -0.8963897586100479, -0.9011109971634428, -0.8979714933538249, -0.894903886578015, -0.8805005141384706, -0.8891760895513077, -0.8899909226011321, -0.9079412153752067, -0.9124946941830494, -0.9129500420638337, -0.9167845505335959, -0.9140284975709543, -0.9110807191848246, -0.9044661920744846, -0.9106253713040403, -0.9094989844410477, -0.911823655200841, -0.9289591149250911, -0.9315234424642447, -0.9343034611048222, -0.9277368653503543, -0.9182943882435648, -0.9021175556367552, -0.9028844573307077, -0.8973244200495525, -0.8941849162399346, -0.8945204357310389, -0.8976359738627206, -0.891356966243485, -0.8995771937755378, -0.9042744666509966, -0.9140045318930183, -0.9123509001154334, -0.9097386412204077, -0.9019737615691392, -0.8829929446438162, -0.88639607091073, -0.8958145823395836, -0.9003920268253623, -0.8970368319143203, -0.9105295085922963, -0.9086601857132871, -0.9024530751278595, -0.9030042857203878, -0.9055686132595413, -0.9103617488467441, -0.901518413688355, -0.9039389471598924, -0.9025249721616675, -0.9074379361385505, -0.9124707285051133, -0.9200918140887658, -0.9397676356742335, -0.9401271208432737, -0.9344712208503743, -0.9299896390763396, -0.9275691056048022, -0.9311160259393324, -0.942547654314811, -0.9320506873788369, -0.931978790345029, -0.9325060352596212, -0.9370115827115918, -0.950863744558608, -0.9472209615123337, -0.9412295420283302, -0.9395998759286814, -0.9280484191635224, -0.927137723401954, -0.9188695645140291, -0.9210025098503344, -0.9229437297631515, -0.916928344601212, -0.9167605848556599, -0.9164010996866198, -0.9100741607115119, -0.9139326348592102, -0.9131896988431938, -0.9177431776510365, -0.9181266284980126, -0.9142921200282506, -0.915178850111883, -0.9143640170620585, -0.9140045318930183, -0.9119674492684571, -0.9119914149463931, -0.9120633119802012, -0.901686173433907, -0.8935138772577262, -0.8919081768360133, -0.8927230098858379, -0.8993375369961777, -0.9045380891082928, -0.9020456586029473, -0.9019497958912032, -0.898163218777313, -0.8960542391189438, -0.8910933437861889, -0.8955988912381595, -0.8910214467523807, -0.8910693781082528, -0.8853415810815454, -0.8712976938110413, -0.8653302400049737, -0.8661211073768621, -0.8652104116152937, -0.8676069794088951, -0.8645633383110213, -0.864107990430237, -0.8619510794159957, -0.8571819095067289, -0.8555522434070799, -0.8633410887362845, -0.8615436628910834, -0.8559117285761202, -0.8515020438358935, -0.8482666773145316, -0.8589314039960579, -0.8503516912949649, -0.8545217192558314, -0.8557679345085041, -0.8550729298483596, -0.8545696506117034, -0.8629816035672443, -0.8605371044177709, -0.8604891730618988, -0.8451271735049138, -0.8439768209639851, -0.8371705684301571, -0.8395911019016946, -0.8311312175902815, -0.8308675951329855, -0.8293817231009526, -0.8319460506401061, -0.8305081099639452, -0.8298370709817369, -0.8178063006578578, -0.8124619544781266, -0.8107843570226057, -0.8126536799016147, -0.814810590915856, -0.8184294082841942, -0.8156973209994884, -0.8075729561791797, -0.8067820888072913, -0.8055598392325546, -0.80474500618273, -0.8033310311845053, -0.8068779515190354, -0.802947580337529, -0.79801065068271, -0.8054400108428745, -0.8072614023660115, -0.8083398578731321, -0.8074531277894996, -0.7997841108499751, -0.789239212558129, -0.7910126727253941, -0.7897904231506574, -0.7876574778143521, -0.7848774591737743, -0.7859559146808951, -0.7845179740047342, -0.7710492630046942, -0.7709054689370783, -0.7719120274103908, -0.7627092070829613, -0.7636678342004021, -0.7617505799655208, -0.7617266142875848, -0.7588986642911353, -0.753650180823148, -0.7525717253160273, -0.7552558812448609, -0.7732061740189354, -0.7741408354584399, -0.7634521430989779, -0.7516130981985868, -0.7515651668427148, -0.7516130981985868, -0.7634521430989779, -0.7636199028445299, -0.7400856071113642, -0.7398699160099399, -0.7422185524476693, -0.7348131579654409, -0.7349329863551212, -0.7407326804156364, -0.7426020032946455, -0.7531708672644276, -0.7461249579512397, -0.7337347024583205, -0.7327281439850077, -0.7311703749191668, -0.7246756761985069, -0.7117581757909954, -0.7123333520614598, -0.7147299198550612, -0.697738254198427, -0.700997586397725, -0.714370434686021, -0.7184445999351435, -0.7129324940098601, -0.7149935423123573, -0.7128845626539881, -0.7072765940169607, -0.7068691774920486, -0.6907402762411111, -0.6850364448923397, -0.6830712593015864, -0.6888469876841661, -0.6742039584652614, -0.6739403360079652, -0.6766005262588628, -0.6698182394029707, -0.6800276182037127, -0.6979539452998513, -0.6918187317482318, -0.6916270063247436, -0.6844133372660034, -0.673700679228605, -0.6724784296538683, -0.6638268199189672, -0.6693149601663146, -0.6713999741467479, -0.6771996682072632, -0.6792127851538884, -0.6793326135435684, -0.678877265662784, -0.6762650067677587, -0.6754022423620621, -0.6770319084617109, -0.6824481516752501, -0.6880561203122775, -0.676960011427903, -0.6797639957464165, -0.6764088008353746, -0.6786376088834241, -0.6782301923585117, -0.6808664169314732, -0.6774872563424954, -0.6831910876912667, -0.6824241859973141, -0.6760972470222064, -0.6786136432054881, -0.6763369038015666, -0.6741320614314534, -0.671831356349596, -0.6671340834741372, -0.6543603771342418, -0.6519638093406404, -0.6516762212054082, -0.6459484241787009, -0.6430006457925711, -0.6367695695292074, -0.6313533263156682, -0.6197539381946373, -0.6203770458209736, -0.6217670551412626, -0.6183399631964125, -0.6121807839668569, -0.6212158445487342, -0.6242594856466079, -0.62406776022312, -0.6250263873405606, -0.6259131174241931, -0.6143376949810981, -0.6178366839597563, -0.624283451324544, -0.6227975792925111, -0.6248825932729444, -0.6221025746323667, -0.622438094123471, -0.6323119534331088, -0.63434903605767, -0.6296996945380832, -0.620976187769374, -0.6176209928583322, -0.6211439475149263, -0.612156818288921, -0.6105750835451439, -0.6028821009276835, -0.6105271521892719, -0.6162789148939155, -0.6126840632035133, -0.622486025479343, -0.636266290292551, -0.6291245182676187, -0.6206167026003339, -0.6248106962391363, -0.6182920318405405, -0.6051109089757327, -0.6030738263511715, -0.6081305843956705, -0.6132592394739774, -0.6003417390664659, -0.5966270589863838, -0.5979212055949285, -0.5989277640682412, -0.6061414331269814, -0.5949494615308627, -0.58684906238849, -0.5803064323119581, -0.5880233806073547, -0.579899015787046, -0.5843087005272726, -0.5805460890913182, -0.5773107225699563, -0.5650163297887811, -0.5621644141143955, -0.5676046230058707, -0.5637461488581724, -0.5476891446410431, -0.5381028734666375, -0.532111453982634, -0.5417216908349756, -0.5385821870253577, -0.5336931887264108, -0.5354666488936759, -0.5284926366142956, -0.5399242649897745, -0.5413142743100632, -0.5641535653830848, -0.5518831382798456, -0.5662385793635178, -0.5553341959026314, -0.5518112412460373, -0.5462032726090102, -0.5456520620164819, -0.5466346548118584, -0.54229686710544, -0.5307933416961531, -0.5293793666979282, -0.5380549421107652, -0.5404275442264307, -0.5362335505876282, -0.5578266264079769, -0.5841169751037844, -0.5740274246927224, -0.5761364043510919, -0.5809055742603584, -0.5602471598795142, -0.5652080552122694, -0.5607264734382347, -0.5521227950592056, -0.5483601836232515, -0.5498220899773484, -0.5326386988972261, -0.5396606425324784, -0.5286603963598479, -0.5224293200964841, -0.5082176730804279, -0.4941498201319876, -0.48830219471560005, -0.49455723665689977, -0.48118438836860405, -0.46944120617995694, -0.46081356212299207, -0.4460986358702792, -0.4453796655321989, -0.43320510114070365, -0.4354578748666891, -0.4472729540891439, -0.4574823328898859, -0.4654868693205147, -0.4830537112476131, -0.4651992811852825, -0.4394122117261314, -0.438884966811539, -0.45954338119238314, -0.46726032948777974, -0.4732277832938473, -0.4835809561622055, -0.4741384790554158, -0.45870458246462287, -0.4467696748524878, -0.45585266679023706, -0.45189832993079476, -0.5001891709718631, -0.48456354895758197, -0.49158549259283396, -0.4880865036141761, -0.4825264663330207, -0.48118438836860405, -0.4542948977243962, -0.4565956028062534, -0.46069373373331185, -0.4625870222902569, -0.459159930345407, -0.4605499396656959, -0.45352799603044364, -0.4632580612724655, -0.4631861642386572, -0.4714303574486462, -0.4517066045073066, -0.44803985578309646, -0.4465539837510636, -0.4466019151069356, -0.47445003286858395, -0.47936299684546674, -0.5001891709718631, -0.5057492082530185, -0.4924961883544025, -0.4786440265073864, -0.4726286413454469, -0.48075300616575567, -0.4759598705785528, -0.4724608815998947, -0.46570256042193886, -0.45685922526354955, -0.46023838585252774, -0.4537676528098038, -0.4523536778115789, -0.4506760803560581, -0.4506521146781221, -0.44966952188274534, -0.4765110811710812, -0.48070507480988367, -0.48267026040063693, -0.48878150827432043, -0.4731558862600393, -0.47157415151626214, -0.45563697568881284, -0.4330613070730877, -0.42325934479725785, -0.42369072700010624, -0.4250567706424589, -0.4153267054004373, -0.40516525795556735, -0.40609991939507184, -0.39253534568328796, -0.39833503974380324, -0.39231965458186374, -0.40737010032568055, -0.41767534183816674, -0.4086402812562892, -0.41482342616378093, -0.4182744837865671, -0.4065792329537922, -0.3924874143274157, -0.4054528460907995, -0.4047818071085912, -0.4075378600712327, -0.4103897757456183, -0.41501515158726915, -0.41769930751610274, -0.4226602028488575, -0.4243138346264426, -0.431743194786607, -0.43198285156596694, -0.4316473320748628, -0.4202876007331921, -0.41547049946805326, -0.4163572295516858, -0.42615919182751566, -0.41618946980613386, -0.41120460879544285, -0.39862262787903546, -0.4040628367705106, -0.4069626838007684, -0.4428153379930453, -0.4545585201816924, -0.4492621053578332, -0.4461226015482155, -0.4710229409237341, -0.4697767256710611, -0.5090564718081885, -0.5124835637530383, -0.4988231273295102, -0.4760796989682331, -0.4876551214113277, -0.4995420976675908, -0.5160784154434405, -0.5166056603580328, -0.5057731739309544, -0.49443740826721977, -0.5063962815572909, -0.49597121165512464, -0.4847313087031339, -0.4605978710215679, -0.4307126706353583, -0.4361289138488974, -0.43097629309265445, -0.426710402420044, -0.43047301385599807, -0.4316473320748628, -0.4228519282723457, -0.4362008108827054, -0.431767160464543, -0.43121594987201467, -0.42419400623676234, -0.42091070835952843, -0.42304365369583363, -0.4245295257278665, -0.41108478040576285, -0.41983225285240794, -0.4273814414022523, -0.4213420905623768, -0.42515263335420317, -0.4429112007047895, -0.45587663246817306, -0.4493340023916412, -0.4472010570553359, -0.46198788034185656, -0.447033297309784, -0.42766902953748454, -0.42754920114780454, -0.4192331109040076, -0.40995839354277014, -0.38745462196085295, -0.37921042875086397, -0.38170285925620934, -0.38522581391280347, -0.3815590651885934, -0.37192486265831576, -0.37321900926686047, -0.37530402324729367, -0.3747767783327013, -0.37470488129889334, -0.3739140139270048, -0.3712298579981715, -0.36698793300349675, -0.3551728537810419, -0.3581206321671717, -0.3373184237187113, -0.3327170135549967, -0.3392836093094646, -0.34863022370451, -0.35373491310488103, -0.3392356779535926, -0.33233356270802056, -0.3346582334678137, -0.3302485487275873, -0.3240654038200956, -0.3148865491706021, -0.3172112199303955, -0.32507196229340807, -0.32339436483788725, -0.3353292724500223, -0.3386125703272563, -0.3473840084518373, -0.33722256100696735, -0.3386605016831282, -0.3281875004250901, -0.3317823521154922, -0.32468851144643196, -0.30692994409584556, -0.28188581065271073, -0.2745523132042906, -0.2669551932985739, -0.26443879711529256, -0.26997486871851195, -0.26621225728255765, -0.2548285602629509, -0.25065853230208446, -0.2520964729782454, -0.23977811451913417, -0.23548825816858746, -0.23836413952090926, -0.22403266411517278, -0.2041411514282812, -0.20670547896743455, -0.209006184049292, -0.2041651171062172, -0.20526753829127392, -0.22511111962229352, -0.2327322052059459, -0.23445773401733896, -0.24591332807075364, -0.22156419928776339, -0.2268845797895586, -0.24320520646398405, -0.2705979763448483, -0.27217971108862515, -0.2905374203876119, -0.2784107873519889, -0.2652296644871811, -0.23115047046216902, -0.22369714462406862, -0.22837045182159146, -0.21852055818988966, -0.2070409984585387, -0.20471632769874556, -0.21176223701193356, -0.24318124078604805, -0.25212043865618133, -0.22571026157069388, -0.2266209573322624, -0.21324810904396643, -0.22479956580912536, -0.20936566921833216, -0.19822162897808565, -0.19819766330014968, -0.17578975442997644, -0.1797680569673547, -0.17365680909367123, -0.1582708438587503, -0.15700066292814133, -0.1425733248106609, -0.13416137185511998, -0.15493961462564435, -0.1718114518925982, -0.18499257475740594, -0.18499257475740594, -0.16706624766126735, -0.13909830150993902, -0.1343291316006722, -0.13296308795831926, -0.12689977144050776, -0.15321408581425128, -0.14873250404021662, -0.12618080110242746, -0.13607862609000126, -0.12610890406861922, -0.09452214054895276, -0.07283320201685985, -0.08083773844748864, -0.06212054397946176, -0.07122750159514701, -0.09445024351514479, -0.09691870834255417, -0.0765239164190062, -0.07216216303465152, -0.08754812826957274, -0.11297571255968344, -0.12316112568248942, -0.11240053628921935, -0.12284957186932126, -0.0963914634279618, -0.10461169096001478, -0.08924969140302956, -0.06844748295456946, -0.07398355455778857, -0.09095125453648664, -0.12618080110242746, -0.11752919136752633, -0.11144190917177857, -0.12594114432306727, -0.13526379304017672, -0.14274108455621312, -0.13926606125549096, -0.12299336593693748, -0.1273551193212919, -0.123928027376442, -0.1637589841060974, -0.203925460326857, -0.1978861094869815, -0.22072540056000284, -0.22022212132334648, -0.20205613744784798, -0.19191865568091396, -0.18235635018444432, -0.19558540440512406, -0.2010016476186632, -0.25058663526827646, -0.2360155030831798, -0.20967722303150033, -0.18856346076987204, -0.1927814200866105, -0.18182910526985194, -0.19613661499765242, -0.16200948961676834, -0.1643341603765618, -0.17022971714882132, -0.1841537760296454, -0.1659638264762106, -0.1154202117091571, -0.09794923249380266, -0.10468358799382275, -0.07007714905421829, -0.02868842325872201, -0.034631911386853544, -0.06372624440117461, -0.05260616983886411, -0.041773683411785785, -0.010905890230199658, -0.02176234233521397, -0.01478833005583395, -0.0007923741412016482, -0.029862741477586722, -0.021426822844109808, -0.0013196190557940234, -0.006855690659013146, -0.015699025817402474, 0.01154994999584555, 0.017972751682697477, 0.011981332198693956, 0.004480075004721559, 0.014545659737847312, 0.009944249574132705, 0.007835269915763476, -0.005034299135876098, 0.0029223059388804257, 0.037864264369589055, 0.0496074465582359, 0.05526334655113526, 0.06556858806362148, 0.09880898336087303, 0.12236724477197469, 0.12387708248194357, 0.12512329773461625, 0.11227769436091267, 0.1336790447577734, 0.1353806078912305, 0.08725752659571412, 0.12972470789833113, 0.11210993461536073, 0.09938415963133711, 0.10805973504417422, 0.10288314860999526, 0.11699893291430752, 0.14815431423112582, 0.17904607309064796, 0.1677342731048495, 0.18343179215293862, 0.15656626718666675, 0.17152085021873956, 0.17847089682018358, 0.1825450620693061, 0.20023173238608447, 0.22618656159078782, 0.21425165397865276, 0.17516363326501366, 0.16950773327211457, 0.21993151964948812, 0.22611466455697957, 0.23502989674917688, 0.23145901073671077, 0.22585104209968365, 0.2398469980143157, 0.26381267595032976, 0.2686058115375326, 0.2514703518132826, 0.25904350604106297, 0.264004401373818, 0.2830571153329493, 0.26117645137736845, 0.21887702982030335, 0.22716915438616433, 0.2020770895871575, 0.19126856883801518, 0.19785913027041907, 0.14043736593572922, 0.16842927776499383, 0.20083087433448482, 0.2328010887011277, 0.1985301692526274, 0.1949113518842893, 0.18681095274191653, 0.16969945869560252, 0.1713291247952516, 0.14729154982542927, 0.13722596509230353, 0.20459348577043915, 0.20526452475264748, 0.21247819381138772, 0.20811644042703303, 0.21326906118327627, 0.21906875524379157, 0.18410283113514694, 0.16866893454435403, 0.1957980819679218, 0.185876291302412, 0.24787550012288045, 0.2415485611477728, 0.25182983698232275, 0.25954678527771935, 0.2713378988222382, 0.2629499115446332, 0.2450954814823029, 0.22935003107834154, 0.24686894164956796, 0.2663290721336114, 0.25180587130438675, 0.2712899674663662, 0.28339263482405347, 0.29434494964081176, 0.3127026589397987, 0.3376988610270613, 0.3154587119024403, 0.3077417636070437, 0.2990182568383346, 0.3017024127671682, 0.30692693055721915, 0.29599858141839686, 0.27090651661939, 0.24432857978835035, 0.2717692810250866, 0.31172006614442194, 0.3026370742066727, 0.25997816748056773, 0.23828922894847482, 0.08335112109214383, 0.19086115231310305, 0.18441438494831514, 0.14731551550336527, 0.17353396716536482, 0.23193832429543115, 0.2361802492901056, 0.2409733848773084, 0.2296376192135737, 0.20442572602488693, 0.18913562350170995, 0.19548652815475365, 0.1527796900727767, 0.1784229654643116, 0.2064388429715122, 0.2492175780872974, 0.2301169327722941, 0.2453591039395991, 0.27984571448952333, 0.28969560812122513, 0.2503439649502898, 0.2602897212937359, 0.26225490688448894, 0.2712660017884302, 0.3176875199504895, 0.31028212546826106, 0.3224806555376923, 0.3136852517351752, 0.33930456144877413, 0.3359014351818602, 0.32010805342202686, 0.30575261233835443, 0.2701635806033737, 0.2664489005232914, 0.29041457845930546, 0.301558618699552, 0.2955671992155484, 0.27102634500906997, 0.25060758740758604, 0.26719183653930795, 0.23227384378653532, 0.21686391287367837, 0.22587500777761965, 0.2663770034894834, 0.3082690085216361, 0.3072864157262593, 0.3183345932547618, 0.3231996258757729, 0.29805962972089406, 0.29187648481340234, 0.27282377085427106, 0.20485710822773534, 0.23246556921002354, 0.26340525942541765, 0.27735328398417797, 0.26007403019231173, 0.28590903100733484, 0.32686637459998297, 0.3081971114878278, 0.2895757797315449, 0.2765144852564174, 0.27498068186851254, 0.3039072551372814, 0.3241342873152774, 0.34337872669789665, 0.3308926084932332, 0.3811965664809268, 0.3925323321446615, 0.3946892431589027, 0.38663677537240193, 0.4080141600913267, 0.4038920634863322, 0.4237116791394158, 0.4261082469330172, 0.43600607192059126, 0.4262999723565054, 0.4326988083654211, 0.45503482020178604, 0.44592786258610084, 0.4601395096021573, 0.469558021031011, 0.45139203715551196, 0.4809656837285537, 0.4947938798976338, 0.49639958031934633, 0.49246920913784037, 0.5028223820061982, 0.49158247905420754, 0.4621526265487823, 0.5116177858087156, 0.5035173866663426, 0.5321324061219436, 0.5422459222109416, 0.5457209455116637, 0.5425814417020455, 0.5681288543818367, 0.5709568043782864, 0.5831074030918455, 0.5932209191808434, 0.6157965877965689, 0.6071449780616676, 0.6313503127770421, 0.6224350805848448, 0.619726958978075, 0.6068813556043716, 0.6023518424744647, 0.6220036983819963, 0.6373417322610456, 0.665765026293158, 0.6722117936579459, 0.6690483241703923, 0.6406969271720873, 0.6217640416026364, 0.6433810831009211, 0.6410324466631917, 0.6555556474924161, 0.664111394515573, 0.6373896636169176, 0.6722597250138179, 0.6744885330618674, 0.6817261677985437, 0.6910008851597809, 0.6647345021419093, 0.6367425903126452, 0.5855519022413188, 0.5821248102964687, 0.6049401356915546, 0.6459693763180104, 0.6681376284088235, 0.6707019559479768, 0.6549565055440157, 0.629600818287713, 0.6061623852662913, 0.6373177665831096, 0.6337229148927075, 0.65565151020416, 0.6630089733305162, 0.6594380873180501, 0.6387317415813343, 0.631757729301954, 0.6406250301382792, 0.6634882868892366, 0.6528954572415188, 0.6429017695422007, 0.6034782293374574, 0.599188372986911, 0.6120579420385502, 0.5958092123979328, 0.5961926632449093, 0.6015609751025764, 0.5764209789476976, 0.6054194492502745, 0.6510261343625092, 0.6554837504586081, 0.6619305178233961, 0.6472395572486191, 0.6048203073018741, 0.6150296861026161, 0.5627126111682975, 0.5880682984246002, 0.6348493017556996, 0.6330758415884346, 0.619367473809035, 0.6255745843944625, 0.6645188110404854, 0.6966088537968085, 0.6879812097398431, 0.6973757554907608, 0.7100535991189121, 0.6989095588786653, 0.7341870368004781, 0.7290583817221714, 0.7551570049944905, 0.7488061003414471, 0.7768699092045191, 0.7581527147364923, 0.7719809109055723, 0.7740419592080698, 0.803735434170791, 0.7970969413825151, 0.8190974337277762, 0.825711960838116, 0.8193610561850722, 0.7737543710728374, 0.7713817689571719, 0.7130732745388498, 0.7155896707221312, 0.7310954643467324, 0.6902819148217005, 0.6782271788198855, 0.7207422914783745, 0.6673467610369351, 0.6476230080955956, 0.5509933946575863, 0.5733054408160159, 0.5929572967235476, 0.5925259145206991, 0.5774035717430744, 0.5434681717856783, 0.5799918649601637, 0.5576798188017348, 0.5285375544315414, 0.578673752673683, 0.6206855860955157, 0.613160363223607, 0.5976785352769418, 0.5727062988676156, 0.5893864107110814, 0.6006982106968796, 0.5799199679263558, 0.48022274771253687, 0.44319577530139553, 0.2757715492404008, 0.36434869489190896, 0.3553136343100317, 0.33563781272456406, 0.31557854029212024, 0.43437640582094217, 0.3930116457033819, 0.33067691739180927, 0.3998658295930817, 0.449378920208887, 0.46845559984595425, 0.48714882863604514, 0.42337615964831166, 0.4262999723565054, 0.43540692997219066, 0.44916322910746304, 0.53654209086217, 0.4805343015257053, 0.4853993341467161, 0.49484181125350574, 0.49563267862539406, 0.418918543552213, 0.34553563771213786, 0.3843840016464168, 0.3507361898242528, 0.34122181568365545, 0.30788555767465964, 0.28094813567458005, 0.340742502124935, 0.3726647851357059, 0.3656907728563256, 0.3914059452816688, 0.491965929901184, 0.5133672802980447, 0.5276747900258452, 0.5313655044279912, 0.5457209455116637, 0.5662355658248917, 0.5475183713568648, 0.5514727082163068, 0.5347446650169689, 0.5413352264493727, 0.5840899958872222, 0.6146222695777042, 0.64560989114897, 0.643788499625833, 0.6625536254497324, 0.6989335245566013, 0.7160929499587876, 0.6901860521099565, 0.6855367105903697, 0.6680657313750155, 0.660204989012003, 0.6794494283946222, 0.7037506258217402, 0.7120427503876011, 0.7244090402025846, 0.7438931363645638, 0.7701115880265633, 0.8292109498167742, 0.8167008659341748, 0.8259995489733479, 0.8389889464146678, 0.7703033134500518, 0.7982233282455079, 0.7885651600372943, 0.7379736139143688, 0.801722317224166, 0.8279887002420375, 0.8128423917864768, 0.8178991498309754, 0.7736345426831575, 0.7770856003059435, 0.7165482978395721, 0.7683860592151702, 0.7662531138788653, 0.8094871968754346, 0.8287795676139258, 0.8642727366371625, 0.8660222311264916, 0.9258645289327189, 0.9204243200412436, 0.9185549971622347, 0.9576669835538095, 0.9339888937530278, 0.9275181607103039, 0.9248100391035341, 0.9647847899008057, 1.0308341982924605, 1.024579156351161, 1.0374247597248643, 1.010559234758593, 0.9521548776285264, 0.9399084162032234, 0.886680645507336, 0.9611420068545317, 0.9820880093706079, 0.9931601525770463, 0.9417298077263604, 0.9178360268241543, 0.9389018577299106, 0.9828309453866243, 0.9609263157531077, 1.0141301207710585, 1.048329143185751, 1.0324159330362375, 1.006029721628686, 1.030187124988188, 0.973676056415067, 0.9518912551712304, 0.9623642564292684, 0.8961470882920617, 0.9139056556426478, 0.9869770076695548, 0.9296750717245454, 0.9578107776214254, 0.9150560081835765, 0.9468105314487951, 0.951387975934574, 1.0303548847337405, 1.0280541796518832, 0.9854671699595862, 0.9653599661712701, 0.9493269276320765, 0.9441263755199618, 0.9185789628401706, 0.9238514119860939, 0.9692424059969047, 1.038335455486433, 1.0557345376679792, 1.0488084567444709, 1.065584431299681, 1.0915632261823205, 1.0841578317000917, 1.1145223456450217, 1.1123654346307803, 1.0918987456734244, 1.1367864604475788, 1.0954217003300184, 1.0899575257606073, 1.0063892067977265, 1.0218470690664552, 1.0731336198495256, 1.0559022974135313, 1.1214963579244022, 1.0989206893086767, 1.064458044436688, 1.0820728177196588, 1.147738775264337, 1.139997861291005, 1.1615669714334176, 1.2025243150260656, 1.2129973162841035, 1.2376340332023263, 1.2165202709406975, 1.1652816515134998, 1.1518848375472674, 1.1426580515419023, 1.0719113702747889, 1.1119100867499965, 1.183687292168358, 1.2381133467610463, 1.2333681425297154, 1.241013193791304, 1.247627720901644, 1.2191325298357234, 1.1997682620634238, 1.1814345184423733, 1.2280477620279209, 1.1738134328587206, 1.2105048857787581, 1.1739332612484006, 1.204968814175539, 1.1937049455456121, 1.2303963984656496, 1.2505036022539657, 1.2590353835991865, 1.1877135260616087, 1.1917637256327953, 1.1769769023462744, 1.203123456974466, 1.190181990889018, 1.1697153019316622, 1.1130604392909251, 1.0597368058832939, 1.1085309261610183, 1.0525710681804257, 1.101532948203702, 1.0833669643282036, 1.084685076614684, 1.0960208422784188, 1.1636280197359146, 1.1798527836985961, 1.1386557833265878, 1.141795287136206, 1.1038815846414314, 1.0818810922961708, 1.082743856701867, 1.0999032821040533, 1.1700028900668946, 1.192746318428172, 1.1997922277413597, 1.2145550853499445, 1.1831121158978943, 1.176353794719938, 1.1349411032465058, 1.133814716383513, 1.1722556637928796, 1.2204266764442682, 1.271377707736234, 1.2911493920334456, 1.3157381775957961, 1.3083088174356314, 1.3268582521581063, 1.3234071945353207, 1.3446407851866289, 1.3346231318093749, 1.321346146232823, 1.332394323761326, 1.3598350249980617, 1.3817875859874509, 1.3551137864446674, 1.281898640350144, 1.2871471238181311, 1.2432420018393535, 1.23358383363114, 1.2115833412858787, 1.247723583613388, 1.253858797165008, 1.1954544400349414, 1.165952690495708, 1.164346990073995, 1.150279137125555, 1.109896969803371, 1.1299802079137509, 1.09781826812362, 1.0918508143175523, 1.0526189995362976, 1.1017486393051263, 1.0927135787232491, 1.1634602599903627, 1.1708656544725908, 1.202955697228914, 1.1758265498053455, 1.1536582977145327, 1.184861610387223, 1.2414445759941524, 1.249305318357165, 1.2931385433021347, 1.2457344323446988, 1.2128055908606155, 1.1546888218657814, 1.1460372121308806, 1.1715846248106712, 1.1429216739991983, 1.23430280396922, 1.2180301086506666, 1.202931731550978, 1.2113436845065189, 1.2209299556809246, 1.2028838001951059, 1.1840947086932705, 1.1401895867144929, 1.1414118362892296, 1.1820096947128376, 1.1822733171701336, 1.1152892473389742, 1.1223111909742263, 1.0501745003868241, 1.0428649686163394, 1.057124546988268, 1.0544643567373706, 1.0213198241518628, 1.0556866063121073, 1.0559262630914672, 1.108147475314042, 1.1003586299848374, 1.1579960854209514, 1.1393987193426047, 1.1834476353889982, 1.1815064154761812, 1.128374507492038, 1.062492858845935, 1.0573881694455645, 0.9710877631979777, 0.9871926987709793, 1.0044240212069728, 1.0717915418851087, 1.0578435173263483, 1.1010776003229181, 1.0818571266182349, 1.0537693520772262, 1.089238555422527, 1.1988336006239195, 1.2479392747148124, 1.2268255124531835, 1.2115354099300069, 1.228766732366001, 1.247244270054668, 1.2654342196081025, 1.28168294924872, 1.2535712090297755, 1.2731751335814352, 1.2923476759302464, 1.3273375657168267, 1.3233352975015127, 1.3847832957294526, 1.3624472838930877, 1.3965504435960356, 1.3895045342828474, 1.38696417242163, 1.347900117385927, 1.3777134207383284, 1.3766109995532716, 1.3555451686475153, 1.310202105992577, 1.3313158682542052, 1.358445015677773, 1.4165857503505432, 1.392715935126273, 1.3587565694909416, 1.3460787258627902, 1.3562162076297235, 1.3776175580265844, 1.3732558046422298, 1.344377162729333, 1.368726291512323, 1.3817875859874509, 1.387227794878926, 1.3801339542098656, 1.4168973041637116, 1.4233680372064355, 1.4765958079023225, 1.4736000981603206, 1.4749661418026738, 1.488866235005562, 1.4912867684770992, 1.5027423625305139, 1.4691185163862863, 1.3353900335033277, 1.3418368008681152, 1.3450482017115413, 1.4361657092242668, 1.4748223477350573, 1.4291916969448866, 1.4140693541672618, 1.4558415308097346, 1.4929164345767483, 1.4689267909627983, 1.4707481824859354, 1.4459916371780324, 1.4359020867669705, 1.3404467915478264, 1.3608176177934386, 1.346582005099446, 1.3333289852008303, 1.2413007819265365, 1.3235030572470647, 1.3590201919482374, 1.358636741101261, 1.3966223406298437, 1.3951843999536824, 1.3948728461405147, 1.4367648511726672, 1.364819886008753, 1.377114278789928, 1.30591224964203, 1.3126705708199864, 1.341693006800499, 1.3072303619285113, 1.3086203712487998, 1.2075810730705643, 1.2221522052556613, 1.242570962857145, 1.225171880675599, 1.1770727650580184, 1.2122783459460231, 1.2563032963144813, 1.2869074670387712, 1.2930666462683267, 1.3587565694909416, 1.315881971663412, 1.2304203641435856, 1.2569743352966896, 1.3408302423948029, 1.3249649636011613, 1.297524262364425, 1.238880248454999, 1.3179430199659097, 1.4769073617154909, 1.4912867684770992, 1.4724976769752645, 1.5617458616089803, 1.5779706255716623, 1.6419829513387556, 1.642246573796052, 1.6336189297390866, 1.5949622912282961, 1.5968555797852413, 1.5474862832370524, 1.5730336959168432, 1.5907443319115577, 1.563806909911478, 1.5461681709505712, 1.5796482230271829, 1.61562070560914, 1.5871255145432197, 1.577850797181982, 1.4977575015198232, 1.4338650041424095, 1.232673137869571, 1.3402311004464025, 1.4365012287153707, 1.402613760113847, 1.419557494414609, 1.4083415571405542, 1.5223702527601095, 1.4829467125553664, 1.49236522398422, 1.4624320922421383, 1.5003457947369125, 1.4477171659894255, 1.3729682165069974, 1.3597151966083818, 1.4149800499288305, 1.3947050863949626, 1.3658743758379377, 1.2961582187220724, 1.3554972372916432, 1.387012103777502, 1.4622643324965858, 1.4950493799130533, 1.4513359833577637, 1.425956330423525, 1.3534361889891462, 1.3385055716350094, 1.2741337606988754, 1.334503303419695, 1.2924914699978622, 1.2841034827202573, 1.3905829897899682, 1.3861493393718052, 1.453756516829301, 1.5219388705572612, 1.49885992270488, 1.4753975240055217, 1.5077991205750128, 1.4845763786550155, 1.4732645786692167, 1.4470221613292813, 1.5031977104112983, 1.5058339349842598, 1.5254618252138554, 1.4912628027991632, 1.5428848730733375, 1.5187993667476434, 1.526420452331296, 1.461832950293738, 1.436189674902203, 1.4691904134200942, 1.4579265447901675, 1.4681598892688454, 1.4383705515943803, 1.4676326443542531, 1.502910122276066, 1.4475733719218096, 1.4725935396870085, 1.5258692417387678, 1.5180084993757545, 1.5306144459700985, 1.5594691222050594, 1.5664671001623751, 1.6003545687638994, 1.601576818338636, 1.5614343077958124, 1.5332027391871879, 1.565580370078743, 1.5289608141925135, 1.4908553862742508, 1.5152524464131134, 1.4624081265642024, 1.455697736742118, 1.3844477762383487, 1.4106662279003477, 1.4280892757598298, 1.4295272164359911, 1.4627436460553063, 1.487596054074953, 1.52687580021208, 1.535239821811749, 1.5114179379433508, 1.4811732523881012, 1.5089494731159414, 1.5562097900057612, 1.5391222616373834, 1.5281459811426887, 1.5670183107549036, 1.5565932408527376, 1.5751906069310846, 1.5719552404097228, 1.5907443319115577, 1.596352300548585, 1.5919186501304223, 1.6102044623956009, 1.6000190492727948, 1.5826439327691846, 1.6188081407746302, 1.6262135352568585, 1.593404522162455, 1.5578634217833462, 1.5824522073456968, 1.5632556993189495, 1.550697684080478, 1.533274636220996, 1.5402726141783123, 1.530590480292162, 1.494498169320525, 1.4434512753168152, 1.4803344536603409, 1.4598198333471124, 1.4543316930997654, 1.453540825727877, 1.4303180838078793, 1.4019906524875108, 1.4004568490996057, 1.4764759795126423, 1.4242787329680038, 1.4236076939857956, 1.4001932266423098, 1.4190302495000167, 1.4237275223754755, 1.358325187288093, 1.3416450754446272, 1.30567259286267, 1.2519175772521904, 1.1684930523569255, 1.2748766967148921, 1.2759551522220125, 1.216879756109738, 1.1980906646079033, 1.3098426208235365, 1.3294225796972603, 1.3266665267346185, 1.332298461049582, 1.2526605132682072, 1.2515580920831504, 1.2878421284782755, 1.3335686419801906, 1.407239135955498, 1.3876352114038384, 1.4046508427384081, 1.400744437234838, 1.4139255600996459, 1.413158658405693, 1.3590201919482374, 1.3371155623147208, 1.2552488064852965, 1.2199713285634837, 1.2959185619427125, 1.312359017006818, 1.2704430462967293, 1.259418834446163, 1.1992649828267674, 1.2106007484905021, 1.1507105193284028, 1.1972279002022064, 1.2144831883161367, 1.1836153951345503, 1.1975634196933107, 1.1329519519778168, 1.133622990960025, 1.1569655612697027, 1.2805565623857273, 1.220450642122204, 1.201493790874817, 1.2646193865582782, 1.2893280005103087, 1.267710959012024, 1.240893365401624, 1.1952147832555813, 1.126241562155733, 1.1516212150899716, 1.1105440431076432, 1.01262028306109, 1.036873549132336, 1.111430773191276, 1.133527128248281, 1.1664320040544285, 1.1791338133605158, 1.145725658317712, 1.057028684276524, 1.2111040277271585, 1.1770248337021463, 1.093168926604033, 1.0872014727979655, 1.0990405176983566, 1.1289257180845662, 1.161399211687865, 1.1410283854422532, 1.1609917951629534, 1.1677501163409092, 1.2120866205225351, 1.1990972230812154, 1.1999360218089763, 1.241875958197001, 1.251222572592046, 1.2349498772734926, 1.228814663721873, 1.2509110187788781, 1.2738222068857075, 1.2553207035191045, 1.2731990992593711, 1.2156814722129372, 1.227280860333968, 1.2223678963570852, 1.1951189205438375, 1.1750836137893292, 1.1324966040970323, 1.169763233287534, 1.142178737983182, 1.13527662273761, 1.1608959324512087, 1.1007900121876857, 1.0466515457302301, 0.9899247860556846, 0.984053194961361, 0.967373083117895, 1.0195942953404702, 0.9963236220646005, 0.9531854017797751, 0.9562769742335209, 0.939381171288631, 0.9567083564363692, 0.9864018313990904, 1.005790064849326, 1.01262028306109, 0.937559779765494, 0.809918579078283, 0.8518585154663076, 0.7776847422543439, 0.7941012316405134, 0.738908275353873, 0.7875106702081095, 0.7199514241064856, 0.6708697156935293, 0.6599413665547065, 0.7132649999623378, 0.7440848617880522, 0.8147356803434218, 0.7455228024642129, 0.7327251304463815, 0.7623946397311667, 0.7277402694356903, 0.633291532689859, 0.6255985500723985, 0.7410891520460504, 0.6859441271152821, 0.7078966881046707, 0.7816870104696585, 0.7757195566635909, 0.8179231155089115, 0.8087682265373543, 0.837838593873739, 0.9489195111071647, 0.9861621746197304, 0.9604709678723233, 0.9158468755554648, 0.8801619811087401, 0.9263678081693753, 0.9401960043384553, 0.9846044055538893, 0.9760007271748605, 1.0166944483102125, 1.0190670504258779, 0.973891747516491, 1.0171018648351242, 1.0096725046749602, 1.004136433071741, 0.9905718593599568, 0.9897090949542606, 0.9669177352371112, 0.9747065805663158, 0.9759527958189885, 1.0611507808815184, 1.0695387681591233, 1.0778548584029204, 1.1278712282553816, 1.119603069367457, 1.07088084612354, 1.080754705433178, 1.0441351495469486, 1.0202653343226786, 0.9726934636196902, 0.9912428983421652, 1.0028662521411325, 1.018300148731925, 1.0577476546146043, 1.0252981266892414, 1.0419063414988992, 1.0131475279756823, 0.9878158063973156, 0.9913147953759731, 0.9571637043171531, 0.9050862861621944, 0.8918811976194507, 0.8776695506033948, 0.8876153069468403, 0.9129230628472715, 0.9462353551783308, 0.9182194776711302, 0.9020426450643207, 0.8976329603240943, 0.8839964895785022, 0.9202565602956917, 0.9159906696230813, 0.9454684534843785, 0.9400282445929034, 0.9035764484522258, 0.8349147811655453, 0.854542671395141, 0.8131779112775807, 0.809966510434155, 0.8769745459432504, 0.8950446671070049, 0.8633380751976583, 0.8920729230429392, 0.8759440217920017, 0.8934629323632278, 0.8834692446639097, 0.8359692709947301, 0.789523787154735, 0.8346751243861854, 0.864488427738587, 0.8714145086620948, 0.868298970530413, 0.8843799404254786, 0.8956438090554053, 0.907195265820564, 0.8918572319415147, 0.8586168366442635, 0.8680113823951812, 0.8179950125427194, 0.8177553557633596, 0.833884257014297, 0.8365923786210664, 0.825664029482244, 0.8047899239999757, 0.8135134307686851, 0.7663250109126732, 0.7889486108842707, 0.7550371766048105, 0.7743295473433017, 0.7666125990479051, 0.8213502074537616, 0.8076418396743615, 0.7652225897276165, 