From 809aafb71f192199d94dfad8961b95adb22a7ff2 Mon Sep 17 00:00:00 2001
From: Nischol Antao <antao_nischol@cat.com>
Date: Sun, 22 Apr 2018 19:59:48 -0500
Subject: [PATCH] Completed Visualizations for Question 2. Made some small
 edits to the Vizzes for question 1. Questions 1 and 2 are now completely
 ready.

---
 notebooks/output_13_0.png     |   Bin 0 -> 19835 bytes
 notebooks/output_15_0.png     |   Bin 0 -> 24620 bytes
 notebooks/output_17_0.png     |   Bin 0 -> 26624 bytes
 notebooks/output_5_0.png      |   Bin 23503 -> 23547 bytes
 notebooks/output_7_0.png      |   Bin 25721 -> 25753 bytes
 notebooks/output_8_0.png      |   Bin 0 -> 19938 bytes
 notebooks/question1_viz.ipynb |    26 +-
 notebooks/question1_viz.md    |     4 +-
 notebooks/question2_viz.ipynb |   352 +
 notebooks/question2_viz.md    |   209 +
 results/question1_viz.html    |  1737 ++--
 results/question2_viz.html    | 13791 ++++++++++++++++++++++++++++++++
 12 files changed, 15236 insertions(+), 883 deletions(-)
 create mode 100644 notebooks/output_13_0.png
 create mode 100644 notebooks/output_15_0.png
 create mode 100644 notebooks/output_17_0.png
 create mode 100644 notebooks/output_8_0.png
 create mode 100644 notebooks/question2_viz.ipynb
 create mode 100644 notebooks/question2_viz.md
 create mode 100644 results/question2_viz.html

diff --git a/notebooks/output_13_0.png b/notebooks/output_13_0.png
new file mode 100644
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HcmV?d00001

diff --git a/notebooks/question1_viz.ipynb b/notebooks/question1_viz.ipynb
index 96a2b2a..fcb1cf0 100644
--- a/notebooks/question1_viz.ipynb
+++ b/notebooks/question1_viz.ipynb
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 71,
    "metadata": {
     "collapsed": true
    },
@@ -34,7 +34,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
@@ -78,14 +78,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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gUmracHYAWF1VfTPDkL8pwWEhqurvk5zW3c9b71q4YsYhs6clOaC7j13vegA2Ij2IAKyJ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\n/QZpVe6+9AAAAABJRU5ErkJggg==\n",
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wdgBYXVV9O8OQvynBYSGq6u+SnNzdz13vWrhsxiGzJyfZv7s/sd71AGxEehABWBNV9eAM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\nTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x16650586908>"
+       "<matplotlib.figure.Figure at 0x2005991a390>"
       ]
      },
      "metadata": {},
@@ -97,7 +97,7 @@
     "df = df_raw.filter(items=['country2016', 'diff'])\n",
     "\n",
     "# Color Scale\n",
-    "color_list = plt.cm.Set3(np.linspace(0, 1, 16))\n",
+    "color_list = plt.cm.tab20c(np.linspace(0,1,20))\n",
     "\n",
     "# Plot a bar chart, and label the axes\n",
     "ax = df['diff'].plot(kind='bar', title =\"MLB Global Player Representation Change 2001-2016\", color=color_list, figsize=(15, 10), fontsize=12)\n",