0.7342828995122221, 0.6873820677914427, 0.698286451252329, 0.6967526478644244, 0.6938767665121026, 0.6331477386222432, 0.5837305107181818, 0.5999313090029273, 0.4710678587409796, 0.4566165549455632, 0.41673766686003577, 0.3411019872939752, 0.2961903068418848, 0.38642108427097804, 0.4075588122105423, 0.39502476265000686, 0.4227530520219753, 0.47626841085309485, 0.47054061382638723, 0.5011687502286132, 0.5513768455045628, 0.5450019751735828, 0.5492199344903218, 0.5277946184155251, 0.514158147669933, 0.5722509509868311, 0.6116505255136384, 0.5977983636666223, 0.5937960954513078, 0.6119141479709344, 0.5629043365917854, 0.5425814417020455, 0.5542527268568845, 0.5936043700278198, 0.5813339429245804, 0.5823405013978932, 0.6180253958446178, 0.6288578822716961, 0.5658041836220432, 0.5214437137624812, 0.5214197480845452, 0.5797042768249313, 0.587133636985096, 0.6246159572770217, 0.6630089733305162, 0.6556754758820961, 0.6622420716365639, 0.6664839966312384, 0.6617387923999075, 0.7114915397950727, 0.716572263517508, 0.7190407283449174, 0.7104370499658885, 0.7401784562844816, 0.7200472868182302, 0.706554610140254, 0.7384529274730885, 0.755420627451787, 0.7364398105264636, 0.686159818216706, 0.7141517300459707, 0.7123543042007695, 0.6894670817718762, 0.7251759418965369, 0.7864082490230527, 0.7786194036938482, 0.7575535727880919, 0.7135046567416983, 0.7059075368359816, 0.706650472851998, 0.6642551885831894, 0.6731464550974502, 0.700155774131338, 0.7206703944445665, 0.7365836045940796, 0.7135046567416983, 0.7253916329979614, 0.724816456727497, 0.7361282567132952, 0.7547256227916426, 0.7640482715087518, 0.7330606499374854, 0.7488300660193831, 0.7742336846315577, 0.791584835457232, 0.7733229888699895, 0.7633053354927355, 0.7499564528823758, 0.7533356134713535, 0.7270931961314179, 0.7098618736954242, 0.728507171129643, 0.6838830788127845, 0.7109882605584169, 0.6839070444907206, 0.6640874288376369, 0.6853449851668817, 0.6948593593074794, 0.6975674809142487, 0.6970402359996564, 0.6193435081310991, 0.6503311297023648, 0.6901860521099565, 0.6710135097611453, 0.6044847878107702, 0.5938919581630518, 0.5782903018267066, 0.5702857653960781, 0.6087506784833806, 0.6464247241987948, 0.6357839631952045, 0.662170174602756, 0.6573051419817452, 0.6278273581204479, 0.5778828853017942, 0.6129686378001191, 0.5721550882750872, 0.5934605759602034, 0.6404093390368554, 0.6402895106471753, 0.641511760221912, 0.6339386059941314, 0.6939726292238466, 0.7468409147506935, 0.7283873427399631, 0.7682422651475542, 0.7557082155870188, 0.7719329795497003, 0.781399422334426, 0.7749766206475741, 0.7474400566990939, 0.7449236605158125, 0.7763666299678633, 0.774904723613766, 0.7862644549554368, 0.7420717448414267, 0.7462417728022932, 0.7345225562915826, 0.6941883203252706, 0.7100535991189121, 0.7246486969819445, 0.7313830524819649, 0.7293459698574033, 0.7059075368359816, 0.6786825267006699, 0.6809353004266548, 0.672283690691754, 0.6784189042433734, 0.6604686114692988, 0.6908331254142289, 0.6266530399015832, 0.6441959161507453, 0.6239209526168774, 0.6858003330476656, 0.6802882271223825, 0.6764537186526204, 0.6781313161081415, 0.6365748305670927, 0.6201104098250513, 0.6013692496790884, 0.5973909471417099, 0.5610589793907124, 0.5350082874742653, 0.5624969200668736, 0.5853601768178309, 0.580806698009988, 0.5541328984672046, 0.5043801510720394, 0.4967590654883868, 0.5910879738445379, 0.5531263399938918, 0.5099401883531945, 0.556841020073974, 0.611291040344598, 0.5964083543463332, 0.6135677797485194, 0.633603086503027, 0.5983495742591507, 0.5695907607359338, 0.5843056869886462, 0.6108117267858776, 0.579033237842723, 0.5568170543960379, 0.5403047022981246, 0.5331149989173203, 0.5390584870454519, 0.4756453032267585, 0.47566926890469446, 0.49774165828376354, 0.4480128765665343, 0.44413043674089975, 0.45182341935836035, 0.41074624737603227, 0.42670738888141757, 0.4010641134898824, 0.39557597324253524, 0.4648367824776162, 0.4671614532374096, 0.42606031557714524, 0.3932273368048058, 0.35212619914454174, 0.3607059118456349, 0.3209708178277234, 0.3147157758864237, 0.3557210508349438, 0.35375586524419084, 0.30302052505364885, 0.253747091217204, 0.2678868411994523, 0.3518625766872455, 0.32298393477434867, 0.26510682255887474, 0.1875538887579331, 0.20409020653378276, 0.1897587311280463, 0.18146660656218536, 0.14101254220619358, 0.15297141549626464, 0.09430343590890211, 0.013299444485174622, -0.05358876263424061, -0.10667273926251175, 0.0028983402609444337, -0.008461391080726265, 0.025474008876669875, 0.13600371551756685, 0.14515860448912407, 0.1663442637845606, 0.10173279606906653, 0.05279488172372587, -0.018239387678619837, 0.0416029101276074, 0.08282387617755145, 0.15158140617597599, 0.15920249175962836, 0.14760310363859747, 0.10065434056194607, 0.18551680613337185, 0.2109923217793548, 0.20744540144482468, 0.26005006451437573, 0.22819967853741283, 0.25679073231507776, 0.28876094668172064, 0.2364199060694658, 0.25341157172609985, 0.22194463659611338, 0.18132281249456939, 0.18115505274901716, 0.17700899046608698, 0.08581958591955322, 0.12267879858514287, 0.0885277075263228, 0.12392501383781555, 0.14558998669197248, 0.1614552654856138, 0.16114371167244562, 0.1071250736046697, 0.11407512020611374, 0.11716669265985974, 0.07503503084834688, 0.06530496560632529, 0.0026586834815845108, 0.007619578814339273, -0.02039629869286105, -0.05493084059865754, -0.00611275464299684, 0.030530766921168878, -0.03556657282635806, -0.06454107745099917, 0.013658929654214778, -0.03427242621781339, -0.05574567364848182, -0.0997706240169397, -0.13643811125904143, -0.10463565663795077, -0.15685686886052538, -0.09176608758631119, -0.016513858867226755, -0.0018468639703861263, 0.0936084312487578, 0.042681365634727866, 0.08864753591600304, 0.1010857227647942, 0.1378251070407039, 0.11491391893387429, 0.12924539433961074, 0.09655620963488758, 0.13286421170794885, 0.11508167867942651, 0.09571741090712703, 0.11623203122035522, 0.10436902064202815, 0.14079685110476967, 0.15850748709948403, 0.17537932436643786, 0.19543859679888165, 0.1448470506759559, 0.12589019942856883, 0.08143386685726281, 0.09763466514200832, 0.09662810666869555, 0.14872949050159018, 0.16205440743401417, 0.13935891042860876, 0.13068333501577165, 0.1724075803023721, 0.21940427473489574, 0.21171129211743514, 0.2172952950765265, 0.17039446335574684, 0.23165073616019896, 0.2255155226085792, 0.22124963193596878, 0.18822492774014143, 0.1806038421564891, 0.15419366507100132, 0.16780617013865748, 0.11932360367410096, 0.1491608727044386, 0.1503831222791753, 0.14230668881473854, 0.11328425283422544, 0.1634204510763668, 0.14566188372578046, 0.11721462401573172, 0.10075020327369004, 0.12831073290010622, 0.13221713840367652, 0.12044999053709368, 0.11371563503707358, 0.07954057830031752, 0.08910288379678716, 0.09013340794803591, 0.16013715319913288, 0.1590826633699484, 0.20802057771528906, 0.1934494455301924, 0.16229406421337408, 0.20459348577043915, 0.20456952009250318, 0.20143001628288518, 0.21437148236833273, 0.18216161122232993, 0.17348603580949284, 0.14276203669552265, 0.10882663673812679, 0.08663441896937778, 0.10815559775591846, 0.0459886291898978, 0.012628405502966292, 0.03913444530019774, 0.05308246985895806, 0.0057502559353302405, 0.03232819276636994, 0.04340033597280845, 0.014353934314359372, 0.0033057567858568475, -0.009731572011334944, -0.030006535545202676, -0.014956089801385896, -0.031180853764067387, -0.05639274695275443, -0.059532250762372146, -0.017544383018475513, 0.02147174066135535, 0.006996471188002929, -0.012247968194616314, 0.014282037280551123, -0.023080454621694637, -0.008725013538022179, -0.03513519062350993, -0.01181658599176818, -0.0025418686305307197, -0.017736108441963726, -0.04846010755593363, -0.029623084698226526, -0.04819648509863744, -0.031923789780083964, -0.08323430624109004, -0.09941113884789955, -0.09111901428203859, -0.024710120721343747, -0.021426822844109808, 0.04931985842300372, 0.058091296547585075, 0.07623331474514758, 0.08018765160458985, 0.1284065956118502, 0.05277091604578989, 0.07795884355654066, 0.06647928382519, 0.06305219188033984, 0.05102142155646081, 0.014306002958487116, 0.03899065123258179, 0.09272170116512526, 0.08205697448359917, 0.08780873718824249, 0.09039703040533183, 0.08646665922382556, 0.05698887536252834, 0.07038568932876028, 0.06252494696574747, 0.10309883971141946, 0.11647168799971515, 0.09034909904945984, 0.12311018078799127, 0.11934756935203694, 0.16574512183616025, 0.18407886545721097, 0.1658889159037762, 0.1356442303485264, 0.1740612120799572, 0.1812509154607614, 0.17904607309064796, 0.17756020105861506, 0.21058490525444268, 0.2021250209430295, 0.2209141124448646, 0.20948248406938594, 0.18707457519921272, 0.2185654760071352, 0.24660531919227177, 0.2398709636922517, 0.23263332895557548, 0.2503439649502898, 0.2446640992794545, 0.18827285909601343, 0.18578042859066804, 0.1946237637490571, 0.2148747616049891, 0.21811012812635105, 0.2618714560375128, 0.26604148399837924, 0.2574617712972861, 0.29089389201802585, 0.29906618819420655, 0.3099945373330289, 0.3451761525430977, 0.3545227669381431, 0.34881893558937177, 0.320467538591067, 0.3418209576320558, 0.37211357454317756, 0.37458203937058693, 0.35085601821393303, 0.4038920634863322, 0.4060969058564454, 0.40233429442049135, 0.3654511160769657, 0.3678237181926311, 0.3341519406925312, 0.33848972839894986, 0.3190056322369704, 0.3441695940697852, 0.32116254325121163, 0.31704044664621717, 0.3357816067921803, 0.36317437667304425, 0.34388200593455304, 0.3887457550307712, 0.39694201688488817, 0.38344934020691224, 0.35107170931535725, 0.3736953092869544, 0.38740367706635453, 0.37915948385636555, 0.3637735186214446, 0.33436763179395534, 0.36214385252179576, 0.3273456881587031, 0.3496577343171323, 0.35085601821393303, 0.3340560779807872, 0.3749894558954991, 0.36981286946132014, 0.3524617186356459, 0.34817186228509944, 0.35493018346305527, 0.33058105468006505, 0.336979890688981, 0.2953754737920605, 0.29925791361769477, 0.3161297508846486, 0.32444584112844554, 0.3316355445092498, 0.3550260461747995, 0.3398797377192385, 0.35540949702177566, 0.3557929478687518, 0.37752981775671673, 0.3837848596980164, 0.3788718957211334, 0.3859897020681296, 0.36152074489545916, 0.3630785139613003, 0.37031614869797647, 0.37045994276559246, 0.3849591779168811, 0.39734943340980033, 0.43085345116434803, 0.441110761320962, 0.4451849265700845, 0.42941551048818716, 0.4539803303726019, 0.43368140116079756, 0.4043234456891803, 0.4175045685539881, 0.4228009833778473, 0.4136460944062898, 0.4484202930914462, 0.44039179098288167, 0.4730090786537966, 0.46514833629078406, 0.4328426024330373, 0.4477252884313019, 0.40063273128703425, 0.3859897020681296, 0.3706037368332087, 0.3939223414649504, 0.3684947571748394, 0.4218183905824708, 0.42665945752554557, 0.44969047402205486, 0.4604750290932612, 0.47221821128190833, 0.45910898545090856, 0.4709719960292356, 0.4693662956075225, 0.4868372748228767, 0.4967350998104508, 0.4902164354118549, 0.49814907480867543, 0.47238597102746027, 0.48523157440116416, 0.4884669409225258, 0.4509127235967916, 0.45908501977297256, 0.44743770029606994, 0.45275808079786517, 0.4902883324456629, 0.4934518019332166, 0.4906478176147033, 0.4996828781965806, 0.5195983565614082, 0.505770160392328, 0.5023191027695418, 0.5172736858016147, 0.505674297680584, 0.49105523413961516, 0.4897610875310705, 0.5184959353763514, 0.5181364502073115, 0.49882011379088376, 0.4827151782178828, 0.4599957155345414, 0.479863262543497, 0.45879743163774067, 0.4627038371413107, 0.5029661760738142, 0.5073039637802332, 0.5182323129190555, 0.5176331709706551, 0.5462002590703835, 0.5378122717927786, 0.5332827586628722, 0.5452416319529433, 0.5255418446895397, 0.5442350734796305, 0.5223783752019859, 0.5196702535952161, 0.5488125179654094, 0.5558344616006617, 0.5412153980596928, 0.5582070637163271, 0.5614424302376888, 0.5918788412164268, 0.5906565916416902, 0.6008899361203681, 0.6082713649246603, 0.6035261606933294, 0.6079598111114923, 0.6405291674265353, 0.6409126182735118, 0.6463767928429228, 0.6381325996329339, 0.6710614411170173, 0.6745364644177394, 0.6809113347487188, 0.6943081487149511, 0.6701986767113204, 0.6830682457629603, 0.6686648733234158, 0.6909529538039089, 0.6946197025281189, 0.7132649999623378, 0.7107246381011204, 0.7319342630744927, 0.7231148935940399, 0.7173870965673323, 0.7505076634749036, 0.7233785160513359, 0.686063955504962, 0.6995566321829377, 0.692414860158006, 0.7023126851455795, 0.7041580423466526, 0.6813666826295032, 0.686327577962258, 0.72028694359759, 0.7132170686064658, 0.726949402063802, 0.7562354605016112, 0.742694852467763, 0.7275964753680743, 0.7543901033005381, 0.7419998478076187, 0.7305921851100761, 0.7235223101189517, 0.7160450186029157, 0.7114915397950727, 0.7224678202897675, 0.7254395643538334, 0.7255114613876413, 0.7519456041510648, 0.7354811834090228, 0.7401305249286096, 0.7493333452560395, 0.7540785494873697, 0.7309277046011805, 0.7150624258075389, 0.6750637093323317, 0.6340584343838114, 0.6671071042575747, 0.6285702941364643, 0.6434529801347291, 0.6747281898412273, 0.6713010978963772, 0.6412481377646156, 0.6067854928926276, 0.6033104695919055, 0.5970314619726695, 0.6398341627663909, 0.6371260411596211, 0.6716605830654176, 0.6825170351704319, 0.6806237466134869, 0.6949072906633513, 0.7180102041936687, 0.7390041380656169, 0.7332284096830379, 0.7149425974178589, 0.7120427503876011, 0.7261345690139777, 0.6883646605868194, 0.6853210194889457, 0.6869267199106583, 0.7007549160797384, 0.7036547631099962, 0.6613074101970596, 0.6755430228910516, 0.7135046567416983, 0.7151103571634109, 0.7029597584498518, 0.7091429033573433, 0.6715167889978017, 0.6510980313963177, 0.635304649636484, 0.6597256754532825, 0.6646626051081013, 0.6694078093394321, 0.6513376881756776, 0.6146941666115122, 0.5869419115616075, 0.6069053212823076, 0.611291040344598, 0.609277923397973, 0.607504463230708, 0.5797042768249313, 0.597414912819646, 0.5906805573196261, 0.5919028068943628, 0.6023758081524007, 0.6068094585705637, 0.6490849144496922, 0.6536144275795991, 0.6688086673910318, 0.6673707267148712, 0.6686169419675438, 0.6776999339052932, 0.6576885928287216, 0.6717324800992256, 0.714678974960563, 0.7188969342773015, 0.6928941737167258, 0.7052125321758373, 0.6784189042433734, 0.694523839816375, 0.698238519896457, 0.6946197025281189, 0.7017375088751152, 0.6904257088893164, 0.7002756025210185, 0.7234024817292718, 0.7152301855530914, 0.7003235338768905, 0.6977352406598006, 0.704565458871565, 0.7156855334338752, 0.6871663766900188, 0.6786345953447979, 0.6566580686774728, 0.6617387923999075, 0.6396424373429025, 0.6485097381792279, 0.6522004525813739, 0.6540937411383194, 0.6452983373358021, 0.6338427432823874, 0.6211409339763001, 0.6199666157574354, 0.6385879475137183, 0.6031427098463535, 0.6102365505154133, 0.5847370691914946, 0.5796323797911233, 0.6054194492502745, 0.6068334242484996, 0.6188402288944427, 0.6219318013481884, 0.6336749835368349, 0.6170667687271776, 0.6145264068659603, 0.5715559463266868, 0.5314613671397352, 0.5344570768817369, 0.5675776437893083, 0.5597887984601037, 0.5296879069724701, 0.5334505184084242, 0.5682966141273886, 0.5739764797982242, 0.6062342823000992, 0.5967918051933095, 0.6138553678837514, 0.607456531874836, 0.6086787814495727, 0.629696680999457, 0.6300082348126249, 0.6364310364994767, 0.6157726221186329, 0.6279711521880639, 0.6319734204033784, 0.6616908610440355, 0.6504749237699814, 0.6688565987469037, 0.6568018627450888, 0.661858620789588, 0.6751356063661398, 0.6796890851739821, 0.6857044703359216, 0.6666277906988544, 0.674129047892827, 0.686231715250514, 0.6710135097611453, 0.688029141095715, 0.6503071640244289, 0.6378450114977015, 0.6420390051365039, 0.6262456233766708, 0.641919176746824, 0.6532789080884946, 0.6527516631739022, 0.6933015902416383, 0.7020969940441556, 0.7004433622665704, 0.718585380464133, 0.6912645076170773, 0.6708697156935293, 0.6762619932291325, 0.6701507453554485, 0.6505228551258533, 0.6256944127841424, 0.6374615606507256, 0.6514095852094856, 0.6255506187165265, 0.6265811428677752, 0.6333634297236671, 0.607600325942452, 0.6053715178944025, 0.6443876415742333, 0.6786825267006699, 0.6835715249996167, 0.6901860521099565, 0.6909289881259728, 0.6910008851597809, 0.7213414334267748, 0.7656060405745929, 0.7763905956457993, 0.7733229888699895, 0.7713817689571719, 0.7685777846386587, 0.7939095062170254, 0.8195288159306247, 0.8186660515249278, 0.7985828134145483, 0.8141844697508934, 0.8180429438985914, 0.7863842833451168, 0.8029206011209667, 0.8022016307828864, 0.813753087548045, 0.8158860328843505, 0.8061080362864564, 0.7947243392668497, 0.8367841040445543, 0.834291673539209, 0.8363047904858345, 0.834099948115721, 0.8025131845960543, 0.8162694837313264, 0.8316794146441836, 0.8287076705801179, 0.8543030146157811, 0.8655668832457077, 0.8711748518827348, 0.8651594667207954, 0.8436143222563186, 0.8446448464075674, 0.8705277785784625, 0.8804016378881001, 0.8817437158525172, 0.8692575976478538, 0.8899160120286977, 0.8897003209272738, 0.8899399777066337, 0.8860335722030637, 0.8624513451140254, 0.8288274989697978, 0.8184982917793758, 0.8284440481228219, 0.8243698828736994, 0.834099948115721, 0.8167008659341748, 0.8279887002420375, 0.8034238803576231, 0.8203676146583849, 0.8478322815730571, 0.8206312371156813, 0.7985348820586763, 0.7804647608949212, 0.7705909015852836, 0.7817589075034664, 0.7953234812152501, 0.7964738337561788, 0.7888287824945902, 0.8125787693291803, 0.832086831169096, 0.8411458574289092, 0.8332371837100248, 0.8647280845179469, 0.8615885807083292, 0.8629785900286179, 0.8382699760765875, 0.8503007464004665, 0.870168293409422, 0.8721814103560476, 0.8817197501745807, 0.8822469950891731, 0.8592639099485357, 0.8612770268951607, 0.8195048502526886, 0.8354180604022017, 0.8579457976620551, 0.8847154599165825, 0.8660941281602996, 0.8824147548347255, 0.8816238874628367, 0.8825585489023415, 0.9104785636977977, 0.9181236149593862, 0.9040317963330102, 0.8742664243364806, 0.8796347361941478, 0.8576582095268227, 0.8738350421336322, 0.8520742065677316, 0.8288754303256698, 0.8340040854039771, 0.8326620074395603, 0.8185941544911198, 0.7896675812223509, 0.791632766813104, 0.7889725765622067, 0.7958267604519065, 0.7744493757329817, 0.8129142888202847, 0.8109491032295312, 0.7925674282526087, 0.8002364451921329, 0.8128663574644127, 0.8192891591512641, 0.8362328934520264, 0.8124110095836283, 0.8124349752615644, 0.8281324943096535, 0.7946524422330418, 0.7665167363361611, 0.7199514241064856, 0.7280038918929866, 0.7443005528894762, 0.7076809970032467, 0.7614839439695984, 0.7427188181456991, 0.7666365647258412, 0.7418081223841307, 0.7529281969464415, 0.7213893647826468, 0.7540545838094337, 0.7667803587934576, 0.7644077566777923, 0.7991100583291406, 0.7918724235924645, 0.7888048168166542, 0.8067551095907287, 0.7765104240354792, 0.7882296405461898, 0.7600699689713732, 0.7473441939873499, 0.7752402431048705, 0.7946764079109777, 0.8228600451637302, 0.83608909938441, 0.8317752773559276, 0.8427515578506218, 0.8432548370872782, 0.8335247718452566, 0.8517626527545631, 0.854542671395141, 0.8370956578577228, 0.8629066929948099, 0.8677477599378847, 0.8479281442848011, 0.8514990302972671, 0.8508998883488669, 0.8446927777634394, 0.8596952921513842, 0.8529369709734278, 0.8594316696940877, 0.8668370641763165, 0.8732359001852318, 0.8837328671212062, 0.8981122738828147, 0.8960512255803171, 0.8900837717742497, 0.8907308450785225, 0.8592159785926639, 0.8372634176032747, 0.8351544379449057, 0.8612290955392888, 0.8571069989342943, 0.8366882413328104, 0.844141567170911, 0.8694253573934058, 0.8453398510677117, 0.8523617947029635, 0.8858897781354472, 0.9040557620109463, 0.9106942547992221, 0.9132825480163115, 0.920975530633772, 0.9243786569006862, 0.9081059615821327, 0.9278057488455358, 0.9418256704381044, 0.9222696772423167, 0.9381828873918303, 0.9270388471515836, 0.9321435365519548, 0.9456362132299304, 0.9622444280395883, 0.939381171288631, 0.9421851556071443, 0.9632030551570286, 0.9654078975271421, 0.943407405181881, 0.9207838052102841, 0.9128990971693356, 0.9326707814665471, 0.927278503930944, 0.9480807123794038, 0.9302981793508818, 0.9386382352726141, 0.9038161052315857, 0.9059730162458273, 0.9030492035376335, 0.9047028353152186, 0.9095439022582934, 0.8995741802369113, 0.880449569243972, 0.8871599590660564, 0.8696889798507017, 0.88689633660876, 0.8776216192475228, 0.9061887073472512, 0.909208382767189, 0.9006526357440321, 0.937487882731686, 0.9446056890786817, 0.9333657861266915, 0.9568761161819211, 0.9546712738118077, 0.9322393992636988, 0.9225572653775492, 0.9239233090199018, 0.9483203691587643, 0.9318080170608504, 0.9086092408187886, 0.8819114755980692, 0.892504305245787, 0.8941100056675002, 0.894924838717325, 0.894996735751133, 0.8979445141372627, 0.9238034806302219, 0.9265116022369911, 0.9214548441924925, 0.8921448200767472, 0.8488148743684338, 0.8370716921797867, 0.8476405561495691, 0.8271019701584047, 0.8212064133861452, 0.8039750909501514, 0.8019619740035259, 0.8252805786352677, 0.8337404629466806, 0.8050775121352082, 0.8473050366584647, 0.8042626790853834, 0.8085525354359298, 0.8559806120713022, 0.8491743595374738, 0.8368080697224909, 0.8068989036583453, 0.8536559413115087, 0.8742664243364806, 0.8640810112136746, 0.8928398247368915, 0.9052540459077469, 0.9057333594664674, 0.9121321954753827, 0.9020186793863847, 0.906955609041204, 0.9316642229932344, 0.9406753178971757, 0.9383746128153182, 0.9269909157957116, 0.9322633649416348, 0.9600395856694749, 0.9731488115004747, 0.9889182275823718, 1.004208330105549, 1.014705297041523, 1.0210322360166308, 0.9951732695236717, 0.9952212008795437, 0.9760486585307324, 1.012452523315538, 1.0134351161109143, 1.0062693784080459, 1.0101278525557444, 0.9949575784222473, 0.9912908296980372, 0.99975071400945, 1.002291075870668, 1.0190670504258779, 1.0317928254099011, 1.0274790033814187, 1.0188034279685814, 1.0010688262959313, 1.0003498559578505, 1.007946975863567, 1.0207206822034625, 1.0220148288120077, 0.9929684271535583, 0.9968748326571288, 0.9878877034311235, 0.9731967428563466, 1.0223503483031116, 1.0335183542212942, 1.0335662855771663, 1.0622532020665751, 1.0735170706965018, 1.0724146495114453, 1.0831752389047156, 1.0637151084206717, 1.067429788500754, 1.0562138512266996, 1.0442310122586926, 1.0612706092711983, 1.0048314377318854, 1.0104154406909764, 1.0177010067835246, 1.0124764889934739, 1.0344050843049266, 1.0581071397836448, 1.0616540601181748, 1.0493836330149353, 1.055087464363707, 1.0272393466020584, 1.0109187199276328, 1.0132913220432982, 0.9887504678368199, 1.0148011597532673, 1.0103195779792324, 1.0180125605966932, 1.0081147356091191, 1.0384792495540491, 1.0491919075914473, 1.0716717134954288, 1.0665430584171216, 1.0564774736839957, 1.0795564215363773, 1.0678611707036023, 1.0717915418851087, 1.083031444837099, 1.0507736423352245, 1.0761293295915273, 1.0710965372249646, 1.0665190927391857, 1.045021879630581, 1.0393180482818098, 1.0455251588672374, 1.0305705758351644, 1.0529784847053374, 1.0590897325790214, 1.0910839126236, 1.1043608982001518, 1.109896969803371, 1.1144983799670858, 1.1092978278549706, 1.0904847706751997, 1.1092019651432266, 1.10112553167879, 1.1041931384545998, 1.1009817376111737, 1.080898499500794, 1.1040493443869839, 1.097722405411876, 1.0847330079705562, 1.0918747799954884, 1.111334910479532, 1.1248275871575077, 1.1187882363176322, 1.0863387083922693, 1.0889749329652305, 1.0649373579954085, 1.0686520380754905, 1.071048605869092, 1.0619656139313427, 1.1154570070845267, 1.1209211816539377, 1.1245879303781479, 1.1241565481752993, 1.1165594282695828, 1.101293291424342, 1.1100886952268594, 1.1204179024172813, 1.1225508477535864, 1.109561450312267, 1.1287819240169503, 1.1159363206432464, 1.1264812189350928, 1.1588588498266479, 1.1562226252536865, 1.1573729777946151, 1.1518848375472674, 1.111310944801596, 1.0761293295915273, 1.0839421405986678, 1.0781424465381522, 1.0259931313493855, 1.0055983394258377, 1.018108423308437, 1.006221447052174, 0.9930642898653023, 0.997833459774569, 1.0321283449010057, 1.0495753584384238, 1.0008771008724429, 1.0254419207568573, 1.0628763096929115, 1.068891694854851, 1.0139383953475707, 1.0104873377247845, 0.992033765714054, 0.9962996563866645, 0.9828069797086882, 0.9447015517904263, 0.9142411751337522, 0.929459380623121, 0.99205773139199, 0.9809855881855513, 0.9536647153384955, 0.953616783982623, 0.9825673229293284, 0.9667499754915587, 0.9641137509185974, 0.9786369517478218, 0.9514119416125101, 0.9677086026089995, 1.032104379223069, 1.0257055432141537, 1.0496472554722318, 1.027407106347611, 1.0350042262533268, 1.014393743228355, 1.0188513593244535, 1.0312655804953088, 0.997905356808377, 0.9588173360947382, 0.9442222382317058, 0.9401241073046473, 0.9458039729754824, 1.0008052038386348, 0.9752098598029721, 0.9540242005075353, 1.0034414284115967, 1.0225420737266, 1.0213917211856713, 1.008929568658944, 1.0457168842907252, 1.0411873711608188, 1.0274310720255468, 1.0457168842907252, 1.0498389808957198, 1.0476581042035422, 1.0390544258245134, 1.0287731499899635, 1.0155201300913477, 1.0295640173618517, 1.0174134186482928, 1.0209363733048868, 1.062564755879743, 1.0861709486467173, 1.0910839126236, 1.1026353693887587, 1.091179775335344, 1.0942953134670257, 1.0803233232303298, 1.087680786356686, 1.0853561155968925, 1.101389154136086, 1.1073805736200895, 1.1073566079421535, 1.1062781524350327, 1.123509474871027, 1.1288777867286943, 1.0977463710898119, 1.0827917880577391, 1.0945349702463862, 1.0960208422784188, 1.1285422672375898, 1.1404292434938528, 1.1361393871433065, 1.1447430655223352, 1.1478825693319537, 1.1410044197643172, 1.1574688405063591, 1.140333380782109, 1.1325445354529042, 1.1603207561807445, 1.1842145370829507, 1.1848136790313508, 1.190948892582971, 1.1830402188640858, 1.1721837667590715, 1.1788701909032193, 1.2174788980581384, 1.2246686014389425, 1.2159450946702333, 1.218533387887323, 1.225147914997663, 1.216831824753866, 1.2476996179354518, 1.2543860420795998, 1.2626062696116527, 1.2506234306436457, 1.2552008751294246, 1.2575974429230259, 1.2615278141045319, 1.281706914926656, 1.2825696793323529, 1.2941690674533834, 1.3106095225174887, 1.2824738166206082, 1.2838877916188334, 1.2839117572967695, 1.259634525547587, 1.2585081386845942, 1.251222572592046, 1.288321442036996, 1.295654939485416, 1.3025570547309884, 1.2848464187362738, 1.2910055979658297, 1.2994415165993067, 1.320531313182999, 1.3285598152915634, 1.336204866553152, 1.3396559241759383, 1.337978326720417, 1.3435143983236362, 1.3513751406866488, 1.3390567822275379, 1.2934021657594312, 1.3049536225245897, 1.3355338275709436, 1.3382898805335854, 1.3288953347826677, 1.358636741101261, 1.372153383457173, 1.3676957673610748, 1.3542510220389705, 1.360362269912654, 1.3680312868521787, 1.3644843665176485, 1.368438703377091, 1.3978685558825164, 1.4017030643522783, 1.390654886823776, 1.3980123499501322, 1.3931712830070575, 1.380637233446522, 1.3625671122827676, 1.3772820385354805, 1.401103922403878, 1.3960471643593793, 1.380637233446522, 1.3765630681973995, 1.380733096158266, 1.3600507160994861, 1.3675519732934582, 1.3658024788041292, 1.372369074558597, 1.3938662876672019, 1.4104265711209878, 1.4132305554395015, 1.4101629486636913, 1.3999775355408852, 1.4098753605284593, 1.3917812736867687, 1.4038599753665197, 1.4329543083808411, 1.3940580130906903, 1.3899359164856957, 1.3861972707276773, 1.405849126635209, 1.4284247952509344, 1.4468783672616652, 1.4527499583559889, 1.4493947634449467, 1.451815296916484, 1.4566563638595589, 1.4525582329325004, 1.4279934130480858, 1.416753510096095, 1.4428521333684148, 1.469310241809774, 1.4729290591781123, 1.4698854180802385, 1.4798072087457486, 1.4748942447688658, 1.471898535026864, 1.4594603481780726, 1.4550985947937176, 1.334479337741759, 1.3531246351759778, 1.344377162729333, 1.3060320780317105, 1.2747568683252117, 1.325779796650986, 1.317535603440997, 1.3413095559535233, 1.3436102610353802, 1.3525973902613855, 1.2839357229747055, 1.3060320780317105, 1.3182785394570136, 1.3055048331171182, 1.3417169724784352, 1.362998494485616, 1.4207557783114098, 1.419557494414609, 1.4233201058505631, 1.4266513350836691, 1.4053458473985525, 1.3780729059073686, 1.390774715213456, 1.3867724469981415, 1.395615782156531, 1.4272984083879416, 1.4311329168577036, 1.441653849471614, 1.443690932096175, 1.4527499583559889, 1.4299346329609028, 1.4513359833577637, 1.4634386507154507, 1.5008730396515049, 1.5080867087102452, 1.5105312078597186, 1.506289282865044, 1.538930536213895, 1.5307342743597785, 1.5294880591071058, 1.565460541689063, 1.562656557370549, 1.5622251751677008, 1.5341853319825642, 1.5436038434114179, 1.5666588255858636, 1.5821646192104648, 1.5899055331837968, 1.5991562848670986, 1.5949383255503602, 1.6065856450272629, 1.5559940989043373, 1.5904567437763253, 1.583986010733602, 1.579288737858143, 1.6103242907852815, 1.6069930615521753, 1.6309587394881893, 1.6365906738031524, 1.634242037365423, 1.6298323526251965, 1.5944350463137038, 1.6141348335771075, 1.6198386649258785, 1.6488850665843278, 1.649819728023832, 1.6635280958032321, 1.6703343483370605, 1.6506105953957209, 1.6180891704365499, 1.5541966730591363, 1.5948184971606802, 1.5982935204614017, 1.5596608476285474, 1.6139910395094914, 1.6314859844027816, 1.6553078682711797, 1.650850252175081, 1.6572011568281249, 1.6072087526535992, 1.6296166615237726, 1.5825720357353767, 1.571020578970218, 1.5593972251712516, 1.5916310619951899, 1.5901212242852214, 1.5844653242923217, 1.6230021344134327, 1.636039463210624, 1.6373096441412331, 1.6493883458209841, 1.6527675064099618, 1.6006900882550033, 1.6213964339917197, 1.6907531059385446, 1.7022566313478311, 1.6951148593228988, 1.6947553741538586, 1.6870863572143344, 1.7036466406681199, 1.658159783945565, 1.6760621453637676, 1.6028949306251168, 1.6197907335700066, 1.534880336642709, 1.4780577142564195, 1.5139103684486968, 1.4692383447759663, 1.494498169320525, 1.5098122375216383, 1.4160105740800788, 1.4989557854166238, 1.5206207582707805, 1.5704214370218177, 1.4640138269859149, 1.4653319392723962, 1.4636064104610031, 1.4003849520657976, 1.352837047040746, 1.3637893618575043, 1.4468783672616652, 1.4459437058221605, 1.4497063172581146, 1.4903281413596585, 1.4865655299237044, 1.5269956286017599, 1.4968468057582545, 1.4143329766245578, 1.4895852053436422, 1.4749182104468017, 1.5141020938721845, 1.5510811349274545, 1.5100279286230622, 1.5250304430110069, 1.4651162481709716, 1.4606825977528093, 1.5081106743881811, 1.508278434133733, 1.5379719090964548, 1.538690879434535, 1.5204769642031646, 1.623840933141193, 1.646009185232006, 1.6213724683137836, 1.6381484428689934, 1.6189279691643101, 1.6176817539116375, 1.6373575754971053, 1.6516411195469698, 1.640545010662595, 1.6891713711947673, 1.6881887783993912, 1.671316941132437, 1.6791057864616414, 1.714455161417262, 1.7024483567713191, 1.7325732139368892, 1.7261504122500373, 1.70683407583361, 1.7245447118283241, 1.693173639410082, 1.6687765792712195, 1.6752712779918792, 1.6724912593513015, 1.5779466598937264, 1.591607096317254, 1.6233855852604087, 1.6144943187461478, 1.6109473984116178, 1.660987733942015, 1.674648170365543, 1.650778355141273, 1.694779339831795, 1.5966638543617533, 1.599563701392011, 1.5816373742958725, 1.6250152513600578, 1.5180084993757545, 1.5159714167511937, 1.4654757333400121, 1.4306775689769198, 1.5310218624950105, 1.5059297976960035, 1.4593644854663286, 1.4775544350197631, 1.4165138533167352, 1.4319237842295924, 1.3769704847223119, 1.4343203520231937, 1.3540832622934187, 1.4044351516369842, 1.5021911519379856, 1.5038687493935066, 1.5312375535964349, 1.5103394824362306, 1.4872605345838488, 1.5405122709576722, 1.5940276297887914, 1.58760482810194, 1.6146860441696358, 1.522873531996766, 1.5442988480715623, 1.5486606014559172, 1.4996268243988322, 1.4467825045499212, 1.4685433401158219, 1.4637981358844911, 1.4808616985749328, 1.5391941586711915, 1.5679290065164724, 1.57082885354673, 1.5198059252209557, 1.524886648943391, 1.5006094171942084, 1.449802179969859, 1.449802179969859, 1.364652126263201, 1.3755565097240874, 1.3132697127683868, 1.3586607067791976, 1.385502266067533, 1.3392245419730897, 1.3757242694696392, 1.2911254263555096, 1.2725520259550989, 1.1768091426007223, 1.157492806184295, 1.1222872252962903, 1.1896307802964896, 1.2219125484763007, 1.1704822036256144, 1.2264660272841437, 1.2464294370048432, 1.23087571202437, 1.2853736636508661, 1.325803762328922, 1.2908138725423413, 1.1849335074210314, 1.160512481604233, 1.1855805807253037, 1.1721118697252635, 1.1909009612270989, 1.2142195658588402, 1.2581965848714263, 1.2142195658588402, 1.21692768746561, 1.2140278404353522, 1.240989228113368, 1.1990492917253435, 1.224404978981646, 1.2691968310440567, 1.291940259405334, 1.2888966183074602, 1.259322971734419, 1.170530134981487, 1.1722316981149434, 1.1612314519423133, 1.1778875981078432, 1.1075243676877056, 1.0812340189918979, 1.0333026631198698, 1.1466123884013448, 1.11814116301336, 1.1342221329084254, 1.068699969431363, 1.0410435770932025, 1.1707937574387828, 1.0933366863495855, 1.1678459790526532, 1.216664065008314, 1.2241173908464142, 1.1956940968143017, 1.1588588498266479, 1.1335990252820891, 1.1515253523782276, 1.2653143912184226, 1.2589634865653787, 1.263229377237989, 1.265841636133015, 1.2709702912113217, 1.2541943166561118, 1.2277122425368163, 1.2422354433660407, 1.1758025841274096, 1.1649940633782674, 1.1796370925971722, 1.2522051653874229, 1.2542422480119837, 1.3136052322594907, 1.3084286458253118, 1.2791186217095667, 1.2886809272060362, 1.3099864148911524, 1.3316034563894372, 1.328080501732843, 1.3150671386135877, 1.30224550091782, 1.3591639860158533, 1.370092335154676, 1.354730335597691, 1.380541370734778, 1.3189735441171577, 1.3312200055424612, 1.3086922682826079, 1.3453597555247092, 1.3440656089161647, 1.3575343199162049, 1.3932671457188015, 1.3975330363914118, 1.4006006431672222, 1.3688940512578756, 1.3145159280210594, 1.3232394347897682, 1.2790946560316308, 1.3016703246473555, 1.3148274818342274, 1.33261001486275, 1.3376907385851853, 1.3024372263413084, 1.2832167526366252, 1.2821382971295043, 1.346486142387702, 1.2425469971792091, 1.2451352903962984, 1.237178685321542, 1.1821774544583896, 1.1926744213943634, 1.240989228113368, 1.2412528505706646, 1.2191804611915955, 1.1877374917395447, 1.1997682620634238, 1.1400937240027489, 1.140261483748301, 1.1313702172340396, 1.1497758578888986, 1.056741096141292, 1.0453094677658135, 1.0491919075914473, 1.0609590554580306, 1.0049033347656933, 1.0082105983208636, 0.9828309453866243, 1.0340935304917587, 0.9645690987993818, 0.9854192386037142, 0.9521069462726544, 0.9252893526622544, 0.8931993099059319, 0.9661747992210944, 1.0020274534133715, 1.0028902178190684, 1.0012605517194193, 1.0420022042106432, 1.0544403910594347, 0.9833821559791527, 0.995892239861752, 0.9398365191694149, 1.008929568658944, 1.0594012863921893, 1.018947222036198, 1.0020034877354356, 0.9749222716677397, 1.0608871584242225, 1.0712163656146445, 1.0158077182265797, 1.0883038939830223, 1.109873004125435, 1.0721749927320847, 1.0631638978281435, 1.0801795291627139, 1.0928094414349931, 1.0458367126804051, 1.0172935902586129, 1.0361066474383835, 1.0437277330220363, 1.0784300346733846, 1.0176530754276527, 1.0288450470237713, 1.0531702101288258, 1.0987529295631246, 1.0559741944473393, 1.043392213530932, 1.0371611372675684, 0.9457320759416744, 0.9588652674506102, 1.019929814831574, 0.9162063607245052, 0.9342525162103238, 0.9750181343794837, 0.9813690390325277, 0.8399715392100445, 0.8900358404183777, 0.7529521626243776, 0.8730681404396798, 0.9894694381749001, 0.8744581497599685, 0.8292349154947102, 0.8236029811797466, 0.8794669764485958, 0.888645831098089, 0.6331237729443071, 0.7768459435265831, 0.7641441342204958, 0.652032692835822, 0.6159643475421208, 0.5144936671610374, 0.3691178648011758, 0.342060614411416, 0.16227009853543808, 0.13662682314390318, 0.3861814274916178, 0.3733837554737862, 0.15728523752474732, 0.2497687886798255, 0.23567697005344923, 0.34316303559647243, 0.27042720306066964, 0.13077919772751562, 0.15793231082901968, 0.08282387617755145, 0.016079463125752178, 0.23558110734170526, 0.21060887093237868, 0.2681264979788125, 0.30326018183300907, 0.2973885907386855, 0.39193319019626116, 0.26496302849125847, 0.15019139685568708, 0.21276578194661988, 0.18453421333799536, 0.13597974983963085, 0.02417986226812493, 0.16555339641267203, 0.07448382025581851, 0.020465182188042854, 0.04052445462048666, -0.08539121725533126, -0.21514139760091147, -0.10108873630342065, 0.023005544049260217, 0.03637839233755617, 0.10897043080574274, 0.12948505111897093, -0.062312269402949705, 0.015815840668455993, 0.06837257238213502, 0.007212162289427132, 0.08114627872203063, 0.16174285362084598, 0.11134303292140817, 0.13667475449977518, 0.0752027905938991, 0.08991771684661172, 0.06317202027002007, 0.17008290954257865, 0.14908897567063034, 0.10321866810109942, 0.10944974436446314, 0.07050551771844026, 0.05020658850663626, 0.06216546179670731, 0.0733095020369538, 0.06520910289458105, 0.116064271474803, 0.14628499135211678, 0.2147070018594369, 0.20428193195727098, 0.2216570484608812, 0.15443332185036152, 0.16181475065465398, 0.11536926681465869, 0.06722221984120631, 0.0708889685654164, 0.000981086026063416, 0.003665241954897004, 0.01895534447807398, -0.0886505494546292, -0.004722745322707925, -0.03525501901318989, -0.024590292331663512, -0.013518149125224995, 0.008386480508291844, 0.0764010744906998, 0.007020436865938921, -0.039137458838824184, -0.04019194866800866, -0.008868807605638405, -0.023919253349455185, 0.008721999999396008, 0.06324391730382804, 0.06633548975757378, -0.03606985206301445, -0.02030043598111708, -0.01682541268039493, -0.036836753756966746, -0.12711546254193198, -0.12891288838713302, -0.15163235107047415, -0.1729378387555909, -0.23697413020062033, -0.16553244427336247, -0.1852801628926381, -0.21420673616140695, -0.25672184881989596, -0.33885222710661617, -0.3496128164998865, -0.3099735851937193, -0.38263752069571416, -0.3806483694270249, -0.3970648588131946, -0.2938446839427818, -0.28962672462604333, -0.21921556285003396, -0.20529150396920992, -0.21166637430018959, -0.1535975366612274, -0.11470124137107653, -0.13940985532310718, -0.176556656123929, -0.04623129950788444, -0.08649363844038799, -0.06789627236204109, -0.02240941563948631, -0.06295934270722205, -0.13104583372343825, -0.10626532273759962, -0.07460666218412491, -0.01876663259321221, 0.0006934978908312359, -0.016130408020250606, -0.06389400414672683, -0.04086298765021726, 0.034389241068866906, 0.03958979318098214, -0.0017030699027701724, 0.02360468599766057, 0.05533524358494324, 0.06564048509742945, -0.023535802502479036, 0.01885948176633001, 0.003209894074112606, 0.023269166506556405, 0.0575640516329927, 0.03666598047278835, 0.03103404615782499, 0.07532261898357906, 0.0733334677148898, 0.08462130202275252, 0.15584729684858645, 0.14760310363859747, 0.18530111503194766, 0.15620678201762658, 0.20854782262988142, 0.16064043243578927, 0.15850748709948403, 0.09995933590180148, 0.12188793121325457, 0.0974669053964561, 0.16176681929878198, 0.15798024218489165, 0.14681223626670917, 0.11052819987158388, 0.10734076470609391, 0.16325269133081485, 0.12186396553531831, 0.15486470405320993, 0.18436645359244314, 0.2412370073346046, 0.24571858910863925, 0.21461113914769292, 0.2402544145392281, 0.23457454886839277, 0.23229780946447132, 0.24018251750541986, 0.2323217751424073, 0.24607807427767941, 0.2492415437652334, 0.19534273408713768, 0.16718306251232115, 0.1641633870923834, 0.1825210963913701, 0.18937528028107017, 0.12181603417944632, 0.12675296383426538, 0.14074891974889767, 0.18705060952127672, 0.18379127732197878, 0.2037546870426786, 0.18479783579529155, 0.19440807264763318, 0.12991643332181907, 0.1354285392471025, 0.09303325497829343, 0.0895103003216993, 0.0969875918377357, 0.08847977617045082, 0.14101254220619358, 0.1524921019375445, 0.21681598151780612, 0.23613231793423362, 0.23526955352853707, 0.2610326573097522, 0.2693008161976772, 0.2680785666229405, 0.3213303029967636, 0.32844810934375984, 0.33544608730107583, 0.3293108737494564, 0.318598215712058, 0.3463984021178344, 0.34814789660716344, 0.38445589868022473, 0.39169353341690094, 0.38467158978164895, 0.371154947425737, 0.40326895585999584, 0.39516855671762313, 0.36461231734920513, 0.3920769842638771, 0.408661233395599, 0.38795488765888286, 0.32957449620675255, 0.3533963800751504, 0.36966907539370414, 0.39581563002189546, 0.4407752418298581, 0.4394331638654409, 0.4452568236038925, 0.4455444117391244, 0.45239859562882473, 0.44748563165194194, 0.4275701532871141, 0.3734556525075942, 0.3655709444666457, 0.38591780503432166, 0.4174566371981161, 0.43900178166259307, 0.4581263926555318, 0.48393742779261945, 0.48055826720364125, 0.49639958031934633, 0.5042842883602955, 0.5429409268710859, 0.5351041501860093, 0.5418385056860291, 0.5331149989173203, 0.5498909734725301, 0.5240320069795705, 0.4998506379421325, 0.48451260406308383, 0.5290887650240698, 0.5234088993532342, 0.5149490150418212, 0.44969047402205486, 0.43857039945974463, 0.47511805831216614, 0.5092931150489222, 0.516147298938622, 0.5350801845080733, 0.5494835569476177, 0.5607474255775445, 0.5535577221967403, 0.5986850937502546, 0.6095655115332049, 0.5882839895260247, 0.6128008780545672, 0.5963843886683972, 0.5732335437822079, 0.6008180390865601, 0.568919721753725, 0.5386031391646674, 0.5301192891753186, 0.48031861042428137, 0.536590022218042, 0.4648847138334882, 0.4809177523726817, 0.4869810688904932, 0.48959332778551856, 0.5378362374707152, 0.5442350734796305, 0.601225455611472, 0.6010576958659201, 0.6142388187307277, 0.5872294996968399, 0.6021840827289128, 0.6400977852236869, 0.6425422843731603, 0.6412960691204875, 0.605587208995827, 0.59715129036235, 0.6327642877752667, 0.6313503127770421, 0.6432852203891771, 0.597414912819646, 0.607336703485156, 0.6390432953945021, 0.6399539911560709, 0.617617979319706, 0.6321411801489304, 0.6255985500723985, 0.5984933683267667, 0.6081036051791083, 0.623441639058157, 0.6331717043001791, 0.6516252763109095, 0.6368144873464532, 0.639810197088455, 0.6084151589922762, 0.6237292271933894, 0.6514814822432936, 0.6609958563838912, 0.6671550356134467, 0.6812708199177592, 0.6843863580494409, 0.6805997809355508, 0.6811270258501433, 0.653997878426575, 0.6968724762541044, 0.7053323605655173, 0.7068182325975504, 0.7177226160584368, 0.7256073240993853, 0.7304004596865881, 0.704613390227437, 0.7272849215549064, 0.7339473800211183, 0.7041580423466526, 0.7381893050157927, 0.7089751436117914, 0.6573051419817452, 0.5980619861239183, 0.6100927564477973, 0.5990445789192951, 0.6118182852591904, 0.58073480097618, 0.5551873882963888, 0.5919028068943628, 0.6257663098179505, 0.611291040344598, 0.5294003188372377, 0.5367817476415304, 0.514134181991997, 0.5471588861878244, 0.5414310891611173, 0.5662116001469556, 0.5591177594778953, 0.6055153119620184, 0.6166353865243291, 0.6339865373500034, 0.6397862314105189, 0.6370062127699412, 0.6048682386577461, 0.6303677199816653, 0.6248556140563821, 0.6285702941364643, 0.6554597847806721, 0.6616908610440355, 0.6628412135849643, 0.6728588669622183, 0.7105568783555685, 0.7100775647968481, 0.7147508719943709, 0.7271171618093539, 0.7382132706937287, 0.7376141287453283, 0.738860343998001, 0.7603096257507337, 0.7764864583575433, 0.7755757625959744, 0.7613641155799185, 0.7755278312401025, 0.7955631379946105, 0.7801052757258813, 0.7753361058166145, 0.7773971541191115, 0.7932863985906891, 0.793406226980369, 0.7842034066529399, 0.8049816494234636, 0.8273655926157012, 0.832158728202904, 0.8154067193256301, 0.8249690248220998, 0.8439738074253585, 0.8490305654698578, 0.8509957510606109, 0.88298993110519, 0.8854344302546633, 0.8386054955676919, 0.8515229959752032, 0.874649875183457, 0.8717020967973272, 0.8782447268738591, 0.898879175576767, 0.8863451260162316, 0.8184263947455679, 0.8367601383666183, 0.8737152137439522, 0.8255681667705002, 0.8628827273168739, 0.7941970943522574, 0.7757435223415269, 0.6852730881330737, 0.6438843623375775, 0.7609566990550061, 0.7515142219482164, 0.789571718510607, 0.755468558807659, 0.7033192436188923, 0.7063389190388301, 0.6676583148501031, 0.653878050036895, 0.5497232137269776, 0.5883079552039607, 0.554660143381797, 0.5555708391433652, 0.5409997069582688, 0.6251432021916141, 0.5924300518089551, 0.5476142340686088, 0.6139272649175599, 0.6245919915990857, 0.5336422438319127, 0.4991077019261162, 0.5267401285863403, 0.5116177858087156, 0.5862708725793991, 0.5976785352769418, 0.5929572967235476, 0.6543094322397434, 0.6528235602077103, 0.6562506521525604, 0.6597736068091545, 0.6494443996187326, 0.6065698017912031, 0.5987330251061266, 0.5547560060935409, 0.5621134692198971, 0.5568649857519099, 0.4769873811911752, 0.4517515223245524, 0.44374698589392336, 0.43226742616257297, 0.44540061767150846, 0.5225940663034099, 0.546511812883552, 0.5649893505722189, 0.5668826391291639, 0.6066416988250112, 0.6062342823000992, 0.6093737861097169, 0.5336422438319127, 0.5489083806771534, 0.5782184047928987, 0.5449300781397749, 0.6026394306096972, 0.6241845750741738, 0.653782187325151, 0.6509782030066372, 0.6325006653179708, 0.621476453467404, 0.6216442132129559, 0.6797849478857261, 0.6668434818002787, 0.6830922114408963, 0.6796651194960461, 0.6696714317967286, 0.684410323727377, 0.6682814224764394, 0.5925738458765711, 0.5785299586060666, 0.5680809230259647, 0.5683924768391331, 0.5999313090029273, 0.6038137488285619, 0.5594053476131279, 0.5499628705063382, 0.5395857319600437, 0.5024628968371578, 0.5107550214030188, 0.4913188565969116, 0.5329472391717678, 0.4953930218460341, 0.49637561464141033, 0.57057335353131, 0.5940836835865397, 0.6286182254923363, 0.5982537115474063, 0.615101583136424, 0.6278273581204479, 0.6406969271720873, 0.6702945394230649, 0.6683772851881834, 0.677891659328781, 0.6769090665334048, 0.6791378745814537, 0.7201671152079101, 0.7131451715726579, 0.6999640487078501, 0.6773164830583167, 0.7344506592577746, 0.7188490029214295, 0.7321259884979812, 0.725008182150985, 0.7165482978395721, 0.7286269995193231, 0.706554610140254, 0.7634011982044795, 0.7615318753254704, 0.7569544308396915, 0.7739460964963258, 0.7743535130212378, 0.7850182397027641, 0.8049816494234636, 0.7947003735889138, 0.8004042049376853, 0.8208229625391693, 0.7757435223415269, 0.8051494091690161, 0.8101582358576429, 0.8169165570355987, 0.8230038392313462, 0.8230517705872188, 0.8154067193256301, 0.8185941544911198, 0.8173479392384472, 0.820032095167281, 0.8420565531904776, 0.852577485804388, 0.9079382018365802, 0.9194177615679309, 0.9131866853045675, 0.8895804925375939, 0.9023062675216171, 0.8899160120286977, 0.8555731955463897, 0.8520742065677316, 0.8055568256939281, 0.8061559676423283, 0.8495338447065142, 0.8568194107990624, 0.8522898976691555, 0.8112846227206356, 0.8535121472438922, 0.83206286549116, 0.8281324943096535, 0.8108532405177872, 0.8720136506104951, 0.909064588699573, 0.9166856742832257, 0.912875131491399, 0.9143849692013681, 0.9252414213063825, 0.9365532212921812, 0.9542878229648318, 0.9544316170324478, 0.9571397386392171, 0.9418975674719123, 0.9602073454150268, 0.9626997759203728, 0.9702968958260889, 0.9883190856339714, 0.9984805330788414, 0.9935196377460866, 0.9953649949471597, 0.997689665706953, 1.0007333068048267, 0.9961798279969845, 0.9956046517265201, 1.0297078114294678, 1.0257055432141537, 1.0409477143814585, 1.0344530156607985, 1.0288210813458354, 1.024627087707033, 1.0359628533707677, 1.0634754516413119, 1.0582030024953886, 1.0809224651787301, 1.0851883558513404, 1.0537933177551624, 1.0498150152177836, 1.057220409700012, 1.0751707024740864, 1.0759855355239112, 1.089046829999039, 1.0960208422784188, 1.040420469466866, 1.0638589024882878, 1.11531321301691, 1.106781431671689, 1.1141388947980453, 1.1231739553799227, 1.1427778799315822, 1.156006934152262, 1.1471635989938733, 1.149536201109538, 1.1669832146469568, 1.1745803345526729, 1.164251127362251, 1.1841666057270785, 1.1940164993587807, 1.2001996442662721, 1.1341262701966814, 1.1148578651361263, 1.111742327004444, 1.1447670312002718, 1.162357838805306, 1.1122935375969722, 1.1173502956414716, 1.1713449680313113, 1.1478106722981456, 1.1214004952126582, 1.149416372719858, 1.1451025506913757, 1.0854040469527644, 1.1073805736200895, 1.0884716537285748, 1.0536734893654818, 0.9937832602033831, 1.0341414618476306, 1.0472746533565664, 1.0932408236378415, 1.0821926461093387, 1.091227706691216, 1.1202741083496655, 1.1301958990151748, 1.121544289280274, 1.1437125413710871, 1.1648502693106513, 1.1590266095721997, 1.1747960256540975, 1.1758984468391536, 1.1753232705686898, 1.1822972828480696, 1.1774322502270587, 1.1646345782092273, 1.155743311694966, 1.1310586634208717, 1.131657805369272, 1.131921427826568, 1.1442877176415513, 1.109441621922587, 1.1273679490187252, 1.169883061677214, 1.1867069675882964, 1.1816022781879252, 1.210337126033206, 1.2305162268553302, 1.2420676836204887, 1.249568940814461, 1.243841143787754, 1.232816931937187, 1.210528851456694, 1.1812427930188847, 1.1934652887662522, 1.2080603866292847, 1.2341110785457323, 1.1979708362182226, 1.2137162866221842, 1.1876416290278007, 1.1677501163409092, 1.1665757981220444, 1.1946156413071811, 1.2016136192644968, 1.1768570739565944, 1.1387516460383318, 1.1361393871433065, 1.1461810061984965, 1.1586910900810958, 1.1716565218444792, 1.2054481277342592, 1.131993324860376, 1.1281348507126778, 1.097506714310452, 1.0639787308779682, 1.0610309524918384, 1.0481374177622627, 1.07076101773386, 1.0275748660931627, 1.0296119487177238, 1.0680528961270903, 1.014249949160739, 1.0195703296625342, 1.0288210813458354, 1.045261536409941, 1.0863866397481412, 1.0663034016377617, 1.0575798948690522, 1.0215115495753513, 1.0494315643708074, 1.089142692710783, 1.1148818308140622, 1.1465884227234089, 1.1921951078356436, 1.1879052514850972, 1.1911166523285228, 1.2246686014389425, 1.202092932823217, 1.143832369760767, 1.129812448168199, 1.1395904447660925, 1.1183808197927199, 1.1358038676522024, 1.1101605922606674, 1.1611835205864414, 1.1590505752501357, 1.202092932823217, 1.205016745531411, 1.1868267959779764, 1.1736696387911048, 1.1088424799741867, 1.0987289638851887, 1.0786217600968726, 1.0658240880790413, 0.9870009733474907, 1.0020753847692434, 0.8576342438488866, 0.8559806120713022, 0.6644469140066774, 0.791632766813104, 0.6675624521383591, 0.7918963892704004, 0.8066832125569208, 0.8682270734966051, 0.8401153332776605, 0.8428234548844303, 0.7152301855530914, 0.674200944926635, 0.6748959495867792, 0.7672357066742415, 0.803783365526663, 0.7598542778699493, 0.801866111291782, 0.8816238874628367, 0.8884301399966651, 0.9027376497244656, 0.8680593137510532, 0.7950838244358901, 0.7741617875977498, 0.8541592205481645, 0.8236748782135551, 0.7477755761901983, 0.7670439812507536, 0.7924475998629282, 0.830337336679767, 0.8792992167030433, 0.8958355344788933, 0.8672684463791643, 0.8624753107919615, 0.7778045706440239, 0.6886522487220514, 0.7051166694640933, 0.7686736473504027, 0.7984629850248683, 0.7401784562844816, 0.7625623994767192, 0.6931098648181503, 0.6159643475421208, 0.6752075033999477, 0.7233305846954639, 0.7735147142934775, 0.7507233545763281, 0.8452200226780318, 0.8467777917438724, 0.8748416006069449, 0.8662379222279161, 0.9163741204700572, 0.8595275324058317, 0.9182913747049387, 0.8811445739041169, 0.8943496624468606, 0.9491352022085886, 0.9873364928385951, 0.9270867785074556, 0.9581223314345939, 1.0601921537640777, 1.0613904376608783, 0.9852035475022897, 0.9012757433703684, 0.9482964034808283, 1.004016604682061, 0.9850357877567377, 1.0039447076482526, 1.0394139109935538, 0.9272066068971355, 0.9525862598313748, 1.0104873377247845, 0.9815607644560156, 0.9960120682514321, 0.9459238013651629, 0.8961231226141257, 0.894972770073197, 0.8406425781922529, 0.8288035332918618, 0.7658936287098248, 0.7584163371937886, 0.8396120540410041, 0.8459389930161121, 0.9700093076908569, 0.9643054763420853, 0.963586506004005, 0.9942625737621029, 0.9975938029952092, 1.0036810851909566, 0.9397885878135429, 0.9897330606321966, 0.9448693115359782, 0.919130173432699, 0.8857939154237032, 0.8952124268525569, 0.9045830069255386, 0.8702881217991021, 0.9564447339790728, 0.9622444280395883, 0.9868811449578108, 1.0140342580593145, 1.014273914838675, 0.9764321093777089, 1.0084981864560953, 0.9955087890147757, 1.042145998278259, 1.0427211745487235, 1.0517322694526647, 1.0439434241234602, 1.0508695050469685, 1.0781424465381522, 1.079101073655593, 1.0863387083922693, 1.070976708835284, 1.0819529893299789, 1.1163916685240307, 1.131873496470696, 1.1339824761290656, 1.135468348161098, 1.1322329816397365, 1.159553854486792, 1.1412920078995497, 1.1362592155329865, 1.1283026104582299, 1.1268646697820692, 1.1548565816113332, 1.1583316049120556, 1.204729157396179, 1.2033631137538259, 1.2098817781524218, 1.216855790431802, 1.221624960341069, 1.19931291418264, 1.2211935781382204, 1.2181499370403468, 1.2007268891808645, 1.2362200582041012, 1.2438651094656898, 1.2462137459034193, 1.2353093624425329, 1.249209455645421, 1.2546736302148322, 1.2591072806329946, 1.2701075268056254, 1.2545298361472161, 1.2746849712914037, 1.2639962789319419, 1.251294469625854, 1.2010384429940324, 1.223254626440718, 1.2550810467397446, 1.2669680229960072, 1.2674952679105995, 1.3270739432595309, 1.3230716750442162, 1.3430111190869798, 1.3467737305229344, 1.3601465788112301, 1.3500090970442962, 1.3437061237471246, 1.319476823353814, 1.3298539619001082, 1.3763473770959755, 1.366785071599506, 1.350057028400168, 1.3446407851866289, 1.3570789720354204, 1.3824106936137872, 1.3688461199020034, 1.334287612318271, 1.3321786326599014, 1.2941211360975113, 1.237538170490582, 1.2617914365618284, 1.3069907051491507, 1.2655061166419106, 1.2638524848643253, 1.3146836877666113, 1.3011670454106996, 1.2814672581472961, 1.285325732294994, 1.257549511567154, 1.269604247568969, 1.3144679966651873, 1.3367321114677444, 1.3448325106101169, 1.3317712161349897, 1.3507280673823765, 1.3423161144268356, 1.3165769763235564, 1.2627260980013326, 1.2638764505422613, 1.2498325632717573, 1.2279279336382403, 1.2361002298144212, 1.225076017963855, 1.1890316383480894, 1.170602032015295, 1.1565581447447904, 1.1087705829403782, 1.0856676694100609, 1.1354443824831622, 1.1369781858710672, 1.142322532050798, 1.1466842854351529, 1.1398301015454526, 1.1748199913320334, 1.1290455464742462, 1.121879808771378, 1.0444946347159885, 1.044830154207093, 1.062373030456255, 1.1333833341806652, 1.1330478146895606, 1.158619193047288, 1.1185246138603362, 1.1550722727127578, 1.1327841922322648, 1.1668633862572764, 1.1997922277413597, 1.2044415692609465, 1.2360762641364853, 1.230588123889138, 1.1582597078782475, 1.181051067595397, 1.130004173591687, 1.1450306536575678, 1.1734539476896801, 1.1667195921896605, 1.2460939175137393, 1.2541224196223038, 1.2745172115458518, 1.2590833149550587, 1.2281675904176008, 1.2228472099158056, 1.196508929864126, 1.1964609985082542, 1.1804279599690606, 1.2332003827841636, 1.2256751599122553, 1.2497127348820773, 1.271545467481786, 1.2804846653519193, 1.24729220141054, 1.2181978683962187, 1.1889357756363454, 1.1879292171630331, 1.2409652624354321, 1.3031561966793888, 1.3015504962576756, 1.2872190208519392, 1.2772013674746856, 1.252900170047567, 1.3151869670032676, 1.3229518466545362, 1.340015409344978, 1.3421004233254117, 1.3434904326457002, 1.3508478957720564, 1.346629936455318, 1.3461985542524701, 1.3500330627222321, 1.3739508093023742, 1.3803017139554181, 1.3802298169216103, 1.368342840665347, 1.3691097423592995, 1.3417649038343071, 1.3634538423664004, 1.3618002105888152, 1.3590681233041093, 1.3619200389784951, 1.3355338275709436, 1.3525494589055136, 1.3486190877240074, 1.3450242360336053, 1.4137578003540934, 1.427657893556982, 1.4064722342615452, 1.4172088579768796, 1.4243985613576837, 1.4805501447617648, 1.494402306608781, 1.4834260261140868, 1.478944444340052, 1.4830905066229823, 1.4811972180660373, 1.4809335956087413, 1.4731207846016008, 1.4364532973594988, 1.4166336817064151, 1.449778214291923, 1.434248454989386, 1.443403343960943, 1.446423019380881, 1.4589810346193521, 1.4839293053507432, 1.4828029184877505, 1.4707002511300633, 1.436189674902203, 1.414812290183278, 1.4154833291654865, 1.4052979160426804, 1.4329543083808411, 1.468399546048206, 1.4827549871318784, 1.474199240108721, 1.4163221278932472, 1.417831965603216, 1.3681990465977307, 1.3577500110176288, 1.3678635271066268, 1.3653950622792173, 1.3659223071938098, 1.402901348249079, 1.3708113054927564, 1.3781448029411767, 1.4048186024839606, 1.3236708169926166, 1.2828812331455206, 1.2884892017825478, 1.288920583985396, 1.2757394611205886, 1.2301088103304176, 1.2249322238962386, 1.2406297429443283, 1.305361039049502, 1.3075658814196152, 1.3152828297150116, 1.3587086381350695, 1.3518544542453692, 1.334239680962399, 1.3605779610140785, 1.375005299131559, 1.3755565097240874, 1.3594515741510858, 1.3536758457685063, 1.3590201919482374, 1.37018819786642, 1.3800860228539937, 1.3812363753949224, 1.4035004901974795, 1.4050342935853846, 1.3833932864091638, 1.3693254334607234, 1.409539841037355, 1.4489154498862262, 1.4226011355124828, 1.441486089726062, 1.409036561800699, 1.40067254020103, 1.3843039821707321, 1.3801579198878016, 1.342603702562068, 1.3995461533380373, 1.4863738045002164, 1.4790642727297318, 1.496079904064302, 1.4851036235696078, 1.4737438922279371, 1.4830186095891742, 1.5096205120981496, 1.5094527523525978, 1.506169454475364, 1.5101477570127422, 1.510842761672887, 1.5307582400377144, 1.5428369417174654, 1.5586063577993627, 1.5639986353349657, 1.5640226010129017, 1.5835306628528174, 1.5768682043866056, 1.5952259136855922, 1.581134095059216, 1.5719073090538502, 1.607999620025488, 1.5661555463492074, 1.603494072573517, 1.605483223842206, 1.5989405937656747, 1.6194072827230306, 1.6172024403529173, 1.6230021344134327, 1.6251590454276736, 1.6276754416109556, 1.623864898819129, 1.650586629717785, 1.6050758073172942, 1.5822365162442729, 1.613823279763939, 1.5473185234915, 1.569103324735337, 1.6147579412034438, 1.611618437393826, 1.620054356027303, 1.636830330582513, 1.6717962546911571, 1.6757985229064718, 1.6825089127285555, 1.6990931618602774, 1.7111718635400286, 1.7022086999919592, 1.707097698290906, 1.7279718037731744, 1.721908487255363, 1.7012980042303905, 1.6922869093264492, 1.717139317346096, 1.6861996271307016, 1.7127775639617415, 1.700315411435014, 1.729265950381719, 1.7270611080116056, 1.742255347823039, 1.725431441911957, 1.7447957096842561, 1.705108547022217, 1.7201829584439698, 1.7041259542268403, 1.727588352926198, 1.7408653385027497, 1.7866877147164089, 1.8002043570723205, 1.7893718706452422, 1.7019211118567268, 1.755148882552614, 1.7010823131289665, 1.6761580080755116, 1.7088471927802351, 1.7262223092838453, 1.765238432963676, 1.765262398641612, 1.7805285354868534, 1.773530557529537, 1.8007795333427847, 1.8102699418054464, 1.7746329787145938, 1.8103178731613185, 1.8506521091276305, 1.8580335379319228, 1.8783085014657908, 1.8944374027167283, 1.880010064599248, 1.8968579361882656, 1.8970256959338176, 1.9367368242737928, 1.9569638564517888, 1.9370483780869612, 1.9777900305781853, 1.9749620805817354, 1.9818402301493716, 1.9487436289197357, 1.9371442407987052, 1.9349633641065278, 1.9600314632275986, 1.931991620042462, 1.946490855193751, 1.8897640955192054, 1.9129628717612672, 1.8912978989071105, 1.8374230549069508, 1.8701601709675457, 1.9200567124303274, 1.9186906687879743, 1.8787159179907031, 1.8460986303197877, 1.903232806519245, 1.8801538586668638, 1.909655608206097, 1.9402597789303868, 1.885426307812787, 1.7877901359014656, 1.7979515833463355, 1.751601962218084, 1.7874066850544892, 1.8239064125510387, 1.8477282964194368, 1.831144047287715, 1.8519462557361752, 1.8498372760778057, 1.853024711243296, 1.8925201484818472, 1.9130587344730112, 1.9414820285051235, 1.9422009988432039, 1.9958841174198756, 2.008274372912795, 2.013810444516014, 1.9988558614839416, 2.0099999017241883, 2.030274865258056, 2.0367935296566517, 2.0450377228666405, 2.0375124999947323, 2.0220546377260034, 2.032383844916425, 2.0357390398274675, 2.020592731371906, 2.0221025690818752, 2.0215513584893468, 2.0722148016460804, 2.078925191468165, 2.072861874950353, 2.049447407606867, 2.0339655796602023, 2.0497110300641634, 2.035187829234939, 2.030514522037416, 2.041754424989407, 2.0207365254395224, 1.9630511386475362, 1.9498939814606646, 1.9264795141171789, 1.9415539255389316, 1.9186667031100382, 1.9526021030674343, 1.9682756564375876, 1.952170720864586, 1.889140987892869, 1.8998776116082035, 1.907570594225664, 1.8951084416989366, 1.911405102695426, 1.9433034200282606, 1.9480965556154635, 1.9483122467168879, 1.9879514780230552, 2.0173813305284805, 2.029699688987592, 2.0160152868861276, 2.026967601702886, 2.049998618199395, 2.0671580436015815, 2.1169107909967466, 2.109289705413094, 2.0795003677386292, 2.0601600656442653, 2.0495672359965473, 2.038423195756301, 2.0525629457385492, 2.0359786966068274, 2.0115337051120927, 2.043767541936032, 2.041059420329262, 2.004607624188585, 2.0329829868648255, 1.998520341992837, 1.9489832856990963, 1.9512600251030177, 2.037919916519644, 2.0634193978435635, 2.0800515783311573, 2.051101039384452, 2.1073724511782133, 2.135196603261926, 2.1623976477193017, 2.162781098566278, 2.186770742180228, 2.1669031951712725, 2.180539665916864, 2.198993237927595, 2.204601206564622, 2.2281834336536606, 2.207477087916944, 2.1912523239542625, 2.20347481970163, 2.2185492311233825, 2.2066622548671195, 2.224684444675002, 2.1687485523723455, 2.2249720328102343, 2.2280396395860445, 2.2179740548529185, 2.2522689399793543, 2.272927354360198, 2.2910454068798254, 2.275108231052376, 2.2663367929277944, 2.2507591022693854, 2.2854614039207335, 2.3068148229617225, 2.301350648392311, 2.3019977216965835, 2.312734345411918, 2.3093312191450037, 2.2975640712784213, 2.283783806465213, 2.2781758378281856, 2.2595305403939667, 2.307605690333611, 2.3154664326966232, 2.3016861678834153, 2.252796184893947, 2.236691249320945, 2.236259867118097, 2.2631493577623045, 2.249872372185753, 2.320930607266035, 2.3184142110827533, 2.3393122822429575, 2.362487092807083, 2.3752607991469787, 2.3961109389513107, 2.394625066919278, 2.3938341995473893, 2.4113051787627438, 2.372049398303553, 2.370587491949456, 2.3595632800988895, 2.3861891482858013, 2.3852544868462964, 2.3867882902342017, 2.3969497376790714, 2.341421261901327, 2.388585716079403, 2.411353110118616, 2.4053856563125486, 2.3881543338765545, 2.400376829623921, 2.402917191485139, 2.363613479670076, 2.27213648698831, 2.2512144501501696, 2.277432901812169, 2.2335757111892636, 2.2814831013833556, 2.253682914977579, 2.156142605778002, 2.1880409231108366, 2.179509141765616, 2.2317303539881905, 2.2882653882392474, 2.2950237094172032, 2.3427393741878078, 2.341565055968943, 2.3668967775473098, 2.3879865741310025, 2.3930912635313732, 2.3643084843302202, 2.3907426270936436, 2.382282742782231, 2.4095077529175426, 2.403540299111475, 2.4036361618232194, 2.4255168257788, 2.4378831155937837, 2.405002205465572, 2.47253748588926, 2.4722978291099, 2.480014777405296, 2.482435310876834, 2.480350296896401, 2.4574870401454434, 2.4588530837877958, 2.406464111819669, 2.393977993615006, 2.4363972435617502, 2.4685591833518816, 2.441046585081337, 2.4679840070814167, 2.4548268498945456, 2.4330660143286447, 2.452669938880304, 2.4213707634958697, 2.412934844862393, 2.4334973965314926, 2.468774874453305, 2.5003616379729725, 2.5132551727025483, 2.508150483302177, 2.4513997579496953, 2.403348573687987, 2.419932822819709, 2.468391423606329, 2.3746856228765143, 2.333009308945786, 2.3687661004263187, 2.3984116440331684, 2.4447372994834833, 2.450824581679231, 2.467696418946185, 2.4860541282451716, 2.47608440622379, 2.483801354519186, 2.447349558378509, 2.4618008621739254, 2.4831303155369784, 2.4965990265370177, 2.4959519532327454, 2.489864671036998, 2.498300589670475, 2.457702731246867, 2.482842727401746, 2.4766595824942548, 2.4834898007060184, 2.527035437515756, 2.5289526917506366, 2.507575307031712, 2.4652039884408397, 2.482003928673985, 2.499307148143788, 2.4699491926721704, 2.5063770231349114, 2.5170657154943736, 2.536334120554929, 2.5636070620461133, 2.558502372645742, 2.5830671925301565, 2.591551042519505, 2.5949062374305476, 2.5931567429412183, 2.6018802497099283, 2.632029072553434, 2.6535502513399747, 2.657935970402265, 2.6567856178613365, 2.6402493000854865, 2.6072245958896585, 2.6217238310409474, 2.6256062708665815, 2.6356958212776433, 2.671620372503729, 2.6776117919877325, 2.685736156808041, 2.6851130491817043, 2.6548443979485192, 2.677731620377412, 2.672195548774193, 2.681158712322263, 2.6794092178329336, 2.7107802902511753, 2.713895828382858, 2.7398266919096255, 2.7211574287974702, 2.6877492737546667, 2.7096059720323113, 2.6900739445144595, 2.6970000254379674, 2.7198393165109893, 2.7106844275394315, 2.730551974548387, 2.6743524597884343, 2.7225234724398226, 2.7115232262671927, 2.735249247423846, 2.743589303345579, 2.7459139741053726, 2.7228110605750544, 2.7241771042174077, 2.702703856786739, 2.7029914449219707, 2.6085666738540763, 2.5953376196333964, 2.628506117896839, 2.5834985747330053, 2.5835704717668126, 2.5579990934090855, 2.6107715162241885, 2.623545222564085, 2.6159481026583684, 2.6470315869413783, 2.6673065504752462, 2.6670189623400145, 2.7069937131372854, 2.7306238715821958, 2.742391019448778, 2.756434906719283, 2.7469205325786854, 2.769735857973771, 2.7747686503403335, 2.775008307119694, 2.7669079079773207, 2.7827971524488984, 2.7801848935538724, 2.776446247795854, 2.7690887846694987, 2.793198256673129, 2.7784114333866077, 2.7470163952904296, 2.76439151179404, 2.7686094711107776, 2.7400663486889854, 2.7366871881000074, 2.772276219834988, 2.778483330420415, 2.801945729119773, 2.7996450240379165, 2.7610363168829974, 2.7334278559007092, 2.7706465537353386, 2.6932134483240775, 2.7336195813241972, 2.72151691396651, 2.708311825423767, 2.6456895089769614, 2.6457134746548983, 2.6977908928098566, 2.6904094640055636, 2.61918346917973, 2.7001634949255218, 2.6026711170818166, 2.5497549001990976, 2.4745266371579486, 2.481620477827009, 2.4451686816863316, 2.4458157549906043, 2.5033333820370376, 2.544674176476662, 2.6339942581441864, 2.6000348925088543, 2.656857514895144, 2.6898342877350996, 2.682764412743976, 2.73889203047012, 2.7323014690377163, 2.7618990812886945, 2.8179787676589663, 2.8174035913885027, 2.8037191892870386, 2.831207821879646, 2.8495175998227618, 2.8512191629562187, 2.866413402767651, 2.869816529034565, 2.8663894370897154, 2.868977730306805, 2.8701520485256693, 2.873746900216071, 2.898862930693015, 2.891481501888722, 2.901139670096936, 2.926902773878151, 2.941066489538335, 2.9353626581895647, 2.9492627513924523, 2.936632839120173, 2.902793301874521, 2.9342123056486358, 2.952857603082854, 2.947081874700275, 2.9553500335881995, 2.9192577226165626, 2.918083404397698, 2.837367001109202, 2.8593914591323992, 2.7803047219435526, 2.7498683109648154, 2.709390280930887, 2.8056124778439835, 2.921462564986676, 2.9440382336024014, 2.962947153493916, 2.9716466945846896, 2.9709516899245454, 2.9874640420224585, 2.991777864050942, 2.967284941200335, 2.9158785620275847, 2.9142009645720632, 2.8240420841767784, 2.7809757609257604, 2.8367918248387385, 2.923643441678853, 2.8821109218157406, 2.842447724831637, 2.8299136752711016, 2.8017300380183494, 2.7571538770573634, 2.8212620655362013, 2.8287633227301727, 2.8516984765149385, 2.9260639751503907, 2.8989108620488873, 2.9115407743211663, 2.8455392972853826, 2.77989730541864, 2.8256477845984915, 2.762713914338518, 2.8246891574810506, 2.894621005698341, 2.8742022480968554, 2.924554137440422, 2.9076583344955313, 2.886736297657391, 2.9391013039475826, 2.9389575098799665, 2.9867690373623144, 3.0071638292858616, 3.0151923313944273, 3.0136105966506497, 3.0082662504709186, 3.0390621466186976, 3.037528343230792, 3.0514763677895522, 3.047593927963918, 3.0401166364478813, 3.025162053415809, 3.056053812275331, 3.033022795778822, 3.010854543688009, 3.016869928849948, 2.9455001399564984, 2.9650800988302213, 2.8805531527498998, 2.871158606998982, 2.9327743649724742, 2.902697439162777, 2.9692980581469604, 2.952737774693175, 3.013179214447802, 2.9886623259192593, 3.033789697472774, 3.024970327992321, 2.9940066720989904, 2.9210311827838282, 2.909288000595181, 2.9209592857500195, 2.981400725504647, 2.937423706492061, 2.91777185058453, 2.935194898444012, 2.967932014504607, 2.9576507386700572, 2.9709996212804173, 2.9932397704050375, 3.0193144279994213, 2.9962354801470394, 3.004407776323221, 3.0302667428161802, 3.026336371634673, 2.9692740924690235, 3.0153361254620434, 3.0078827996239426, 3.0334541779816697, 3.0453651199158682, 3.0567727826134115, 3.0357548830635275, 3.04975083897816, 3.030793987730772, 2.9796512310153185, 3.034245045353558, 3.0491037656738866, 2.9891176738000436, 2.9668056276416146, 2.9856186848213855, 3.052962239821585, 3.0271512046844977, 3.0122685186862332, 3.0107347152983284, 3.064945078789592, 3.0688514842931625, 3.0843572779177633, 3.0810739800405296, 3.076328775809199, 3.0882397177433982, 3.076832055045855, 3.024443083077728, 3.0706489101383636, 3.064202142773576, 3.0320881343393165, 3.042489238563547, 3.0373845491631757, 3.0480972072005748, 3.004407776323221, 2.9971941072644803, 2.9647206136611817, 2.9668056276416146, 3.0268396508713296, 3.0356110889959114, 3.0002617140402905, 2.977062937798228, 3.005486231830341, 3.015431988173787, 3.065280598280696, 3.03831921060268, 3.0691390724283947, 3.072374438949756, 3.0349400500137023, 3.0199135699478217, 3.017948384357068, 2.9128588866076464, 2.925968112438647, 2.9602629975650827, 2.9587291941771783, 2.939508720472495, 2.9696575433160004, 2.886592503589775, 2.8976886124741497, 2.9583457433302014, 3.0134188712271617, 3.035826780097335, 3.0321121000172533, 3.072590130051181, 3.0782220643661438, 3.082152435547651, 3.0604155656596856, 3.0482889326240628, 3.0195301191008457, 2.9656073437448143, 2.936824564543661, 2.998200665737793, 3.034916084335767, 3.035059878403383, 3.0235803186720323, 3.0096802254691437, 2.9983684254833456, 3.0139940474976266, 2.974977923817795, 2.960622482734123, 3.024395151721856, 2.9762001733925323, 2.9809453776238635, 2.9745705072928827, 2.9941025348107346, 3.0202251237609903, 3.0069960695403104, 2.96551148103307, 2.86035008624984, 2.7049566305127244, 2.5187912443057674, 2.4574391087895706, 2.6321489009431134, 2.7451470724114198, 2.748046919441678, 2.70804820296647, 2.5682564035657003, 2.652160242019685, 2.6576004509111613, 2.5859191082045423, 2.7014097101781944, 2.635815649667324, 2.6603804695517383, 2.6813744034236864, 2.662153929719003, 2.722211918626654, 2.763480816032471, 2.7512343546071674, 2.67413676868701, 2.6955620847618067, 2.6374932471228445, 2.6279549073043107, 2.6123292852900297, 2.610172374275788, 2.491374508746967, 2.496934546028122, 2.5830671925301565, 2.5921501844679056, 2.6581516615036884, 2.7436851660573227, 2.7265976376889456, 2.7647270312851435, 2.806906624452528, 2.8104056134311866, 2.8165647926607424, 2.7835640541428512, 2.7609164884933173, 2.8319028265397903, 2.8540710786306036, 2.8553891909170845, 2.848463109993577, 2.8201117129952724, 2.9005644938264723, 2.954822788673608, 2.9453084145330095, 2.932630570904858, 2.991250619136349, 2.9889978454103634, 2.9649123390846697, 3.024083597908689, 3.0378398970439604, 3.0199135699478217, 3.01420973859905, 3.012460244109721, 2.9630430162056602, 2.9705682390775685, 2.9544633035045673, 2.884890940456318, 2.829937640949038, 2.902194159926121, 2.8956035984937167, 2.975025855173667, 2.9694178865366396, 2.9884226691398994, 2.982239524232408, 2.988350772106091, 2.9877036988018184, 2.990675442865885, 2.9674287352679505, 3.0206804716417746, 2.96527182425371, 2.8936384129029635, 2.994462019979775, 2.9594241988373224, 2.9271184649795754, 2.8888452773157605, 2.899893454844263, 2.804366262591311, 2.8273014163760766, 2.8787557269046986, 2.949837927662917, 2.8751129438584244, 2.788021670238949, 2.8254081278191316, 2.8681149659011083, 2.928796062435096, 