@@ -117,14 +117,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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QhH8CDqHrgvhk2njJqfQ43quBS1t3v9fRdUWkXVevBT5Md41cwjTjOac453K6Hwl+0roC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\n0KsDktwZeCvtObFZVW3cNUnZsao+1G90GpIkt7P09TTd58v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pycMORJIkSZI0Xr3GIKbz6iRnJfnPVrZ7khcPNzxJkiRJ0qj0naTmXXRrIB4L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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x16650442c18>"
+       "<matplotlib.figure.Figure at 0x20059a4dc50>"
       ]
      },
      "metadata": {},
@@ -136,7 +136,7 @@
     "df = df_raw.filter(items=['country2016', 'percentChange'])\n",
     "\n",
     "# Color Scale\n",
-    "color_list = plt.cm.Set3(np.linspace(0, 1, 16))\n",
+    "color_list = plt.cm.tab20c(np.linspace(0,1,20))\n",
     "\n",
     "# Plot a bar chart, and label the axes\n",
     "ax = df['percentChange'].plot(kind='bar', title =\"MLB Global Player Representation Change Percentage 2001-2016\", color=color_list, figsize=(15, 10), fontsize=12)\n",
@@ -155,7 +155,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 75,
    "metadata": {
     "collapsed": true
    },
@@ -182,14 +182,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 76,
    "metadata": {},
    "outputs": [
     {
      "data": {
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fF+4XyI0Dp+HFD338Km21LElZR2Vd2/opKqWUci9N0FSnWLx48QnVnvV02RUl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\nAE1EREQkZRSgiYiIiKTM/wfVqVzUR8Ty/QAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x166503bc2b0>"
+       "<matplotlib.figure.Figure at 0x20055f3f198>"
       ]
      },
      "metadata": {},
diff --git a/notebooks/question1_viz.md b/notebooks/question1_viz.md
index eade959..4767d54 100644
--- a/notebooks/question1_viz.md
+++ b/notebooks/question1_viz.md
@@ -52,7 +52,7 @@ We filter the Country of Origin, and the Change in player representation from ou
 df = df_raw.filter(items=['country2016', 'diff'])
 
 # Color Scale
-color_list = plt.cm.Set3(np.linspace(0, 1, 16))
+color_list = plt.cm.tab20c(np.linspace(0,1,20))
 
 # Plot a bar chart, and label the axes
 ax = df['diff'].plot(kind='bar', title ="MLB Global Player Representation Change 2001-2016", color=color_list, figsize=(15, 10), fontsize=12)
@@ -76,7 +76,7 @@ We can also visualize the Change in Number of players, as a percentage. This hig
 df = df_raw.filter(items=['country2016', 'percentChange'])
 
 # Color Scale
-color_list = plt.cm.Set3(np.linspace(0, 1, 16))
+color_list = plt.cm.tab20c(np.linspace(0,1,20))
 
 # Plot a bar chart, and label the axes
 ax = df['percentChange'].plot(kind='bar', title ="MLB Global Player Representation Change Percentage 2001-2016", color=color_list, figsize=(15, 10), fontsize=12)
diff --git a/notebooks/question2_viz.ipynb b/notebooks/question2_viz.ipynb