2.9208873887162112, 2.910126799322941, 2.9625157712910686, 2.9265672543870473, 2.8800259078353077, 2.805061267251455, 2.8147673668155413, 2.7513781486747835, 2.6383320458506048, 2.587860328117359, 2.5917906992988664, 2.627763181880823, 2.5117693006705144, 2.587404980236575, 2.487923451124181, 2.4903200189177825, 2.437595527458551, 2.4607463723447407, 2.5516002574001706, 2.4801346057949765, 2.543763480715094, 2.4942024587434166, 2.5191507294748066, 2.631501827638841, 2.6294407793363446, 2.5423255400389326, 2.565092934078146, 2.572090912035462, 2.487252412141972, 2.423479743154239, 2.4205319647681094, 2.4196931660403487, 2.3650993517021086, 2.450656821933679, 2.5244711099766026, 2.5993398878487097, 2.5777947433842336, 2.5776749149945535, 2.644107774233185, 2.586038936594223, 2.606481659873642, 2.658966494553513, 2.6502190221068678, 2.6123053196120942, 2.722835026252991, 2.742247225381162, 2.7589033715466926, 2.774696753306525, 2.7789386783012, 2.725015902945168, 2.748981580881182, 2.7497245168971984, 2.827900558324477, 2.821789310450793, 2.812898043936532, 2.8399552943262916, 2.8719974057267423, 2.8935425501912193, 2.8983836171342943, 2.8940697951058123, 2.8626987226875693, 2.8608533654864963, 2.863513555737393, 2.9065559133104757, 2.927981229385271, 2.9178916789742093, 2.9491429230027726, 2.933205747175323, 2.8829736862214377, 2.934475928105931, 2.8751608752142963, 2.8887973459598886, 2.8753526006377843, 2.92263688320554, 2.97224583653309, 2.9731086009387866, 2.9681956369619034, 3.000812924632819, 3.0162947525794843, 3.020129261049246, 2.9939587407431185, 2.9941983975224784, 2.9851154055847293, 2.9944859856577106, 3.002754144545636, 2.956404523417384, 2.9312165959066343, 2.969873234417424, 2.926591220064983, 2.8972332645933654, 2.8960589463745015, 2.911660602710846, 2.9153752827909285, 2.9769670750864843, 2.9292034789600088, 2.9283646802322485, 2.8864247438442225, 2.934475928105931, 2.887862684520384, 2.888869242993697, 2.870679293440262, 2.9001091459456876, 2.8898518357890732, 2.9570036653657845, 2.991705967017133, 2.9906514771879484, 3.012124724618617, 3.007091932252054, 3.0127717979228894, 3.0269834449389466, 3.0122924843641696, 3.0369292012823914, 3.043447865680988, 3.0601998745582613, 3.0514763677895522, 3.0049589869157494, 2.964193368746589, 2.95523020519852, 2.9460753162269624, 2.961629041207435, 2.9454042772447537, 2.974234987801779, 2.987775595835627, 2.9795074369477015, 3.0462997813553736, 2.86437632014309, 2.7760148655930066, 2.861212850655536, 2.944325821737633, 3.0116454110598974, 3.021447373335726, 2.986936797107867, 3.0137304250403303, 3.0093447059780396, 3.0860348753732847, 3.1034339575548304, 3.1393345431029798, 3.140029547763124, 3.1671586951866924, 3.162341593921553, 3.1746839180586006, 3.1672305922205006, 3.1893748786333775, 3.1705618214536067, 3.1941919798985166, 3.178494460850427, 3.1801720583059474, 3.173940982042584, 3.182281037964317, 3.190764887953666, 3.1841503608433266, 3.151053759613691, 3.167254557898436, 3.168356979083493, 3.212981071400351, 3.2082358671690203, 3.210272949793581, 3.195294401083572, 3.219979049357667, 3.2158090213968014, 3.2304280849377696, 3.201669271414553, 3.21142330233451, 3.2229268277437972, 3.2153776391939526, 3.2124298608078226, 3.222639239608565, 3.195174572693893, 3.188056766346896, 3.1798365388148437, 3.207013617594284, 3.1968042387935416, 3.184413983300622, 3.1841982921991985, 3.206054990476843, 3.2216326811352523, 3.2208657794412994, 3.2092184599643976, 3.0810260486846577, 3.1558708608788297, 3.0791327601277128, 3.076137050385711, 3.1276392922702057, 3.1082270931420335, 3.1081312304302893, 3.109665033818195, 3.165648857476723, 3.199344600654759, 3.1694114689126778, 3.1248592736296272, 3.1580038062151345, 3.1854205417739347, 3.1369140096314427, 3.1779911816137707, 3.1610474473130084, 3.135380206243537, 3.1575244926564148, 3.16001692316176, 3.1431690515727415, 3.166943004085268, 3.102403433403582, 3.1082750244979054, 3.092385780026329, 3.093416304177577, 3.0778865448750397, 3.109281582971218, 3.120521485923209, 3.113451610932085, 3.113020228729236, 3.1373933231901625, 3.117813364316439, 3.1088741664463058, 3.093560098245193, 3.0776708537736153, 3.0770477461472794, 3.0424652728856105, 3.009440568689784, 2.9872004195651622, 2.978860363643429, 3.0899173151989188, 3.109185720259474, 3.165984376967828, 3.1760978930568258, 3.168836292642213, 3.1682371506938125, 3.2070375832722195, 3.1987694243842952, 3.223166484523157, 3.2106564006405582, 3.2496725243203883, 3.2610801870179316, 3.2653460776905416, 3.286028457749322, 3.2581563743097375, 3.2652022836229255, 3.2511823620303577, 3.2326568929858186, 3.2347419069662515, 3.265322112012606, 3.2833443018204886, 3.3531323559701613, 3.3647317440911926, 3.3967019584578355, 3.3905427792282796, 3.425916119861836, 3.381723409747827, 3.4026933779418393, 3.3932029694791774, 3.40389166183864, 3.4236154147799795, 3.4102425664916827, 3.4001290504026853, 3.406911337258577, 3.4191098673280087, 3.373670941961326, 3.3720892072175492, 3.347093005130286, 3.3926277932087125, 3.423591449102043, 3.4193974554632405, 3.43852206645618, 3.4191577986838806, 3.4191577986838806, 3.4345437639188017, 3.4228485130860267, 3.432914097819152, 3.4167372652123427, 3.4263235363867484, 3.406671680479217, 3.4249335270664596, 3.4102904978475546, 3.4459274609384085, 3.4897846515613136, 3.485734451990127, 3.4809652820808608, 3.4479166122070977, 3.4430515795860863, 3.444681245685736, 3.447796783817417, 3.4875079121573926, 3.4758605926804895, 3.477106807933162, 3.480917350724989, 3.5125520456005273, 3.5322757985418667, 3.561394097234124, 3.583754074748425, 3.6117220208997534, 3.606856988278742, 3.616299465385532, 3.6503786594105447, 3.6442434458589252, 3.64661604797459, 3.6550759322860036, 3.6608516606685826, 3.6462086314496776, 3.7236657025388755, 3.6900178907167116, 3.692893772069033, 3.6741765776010062, 3.6575923284692844, 3.644626896705901, 3.649156409835807, 3.6676818788803462, 3.669766892860779, 3.650546419156096, 3.698022427147341, 3.688723744108167, 3.6812224869141943, 3.669766892860779, 3.599187971339218, 3.609804766664872, 3.603837312858805, 3.5990921086274743, 3.593364311600767, 3.634058032736119, 3.6401932462877387, 3.656801461097396, 3.644003789079564, 3.6347051060403914, 3.6378685755279445, 3.6205893217360785, 3.6314697395190287, 3.6267964323215063, 3.6306788721471404, 3.6225784730047685, 3.6013688480313952, 3.5630716946896444, 3.61114684462929, 3.594802252276928, 3.5851680497466503, 3.6275154026595873, 3.610379942935337, 3.6713965589604287, 3.7060509292559054, 3.703270910615327, 3.7064343801028814, 3.6954820652861224, 3.7053798902736963, 3.712186142807525, 3.7049005767149765, 3.708231805948082, 3.731646273291568, 3.7318619643929924, 3.725966407620733, 3.732461106341393, 3.7200229194926013, 3.7115390695032526, 3.7389078737061805, 3.734953536846738, 3.630367318333973, 3.651193492460368, 3.6895625428359273, 3.7190163610192886, 3.729561259311135, 3.7438687690389347, 3.7694641130745987, 3.7712615389198, 3.7642875266404188, 3.7616273363895223, 3.805388664300683, 3.8269817401210324, 3.8198639337740357, 3.8036391698113543, 3.8127700931049753, 3.8143278621708165, 3.8094867952277416, 3.80378296387897, 3.8300493468968417, 3.824225687158391, 3.811140427005327, 3.812794058782912, 3.8614683506709566, 3.8220927418220856, 3.8186896155551717, 3.8160294253042735, 3.8251363829199594, 3.8269817401210324, 3.7797933202650205, 3.8308641799466665, 3.7805602219589725, 3.7894514884732335, 3.8028722681174023, 3.8113321524288146, 3.7567143724126386, 3.793693413467908, 3.799085691003511, 3.7945322121956693, 3.836999393498286, 3.84797567399298, 3.8753924095517807, 3.875080855738612, 3.8786038103952065, 3.910286436626617, 3.9093757408650482, 3.907194864172871, 3.900891890875699, 3.918195110345502, 3.9198727078010225, 3.9140969794184435, 3.9061403743436864, 3.9018265523152045, 3.9163257874664925, 3.9192496001746866, 3.906284168411302, 3.917476140007421, 3.9272541366053146, 3.9128986955216427, 3.910741784507401, 3.824920691818535, 3.8323740176566354, 3.8911378599557422, 3.888190081569612, 3.896578068847217, 3.805268835911004, 3.7945801435515416, 3.8013384647294965, 3.8591916112670357, 3.838892682055231, 3.8267420833416717, 3.8365200799395662, 3.8393719956139507, 3.8443089252687708, 3.8713661756585305, 3.9050619188365663, 3.916805101025213, 3.8719892832848664, 3.8904188896176612, 3.8893643997884766, 3.8805689959859593, 3.9445094247192456, 3.964568697151689, 3.9690982102815955, 3.9625076488491913, 3.9735558263776944, 3.982279333146403, 3.9889417916126155, 3.992752334404441, 3.9744425564613266, 3.9783249962869607, 3.965000079354537, 3.965431461557386, 3.9898764530521196, 3.997114087788796, 4.0194021682692895, 4.042792669934839, 4.055877930087902, 4.063451084315682, 4.097793900797992, 4.091227305043523, 4.0802030931929565, 4.094366808853141, 4.105391020703707, 4.0950618135132855, 4.100430125370953, 4.111142783408351, 4.115264880013346, 4.119818358821188, 4.121831475767813, 4.153250479541928, 4.128733591013385, 4.138679347356831, 4.109968465189486, 4.117757310518691, 4.167294366812432, 4.147546648193156, 4.153370307931608, 4.163196235885374, 4.164370554104238, 4.183519130775114, 4.191403838816062, 4.190229520597197, 4.199192684145267, 4.175802182479717, 4.1702421451985625, 4.17632942739431, 4.162021917666508, 4.127870826607689, 4.17824668162919, 4.161973986310636, 4.169858694351586, 4.210336724385514, 4.20566341718799, 4.218461089205823, 4.216064521412221, 4.277464588284289, 4.275139917524496, 4.3266900907648616, 4.313844487391158, 4.307182028924946, 4.283527904802101, 4.28280893446402, 4.301286472152687, 4.336084636515779, 4.356431497083455, 4.366305356393093, 4.363285680973155, 4.337306886090516, 4.394345199578229, 4.428735947416409, 4.4079097732900125, 4.402589392788219, 4.415339133450178, 4.412391355064049, 4.40558510253022, 4.410665826252655, 4.422456939797174, 4.389072750432307, 4.442276555450258, 4.483617349889882, 4.509811835873945, 4.5557300747993486, 4.566658423938171, 4.575238136639264, 4.567904639190844, 4.614230294641159, 4.658998181025632, 4.6354638852924674, 4.698110167417208, 4.6872537153121945, 4.716659602139683, 4.770989794020626, 4.7857526516292115, 4.781942108837385, 4.786040239764444, 4.866612848985323, 4.8202632278570725, 4.745729969476067, 4.749037233031237, 4.744651513968948, 4.601216931521903, 4.32994942296416, 4.440670855028545, 4.408365121170798, 4.16712660706688, 4.259514295510215, 4.346869191586985, 4.363501372074579, 4.449034876628214, 4.527091089665811, 4.529535588815285, 4.491286366829407, 4.455505609670937, 4.461808582968109, 4.565675831142794, 4.643084970876119, 4.558438196406119, 4.485462707090955, 4.398802815674328, 4.431348206311435, 4.502502304103461, 4.519709660861519, 4.5165461913739655, 4.545712421422094, 4.6597890483975215, 4.651281232730237, 4.608838017105556, 4.570900348932845, 4.565747728176602, 4.576963665450657, 4.483281830398778, 4.492916032929055, 4.480909228283112, 4.317367442047752, 4.184525689248427, 4.352980439460669, 4.242906080700556, 4.224644234113314, 4.310609120869796, 4.169235586725249, 4.247291799762847, 4.319764009841354, 4.36326171529522, 4.223374053182704, 4.244200227309101, 4.348954205567418, 4.31377259035735, 4.36601776825786, 4.347588161925066, 4.39921023219924, 4.467632242706561, 4.473024520242164, 4.435853753763406, 4.380756660188509, 4.38111614535755, 4.2954867780921715, 4.307086166213202, 4.373087643248985, 4.380205449595981, 4.327816477627855, 4.343993310234664, 4.298146968343069, 4.283911355649076, 4.364651724615508, 4.386724113994577, 4.3850225508611205, 4.447021759681588, 4.507606993503832, 4.518751033744078, 4.5245267621266585, 4.479758875742183, 4.5061450871497355, 4.500561084190644, 4.483401658788457, 4.531428877372231, 4.510890291381066, 4.532099916354438, 4.518846896455823, 4.503436965542965, 4.42801697707833, 4.509859767229818, 4.464948086777727, 4.535287351519928, 4.564645306991546, 4.569270682833197, 4.625709854372509, 4.620964650141178, 4.641718927233767, 4.648836733580763, 4.66046008737973, 4.633570596735522, 4.650011051799627, 4.643228764943736, 4.629065049283551, 4.60231935270696, 4.613655118370695, 4.571571387915054, 4.583841815018293, 4.493227586742224, 4.507583027825896, 4.451431444421815, 4.491406195219087, 4.496343124873905]}],\n","                        {\"showlegend\": true, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}},\n","                        {\"responsive\": true}\n","                    ).then(function(){\n","                            \n","var gd = document.getElementById('e63d3b50-4c10-421a-a102-516462cdd98b');\n","var x = new MutationObserver(function (mutations, observer) {{\n","        var display = window.getComputedStyle(gd).display;\n","        if (!display || display === 'none') {{\n","            console.log([gd, 'removed!']);\n","            Plotly.purge(gd);\n","            observer.disconnect();\n","        }}\n","}});\n","\n","// Listen for the removal of the full notebook cells\n","var notebookContainer = gd.closest('#notebook-container');\n","if (notebookContainer) {{\n","    x.observe(notebookContainer, {childList: true});\n","}}\n","\n","// Listen for the clearing of the current output cell\n","var outputEl = gd.closest('.output');\n","if (outputEl) {{\n","    x.observe(outputEl, {childList: true});\n","}}\n","\n","                        })\n","                };\n","                \n","            </script>\n","        </div>\n","</body>\n","</html>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"bguM7haxU3PL"},"source":["## Task 3: Data Preprocessing"]},{"cell_type":"code","metadata":{"id":"kqzDKj5Snq1Y","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597756289016,"user_tz":-360,"elapsed":1227,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"4250a34b-d11a-4b26-f5d5-f18632b19023"},"source":["train_size = int(len(df)*0.8)\n","test_size = len(df) -train_size\n","train,test = df.iloc[:train_size], df.iloc[train_size:]\n","print(train.shape, test.shape)"],"execution_count":19,"outputs":[{"output_type":"stream","text":["(6553, 2) (1639, 2)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"9Cz4C73TxG_Y","colab":{},"executionInfo":{"status":"ok","timestamp":1597756291582,"user_tz":-360,"elapsed":1619,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}}},"source":["from sklearn.preprocessing import StandardScaler\n","scaler = StandardScaler()"],"execution_count":20,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"hkxx7ETZ8oF8","colab":{},"executionInfo":{"status":"ok","timestamp":1597756293611,"user_tz":-360,"elapsed":1221,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}}},"source":["train['close'] = scaler.fit_transform(train[['close']])\n","test['close'] = scaler.transform(test[['close']])"],"execution_count":21,"outputs":[]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"Epg_QXw5YWXW"},"source":["## Task 4: Create Training and Test Splits"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"rp89-jBZpskM","colab":{},"executionInfo":{"status":"ok","timestamp":1597758126548,"user_tz":-360,"elapsed":1328,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}}},"source":["def create_sequences(X,y,time_steps = 1):\n","    Xs, ys = [], []\n","    for i in range(len(X) - time_steps):\n","        Xs.append(X.iloc[i:i+time_steps].values)\n","        ys.append(y.iloc[i+time_steps])\n","    return np.array(Xs), np.array(ys)"],"execution_count":93,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"UFpUz7OFps8J","colab":{},"executionInfo":{"status":"ok","timestamp":1597758129358,"user_tz":-360,"elapsed":2279,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}}},"source":["time_steps = 30\n","xtrain, ytrain = create_sequences(train[['close']], train.close, time_steps)\n","xtest, ytest = create_sequences(test[['close']], test.close, time_steps)"],"execution_count":94,"outputs":[]},{"cell_type":"code","metadata":{"id":"AUZ9FeV-nq2K","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597758131097,"user_tz":-360,"elapsed":1178,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"9b58593e-da02-4e34-80d0-52d6e9487eef"},"source":["xtrain.shape"],"execution_count":95,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(6523, 30, 1)"]},"metadata":{"tags":[]},"execution_count":95}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"3nZrpfm9cJeX"},"source":["## Task 5: Build an LSTM Autoencoder"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"3FTdbOj8ZP9G","colab":{},"executionInfo":{"status":"ok","timestamp":1597758133510,"user_tz":-360,"elapsed":1220,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}}},"source":["timesteps = xtrain.shape[1]\n","num_features = xtrain.shape[2]\n"],"execution_count":96,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"da55zoY1qSQ0","colab":{},"executionInfo":{"status":"ok","timestamp":1597758136219,"user_tz":-360,"elapsed":1264,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}}},"source":["from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense, LSTM, Dropout, RepeatVector, TimeDistributed\n"],"execution_count":97,"outputs":[]},{"cell_type":"code","metadata":{"id":"JG8GnL2knq4a","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":357},"executionInfo":{"status":"ok","timestamp":1597759047657,"user_tz":-360,"elapsed":1497,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"986cc561-991e-4cd2-c5f3-9e96e94a7b42"},"source":["model = Sequential([\n","    LSTM(128,input_shape=(timesteps, num_features)),\n","    Dropout(0.2),\n","    RepeatVector(timesteps),\n","    LSTM(128, return_sequences=True),\n","    Dropout(0.2),\n","    TimeDistributed(Dense(num_features))\n","])\n","\n","model.compile(loss='mae', optimizer= 'adam')\n","model.summary()"],"execution_count":123,"outputs":[{"output_type":"stream","text":["Model: \"sequential_14\"\n","_________________________________________________________________\n","Layer (type)                 Output Shape              Param #   \n","=================================================================\n","lstm_36 (LSTM)               (None, 128)               66560     \n","_________________________________________________________________\n","dropout_42 (Dropout)         (None, 128)               0         \n","_________________________________________________________________\n","repeat_vector_14 (RepeatVect (None, 30, 128)           0         \n","_________________________________________________________________\n","lstm_37 (LSTM)               (None, 30, 128)           131584    \n","_________________________________________________________________\n","dropout_43 (Dropout)         (None, 30, 128)           0         \n","_________________________________________________________________\n","time_distributed_14 (TimeDis (None, 30, 1)             129       \n","=================================================================\n","Total params: 198,273\n","Trainable params: 198,273\n","Non-trainable params: 0\n","_________________________________________________________________\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"Q6k5t6FncXvA"},"source":["## Task 6: Train the Autoencoder"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"RBqAR3SAapfJ","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1597759172500,"user_tz":-360,"elapsed":120340,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"f0f78184-0aa2-4633-9373-846247675b2d"},"source":["#es = tf.keras.callbacks.EarlyStopping(monitor = 'val_loss', patience = 3, mode = 'min')\n","#history = model.fit(\n","#    xtrain,ytrain, epochs =100, batch_size = 32, validation_split = 0.1, \n","#    callbacks=[es], shuffle= False)\n","# Without callbacks\n","history = model.fit(\n","    xtrain,ytrain, epochs =100, batch_size = 32, validation_split = 0.1, shuffle= False)"],"execution_count":124,"outputs":[{"output_type":"stream","text":["Epoch 1/100\n","184/184 [==============================] - 2s 10ms/step - loss: 0.1557 - val_loss: 0.1963\n","Epoch 2/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.1149 - val_loss: 0.1010\n","Epoch 3/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0887 - val_loss: 0.0745\n","Epoch 4/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0776 - val_loss: 0.0775\n","Epoch 5/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0787 - val_loss: 0.0591\n","Epoch 6/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0759 - val_loss: 0.0377\n","Epoch 7/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0730 - val_loss: 0.0517\n","Epoch 8/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0679 - val_loss: 0.0337\n","Epoch 9/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0722 - val_loss: 0.0473\n","Epoch 10/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0760 - val_loss: 0.0284\n","Epoch 11/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0732 - val_loss: 0.0400\n","Epoch 12/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0726 - val_loss: 0.0512\n","Epoch 13/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0765 - val_loss: 0.0372\n","Epoch 14/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0748 - val_loss: 0.0263\n","Epoch 15/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0739 - val_loss: 0.0757\n","Epoch 16/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0752 - val_loss: 0.0555\n","Epoch 17/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0748 - val_loss: 0.0279\n","Epoch 18/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0713 - val_loss: 0.0456\n","Epoch 19/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0709 - val_loss: 0.0408\n","Epoch 20/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0715 - val_loss: 0.0470\n","Epoch 21/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0717 - val_loss: 0.0483\n","Epoch 22/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0724 - val_loss: 0.0537\n","Epoch 23/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0743 - val_loss: 0.0875\n","Epoch 24/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0816 - val_loss: 0.1027\n","Epoch 25/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0925 - val_loss: 0.1174\n","Epoch 26/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0971 - val_loss: 0.1228\n","Epoch 27/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.1178 - val_loss: 0.1327\n","Epoch 28/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.1282 - val_loss: 0.1078\n","Epoch 29/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.1150 - val_loss: 0.1236\n","Epoch 30/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.1040 - val_loss: 0.1414\n","Epoch 31/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0957 - val_loss: 0.1355\n","Epoch 32/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0930 - val_loss: 0.1318\n","Epoch 33/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0900 - val_loss: 0.1214\n","Epoch 34/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0868 - val_loss: 0.1167\n","Epoch 35/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0860 - val_loss: 0.1106\n","Epoch 36/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0842 - val_loss: 0.1072\n","Epoch 37/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0842 - val_loss: 0.1174\n","Epoch 38/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0823 - val_loss: 0.0911\n","Epoch 39/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0849 - val_loss: 0.0915\n","Epoch 40/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0835 - val_loss: 0.1016\n","Epoch 41/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0820 - val_loss: 0.0897\n","Epoch 42/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0809 - val_loss: 0.0923\n","Epoch 43/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0801 - val_loss: 0.0938\n","Epoch 44/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0802 - val_loss: 0.0777\n","Epoch 45/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0800 - val_loss: 0.0804\n","Epoch 46/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0792 - val_loss: 0.0832\n","Epoch 47/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0800 - val_loss: 0.0902\n","Epoch 48/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0779 - val_loss: 0.0785\n","Epoch 49/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0782 - val_loss: 0.0823\n","Epoch 50/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0770 - val_loss: 0.0777\n","Epoch 51/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0781 - val_loss: 0.0747\n","Epoch 52/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0770 - val_loss: 0.0788\n","Epoch 53/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0767 - val_loss: 0.0748\n","Epoch 54/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0754 - val_loss: 0.0770\n","Epoch 55/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0761 - val_loss: 0.0775\n","Epoch 56/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0747 - val_loss: 0.0673\n","Epoch 57/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0763 - val_loss: 0.0740\n","Epoch 58/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0749 - val_loss: 0.0810\n","Epoch 59/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0747 - val_loss: 0.0746\n","Epoch 60/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0751 - val_loss: 0.0765\n","Epoch 61/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0744 - val_loss: 0.0743\n","Epoch 62/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0737 - val_loss: 0.0719\n","Epoch 63/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0738 - val_loss: 0.0739\n","Epoch 64/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0733 - val_loss: 0.0753\n","Epoch 65/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0733 - val_loss: 0.0724\n","Epoch 66/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0738 - val_loss: 0.0748\n","Epoch 67/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0723 - val_loss: 0.0716\n","Epoch 68/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0735 - val_loss: 0.0711\n","Epoch 69/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0721 - val_loss: 0.0691\n","Epoch 70/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0727 - val_loss: 0.0760\n","Epoch 71/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0705 - val_loss: 0.0689\n","Epoch 72/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0722 - val_loss: 0.0721\n","Epoch 73/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0725 - val_loss: 0.0693\n","Epoch 74/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0719 - val_loss: 0.0700\n","Epoch 75/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0709 - val_loss: 0.0719\n","Epoch 76/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0703 - val_loss: 0.0674\n","Epoch 77/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0709 - val_loss: 0.0712\n","Epoch 78/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0700 - val_loss: 0.0697\n","Epoch 79/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0698 - val_loss: 0.0642\n","Epoch 80/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0712 - val_loss: 0.0722\n","Epoch 81/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0692 - val_loss: 0.0672\n","Epoch 82/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0704 - val_loss: 0.0710\n","Epoch 83/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0688 - val_loss: 0.0686\n","Epoch 84/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0696 - val_loss: 0.0665\n","Epoch 85/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0694 - val_loss: 0.0660\n","Epoch 86/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0687 - val_loss: 0.0678\n","Epoch 87/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0694 - val_loss: 0.0640\n","Epoch 88/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0692 - val_loss: 0.0734\n","Epoch 89/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0696 - val_loss: 0.0660\n","Epoch 90/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0696 - val_loss: 0.0664\n","Epoch 91/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0684 - val_loss: 0.0657\n","Epoch 92/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0693 - val_loss: 0.0661\n","Epoch 93/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0673 - val_loss: 0.0644\n","Epoch 94/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0687 - val_loss: 0.0677\n","Epoch 95/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0685 - val_loss: 0.0630\n","Epoch 96/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0682 - val_loss: 0.0675\n","Epoch 97/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0669 - val_loss: 0.0603\n","Epoch 98/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0690 - val_loss: 0.0734\n","Epoch 99/100\n","184/184 [==============================] - 1s 6ms/step - loss: 0.0676 - val_loss: 0.0596\n","Epoch 100/100\n","184/184 [==============================] - 1s 7ms/step - loss: 0.0674 - val_loss: 0.0680\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"pW93bYQXcf2I"},"source":["## Task 7: Plot Metrics and Evaluate the Model"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"2GYE03C1TUv0","colab":{"base_uri":"https://localhost:8080/","height":502},"executionInfo":{"status":"ok","timestamp":1597759179759,"user_tz":-360,"elapsed":2219,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"d273f83c-f499-45e7-8ea9-60cccbbbe8c8"},"source":["plt.plot(history.history['loss'], label = 'Training Loss')\n","plt.plot(history.history['val_loss'], label ='Validation Loss')\n","plt.savefig('loss.png')\n","plt.legend()"],"execution_count":125,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.legend.Legend at 0x7f9188953ef0>"]},"metadata":{"tags":[]},"execution_count":125},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1008x576 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"DgOzzuc_xq8i","colab":{},"executionInfo":{"status":"ok","timestamp":1597759192913,"user_tz":-360,"elapsed":2229,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}}},"source":["xtrain_pred = model.predict(xtrain)\n","train_mae_loss = pd.DataFrame(np.mean(np.abs(xtrain_pred - xtrain), axis = 1),columns = ['error'])"],"execution_count":126,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"NZX9-6ahVKY4","colab":{"base_uri":"https://localhost:8080/","height":51},"executionInfo":{"status":"ok","timestamp":1597759195481,"user_tz":-360,"elapsed":1360,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"6fa996d9-584b-41ae-a6a4-d7f6e92ef625"},"source":["model.evaluate(xtest, ytest)"],"execution_count":127,"outputs":[{"output_type":"stream","text":["51/51 [==============================] - 0s 4ms/step - loss: 0.6164\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["0.6163946986198425"]},"metadata":{"tags":[]},"execution_count":127}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"coepllErx5Il","colab":{"base_uri":"https://localhost:8080/","height":485},"executionInfo":{"status":"ok","timestamp":1597759199390,"user_tz":-360,"elapsed":1822,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"2c9860fb-8dee-4607-dda2-549c58f4e926"},"source":["sns.distplot(train_mae_loss, bins = 50, kde = True)\n","plt.savefig('train_mae_loss.png')\n","plt.show()"],"execution_count":128,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1008x576 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"G0IRFw03cP2V","colab":{},"executionInfo":{"status":"ok","timestamp":1597759215590,"user_tz":-360,"elapsed":1075,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}}},"source":["threshold = 0.65"],"execution_count":129,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"1z3-49OkWu20","colab":{},"executionInfo":{"status":"ok","timestamp":1597759222226,"user_tz":-360,"elapsed":1714,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}}},"source":["xtest_pred = model.predict(xtest)\n","test_mae_loss = np.mean(np.abs(xtest_pred- xtest), axis = 1)"],"execution_count":130,"outputs":[]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"7C8bQAqZcqiw"},"source":["## Task 8: Detect Anomalies in the S&P 500 Index Data"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"U-87Uma2uEg6","colab":{},"executionInfo":{"status":"ok","timestamp":1597759222228,"user_tz":-360,"elapsed":1698,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}}},"source":["test_score_df = pd.DataFrame(test[time_steps:])\n","test_score_df['loss'] = test_mae_loss\n","test_score_df['threshold'] = threshold\n","test_score_df['anomly'] = test_score_df.loss > test_score_df.threshold\n","test_score_df['close'] = test[time_steps:].close"],"execution_count":131,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"l7QgPLCIQj5x","colab":{"base_uri":"https://localhost:8080/","height":204},"executionInfo":{"status":"ok","timestamp":1597759222232,"user_tz":-360,"elapsed":1684,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"8b3a3e71-1e7b-45e0-9dd3-0de79f996b15"},"source":["test_score_df.head()"],"execution_count":132,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>date</th>\n","      <th>close</th>\n","      <th>loss</th>\n","      <th>threshold</th>\n","      <th>anomly</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>6583</th>\n","      <td>08-Feb-12</td>\n","      <td>1.216856</td>\n","      <td>0.120411</td>\n","      <td>0.65</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>6584</th>\n","      <td>09-Feb-12</td>\n","      <td>1.221625</td>\n","      <td>0.117892</td>\n","      <td>0.65</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>6585</th>\n","      <td>10-Feb-12</td>\n","      <td>1.199313</td>\n","      <td>0.113990</td>\n","      <td>0.65</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>6586</th>\n","      <td>13-Feb-12</td>\n","      <td>1.221194</td>\n","      <td>0.091183</td>\n","      <td>0.65</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>6587</th>\n","      <td>14-Feb-12</td>\n","      <td>1.218150</td>\n","      <td>0.098642</td>\n","      <td>0.65</td>\n","      <td>False</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["           date     close      loss  threshold  anomly\n","6583  08-Feb-12  1.216856  0.120411       0.65   False\n","6584  09-Feb-12  1.221625  0.117892       0.65   False\n","6585  10-Feb-12  1.199313  0.113990       0.65   False\n","6586  13-Feb-12  1.221194  0.091183       0.65   False\n","6587  14-Feb-12  1.218150  0.098642       0.65   False"]},"metadata":{"tags":[]},"execution_count":132}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"EkVxvoAt0Egc","colab":{"base_uri":"https://localhost:8080/","height":204},"executionInfo":{"status":"ok","timestamp":1597759222233,"user_tz":-360,"elapsed":1665,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"bb72a347-e88c-47b5-bb30-af1391211dfb"},"source":["test_score_df.tail()"],"execution_count":133,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>date</th>\n","      <th>close</th>\n","      <th>loss</th>\n","      <th>threshold</th>\n","      <th>anomly</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>8187</th>\n","      <td>25-Jun-18</td>\n","      <td>4.493228</td>\n","      <td>1.766716</td>\n","      <td>0.65</td>\n","      <td>True</td>\n","    </tr>\n","    <tr>\n","      <th>8188</th>\n","      <td>26-Jun-18</td>\n","      <td>4.507583</td>\n","      <td>1.771339</td>\n","      <td>0.65</td>\n","      <td>True</td>\n","    </tr>\n","    <tr>\n","      <th>8189</th>\n","      <td>27-Jun-18</td>\n","      <td>4.451431</td>\n","      <td>1.772314</td>\n","      <td>0.65</td>\n","      <td>True</td>\n","    </tr>\n","    <tr>\n","      <th>8190</th>\n","      <td>28-Jun-18</td>\n","      <td>4.491406</td>\n","      <td>1.776948</td>\n","      <td>0.65</td>\n","      <td>True</td>\n","    </tr>\n","    <tr>\n","      <th>8191</th>\n","      <td>29-Jun-18</td>\n","      <td>4.496343</td>\n","      <td>1.776221</td>\n","      <td>0.65</td>\n","      <td>True</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["           date     close      loss  threshold  anomly\n","8187  25-Jun-18  4.493228  1.766716       0.65    True\n","8188  26-Jun-18  4.507583  1.771339       0.65    True\n","8189  27-Jun-18  4.451431  1.772314       0.65    True\n","8190  28-Jun-18  4.491406  1.776948       0.65    True\n","8191  29-Jun-18  4.496343  1.776221       0.65    True"]},"metadata":{"tags":[]},"execution_count":133}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"i6ungDV_SluS","colab":{"base_uri":"https://localhost:8080/","height":542},"executionInfo":{"status":"ok","timestamp":1597759223696,"user_tz":-360,"elapsed":3100,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"bad8c6bc-2c74-4914-a3b7-ed6b6583ffc8"},"source":["fig = go.Figure()\n","fig.add_trace(go.Scatter(x = test[time_steps:].date, y = test_score_df.loss, mode ='lines', name = 'Test Loss'))\n","\n","fig.add_trace(go.Scatter(x = test[time_steps:].date, y = test_score_df.threshold, mode ='lines', name = 'Threshold'))\n","\n","fig.update_layout(showlegend= True)\n","fig.show()"],"execution_count":134,"outputs":[{"output_type":"display_data","data":{"text/html":["<html>\n","<head><meta charset=\"utf-8\" /></head>\n","<body>\n","    <div>\n","            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n","                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n","        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n","            <div id=\"7d4f2f52-5d69-4241-acbc-9011c093f222\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n","            <script type=\"text/javascript\">\n","                \n","                    window.PLOTLYENV=window.PLOTLYENV || {};\n","                    \n","                if (document.getElementById(\"7d4f2f52-5d69-4241-acbc-9011c093f222\")) {\n","                    Plotly.newPlot(\n","                        '7d4f2f52-5d69-4241-acbc-9011c093f222',\n","                        [{\"mode\": \"lines\", \"name\": \"Test Loss\", \"type\": \"scatter\", \"x\": [\"08-Feb-12\", \"09-Feb-12\", \"10-Feb-12\", \"13-Feb-12\", \"14-Feb-12\", \"15-Feb-12\", \"16-Feb-12\", \"17-Feb-12\", \"21-Feb-12\", \"22-Feb-12\", \"23-Feb-12\", \"24-Feb-12\", \"27-Feb-12\", \"28-Feb-12\", \"29-Feb-12\", \"01-Mar-12\", \"02-Mar-12\", \"05-Mar-12\", \"06-Mar-12\", \"07-Mar-12\", \"08-Mar-12\", \"09-Mar-12\", \"12-Mar-12\", \"13-Mar-12\", \"14-Mar-12\", \"15-Mar-12\", \"16-Mar-12\", \"19-Mar-12\", \"20-Mar-12\", \"21-Mar-12\", \"22-Mar-12\", \"23-Mar-12\", \"26-Mar-12\", \"27-Mar-12\", \"28-Mar-12\", \"29-Mar-12\", \"30-Mar-12\", \"02-Apr-12\", \"03-Apr-12\", \"04-Apr-12\", \"05-Apr-12\", \"09-Apr-12\", \"10-Apr-12\", \"11-Apr-12\", \"12-Apr-12\", \"13-Apr-12\", \"16-Apr-12\", \"17-Apr-12\", \"18-Apr-12\", \"19-Apr-12\", \"20-Apr-12\", \"23-Apr-12\", \"24-Apr-12\", \"25-Apr-12\", \"26-Apr-12\", \"27-Apr-12\", \"30-Apr-12\", \"01-May-12\", \"02-May-12\", \"03-May-12\", \"04-May-12\", \"07-May-12\", \"08-May-12\", \"09-May-12\", \"10-May-12\", \"11-May-12\", \"14-May-12\", \"15-May-12\", \"16-May-12\", \"17-May-12\", \"18-May-12\", \"21-May-12\", \"22-May-12\", \"23-May-12\", \"24-May-12\", \"25-May-12\", \"29-May-12\", \"30-May-12\", \"31-May-12\", \"01-Jun-12\", \"04-Jun-12\", \"05-Jun-12\", \"06-Jun-12\", \"07-Jun-12\", \"08-Jun-12\", \"11-Jun-12\", \"12-Jun-12\", \"13-Jun-12\", \"14-Jun-12\", \"15-Jun-12\", \"18-Jun-12\", \"19-Jun-12\", \"20-Jun-12\", \"21-Jun-12\", \"22-Jun-12\", \"25-Jun-12\", \"26-Jun-12\", \"27-Jun-12\", \"28-Jun-12\", \"29-Jun-12\", \"02-Jul-12\", \"03-Jul-12\", \"05-Jul-12\", \"06-Jul-12\", \"09-Jul-12\", \"10-Jul-12\", \"11-Jul-12\", \"12-Jul-12\", \"13-Jul-12\", \"16-Jul-12\", \"17-Jul-12\", \"18-Jul-12\", \"19-Jul-12\", \"20-Jul-12\", \"23-Jul-12\", \"24-Jul-12\", \"25-Jul-12\", \"26-Jul-12\", \"27-Jul-12\", \"30-Jul-12\", \"31-Jul-12\", \"01-Aug-12\", \"02-Aug-12\", \"03-Aug-12\", \"06-Aug-12\", \"07-Aug-12\", \"08-Aug-12\", \"09-Aug-12\", \"10-Aug-12\", \"13-Aug-12\", \"14-Aug-12\", \"15-Aug-12\", \"16-Aug-12\", \"17-Aug-12\", \"20-Aug-12\", \"21-Aug-12\", \"22-Aug-12\", \"23-Aug-12\", \"24-Aug-12\", \"27-Aug-12\", \"28-Aug-12\", \"29-Aug-12\", \"30-Aug-12\", \"31-Aug-12\", \"04-Sep-12\", \"05-Sep-12\", \"06-Sep-12\", \"07-Sep-12\", \"10-Sep-12\", \"11-Sep-12\", \"12-Sep-12\", \"13-Sep-12\", \"14-Sep-12\", \"17-Sep-12\", \"18-Sep-12\", \"19-Sep-12\", \"20-Sep-12\", \"21-Sep-12\", \"24-Sep-12\", \"25-Sep-12\", \"26-Sep-12\", \"27-Sep-12\", \"28-Sep-12\", \"01-Oct-12\", \"02-Oct-12\", \"03-Oct-12\", \"04-Oct-12\", \"05-Oct-12\", \"08-Oct-12\", \"09-Oct-12\", \"10-Oct-12\", \"11-Oct-12\", \"12-Oct-12\", \"15-Oct-12\", \"16-Oct-12\", \"17-Oct-12\", \"18-Oct-12\", \"19-Oct-12\", \"22-Oct-12\", \"23-Oct-12\", \"24-Oct-12\", \"25-Oct-12\", \"26-Oct-12\", \"31-Oct-12\", \"01-Nov-12\", \"02-Nov-12\", \"05-Nov-12\", \"06-Nov-12\", \"07-Nov-12\", \"08-Nov-12\", \"09-Nov-12\", \"12-Nov-12\", \"13-Nov-12\", \"14-Nov-12\", \"15-Nov-12\", \"16-Nov-12\", \"19-Nov-12\", \"20-Nov-12\", \"21-Nov-12\", \"23-Nov-12\", \"26-Nov-12\", \"27-Nov-12\", \"28-Nov-12\", \"29-Nov-12\", \"30-Nov-12\", \"03-Dec-12\", \"04-Dec-12\", \"05-Dec-12\", \"06-Dec-12\", \"07-Dec-12\", \"10-Dec-12\", \"11-Dec-12\", \"12-Dec-12\", \"13-Dec-12\", \"14-Dec-12\", \"17-Dec-12\", \"18-Dec-12\", \"19-Dec-12\", \"20-Dec-12\", \"21-Dec-12\", \"24-Dec-12\", \"26-Dec-12\", \"27-Dec-12\", \"28-Dec-12\", \"31-Dec-12\", \"02-Jan-13\", \"03-Jan-13\", \"04-Jan-13\", \"07-Jan-13\", \"08-Jan-13\", \"09-Jan-13\", \"10-Jan-13\", \"11-Jan-13\", \"14-Jan-13\", \"15-Jan-13\", \"16-Jan-13\", \"17-Jan-13\", \"18-Jan-13\", \"22-Jan-13\", \"23-Jan-13\", \"24-Jan-13\", \"25-Jan-13\", \"28-Jan-13\", \"29-Jan-13\", \"30-Jan-13\", \"31-Jan-13\", \"01-Feb-13\", \"04-Feb-13\", \"05-Feb-13\", \"06-Feb-13\", \"07-Feb-13\", \"08-Feb-13\", \"11-Feb-13\", \"12-Feb-13\", \"13-Feb-13\", \"14-Feb-13\", \"15-Feb-13\", \"19-Feb-13\", \"20-Feb-13\", \"21-Feb-13\", \"22-Feb-13\", \"25-Feb-13\", \"26-Feb-13\", \"27-Feb-13\", \"28-Feb-13\", \"01-Mar-13\", \"04-Mar-13\", \"05-Mar-13\", \"06-Mar-13\", \"07-Mar-13\", \"08-Mar-13\", \"11-Mar-13\", \"12-Mar-13\", \"13-Mar-13\", \"14-Mar-13\", \"15-Mar-13\", \"18-Mar-13\", \"19-Mar-13\", \"20-Mar-13\", \"21-Mar-13\", \"22-Mar-13\", \"25-Mar-13\", \"26-Mar-13\", \"27-Mar-13\", \"28-Mar-13\", \"01-Apr-13\", \"02-Apr-13\", \"03-Apr-13\", \"04-Apr-13\", \"05-Apr-13\", \"08-Apr-13\", \"09-Apr-13\", \"10-Apr-13\", \"11-Apr-13\", \"12-Apr-13\", \"15-Apr-13\", \"16-Apr-13\", \"17-Apr-13\", \"18-Apr-13\", \"19-Apr-13\", \"22-Apr-13\", \"23-Apr-13\", \"24-Apr-13\", \"25-Apr-13\", \"26-Apr-13\", \"29-Apr-13\", \"30-Apr-13\", \"01-May-13\", \"02-May-13\", \"03-May-13\", \"06-May-13\", \"07-May-13\", \"08-May-13\", \"09-May-13\", \"10-May-13\", \"13-May-13\", \"14-May-13\", \"15-May-13\", \"16-May-13\", \"17-May-13\", \"20-May-13\", \"21-May-13\", \"22-May-13\", \"23-May-13\", \"24-May-13\", \"28-May-13\", \"29-May-13\", \"30-May-13\", \"31-May-13\", \"03-Jun-13\", \"04-Jun-13\", \"05-Jun-13\", \"06-Jun-13\", \"07-Jun-13\", \"10-Jun-13\", \"11-Jun-13\", \"12-Jun-13\", \"13-Jun-13\", \"14-Jun-13\", \"17-Jun-13\", \"18-Jun-13\", \"19-Jun-13\", \"20-Jun-13\", \"21-Jun-13\", \"24-Jun-13\", \"25-Jun-13\", \"26-Jun-13\", \"27-Jun-13\", \"28-Jun-13\", \"01-Jul-13\", \"02-Jul-13\", \"03-Jul-13\", \"05-Jul-13\", \"08-Jul-13\", \"09-Jul-13\", \"10-Jul-13\", \"11-Jul-13\", \"12-Jul-13\", \"15-Jul-13\", \"16-Jul-13\", \"17-Jul-13\", \"18-Jul-13\", \"19-Jul-13\", \"22-Jul-13\", \"23-Jul-13\", \"24-Jul-13\", \"25-Jul-13\", \"26-Jul-13\", \"29-Jul-13\", \"30-Jul-13\", \"31-Jul-13\", \"01-Aug-13\", \"02-Aug-13\", \"05-Aug-13\", \"06-Aug-13\", \"07-Aug-13\", \"08-Aug-13\", \"09-Aug-13\", \"12-Aug-13\", \"13-Aug-13\", \"14-Aug-13\", \"15-Aug-13\", \"16-Aug-13\", \"19-Aug-13\", \"20-Aug-13\", \"21-Aug-13\", \"22-Aug-13\", \"23-Aug-13\", \"26-Aug-13\", \"27-Aug-13\", \"28-Aug-13\", \"29-Aug-13\", \"30-Aug-13\", \"03-Sep-13\", \"04-Sep-13\", \"05-Sep-13\", \"06-Sep-13\", \"09-Sep-13\", \"10-Sep-13\", \"11-Sep-13\", \"12-Sep-13\", \"13-Sep-13\", \"16-Sep-13\", \"17-Sep-13\", \"18-Sep-13\", \"19-Sep-13\", \"20-Sep-13\", \"23-Sep-13\", \"24-Sep-13\", \"25-Sep-13\", \"26-Sep-13\", \"27-Sep-13\", \"30-Sep-13\", \"01-Oct-13\", \"02-Oct-13\", \"03-Oct-13\", \"04-Oct-13\", \"07-Oct-13\", \"08-Oct-13\", \"09-Oct-13\", \"10-Oct-13\", \"11-Oct-13\", \"14-Oct-13\", \"15-Oct-13\", \"16-Oct-13\", \"17-Oct-13\", \"18-Oct-13\", \"21-Oct-13\", \"22-Oct-13\", \"23-Oct-13\", \"24-Oct-13\", \"25-Oct-13\", \"28-Oct-13\", \"29-Oct-13\", \"30-Oct-13\", \"31-Oct-13\", \"01-Nov-13\", \"04-Nov-13\", \"05-Nov-13\", \"06-Nov-13\", \"07-Nov-13\", \"08-Nov-13\", \"11-Nov-13\", \"12-Nov-13\", \"13-Nov-13\", \"14-Nov-13\", \"15-Nov-13\", \"18-Nov-13\", \"19-Nov-13\", \"20-Nov-13\", \"21-Nov-13\", \"22-Nov-13\", \"25-Nov-13\", \"26-Nov-13\", \"27-Nov-13\", \"29-Nov-13\", \"02-Dec-13\", \"03-Dec-13\", \"04-Dec-13\", \"05-Dec-13\", \"06-Dec-13\", \"09-Dec-13\", \"10-Dec-13\", \"11-Dec-13\", \"12-Dec-13\", \"13-Dec-13\", \"16-Dec-13\", \"17-Dec-13\", \"18-Dec-13\", \"19-Dec-13\", \"20-Dec-13\", \"23-Dec-13\", \"24-Dec-13\", \"26-Dec-13\", \"27-Dec-13\", \"30-Dec-13\", \"31-Dec-13\", \"02-Jan-14\", \"03-Jan-14\", \"06-Jan-14\", \"07-Jan-14\", \"08-Jan-14\", \"09-Jan-14\", \"10-Jan-14\", \"13-Jan-14\", \"14-Jan-14\", \"15-Jan-14\", \"16-Jan-14\", \"17-Jan-14\", \"21-Jan-14\", \"22-Jan-14\", \"23-Jan-14\", \"24-Jan-14\", \"27-Jan-14\", \"28-Jan-14\", \"29-Jan-14\", \"30-Jan-14\", \"31-Jan-14\", \"03-Feb-14\", \"04-Feb-14\", \"05-Feb-14\", \"06-Feb-14\", \"07-Feb-14\", \"10-Feb-14\", \"11-Feb-14\", \"12-Feb-14\", \"13-Feb-14\", \"14-Feb-14\", \"18-Feb-14\", \"19-Feb-14\", \"20-Feb-14\", \"21-Feb-14\", \"24-Feb-14\", \"25-Feb-14\", \"26-Feb-14\", \"27-Feb-14\", \"28-Feb-14\", \"03-Mar-14\", \"04-Mar-14\", \"05-Mar-14\", \"06-Mar-14\", \"07-Mar-14\", \"10-Mar-14\", \"11-Mar-14\", \"12-Mar-14\", \"13-Mar-14\", \"14-Mar-14\", \"17-Mar-14\", \"18-Mar-14\", \"19-Mar-14\", \"20-Mar-14\", \"21-Mar-14\", \"24-Mar-14\", \"25-Mar-14\", \"26-Mar-14\", \"27-Mar-14\", \"28-Mar-14\", \"31-Mar-14\", \"01-Apr-14\", \"02-Apr-14\", \"03-Apr-14\", \"04-Apr-14\", \"07-Apr-14\", \"08-Apr-14\", \"09-Apr-14\", \"10-Apr-14\", \"11-Apr-14\", \"14-Apr-14\", \"15-Apr-14\", \"16-Apr-14\", \"17-Apr-14\", \"21-Apr-14\", \"22-Apr-14\", \"23-Apr-14\", \"24-Apr-14\", \"25-Apr-14\", \"28-Apr-14\", \"29-Apr-14\", \"30-Apr-14\", \"01-May-14\", \"02-May-14\", \"05-May-14\", \"06-May-14\", \"07-May-14\", \"08-May-14\", \"09-May-14\", \"12-May-14\", \"13-May-14\", \"14-May-14\", \"15-May-14\", \"16-May-14\", \"19-May-14\", \"20-May-14\", \"21-May-14\", \"22-May-14\", \"23-May-14\", \"27-May-14\", \"28-May-14\", \"29-May-14\", \"30-May-14\", \"02-Jun-14\", \"03-Jun-14\", \"04-Jun-14\", \"05-Jun-14\", \"06-Jun-14\", \"09-Jun-14\", \"10-Jun-14\", \"11-Jun-14\", \"12-Jun-14\", \"13-Jun-14\", \"16-Jun-14\", \"17-Jun-14\", \"18-Jun-14\", \"19-Jun-14\", \"20-Jun-14\", \"23-Jun-14\", \"24-Jun-14\", \"25-Jun-14\", \"26-Jun-14\", \"27-Jun-14\", \"30-Jun-14\", \"01-Jul-14\", \"02-Jul-14\", \"03-Jul-14\", \"07-Jul-14\", \"08-Jul-14\", \"09-Jul-14\", \"10-Jul-14\", \"11-Jul-14\", \"14-Jul-14\", \"15-Jul-14\", \"16-Jul-14\", \"17-Jul-14\", \"18-Jul-14\", \"21-Jul-14\", \"22-Jul-14\", \"23-Jul-14\", \"24-Jul-14\", \"25-Jul-14\", \"28-Jul-14\", \"29-Jul-14\", \"30-Jul-14\", \"31-Jul-14\", \"01-Aug-14\", \"04-Aug-14\", \"05-Aug-14\", \"06-Aug-14\", \"07-Aug-14\", \"08-Aug-14\", \"11-Aug-14\", \"12-Aug-14\", \"13-Aug-14\", \"14-Aug-14\", \"15-Aug-14\", \"18-Aug-14\", \"19-Aug-14\", \"20-Aug-14\", \"21-Aug-14\", \"22-Aug-14\", \"25-Aug-14\", \"26-Aug-14\", \"27-Aug-14\", \"28-Aug-14\", \"29-Aug-14\", \"02-Sep-14\", \"03-Sep-14\", \"04-Sep-14\", \"05-Sep-14\", \"08-Sep-14\", \"09-Sep-14\", \"10-Sep-14\", \"11-Sep-14\", \"12-Sep-14\", \"15-Sep-14\", \"16-Sep-14\", \"17-Sep-14\", \"18-Sep-14\", \"19-Sep-14\", \"22-Sep-14\", \"23-Sep-14\", \"24-Sep-14\", \"25-Sep-14\", \"26-Sep-14\", \"29-Sep-14\", \"30-Sep-14\", \"01-Oct-14\", \"02-Oct-14\", \"03-Oct-14\", \"06-Oct-14\", \"07-Oct-14\", \"08-Oct-14\", \"09-Oct-14\", \"10-Oct-14\", \"13-Oct-14\", \"14-Oct-14\", \"15-Oct-14\", \"16-Oct-14\", \"17-Oct-14\", \"20-Oct-14\", \"21-Oct-14\", \"22-Oct-14\", \"23-Oct-14\", \"24-Oct-14\", \"27-Oct-14\", \"28-Oct-14\", \"29-Oct-14\", \"30-Oct-14\", \"31-Oct-14\", \"03-Nov-14\", \"04-Nov-14\", \"05-Nov-14\", \"06-Nov-14\", \"07-Nov-14\", \"10-Nov-14\", \"11-Nov-14\", \"12-Nov-14\", \"13-Nov-14\", \"14-Nov-14\", \"17-Nov-14\", \"18-Nov-14\", \"19-Nov-14\", \"20-Nov-14\", \"21-Nov-14\", \"24-Nov-14\", \"25-Nov-14\", \"26-Nov-14\", \"28-Nov-14\", \"01-Dec-14\", \"02-Dec-14\", \"03-Dec-14\", \"04-Dec-14\", \"05-Dec-14\", \"08-Dec-14\", \"09-Dec-14\", \"10-Dec-14\", \"11-Dec-14\", \"12-Dec-14\", \"15-Dec-14\", \"16-Dec-14\", \"17-Dec-14\", \"18-Dec-14\", \"19-Dec-14\", \"22-Dec-14\", \"23-Dec-14\", \"24-Dec-14\", \"26-Dec-14\", \"29-Dec-14\", \"30-Dec-14\", \"31-Dec-14\", \"02-Jan-15\", \"05-Jan-15\", \"06-Jan-15\", \"07-Jan-15\", \"08-Jan-15\", \"09-Jan-15\", \"12-Jan-15\", \"13-Jan-15\", \"14-Jan-15\", \"15-Jan-15\", \"16-Jan-15\", \"20-Jan-15\", \"21-Jan-15\", \"22-Jan-15\", \"23-Jan-15\", \"26-Jan-15\", \"27-Jan-15\", \"28-Jan-15\", \"29-Jan-15\", \"30-Jan-15\", \"02-Feb-15\", \"03-Feb-15\", \"04-Feb-15\", \"05-Feb-15\", \"06-Feb-15\", \"09-Feb-15\", \"10-Feb-15\", \"11-Feb-15\", \"12-Feb-15\", \"13-Feb-15\", \"17-Feb-15\", \"18-Feb-15\", \"19-Feb-15\", \"20-Feb-15\", \"23-Feb-15\", \"24-Feb-15\", \"25-Feb-15\", \"26-Feb-15\", \"27-Feb-15\", \"02-Mar-15\", \"03-Mar-15\", \"04-Mar-15\", \"05-Mar-15\", \"06-Mar-15\", \"09-Mar-15\", \"10-Mar-15\", \"11-Mar-15\", \"12-Mar-15\", \"13-Mar-15\", \"16-Mar-15\", \"17-Mar-15\", \"18-Mar-15\", \"19-Mar-15\", \"20-Mar-15\", \"23-Mar-15\", \"24-Mar-15\", \"25-Mar-15\", \"26-Mar-15\", \"27-Mar-15\", \"30-Mar-15\", \"31-Mar-15\", \"01-Apr-15\", \"02-Apr-15\", \"06-Apr-15\", \"07-Apr-15\", \"08-Apr-15\", \"09-Apr-15\", \"10-Apr-15\", \"13-Apr-15\", \"14-Apr-15\", \"15-Apr-15\", \"16-Apr-15\", \"17-Apr-15\", \"20-Apr-15\", \"21-Apr-15\", \"22-Apr-15\", \"23-Apr-15\", \"24-Apr-15\", \"27-Apr-15\", \"28-Apr-15\", \"29-Apr-15\", \"30-Apr-15\", \"01-May-15\", \"04-May-15\", \"05-May-15\", \"06-May-15\", \"07-May-15\", \"08-May-15\", \"11-May-15\", \"12-May-15\", \"13-May-15\", \"14-May-15\", \"15-May-15\", \"18-May-15\", \"19-May-15\", \"20-May-15\", \"21-May-15\", \"22-May-15\", \"26-May-15\", \"27-May-15\", \"28-May-15\", \"29-May-15\", \"01-Jun-15\", \"02-Jun-15\", \"03-Jun-15\", \"04-Jun-15\", \"05-Jun-15\", \"08-Jun-15\", \"09-Jun-15\", \"10-Jun-15\", \"11-Jun-15\", \"12-Jun-15\", \"15-Jun-15\", \"16-Jun-15\", \"17-Jun-15\", \"18-Jun-15\", \"19-Jun-15\", \"22-Jun-15\", \"23-Jun-15\", \"24-Jun-15\", \"25-Jun-15\", \"26-Jun-15\", \"29-Jun-15\", \"30-Jun-15\", \"01-Jul-15\", \"02-Jul-15\", \"06-Jul-15\", \"07-Jul-15\", \"08-Jul-15\", \"09-Jul-15\", \"10-Jul-15\", \"13-Jul-15\", \"14-Jul-15\", \"15-Jul-15\", \"16-Jul-15\", \"17-Jul-15\", \"20-Jul-15\", \"21-Jul-15\", \"22-Jul-15\", \"23-Jul-15\", \"24-Jul-15\", \"27-Jul-15\", \"28-Jul-15\", \"29-Jul-15\", \"30-Jul-15\", \"31-Jul-15\", \"03-Aug-15\", \"04-Aug-15\", \"05-Aug-15\", \"06-Aug-15\", \"07-Aug-15\", \"10-Aug-15\", \"11-Aug-15\", \"12-Aug-15\", \"13-Aug-15\", \"14-Aug-15\", \"17-Aug-15\", \"18-Aug-15\", \"19-Aug-15\", \"20-Aug-15\", \"21-Aug-15\", \"24-Aug-15\", \"25-Aug-15\", \"26-Aug-15\", \"27-Aug-15\", \"28-Aug-15\", \"31-Aug-15\", \"01-Sep-15\", \"02-Sep-15\", \"03-Sep-15\", \"04-Sep-15\", \"08-Sep-15\", \"09-Sep-15\", \"10-Sep-15\", \"11-Sep-15\", \"14-Sep-15\", \"15-Sep-15\", \"16-Sep-15\", \"17-Sep-15\", \"18-Sep-15\", \"21-Sep-15\", \"22-Sep-15\", \"23-Sep-15\", \"24-Sep-15\", \"25-Sep-15\", \"28-Sep-15\", \"29-Sep-15\", \"30-Sep-15\", \"01-Oct-15\", \"02-Oct-15\", \"05-Oct-15\", \"06-Oct-15\", \"07-Oct-15\", \"08-Oct-15\", \"09-Oct-15\", \"12-Oct-15\", \"13-Oct-15\", \"14-Oct-15\", \"15-Oct-15\", \"16-Oct-15\", \"19-Oct-15\", \"20-Oct-15\", \"21-Oct-15\", \"22-Oct-15\", \"23-Oct-15\", \"26-Oct-15\", \"27-Oct-15\", \"28-Oct-15\", \"29-Oct-15\", \"30-Oct-15\", \"02-Nov-15\", \"03-Nov-15\", \"04-Nov-15\", \"05-Nov-15\", \"06-Nov-15\", \"09-Nov-15\", \"10-Nov-15\", \"11-Nov-15\", \"12-Nov-15\", \"13-Nov-15\", \"16-Nov-15\", \"17-Nov-15\", \"18-Nov-15\", \"19-Nov-15\", \"20-Nov-15\", \"23-Nov-15\", \"24-Nov-15\", \"25-Nov-15\", \"27-Nov-15\", \"30-Nov-15\", \"01-Dec-15\", \"02-Dec-15\", \"03-Dec-15\", \"04-Dec-15\", \"07-Dec-15\", \"08-Dec-15\", \"09-Dec-15\", \"10-Dec-15\", \"11-Dec-15\", \"14-Dec-15\", \"15-Dec-15\", \"16-Dec-15\", \"17-Dec-15\", \"18-Dec-15\", \"21-Dec-15\", \"22-Dec-15\", \"23-Dec-15\", \"24-Dec-15\", \"28-Dec-15\", \"29-Dec-15\", \"30-Dec-15\", \"31-Dec-15\", \"04-Jan-16\", \"05-Jan-16\", \"06-Jan-16\", \"07-Jan-16\", \"08-Jan-16\", \"11-Jan-16\", \"12-Jan-16\", \"13-Jan-16\", \"14-Jan-16\", \"15-Jan-16\", \"19-Jan-16\", \"20-Jan-16\", \"21-Jan-16\", \"22-Jan-16\", \"25-Jan-16\", \"26-Jan-16\", \"27-Jan-16\", \"28-Jan-16\", \"29-Jan-16\", \"01-Feb-16\", \"02-Feb-16\", \"03-Feb-16\", \"04-Feb-16\", \"05-Feb-16\", \"08-Feb-16\", \"09-Feb-16\", \"10-Feb-16\", \"11-Feb-16\", \"12-Feb-16\", \"16-Feb-16\", \"17-Feb-16\", \"18-Feb-16\", \"19-Feb-16\", \"22-Feb-16\", \"23-Feb-16\", \"24-Feb-16\", \"25-Feb-16\", \"26-Feb-16\", \"29-Feb-16\", \"01-Mar-16\", \"02-Mar-16\", \"03-Mar-16\", \"04-Mar-16\", \"07-Mar-16\", \"08-Mar-16\", \"09-Mar-16\", \"10-Mar-16\", \"11-Mar-16\", \"14-Mar-16\", \"15-Mar-16\", \"16-Mar-16\", \"17-Mar-16\", \"18-Mar-16\", \"21-Mar-16\", \"22-Mar-16\", \"23-Mar-16\", \"24-Mar-16\", \"28-Mar-16\", \"29-Mar-16\", \"30-Mar-16\", \"31-Mar-16\", \"01-Apr-16\", \"04-Apr-16\", \"05-Apr-16\", \"06-Apr-16\", \"07-Apr-16\", \"08-Apr-16\", \"11-Apr-16\", \"12-Apr-16\", \"13-Apr-16\", \"14-Apr-16\", \"15-Apr-16\", \"18-Apr-16\", \"19-Apr-16\", \"20-Apr-16\", \"21-Apr-16\", \"22-Apr-16\", \"25-Apr-16\", \"26-Apr-16\", \"27-Apr-16\", \"28-Apr-16\", \"29-Apr-16\", \"02-May-16\", \"03-May-16\", \"04-May-16\", \"05-May-16\", \"06-May-16\", \"09-May-16\", \"10-May-16\", \"11-May-16\", \"12-May-16\", \"13-May-16\", \"16-May-16\", \"17-May-16\", \"18-May-16\", \"19-May-16\", \"20-May-16\", \"23-May-16\", \"24-May-16\", \"25-May-16\", \"26-May-16\", \"27-May-16\", \"31-May-16\", \"01-Jun-16\", \"02-Jun-16\", \"03-Jun-16\", \"06-Jun-16\", \"07-Jun-16\", \"08-Jun-16\", \"09-Jun-16\", \"10-Jun-16\", \"13-Jun-16\", \"14-Jun-16\", \"15-Jun-16\", \"16-Jun-16\", \"17-Jun-16\", \"20-Jun-16\", \"21-Jun-16\", \"22-Jun-16\", \"23-Jun-16\", \"24-Jun-16\", \"27-Jun-16\", \"28-Jun-16\", \"29-Jun-16\", \"30-Jun-16\", \"01-Jul-16\", \"05-Jul-16\", \"06-Jul-16\", \"07-Jul-16\", \"08-Jul-16\", \"11-Jul-16\", \"12-Jul-16\", \"13-Jul-16\", \"14-Jul-16\", \"15-Jul-16\", \"18-Jul-16\", \"19-Jul-16\", \"20-Jul-16\", \"21-Jul-16\", \"22-Jul-16\", \"25-Jul-16\", \"26-Jul-16\", \"27-Jul-16\", \"28-Jul-16\", \"29-Jul-16\", \"01-Aug-16\", \"02-Aug-16\", \"03-Aug-16\", \"04-Aug-16\", \"05-Aug-16\", \"08-Aug-16\", \"09-Aug-16\", \"10-Aug-16\", \"11-Aug-16\", \"12-Aug-16\", \"15-Aug-16\", \"16-Aug-16\", \"17-Aug-16\", \"18-Aug-16\", \"19-Aug-16\", \"22-Aug-16\", \"23-Aug-16\", \"24-Aug-16\", \"25-Aug-16\", \"26-Aug-16\", \"29-Aug-16\", \"30-Aug-16\", \"31-Aug-16\", \"01-Sep-16\", \"02-Sep-16\", \"06-Sep-16\", \"07-Sep-16\", \"08-Sep-16\", \"09-Sep-16\", \"12-Sep-16\", \"13-Sep-16\", \"14-Sep-16\", \"15-Sep-16\", \"16-Sep-16\", \"19-Sep-16\", \"20-Sep-16\", \"21-Sep-16\", \"22-Sep-16\", \"23-Sep-16\", \"26-Sep-16\", \"27-Sep-16\", \"28-Sep-16\", \"29-Sep-16\", \"30-Sep-16\", \"03-Oct-16\", \"04-Oct-16\", \"05-Oct-16\", \"06-Oct-16\", \"07-Oct-16\", \"10-Oct-16\", \"11-Oct-16\", \"12-Oct-16\", \"13-Oct-16\", \"14-Oct-16\", \"17-Oct-16\", \"18-Oct-16\", \"19-Oct-16\", \"20-Oct-16\", \"21-Oct-16\", \"24-Oct-16\", \"25-Oct-16\", \"26-Oct-16\", \"27-Oct-16\", \"28-Oct-16\", \"31-Oct-16\", \"01-Nov-16\", \"02-Nov-16\", \"03-Nov-16\", \"04-Nov-16\", \"07-Nov-16\", \"08-Nov-16\", \"09-Nov-16\", \"10-Nov-16\", \"11-Nov-16\", \"14-Nov-16\", \"15-Nov-16\", \"16-Nov-16\", \"17-Nov-16\", \"18-Nov-16\", \"21-Nov-16\", \"22-Nov-16\", \"23-Nov-16\", \"25-Nov-16\", \"28-Nov-16\", \"29-Nov-16\", \"30-Nov-16\", \"01-Dec-16\", \"02-Dec-16\", \"05-Dec-16\", \"06-Dec-16\", \"07-Dec-16\", \"08-Dec-16\", \"09-Dec-16\", \"12-Dec-16\", \"13-Dec-16\", \"14-Dec-16\", \"15-Dec-16\", \"16-Dec-16\", \"19-Dec-16\", \"20-Dec-16\", \"21-Dec-16\", \"22-Dec-16\", \"23-Dec-16\", \"27-Dec-16\", \"28-Dec-16\", \"29-Dec-16\", \"30-Dec-16\", \"03-Jan-17\", \"04-Jan-17\", \"05-Jan-17\", \"06-Jan-17\", \"09-Jan-17\", \"10-Jan-17\", \"11-Jan-17\", \"12-Jan-17\", \"13-Jan-17\", \"17-Jan-17\", \"18-Jan-17\", \"19-Jan-17\", \"20-Jan-17\", \"23-Jan-17\", \"24-Jan-17\", \"25-Jan-17\", \"26-Jan-17\", \"27-Jan-17\", \"30-Jan-17\", \"31-Jan-17\", \"01-Feb-17\", \"02-Feb-17\", \"03-Feb-17\", \"06-Feb-17\", \"07-Feb-17\", \"08-Feb-17\", \"09-Feb-17\", \"10-Feb-17\", \"13-Feb-17\", \"14-Feb-17\", \"15-Feb-17\", \"16-Feb-17\", \"17-Feb-17\", \"21-Feb-17\", \"22-Feb-17\", \"23-Feb-17\", \"24-Feb-17\", \"27-Feb-17\", \"28-Feb-17\", \"01-Mar-17\", \"02-Mar-17\", \"03-Mar-17\", \"06-Mar-17\", \"07-Mar-17\", \"08-Mar-17\", \"09-Mar-17\", \"10-Mar-17\", \"13-Mar-17\", \"14-Mar-17\", \"15-Mar-17\", \"16-Mar-17\", \"17-Mar-17\", \"20-Mar-17\", \"21-Mar-17\", \"22-Mar-17\", \"23-Mar-17\", \"24-Mar-17\", \"27-Mar-17\", \"28-Mar-17\", \"29-Mar-17\", \"30-Mar-17\", \"31-Mar-17\", \"03-Apr-17\", \"04-Apr-17\", \"05-Apr-17\", \"06-Apr-17\", \"07-Apr-17\", \"10-Apr-17\", \"11-Apr-17\", \"12-Apr-17\", \"13-Apr-17\", \"17-Apr-17\", \"18-Apr-17\", \"19-Apr-17\", \"20-Apr-17\", \"21-Apr-17\", \"24-Apr-17\", \"25-Apr-17\", \"26-Apr-17\", \"27-Apr-17\", \"28-Apr-17\", \"01-May-17\", \"02-May-17\", \"03-May-17\", \"04-May-17\", \"05-May-17\", \"08-May-17\", \"09-May-17\", \"10-May-17\", \"11-May-17\", \"12-May-17\", \"15-May-17\", \"16-May-17\", \"17-May-17\", \"18-May-17\", \"19-May-17\", \"22-May-17\", \"23-May-17\", \"24-May-17\", \"25-May-17\", \"26-May-17\", \"30-May-17\", \"31-May-17\", \"01-Jun-17\", \"02-Jun-17\", \"05-Jun-17\", \"06-Jun-17\", \"07-Jun-17\", \"08-Jun-17\", \"09-Jun-17\", \"12-Jun-17\", \"13-Jun-17\", \"14-Jun-17\", \"15-Jun-17\", \"16-Jun-17\", \"19-Jun-17\", \"20-Jun-17\", \"21-Jun-17\", \"22-Jun-17\", \"23-Jun-17\", \"26-Jun-17\", \"27-Jun-17\", \"28-Jun-17\", \"29-Jun-17\", \"30-Jun-17\", \"03-Jul-17\", \"05-Jul-17\", \"06-Jul-17\", \"07-Jul-17\", \"10-Jul-17\", \"11-Jul-17\", \"12-Jul-17\", \"13-Jul-17\", \"14-Jul-17\", \"17-Jul-17\", \"18-Jul-17\", \"19-Jul-17\", \"20-Jul-17\", \"21-Jul-17\", \"24-Jul-17\", \"25-Jul-17\", \"26-Jul-17\", \"27-Jul-17\", \"28-Jul-17\", \"31-Jul-17\", \"01-Aug-17\", \"02-Aug-17\", \"03-Aug-17\", \"04-Aug-17\", \"07-Aug-17\", \"08-Aug-17\", \"09-Aug-17\", \"10-Aug-17\", \"11-Aug-17\", \"14-Aug-17\", \"15-Aug-17\", \"16-Aug-17\", \"17-Aug-17\", \"18-Aug-17\", \"21-Aug-17\", \"22-Aug-17\", \"23-Aug-17\", \"24-Aug-17\", \"25-Aug-17\", \"28-Aug-17\", \"29-Aug-17\", \"30-Aug-17\", \"31-Aug-17\", \"01-Sep-17\", \"05-Sep-17\", \"06-Sep-17\", \"07-Sep-17\", \"08-Sep-17\", \"11-Sep-17\", \"12-Sep-17\", \"13-Sep-17\", \"14-Sep-17\", \"15-Sep-17\", \"18-Sep-17\", \"19-Sep-17\", \"20-Sep-17\", \"21-Sep-17\", \"22-Sep-17\", \"25-Sep-17\", \"26-Sep-17\", \"27-Sep-17\", \"28-Sep-17\", \"29-Sep-17\", \"02-Oct-17\", \"03-Oct-17\", \"04-Oct-17\", \"05-Oct-17\", \"06-Oct-17\", \"09-Oct-17\", \"10-Oct-17\", \"11-Oct-17\", \"12-Oct-17\", \"13-Oct-17\", \"16-Oct-17\", \"17-Oct-17\", \"18-Oct-17\", \"19-Oct-17\", \"20-Oct-17\", \"23-Oct-17\", \"24-Oct-17\", \"25-Oct-17\", \"26-Oct-17\", \"27-Oct-17\", \"30-Oct-17\", \"31-Oct-17\", \"01-Nov-17\", \"02-Nov-17\", \"03-Nov-17\", \"06-Nov-17\", \"07-Nov-17\", \"08-Nov-17\", \"09-Nov-17\", \"10-Nov-17\", \"13-Nov-17\", \"14-Nov-17\", \"15-Nov-17\", \"16-Nov-17\", \"17-Nov-17\", \"20-Nov-17\", \"21-Nov-17\", \"22-Nov-17\", \"24-Nov-17\", \"27-Nov-17\", \"28-Nov-17\", \"29-Nov-17\", \"30-Nov-17\", \"01-Dec-17\", \"04-Dec-17\", \"05-Dec-17\", \"06-Dec-17\", \"07-Dec-17\", \"08-Dec-17\", \"11-Dec-17\", \"12-Dec-17\", \"13-Dec-17\", \"14-Dec-17\", \"15-Dec-17\", \"18-Dec-17\", \"19-Dec-17\", \"20-Dec-17\", \"21-Dec-17\", \"22-Dec-17\", \"26-Dec-17\", \"27-Dec-17\", \"28-Dec-17\", \"29-Dec-17\", \"02-Jan-18\", \"03-Jan-18\", \"04-Jan-18\", \"05-Jan-18\", \"08-Jan-18\", \"09-Jan-18\", \"10-Jan-18\", \"11-Jan-18\", \"12-Jan-18\", \"16-Jan-18\", \"17-Jan-18\", \"18-Jan-18\", \"19-Jan-18\", \"22-Jan-18\", \"23-Jan-18\", \"24-Jan-18\", \"25-Jan-18\", \"26-Jan-18\", \"29-Jan-18\", \"30-Jan-18\", \"31-Jan-18\", \"01-Feb-18\", \"02-Feb-18\", \"05-Feb-18\", \"06-Feb-18\", \"07-Feb-18\", \"08-Feb-18\", \"09-Feb-18\", \"12-Feb-18\", \"13-Feb-18\", \"14-Feb-18\", \"15-Feb-18\", \"16-Feb-18\", \"20-Feb-18\", \"21-Feb-18\", \"22-Feb-18\", \"23-Feb-18\", \"26-Feb-18\", \"27-Feb-18\", \"28-Feb-18\", \"01-Mar-18\", \"02-Mar-18\", \"05-Mar-18\", \"06-Mar-18\", \"07-Mar-18\", \"08-Mar-18\", \"09-Mar-18\", \"12-Mar-18\", \"13-Mar-18\", \"14-Mar-18\", \"15-Mar-18\", \"16-Mar-18\", \"19-Mar-18\", \"20-Mar-18\", \"21-Mar-18\", \"22-Mar-18\", \"23-Mar-18\", \"26-Mar-18\", \"27-Mar-18\", \"28-Mar-18\", \"29-Mar-18\", \"02-Apr-18\", \"03-Apr-18\", \"04-Apr-18\", \"05-Apr-18\", \"06-Apr-18\", \"09-Apr-18\", \"10-Apr-18\", \"11-Apr-18\", \"12-Apr-18\", \"13-Apr-18\", \"16-Apr-18\", \"17-Apr-18\", \"18-Apr-18\", \"19-Apr-18\", \"20-Apr-18\", \"23-Apr-18\", \"24-Apr-18\", \"25-Apr-18\", \"26-Apr-18\", \"27-Apr-18\", \"30-Apr-18\", \"01-May-18\", \"02-May-18\", \"03-May-18\", \"04-May-18\", \"07-May-18\", \"08-May-18\", \"09-May-18\", \"10-May-18\", \"11-May-18\", \"14-May-18\", \"15-May-18\", \"16-May-18\", \"17-May-18\", \"18-May-18\", \"21-May-18\", \"22-May-18\", \"23-May-18\", \"24-May-18\", \"25-May-18\", \"29-May-18\", \"30-May-18\", \"31-May-18\", \"01-Jun-18\", \"04-Jun-18\", \"05-Jun-18\", \"06-Jun-18\", \"07-Jun-18\", \"08-Jun-18\", \"11-Jun-18\", \"12-Jun-18\", \"13-Jun-18\", \"14-Jun-18\", \"15-Jun-18\", \"18-Jun-18\", \"19-Jun-18\", \"20-Jun-18\", \"21-Jun-18\", \"22-Jun-18\", \"25-Jun-18\", \"26-Jun-18\", \"27-Jun-18\", \"28-Jun-18\", \"29-Jun-18\"], \"y\": [0.1204113302241609, 0.11789239393532241, 0.11398995541999225, 0.091182743908113, 0.09864202749908217, 0.08902421995051953, 0.07685902424524205, 0.0912405891341737, 0.09093361038673507, 0.08749036035742884, 0.07435214027435944, 0.078758089650639, 0.07686242810220362, 0.07491094837541938, 0.07655623259659844, 0.06328369313424492, 0.0700891885897463, 0.061091406697393914, 0.05531616647445793, 0.061738480233846385, 0.04988520429894657, 0.04925808520392672, 0.049595244060071285, 0.04688649465715069, 0.08694432735949878, 0.07511935243199605, 0.08667620023089775, 0.0824931488739171, 0.08745622149079371, 0.07689534160257233, 0.07089895500532739, 0.05728310858862722, 0.06138725593919169, 0.07760545016685513, 0.07070161122245375, 0.06505615796151863, 0.061926499406092635, 0.06216441329859817, 0.06525347131048262, 0.06099870290737002, 0.06224863490782304, 0.06221869258867917, 0.07179466849416445, 0.10212506985798417, 0.0853842482449152, 0.06527417808746613, 0.08444189947854991, 0.08256188697735573, 0.057884092010957094, 0.0607455678667679, 0.06856451357625959, 0.06243716577246086, 0.08061169556787758, 0.06771352071026505, 0.037911586523402256, 0.031471276286411644, 0.032285551641914136, 0.034185081955278786, 0.03477663297784499, 0.035460191671683274, 0.04065696538695846, 0.07649457199517923, 0.07084925126339421, 0.07930063286979684, 0.0922509336493025, 0.0770339357386806, 0.08173875699610056, 0.10815766063403344, 0.11562923862347498, 0.11990827352927581, 0.15634505796845957, 0.16580472502166105, 0.11309290186367835, 0.10817769244170287, 0.09848904584747571, 0.09080915299795725, 0.09108866417376313, 0.07086798138570324, 0.09342312302092211, 0.09160817658655697, 0.15776519132994002, 0.1446733159724771, 0.12257771999517901, 0.06956501361676799, 0.06461479734228032, 0.05756337105382569, 0.059649071986691074, 0.047421090528912364, 0.04168711861372556, 0.04097794126262371, 0.05667622835609833, 0.05998556017431077, 0.08964592578406458, 0.08261664202082833, 0.03726523738181738, 0.05029601096748512, 0.04203326104905143, 0.041417778333623784, 0.052349617555865896, 0.049751304900855, 0.1051636592495923, 0.10371192796186496, 0.11764437290189286, 0.09818444665104673, 0.07611554337441685, 0.07144223666351006, 0.061547241309815544, 0.06226390245161704, 0.06030387478861934, 0.0707541336712587, 0.06231267155413048, 0.06718678165785666, 0.07474866355139972, 0.07669748489887461, 0.054710478179617446, 0.0512970956233345, 0.054380361025697835, 0.052429916943732224, 0.045070620469550446, 0.07917543966777137, 0.0747904117238427, 0.06282435201958277, 0.055994047491312884, 0.05075645989696278, 0.0733382769911539, 0.07384692445828558, 0.08170179632549869, 0.07733696666376397, 0.07407017422508369, 0.07407070180588358, 0.0700580100823607, 0.06917247708337652, 0.07084361023255312, 0.08020113575724157, 0.08042566833927799, 0.07803235815775784, 0.07133120253495662, 0.06871868864502977, 0.0639152812262747, 0.06270879812881895, 0.061077890246717594, 0.06026917433591535, 0.05948067965049105, 0.06645782644957605, 0.05943963274632928, 0.05908598677965826, 0.05714215305331035, 0.046460741072928746, 0.05167317683780407, 0.03942245264422992, 0.041748504180421676, 0.042862044379849445, 0.074670977166627, 0.07900126393093738, 0.06870103506207853, 0.06415850054154967, 0.06473134442423224, 0.06330328933326021, 0.06308037193070441, 0.061841849942075894, 0.05908430971547669, 0.060356495527729974, 0.060453054383140865, 0.06356100671576456, 0.0635132428852524, 0.06431878613243464, 0.06133589822383379, 0.056294665053586664, 0.05567617316224624, 0.059519838683360866, 0.07832459468015669, 0.09199154008843582, 0.09224315161222123, 0.09790431371496497, 0.07352406770379902, 0.04765784768056507, 0.039436746624477895, 0.04460781307932828, 0.08814250912046645, 0.0860517469050191, 0.12928854788627644, 0.13355848729866765, 0.11854676798300039, 0.11398851389268753, 0.10668475687458082, 0.06756468385724786, 0.09471209534341804, 0.0823571042494021, 0.05941176236501639, 0.1296180004786257, 0.15980980804096942, 0.14932180729263234, 0.1416528765854543, 0.14571223178860707, 0.17937168505678022, 0.1726961299113225, 0.14825357880647713, 0.08781335805443694, 0.08137377629845685, 0.07088074266899796, 0.05349036045560087, 0.05489515244405601, 0.05885682298851138, 0.04764753036117941, 0.04336819294476657, 0.040916861181289274, 0.04316723884823535, 0.04238827242496717, 0.043711358255579306, 0.04167717853319737, 0.04272314725523289, 0.04314859771118228, 0.04459349183336119, 0.04608302700455102, 0.04710998708806057, 0.048812522780419934, 0.05006723977950319, 0.07050907427095136, 0.05891769800547762, 0.06675085114450188, 0.05799709570573323, 0.05926969088718324, 0.06583033504050205, 0.06654987443450731, 0.08635519489859093, 0.04748770987842289, 0.0681152161409542, 0.06005218183749554, 0.06908827353446712, 0.0579810521103444, 0.05141400502363488, 0.05424147001054316, 0.06309310083356358, 0.06225807394310057, 0.06156063835547611, 0.06258628686030036, 0.062360939736829026, 0.06568920500320122, 0.06649156683456897, 0.06734006299331183, 0.06712469995318714, 0.06619510595923123, 0.0699162538462693, 0.06804444886763594, 0.06955272801950099, 0.06661662576810617, 0.06700264976071756, 0.06923789345170259, 0.07222968153702476, 0.0677074772842287, 0.06722695969816579, 0.06640381592636128, 0.06405395045704619, 0.0625066023423895, 0.05845150449225273, 0.05691061804246922, 0.057960595258880435, 0.060499929841718446, 0.05381696740283051, 0.07447083177158405, 0.08936707426415685, 0.07146993003324195, 0.1214962374257446, 0.10240064935388922, 0.07072190472751748, 0.07315782833786762, 0.06615528824596982, 0.055886329421070836, 0.037117750490604756, 0.03912256725133554, 0.039099170250597705, 0.036721840879407004, 0.03653153853706643, 0.04374176887065618, 0.04555765742224667, 0.04139804296344082, 0.04685656278989822, 0.06066899667102176, 0.06943226603525447, 0.057653767027644916, 0.07843406722862284, 0.06436037213300015, 0.07454554983197988, 0.06054223766250617, 0.06535859747372534, 0.062268695258859655, 0.073777823442951, 0.07071512844315216, 0.09678584153105683, 0.09014900249410912, 0.10680671360709224, 0.09103187230575173, 0.08389421842795657, 0.055574694888171045, 0.04972169780376985, 0.05996502078415164, 0.13105852787604935, 0.0912652755681654, 0.14044063758048297, 0.1587832024023815, 0.1302890847718511, 0.11441031117441408, 0.08063667610278041, 0.08159969475160916, 0.0714469808386141, 0.08208156229243399, 0.06476704627967493, 0.06285626953086125, 0.09640224889416737, 0.07007534485922383, 0.049197937860878296, 0.0492052701685849, 0.046656765402993204, 0.048494836854938356, 0.05767306066600652, 0.05807810003316192, 0.0658063007287359, 0.05873192894384428, 0.06149372993014641, 0.06821366460183559, 0.06600781704525063, 0.06896106290423151, 0.07516504509877547, 0.08830753058224308, 0.10052472014181024, 0.10475325232411148, 0.09840141775196971, 0.11804876763950925, 0.11199876292032064, 0.15514014048800576, 0.13977354841125308, 0.1626243294322247, 0.2061703148758119, 0.18105589003457498, 0.14455091101356535, 0.1474355002003812, 0.18216455897114858, 0.2103268143684646, 0.16853519071378403, 0.1905998237124878, 0.16626324814237178, 0.14520431004858889, 0.19029873051050133, 0.26920594564645456, 0.258447237994736, 0.2942171677800907, 0.25505115870518646, 0.21769980834041877, 0.19000275263196328, 0.19862565758203682, 0.17676723523755136, 0.17643230904534682, 0.17049492788739365, 0.13768259582233144, 0.12184833449552411, 0.1014724768257072, 0.10219128588922666, 0.07166198446681064, 0.06877197722465647, 0.07101035493708671, 0.085675894966023, 0.08350768877496459, 0.08058912423088953, 0.08335210121811755, 0.0840089004758165, 0.09325174523394858, 0.10390426296940847, 0.10419897930491642, 0.10627250906010831, 0.11860632534301002, 0.12224664514965827, 0.12941297196900237, 0.1054914780350053, 0.10841724326149156, 0.11502988596418567, 0.13475932448782502, 0.15440781211975552, 0.15262040058595658, 0.16836206432895792, 0.1776875907520833, 0.17535388627574894, 0.1950074316722998, 0.24346626047573833, 0.25554028433570325, 0.27472968047663354, 0.25999046953735716, 0.27547444502148355, 0.24338407574983567, 0.22826409576025272, 0.23729246503224571, 0.28497522294104677, 0.27280878752512205, 0.2636431785245327, 0.26751047624415913, 0.24824463513111142, 0.2186585622018905, 0.21156849291086657, 0.20833424681095974, 0.17634207312631106, 0.1547720812881485, 0.14645776287289636, 0.15882075589653294, 0.15117984565484535, 0.13508746702287608, 0.12309702631533972, 0.08960957046836605, 0.09812451375821116, 0.12238770131102375, 0.1405171347129309, 0.1514690143284733, 0.16058169279195353, 0.1501133861071884, 0.1641451606921087, 0.1834543535043137, 0.1615584016311124, 0.16620391051507394, 0.195738277035665, 0.17603881368755392, 0.20454751982491798, 0.2426327732856085, 0.2429703551287199, 0.17909559697781868, 0.1623905787786115, 0.1532990683059091, 0.18105355173580617, 0.14612997358178556, 0.13487847614020565, 0.12303536505245449, 0.13071051271909098, 0.12144126079114752, 0.1431121722208725, 0.14065019252226327, 0.13545781188827202, 0.13717433231526557, 0.12826039568959338, 0.1445188366639773, 0.15933974726716435, 0.15627256011498708, 0.15141153134870458, 0.16441752350942734, 0.1578683921354148, 0.20182689310552135, 0.16799665576468398, 0.17373253555934384, 0.18473680924379268, 0.1688297814760181, 0.16673301554881356, 0.16616081071675595, 0.1840911552325223, 0.1984211651812745, 0.2213668050884375, 0.2071003201187607, 0.2009722585472802, 0.21090086310840075, 0.21889330125156264, 0.21945618140547302, 0.22816320419905892, 0.2410981636980979, 0.2553408536394352, 0.2629133675241116, 0.2790022922863363, 0.25012229244588, 0.24758226821867818, 0.25816784524249636, 0.2928846410126499, 0.30640468370255697, 0.309530727326817, 0.2920603727196008, 0.3004441218537476, 0.2543223553464414, 0.2580191278754323, 0.24858179043280557, 0.23952826980264477, 0.2373561756040289, 