new file mode 100644
index 0000000..3a9c910
--- /dev/null
+++ b/notebooks/question2_viz.ipynb
@@ -0,0 +1,352 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Does Money buy Championships? How have the Highest spending teams performed over time"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Visualizing The Data\n",
+    "\n",
+    "We were able to use Apache Spark to Extract the Data needed to answer our questions related to the Highest Spending Teams after 1984. We can now visualize the data, so it is easier to see trends in it. We used Apache Spark to export data to pandas data frames, and csv files. We can now visualize these dataframes using plot functionality built into pandas, that is based on matplotlib.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 442,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Import the necessary libraries to visualize a pandas data frame\n",
+    "# Read the raw data from csv files\n",
+    "\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Extract Information we wish to Visualize\n",
+    "Our Dataframe contains a lot of information about the Top Spending Teams in Major League Baseball. However we only wish to visualize the Number of Wins each one of these teams obtained. We filter the data for the columns we wish to visualize."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 443,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read in the Data file that contains the Data we wish to visualize, and filter it for the columns that need visualization\n",
+    "\n",
+    "df = pd.read_csv('spark_question2_top_spender.csv', index_col=1)\n",
+    "df_raw = (df.filter(items=['year', 'teamID', 'W']))\n",
+    "\n",
+    "#print (df_raw)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 444,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Read in the Data file that contains the Data we wish to visualize, and filter it for the columns that need visualization\n",
+    "\n",
+    "df_ws_raw = pd.read_csv('spark_question2_ws_winner.csv', index_col=1)\n",
+    "df_ws = (df_ws_raw.filter(items=['year', 'teamID', 'W', 'yearRank']))\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 445,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Read in the Data file that contains the Data we wish to visualize, and filter it for the columns that need visualization\n",
+    "\n",
+    "df_avg = pd.read_csv('spark_question2_avg_sal_wins.csv', index_col=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Bar Chart Showing number of Wins for the Top Spending Team in the League, after 1984\n",
+    "Our pandas dataframe contains Information about the Top Spending Team in Major League Baseball every year after 1984. We filter the Year, and the number of Team Wins from our pandas dataframe. We then plot a bar chart showing the Number of wins achieved by the Top Ranked team after 1984. A Typical baseball season is 162 games. A measure of a good season is one having surpassed 90 wins. Lets take a look at the number of times the Top Spending team in the league achieved at least 90 wins (after 1984). After 1984, the Top spending team in the league has exceeded 90 wins a total of 18 times. This equates to 56.25%"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 446,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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SJCnDDIWSJEmSlGFtFgoj4ryIqI6IjyJiRiPr/CgiUkR8paAtIuLKiHgz/7gyIqKt6pYk\nSZKkctapDff1GnAZ8FVg5/oLI2I/YBSwqt6iccBJwFAgAQ8BLwA3tWaxkiRJkpQFbdZTmFKanVK6\nD3izkVWuB74PbKzXPhq4OqX0SkrpVeBnwLdbrVBJkiRJypCSuKYwIkYBH6WU5jaweDBQU/C8Jt8m\nSZIkSdpObTl8tEERsSvwb8DwRlbpCrxT8Hw90DUiIqWU6m1rHLnhpvTv378VqpUkSZKk8lIKPYWX\nAL9OKb3YyPL3gN0KnncD3qsfCAFSStNTSlUppaoePXq0eKGSJEmSVG5KIRQeA/xrRLweEa8DewOz\nIuL7+eVPk5tkptbQfJskSZIkaTu12fDRiOiU319HoGNE7ARsIhcKdyhYdQlwAfCH/PPbgQsiovZ6\nwwnAL9qkaEmSJEkqc215TeEPgIsLnp8BXJpSuqRwpYj4BFiXUnov33QzsC/wVP75L/NtkiRJkqTt\nFA1cmlcWqqqqUnV1dbHLkCRJkqSiiIilKaWqra1XCtcUSpIkSZKKxFAoSZIkSRlmKJQkSZKkDDMU\nSpIkSVKGGQolSZIkKcMMhZIkSZKUYYZCSZIkScowQ6EkSZIkZZihUJIkSZIyzFAoSZIkSRlmKJQk\nSZKkDDMUSpIkSVKGGQolSZIkKcMMhZIkSZKUYYZCSZIkScowQ6EkSZIkZZihUJIkSZIyzFAoSZIk\nSRlmKJQkSZKkDDMUSpIkSVKGGQolSZIkKcMMhZIkSZKUYYZCSZIkScowQ6EkSZIkZZihUJIkSZIy\nzFAoSZIkSRlmKJQkSZKkDDMUSpIkSVKGGQolSZIkKcMMhZIkSZKUYYZCSZIkScowQ6EkSZIkZZih\nUJIkSZIyzFAoSZIkSRlmKJQkSZKkDDMUSpIkSVKGGQolSZIkKcMMhZIkSZKUYYZCSZIkScowQ6Ek\nSZIkZZihUJIkSZIyzFAoSZIkSRlmKJQkSZKkDDMUSpIkSVKGGQolSZIkKcMMhZIkSZKUYYZCSZIk\nScowQ6EkSZIkZZihUJIkSZIyzFAoSZIkSRlmKJQkSZKkDDMUSpIkSVKGGQolSZIkKcMMhZIkSZKU\nYYZCSZIkScowQ6EkSZIkZZihUJIkSZIyrM1CYUScFxHVEfFRRMwoaD88Ih6KiLci4o2IuCci9ipY\nHhFxZUS8mX9cGRHRVnVLkiRJUjlry57C14DLgFvrte8BTAcGAPsA7wK3FSwfB5wEDAUOAk4AvtPK\ntUqSJElSJnRqqx2llGYDREQV0K+g/Q+F60XEdcBjBU2jgatTSq/kl/+MXFC8qbVrliRJkqRyV4rX\nFB4FPF3wfDBQU/C8Jt8mSZIkSdpObdZTuC0i4iDgR8CJBc1dgXcKnq8HukZEpJRSvdePI9eLSP/+\n/Vu5WkmSJElq/0qmpzAiPgf8ARifUlpYsOg9YLeC592A9+oHQoCU0vSUUlVKqapHjx6tW7AkSZIk\nlYGSCIURsQ8wH/hJSunX9RY/TW6SmVpD+fTwUkmSJElSM7XlLSk6RcROQEegY0TslG/rCzwCXJdS\namjymNuBCyKib37dCcCMtqpbkiRJkspZW15T+APg4oLnZwCXAgnYF7gkIi6pXZhS6pr/8eb88qfy\nz3+Zb5MkSZIkbado4NK8slBVVZWqq6uLXYYkSZIkFUVELE0pVW1tvZK4plCSJEmSVByGQkmSJEnK\nMEOhJEmSJGWYoVCSJEmSMsxQKEmSJEkZZiiUJEmSpAwzFEqSJElShhkKJUmSJCnDDIWSJEmSlGGG\nQkmSJEnKMEOhJEmSJGWYoVCSJEmSMsxQKEmSJEkZZiiUJEmSpAwzFEqSJElShhkKJUmSJCnDDIWS\nJEmSlGGGQkmSJEnKMEOhJEmSJGWYoVCSJEmSMsxQKEmSJEkZZiiUJEmSpAwzFEqSJElShhkKJUmS\nJCnDDIWSJEmSlGGGQkmSJEnKMEOhJEmSJGWYoVCSJEmSMsxQKEmSJEkZZiiUJEmSpAwzFEqSJElS\nhhkKJUmSJCnDDIWSJEmSlGGGQkmSJEnKMEOhJEmSJGWYoVCSJEmSMsxQKElSmRkzZgw9e/akoqKi\nru2tt95i+PDhDBw4kOHDh7Nu3ToAFi9eTGVlJZWVlQwdOpR77723WGVLW+WxLbUOQ6EkSWXm29/+\nNg8++OCn2qZMmcIxxxzDf/3Xf3HMMccwZcoUACoqKqiurmbZsmU8+OCDfOc732HTpk3FKFvaKo9t\nqXUYCiVJKjNHHXUUe+6556fa5syZw+jRowEYPXo09913HwC77LILnTp1AuDDDz8kItq2WKkJPLal\n1mEolCQpA1avXs1ee+0FQO/evVm9enXdsj//+c8MHjyYIUOGcNNNN9WdSEvtgce2tP0MhZIkZUxE\nfKrXZNiwYTz99NMsWbKEK664gg8//LCI1UnN57EtNY+hUJKkDOjVqxerVq0CYNWqVfTs2fPv1jng\ngAPo2rUry5cvb+vypGbz2Ja2n6FQkqQM+PrXv87MmTMBmDlzJieeeCIAL7zwQt3kGy+99BLPPPMM\nAwYMKFaZUpN5bEvbz1AoSVKZOf300zniiCN49tln6devH7/61a+YPHkyDz30EAMHDmT+/PlMnjwZ\ngCeeeIKhQ4dSWVnJySefzA033ED37t23eV9NuUXAm2++yZe+9CW6du3Keeed16T31Fb7UWlry2Nb\nypJIKRW7hlZRVVWVqquri12GJEll7fHHH6dr16788z//c93QvEmTJrHnnnsyefJkpkyZwrp167jy\nyivZsGEDf/nLX1i+fDnLly/nuuuuK7n9SFI5iYilKaWqra1nT6EkSWq2ptwioEuXLhx55JHstNNO\nJbsfScoiQ6EkSWpRW7pFQHvcjySVO0OhJElqNfVvEdDe9yNJ5chQKEmSWtS23CKgPe1HksqdoVCS\nJLWoxm4R0F73I0nlztlHJUlSs51++uk8+uijrF27ll69enHppZdy0kknceqpp/Lyyy+zzz77MGvW\nrLpJYgYMGMD69evZuHEju+++O/PmzePAAw8smf1IUjnZ1tlHDYWSJJWpny9f1OTXXFBxeCtUIrUs\nj21p23hLCkmSJEnSVhkKJUntxrXXXktFRQWDBw9m6tSpACxbtozDDz+cyspKqqqqWLx4cZGrlCSp\nfTEUSpLaheXLl3PLLbewePFiampquP/++3nuueeYNGkSF198McuWLePHP/4xkyZNKnapkiS1K52K\nXYAkSdvib3/7G8OGDWOXXXYB4Oijj2b27NlEBOvXrwfgnXfeoU+fPsUsU5KkdseeQklSu1BRUcHC\nhQt58803ef/995k7dy4rV65k6tSpXHjhhey9995MnDiRK664otilSk3W0NDo0047jcrKSiorKxkw\nYACVlZVFrlKtzeNAxdJmPYURcR7wbWAIcGdK6dsFy44Brgf6A38Gvp1Seim/LIApwFn51X8JTE7l\nOm2qJKlBBxxwAN///vc59thj6dKlC5WVlXTs2JEbb7yRa665hpEjRzJr1izGjh3L/Pnzi11upjRn\nJkho3myQ5TjrZOHQ6M6dO3PcccfxT//0T9x9991160yYMIFu3boVsUq1No8DFVNb9hS+BlwG3FrY\nGBHdgdnAD4E9gWrg7oJVxgEnAUOBg4ATgO+0Qb2SpBIzduxYli5dyuOPP84ee+zB/vvvz8yZMxkx\nYgQAo0aNcqIZtTuFQ6M7depUNzS6VkqJWbNmcfrppxexSrU2jwMVU5uFwpTS7JTSfcCb9RaNAJ5O\nKd2TUvoQuAQYGhGD8stHA1enlF5JKb0K/Ixcj6MkKWPWrFkDwMsvv8zs2bP55je/SZ8+fXjssccA\neOSRRxg4cGAxS5SarLGh0bUWLlxIr169PLbLnMeBiqkUrikcDNTUPkkpbQCey7f/3fL8z4OR1KCG\nrkcAmDZtGoMGDWLw4MHOzpgR5XgsjBw5kgMPPJATTjiB66+/nt13351bbrmFCRMmMHToUC666CKm\nT59e7DKlJikcGn3cccfVDY2udeedd9o7lAEeByqmUph9tCvwRr229cCuBcvfqbesa0RE/esKI2Ic\nueGm9O/fv3WqlUpYY9cjrFy5kjlz5lBTU8OOO+5Y19ui8lWux8LChQv/ru3II49k6dKlRahGajlj\nx45l7NixAFx00UX069cPgE2bNjF79myP8YzwOFCxlEIofA/YrV5bN+DdRpZ3A95raKKZlNJ0YDpA\nVVWVE9Eocxqbsr+6uprJkyez4447AtCzZ89ilqk24LEgtS9r1qyhZ8+edUOjFy3KTagzf/58Bg0a\nVBcOVN48DlQspTB89Glyk8gAEBFdgP3y7X+3PP/z00j6O41dj7BixQoWLlzIsGHDOProo1myZEmL\n7K+h4YmXXHIJffv2rZs+e+7cuS2yLzVNWx8Lah5/h0pfW31HDQ2NBrjrrrscMlgCyvE48P8fFWrL\nW1J0yu+vI9AxInYCNgH3AldFxEjgAeBioCal9Ez+pbcDF0RE7VE5AfhFW9UttSeNTdm/adMm3nrr\nLRYtWsSSJUs49dRTef7558nd8aV5GhueCHD++eczceLElnpbaoa2PBbUPP4Olb62/I4aGhoNMGPG\njBbbh5qnHI8D//9RfW3ZU/gD4ANgMnBG/ucfpJTeAEYClwPrgMOAbxS87mbg98BT+cf9+TZJDWho\nyv5+/foxYsQIIoLDDjuMDh06sHbt2u3az9amzlbxtdWxoObxd6j0+R0JyvM4KMf3pO3TlrekuCSl\nFPUel+SXzU8pDUop7ZxS+mJK6cWC16WU0qSU0p75xyRvXC81rqEp+0866SQWLFgAwIoVK9i4cSPd\nu3ffrv1saersadOmcdBBBzFmzBjWrVu3fW9IzdZWx4Kax9+h0leO31FjsxIDXH311USEfyiqpxyP\ng3J8Tx7b26cUJpqR1IJGjhzJm2++yQ477FB3PcKYMWMYM2YMFRUVdO7cmZkzZ273cMHGhieee+65\n/PCHPyQi+OEPf8iECRO49dZbW+jdqSna6lhoCz9fvqjJr7mg4vBWqKTl+DtU+srtO2psyODnPvc5\nVq5cybx585y9vQHldhxA+b0nj+3tVwoTzUhqQQsXLuSvf/0rNTU1