0.23149702110562206, 0.2389847065686423, 0.24528803336927488, 0.24014617941883493, 0.26993206861178387, 0.27540239315914905, 0.2876988734833141, 0.2733803419788529, 0.275573854863547, 0.27592790599994543, 0.27226393791722664, 0.3094142903044896, 0.2819282795425128, 0.27170878361632017, 0.27760586153613775, 0.2922640880729653, 0.2902159306536204, 0.2926245417169884, 0.3197710667162011, 0.38137308821347404, 0.3975112979032282, 0.38147039954846373, 0.40833203009988994, 0.371780775463481, 0.38839589265474744, 0.44945977855180175, 0.42205532954004865, 0.42318928047829985, 0.3783916611938684, 0.3344812356902017, 0.32390976327440607, 0.2903070656749444, 0.29122311612504964, 0.27525703184462635, 0.2653946077914483, 0.2650477656547563, 0.2861733352294961, 0.2717664727669568, 0.27894169661009516, 0.2622460011558997, 0.2664247740677517, 0.2680458869198642, 0.25595013596123567, 0.2490065159795058, 0.2696459489706824, 0.23110315452071326, 0.23382299024576678, 0.23060264437523426, 0.2343244091139357, 0.24369141029579838, 0.26608803000757525, 0.27271788560015264, 0.31274672797239306, 0.32501906426836946, 0.3046410463599386, 0.29255246623623143, 0.3148650530207971, 0.3068815614529749, 0.32305332698043, 0.34168344491504843, 0.3361760449651959, 0.35918195528786495, 0.3669545089784173, 0.35686849504625145, 0.33661765955757467, 0.31897674353274585, 0.3146624337038828, 0.3216467608685874, 0.3605904789299151, 0.3938901597185971, 0.38709011397210796, 0.35904938900731403, 0.4141140630854776, 0.4366627018527286, 0.4135506571979574, 0.38971370025984664, 0.35550215415943526, 0.34779292870594225, 0.3357980511022501, 0.3258197972818425, 0.33392857215789556, 0.33205844965939735, 0.35835123857855644, 0.35345940772802, 0.3432077522345856, 0.3349281236909765, 0.3361974427902353, 0.340492658050038, 0.33737792261071475, 0.3638105947959527, 0.35007109512836093, 0.3562976157833588, 0.35342293092118016, 0.32987279387382945, 0.329422675966317, 0.3418064335654144, 0.3677272794367547, 0.35872892437662834, 0.35071460430763834, 0.369686760694076, 0.34981443110263377, 0.34450537606961107, 0.33684904373895963, 0.3280723279693485, 0.3371728255768579, 0.3297209138546994, 0.33091301048281657, 0.3345282568188347, 0.34103121288157806, 0.3411539584317664, 0.32996986875336043, 0.3232388392184723, 0.3272257734853327, 0.3347629861807622, 0.35054578578523976, 0.3748379072594903, 0.37265547119205583, 0.37548036605845575, 0.3731488458945292, 0.35905200263912235, 0.3605606293120997, 0.36209013783882715, 0.36962117038180736, 0.39177861401630926, 0.38585409952757244, 0.3954124858408635, 0.3973730992679839, 0.40494928508205097, 0.3945406662014102, 0.40025689349401045, 0.39340643534521674, 0.41020290653943664, 0.4343703940234648, 0.4296118199521429, 0.4456119570442186, 0.4454231330009174, 0.4372384935530343, 0.4447578573210273, 0.4379034651859704, 0.4710811309013558, 0.4487059805658936, 0.45697817765849924, 0.44551795197357613, 0.443681223283439, 0.44532808185560663, 0.46200652458154967, 0.4659675724971443, 0.4814922516255946, 0.4842452733699563, 0.5362088857638041, 0.5425276902646822, 0.5228616925916044, 0.542323054185502, 0.5372360519583574, 0.54722623851618, 0.5128815092085236, 0.5013527908121247, 0.5009082298931488, 0.48116779189845327, 0.4685018160521229, 0.46612400596043074, 0.4447016680369964, 0.4339717121823135, 0.4287834573134808, 0.424495499559501, 0.4325246726378977, 0.4238041416784784, 0.42444091567825454, 0.4261684281453938, 0.43434165296458066, 0.42888259974348836, 0.4327492079320157, 0.4359587729631334, 0.4410711871365365, 0.43036800217832555, 0.4394602446265362, 0.4567000610530099, 0.450815340394928, 0.4509431959319914, 0.46957450808102946, 0.4763720288808076, 0.462618483704934, 0.46429880492722925, 0.4578088780757703, 0.4663284440825915, 0.4917583148029973, 0.5123774939606862, 0.5001596808832837, 0.5435449224388544, 0.5239610972522989, 0.5323618909358182, 0.5374161626627099, 0.5693332615281188, 0.5669408581413737, 0.5363865729161702, 0.5353175787043334, 0.5680797685175629, 0.52159075467262, 0.5705008911694449, 0.5938682148133182, 0.6332394171600655, 0.6198667660349453, 0.6301359722358356, 0.614826456747892, 0.5662245559864019, 0.5285594621543349, 0.46906217566038944, 0.47994464765340406, 0.44479703494687745, 0.4279240167283035, 0.4313447907719675, 0.4028552969331025, 0.4068545479337857, 0.3912325693712361, 0.3645762778403468, 0.3663156088070384, 0.3762492729762514, 0.36662483444582805, 0.36386032435347054, 0.36694647321660745, 0.36470897781462575, 0.36886870510488723, 0.378316316208605, 0.3852908159153327, 0.3911106458947799, 0.3957512246578474, 0.39275886235048174, 0.40202144705168424, 0.4069836040292228, 0.40733409392507164, 0.41545353375742883, 0.4327658430389639, 0.4435539322582532, 0.466621399146943, 0.4973598429953467, 0.4971746738813811, 0.49901492996144925, 0.5116651538968421, 0.5172197136452085, 0.5422601544479182, 0.5518526826955064, 0.5970586649295981, 0.5922143892469427, 0.6347668592333914, 0.6485542642398467, 0.6678775404408914, 0.6154358999666318, 0.555520848745045, 0.538881721588664, 0.529681579027262, 0.5297749391079918, 0.5359184423754508, 0.5356576180111686, 0.540399509968798, 0.5569521798140367, 0.5855754746257837, 0.5901373389768259, 0.6351754635423726, 0.6553267690200529, 0.6248397186933893, 0.577128516713043, 0.5877537919205651, 0.6010811545122757, 0.6059851257408052, 0.6191105211036195, 0.6382339650625847, 0.6018446245862779, 0.5920194189756656, 0.5735589772238785, 0.535818694944448, 0.5454020769861901, 0.5416779259604024, 0.5764823402498483, 0.614251913550845, 0.5979804189189157, 0.6331423474843874, 0.6002678617827348, 0.562122385922383, 0.5640282773936908, 0.5364130959412158, 0.542037901751863, 0.5501684047972017, 0.5261736726894162, 0.5249303625337007, 0.5029029194622445, 0.4960325158672934, 0.49488546416597423, 0.502514270360782, 0.5139419542662342, 0.508429011155156, 0.5131395574747909, 0.5125381479402551, 0.5213241391351593, 0.5320206386487505, 0.5471624897235225, 0.5443146925990132, 0.5611767105317426, 0.5772252924214382, 0.5812714725362996, 0.6158400142521675, 0.6102923468641169, 0.6513018722815492, 0.657403664722035, 0.6329683024020482, 0.6458151670573649, 0.6179389624134186, 0.6271943146511778, 0.6015935727020225, 0.615639481647828, 0.5991364587099415, 0.6077967605826046, 0.6263465887988546, 0.6636825839844077, 0.6728306417513917, 0.6675368424748296, 0.6365496330813127, 0.6504982543980437, 0.65495298764278, 0.6451411693284511, 0.6267104642766584, 0.6269969086520183, 0.6174195712297249, 0.6054696675789176, 0.5923456722262981, 0.601281148831654, 0.5968370489668684, 0.5864251290236517, 0.5884926670695667, 0.6135923228017545, 0.5970811793824081, 0.6022140336783763, 0.5944689853281512, 0.5939962495572371, 0.5918447210327195, 0.6052592896888674, 0.6026363707687591, 0.6145944650999319, 0.6380261830121067, 0.6169245316809533, 0.6100335739877915, 0.6337313004688373, 0.6444502703736437, 0.6399108809075656, 0.6135150945926354, 0.6248796912007539, 0.631173074706994, 0.6356946008646922, 0.6172312059029648, 0.6185040539738521, 0.6143893303553039, 0.6199492484010879, 0.6261716037204027, 0.625445894592985, 0.6329698001340185, 0.6582224464356266, 0.6421450189889861, 0.645873658144874, 0.6589416001388984, 0.657413985387439, 0.6604976101614448, 0.6563926577510354, 0.6746552790054665, 0.6771543756291433, 0.6905395619799258, 0.6879065058335175, 0.6592857343624843, 0.6520866169173712, 0.6660919173708243, 0.6758199426288269, 0.6633420980991176, 0.6596815800412552, 0.6396046849890715, 0.6513805046569401, 0.6381476659762758, 0.6386540033993757, 0.6560968679329028, 0.6654033933760736, 0.6670654059257511, 0.7129929751844192, 0.7041182543699868, 0.684845434318152, 0.6778125678748558, 0.6788663460720065, 0.660010381067669, 0.6944743411037192, 0.6844727447456248, 0.6534119384743028, 0.6242812764705603, 0.609957323666991, 0.6094841163955539, 0.5932287596409648, 0.5938089239431197, 0.5956590446159132, 0.6101151396752057, 0.6206214497568555, 0.6357917346770464, 0.6606954057134359, 0.6748356644239607, 0.6477915275568176, 0.6285694408735675, 0.6240486537815301, 0.625567414704568, 0.6312027508660104, 0.6354665126441726, 0.627830783256657, 0.6442682312356939, 0.650062169520689, 0.6221175149140701, 0.6441352291961614, 0.6429096890610594, 0.6472394979739831, 0.6391204277946214, 0.6291168462165142, 0.6347878000457767, 0.6566823597690452, 0.7096483097026002, 0.78950414538319, 0.8897024887070014, 0.914128406782906, 0.7949743290485194, 0.7058656415965953, 0.675539049222292, 0.6772905843269469, 0.7419755702649599, 0.6866932544423848, 0.6749886064641848, 0.7014975704855536, 0.6302631617467459, 0.6531398780231973, 0.6247702547815256, 0.6027368224373332, 0.6003669127622816, 0.5582753923792202, 0.5278847877253035, 0.5237491947009763, 0.5568616510200726, 0.540248907583125, 0.5630097462024586, 0.5576100302024191, 0.5552114244540822, 0.5428472590931058, 0.5956944166458936, 0.5745931265522549, 0.5091903558378194, 0.4852082539235052, 0.43606093284467645, 0.3885386800589051, 0.4017478178720968, 0.3929884620288299, 0.3803156404971085, 0.38244814495739043, 0.38410694849757426, 0.40690189005524, 0.4287095365273145, 0.4009048681105206, 0.3949355705403409, 0.40045463835072975, 0.40844141170700254, 0.4299849837799907, 0.3996791516622077, 0.38155262940763957, 0.3920830534324863, 0.40517912209230916, 0.38770602680433286, 0.39690599069607596, 0.41803030705481065, 0.40411517434688116, 0.4111264572291801, 0.4311925817205564, 0.4484095486105405, 0.46431884386426187, 0.5042277704108994, 0.5184331204387154, 0.5394156735539594, 0.5828405319953538, 0.6180453210039041, 0.5889299612765204, 0.5943519047616795, 0.5590826618251551, 0.5627956627314988, 0.5575170567047484, 0.5663257664003256, 0.5716142938119461, 0.5813025082995449, 0.5866534129212015, 0.6024672680341091, 0.5847402576243461, 0.6135657731922538, 0.6512976776316207, 0.6100214195566608, 0.6243711480857588, 0.6365638092267429, 0.6552827525679829, 0.6482665807977365, 0.6909602832861249, 0.6755319862149831, 0.644807100984414, 0.6028158273254804, 0.6288774031736684, 0.6660211778430369, 0.6455420992357473, 0.6222291800871067, 0.5880992488948658, 0.5869141528399903, 0.5916802901521461, 0.5727313297080621, 0.590724638153594, 0.6143175507461692, 0.6511004023549186, 0.6450134703834618, 0.671968349505521, 0.7231291816546555, 0.7407007249414261, 0.7250266267877775, 0.6872034277707401, 0.7337477675136409, 0.6708293379267313, 0.7124542281682693, 0.6941846260827932, 0.7092437288004494, 0.6764314958104296, 0.6075660652954333, 0.6323249819563597, 0.5802890710717418, 0.6009814252491021, 0.5755620417338017, 0.5040916061247284, 0.49187527622577687, 0.5306278595785835, 0.5140657760974766, 0.5055103406670269, 0.54424130904158, 0.5690307078768816, 0.5566327569408247, 0.5395602521834862, 0.5510198127498508, 0.4774234144719251, 0.416587390101112, 0.36011268055443113, 0.36163970607643725, 0.3572856092835969, 0.32423743379494996, 0.35989061590612537, 0.3513649888867408, 0.326486341393667, 0.3356225192547169, 0.35812122299709453, 0.306857255317825, 0.30329644037910636, 0.3024849332787648, 0.3053663834444302, 0.31203683022287765, 0.35103588389314283, 0.34840466544703924, 0.35874050178287825, 0.32797258130583357, 0.3349194037131435, 0.34386819504810334, 0.34135058758908665, 0.33611904542343846, 0.3356999603318733, 0.34681537827029746, 0.3654140360155054, 0.39745081574827806, 0.41558537783674987, 0.43266235246426077, 0.4265996730348732, 0.42780032601469414, 0.4411114820628716, 0.4384836575590267, 0.4579197180793509, 0.4911757898862265, 0.48063342630016254, 0.5191232393706201, 0.5203214632744125, 0.5354701559535519, 0.5218655938180639, 0.5046253060309527, 0.5083788711114909, 0.5165372639064185, 0.5101649310303605, 0.5115039973114385, 0.5196771621428334, 0.5408059253537464, 0.5509802774862427, 0.5622656608913166, 0.5644406451525678, 0.5668495645045364, 0.5916762776483117, 0.6066947986889759, 0.5924651998025872, 0.6127587873425985, 0.6265493594512289, 0.629445445187591, 0.6231955325943778, 0.6213462217927728, 0.5927394797086015, 0.6125977167071621, 0.6131704056925783, 0.6337602492064054, 0.6122804878042593, 0.6351370248691395, 0.6329387713822441, 0.6428170959198298, 0.6284540623702638, 0.6327608333306902, 0.6003164018022955, 0.5824096780099789, 0.5806807392398704, 0.5724665591524224, 0.5759785607206872, 0.574776221049171, 0.5702907373305002, 0.5783842398059585, 0.5697325777831566, 0.5689587272683598, 0.5631650368020443, 0.5682398304256574, 0.5913122653315762, 0.6138960011967696, 0.6205956958618443, 0.6265712619507479, 0.6204571642238901, 0.6277873221289159, 0.6146359943097627, 0.6089687125438615, 0.6109669705775821, 0.5844091474721044, 0.668221164637325, 0.7146808744883626, 0.6765448323798072, 0.635539479741903, 0.6002108417670426, 0.593986806826465, 0.6101590852671005, 0.6043055234080562, 0.6104013320412577, 0.5811105138080367, 0.5764403151174057, 0.564294952029022, 0.5681826671500415, 0.5628747509915334, 0.5702088023280629, 0.5717140424498273, 0.5802995721365745, 0.5772190551158265, 0.5887993201237272, 0.5845062412460482, 0.5966380636132881, 0.6032370073358031, 0.6135678869140767, 0.6182417621148719, 0.6222457351105591, 0.6322251790852278, 0.6517451255164336, 0.6523778036158742, 0.658529220632685, 0.6453786717101527, 0.656701380424392, 0.6691782809987168, 0.6866153463082931, 0.687003042218585, 0.6955576061183445, 0.6966864913445571, 0.7152189445311836, 0.7188676311468611, 0.7221362572617909, 0.7288558852116969, 0.733586824703268, 0.7325794523380489, 0.7451185927107005, 0.7494003349930873, 0.7543268505512165, 0.7447117200319958, 0.7486191928341254, 0.7526449103855335, 0.753626666467068, 0.7454313701216807, 0.7397827079510599, 0.7401756045820856, 0.7456601416014763, 0.797610491357116, 0.769391807499706, 0.7999902433565897, 0.7982811441180211, 0.7753656340430438, 0.7779547245403482, 0.7721415462603117, 0.7677016038955659, 0.7423695980061424, 0.7267946561187814, 0.7347535466766211, 0.7513365690258288, 0.7386892625681228, 0.7280942022853633, 0.7444035937487891, 0.7269829063887745, 0.7320560934131531, 0.7397328722514888, 0.7296445314635982, 0.7272358054861516, 0.7318531887943389, 0.7218360448749475, 0.745221037840075, 0.7411995646100545, 0.7465201115461996, 0.7429364954842972, 0.7450876873223913, 0.727250515287541, 0.7174923728823485, 0.7153601615312427, 0.7162989531030005, 0.7057490866631994, 0.7148640054742916, 0.7202661923197644, 0.7271313321235245, 0.7342313407939507, 0.7344929131353756, 0.7478518857954515, 0.7583192477980449, 0.7628204301370709, 0.7607947602203201, 0.7089777070929221, 0.693355815330537, 0.6644615881135707, 0.6591211956748938, 0.6611645192916131, 0.6637987728066097, 0.6532091082130793, 0.6585911992753547, 0.651793785908849, 0.6594622847280773, 0.6476050354493751, 0.6480361323400763, 0.6506557942012583, 0.6493447483777179, 0.6651475286492132, 0.669851194639194, 0.681175655981774, 0.692987961324006, 0.6974683023914575, 0.6909976332670368, 0.6874153923157615, 0.668073028544714, 0.6691159466017284, 0.6662703105268463, 0.6779636289607842, 0.6784541435200887, 0.7050277439750052, 0.7131218626564133, 0.7315782590701733, 0.7427971285508257, 0.7475239459510049, 0.7610892393773528, 0.7722420308803571, 0.778349375128407, 0.7826693088241916, 0.8045068752988559, 0.8118593759483111, 0.8269983452744676, 0.8175013325389819, 0.8126349099295113, 0.8166997715258746, 0.8151692051887292, 0.826049938651772, 0.8311520241404028, 0.8330739825375277, 0.842253775027708, 0.8453963953237564, 0.8571006656989384, 0.8607730953766226, 0.8722449793126923, 0.871282159687204, 0.8778373722096227, 0.8686338708258028, 0.8566509857195148, 0.8583272814277871, 0.8606072220432179, 0.8740235076681013, 0.8790952475530283, 0.8821641916877904, 0.8831707029686137, 0.8724525365959973, 0.8764124462712444, 0.8776346523577297, 0.8789825654505514, 0.8722883272813355, 0.8705674139059195, 0.8670086530834333, 0.8671496655211236, 0.8655220199934545, 0.8718235373531162, 0.8759259890576592, 0.8744583792965392, 0.8828976867500831, 0.8898541769872635, 0.8955367165767577, 0.902126785345562, 0.9130892645839502, 0.9044485077574893, 0.9191473651058006, 0.927274485947491, 0.9410008008404923, 0.9546186983302309, 0.9662471102450353, 0.9715936834644755, 0.9730265697502205, 0.9777700850136242, 0.98859579061981, 0.9851808914757131, 0.9941789948344841, 1.002937399567837, 1.0123586573164418, 1.036610821820317, 1.0413266982335052, 1.048935816765509, 1.0531685121266, 1.0565987975380928, 1.0473917128452315, 1.045557948474504, 1.0408476308337125, 1.0441977772480409, 1.0473046165251594, 1.047007784640226, 1.0515595085382794, 1.0490787376154567, 1.0496894243959165, 1.0476048127608144, 1.0488900393595053, 1.0507796879078848, 1.0585042755249554, 1.0439910732968207, 1.0450157085306675, 1.0443903966637207, 1.0323269346612491, 1.0340837911804195, 1.0174626107852822, 1.008025624171915, 1.0076962532395382, 1.0064101223974025, 1.0096491377664203, 1.0090924899375264, 1.0095609047983207, 1.0150555931787049, 1.017965268813198, 1.0167778936966827, 1.0203270175967523, 1.0255313018017513, 1.0273515037171337, 1.0330054486675702, 1.0373592514271153, 1.034633917114722, 1.0382707254650052, 1.0645608755268217, 1.0637033728731082, 1.0577262340146567, 1.0516959003034843, 1.0498056446298494, 1.0485103671441391, 1.046932923405772, 1.0520715709335773, 1.0582016271170904, 1.0649044644062156, 1.063279500363762, 1.064369037166371, 1.0713187840986447, 1.0789152427853343, 1.0813596977398694, 1.0852139376498122, 1.0898436859701366, 1.095028542163771, 1.0939271961525479, 1.098168439427785, 1.104039840491642, 1.1075972513303587, 1.102042116385766, 1.1115842661734618, 1.1154941744834959, 1.1197901270777704, 1.1218069560924468, 1.1251965026071395, 1.136767274079145, 1.1302638700499072, 1.1457541531929982, 1.1489185245699, 1.1503821876233096, 1.1509515033204398, 1.163420877745804, 1.158078002467228, 1.1578413235712264, 1.1586566696374128, 1.1517348114380503, 1.1507704732769277, 1.1461100178014514, 1.1462918303503373, 1.1468638672482485, 1.1443475980237026, 1.1468931570709462, 1.149969260901007, 1.154469735499388, 1.1555849886583798, 1.1581740036807675, 1.1620238320878291, 1.1668920109252956, 1.1711693621755663, 1.170698594888799, 1.173106490609724, 1.1780221109639206, 1.179494777714402, 1.1809428360235872, 1.1859264346508733, 1.1908693657256966, 1.2086986424779316, 1.2120151546696236, 1.2054596415630756, 1.2070883094440388, 1.2066180072454489, 1.2261481699015102, 1.2311523709603487, 1.2325336078143456, 1.2228913658290455, 1.2249088243296495, 1.2254893804504972, 1.222321199924544, 1.2203467220385322, 1.2178931630065264, 1.2108607256322563, 1.203166493319503, 1.1994510119974584, 1.2056767861057998, 1.2022471991095331, 1.2021892942435508, 1.2030312173610076, 1.192853664354727, 1.1896042466448697, 1.1883432633693218, 1.1897263168833867, 1.1899192275871655, 1.1905140604223279, 1.1912198889153485, 1.193039812928015, 1.1981524879797794, 1.2032512225799192, 1.2105056245902306, 1.2135347560851675, 1.2131384054999816, 1.2145553956719763, 1.21715705332041, 1.2205789463787065, 1.225550537197355, 1.2299493943525655, 1.2329059469961634, 1.2412668766706694, 1.2503287427730532, 1.2572165821312908, 1.2644588856395018, 1.273051924426046, 1.278983966628519, 1.284095917809377, 1.2913385323048183, 1.2980080942573953, 1.3051509447092497, 1.3099180211793449, 1.3181616944847305, 1.3225661200787266, 1.3311665193634168, 1.3360963819972729, 1.336707658108078, 1.343385010382097, 1.347506696870176, 1.3517307392679698, 1.3574397576591468, 1.3616539139614416, 1.367604938604422, 1.3745120790042191, 1.3801083742444538, 1.38849917591512, 1.394717535533262, 1.3992024890635681, 1.4048438473729712, 1.412026040038503, 1.4096272107408925, 1.4135189099614334, 1.4150791676073746, 1.4138975180861597, 1.416254229423437, 1.417865383309233, 1.4211433908948656, 1.4199664313125242, 1.4237186431163829, 1.4246016973154287, 1.4300417015267264, 1.4345124370234332, 1.441688537511947, 1.4473729077413666, 1.4528937512621491, 1.4571989007914383, 1.4608952997016766, 1.466005877641329, 1.4719101062396824, 1.479011713535339, 1.4825228846808585, 1.4875115381412487, 1.4942968808901116, 1.5008406830034084, 1.506994361237075, 1.5148447929410171, 1.5231013388606578, 1.5307927547672233, 1.538807287929839, 1.5497086935337665, 1.5553875026670354, 1.5631521524272334, 1.5714590834563926, 1.5790045285108776, 1.58798814693555, 1.597109003833844, 1.6071807854163533, 1.6158806296911559, 1.626353199554442, 1.6352513477850137, 1.6456260057242564, 1.6567554819099024, 1.6693295506999393, 1.6839384499115186, 1.6981702146607522, 1.710828769211467, 1.7233666830732333, 1.7394394468135308, 1.7524795741926729, 1.7647449192283562, 1.7770917608392651, 1.7891752350338999, 1.8011818356284257, 1.8231862721531906, 1.8245606991629562, 1.8336492611037583, 1.8562546689667723, 1.84679864265109, 1.8382932426715861, 1.8338277808251446, 1.8256353564765513, 1.8194531395194362, 1.8143757251328212, 1.8087519513822525, 1.8045501204110725, 1.8006307809872484, 1.7963198369187277, 1.7939070828912895, 1.7900481896102307, 1.787187837874994, 1.7849394392320996, 1.7782173982607892, 1.769387289524572, 1.7602228348448463, 1.7503194139747456, 1.740016265364593, 1.7311560041074607, 1.720700099628552, 1.7109353598993384, 1.704582620749904, 1.6989952582747487, 1.6940884861874, 1.6959502279973948, 1.7035135766407155, 1.708088884565424, 1.7201076292762152, 1.7417473104564567, 1.73386235839954, 1.7426276911631848, 1.740936659316348, 1.7290298073803212, 1.7306893535377954, 1.7137652881593062, 1.7010023211449583, 1.6915913204548507, 1.6927434233860559, 1.6810455237976134, 1.6631700284793807, 1.6561034851378011, 1.6468044740287084, 1.6449582811356864, 1.6391019941858085, 1.6322830508601518, 1.6275508340883875, 1.6243653424165096, 1.6219843624878167, 1.6142809241111344, 1.6121109804266653, 1.6044441780584604, 1.5945241164487103, 1.587406497560334, 1.5821743617361785, 1.5763779976093497, 1.574083873112022, 1.569919567066009, 1.5656951049980161, 1.5696329507185174, 1.5688058159186822, 1.5701616484065266, 1.574201276384237, 1.5773009122851818, 1.5858791189685855, 1.5935944760071505, 1.5982502257897038, 1.6031943857119502, 1.6130537078331142, 1.6209037450572035, 1.6270449878193918, 1.6331285333193435, 1.6384286881938057, 1.6441658916361388, 1.6500860812176392, 1.6485795863380592, 1.6511829819814081, 1.651175962436207, 1.6552610016293647, 1.659468138492058, 1.6670301636396148, 1.6751429103603501, 1.6814586206581137, 1.6884531086505794, 1.6978872716086988, 1.7071155342801667, 1.7182541875004878, 1.7304661257789582, 1.7398837698450413, 1.748511764478655, 1.7568103402966824, 1.7634074062532603, 1.7667161555858266, 1.7713393851224102, 1.7723138720094467, 1.776948158107158, 1.7762214869408945]}, {\"mode\": \"lines\", \"name\": \"Threshold\", \"type\": \"scatter\", \"x\": [\"08-Feb-12\", \"09-Feb-12\", \"10-Feb-12\", \"13-Feb-12\", \"14-Feb-12\", \"15-Feb-12\", \"16-Feb-12\", \"17-Feb-12\", \"21-Feb-12\", \"22-Feb-12\", \"23-Feb-12\", \"24-Feb-12\", \"27-Feb-12\", \"28-Feb-12\", \"29-Feb-12\", \"01-Mar-12\", \"02-Mar-12\", \"05-Mar-12\", \"06-Mar-12\", \"07-Mar-12\", \"08-Mar-12\", \"09-Mar-12\", \"12-Mar-12\", \"13-Mar-12\", \"14-Mar-12\", \"15-Mar-12\", \"16-Mar-12\", \"19-Mar-12\", \"20-Mar-12\", \"21-Mar-12\", \"22-Mar-12\", \"23-Mar-12\", \"26-Mar-12\", \"27-Mar-12\", \"28-Mar-12\", \"29-Mar-12\", \"30-Mar-12\", \"02-Apr-12\", \"03-Apr-12\", \"04-Apr-12\", \"05-Apr-12\", \"09-Apr-12\", \"10-Apr-12\", \"11-Apr-12\", \"12-Apr-12\", \"13-Apr-12\", \"16-Apr-12\", \"17-Apr-12\", \"18-Apr-12\", \"19-Apr-12\", \"20-Apr-12\", \"23-Apr-12\", \"24-Apr-12\", \"25-Apr-12\", \"26-Apr-12\", \"27-Apr-12\", \"30-Apr-12\", \"01-May-12\", \"02-May-12\", \"03-May-12\", \"04-May-12\", \"07-May-12\", \"08-May-12\", \"09-May-12\", \"10-May-12\", \"11-May-12\", \"14-May-12\", \"15-May-12\", \"16-May-12\", \"17-May-12\", \"18-May-12\", \"21-May-12\", \"22-May-12\", \"23-May-12\", \"24-May-12\", \"25-May-12\", \"29-May-12\", \"30-May-12\", \"31-May-12\", \"01-Jun-12\", \"04-Jun-12\", \"05-Jun-12\", \"06-Jun-12\", \"07-Jun-12\", \"08-Jun-12\", \"11-Jun-12\", \"12-Jun-12\", \"13-Jun-12\", \"14-Jun-12\", \"15-Jun-12\", \"18-Jun-12\", \"19-Jun-12\", \"20-Jun-12\", \"21-Jun-12\", \"22-Jun-12\", \"25-Jun-12\", \"26-Jun-12\", \"27-Jun-12\", \"28-Jun-12\", \"29-Jun-12\", \"02-Jul-12\", \"03-Jul-12\", \"05-Jul-12\", \"06-Jul-12\", \"09-Jul-12\", \"10-Jul-12\", \"11-Jul-12\", \"12-Jul-12\", \"13-Jul-12\", \"16-Jul-12\", \"17-Jul-12\", \"18-Jul-12\", \"19-Jul-12\", \"20-Jul-12\", \"23-Jul-12\", \"24-Jul-12\", \"25-Jul-12\", \"26-Jul-12\", \"27-Jul-12\", \"30-Jul-12\", \"31-Jul-12\", \"01-Aug-12\", \"02-Aug-12\", \"03-Aug-12\", \"06-Aug-12\", \"07-Aug-12\", \"08-Aug-12\", \"09-Aug-12\", \"10-Aug-12\", \"13-Aug-12\", \"14-Aug-12\", \"15-Aug-12\", \"16-Aug-12\", \"17-Aug-12\", \"20-Aug-12\", \"21-Aug-12\", \"22-Aug-12\", \"23-Aug-12\", \"24-Aug-12\", \"27-Aug-12\", \"28-Aug-12\", \"29-Aug-12\", \"30-Aug-12\", \"31-Aug-12\", \"04-Sep-12\", \"05-Sep-12\", \"06-Sep-12\", \"07-Sep-12\", \"10-Sep-12\", \"11-Sep-12\", \"12-Sep-12\", \"13-Sep-12\", \"14-Sep-12\", \"17-Sep-12\", \"18-Sep-12\", \"19-Sep-12\", \"20-Sep-12\", \"21-Sep-12\", \"24-Sep-12\", \"25-Sep-12\", \"26-Sep-12\", \"27-Sep-12\", \"28-Sep-12\", \"01-Oct-12\", \"02-Oct-12\", \"03-Oct-12\", \"04-Oct-12\", \"05-Oct-12\", \"08-Oct-12\", \"09-Oct-12\", \"10-Oct-12\", \"11-Oct-12\", \"12-Oct-12\", \"15-Oct-12\", \"16-Oct-12\", \"17-Oct-12\", \"18-Oct-12\", \"19-Oct-12\", \"22-Oct-12\", \"23-Oct-12\", \"24-Oct-12\", \"25-Oct-12\", \"26-Oct-12\", \"31-Oct-12\", \"01-Nov-12\", \"02-Nov-12\", \"05-Nov-12\", \"06-Nov-12\", \"07-Nov-12\", \"08-Nov-12\", \"09-Nov-12\", \"12-Nov-12\", \"13-Nov-12\", \"14-Nov-12\", \"15-Nov-12\", \"16-Nov-12\", \"19-Nov-12\", \"20-Nov-12\", \"21-Nov-12\", \"23-Nov-12\", \"26-Nov-12\", \"27-Nov-12\", \"28-Nov-12\", \"29-Nov-12\", \"30-Nov-12\", \"03-Dec-12\", \"04-Dec-12\", \"05-Dec-12\", \"06-Dec-12\", \"07-Dec-12\", \"10-Dec-12\", \"11-Dec-12\", \"12-Dec-12\", \"13-Dec-12\", \"14-Dec-12\", \"17-Dec-12\", \"18-Dec-12\", \"19-Dec-12\", \"20-Dec-12\", \"21-Dec-12\", \"24-Dec-12\", \"26-Dec-12\", \"27-Dec-12\", \"28-Dec-12\", \"31-Dec-12\", \"02-Jan-13\", \"03-Jan-13\", \"04-Jan-13\", \"07-Jan-13\", \"08-Jan-13\", \"09-Jan-13\", \"10-Jan-13\", \"11-Jan-13\", \"14-Jan-13\", \"15-Jan-13\", \"16-Jan-13\", \"17-Jan-13\", \"18-Jan-13\", \"22-Jan-13\", \"23-Jan-13\", \"24-Jan-13\", \"25-Jan-13\", \"28-Jan-13\", \"29-Jan-13\", \"30-Jan-13\", \"31-Jan-13\", \"01-Feb-13\", \"04-Feb-13\", \"05-Feb-13\", \"06-Feb-13\", \"07-Feb-13\", \"08-Feb-13\", \"11-Feb-13\", \"12-Feb-13\", \"13-Feb-13\", \"14-Feb-13\", \"15-Feb-13\", \"19-Feb-13\", \"20-Feb-13\", \"21-Feb-13\", \"22-Feb-13\", \"25-Feb-13\", \"26-Feb-13\", \"27-Feb-13\", \"28-Feb-13\", \"01-Mar-13\", \"04-Mar-13\", \"05-Mar-13\", \"06-Mar-13\", \"07-Mar-13\", \"08-Mar-13\", \"11-Mar-13\", \"12-Mar-13\", \"13-Mar-13\", \"14-Mar-13\", \"15-Mar-13\", \"18-Mar-13\", \"19-Mar-13\", \"20-Mar-13\", \"21-Mar-13\", \"22-Mar-13\", \"25-Mar-13\", \"26-Mar-13\", \"27-Mar-13\", \"28-Mar-13\", \"01-Apr-13\", \"02-Apr-13\", \"03-Apr-13\", \"04-Apr-13\", \"05-Apr-13\", \"08-Apr-13\", \"09-Apr-13\", \"10-Apr-13\", \"11-Apr-13\", \"12-Apr-13\", \"15-Apr-13\", \"16-Apr-13\", \"17-Apr-13\", \"18-Apr-13\", \"19-Apr-13\", \"22-Apr-13\", \"23-Apr-13\", \"24-Apr-13\", \"25-Apr-13\", \"26-Apr-13\", \"29-Apr-13\", \"30-Apr-13\", \"01-May-13\", \"02-May-13\", \"03-May-13\", \"06-May-13\", \"07-May-13\", \"08-May-13\", \"09-May-13\", \"10-May-13\", \"13-May-13\", \"14-May-13\", \"15-May-13\", \"16-May-13\", \"17-May-13\", \"20-May-13\", \"21-May-13\", \"22-May-13\", \"23-May-13\", \"24-May-13\", \"28-May-13\", \"29-May-13\", \"30-May-13\", \"31-May-13\", \"03-Jun-13\", \"04-Jun-13\", \"05-Jun-13\", \"06-Jun-13\", \"07-Jun-13\", \"10-Jun-13\", \"11-Jun-13\", \"12-Jun-13\", \"13-Jun-13\", \"14-Jun-13\", \"17-Jun-13\", \"18-Jun-13\", \"19-Jun-13\", \"20-Jun-13\", \"21-Jun-13\", \"24-Jun-13\", \"25-Jun-13\", \"26-Jun-13\", \"27-Jun-13\", \"28-Jun-13\", \"01-Jul-13\", \"02-Jul-13\", \"03-Jul-13\", \"05-Jul-13\", \"08-Jul-13\", \"09-Jul-13\", \"10-Jul-13\", \"11-Jul-13\", \"12-Jul-13\", \"15-Jul-13\", \"16-Jul-13\", \"17-Jul-13\", \"18-Jul-13\", \"19-Jul-13\", \"22-Jul-13\", \"23-Jul-13\", \"24-Jul-13\", \"25-Jul-13\", \"26-Jul-13\", \"29-Jul-13\", \"30-Jul-13\", \"31-Jul-13\", \"01-Aug-13\", \"02-Aug-13\", \"05-Aug-13\", \"06-Aug-13\", \"07-Aug-13\", \"08-Aug-13\", \"09-Aug-13\", \"12-Aug-13\", \"13-Aug-13\", \"14-Aug-13\", \"15-Aug-13\", \"16-Aug-13\", \"19-Aug-13\", \"20-Aug-13\", \"21-Aug-13\", \"22-Aug-13\", \"23-Aug-13\", \"26-Aug-13\", \"27-Aug-13\", \"28-Aug-13\", \"29-Aug-13\", \"30-Aug-13\", \"03-Sep-13\", \"04-Sep-13\", \"05-Sep-13\", \"06-Sep-13\", \"09-Sep-13\", \"10-Sep-13\", \"11-Sep-13\", \"12-Sep-13\", \"13-Sep-13\", \"16-Sep-13\", \"17-Sep-13\", \"18-Sep-13\", \"19-Sep-13\", \"20-Sep-13\", \"23-Sep-13\", \"24-Sep-13\", \"25-Sep-13\", \"26-Sep-13\", \"27-Sep-13\", \"30-Sep-13\", \"01-Oct-13\", \"02-Oct-13\", \"03-Oct-13\", \"04-Oct-13\", \"07-Oct-13\", \"08-Oct-13\", \"09-Oct-13\", \"10-Oct-13\", \"11-Oct-13\", \"14-Oct-13\", \"15-Oct-13\", \"16-Oct-13\", \"17-Oct-13\", \"18-Oct-13\", \"21-Oct-13\", \"22-Oct-13\", \"23-Oct-13\", \"24-Oct-13\", \"25-Oct-13\", \"28-Oct-13\", \"29-Oct-13\", \"30-Oct-13\", \"31-Oct-13\", \"01-Nov-13\", \"04-Nov-13\", \"05-Nov-13\", \"06-Nov-13\", \"07-Nov-13\", \"08-Nov-13\", \"11-Nov-13\", \"12-Nov-13\", \"13-Nov-13\", \"14-Nov-13\", \"15-Nov-13\", \"18-Nov-13\", \"19-Nov-13\", \"20-Nov-13\", \"21-Nov-13\", \"22-Nov-13\", \"25-Nov-13\", \"26-Nov-13\", \"27-Nov-13\", \"29-Nov-13\", \"02-Dec-13\", \"03-Dec-13\", \"04-Dec-13\", \"05-Dec-13\", \"06-Dec-13\", \"09-Dec-13\", \"10-Dec-13\", \"11-Dec-13\", \"12-Dec-13\", \"13-Dec-13\", \"16-Dec-13\", \"17-Dec-13\", \"18-Dec-13\", \"19-Dec-13\", \"20-Dec-13\", \"23-Dec-13\", \"24-Dec-13\", \"26-Dec-13\", \"27-Dec-13\", \"30-Dec-13\", \"31-Dec-13\", \"02-Jan-14\", \"03-Jan-14\", \"06-Jan-14\", \"07-Jan-14\", \"08-Jan-14\", \"09-Jan-14\", \"10-Jan-14\", \"13-Jan-14\", \"14-Jan-14\", \"15-Jan-14\", \"16-Jan-14\", \"17-Jan-14\", \"21-Jan-14\", \"22-Jan-14\", \"23-Jan-14\", \"24-Jan-14\", \"27-Jan-14\", \"28-Jan-14\", \"29-Jan-14\", \"30-Jan-14\", \"31-Jan-14\", \"03-Feb-14\", \"04-Feb-14\", \"05-Feb-14\", \"06-Feb-14\", \"07-Feb-14\", \"10-Feb-14\", \"11-Feb-14\", \"12-Feb-14\", \"13-Feb-14\", \"14-Feb-14\", \"18-Feb-14\", \"19-Feb-14\", \"20-Feb-14\", \"21-Feb-14\", \"24-Feb-14\", \"25-Feb-14\", \"26-Feb-14\", \"27-Feb-14\", \"28-Feb-14\", \"03-Mar-14\", \"04-Mar-14\", \"05-Mar-14\", \"06-Mar-14\", \"07-Mar-14\", \"10-Mar-14\", \"11-Mar-14\", \"12-Mar-14\", \"13-Mar-14\", \"14-Mar-14\", \"17-Mar-14\", \"18-Mar-14\", \"19-Mar-14\", \"20-Mar-14\", \"21-Mar-14\", \"24-Mar-14\", \"25-Mar-14\", \"26-Mar-14\", \"27-Mar-14\", \"28-Mar-14\", \"31-Mar-14\", \"01-Apr-14\", \"02-Apr-14\", \"03-Apr-14\", \"04-Apr-14\", \"07-Apr-14\", \"08-Apr-14\", \"09-Apr-14\", \"10-Apr-14\", \"11-Apr-14\", \"14-Apr-14\", \"15-Apr-14\", \"16-Apr-14\", \"17-Apr-14\", \"21-Apr-14\", \"22-Apr-14\", \"23-Apr-14\", \"24-Apr-14\", \"25-Apr-14\", \"28-Apr-14\", \"29-Apr-14\", \"30-Apr-14\", \"01-May-14\", \"02-May-14\", \"05-May-14\", \"06-May-14\", \"07-May-14\", \"08-May-14\", \"09-May-14\", \"12-May-14\", \"13-May-14\", \"14-May-14\", \"15-May-14\", \"16-May-14\", \"19-May-14\", \"20-May-14\", \"21-May-14\", \"22-May-14\", \"23-May-14\", \"27-May-14\", \"28-May-14\", \"29-May-14\", \"30-May-14\", \"02-Jun-14\", \"03-Jun-14\", \"04-Jun-14\", \"05-Jun-14\", \"06-Jun-14\", \"09-Jun-14\", \"10-Jun-14\", \"11-Jun-14\", \"12-Jun-14\", \"13-Jun-14\", \"16-Jun-14\", \"17-Jun-14\", \"18-Jun-14\", \"19-Jun-14\", \"20-Jun-14\", \"23-Jun-14\", \"24-Jun-14\", \"25-Jun-14\", \"26-Jun-14\", \"27-Jun-14\", \"30-Jun-14\", \"01-Jul-14\", \"02-Jul-14\", \"03-Jul-14\", \"07-Jul-14\", \"08-Jul-14\", \"09-Jul-14\", \"10-Jul-14\", \"11-Jul-14\", \"14-Jul-14\", \"15-Jul-14\", \"16-Jul-14\", \"17-Jul-14\", \"18-Jul-14\", \"21-Jul-14\", \"22-Jul-14\", \"23-Jul-14\", \"24-Jul-14\", \"25-Jul-14\", \"28-Jul-14\", \"29-Jul-14\", \"30-Jul-14\", \"31-Jul-14\", \"01-Aug-14\", \"04-Aug-14\", \"05-Aug-14\", \"06-Aug-14\", \"07-Aug-14\", \"08-Aug-14\", \"11-Aug-14\", \"12-Aug-14\", \"13-Aug-14\", \"14-Aug-14\", \"15-Aug-14\", \"18-Aug-14\", \"19-Aug-14\", \"20-Aug-14\", \"21-Aug-14\", \"22-Aug-14\", \"25-Aug-14\", \"26-Aug-14\", \"27-Aug-14\", \"28-Aug-14\", \"29-Aug-14\", \"02-Sep-14\", \"03-Sep-14\", \"04-Sep-14\", \"05-Sep-14\", \"08-Sep-14\", \"09-Sep-14\", \"10-Sep-14\", \"11-Sep-14\", \"12-Sep-14\", \"15-Sep-14\", \"16-Sep-14\", \"17-Sep-14\", \"18-Sep-14\", \"19-Sep-14\", \"22-Sep-14\", \"23-Sep-14\", \"24-Sep-14\", \"25-Sep-14\", \"26-Sep-14\", \"29-Sep-14\", \"30-Sep-14\", \"01-Oct-14\", \"02-Oct-14\", \"03-Oct-14\", \"06-Oct-14\", \"07-Oct-14\", \"08-Oct-14\", \"09-Oct-14\", \"10-Oct-14\", \"13-Oct-14\", \"14-Oct-14\", \"15-Oct-14\", \"16-Oct-14\", \"17-Oct-14\", \"20-Oct-14\", \"21-Oct-14\", \"22-Oct-14\", \"23-Oct-14\", \"24-Oct-14\", \"27-Oct-14\", \"28-Oct-14\", \"29-Oct-14\", \"30-Oct-14\", \"31-Oct-14\", \"03-Nov-14\", \"04-Nov-14\", \"05-Nov-14\", \"06-Nov-14\", \"07-Nov-14\", \"10-Nov-14\", \"11-Nov-14\", \"12-Nov-14\", \"13-Nov-14\", \"14-Nov-14\", \"17-Nov-14\", \"18-Nov-14\", \"19-Nov-14\", \"20-Nov-14\", \"21-Nov-14\", \"24-Nov-14\", \"25-Nov-14\", \"26-Nov-14\", \"28-Nov-14\", \"01-Dec-14\", \"02-Dec-14\", \"03-Dec-14\", \"04-Dec-14\", \"05-Dec-14\", \"08-Dec-14\", \"09-Dec-14\", \"10-Dec-14\", \"11-Dec-14\", \"12-Dec-14\", \"15-Dec-14\", \"16-Dec-14\", \"17-Dec-14\", \"18-Dec-14\", \"19-Dec-14\", \"22-Dec-14\", \"23-Dec-14\", \"24-Dec-14\", \"26-Dec-14\", \"29-Dec-14\", \"30-Dec-14\", \"31-Dec-14\", \"02-Jan-15\", \"05-Jan-15\", \"06-Jan-15\", \"07-Jan-15\", \"08-Jan-15\", \"09-Jan-15\", \"12-Jan-15\", \"13-Jan-15\", \"14-Jan-15\", \"15-Jan-15\", \"16-Jan-15\", \"20-Jan-15\", \"21-Jan-15\", \"22-Jan-15\", \"23-Jan-15\", \"26-Jan-15\", \"27-Jan-15\", \"28-Jan-15\", \"29-Jan-15\", \"30-Jan-15\", \"02-Feb-15\", \"03-Feb-15\", \"04-Feb-15\", \"05-Feb-15\", \"06-Feb-15\", \"09-Feb-15\", \"10-Feb-15\", \"11-Feb-15\", \"12-Feb-15\", \"13-Feb-15\", \"17-Feb-15\", \"18-Feb-15\", \"19-Feb-15\", \"20-Feb-15\", \"23-Feb-15\", \"24-Feb-15\", \"25-Feb-15\", \"26-Feb-15\", \"27-Feb-15\", \"02-Mar-15\", \"03-Mar-15\", \"04-Mar-15\", \"05-Mar-15\", \"06-Mar-15\", \"09-Mar-15\", \"10-Mar-15\", \"11-Mar-15\", \"12-Mar-15\", \"13-Mar-15\", \"16-Mar-15\", \"17-Mar-15\", \"18-Mar-15\", \"19-Mar-15\", \"20-Mar-15\", \"23-Mar-15\", \"24-Mar-15\", \"25-Mar-15\", \"26-Mar-15\", \"27-Mar-15\", \"30-Mar-15\", \"31-Mar-15\", \"01-Apr-15\", \"02-Apr-15\", \"06-Apr-15\", \"07-Apr-15\", \"08-Apr-15\", \"09-Apr-15\", \"10-Apr-15\", \"13-Apr-15\", \"14-Apr-15\", \"15-Apr-15\", \"16-Apr-15\", \"17-Apr-15\", \"20-Apr-15\", \"21-Apr-15\", \"22-Apr-15\", \"23-Apr-15\", \"24-Apr-15\", \"27-Apr-15\", \"28-Apr-15\", \"29-Apr-15\", \"30-Apr-15\", \"01-May-15\", \"04-May-15\", \"05-May-15\", \"06-May-15\", \"07-May-15\", \"08-May-15\", \"11-May-15\", \"12-May-15\", \"13-May-15\", \"14-May-15\", \"15-May-15\", \"18-May-15\", \"19-May-15\", \"20-May-15\", \"21-May-15\", \"22-May-15\", \"26-May-15\", \"27-May-15\", \"28-May-15\", \"29-May-15\", \"01-Jun-15\", \"02-Jun-15\", \"03-Jun-15\", \"04-Jun-15\", \"05-Jun-15\", \"08-Jun-15\", \"09-Jun-15\", \"10-Jun-15\", \"11-Jun-15\", \"12-Jun-15\", \"15-Jun-15\", \"16-Jun-15\", \"17-Jun-15\", \"18-Jun-15\", \"19-Jun-15\", \"22-Jun-15\", \"23-Jun-15\", \"24-Jun-15\", \"25-Jun-15\", \"26-Jun-15\", \"29-Jun-15\", \"30-Jun-15\", \"01-Jul-15\", \"02-Jul-15\", \"06-Jul-15\", \"07-Jul-15\", \"08-Jul-15\", \"09-Jul-15\", \"10-Jul-15\", \"13-Jul-15\", \"14-Jul-15\", \"15-Jul-15\", \"16-Jul-15\", \"17-Jul-15\", \"20-Jul-15\", \"21-Jul-15\", \"22-Jul-15\", \"23-Jul-15\", \"24-Jul-15\", \"27-Jul-15\", \"28-Jul-15\", \"29-Jul-15\", \"30-Jul-15\", \"31-Jul-15\", \"03-Aug-15\", \"04-Aug-15\", \"05-Aug-15\", \"06-Aug-15\", \"07-Aug-15\", \"10-Aug-15\", \"11-Aug-15\", \"12-Aug-15\", \"13-Aug-15\", \"14-Aug-15\", \"17-Aug-15\", \"18-Aug-15\", \"19-Aug-15\", \"20-Aug-15\", \"21-Aug-15\", \"24-Aug-15\", \"25-Aug-15\", \"26-Aug-15\", \"27-Aug-15\", \"28-Aug-15\", \"31-Aug-15\", \"01-Sep-15\", \"02-Sep-15\", \"03-Sep-15\", \"04-Sep-15\", \"08-Sep-15\", \"09-Sep-15\", \"10-Sep-15\", \"11-Sep-15\", \"14-Sep-15\", \"15-Sep-15\", \"16-Sep-15\", \"17-Sep-15\", \"18-Sep-15\", \"21-Sep-15\", \"22-Sep-15\", \"23-Sep-15\", \"24-Sep-15\", \"25-Sep-15\", \"28-Sep-15\", \"29-Sep-15\", \"30-Sep-15\", \"01-Oct-15\", \"02-Oct-15\", \"05-Oct-15\", \"06-Oct-15\", \"07-Oct-15\", \"08-Oct-15\", \"09-Oct-15\", \"12-Oct-15\", \"13-Oct-15\", \"14-Oct-15\", \"15-Oct-15\", \"16-Oct-15\", \"19-Oct-15\", \"20-Oct-15\", \"21-Oct-15\", \"22-Oct-15\", \"23-Oct-15\", \"26-Oct-15\", \"27-Oct-15\", \"28-Oct-15\", \"29-Oct-15\", \"30-Oct-15\", \"02-Nov-15\", \"03-Nov-15\", \"04-Nov-15\", \"05-Nov-15\", \"06-Nov-15\", \"09-Nov-15\", \"10-Nov-15\", \"11-Nov-15\", \"12-Nov-15\", \"13-Nov-15\", \"16-Nov-15\", \"17-Nov-15\", \"18-Nov-15\", \"19-Nov-15\", \"20-Nov-15\", \"23-Nov-15\", \"24-Nov-15\", \"25-Nov-15\", \"27-Nov-15\", \"30-Nov-15\", \"01-Dec-15\", \"02-Dec-15\", \"03-Dec-15\", \"04-Dec-15\", \"07-Dec-15\", \"08-Dec-15\", \"09-Dec-15\", \"10-Dec-15\", \"11-Dec-15\", \"14-Dec-15\", \"15-Dec-15\", \"16-Dec-15\", \"17-Dec-15\", \"18-Dec-15\", \"21-Dec-15\", \"22-Dec-15\", \"23-Dec-15\", \"24-Dec-15\", \"28-Dec-15\", \"29-Dec-15\", \"30-Dec-15\", \"31-Dec-15\", \"04-Jan-16\", \"05-Jan-16\", \"06-Jan-16\", \"07-Jan-16\", \"08-Jan-16\", \"11-Jan-16\", \"12-Jan-16\", \"13-Jan-16\", \"14-Jan-16\", \"15-Jan-16\", \"19-Jan-16\", \"20-Jan-16\", \"21-Jan-16\", \"22-Jan-16\", \"25-Jan-16\", \"26-Jan-16\", \"27-Jan-16\", \"28-Jan-16\", \"29-Jan-16\", \"01-Feb-16\", \"02-Feb-16\", \"03-Feb-16\", \"04-Feb-16\", \"05-Feb-16\", \"08-Feb-16\", \"09-Feb-16\", \"10-Feb-16\", \"11-Feb-16\", \"12-Feb-16\", \"16-Feb-16\", \"17-Feb-16\", \"18-Feb-16\", \"19-Feb-16\", \"22-Feb-16\", \"23-Feb-16\", \"24-Feb-16\", \"25-Feb-16\", \"26-Feb-16\", \"29-Feb-16\", \"01-Mar-16\", \"02-Mar-16\", \"03-Mar-16\", \"04-Mar-16\", \"07-Mar-16\", \"08-Mar-16\", \"09-Mar-16\", \"10-Mar-16\", \"11-Mar-16\", \"14-Mar-16\", \"15-Mar-16\", \"16-Mar-16\", \"17-Mar-16\", \"18-Mar-16\", \"21-Mar-16\", \"22-Mar-16\", \"23-Mar-16\", \"24-Mar-16\", \"28-Mar-16\", \"29-Mar-16\", \"30-Mar-16\", \"31-Mar-16\", \"01-Apr-16\", \"04-Apr-16\", \"05-Apr-16\", \"06-Apr-16\", \"07-Apr-16\", \"08-Apr-16\", \"11-Apr-16\", \"12-Apr-16\", \"13-Apr-16\", \"14-Apr-16\", \"15-Apr-16\", \"18-Apr-16\", \"19-Apr-16\", \"20-Apr-16\", \"21-Apr-16\", \"22-Apr-16\", \"25-Apr-16\", \"26-Apr-16\", \"27-Apr-16\", \"28-Apr-16\", \"29-Apr-16\", \"02-May-16\", \"03-May-16\", \"04-May-16\", \"05-May-16\", \"06-May-16\", \"09-May-16\", \"10-May-16\", \"11-May-16\", \"12-May-16\", \"13-May-16\", \"16-May-16\", \"17-May-16\", \"18-May-16\", \"19-May-16\", \"20-May-16\", \"23-May-16\", \"24-May-16\", \"25-May-16\", \"26-May-16\", \"27-May-16\", \"31-May-16\", \"01-Jun-16\", \"02-Jun-16\", \"03-Jun-16\", \"06-Jun-16\", \"07-Jun-16\", \"08-Jun-16\", \"09-Jun-16\", \"10-Jun-16\", \"13-Jun-16\", \"14-Jun-16\", \"15-Jun-16\", \"16-Jun-16\", \"17-Jun-16\", \"20-Jun-16\", \"21-Jun-16\", \"22-Jun-16\", \"23-Jun-16\", \"24-Jun-16\", \"27-Jun-16\", \"28-Jun-16\", \"29-Jun-16\", \"30-Jun-16\", \"01-Jul-16\", \"05-Jul-16\", \"06-Jul-16\", \"07-Jul-16\", \"08-Jul-16\", \"11-Jul-16\", \"12-Jul-16\", \"13-Jul-16\", \"14-Jul-16\", \"15-Jul-16\", \"18-Jul-16\", \"19-Jul-16\", \"20-Jul-16\", \"21-Jul-16\", \"22-Jul-16\", \"25-Jul-16\", \"26-Jul-16\", \"27-Jul-16\", \"28-Jul-16\", \"29-Jul-16\", \"01-Aug-16\", \"02-Aug-16\", \"03-Aug-16\", \"04-Aug-16\", \"05-Aug-16\", \"08-Aug-16\", \"09-Aug-16\", \"10-Aug-16\", \"11-Aug-16\", \"12-Aug-16\", \"15-Aug-16\", \"16-Aug-16\", \"17-Aug-16\", \"18-Aug-16\", \"19-Aug-16\", \"22-Aug-16\", \"23-Aug-16\", \"24-Aug-16\", \"25-Aug-16\", \"26-Aug-16\", \"29-Aug-16\", \"30-Aug-16\", \"31-Aug-16\", \"01-Sep-16\", \"02-Sep-16\", \"06-Sep-16\", \"07-Sep-16\", \"08-Sep-16\", \"09-Sep-16\", \"12-Sep-16\", \"13-Sep-16\", \"14-Sep-16\", \"15-Sep-16\", \"16-Sep-16\", \"19-Sep-16\", \"20-Sep-16\", \"21-Sep-16\", \"22-Sep-16\", \"23-Sep-16\", \"26-Sep-16\", \"27-Sep-16\", \"28-Sep-16\", \"29-Sep-16\", \"30-Sep-16\", \"03-Oct-16\", \"04-Oct-16\", \"05-Oct-16\", \"06-Oct-16\", \"07-Oct-16\", \"10-Oct-16\", \"11-Oct-16\", \"12-Oct-16\", \"13-Oct-16\", \"14-Oct-16\", \"17-Oct-16\", \"18-Oct-16\", \"19-Oct-16\", \"20-Oct-16\", \"21-Oct-16\", \"24-Oct-16\", \"25-Oct-16\", \"26-Oct-16\", \"27-Oct-16\", \"28-Oct-16\", \"31-Oct-16\", \"01-Nov-16\", \"02-Nov-16\", \"03-Nov-16\", \"04-Nov-16\", \"07-Nov-16\", \"08-Nov-16\", \"09-Nov-16\", \"10-Nov-16\", \"11-Nov-16\", \"14-Nov-16\", \"15-Nov-16\", \"16-Nov-16\", \"17-Nov-16\", \"18-Nov-16\", \"21-Nov-16\", \"22-Nov-16\", \"23-Nov-16\", \"25-Nov-16\", \"28-Nov-16\", \"29-Nov-16\", \"30-Nov-16\", \"01-Dec-16\", \"02-Dec-16\", \"05-Dec-16\", \"06-Dec-16\", \"07-Dec-16\", \"08-Dec-16\", \"09-Dec-16\", \"12-Dec-16\", \"13-Dec-16\", \"14-Dec-16\", \"15-Dec-16\", \"16-Dec-16\", \"19-Dec-16\", \"20-Dec-16\", \"21-Dec-16\", \"22-Dec-16\", \"23-Dec-16\", \"27-Dec-16\", \"28-Dec-16\", \"29-Dec-16\", \"30-Dec-16\", \"03-Jan-17\", \"04-Jan-17\", \"05-Jan-17\", \"06-Jan-17\", \"09-Jan-17\", \"10-Jan-17\", \"11-Jan-17\", \"12-Jan-17\", \"13-Jan-17\", \"17-Jan-17\", \"18-Jan-17\", \"19-Jan-17\", \"20-Jan-17\", \"23-Jan-17\", \"24-Jan-17\", \"25-Jan-17\", \"26-Jan-17\", \"27-Jan-17\", \"30-Jan-17\", \"31-Jan-17\", \"01-Feb-17\", \"02-Feb-17\", \"03-Feb-17\", \"06-Feb-17\", \"07-Feb-17\", \"08-Feb-17\", \"09-Feb-17\", \"10-Feb-17\", \"13-Feb-17\", \"14-Feb-17\", \"15-Feb-17\", \"16-Feb-17\", \"17-Feb-17\", \"21-Feb-17\", \"22-Feb-17\", \"23-Feb-17\", \"24-Feb-17\", \"27-Feb-17\", \"28-Feb-17\", \"01-Mar-17\", \"02-Mar-17\", \"03-Mar-17\", \"06-Mar-17\", \"07-Mar-17\", \"08-Mar-17\", \"09-Mar-17\", \"10-Mar-17\", \"13-Mar-17\", \"14-Mar-17\", \"15-Mar-17\", \"16-Mar-17\", \"17-Mar-17\", \"20-Mar-17\", \"21-Mar-17\", \"22-Mar-17\", \"23-Mar-17\", \"24-Mar-17\", \"27-Mar-17\", \"28-Mar-17\", \"29-Mar-17\", \"30-Mar-17\", \"31-Mar-17\", \"03-Apr-17\", \"04-Apr-17\", \"05-Apr-17\", \"06-Apr-17\", \"07-Apr-17\", \"10-Apr-17\", \"11-Apr-17\", \"12-Apr-17\", \"13-Apr-17\", \"17-Apr-17\", \"18-Apr-17\", \"19-Apr-17\", \"20-Apr-17\", \"21-Apr-17\", \"24-Apr-17\", \"25-Apr-17\", \"26-Apr-17\", \"27-Apr-17\", \"28-Apr-17\", \"01-May-17\", \"02-May-17\", \"03-May-17\", \"04-May-17\", \"05-May-17\", \"08-May-17\", \"09-May-17\", \"10-May-17\", \"11-May-17\", \"12-May-17\", \"15-May-17\", \"16-May-17\", \"17-May-17\", \"18-May-17\", \"19-May-17\", \"22-May-17\", \"23-May-17\", \"24-May-17\", \"25-May-17\", \"26-May-17\", \"30-May-17\", \"31-May-17\", \"01-Jun-17\", \"02-Jun-17\", \"05-Jun-17\", \"06-Jun-17\", \"07-Jun-17\", \"08-Jun-17\", \"09-Jun-17\", \"12-Jun-17\", \"13-Jun-17\", \"14-Jun-17\", \"15-Jun-17\", \"16-Jun-17\", \"19-Jun-17\", \"20-Jun-17\", \"21-Jun-17\", \"22-Jun-17\", \"23-Jun-17\", \"26-Jun-17\", \"27-Jun-17\", \"28-Jun-17\", \"29-Jun-17\", \"30-Jun-17\", \"03-Jul-17\", \"05-Jul-17\", \"06-Jul-17\", \"07-Jul-17\", \"10-Jul-17\", \"11-Jul-17\", \"12-Jul-17\", \"13-Jul-17\", \"14-Jul-17\", \"17-Jul-17\", \"18-Jul-17\", \"19-Jul-17\", \"20-Jul-17\", \"21-Jul-17\", \"24-Jul-17\", \"25-Jul-17\", \"26-Jul-17\", \"27-Jul-17\", \"28-Jul-17\", \"31-Jul-17\", \"01-Aug-17\", \"02-Aug-17\", \"03-Aug-17\", \"04-Aug-17\", \"07-Aug-17\", \"08-Aug-17\", \"09-Aug-17\", \"10-Aug-17\", \"11-Aug-17\", \"14-Aug-17\", \"15-Aug-17\", \"16-Aug-17\", \"17-Aug-17\", \"18-Aug-17\", \"21-Aug-17\", \"22-Aug-17\", \"23-Aug-17\", \"24-Aug-17\", \"25-Aug-17\", \"28-Aug-17\", \"29-Aug-17\", \"30-Aug-17\", \"31-Aug-17\", \"01-Sep-17\", \"05-Sep-17\", \"06-Sep-17\", \"07-Sep-17\", \"08-Sep-17\", \"11-Sep-17\", \"12-Sep-17\", \"13-Sep-17\", \"14-Sep-17\", \"15-Sep-17\", \"18-Sep-17\", \"19-Sep-17\", \"20-Sep-17\", \"21-Sep-17\", \"22-Sep-17\", \"25-Sep-17\", \"26-Sep-17\", \"27-Sep-17\", \"28-Sep-17\", \"29-Sep-17\", \"02-Oct-17\", \"03-Oct-17\", \"04-Oct-17\", \"05-Oct-17\", \"06-Oct-17\", \"09-Oct-17\", \"10-Oct-17\", \"11-Oct-17\", \"12-Oct-17\", \"13-Oct-17\", \"16-Oct-17\", \"17-Oct-17\", \"18-Oct-17\", \"19-Oct-17\", \"20-Oct-17\", \"23-Oct-17\", \"24-Oct-17\", \"25-Oct-17\", \"26-Oct-17\", \"27-Oct-17\", \"30-Oct-17\", \"31-Oct-17\", \"01-Nov-17\", \"02-Nov-17\", \"03-Nov-17\", \"06-Nov-17\", \"07-Nov-17\", \"08-Nov-17\", \"09-Nov-17\", \"10-Nov-17\", \"13-Nov-17\", \"14-Nov-17\", \"15-Nov-17\", \"16-Nov-17\", \"17-Nov-17\", \"20-Nov-17\", \"21-Nov-17\", \"22-Nov-17\", \"24-Nov-17\", \"27-Nov-17\", \"28-Nov-17\", \"29-Nov-17\", \"30-Nov-17\", \"01-Dec-17\", \"04-Dec-17\", \"05-Dec-17\", \"06-Dec-17\", \"07-Dec-17\", \"08-Dec-17\", \"11-Dec-17\", \"12-Dec-17\", \"13-Dec-17\", \"14-Dec-17\", \"15-Dec-17\", \"18-Dec-17\", \"19-Dec-17\", \"20-Dec-17\", \"21-Dec-17\", \"22-Dec-17\", \"26-Dec-17\", \"27-Dec-17\", \"28-Dec-17\", \"29-Dec-17\", \"02-Jan-18\", \"03-Jan-18\", \"04-Jan-18\", \"05-Jan-18\", \"08-Jan-18\", \"09-Jan-18\", \"10-Jan-18\", \"11-Jan-18\", \"12-Jan-18\", \"16-Jan-18\", \"17-Jan-18\", \"18-Jan-18\", \"19-Jan-18\", \"22-Jan-18\", \"23-Jan-18\", \"24-Jan-18\", \"25-Jan-18\", \"26-Jan-18\", \"29-Jan-18\", \"30-Jan-18\", \"31-Jan-18\", \"01-Feb-18\", \"02-Feb-18\", \"05-Feb-18\", \"06-Feb-18\", \"07-Feb-18\", \"08-Feb-18\", \"09-Feb-18\", \"12-Feb-18\", \"13-Feb-18\", \"14-Feb-18\", \"15-Feb-18\", \"16-Feb-18\", \"20-Feb-18\", \"21-Feb-18\", \"22-Feb-18\", \"23-Feb-18\", \"26-Feb-18\", \"27-Feb-18\", \"28-Feb-18\", \"01-Mar-18\", \"02-Mar-18\", \"05-Mar-18\", \"06-Mar-18\", \"07-Mar-18\", \"08-Mar-18\", \"09-Mar-18\", \"12-Mar-18\", \"13-Mar-18\", \"14-Mar-18\", \"15-Mar-18\", \"16-Mar-18\", \"19-Mar-18\", \"20-Mar-18\", \"21-Mar-18\", \"22-Mar-18\", \"23-Mar-18\", \"26-Mar-18\", \"27-Mar-18\", \"28-Mar-18\", \"29-Mar-18\", \"02-Apr-18\", \"03-Apr-18\", \"04-Apr-18\", \"05-Apr-18\", \"06-Apr-18\", \"09-Apr-18\", \"10-Apr-18\", \"11-Apr-18\", \"12-Apr-18\", \"13-Apr-18\", \"16-Apr-18\", \"17-Apr-18\", \"18-Apr-18\", \"19-Apr-18\", \"20-Apr-18\", \"23-Apr-18\", \"24-Apr-18\", \"25-Apr-18\", \"26-Apr-18\", \"27-Apr-18\", \"30-Apr-18\", \"01-May-18\", \"02-May-18\", \"03-May-18\", \"04-May-18\", \"07-May-18\", \"08-May-18\", \"09-May-18\", \"10-May-18\", \"11-May-18\", \"14-May-18\", \"15-May-18\", \"16-May-18\", \"17-May-18\", \"18-May-18\", \"21-May-18\", \"22-May-18\", \"23-May-18\", \"24-May-18\", \"25-May-18\", \"29-May-18\", \"30-May-18\", \"31-May-18\", \"01-Jun-18\", \"04-Jun-18\", \"05-Jun-18\", \"06-Jun-18\", \"07-Jun-18\", \"08-Jun-18\", \"11-Jun-18\", \"12-Jun-18\", \"13-Jun-18\", \"14-Jun-18\", \"15-Jun-18\", \"18-Jun-18\", \"19-Jun-18\", \"20-Jun-18\", \"21-Jun-18\", \"22-Jun-18\", \"25-Jun-18\", \"26-Jun-18\", \"27-Jun-18\", \"28-Jun-18\", \"29-Jun-18\"], \"y\": [0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65, 0.65]}],\n","                        {\"showlegend\": true, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}},\n","                        {\"responsive\": true}\n","                    ).then(function(){\n","                            \n","var gd = document.getElementById('7d4f2f52-5d69-4241-acbc-9011c093f222');\n","var x = new MutationObserver(function (mutations, observer) {{\n","        var display = window.getComputedStyle(gd).display;\n","        if (!display || display === 'none') {{\n","            console.log([gd, 'removed!']);\n","            Plotly.purge(gd);\n","            observer.disconnect();\n","        }}\n","}});\n","\n","// Listen for the removal of the full notebook cells\n","var notebookContainer = gd.closest('#notebook-container');\n","if (notebookContainer) {{\n","    x.observe(notebookContainer, {childList: true});\n","}}\n","\n","// Listen for the clearing of the current output cell\n","var outputEl = gd.closest('.output');\n","if (outputEl) {{\n","    x.observe(outputEl, {childList: true});\n","}}\n","\n","                        })\n","                };\n","                \n","            </script>\n","        </div>\n","</body>\n","</html>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"Uec6xT2pSj6z","colab":{"base_uri":"https://localhost:8080/","height":204},"executionInfo":{"status":"ok","timestamp":1597759223697,"user_tz":-360,"elapsed":3080,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"e7980f69-3aa6-4051-9f07-c2370a3d96d2"},"source":["anomallies = test_score_df[test_score_df.anomly == True]\n","anomallies.head()"],"execution_count":135,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>date</th>\n","      <th>close</th>\n","      <th>loss</th>\n","      <th>threshold</th>\n","      <th>anomly</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>7302</th>\n","      <td>17-Dec-14</td>\n","      <td>2.805612</td>\n","      <td>0.667878</td>\n","      <td>0.65</td>\n","      <td>True</td>\n","    </tr>\n","    <tr>\n","      <th>7315</th>\n","      <td>07-Jan-15</td>\n","      <td>2.836792</td>\n","      <td>0.655327</td>\n","      <td>0.65</td>\n","      <td>True</td>\n","    </tr>\n","    <tr>\n","      <th>7358</th>\n","      <td>11-Mar-15</td>\n","      <td>2.871159</td>\n","      <td>0.651302</td>\n","      <td>0.65</td>\n","      <td>True</td>\n","    </tr>\n","    <tr>\n","      <th>7359</th>\n","      <td>12-Mar-15</td>\n","      <td>2.932774</td>\n","      <td>0.657404</td>\n","      <td>0.65</td>\n","      <td>True</td>\n","    </tr>\n","    <tr>\n","      <th>7369</th>\n","      <td>26-Mar-15</td>\n","      <td>2.909288</td>\n","      <td>0.663683</td>\n","      <td>0.65</td>\n","      <td>True</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["           date     close      loss  threshold  anomly\n","7302  17-Dec-14  2.805612  0.667878       0.65    True\n","7315  07-Jan-15  2.836792  0.655327       0.65    True\n","7358  11-Mar-15  2.871159  0.651302       0.65    True\n","7359  12-Mar-15  2.932774  0.657404       0.65    True\n","7369  26-Mar-15  2.909288  0.663683       0.65    True"]},"metadata":{"tags":[]},"execution_count":135}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"_0w2twNLc2vD","colab":{"base_uri":"https://localhost:8080/","height":542},"executionInfo":{"status":"ok","timestamp":1597759223699,"user_tz":-360,"elapsed":3059,"user":{"displayName":"MD. AKBOR SORDOR","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GinF0bqX29zbU4E-bTJf3K9qFBU-FvJv1yByrq-=s64","userId":"11038423686223987636"}},"outputId":"883c2d9e-ef60-48a9-d91b-1ba45c5a0e36"},"source":["fig = go.Figure()\n","fig.add_trace(go.Scatter(x = test[time_steps:].date, y = scaler.inverse_transform(test[time_steps:].close), mode ='lines', name = 'Close price'))\n","\n","fig.add_trace(go.Scatter(x = anomallies.date, y = scaler.inverse_transform(anomallies.close), mode ='markers', name = 'Anomly'))\n","\n","fig.update_layout(showlegend= True)\n","fig.show()"],"execution_count":136,"outputs":[{"output_type":"display_data","data":{"text/html":["<html>\n","<head><meta charset=\"utf-8\" /></head>\n","<body>\n","    <div>\n","            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n","                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n","        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n","            <div id=\"4f2de1c5-64d0-44bd-9d2a-3a5f29a49a83\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n","            <script type=\"text/javascript\">\n","                \n","                    window.PLOTLYENV=window.PLOTLYENV || {};\n","                    \n","                if (document.getElementById(\"4f2de1c5-64d0-44bd-9d2a-3a5f29a49a83\")) {\n","                    Plotly.newPlot(\n","                        '4f2de1c5-64d0-44bd-9d2a-3a5f29a49a83',\n","                        [{\"mode\": \"lines\", \"name\": \"Close price\", \"type\": \"scatter\", \"x\": [\"08-Feb-12\", \"09-Feb-12\", \"10-Feb-12\", \"13-Feb-12\", \"14-Feb-12\", \"15-Feb-12\", \"16-Feb-12\", \"17-Feb-12\", \"21-Feb-12\", \"22-Feb-12\", \"23-Feb-12\", \"24-Feb-12\", \"27-Feb-12\", \"28-Feb-12\", \"29-Feb-12\", \"01-Mar-12\", \"02-Mar-12\", \"05-Mar-12\", \"06-Mar-12\", \"07-Mar-12\", \"08-Mar-12\", \"09-Mar-12\", \"12-Mar-12\", \"13-Mar-12\", \"14-Mar-12\", \"15-Mar-12\", \"16-Mar-12\", \"19-Mar-12\", \"20-Mar-12\", \"21-Mar-12\", \"22-Mar-12\", \"23-Mar-12\", \"26-Mar-12\", \"27-Mar-12\", \"28-Mar-12\", \"29-Mar-12\", \"30-Mar-12\", \"02-Apr-12\", \"03-Apr-12\", \"04-Apr-12\", \"05-Apr-12\", \"09-Apr-12\", \"10-Apr-12\", \"11-Apr-12\", \"12-Apr-12\", \"13-Apr-12\", \"16-Apr-12\", \"17-Apr-12\", \"18-Apr-12\", \"19-Apr-12\", \"20-Apr-12\", \"23-Apr-12\", \"24-Apr-12\", \"25-Apr-12\", \"26-Apr-12\", \"27-Apr-12\", \"30-Apr-12\", \"01-May-12\", \"02-May-12\", \"03-May-12\", \"04-May-12\", \"07-May-12\", \"08-May-12\", \"09-May-12\", \"10-May-12\", \"11-May-12\", \"14-May-12\", \"15-May-12\", \"16-May-12\", \"17-May-12\", \"18-May-12\", \"21-May-12\", \"22-May-12\", \"23-May-12\", \"24-May-12\", \"25-May-12\", \"29-May-12\", \"30-May-12\", \"31-May-12\", \"01-Jun-12\", \"04-Jun-12\", \"05-Jun-12\", \"06-Jun-12\", \"07-Jun-12\", \"08-Jun-12\", \"11-Jun-12\", \"12-Jun-12\", \"13-Jun-12\", \"14-Jun-12\", \"15-Jun-12\", \"18-Jun-12\", \"19-Jun-12\", \"20-Jun-12\", \"21-Jun-12\", \"22-Jun-12\", \"25-Jun-12\", \"26-Jun-12\", \"27-Jun-12\", \"28-Jun-12\", \"29-Jun-12\", \"02-Jul-12\", \"03-Jul-12\", \"05-Jul-12\", \"06-Jul-12\", \"09-Jul-12\", \"10-Jul-12\", \"11-Jul-12\", \"12-Jul-12\", \"13-Jul-12\", \"16-Jul-12\", \"17-Jul-12\", \"18-Jul-12\", \"19-Jul-12\", \"20-Jul-12\", \"23-Jul-12\", \"24-Jul-12\", \"25-Jul-12\", \"26-Jul-12\", \"27-Jul-12\", \"30-Jul-12\", \"31-Jul-12\", \"01-Aug-12\", \"02-Aug-12\", \"03-Aug-12\", \"06-Aug-12\", \"07-Aug-12\", \"08-Aug-12\", \"09-Aug-12\", \"10-Aug-12\", \"13-Aug-12\", \"14-Aug-12\", \"15-Aug-12\", \"16-Aug-12\", \"17-Aug-12\", \"20-Aug-12\", \"21-Aug-12\", \"22-Aug-12\", \"23-Aug-12\", \"24-Aug-12\", \"27-Aug-12\", \"28-Aug-12\", \"29-Aug-12\", \"30-Aug-12\", \"31-Aug-12\", \"04-Sep-12\", \"05-Sep-12\", \"06-Sep-12\", \"07-Sep-12\", \"10-Sep-12\", \"11-Sep-12\", \"12-Sep-12\", \"13-Sep-12\", \"14-Sep-12\", \"17-Sep-12\", \"18-Sep-12\", \"19-Sep-12\", \"20-Sep-12\", \"21-Sep-12\", \"24-Sep-12\", \"25-Sep-12\", \"26-Sep-12\", \"27-Sep-12\", \"28-Sep-12\", \"01-Oct-12\", \"02-Oct-12\", \"03-Oct-12\", \"04-Oct-12\", \"05-Oct-12\", \"08-Oct-12\", \"09-Oct-12\", \"10-Oct-12\", \"11-Oct-12\", \"12-Oct-12\", \"15-Oct-12\", \"16-Oct-12\", \"17-Oct-12\", \"18-Oct-12\", \"19-Oct-12\", \"22-Oct-12\", \"23-Oct-12\", \"24-Oct-12\", \"25-Oct-12\", \"26-Oct-12\", \"31-Oct-12\", \"01-Nov-12\", \"02-Nov-12\", \"05-Nov-12\", \"06-Nov-12\", \"07-Nov-12\", \"08-Nov-12\", \"09-Nov-12\", \"12-Nov-12\", \"13-Nov-12\", \"14-Nov-12\", \"15-Nov-12\", \"16-Nov-12\", \"19-Nov-12\", \"20-Nov-12\", \"21-Nov-12\", \"23-Nov-12\", \"26-Nov-12\", \"27-Nov-12\", \"28-Nov-12\", \"29-Nov-12\", \"30-Nov-12\", \"03-Dec-12\", \"04-Dec-12\", \"05-Dec-12\", \"06-Dec-12\", \"07-Dec-12\", \"10-Dec-12\", \"11-Dec-12\", \"12-Dec-12\", \"13-Dec-12\", \"14-Dec-12\", \"17-Dec-12\", \"18-Dec-12\", \"19-Dec-12\", \"20-Dec-12\", \"21-Dec-12\", \"24-Dec-12\", \"26-Dec-12\", \"27-Dec-12\", \"28-Dec-12\", \"31-Dec-12\", \"02-Jan-13\", \"03-Jan-13\", \"04-Jan-13\", \"07-Jan-13\", \"08-Jan-13\", \"09-Jan-13\", \"10-Jan-13\", \"11-Jan-13\", \"14-Jan-13\", \"15-Jan-13\", \"16-Jan-13\", \"17-Jan-13\", \"18-Jan-13\", \"22-Jan-13\", \"23-Jan-13\", \"24-Jan-13\", \"25-Jan-13\", \"28-Jan-13\", \"29-Jan-13\", \"30-Jan-13\", \"31-Jan-13\", \"01-Feb-13\", \"04-Feb-13\", \"05-Feb-13\", \"06-Feb-13\", \"07-Feb-13\", \"08-Feb-13\", \"11-Feb-13\", \"12-Feb-13\", \"13-Feb-13\", \"14-Feb-13\", \"15-Feb-13\", \"19-Feb-13\", \"20-Feb-13\", \"21-Feb-13\", \"22-Feb-13\", \"25-Feb-13\", \"26-Feb-13\", \"27-Feb-13\", \"28-Feb-13\", \"01-Mar-13\", \"04-Mar-13\", \"05-Mar-13\", \"06-Mar-13\", \"07-Mar-13\", \"08-Mar-13\", \"11-Mar-13\", \"12-Mar-13\", \"13-Mar-13\", \"14-Mar-13\", \"15-Mar-13\", \"18-Mar-13\", \"19-Mar-13\", \"20-Mar-13\", \"21-Mar-13\", \"22-Mar-13\", \"25-Mar-13\", \"26-Mar-13\", \"27-Mar-13\", \"28-Mar-13\", \"01-Apr-13\", \"02-Apr-13\", \"03-Apr-13\", \"04-Apr-13\", \"05-Apr-13\", \"08-Apr-13\", \"09-Apr-13\", \"10-Apr-13\", \"11-Apr-13\", \"12-Apr-13\", \"15-Apr-13\", \"16-Apr-13\", \"17-Apr-13\", \"18-Apr-13\", \"19-Apr-13\", \"22-Apr-13\", \"23-Apr-13\", \"24-Apr-13\", \"25-Apr-13\", \"26-Apr-13\", \"29-Apr-13\", \"30-Apr-13\", \"01-May-13\", \"02-May-13\", \"03-May-13\", \"06-May-13\", \"07-May-13\", \"08-May-13\", \"09-May-13\", \"10-May-13\", \"13-May-13\", \"14-May-13\", \"15-May-13\", \"16-May-13\", \"17-May-13\", \"20-May-13\", \"21-May-13\", \"22-May-13\", \"23-May-13\", \"24-May-13\", \"28-May-13\", \"29-May-13\", \"30-May-13\", \"31-May-13\", \"03-Jun-13\", \"04-Jun-13\", \"05-Jun-13\", \"06-Jun-13\", \"07-Jun-13\", \"10-Jun-13\", \"11-Jun-13\", \"12-Jun-13\", \"13-Jun-13\", \"14-Jun-13\", \"17-Jun-13\", \"18-Jun-13\", \"19-Jun-13\", \"20-Jun-13\", \"21-Jun-13\", \"24-Jun-13\", \"25-Jun-13\", \"26-Jun-13\", \"27-Jun-13\", \"28-Jun-13\", \"01-Jul-13\", \"02-Jul-13\", \"03-Jul-13\", \"05-Jul-13\", \"08-Jul-13\", \"09-Jul-13\", \"10-Jul-13\", \"11-Jul-13\", \"12-Jul-13\", \"15-Jul-13\", \"16-Jul-13\", \"17-Jul-13\", \"18-Jul-13\", \"19-Jul-13\", \"22-Jul-13\", \"23-Jul-13\", \"24-Jul-13\", \"25-Jul-13\", \"26-Jul-13\", \"29-Jul-13\", \"30-Jul-13\", \"31-Jul-13\", \"01-Aug-13\", \"02-Aug-13\", \"05-Aug-13\", \"06-Aug-13\", \"07-Aug-13\", \"08-Aug-13\", \"09-Aug-13\", \"12-Aug-13\", \"13-Aug-13\", \"14-Aug-13\", \"15-Aug-13\", \"16-Aug-13\", \"19-Aug-13\", \"20-Aug-13\", \"21-Aug-13\", \"22-Aug-13\", \"23-Aug-13\", \"26-Aug-13\", \"27-Aug-13\", \"28-Aug-13\", \"29-Aug-13\", \"30-Aug-13\", \"03-Sep-13\", \"04-Sep-13\", \"05-Sep-13\", \"06-Sep-13\", \"09-Sep-13\", \"10-Sep-13\", \"11-Sep-13\", \"12-Sep-13\", \"13-Sep-13\", \"16-Sep-13\", \"17-Sep-13\", \"18-Sep-13\", \"19-Sep-13\", \"20-Sep-13\", \"23-Sep-13\", \"24-Sep-13\", \"25-Sep-13\", \"26-Sep-13\", \"27-Sep-13\", \"30-Sep-13\", \"01-Oct-13\", \"02-Oct-13\", \"03-Oct-13\", \"04-Oct-13\", \"07-Oct-13\", \"08-Oct-13\", \"09-Oct-13\", \"10-Oct-13\", \"11-Oct-13\", \"14-Oct-13\", \"15-Oct-13\", \"16-Oct-13\", \"17-Oct-13\", \"18-Oct-13\", \"21-Oct-13\", \"22-Oct-13\", \"23-Oct-13\", \"24-Oct-13\", \"25-Oct-13\", \"28-Oct-13\", \"29-Oct-13\", \"30-Oct-13\", \"31-Oct-13\", \"01-Nov-13\", \"04-Nov-13\", \"05-Nov-13\", \"06-Nov-13\", \"07-Nov-13\", \"08-Nov-13\", \"11-Nov-13\", \"12-Nov-13\", \"13-Nov-13\", \"14-Nov-13\", \"15-Nov-13\", \"18-Nov-13\", \"19-Nov-13\", \"20-Nov-13\", \"21-Nov-13\", \"22-Nov-13\", \"25-Nov-13\", \"26-Nov-13\", \"27-Nov-13\", \"29-Nov-13\", \"02-Dec-13\", \"03-Dec-13\", \"04-Dec-13\", \"05-Dec-13\", \"06-Dec-13\", \"09-Dec-13\", \"10-Dec-13\", \"11-Dec-13\", \"12-Dec-13\", \"13-Dec-13\", \"16-Dec-13\", \"17-Dec-13\", \"18-Dec-13\", \"19-Dec-13\", \"20-Dec-13\", \"23-Dec-13\", \"24-Dec-13\", \"26-Dec-13\", \"27-Dec-13\", \"30-Dec-13\", \"31-Dec-13\", \"02-Jan-14\", \"03-Jan-14\", \"06-Jan-14\", \"07-Jan-14\", \"08-Jan-14\", \"09-Jan-14\", \"10-Jan-14\", \"13-Jan-14\", \"14-Jan-14\", \"15-Jan-14\", \"16-Jan-14\", \"17-Jan-14\", \"21-Jan-14\", \"22-Jan-14\", \"23-Jan-14\", \"24-Jan-14\", \"27-Jan-14\", \"28-Jan-14\", \"29-Jan-14\", \"30-Jan-14\", \"31-Jan-14\", \"03-Feb-14\", \"04-Feb-14\", \"05-Feb-14\", \"06-Feb-14\", \"07-Feb-14\", \"10-Feb-14\", \"11-Feb-14\", \"12-Feb-14\", \"13-Feb-14\", \"14-Feb-14\", \"18-Feb-14\", \"19-Feb-14\", \"20-Feb-14\", \"21-Feb-14\", \"24-Feb-14\", \"25-Feb-14\", \"26-Feb-14\", \"27-Feb-14\", \"28-Feb-14\", \"03-Mar-14\", \"04-Mar-14\", \"05-Mar-14\", \"06-Mar-14\", \"07-Mar-14\", \"10-Mar-14\", \"11-Mar-14\", \"12-Mar-14\", \"13-Mar-14\", \"14-Mar-14\", \"17-Mar-14\", \"18-Mar-14\", \"19-Mar-14\", \"20-Mar-14\", \"21-Mar-14\", \"24-Mar-14\", \"25-Mar-14\", \"26-Mar-14\", \"27-Mar-14\", \"28-Mar-14\", \"31-Mar-14\", \"01-Apr-14\", \"02-Apr-14\", \"03-Apr-14\", \"04-Apr-14\", \"07-Apr-14\", \"08-Apr-14\", \"09-Apr-14\", \"10-Apr-14\", \"11-Apr-14\", \"14-Apr-14\", \"15-Apr-14\", \"16-Apr-14\", \"17-Apr-14\", \"21-Apr-14\", \"22-Apr-14\", \"23-Apr-14\", \"24-Apr-14\", \"25-Apr-14\", \"28-Apr-14\", \"29-Apr-14\", \"30-Apr-14\", \"01-May-14\", \"02-May-14\", \"05-May-14\", \"06-May-14\", \"07-May-14\", \"08-May-14\", \"09-May-14\", \"12-May-14\", \"13-May-14\", \"14-May-14\", \"15-May-14\", \"16-May-14\", \"19-May-14\", \"20-May-14\", \"21-May-14\", \"22-May-14\", \"23-May-14\", \"27-May-14\", \"28-May-14\", \"29-May-14\", \"30-May-14\", \"02-Jun-14\", \"03-Jun-14\", \"04-Jun-14\", \"05-Jun-14\", \"06-Jun-14\", \"09-Jun-14\", \"10-Jun-14\", \"11-Jun-14\", \"12-Jun-14\", \"13-Jun-14\", \"16-Jun-14\", \"17-Jun-14\", \"18-Jun-14\", \"19-Jun-14\", \"20-Jun-14\", \"23-Jun-14\", \"24-Jun-14\", \"25-Jun-14\", \"26-Jun-14\", \"27-Jun-14\", \"30-Jun-14\", \"01-Jul-14\", \"02-Jul-14\", \"03-Jul-14\", \"07-Jul-14\", \"08-Jul-14\", \"09-Jul-14\", \"10-Jul-14\", \"11-Jul-14\", \"14-Jul-14\", \"15-Jul-14\", \"16-Jul-14\", \"17-Jul-14\", \"18-Jul-14\", \"21-Jul-14\", \"22-Jul-14\", \"23-Jul-14\", \"24-Jul-14\", \"25-Jul-14\", \"28-Jul-14\", \"29-Jul-14\", \"30-Jul-14\", \"31-Jul-14\", \"01-Aug-14\", \"04-Aug-14\", \"05-Aug-14\", \"06-Aug-14\", \"07-Aug-14\", \"08-Aug-14\", \"11-Aug-14\", \"12-Aug-14\", \"13-Aug-14\", \"14-Aug-14\", \"15-Aug-14\", \"18-Aug-14\", \"19-Aug-14\", \"20-Aug-14\", \"21-Aug-14\", \"22-Aug-14\", \"25-Aug-14\", \"26-Aug-14\", \"27-Aug-14\", \"28-Aug-14\", \"29-Aug-14\", \"02-Sep-14\", \"03-Sep-14\", \"04-Sep-14\", \"05-Sep-14\", \"08-Sep-14\", \"09-Sep-14\", \"10-Sep-14\", \"11-Sep-14\", \"12-Sep-14\", \"15-Sep-14\", \"16-Sep-14\", \"17-Sep-14\", \"18-Sep-14\", \"19-Sep-14\", \"22-Sep-14\", \"23-Sep-14\", \"24-Sep-14\", \"25-Sep-14\", \"26-Sep-14\", \"29-Sep-14\", \"30-Sep-14\", \"01-Oct-14\", \"02-Oct-14\", \"03-Oct-14\", \"06-Oct-14\", \"07-Oct-14\", \"08-Oct-14\", \"09-Oct-14\", \"10-Oct-14\", \"13-Oct-14\", \"14-Oct-14\", \"15-Oct-14\", \"16-Oct-14\", \"17-Oct-14\", \"20-Oct-14\", \"21-Oct-14\", \"22-Oct-14\", \"23-Oct-14\", \"24-Oct-14\", \"27-Oct-14\", \"28-Oct-14\", \"29-Oct-14\", \"30-Oct-14\", \"31-Oct-14\", \"03-Nov-14\", \"04-Nov-14\", \"05-Nov-14\", \"06-Nov-14\", \"07-Nov-14\", \"10-Nov-14\", \"11-Nov-14\", \"12-Nov-14\", \"13-Nov-14\", \"14-Nov-14\", \"17-Nov-14\", \"18-Nov-14\", \"19-Nov-14\", \"20-Nov-14\", \"21-Nov-14\", \"24-Nov-14\", \"25-Nov-14\", \"26-Nov-14\", \"28-Nov-14\", \"01-Dec-14\", \"02-Dec-14\", \"03-Dec-14\", \"04-Dec-14\", \"05-Dec-14\", \"08-Dec-14\", \"09-Dec-14\", \"10-Dec-14\", \"11-Dec-14\", \"12-Dec-14\", \"15-Dec-14\", \"16-Dec-14\", \"17-Dec-14\", \"18-Dec-14\", \"19-Dec-14\", \"22-Dec-14\", \"23-Dec-14\", \"24-Dec-14\", \"26-Dec-14\", \"29-Dec-14\", \"30-Dec-14\", \"31-Dec-14\", \"02-Jan-15\", \"05-Jan-15\", \"06-Jan-15\", \"07-Jan-15\", \"08-Jan-15\", \"09-Jan-15\", \"12-Jan-15\", \"13-Jan-15\", \"14-Jan-15\", \"15-Jan-15\", \"16-Jan-15\", \"20-Jan-15\", \"21-Jan-15\", \"22-Jan-15\", \"23-Jan-15\", \"26-Jan-15\", \"27-Jan-15\", \"28-Jan-15\", \"29-Jan-15\", \"30-Jan-15\", \"02-Feb-15\", \"03-Feb-15\", \"04-Feb-15\", \"05-Feb-15\", \"06-Feb-15\", \"09-Feb-15\", \"10-Feb-15\", \"11-Feb-15\", \"12-Feb-15\", \"13-Feb-15\", \"17-Feb-15\", \"18-Feb-15\", \"19-Feb-15\", \"20-Feb-15\", \"23-Feb-15\", \"24-Feb-15\", \"25-Feb-15\", \"26-Feb-15\", \"27-Feb-15\", \"02-Mar-15\", \"03-Mar-15\", \"04-Mar-15\", \"05-Mar-15\", \"06-Mar-15\", \"09-Mar-15\", \"10-Mar-15\", \"11-Mar-15\", \"12-Mar-15\", \"13-Mar-15\", \"16-Mar-15\", \"17-Mar-15\", \"18-Mar-15\", \"19-Mar-15\", \"20-Mar-15\", \"23-Mar-15\", \"24-Mar-15\", \"25-Mar-15\", \"26-Mar-15\", \"27-Mar-15\", \"30-Mar-15\", \"31-Mar-15\", \"01-Apr-15\", \"02-Apr-15\", \"06-Apr-15\", \"07-Apr-15\", \"08-Apr-15\", \"09-Apr-15\", \"10-Apr-15\", \"13-Apr-15\", \"14-Apr-15\", \"15-Apr-15\", \"16-Apr-15\", \"17-Apr-15\", \"20-Apr-15\", \"21-Apr-15\", \"22-Apr-15\", \"23-Apr-15\", \"24-Apr-15\", \"27-Apr-15\", \"28-Apr-15\", \"29-Apr-15\", \"30-Apr-15\", \"01-May-15\", \"04-May-15\", \"05-May-15\", \"06-May-15\", \"07-May-15\", \"08-May-15\", \"11-May-15\", \"12-May-15\", \"13-May-15\", \"14-May-15\", \"15-May-15\", \"18-May-15\", \"19-May-15\", \"20-May-15\", \"21-May-15\", \"22-May-15\", \"26-May-15\", \"27-May-15\", \"28-May-15\", \"29-May-15\", \"01-Jun-15\", \"02-Jun-15\", \"03-Jun-15\", \"04-Jun-15\", \"05-Jun-15\", \"08-Jun-15\", \"09-Jun-15\", \"10-Jun-15\", \"11-Jun-15\", \"12-Jun-15\", \"15-Jun-15\", \"16-Jun-15\", \"17-Jun-15\", \"18-Jun-15\", \"19-Jun-15\", \"22-Jun-15\", \"23-Jun-15\", \"24-Jun-15\", \"25-Jun-15\", \"26-Jun-15\", \"29-Jun-15\", \"30-Jun-15\", \"01-Jul-15\", \"02-Jul-15\", \"06-Jul-15\", \"07-Jul-15\", \"08-Jul-15\", \"09-Jul-15\", \"10-Jul-15\", \"13-Jul-15\", \"14-Jul-15\", \"15-Jul-15\", \"16-Jul-15\", \"17-Jul-15\", \"20-Jul-15\", \"21-Jul-15\", \"22-Jul-15\", \"23-Jul-15\", \"24-Jul-15\", \"27-Jul-15\", \"28-Jul-15\", \"29-Jul-15\", \"30-Jul-15\", \"31-Jul-15\", \"03-Aug-15\", \"04-Aug-15\", \"05-Aug-15\", \"06-Aug-15\", \"07-Aug-15\", \"10-Aug-15\", \"11-Aug-15\", \"12-Aug-15\", \"13-Aug-15\", \"14-Aug-15\", \"17-Aug-15\", \"18-Aug-15\", \"19-Aug-15\", \"20-Aug-15\", \"21-Aug-15\", \"24-Aug-15\", \"25-Aug-15\", \"26-Aug-15\", \"27-Aug-15\", \"28-Aug-15\", \"31-Aug-15\", \"01-Sep-15\", \"02-Sep-15\", \"03-Sep-15\", \"04-Sep-15\", \"08-Sep-15\", \"09-Sep-15\", \"10-Sep-15\", \"11-Sep-15\", \"14-Sep-15\", \"15-Sep-15\", \"16-Sep-15\", \"17-Sep-15\", \"18-Sep-15\", \"21-Sep-15\", \"22-Sep-15\", \"23-Sep-15\", \"24-Sep-15\", \"25-Sep-15\", \"28-Sep-15\", \"29-Sep-15\", \"30-Sep-15\", \"01-Oct-15\", \"02-Oct-15\", \"05-Oct-15\", \"06-Oct-15\", \"07-Oct-15\", \"08-Oct-15\", \"09-Oct-15\", \"12-Oct-15\", \"13-Oct-15\", \"14-Oct-15\", \"15-Oct-15\", \"16-Oct-15\", \"19-Oct-15\", \"20-Oct-15\", \"21-Oct-15\", \"22-Oct-15\", \"23-Oct-15\", \"26-Oct-15\", \"27-Oct-15\", \"28-Oct-15\", \"29-Oct-15\", \"30-Oct-15\", \"02-Nov-15\", \"03-Nov-15\", \"04-Nov-15\", \"05-Nov-15\", \"06-Nov-15\", \"09-Nov-15\", \"10-Nov-15\", \"11-Nov-15\", \"12-Nov-15\", \"13-Nov-15\", \"16-Nov-15\", \"17-Nov-15\", \"18-Nov-15\", \"19-Nov-15\", \"20-Nov-15\", \"23-Nov-15\", \"24-Nov-15\", \"25-Nov-15\", \"27-Nov-15\", \"30-Nov-15\", \"01-Dec-15\", \"02-Dec-15\", \"03-Dec-15\", \"04-Dec-15\", \"07-Dec-15\", \"08-Dec-15\", \"09-Dec-15\", \"10-Dec-15\", \"11-Dec-15\", \"14-Dec-15\", \"15-Dec-15\", \"16-Dec-15\", \"17-Dec-15\", \"18-Dec-15\", \"21-Dec-15\", \"22-Dec-15\", \"23-Dec-15\", \"24-Dec-15\", \"28-Dec-15\", \"29-Dec-15\", \"30-Dec-15\", \"31-Dec-15\", \"04-Jan-16\", \"05-Jan-16\", \"06-Jan-16\", \"07-Jan-16\", \"08-Jan-16\", \"11-Jan-16\", \"12-Jan-16\", \"13-Jan-16\", \"14-Jan-16\", \"15-Jan-16\", \"19-Jan-16\", \"20-Jan-16\", \"21-Jan-16\", \"22-Jan-16\", \"25-Jan-16\", \"26-Jan-16\", \"27-Jan-16\", \"28-Jan-16\", \"29-Jan-16\", \"01-Feb-16\", \"02-Feb-16\", \"03-Feb-16\", \"04-Feb-16\", \"05-Feb-16\", \"08-Feb-16\", \"09-Feb-16\", \"10-Feb-16\", \"11-Feb-16\", \"12-Feb-16\", \"16-Feb-16\", \"17-Feb-16\", \"18-Feb-16\", \"19-Feb-16\", \"22-Feb-16\", \"23-Feb-16\", \"24-Feb-16\", \"25-Feb-16\", \"26-Feb-16\", \"29-Feb-16\", \"01-Mar-16\", \"02-Mar-16\", \"03-Mar-16\", \"04-Mar-16\", \"07-Mar-16\", \"08-Mar-16\", \"09-Mar-16\", \"10-Mar-16\", \"11-Mar-16\", \"14-Mar-16\", \"15-Mar-16\", \"16-Mar-16\", \"17-Mar-16\", \"18-Mar-16\", \"21-Mar-16\", \"22-Mar-16\", \"23-Mar-16\", \"24-Mar-16\", \"28-Mar-16\", \"29-Mar-16\", \"30-Mar-16\", \"31-Mar-16\", \"01-Apr-16\", \"04-Apr-16\", \"05-Apr-16\", \"06-Apr-16\", \"07-Apr-16\", \"08-Apr-16\", \"11-Apr-16\", \"12-Apr-16\", \"13-Apr-16\", \"14-Apr-16\", \"15-Apr-16\", \"18-Apr-16\", \"19-Apr-16\", \"20-Apr-16\", \"21-Apr-16\", \"22-Apr-16\", \"25-Apr-16\", \"26-Apr-16\", \"27-Apr-16\", \"28-Apr-16\", \"29-Apr-16\", \"02-May-16\", \"03-May-16\", \"04-May-16\", \"05-May-16\", \"06-May-16\", \"09-May-16\", \"10-May-16\", \"11-May-16\", \"12-May-16\", \"13-May-16\", \"16-May-16\", \"17-May-16\", \"18-May-16\", \"19-May-16\", \"20-May-16\", \"23-May-16\", \"24-May-16\", \"25-May-16\", \"26-May-16\", \"27-May-16\", \"31-May-16\", \"01-Jun-16\", \"02-Jun-16\", \"03-Jun-16\", \"06-Jun-16\", \"07-Jun-16\", \"08-Jun-16\", \"09-Jun-16\", \"10-Jun-16\", \"13-Jun-16\", \"14-Jun-16\", \"15-Jun-16\", \"16-Jun-16\", \"17-Jun-16\", \"20-Jun-16\", \"21-Jun-16\", \"22-Jun-16\", \"23-Jun-16\", \"24-Jun-16\", \"27-Jun-16\", \"28-Jun-16\", \"29-Jun-16\", \"30-Jun-16\", \"01-Jul-16\", \"05-Jul-16\", \"06-Jul-16\", \"07-Jul-16\", \"08-Jul-16\", \"11-Jul-16\", \"12-Jul-16\", \"13-Jul-16\", \"14-Jul-16\", \"15-Jul-16\", \"18-Jul-16\", \"19-Jul-16\", \"20-Jul-16\", \"21-Jul-16\", \"22-Jul-16\", \"25-Jul-16\", \"26-Jul-16\", \"27-Jul-16\", \"28-Jul-16\", \"29-Jul-16\", \"01-Aug-16\", \"02-Aug-16\", \"03-Aug-16\", \"04-Aug-16\", \"05-Aug-16\", \"08-Aug-16\", \"09-Aug-16\", \"10-Aug-16\", \"11-Aug-16\", \"12-Aug-16\", \"15-Aug-16\", \"16-Aug-16\", \"17-Aug-16\", \"18-Aug-16\", \"19-Aug-16\", \"22-Aug-16\", \"23-Aug-16\", \"24-Aug-16\", \"25-Aug-16\", \"26-Aug-16\", \"29-Aug-16\", \"30-Aug-16\", \"31-Aug-16\", \"01-Sep-16\", \"02-Sep-16\", \"06-Sep-16\", \"07-Sep-16\", \"08-Sep-16\", \"09-Sep-16\", \"12-Sep-16\", \"13-Sep-16\", \"14-Sep-16\", \"15-Sep-16\", \"16-Sep-16\", \"19-Sep-16\", \"20-Sep-16\", \"21-Sep-16\", \"22-Sep-16\", \"23-Sep-16\", \"26-Sep-16\", \"27-Sep-16\", \"28-Sep-16\", \"29-Sep-16\", \"30-Sep-16\", \"03-Oct-16\", \"04-Oct-16\", \"05-Oct-16\", \"06-Oct-16\", \"07-Oct-16\", \"10-Oct-16\", \"11-Oct-16\", \"12-Oct-16\", \"13-Oct-16\", \"14-Oct-16\", \"17-Oct-16\", \"18-Oct-16\", \"19-Oct-16\", \"20-Oct-16\", \"21-Oct-16\", \"24-Oct-16\", \"25-Oct-16\", \"26-Oct-16\", \"27-Oct-16\", \"28-Oct-16\", \"31-Oct-16\", \"01-Nov-16\", \"02-Nov-16\", \"03-Nov-16\", \"04-Nov-16\", \"07-Nov-16\", \"08-Nov-16\", \"09-Nov-16\", \"10-Nov-16\", \"11-Nov-16\", \"14-Nov-16\", \"15-Nov-16\", \"16-Nov-16\", \"17-Nov-16\", \"18-Nov-16\", \"21-Nov-16\", \"22-Nov-16\", \"23-Nov-16\", \"25-Nov-16\", \"28-Nov-16\", \"29-Nov-16\", \"30-Nov-16\", \"01-Dec-16\", \"02-Dec-16\", \"05-Dec-16\", \"06-Dec-16\", \"07-Dec-16\", \"08-Dec-16\", \"09-Dec-16\", \"12-Dec-16\", \"13-Dec-16\", \"14-Dec-16\", \"15-Dec-16\", \"16-Dec-16\", \"19-Dec-16\", \"20-Dec-16\", \"21-Dec-16\", \"22-Dec-16\", \"23-Dec-16\", \"27-Dec-16\", \"28-Dec-16\", \"29-Dec-16\", \"30-Dec-16\", \"03-Jan-17\", \"04-Jan-17\", \"05-Jan-17\", \"06-Jan-17\", \"09-Jan-17\", \"10-Jan-17\", \"11-Jan-17\", \"12-Jan-17\", \"13-Jan-17\", \"17-Jan-17\", \"18-Jan-17\", \"19-Jan-17\", \"20-Jan-17\", \"23-Jan-17\", \"24-Jan-17\", \"25-Jan-17\", \"26-Jan-17\", \"27-Jan-17\", \"30-Jan-17\", \"31-Jan-17\", \"01-Feb-17\", \"02-Feb-17\", \"03-Feb-17\", \"06-Feb-17\", \"07-Feb-17\", \"08-Feb-17\", \"09-Feb-17\", \"10-Feb-17\", \"13-Feb-17\", \"14-Feb-17\", \"15-Feb-17\", \"16-Feb-17\", \"17-Feb-17\", \"21-Feb-17\", \"22-Feb-17\", \"23-Feb-17\", \"24-Feb-17\", \"27-Feb-17\", \"28-Feb-17\", \"01-Mar-17\", \"02-Mar-17\", \"03-Mar-17\", \"06-Mar-17\", \"07-Mar-17\", \"08-Mar-17\", \"09-Mar-17\", \"10-Mar-17\", \"13-Mar-17\", \"14-Mar-17\", \"15-Mar-17\", \"16-Mar-17\", \"17-Mar-17\", \"20-Mar-17\", \"21-Mar-17\", \"22-Mar-17\", \"23-Mar-17\", \"24-Mar-17\", \"27-Mar-17\", \"28-Mar-17\", \"29-Mar-17\", \"30-Mar-17\", \"31-Mar-17\", \"03-Apr-17\", \"04-Apr-17\", \"05-Apr-17\", \"06-Apr-17\", \"07-Apr-17\", \"10-Apr-17\", \"11-Apr-17\", \"12-Apr-17\", \"13-Apr-17\", \"17-Apr-17\", \"18-Apr-17\", \"19-Apr-17\", \"20-Apr-17\", \"21-Apr-17\", \"24-Apr-17\", \"25-Apr-17\", \"26-Apr-17\", \"27-Apr-17\", \"28-Apr-17\", \"01-May-17\", \"02-May-17\", \"03-May-17\", \"04-May-17\", \"05-May-17\", \"08-May-17\", \"09-May-17\", \"10-May-17\", \"11-May-17\", \"12-May-17\", \"15-May-17\", \"16-May-17\", \"17-May-17\", \"18-May-17\", \"19-May-17\", \"22-May-17\", \"23-May-17\", \"24-May-17\", \"25-May-17\", \"26-May-17\", \"30-May-17\", \"31-May-17\", \"01-Jun-17\", \"02-Jun-17\", \"05-Jun-17\", \"06-Jun-17\", \"07-Jun-17\", \"08-Jun-17\", \"09-Jun-17\", \"12-Jun-17\", \"13-Jun-17\", \"14-Jun-17\", \"15-Jun-17\", \"16-Jun-17\", \"19-Jun-17\", \"20-Jun-17\", \"21-Jun-17\", \"22-Jun-17\", \"23-Jun-17\", \"26-Jun-17\", \"27-Jun-17\", \"28-Jun-17\", \"29-Jun-17\", \"30-Jun-17\", \"03-Jul-17\", \"05-Jul-17\", \"06-Jul-17\", \"07-Jul-17\", \"10-Jul-17\", \"11-Jul-17\", \"12-Jul-17\", \"13-Jul-17\", \"14-Jul-17\", \"17-Jul-17\", \"18-Jul-17\", \"19-Jul-17\", \"20-Jul-17\", \"21-Jul-17\", \"24-Jul-17\", \"25-Jul-17\", \"26-Jul-17\", \"27-Jul-17\", \"28-Jul-17\", \"31-Jul-17\", \"01-Aug-17\", \"02-Aug-17\", \"03-Aug-17\", \"04-Aug-17\", \"07-Aug-17\", \"08-Aug-17\", \"09-Aug-17\", \"10-Aug-17\", \"11-Aug-17\", \"14-Aug-17\", \"15-Aug-17\", \"16-Aug-17\", \"17-Aug-17\", \"18-Aug-17\", \"21-Aug-17\", \"22-Aug-17\", \"23-Aug-17\", \"24-Aug-17\", \"25-Aug-17\", \"28-Aug-17\", \"29-Aug-17\", \"30-Aug-17\", \"31-Aug-17\", \"01-Sep-17\", \"05-Sep-17\", \"06-Sep-17\", \"07-Sep-17\", \"08-Sep-17\", \"11-Sep-17\", \"12-Sep-17\", \"13-Sep-17\", \"14-Sep-17\", \"15-Sep-17\", \"18-Sep-17\", \"19-Sep-17\", \"20-Sep-17\", \"21-Sep-17\", \"22-Sep-17\", \"25-Sep-17\", \"26-Sep-17\", \"27-Sep-17\", \"28-Sep-17\", \"29-Sep-17\", \"02-Oct-17\", \"03-Oct-17\", \"04-Oct-17\", \"05-Oct-17\", \"06-Oct-17\", \"09-Oct-17\", \"10-Oct-17\", \"11-Oct-17\", \"12-Oct-17\", \"13-Oct-17\", \"16-Oct-17\", \"17-Oct-17\", \"18-Oct-17\", \"19-Oct-17\", \"20-Oct-17\", \"23-Oct-17\", \"24-Oct-17\", \"25-Oct-17\", \"26-Oct-17\", \"27-Oct-17\", \"30-Oct-17\", \"31-Oct-17\", \"01-Nov-17\", \"02-Nov-17\", \"03-Nov-17\", \"06-Nov-17\", \"07-Nov-17\", \"08-Nov-17\", \"09-Nov-17\", \"10-Nov-17\", \"13-Nov-17\", \"14-Nov-17\", \"15-Nov-17\", \"16-Nov-17\", \"17-Nov-17\", \"20-Nov-17\", \"21-Nov-17\", \"22-Nov-17\", \"24-Nov-17\", \"27-Nov-17\", \"28-Nov-17\", \"29-Nov-17\", \"30-Nov-17\", \"01-Dec-17\", \"04-Dec-17\", \"05-Dec-17\", \"06-Dec-17\", \"07-Dec-17\", \"08-Dec-17\", \"11-Dec-17\", \"12-Dec-17\", \"13-Dec-17\", \"14-Dec-17\", \"15-Dec-17\", \"18-Dec-17\", \"19-Dec-17\", \"20-Dec-17\", \"21-Dec-17\", \"22-Dec-17\", \"26-Dec-17\", \"27-Dec-17\", \"28-Dec-17\", \"29-Dec-17\", \"02-Jan-18\", \"03-Jan-18\", \"04-Jan-18\", \"05-Jan-18\", \"08-Jan-18\", \"09-Jan-18\", \"10-Jan-18\", \"11-Jan-18\", \"12-Jan-18\", \"16-Jan-18\", \"17-Jan-18\", \"18-Jan-18\", \"19-Jan-18\", \"22-Jan-18\", \"23-Jan-18\", \"24-Jan-18\", \"25-Jan-18\", \"26-Jan-18\", \"29-Jan-18\", \"30-Jan-18\", \"31-Jan-18\", \"01-Feb-18\", \"02-Feb-18\", \"05-Feb-18\", \"06-Feb-18\", \"07-Feb-18\", \"08-Feb-18\", \"09-Feb-18\", \"12-Feb-18\", \"13-Feb-18\", \"14-Feb-18\", \"15-Feb-18\", \"16-Feb-18\", \"20-Feb-18\", \"21-Feb-18\", \"22-Feb-18\", \"23-Feb-18\", \"26-Feb-18\", \"27-Feb-18\", \"28-Feb-18\", \"01-Mar-18\", \"02-Mar-18\", \"05-Mar-18\", \"06-Mar-18\", \"07-Mar-18\", \"08-Mar-18\", \"09-Mar-18\", \"12-Mar-18\", \"13-Mar-18\", \"14-Mar-18\", \"15-Mar-18\", \"16-Mar-18\", \"19-Mar-18\", \"20-Mar-18\", \"21-Mar-18\", \"22-Mar-18\", \"23-Mar-18\", \"26-Mar-18\", \"27-Mar-18\", \"28-Mar-18\", \"29-Mar-18\", \"02-Apr-18\", \"03-Apr-18\", \"04-Apr-18\", \"05-Apr-18\", \"06-Apr-18\", \"09-Apr-18\", \"10-Apr-18\", \"11-Apr-18\", \"12-Apr-18\", \"13-Apr-18\", \"16-Apr-18\", \"17-Apr-18\", \"18-Apr-18\", \"19-Apr-18\", \"20-Apr-18\", \"23-Apr-18\", \"24-Apr-18\", \"25-Apr-18\", \"26-Apr-18\", \"27-Apr-18\", \"30-Apr-18\", \"01-May-18\", \"02-May-18\", \"03-May-18\", \"04-May-18\", \"07-May-18\", \"08-May-18\", \"09-May-18\", \"10-May-18\", \"11-May-18\", \"14-May-18\", \"15-May-18\", \"16-May-18\", \"17-May-18\", \"18-May-18\", \"21-May-18\", \"22-May-18\", \"23-May-18\", \"24-May-18\", \"25-May-18\", \"29-May-18\", \"30-May-18\", \"31-May-18\", \"01-Jun-18\", \"04-Jun-18\", \"05-Jun-18\", \"06-Jun-18\", \"07-Jun-18\", \"08-Jun-18\", \"11-Jun-18\", \"12-Jun-18\", \"13-Jun-18\", \"14-Jun-18\", \"15-Jun-18\", \"18-Jun-18\", \"19-Jun-18\", \"20-Jun-18\", \"21-Jun-18\", \"22-Jun-18\", \"25-Jun-18\", \"26-Jun-18\", \"27-Jun-18\", \"28-Jun-18\", \"29-Jun-18\"], \"y\": [1349.96, 