HHPMMQB07tyZO+64g+XLl/Pk\nk0/y5S9/uUX21dDwxF69etGxY0c6dOjA2WefzeLFi1tkX2q6tjwW1Dz+DpW+cvqOtjRk8Pzzz+en\nP/1pu/gjUTGU03FQq5zek8f29jMUSmq2hoYnrlq1qm75vffeS0VFRbHKk0qev0Olr5y+o8aGDM6Z\nM4e+ffsydOjQrW8ko8rpOKhVTu/JY3v7OXxUUrM1NDzxu9/9LsuWLSMiGDBgADff7LxQUmP8HSp9\n5fQdNTRk8KOPPuLf/u3fmDdvXrHLK2nldBzUKqf35LG9/aJc52ypqqpK1dXVxS5DktQCyvGawrbQ\nVp9bc/bTlvsq5WOhmO/noosuolevXlx++eXssssuALzyyiv06dOHxYsX07t37xbZT2sot+MAyvM9\nFUt7PrZbWkQsTSlVbW09h49KkiRlRP0hg6NHj2bNmjW8+OKLvPjii/Tr148nn3wyUyfNKg8e29vH\n4aOSJEkZ0dCQQakctNWxfe2113LLLbeQUuLss8/me9/7HhdeeCG///3v6dy5M/vttx+33XZbu/vd\nMhRKZcShJ4K2HconqX1ZuHDhFpe/+OKLbVOI1MLa4thu7NYXw4cP54orrqBTp058//vf54orruDK\nK6/c7v21JYePSpIkSdJWNHbri2OPPZZOnXJ9bYcffjivvPJKkSttOkOhJEmSJG1FY7e+KHTrrbdy\n/PHHF6nC5nP4qCRJkiRtRUO3vujYsWPd8ssvv5xOnTrxrW99q4hVNo+hUFKTee2itH38HSp9fkeq\nVW7HQrm9n7Y2duxYxo4dC+RufdGvXz8AZsyYwf3338/DDz9MRBSzxGYxFEqSJEnSNlizZg09e/as\nu/XFokWLePDBB/npT3/KY489VndfxPbGawrbwLXXXktFRQWDBw9m6tSpALz11lsMHz6cgQMHMnz4\ncNatW1fkKiVJkiRtyciRIznwwAM54YQT6m59cd555/Huu+8yfPhwKisrOeecc4pdZpPZU9jKGpu6\ndvr06RyOkdcbAAAgAElEQVRzzDFMnjyZKVOmMGXKlHY3da0kSWofHDKoctXWx3ZDt7547rnnmr29\nUmFPYStrbOraOXPmMHr0aABGjx7NfffdV+RKJUmSJGWRobCVNTZ17erVq9lrr70A6N27N6tXr97u\nfV1zzTUMHjyYiooKTj/9dD788ENqamo44ogjGDJkCCeccALr16/f7v1IkiRtieckUvtiKGxlhVPX\nHnfccX83dS1ARGz3LEWvvvoqv/jFL6iurmb58uV88skn3HXXXZx11llMmTKFp556ipNPPpmrrrpq\nu/YjSZK0JZ6TSO2PobANjB07lqVLl/L444+zxx57sP/++9OrVy9WrVoFwKpVq+jZs+d272fTpk18\n8MEHbNq0iffff58+ffqwYsUKjjrqKACGDx/Ob3/72+3ejyRJ0pZ4TiK1L4bCNrBmzRqAuqlrv/nN\nb/L1r3+dmTNnAjBz5kxOPPHE7dpH3759mThxIv3792evvfaiW7duHHvssQwePJg5c+YAcM8997By\n5crtezOSJElb4DmJ1P4YCttAQ1PXTp48mYceeoiBAwcyf/58Jk+evF37WLduHXPmzOGFF17gtdde\nY8OGDdxxxx3ceuut3HDDDRx66KG8++67dO7cuYXelaTmauham2XLlnH44YdTWVlJVVUVixcvLnaZ\nktQsnpNI7Y+3pGgDDU1d+5nPfIaHH364xfYxf/58PvvZz9KjRw8ARowYwR//+EfOOOMM5s2bB8CK\nFSt44IEHWmyfkpqu9lqbv/71r+y8886ceuqp3HXXXfzmN7/h4osv5vjjj2fu3LlMmjSJRx99tNjl\nSlKTeU6iclTut3Wxp7BM9O/fn0WLFvH++++TUuLhhx/mgAMOqBu6unnzZi677LJ2eTNNqdw0dK1N\nRNTNxPfOO+/Qp0+fIlcpSc3jOYnU/hgKy8SwYcM45ZRTOOSQQxgyZAibN29m3Lhx3Hnnney///4M\nGjSIPn36cOaZZxa7VCnTGrvWZurUqVx44YXsvffeTJw4kSuuuKLYpWZaQ0N8TzvtNCorK6msrGTA\ngAFUVlYWu0ypJHlOIrU/Dh8tI5deeimXXnrpp9rGjx/P+PHji1SRpPoKr7XZfffdGTVqFHfccQeL\nFy/mmmuuYeTIkcyaNYuxY8cyf/78YpebSY0N8b377rvr1pkwYQLdunUrYpVSafOcRGpf7CmUpDZU\neK3NDjvsUHetzcyZMxkxYgQAo0aNcqKZImtoiG+tlBKzZs3i9NNPL2KFkiS1HEOhJLWhxq616dOn\nD4899hgAjzzyCAMHDixypdnV2BDfWgsXLqRXr15+R5KksuHw0VZU7rMUSWq6wmttOnXqxMEHH8y4\nceM4+OCDGT9+PJs2bWKnnXZi+vTpxS41sxob4nvGGWcAcOedd9pLKEkqK4ZCSWpjDV1rc+SRR7J0\n6dIiVaRCW5pOf9OmTcyePdvvSpJUVhw+KklSgcaG+EIuMA4aNIh+/foVuUpJklqOoVBN1tBU7Zdc\ncgl9+/atm6597ty5xS5Tkpqlsen0Ae666y6HjkpSE3je2D44fLQMtOW1i41N1Q5w/vnnM3HixGZt\nV5JKSUNDfAFmzJjR9sVI7YjzKaiQ543thz2FarItTdUuSZIk1fK8sX0wFKpJtjRV+7Rp0zjooIMY\nM2YM69atK3Klpaeh4RO1rr76aiKCtWvXFrFCSZKkluN5Y/O19XmjoVBNUjhV+2uvvcaGDRu44447\nOPfcc3n++edZtmwZe+21FxMmTCh2qSWldvhEdXU1y5cv55NPPqkbPrFy5UrmzZtH//79i1ylWtvP\nly9q8kOSpPbK88bmKcZ5o6FQTVI4VfsOO+xQN1V7r1696NixIx06dODss89m8eLFxS615DQ2fOL8\n88/npz/9KRFR5AolSZJajueNzdfW542GQjVJY1O1r1q1qm6de++9l4qKiiJWWXoaGz4xZ84c+vbt\ny9ChQ4tdoiRJUovyvLF5inHe6OyjapLCqdo7derEwQcfzLhx4zjrrLNYtmwZEcGAAQO4+eabi11q\nSSkcPrH77rszatQobr/9dq6//nrmzZtX7PIk5TlzoiS1HM8bm6cY542GQjVZQ1O1//rXvy5SNe1D\n4fAJgBEjRnDbbbfxwgsv1P2155VXXuGQQw5h8eLF9O7du5jlSpIktQjPG5uuGOeNhkKpDRQOn9h5\n5515+OGHGTFiBAsWLKhbZ8CAAVRXV9O9e/ciVipJkqRiKsZ5o9cUSm2gcPjEkCFD2Lx5M+PGjSt2\nWZIkSSoxxThvtKdQaiMNDZ8o9OKLL7ZdMZIkSSpZbX3eaE+hJEmSJGWYoVCSJEmSMszho9pmTtUu\nSZKkbeF5Y/tiT6EkSZIkZdg29xRGxIHAmyml1RHRFbgQ2AxclVJ6v7UKlCRJkiS1nqYMH70TOBVY\nDfwM+DzwIXAz8L9bvjSpfDiEQpIkSVvTnHNG2P7zxqaEwgEppWcjIoARwIHAB8AL21WBJEmSJKlo\nmhIKP4yIXcmFwZdTSmsjohOwU+uUJkmSJElqbU2ZaOY3wCPATGBGvu0Q7CmUpEx79tlnqaysrHvs\ntttuTJ06lZqaGo444giGDBnCCSecwPr164tdqiRJasA29xSmlM6PiGOBj1NKC/LNm4HzW6UySVK7\n8PnPf55ly5YB8Mknn9C3b19OPvlkTjnlFH72s59x9NFHc+utt3LVVVfxk5/8pMjVSpKk+pp0S4qU\n0ryCQEhKqTql9EjLlyVJao8efvhh9ttvP/bZZx9WrFjBUUcdBcDw4cP57W9/W+TqJElSQ7Y5FEbE\nZyPiNxHx14h4ufDRmgVKktqPu+66i9NPPx2AwYMHM2fOHADuueceVq5cWczSJElSI5p6TeFmYAK5\nW1AUPiRJGbdx40Z+97vfMWrUKABuvfVWbrjhBg499FDeffddOnfuXOQKJUlSQ5oy++hg4B9SSptb\nqxhJUvv1hz/8gUMOOYRevXoBMGjQIObNmwfAihUreOCBB4pZniRJakRTQuHjwMHA0laqRarz7LPP\nctppp9U9f/755/nxj3/Mn/70J5599lkA3n77bXbfffe6CS4kFdedd95ZN3QUYM2aNfTs2ZPNmzdz\n2WWXcc455xSxOkmS1JimhMIXgQcj4l7g9cIFKaUfbW8hETEAuAE4AvgI+HfgeymlTRFxDHA90B/4\nM/DtlNJL27tPla7GZjP83ve+V7fOhAkT6NatW7FKlFRgw4YNPPTQQ9x88811bXfeeSfXX389ACNG\njODMM88sVnmSJGkLmhIKuwD3AzsAe7dCLTcAbwB7AbsDDwH/EhG/AWYDZwG/B34C3A0c3go1qAQV\nzmZYK6XErFmzeOQRJ7+VSkGXLl148803P9U2fvx4xo8fX6SKJEnStmrKfQpb+0+8nwWuSyl9CLwe\nEQ+Su45xBPB0SukegIi4BFgbEYNSSs+0ck0qAYWzGdZauHAhvXr1YuDAgUWqSpIkSSoPW5x9ND+k\ns/bnfRt7tFAtU4HTImKXiOgLHA/UBsOa2pVSShuA5/LtKnP1ZzOsVf/aJUmSJEnNs7WewqeAXfM/\nP9fIOgno2AK1PA6MA9bntzcTuA/4J3LDSgutL6irTkSMy2+D/v37t0BJKrb6sxkCbNq0idmzZ7N0\nqXMeSZIkSdtriz2FKaVdI+LUiOidUurQyGO7A2FEdCDXKzib3LWL3YE9gCuB94Dd6r2kG/BuA/VO\nTylVpZSqevTosb1lqQQ01CM4f/58Bg0aRL9+/YpUlSRJklQ+tuXm9ZcBr0bEioj4ZUScEREt3Q23\nJ7mZRa9LKX2UUnoTuA34GvA0MLR2xYjoAuyXb1cZq53NcMSIEZ9qb+gaw+Z69tlnqaysrHvstttu\nTJ06lUsuuYS+ffvWtc+dO7dF9idJkiSVmq1ONJNS2j8iegNfAI4CJgIzIuJVckM+H0sp/XJ7ikgp\nrY2IF4BzIuJqoCswGvi/wL3AVRExEngAuBiocZKZ8tfQbIYAM2bMaLF9NHbri9tuu43zzz+fiRMn\ntti+pHL08+WLmvyaCyqcPFqSpFKyLT2FpJReTyndk1L6bkqpEuhB7r6Bw4Gbt/zqbTaC3OQyb5C7\nfvFj4PyU0hvASOByYB1wGPCNFtqnVKehW19IkiRJ5W6bbkkREQFUkuspPAr4X8BrwCxgYUsUklJa\nBnyxkWXzgUEtsR+pMfWHpU6bNo3bb7+dqqoqrr76avbYY48iVidJkiS1jq32FEbEA8CrwM/JTQAz\nHdg/pXRoSulfa+8fKLVn9W99ce655/L888+zbNky9tprLyZMmFDkCiVJkqTWsS3DR/cHPgJeAP4b\neC6l9Hczf0rtWf1bX/Tq1YuOHTvSoUMHzj77bBYvXlzkCiVJkqTWsdVQmFIaCBwB/AE4FPhtRLwS\nEXdHxHkRUdnaRUqtrf6tL1atWlX387333ktFRUUxypIkSZJa3TZdU5hSeh24J/8gIvYAzgZ+QG7S\nmZa4eb1UFLW3vrj55v+ZM2nSpEksW7aMiGDAgAGfWiZJkiSVk+ZONHMksDtQDdzaatUpk9p6ivuG\nbn3x61//utnbkyRJktqTrYbCiJhLbvhoZ+DPwGPAdcCfUkoftm