1351.95, 1342.64, 1351.77, 1350.5, 1343.23, 1358.04, 1361.23, 1362.21, 1357.66, 1363.46, 1365.74, 1367.59, 1372.18, 1365.68, 1374.09, 1369.63, 1364.33, 1343.36, 1352.63, 1365.91, 1370.87, 1371.09, 1395.95, 1394.28, 1402.6, 1404.17, 1409.75, 1405.52, 1402.89, 1392.78, 1397.11, 1416.51, 1412.52, 1405.54, 1403.28, 1408.47, 1419.04, 1413.38, 1398.96, 1398.08, 1382.2, 1358.59, 1368.71, 1387.57, 1370.26, 1369.57, 1390.78, 1385.14, 1376.92, 1378.53, 1366.94, 1371.97, 1390.69, 1399.98, 1403.36, 1397.91, 1405.82, 1402.31, 1391.57, 1369.1, 1369.58, 1363.72, 1354.58, 1357.99, 1353.39, 1338.35, 1330.66, 1324.8, 1304.86, 1295.22, 1315.99, 1316.63, 1318.86, 1320.68, 1317.82, 1332.42, 1313.32, 1310.33, 1278.04, 1278.18, 1285.5, 1315.13, 1314.99, 1325.66, 1308.93, 1324.18, 1314.88, 1329.1, 1342.84, 1344.78, 1357.98, 1355.69, 1325.51, 1335.02, 1313.72, 1319.99, 1331.85, 1329.04, 1362.16, 1365.51, 1374.02, 1367.58, 1354.68, 1352.46, 1341.47, 1341.45, 1334.76, 1356.78, 1353.64, 1363.67, 1372.78, 1376.51, 1362.66, 1350.52, 1338.31, 1337.89, 1360.02, 1385.97, 1385.3, 1379.32, 1375.14, 1365.0, 1390.99, 1394.23, 1401.35, 1402.22, 1402.8, 1405.87, 1404.11, 1403.93, 1405.53, 1415.51, 1418.16, 1418.13, 1413.17, 1413.49, 1402.08, 1411.13, 1410.44, 1409.3, 1410.49, 1399.48, 1406.58, 1404.94, 1403.44, 1432.12, 1437.92, 1429.08, 1433.56, 1436.56, 1459.99, 1465.77, 1461.19, 1459.32, 1461.05, 1460.26, 1460.15, 1456.89, 1441.59, 1433.32, 1447.15, 1440.67, 1444.49, 1445.75, 1450.99, 1461.4, 1460.93, 1455.88, 1441.48, 1432.56, 1432.84, 1428.59, 1440.13, 1454.92, 1460.91, 1457.34, 1433.19, 1433.82, 1413.11, 1408.75, 1412.97, 1411.94, 1412.16, 1427.59, 1414.2, 1417.26, 1428.39, 1394.53, 1377.51, 1379.85, 1380.03, 1374.53, 1355.49, 1353.33, 1359.88, 1386.89, 1387.81, 1391.03, 1409.15, 1406.29, 1398.94, 1409.93, 1415.95, 1416.18, 1409.46, 1407.05, 1409.28, 1413.94, 1418.07, 1418.55, 1427.84, 1428.48, 1419.45, 1413.58, 1430.36, 1446.79, 1435.81, 1443.69, 1430.15, 1426.66, 1419.83, 1418.1, 1402.43, 1426.19, 1462.42, 1459.37, 1466.47, 1461.89, 1457.15, 1461.02, 1472.12, 1472.05, 1470.68, 1472.34, 1472.63, 1480.94, 1485.98, 1492.56, 1494.81, 1494.82, 1502.96, 1500.18, 1507.84, 1501.96, 1498.11, 1513.17, 1495.71, 1511.29, 1512.12, 1509.39, 1517.93, 1517.01, 1519.43, 1520.33, 1521.38, 1519.79, 1530.94, 1511.95, 1502.42, 1515.6, 1487.85, 1496.94, 1515.99, 1514.68, 1518.2, 1525.2, 1539.79, 1541.46, 1544.26, 1551.18, 1556.22, 1552.48, 1554.52, 1563.23, 1560.7, 1552.1, 1548.34, 1558.71, 1545.8, 1556.89, 1551.69, 1563.77, 1562.85, 1569.19, 1562.17, 1570.25, 1553.69, 1559.98, 1553.28, 1563.07, 1568.61, 1587.73, 1593.37, 1588.85, 1552.36, 1574.57, 1552.01, 1541.61, 1555.25, 1562.5, 1578.78, 1578.79, 1585.16, 1582.24, 1593.61, 1597.57, 1582.7, 1597.59, 1614.42, 1617.5, 1625.96, 1632.69, 1626.67, 1633.7, 1633.77, 1650.34, 1658.78, 1650.47, 1667.47, 1666.29, 1669.16, 1655.35, 1650.51, 1649.6, 1660.06, 1648.36, 1654.41, 1630.74, 1640.42, 1631.38, 1608.9, 1622.56, 1643.38, 1642.81, 1626.13, 1612.52, 1636.36, 1626.73, 1639.04, 1651.81, 1628.93, 1588.19, 1592.43, 1573.09, 1588.03, 1603.26, 1613.2, 1606.28, 1614.96, 1614.08, 1615.41, 1631.89, 1640.46, 1652.32, 1652.62, 1675.02, 1680.19, 1682.5, 1676.26, 1680.91, 1689.37, 1692.0900000000001, 1695.53, 1692.3899999999999, 1685.94, 1690.25, 1691.65, 1685.33, 1685.96, 1685.73, 1706.87, 1709.67, 1707.14, 1697.37, 1690.91, 1697.48, 1691.42, 1689.47, 1694.16, 1685.3899999999999, 1661.32, 1655.83, 1646.06, 1652.35, 1642.8, 1656.96, 1663.5, 1656.78, 1630.48, 1634.96, 1638.17, 1632.97, 1639.77, 1653.08, 1655.08, 1655.17, 1671.71, 1683.99, 1689.13, 1683.42, 1687.99, 1697.6, 1704.76, 1725.52, 1722.34, 1709.9100000000003, 1701.84, 1697.42, 1692.77, 1698.67, 1691.75, 1681.55, 1695.0, 1693.87, 1678.6599999999999, 1690.5, 1676.12, 1655.45, 1656.4, 1692.56, 1703.2, 1710.1399999999999, 1698.06, 1721.54, 1733.15, 1744.5, 1744.66, 1754.67, 1746.38, 1752.0699999999997, 1759.77, 1762.11, 1771.9500000000003, 1763.31, 1756.54, 1761.64, 1767.9299999999998, 1762.97, 1770.4899999999998, 1747.15, 1770.6100000000001, 1771.89, 1767.69, 1782.0, 1790.62, 1798.18, 1791.53, 1787.87, 1781.37, 1795.85, 1804.76, 1802.48, 1802.75, 1807.23, 1805.81, 1800.9, 1795.15, 1792.81, 1785.03, 1805.09, 1808.37, 1802.62, 1782.22, 1775.5, 1775.32, 1786.54, 1781.0, 1810.65, 1809.6, 1818.32, 1827.99, 1833.3200000000002, 1842.02, 1841.4, 1841.0699999999997, 1848.36, 1831.98, 1831.37, 1826.77, 1837.88, 1837.4899999999998, 1838.13, 1842.37, 1819.2, 1838.88, 1848.38, 1845.89, 1838.7000000000003, 1843.7999999999997, 1844.86, 1828.46, 1790.29, 1781.56, 1792.5, 1774.2, 1794.19, 1782.59, 1741.8899999999999, 1755.2, 1751.6400000000003, 1773.43, 1797.02, 1799.84, 1819.75, 1819.26, 1829.83, 1838.63, 1840.76, 1828.75, 1839.78, 1836.25, 1847.61, 1845.12, 1845.1599999999999, 1854.29, 1859.45, 1845.73, 1873.9099999999999, 1873.81, 1877.0299999999997, 1878.04, 1877.17, 1867.63, 1868.1999999999998, 1846.34, 1841.13, 1858.83, 1872.25, 1860.77, 1872.0099999999998, 1866.52, 1857.44, 1865.62, 1852.56, 1849.04, 1857.62, 1872.3399999999997, 1885.52, 1890.9, 1888.77, 1865.09, 1845.04, 1851.96, 1872.1799999999998, 1833.08, 1815.69, 1830.61, 1842.98, 1862.31, 1864.85, 1871.8899999999999, 1879.5499999999997, 1875.3899999999999, 1878.6099999999997, 1863.4, 1869.4299999999998, 1878.33, 1883.9499999999998, 1883.6799999999998, 1881.1399999999999, 1884.6599999999999, 1867.7199999999998, 1878.21, 1875.63, 1878.48, 1896.65, 1897.4499999999998, 1888.5299999999997, 1870.85, 1877.8599999999997, 1885.08, 1872.83, 1888.0299999999997, 1892.4899999999998, 1900.5299999999997, 1911.9099999999999, 1909.7799999999997, 1920.0299999999997, 1923.5699999999997, 1924.9699999999998, 1924.2399999999998, 1927.88, 1940.46, 1949.44, 1951.27, 1950.79, 1943.8899999999999, 1930.1099999999997, 1936.1599999999999, 1937.7799999999997, 1941.9899999999998, 1956.98, 1959.48, 1962.87, 1962.6099999999997, 1949.98, 1959.5299999999997, 1957.2199999999998, 1960.96, 1960.23, 1973.3199999999997, 1974.62, 1985.44, 1977.65, 1963.71, 1972.83, 1964.6799999999998, 1967.5699999999997, 1977.1, 1973.2799999999997, 1981.5699999999997, 1958.12, 1978.2199999999998, 1973.63, 1983.5299999999997, 1987.0099999999998, 1987.98, 1978.3399999999997, 1978.9099999999999, 1969.9499999999998, 1970.0699999999997, 1930.67, 1925.15, 1938.9899999999998, 1920.21, 1920.2399999999998, 1909.5699999999997, 1931.5899999999997, 1936.92, 1933.75, 1946.7199999999998, 1955.1799999999998, 1955.06, 1971.7399999999998, 1981.6, 1986.5099999999998, 1992.37, 1988.4, 1997.92, 2000.02, 2000.12, 1996.7399999999998, 2003.37, 2002.2799999999997, 2000.7199999999998, 1997.65, 2007.71, 2001.54, 1988.44, 1995.69, 1997.4499999999998, 1985.54, 1984.13, 1998.98, 2001.5699999999997, 2011.3599999999997, 2010.4, 1994.29, 1982.77, 1998.2999999999997, 1965.9899999999998, 1982.85, 1977.7999999999997, 1972.29, 1946.1599999999999, 1946.17, 1967.9, 1964.8199999999997, 1935.1, 1968.8899999999999, 1928.21, 1906.13, 1874.7399999999998, 1877.6999999999998, 1862.4899999999998, 1862.7600000000002, 1886.7599999999998, 1904.0099999999998, 1941.2799999999997, 1927.1099999999997, 1950.8199999999997, 1964.58, 1961.63, 1985.0499999999997, 1982.2999999999997, 1994.65, 2018.0499999999997, 2017.81, 2012.1, 2023.5699999999997, 2031.21, 2031.92, 2038.2599999999998, 2039.6799999999998, 2038.25, 2039.33, 2039.8199999999997, 2041.3199999999997, 2051.8, 2048.72, 2052.75, 2063.5, 2069.41, 2067.03, 2072.83, 2067.56, 2053.44, 2066.55, 2074.33, 2071.92, 2075.37, 2060.31, 2059.82, 2026.1399999999999, 2035.33, 2002.33, 1989.63, 1972.7399999999998, 2012.8899999999999, 2061.23, 2070.65, 2078.54, 2082.17, 2081.88, 2088.77, 2090.57, 2080.35, 2058.9, 2058.2, 2020.58, 2002.6099999999997, 2025.9, 2062.14, 2044.81, 2028.2599999999998, 2023.0299999999997, 2011.27, 1992.67, 2019.42, 2022.5499999999997, 2032.12, 2063.15, 2051.82, 2057.09, 2029.5499999999997, 2002.1599999999999, 2021.25, 1994.9899999999998, 2020.85, 2050.03, 2041.5099999999998, 2062.52, 2055.47, 2046.7399999999998, 2068.59, 2068.53, 2088.48, 2096.99, 2100.34, 2099.68, 2097.45, 2110.3, 2109.66, 2115.48, 2113.86, 2110.74, 2104.5, 2117.39, 2107.78, 2098.53, 2101.04, 2071.26, 2079.43, 2044.1599999999999, 2040.2399999999998, 2065.95, 2053.4, 2081.19, 2074.28, 2099.5, 2089.27, 2108.1, 2104.42, 2091.5, 2061.05, 2056.15, 2061.02, 2086.24, 2067.89, 2059.69, 2066.96, 2080.62, 2076.33, 2081.9, 2091.18, 2102.06, 2092.43, 2095.84, 2106.63, 2104.99, 2081.18, 2100.4, 2097.29, 2107.96, 2112.93, 2117.69, 2108.92, 2114.76, 2106.85, 2085.51, 2108.29, 2114.49, 2089.46, 2080.15, 2088.0, 2116.1, 2105.33, 2099.12, 2098.48, 2121.1, 2122.73, 2129.2, 2127.83, 2125.85, 2130.82, 2126.06, 2104.2, 2123.48, 2120.79, 2107.39, 2111.73, 2109.6, 2114.07, 2095.84, 2092.83, 2079.28, 2080.15, 2105.2, 2108.86, 2094.11, 2084.43, 2096.29, 2100.44, 2121.24, 2109.99, 2122.85, 2124.2, 2108.58, 2102.31, 2101.49, 2057.64, 2063.11, 2077.42, 2076.78, 2068.76, 2081.34, 2046.6799999999998, 2051.31, 2076.62, 2099.6, 2108.95, 2107.4, 2124.29, 2126.64, 2128.28, 2119.21, 2114.15, 2102.15, 2079.65, 2067.64, 2093.25, 2108.57, 2108.63, 2103.84, 2098.04, 2093.32, 2099.84, 2083.56, 2077.57, 2104.18, 2084.07, 2086.05, 2083.39, 2091.54, 2102.44, 2096.92, 2079.61, 2035.73, 1970.8899999999999, 1893.21, 1867.6099999999997, 1940.5099999999998, 1987.6599999999999, 1988.87, 1972.1799999999998, 1913.85, 1948.8599999999997, 1951.13, 1921.2199999999998, 1969.4099999999999, 1942.04, 1952.29, 1961.0499999999997, 1953.0299999999997, 1978.0899999999997, 1995.31, 1990.1999999999998, 1958.0299999999997, 1966.9699999999998, 1942.7399999999998, 1938.7599999999998, 1932.2399999999998, 1931.3399999999997, 1881.77, 1884.0899999999997, 1920.0299999999997, 1923.8199999999997, 1951.3599999999997, 1987.0499999999997, 1979.92, 1995.83, 2013.4299999999998, 2014.8899999999999, 2017.46, 2003.69, 1994.2399999999998, 2023.8599999999997, 2033.1099999999997, 2033.6599999999999, 2030.77, 2018.94, 2052.51, 2075.15, 2071.18, 2065.89, 2090.35, 2089.41, 2079.36, 2104.05, 2109.79, 2102.31, 2099.93, 2099.2, 2078.58, 2081.72, 2075.0, 2045.9699999999998, 2023.04, 2053.19, 2050.44, 2083.58, 2081.24, 2089.17, 2086.59, 2089.14, 2088.87, 2090.11, 2080.41, 2102.63, 2079.51, 2049.62, 2091.69, 2077.07, 2063.59, 2047.62, 2052.23, 2012.37, 2021.94, 2043.4099999999999, 2073.07, 2041.8899999999999, 2005.5499999999997, 2021.15, 2038.9699999999998, 2064.29, 2060.99, 2056.5, 2078.36, 2063.36, 2043.94, 2012.6599999999999, 2016.71, 1990.2599999999998, 1943.0899999999997, 1922.0299999999997, 1923.67, 1938.6799999999998, 1890.2799999999997, 1921.8399999999997, 1880.33, 1881.33, 1859.33, 1868.9899999999998, 1906.9, 1877.08, 1903.63, 1882.9499999999998, 1893.3599999999997, 1940.2399999999998, 1939.38, 1903.0299999999997, 1912.5299999999997, 1915.4499999999998, 1880.0499999999997, 1853.44, 1852.21, 1851.86, 1829.08, 1864.78, 1895.58, 1926.8199999999997, 1917.83, 1917.7799999999997, 1945.5, 1921.27, 1929.7999999999997, 1951.6999999999998, 1948.0499999999997, 1932.23, 1978.35, 1986.4499999999998, 1993.4, 1999.9899999999998, 2001.7599999999998, 1979.2599999999998, 1989.2599999999998, 1989.5699999999997, 2022.19, 2019.6399999999999, 2015.9299999999998, 2027.2199999999998, 2040.5899999999997, 2049.58, 2051.6, 2049.8, 2036.71, 2035.94, 2037.0499999999997, 2055.01, 2063.95, 2059.74, 2072.78, 2066.13, 2045.17, 2066.66, 2041.9099999999999, 2047.6, 2041.9899999999998, 2061.72, 2082.42, 2082.78, 2080.73, 2094.34, 2100.8, 2102.4, 2091.48, 2091.58, 2087.79, 2091.7, 2095.15, 2075.81, 2065.3, 2081.43, 2063.37, 2051.12, 2050.63, 2057.14, 2058.69, 2084.39, 2064.46, 2064.11, 2046.6099999999997, 2066.66, 2047.21, 2047.63, 2040.04, 2052.32, 2048.04, 2076.06, 2090.54, 2090.1, 2099.06, 2096.96, 2099.33, 2105.26, 2099.13, 2109.41, 2112.13, 2119.12, 2115.48, 2096.07, 2079.06, 2075.32, 2071.5, 2077.99, 2071.22, 2083.25, 2088.9, 2085.45, 2113.32, 2037.4099999999999, 2000.54, 2036.0899999999997, 2070.77, 2098.86, 2102.95, 2088.55, 2099.73, 2097.9, 2129.9, 2137.16, 2152.14, 2152.43, 2163.75, 2161.74, 2166.89, 2163.78, 2173.02, 2165.17, 2175.03, 2168.48, 2169.18, 2166.58, 2170.06, 2173.6, 2170.84, 2157.03, 2163.79, 2164.25, 2182.87, 2180.89, 2181.74, 2175.49, 2185.79, 2184.05, 2190.15, 2178.15, 2182.22, 2187.02, 2183.87, 2182.64, 2186.9, 2175.44, 2172.47, 2169.04, 2180.38, 2176.12, 2170.95, 2170.86, 2179.98, 2186.48, 2186.16, 2181.3, 2127.81, 2159.04, 2127.02, 2125.77, 2147.26, 2139.16, 2139.12, 2139.76, 2163.12, 2177.18, 2164.69, 2146.1, 2159.93, 2171.37, 2151.13, 2168.27, 2161.2, 2150.49, 2159.73, 2160.77, 2153.74, 2163.66, 2136.73, 2139.18, 2132.55, 2132.98, 2126.5, 2139.6, 2144.29, 2141.34, 2141.16, 2151.33, 2143.16, 2139.43, 2133.04, 2126.41, 2126.15, 2111.72, 2097.94, 2088.66, 2085.18, 2131.52, 2139.56, 2163.26, 2167.48, 2164.45, 2164.2, 2180.39, 2176.94, 2187.12, 2181.9, 2198.18, 2202.94, 2204.72, 2213.35, 2201.72, 2204.66, 2198.81, 2191.08, 2191.95, 2204.71, 2212.23, 2241.35, 2246.19, 2259.53, 2256.96, 2271.72, 2253.28, 2262.03, 2258.07, 2262.53, 2270.76, 2265.18, 2260.96, 2263.79, 2268.88, 2249.92, 2249.26, 2238.83, 2257.83, 2270.75, 2269.0, 2276.98, 2268.9, 2268.9, 2275.32, 2270.44, 2274.64, 2267.89, 2271.89, 2263.69, 2271.31, 2265.2, 2280.07, 2298.37, 2296.68, 2294.69, 2280.9, 2278.87, 2279.55, 2280.85, 2297.42, 2292.56, 2293.08, 2294.67, 2307.87, 2316.1, 2328.25, 2337.58, 2349.25, 2347.22, 2351.16, 2365.38, 2362.82, 2363.81, 2367.34, 2369.75, 2363.64, 2395.96, 2381.92, 2383.12, 2375.31, 2368.39, 2362.98, 2364.87, 2372.6, 2373.47, 2365.45, 2385.26, 2381.38, 2378.25, 2373.47, 2344.02, 2348.45, 2345.96, 2343.98, 2341.59, 2358.57, 2361.13, 2368.06, 2362.72, 2358.84, 2360.16, 2352.95, 2357.49, 2355.54, 2357.16, 2353.78, 2344.93, 2328.95, 2349.01, 2342.19, 2338.17, 2355.84, 2348.69, 2374.15, 2388.61, 2387.45, 2388.77, 2384.2, 2388.33, 2391.17, 2388.13, 2389.52, 2399.29, 2399.38, 2396.92, 2399.63, 2394.44, 2390.9, 2402.32, 2400.67, 2357.03, 2365.72, 2381.73, 2394.02, 2398.42, 2404.39, 2415.07, 2415.82, 2412.91, 2411.8, 2430.06, 2439.07, 2436.1, 2429.33, 2433.14, 2433.79, 2431.77, 2429.39, 2440.35, 2437.92, 2432.46, 2433.15, 2453.46, 2437.03, 2435.61, 2434.5, 2438.3, 2439.07, 2419.38, 2440.69, 2419.7, 2423.41, 2429.01, 2432.54, 2409.75, 2425.18, 2427.43, 2425.53, 2443.25, 2447.83, 2459.27, 2459.14, 2460.61, 2473.83, 2473.45, 2472.54, 2469.91, 2477.13, 2477.83, 2475.42, 2472.1, 2470.3, 2476.35, 2477.57, 2472.16, 2476.83, 2480.91, 2474.92, 2474.02, 2438.21, 2441.32, 2465.84, 2464.61, 2468.11, 2430.01, 2425.55, 2428.37, 2452.51, 2444.04, 2438.97, 2443.05, 2444.24, 2446.3, 2457.59, 2471.65, 2476.55, 2457.85, 2465.54, 2465.1, 2461.43, 2488.11, 2496.48, 2498.37, 2495.62, 2500.23, 2503.87, 2506.65, 2508.24, 2500.6, 2502.22, 2496.66, 2496.84, 2507.04, 2510.06, 2519.36, 2529.12, 2534.58, 2537.74, 2552.0700000000006, 2549.33, 2544.73, 2550.64, 2555.24, 2550.93, 2553.17, 2557.64, 2559.36, 2561.26, 2562.1, 2575.21, 2564.98, 2569.13, 2557.15, 2560.4, 2581.07, 2572.83, 2575.26, 2579.36, 2579.85, 2587.84, 2591.13, 2590.64, 2594.38, 2584.62, 2582.3000000000006, 2584.8400000000006, 2578.87, 2564.62, 2585.64, 2578.85, 2582.1400000000003, 2599.03, 2597.08, 2602.4200000000005, 2601.4200000000005, 2627.0400000000004, 2626.07, 2647.58, 2642.2200000000003, 2639.44, 2629.5700000000006, 2629.27, 2636.98, 2651.5, 2659.9900000000002, 2664.11, 2662.85, 2652.01, 2675.81, 2690.16, 2681.47, 2679.2500000000005, 2684.57, 2683.3400000000006, 2680.5, 2682.62, 2687.54, 2673.6100000000006, 2695.8100000000004, 2713.0600000000004, 2723.9900000000002, 2743.15, 2747.7100000000005, 2751.2900000000004, 2748.23, 2767.56, 2786.24, 2776.42, 2802.56, 2798.0300000000007, 2810.3, 2832.97, 2839.13, 2837.54, 2839.25, 2872.87, 2853.53, 2822.43, 2823.81, 2821.98, 2762.13, 2648.94, 2695.1400000000003, 2681.6600000000003, 2581.0, 2619.55, 2656.0, 2662.94, 2698.63, 2731.2, 2732.22, 2716.2600000000007, 2701.33, 2703.96, 2747.3, 2779.6, 2744.2800000000007, 2713.83, 2677.67, 2691.25, 2720.94, 2728.12, 2726.8, 2738.97, 2786.57, 2783.0200000000004, 2765.31, 2749.48, 2747.33, 2752.01, 2712.92, 2716.94, 2711.93, 2643.69, 2588.2600000000007, 2658.55, 2612.62, 2605.0000000000005, 2640.8700000000003, 2581.88, 2614.45, 2644.69, 2662.8400000000006, 2604.47, 2613.16, 2656.87, 2642.19, 2663.99, 2656.3, 2677.84, 2706.3900000000003, 2708.64, 2693.13, 2670.14, 2670.29, 2634.56, 2639.4, 2666.94, 2669.91, 2648.05, 2654.8, 2635.67, 2629.73, 2663.42, 2672.63, 2671.9200000000005, 2697.79, 2723.07, 2727.72, 2730.13, 2711.45, 2722.46, 2720.13, 2712.97, 2733.0100000000007, 2724.44, 2733.29, 2727.76, 2721.33, 2689.86, 2724.01, 2705.27, 2734.62, 2746.8700000000003, 2748.8, 2772.35, 2770.37, 2779.03, 2782.0000000000005, 2786.85, 2775.63, 2782.49, 2779.66, 2773.75, 2762.59, 2767.3200000000006, 2749.76, 2754.88, 2717.07, 2723.06, 2699.63, 2716.3100000000004, 2718.37]}, {\"mode\": \"markers\", \"name\": \"Anomly\", \"type\": \"scatter\", \"x\": [\"17-Dec-14\", \"07-Jan-15\", \"11-Mar-15\", \"12-Mar-15\", \"26-Mar-15\", \"27-Mar-15\", \"30-Mar-15\", \"01-Apr-15\", \"02-Apr-15\", \"27-May-15\", \"01-Jun-15\", \"02-Jun-15\", \"03-Jun-15\", \"04-Jun-15\", \"05-Jun-15\", \"08-Jun-15\", \"09-Jun-15\", \"10-Jun-15\", \"11-Jun-15\", \"12-Jun-15\", \"15-Jun-15\", \"16-Jun-15\", \"17-Jun-15\", \"18-Jun-15\", \"22-Jun-15\", \"25-Jun-15\", \"26-Jun-15\", \"29-Jun-15\", \"30-Jun-15\", \"01-Jul-15\", \"02-Jul-15\", \"06-Jul-15\", \"07-Jul-15\", \"08-Jul-15\", \"09-Jul-15\", \"10-Jul-15\", \"13-Jul-15\", \"27-Jul-15\", \"28-Jul-15\", \"10-Aug-15\", \"20-Aug-15\", \"21-Aug-15\", \"24-Aug-15\", \"25-Aug-15\", \"26-Aug-15\", \"27-Aug-15\", \"28-Aug-15\", \"31-Aug-15\", \"01-Sep-15\", \"02-Sep-15\", \"03-Sep-15\", \"04-Sep-15\", \"08-Sep-15\", \"10-Sep-15\", \"04-Dec-15\", \"10-Dec-15\", \"14-Dec-15\", \"15-Dec-15\", \"21-Dec-15\", \"05-Jan-16\", \"07-Jan-16\", \"08-Jan-16\", \"11-Jan-16\", \"12-Jan-16\", \"13-Jan-16\", \"14-Jan-16\", \"15-Jan-16\", \"19-Jan-16\", \"20-Jan-16\", \"21-Jan-16\", \"22-Jan-16\", \"27-Jun-16\", \"28-Jun-16\", \"29-Jun-16\", \"03-Aug-16\", \"04-Aug-16\", \"05-Aug-16\", \"09-Aug-16\", \"10-Aug-16\", \"11-Aug-16\", \"12-Aug-16\", \"15-Aug-16\", \"16-Aug-16\", \"17-Aug-16\", \"18-Aug-16\", \"19-Aug-16\", \"22-Aug-16\", \"23-Aug-16\", \"24-Aug-16\", \"25-Aug-16\", \"26-Aug-16\", \"29-Aug-16\", \"30-Aug-16\", \"31-Aug-16\", \"01-Sep-16\", \"02-Sep-16\", \"06-Sep-16\", \"07-Sep-16\", \"08-Sep-16\", \"09-Sep-16\", \"12-Sep-16\", \"13-Sep-16\", \"14-Sep-16\", \"15-Sep-16\", \"16-Sep-16\", \"19-Sep-16\", \"20-Sep-16\", \"21-Sep-16\", \"22-Sep-16\", \"23-Sep-16\", \"26-Sep-16\", \"27-Sep-16\", \"28-Sep-16\", \"29-Sep-16\", \"30-Sep-16\", \"03-Oct-16\", \"04-Oct-16\", \"05-Oct-16\", \"06-Oct-16\", \"07-Oct-16\", \"10-Oct-16\", \"11-Oct-16\", \"12-Oct-16\", \"13-Oct-16\", \"14-Oct-16\", \"17-Oct-16\", \"18-Oct-16\", \"19-Oct-16\", \"20-Oct-16\", \"21-Oct-16\", \"24-Oct-16\", \"25-Oct-16\", \"26-Oct-16\", \"27-Oct-16\", \"28-Oct-16\", \"31-Oct-16\", \"01-Nov-16\", \"02-Nov-16\", \"03-Nov-16\", \"04-Nov-16\", \"07-Nov-16\", \"08-Nov-16\", \"09-Nov-16\", \"10-Nov-16\", \"11-Nov-16\", \"14-Nov-16\", \"15-Nov-16\", \"16-Nov-16\", \"17-Nov-16\", \"18-Nov-16\", \"21-Nov-16\", \"25-Nov-16\", \"29-Nov-16\", \"30-Nov-16\", \"01-Dec-16\", \"02-Dec-16\", \"05-Dec-16\", \"06-Dec-16\", \"07-Dec-16\", \"08-Dec-16\", \"09-Dec-16\", \"12-Dec-16\", \"13-Dec-16\", \"14-Dec-16\", \"15-Dec-16\", \"16-Dec-16\", \"19-Dec-16\", \"20-Dec-16\", \"21-Dec-16\", \"22-Dec-16\", \"23-Dec-16\", \"27-Dec-16\", \"28-Dec-16\", \"29-Dec-16\", \"30-Dec-16\", \"03-Jan-17\", \"04-Jan-17\", \"05-Jan-17\", \"06-Jan-17\", \"09-Jan-17\", \"10-Jan-17\", \"11-Jan-17\", \"12-Jan-17\", \"13-Jan-17\", \"17-Jan-17\", \"18-Jan-17\", \"19-Jan-17\", \"20-Jan-17\", \"23-Jan-17\", \"24-Jan-17\", \"25-Jan-17\", \"26-Jan-17\", \"27-Jan-17\", \"30-Jan-17\", \"31-Jan-17\", \"01-Feb-17\", \"02-Feb-17\", \"03-Feb-17\", \"06-Feb-17\", \"07-Feb-17\", \"08-Feb-17\", \"09-Feb-17\", \"10-Feb-17\", \"13-Feb-17\", \"14-Feb-17\", \"15-Feb-17\", \"16-Feb-17\", \"17-Feb-17\", \"21-Feb-17\", \"22-Feb-17\", \"23-Feb-17\", \"24-Feb-17\", \"27-Feb-17\", \"28-Feb-17\", \"01-Mar-17\", \"02-Mar-17\", \"03-Mar-17\", \"06-Mar-17\", \"07-Mar-17\", \"08-Mar-17\", \"09-Mar-17\", \"10-Mar-17\", \"13-Mar-17\", \"14-Mar-17\", \"15-Mar-17\", \"16-Mar-17\", \"17-Mar-17\", \"20-Mar-17\", \"21-Mar-17\", \"22-Mar-17\", \"23-Mar-17\", \"24-Mar-17\", \"27-Mar-17\", \"28-Mar-17\", \"29-Mar-17\", \"30-Mar-17\", \"31-Mar-17\", \"03-Apr-17\", \"04-Apr-17\", \"05-Apr-17\", \"06-Apr-17\", \"07-Apr-17\", \"10-Apr-17\", \"11-Apr-17\", \"12-Apr-17\", \"13-Apr-17\", \"17-Apr-17\", \"18-Apr-17\", \"19-Apr-17\", \"20-Apr-17\", \"21-Apr-17\", \"24-Apr-17\", \"25-Apr-17\", \"26-Apr-17\", \"27-Apr-17\", \"28-Apr-17\", \"01-May-17\", \"02-May-17\", \"03-May-17\", \"04-May-17\", \"05-May-17\", \"08-May-17\", \"09-May-17\", \"10-May-17\", \"11-May-17\", \"12-May-17\", \"15-May-17\", \"16-May-17\", \"17-May-17\", \"18-May-17\", \"19-May-17\", \"22-May-17\", \"23-May-17\", \"24-May-17\", \"25-May-17\", \"26-May-17\", \"30-May-17\", \"31-May-17\", \"01-Jun-17\", \"02-Jun-17\", \"05-Jun-17\", \"06-Jun-17\", \"07-Jun-17\", \"08-Jun-17\", \"09-Jun-17\", \"12-Jun-17\", \"13-Jun-17\", \"14-Jun-17\", \"15-Jun-17\", \"16-Jun-17\", \"19-Jun-17\", \"20-Jun-17\", \"21-Jun-17\", \"22-Jun-17\", \"23-Jun-17\", \"26-Jun-17\", \"27-Jun-17\", \"28-Jun-17\", \"29-Jun-17\", \"30-Jun-17\", \"03-Jul-17\", \"05-Jul-17\", \"06-Jul-17\", \"07-Jul-17\", \"10-Jul-17\", \"11-Jul-17\", \"12-Jul-17\", \"13-Jul-17\", \"14-Jul-17\", \"17-Jul-17\", \"18-Jul-17\", \"19-Jul-17\", \"20-Jul-17\", \"21-Jul-17\", \"24-Jul-17\", \"25-Jul-17\", \"26-Jul-17\", \"27-Jul-17\", \"28-Jul-17\", \"31-Jul-17\", \"01-Aug-17\", \"02-Aug-17\", \"03-Aug-17\", \"04-Aug-17\", \"07-Aug-17\", \"08-Aug-17\", \"09-Aug-17\", \"10-Aug-17\", \"11-Aug-17\", \"14-Aug-17\", \"15-Aug-17\", \"16-Aug-17\", \"17-Aug-17\", \"18-Aug-17\", \"21-Aug-17\", \"22-Aug-17\", \"23-Aug-17\", \"24-Aug-17\", \"25-Aug-17\", \"28-Aug-17\", \"29-Aug-17\", \"30-Aug-17\", \"31-Aug-17\", \"01-Sep-17\", \"05-Sep-17\", \"06-Sep-17\", \"07-Sep-17\", \"08-Sep-17\", \"11-Sep-17\", \"12-Sep-17\", \"13-Sep-17\", \"14-Sep-17\", \"15-Sep-17\", \"18-Sep-17\", \"19-Sep-17\", \"20-Sep-17\", \"21-Sep-17\", \"22-Sep-17\", \"25-Sep-17\", \"26-Sep-17\", \"27-Sep-17\", \"28-Sep-17\", \"29-Sep-17\", \"02-Oct-17\", \"03-Oct-17\", \"04-Oct-17\", \"05-Oct-17\", \"06-Oct-17\", \"09-Oct-17\", \"10-Oct-17\", \"11-Oct-17\", \"12-Oct-17\", \"13-Oct-17\", \"16-Oct-17\", \"17-Oct-17\", \"18-Oct-17\", \"19-Oct-17\", \"20-Oct-17\", \"23-Oct-17\", \"24-Oct-17\", \"25-Oct-17\", \"26-Oct-17\", \"27-Oct-17\", \"30-Oct-17\", \"31-Oct-17\", \"01-Nov-17\", \"02-Nov-17\", \"03-Nov-17\", \"06-Nov-17\", \"07-Nov-17\", \"08-Nov-17\", \"09-Nov-17\", \"10-Nov-17\", \"13-Nov-17\", \"14-Nov-17\", \"15-Nov-17\", \"16-Nov-17\", \"17-Nov-17\", \"20-Nov-17\", \"21-Nov-17\", \"22-Nov-17\", \"24-Nov-17\", \"27-Nov-17\", \"28-Nov-17\", \"29-Nov-17\", \"30-Nov-17\", \"01-Dec-17\", \"04-Dec-17\", \"05-Dec-17\", \"06-Dec-17\", \"07-Dec-17\", \"08-Dec-17\", \"11-Dec-17\", \"12-Dec-17\", \"13-Dec-17\", \"14-Dec-17\", \"15-Dec-17\", \"18-Dec-17\", \"19-Dec-17\", \"20-Dec-17\", \"21-Dec-17\", \"22-Dec-17\", \"26-Dec-17\", \"27-Dec-17\", \"28-Dec-17\", \"29-Dec-17\", \"02-Jan-18\", \"03-Jan-18\", \"04-Jan-18\", \"05-Jan-18\", \"08-Jan-18\", \"09-Jan-18\", \"10-Jan-18\", \"11-Jan-18\", \"12-Jan-18\", \"16-Jan-18\", \"17-Jan-18\", \"18-Jan-18\", \"19-Jan-18\", \"22-Jan-18\", \"23-Jan-18\", \"24-Jan-18\", \"25-Jan-18\", \"26-Jan-18\", \"29-Jan-18\", \"30-Jan-18\", \"31-Jan-18\", \"01-Feb-18\", \"02-Feb-18\", \"05-Feb-18\", \"06-Feb-18\", \"07-Feb-18\", \"08-Feb-18\", \"09-Feb-18\", \"12-Feb-18\", \"13-Feb-18\", \"14-Feb-18\", \"15-Feb-18\", \"16-Feb-18\", \"20-Feb-18\", \"21-Feb-18\", \"22-Feb-18\", \"23-Feb-18\", \"26-Feb-18\", \"27-Feb-18\", \"28-Feb-18\", \"01-Mar-18\", \"02-Mar-18\", \"05-Mar-18\", \"06-Mar-18\", \"07-Mar-18\", \"08-Mar-18\", \"09-Mar-18\", \"12-Mar-18\", \"13-Mar-18\", \"14-Mar-18\", \"15-Mar-18\", \"16-Mar-18\", \"19-Mar-18\", \"20-Mar-18\", \"21-Mar-18\", \"22-Mar-18\", \"23-Mar-18\", \"26-Mar-18\", \"27-Mar-18\", \"28-Mar-18\", \"29-Mar-18\", \"02-Apr-18\", \"03-Apr-18\", \"04-Apr-18\", \"05-Apr-18\", \"06-Apr-18\", \"09-Apr-18\", \"10-Apr-18\", \"11-Apr-18\", \"12-Apr-18\", \"13-Apr-18\", \"16-Apr-18\", \"17-Apr-18\", \"18-Apr-18\", \"19-Apr-18\", \"20-Apr-18\", \"23-Apr-18\", \"24-Apr-18\", \"25-Apr-18\", \"26-Apr-18\", \"27-Apr-18\", \"30-Apr-18\", \"01-May-18\", \"02-May-18\", \"03-May-18\", \"04-May-18\", \"07-May-18\", \"08-May-18\", \"09-May-18\", \"10-May-18\", \"11-May-18\", \"14-May-18\", \"15-May-18\", \"16-May-18\", \"17-May-18\", \"18-May-18\", \"21-May-18\", \"22-May-18\", \"23-May-18\", \"24-May-18\", \"25-May-18\", \"29-May-18\", \"30-May-18\", \"31-May-18\", \"01-Jun-18\", \"04-Jun-18\", \"05-Jun-18\", \"06-Jun-18\", \"07-Jun-18\", \"08-Jun-18\", \"11-Jun-18\", \"12-Jun-18\", \"13-Jun-18\", \"14-Jun-18\", \"15-Jun-18\", \"18-Jun-18\", \"19-Jun-18\", \"20-Jun-18\", \"21-Jun-18\", \"22-Jun-18\", \"25-Jun-18\", \"26-Jun-18\", \"27-Jun-18\", \"28-Jun-18\", \"29-Jun-18\"], \"y\": [2012.8899999999999, 2025.9, 2040.2399999999998, 2065.95, 2056.15, 2061.02, 2086.24, 2059.69, 2066.96, 2123.48, 2111.73, 2109.6, 2114.07, 2095.84, 2092.83, 2079.28, 2080.15, 2105.2, 2108.86, 2094.11, 2084.43, 2096.29, 2100.44, 2121.24, 2122.85, 2102.31, 2101.49, 2057.64, 2063.11, 2077.42, 2076.78, 2068.76, 2081.34, 2046.6799999999998, 2051.31, 2076.62, 2099.6, 2067.64, 2093.25, 2104.18, 2035.73, 1970.8899999999999, 1893.21, 1867.6099999999997, 1940.5099999999998, 1987.6599999999999, 1988.87, 1972.1799999999998, 1913.85, 1948.8599999999997, 1951.13, 1921.2199999999998, 1969.4099999999999, 1952.29, 2091.69, 2052.23, 2021.94, 2043.4099999999999, 2021.15, 2016.71, 1943.0899999999997, 1922.0299999999997, 1923.67, 1938.6799999999998, 1890.2799999999997, 1921.8399999999997, 1880.33, 1881.33, 1859.33, 1868.9899999999998, 1906.9, 2000.54, 2036.0899999999997, 2070.77, 2163.79, 2164.25, 2182.87, 2181.74, 2175.49, 2185.79, 2184.05, 2190.15, 2178.15, 2182.22, 2187.02, 2183.87, 2182.64, 2186.9, 2175.44, 2172.47, 2169.04, 2180.38, 2176.12, 2170.95, 2170.86, 2179.98, 2186.48, 2186.16, 2181.3, 2127.81, 2159.04, 2127.02, 2125.77, 2147.26, 2139.16, 2139.12, 2139.76, 2163.12, 2177.18, 2164.69, 2146.1, 2159.93, 2171.37, 2151.13, 2168.27, 2161.2, 2150.49, 2159.73, 2160.77, 2153.74, 2163.66, 2136.73, 2139.18, 2132.55, 2132.98, 2126.5, 2139.6, 2144.29, 2141.34, 2141.16, 2151.33, 2143.16, 2139.43, 2133.04, 2126.41, 2126.15, 2111.72, 2097.94, 2088.66, 2085.18, 2131.52, 2139.56, 2163.26, 2167.48, 2164.45, 2164.2, 2180.39, 2176.94, 2187.12, 2181.9, 2198.18, 2213.35, 2204.66, 2198.81, 2191.08, 2191.95, 2204.71, 2212.23, 2241.35, 2246.19, 2259.53, 2256.96, 2271.72, 2253.28, 2262.03, 2258.07, 2262.53, 2270.76, 2265.18, 2260.96, 2263.79, 2268.88, 2249.92, 2249.26, 2238.83, 2257.83, 2270.75, 2269.0, 2276.98, 2268.9, 2268.9, 2275.32, 2270.44, 2274.64, 2267.89, 2271.89, 2263.69, 2271.31, 2265.2, 2280.07, 2298.37, 2296.68, 2294.69, 2280.9, 2278.87, 2279.55, 2280.85, 2297.42, 2292.56, 2293.08, 2294.67, 2307.87, 2316.1, 2328.25, 2337.58, 2349.25, 2347.22, 2351.16, 2365.38, 2362.82, 2363.81, 2367.34, 2369.75, 2363.64, 2395.96, 2381.92, 2383.12, 2375.31, 2368.39, 2362.98, 2364.87, 2372.6, 2373.47, 2365.45, 2385.26, 2381.38, 2378.25, 2373.47, 2344.02, 2348.45, 2345.96, 2343.98, 2341.59, 2358.57, 2361.13, 2368.06, 2362.72, 2358.84, 2360.16, 2352.95, 2357.49, 2355.54, 2357.16, 2353.78, 2344.93, 2328.95, 2349.01, 2342.19, 2338.17, 2355.84, 2348.69, 2374.15, 2388.61, 2387.45, 2388.77, 2384.2, 2388.33, 2391.17, 2388.13, 2389.52, 2399.29, 2399.38, 2396.92, 2399.63, 2394.44, 2390.9, 2402.32, 2400.67, 2357.03, 2365.72, 2381.73, 2394.02, 2398.42, 2404.39, 2415.07, 2415.82, 2412.91, 2411.8, 2430.06, 2439.07, 2436.1, 2429.33, 2433.14, 2433.79, 2431.77, 2429.39, 2440.35, 2437.92, 2432.46, 2433.15, 2453.46, 2437.03, 2435.61, 2434.5, 2438.3, 2439.07, 2419.38, 2440.69, 2419.7, 2423.41, 2429.01, 2432.54, 2409.75, 2425.18, 2427.43, 2425.53, 2443.25, 2447.83, 2459.27, 2459.14, 2460.61, 2473.83, 2473.45, 2472.54, 2469.91, 2477.13, 2477.83, 2475.42, 2472.1, 2470.3, 2476.35, 2477.57, 2472.16, 2476.83, 2480.91, 2474.92, 2474.02, 2438.21, 2441.32, 2465.84, 2464.61, 2468.11, 2430.01, 2425.55, 2428.37, 2452.51, 2444.04, 2438.97, 2443.05, 2444.24, 2446.3, 2457.59, 2471.65, 2476.55, 2457.85, 2465.54, 2465.1, 2461.43, 2488.11, 2496.48, 2498.37, 2495.62, 2500.23, 2503.87, 2506.65, 2508.24, 2500.6, 2502.22, 2496.66, 2496.84, 2507.04, 2510.06, 2519.36, 2529.12, 2534.58, 2537.74, 2552.0700000000006, 2549.33, 2544.73, 2550.64, 2555.24, 2550.93, 2553.17, 2557.64, 2559.36, 2561.26, 2562.1, 2575.21, 2564.98, 2569.13, 2557.15, 2560.4, 2581.07, 2572.83, 2575.26, 2579.36, 2579.85, 2587.84, 2591.13, 2590.64, 2594.38, 2584.62, 2582.3000000000006, 2584.8400000000006, 2578.87, 2564.62, 2585.64, 2578.85, 2582.1400000000003, 2599.03, 2597.08, 2602.4200000000005, 2601.4200000000005, 2627.0400000000004, 2626.07, 2647.58, 2642.2200000000003, 2639.44, 2629.5700000000006, 2629.27, 2636.98, 2651.5, 2659.9900000000002, 2664.11, 2662.85, 2652.01, 2675.81, 2690.16, 2681.47, 2679.2500000000005, 2684.57, 2683.3400000000006, 2680.5, 2682.62, 2687.54, 2673.6100000000006, 2695.8100000000004, 2713.0600000000004, 2723.9900000000002, 2743.15, 2747.7100000000005, 2751.2900000000004, 2748.23, 2767.56, 2786.24, 2776.42, 2802.56, 2798.0300000000007, 2810.3, 2832.97, 2839.13, 2837.54, 2839.25, 2872.87, 2853.53, 2822.43, 2823.81, 2821.98, 2762.13, 2648.94, 2695.1400000000003, 2681.6600000000003, 2581.0, 2619.55, 2656.0, 2662.94, 2698.63, 2731.2, 2732.22, 2716.2600000000007, 2701.33, 2703.96, 2747.3, 2779.6, 2744.2800000000007, 2713.83, 2677.67, 2691.25, 2720.94, 2728.12, 2726.8, 2738.97, 2786.57, 2783.0200000000004, 2765.31, 2749.48, 2747.33, 2752.01, 2712.92, 2716.94, 2711.93, 2643.69, 2588.2600000000007, 2658.55, 2612.62, 2605.0000000000005, 2640.8700000000003, 2581.88, 2614.45, 2644.69, 2662.8400000000006, 2604.47, 2613.16, 2656.87, 2642.19, 2663.99, 2656.3, 2677.84, 2706.3900000000003, 2708.64, 2693.13, 2670.14, 2670.29, 2634.56, 2639.4, 2666.94, 2669.91, 2648.05, 2654.8, 2635.67, 2629.73, 2663.42, 2672.63, 2671.9200000000005, 2697.79, 2723.07, 2727.72, 2730.13, 2711.45, 2722.46, 2720.13, 2712.97, 2733.0100000000007, 2724.44, 2733.29, 2727.76, 2721.33, 2689.86, 2724.01, 2705.27, 2734.62, 2746.8700000000003, 2748.8, 2772.35, 2770.37, 2779.03, 2782.0000000000005, 2786.85, 2775.63, 2782.49, 2779.66, 2773.75, 2762.59, 2767.3200000000006, 2749.76, 2754.88, 2717.07, 2723.06, 2699.63, 2716.3100000000004, 2718.37]}],\n","                        {\"showlegend\": true, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}},\n","                        {\"responsive\": true}\n","                    ).then(function(){\n","                            \n","var gd = document.getElementById('4f2de1c5-64d0-44bd-9d2a-3a5f29a49a83');\n","var x = new MutationObserver(function (mutations, observer) {{\n","        var display = window.getComputedStyle(gd).display;\n","        if (!display || display === 'none') {{\n","            console.log([gd, 'removed!']);\n","            Plotly.purge(gd);\n","            observer.disconnect();\n","        }}\n","}});\n","\n","// Listen for the removal of the full notebook cells\n","var notebookContainer = gd.closest('#notebook-container');\n","if (notebookContainer) {{\n","    x.observe(notebookContainer, {childList: true});\n","}}\n","\n","// Listen for the clearing of the current output cell\n","var outputEl = gd.closest('.output');\n","if (outputEl) {{\n","    x.observe(outputEl, {childList: true});\n","}}\n","\n","                        })\n","                };\n","                \n","            </script>\n","        </div>\n","</body>\n","</html>"]},"metadata":{"tags":[]}}]}]}