55kiRJkqTWtC09hY8DlwFLUkof\nt3I9kiRJkqQ2tNVQmFKa0haFSJIkSZLa3rbckkKSJEmSVKYMhZIkSZKUYYZCSZIkScqwbbolhVSO\n2vrWF5IkSVIpsqdQkiRJkjLMUChJkiRJGWYolCRJkqQMMxRKkiRJUoYZCiVJkiQpwwyFkiRJkpRh\nhkJJkiRJyjBDoSRJkiRlmKFQUsl7++23OeWUUxg0aBAHHHAAf/rTn1i2bBmHH344lZWVVFVVsXjx\n4mKXKUmS1C51KnYBkrQ148eP57jjjuPf//3f2bhxI++//z6nnnoqF198Mccffzxz585l0qRJPPro\no8UuVZIkqd0xFEoqae+88w6PP/44M2bMAKBz58507tyZiGD9+vV16/Tp06eIVUqSJLVfhkJJJe2F\nF16gR48enHnmmdTU1HDooYdy7bXXMnXqVL761a8yceJENm/ezB//+MdilypJktQueU2hpJK2adMm\nnnzySc4991z+8pe/0KVLF6ZMmcKNN97INddcw8qVK7nmmmsYO3ZssUuVJElqlwyFkkpav3796Nev\nH8OGDQPglFNO4cknn2TmzJmMGDECgFGjRjnRjCRJUjNlOhQ2NKMhwLRp0xg0aBCDBw9m0qRJRa5S\nyrbevXuz99578+yzzwLw8MMPc+CBB9KnTx8ee+wxAB555BEGDhxYzDIlSZLarUxfU9jQjIYLFixg\nzpw51NTUsOOOO7JmzZpilyll3rRp0/jWt77Fxo0b2Xfffbnttts48cQTGT9+PJs2bWKnnXZi+vTp\nxS5TkiSpXcpsKGxsRsMbb7yRyZMns+OOOwLQs2fPIlYpCaCyspLq6upPtR155JEsXbq0SBVJkiSV\nj8wOHy2c0fDggw/mrLPOYsOGDaxYsYKFCxcybNgwjj76aJYsWVLsUiVJkiSp1WQ2FDY2o+GmTZt4\n6623WLRoEVdddRWnnnoqKaVilytJkiRJrSKzobCxGQ379evHiBEjiAgOO+wwOnTowNq1a4tcrSRJ\nkiS1jsyGwsZmNDzppJNYsGABACtWrGDjxo107969mKVKkiRJUqvJ7EQz0PCMhl26dGHMmDFUVFTQ\nuXNnZs6cSUQUu1RJkiRJahWZDoUNzWgIcMcddxShGkn1/Xz5oia/5oKKw1uhEkmSpPKV2eGjkiRJ\nkiRDoSRJkiRlmqFQkiRJkjLMUChJkiRJGWYolCRJkqQMMxRKkiRJUoZl8pYUTnMvSZIkSTn2FEqS\nJElShhkKJUmSJCnDDIWSJEmSlGGGQkmSJEnKMEOhJEmSJGWYoVCSJEmSMsxQKEmSJEkZZiiUJEmS\npAwzFEqSJElShhkKJUmSJCnDDIWSJEmSlGGGQkmSJEnKMEOhJEmSJGWYoVCSJEmSMsxQKEmSJEkZ\nVlKhMCK+ERF/i4gNEfHfEfGFfPsxEfFMRLwfEQsiYp9i1ypJkiRJ5aBkQmFEDAeuBM4EdgWOAp6P\niO7AbOCHwJ5ANXB3seqUJEmSpHLSqdgFFLgU+HFKaVH++asAETEOeDqldE/++SXA2ogYlFJ6piiV\nSpIkSVKZKImewojoCFQBPSLiuYh4JSKui4idgcFATe26KaUNwHP5dklqMQMGDGDIkCFUVlZSVVVV\n1z5t2jQGDRrE4MGDmTRpUhErlCRJanml0lPYC9gBOAX4AvAxMAf4AdAVeKPe+uvJDTH9lHyv4jiA\n/v37t2K5ksrVggUL6N69+6eez5kzh5qaGnbccUfWrFlTxOokSZJaXkn0FAIf5P+dllJalVJaC/wc\n+BrwHrBbvfW7Ae/W30hKaXpKqSqlVNWjR49WLVhSNtx4441MnjyZHXfcEYCePXsWuSJJkqSWVRKh\nMKW0DngFSIXN+X+fBobWNkZEF2C/fLsktZiI4Ctf+QqHHnoo06dPB2DFihUsXLiQYcOGcfTRR7Nk\nyZIiVylJktSySmX4KMBtwHcj4kFyw0fPB+4H7gWuioiRwAPAxUCNk8xIamlPPPEEffv2Zc2aNQwf\nPpxBgwaxadMm3nrrLRYtWsSSJUs49dRTef7554mIYpcrSZLUIkqipzDvJ8ASYAXwN+AvwOUppTeA\nkcDlwDrgMOAbxSpSUvnq27cvkBsievLJJ7N48WL69evHiBEjiAgOO+wwOnTowNq1a4tcqSRJUssp\nmVCYUvo4pfQvKaXdU0q9U0r/mlL6ML9sfkppUEpp55TSF1NKLxa5XEllZsOGDbz77rt1P8+bN4+K\nigpOOukkFixYAOSGkm7cuPFTE9FIkiS1d6U0fFSSimb16tWcfPLJAGzatIlvfvObHHfccWzcuJEx\nY8ZQUVFB586dmTlzpkNHJUlSWTEUShKw7777UlNT83ftnTt35o477ihCRZIkSW2jZIaPSpIkSZLa\nnqFQkiRJkjLMUChJkiRJGWYolCRJkqQMMxRKkiRJUoY5+6ikzPv58kVNfs0FFYe3QiWSJEltz55C\nSZIkScowQ6EkSZIkZZihUJIkSZIyzFAoSZIkSRlmKJQkSZKkDDMUSpIkSVKGGQolSZIkKcMMhZIk\nSZKUYYZCSZIkScowQ6EkSZIkZZihUJIkSZIyzFAoSZIkSRlmKJQkSZKkDDMUSpIkSVKGGQolSZIk\nKcMMhZIkSZKUYYZCSZIkScowQ6EkSZIkZZihUJIkSZIyzFAoSZIkSRlmKJQkSZKkDDMUSpIkSVKG\nGQolSZIkKcMMhZIkSZKUYYZCSZIkScowQ6EkSZIkZZihUJIkSZIyzFAoSZIkSRlmKJQkSZKkDDMU\nSpIkSVKGGQolSZIkKcMMhZIkSZKUYYZCSZIkScowQ6EkSZIkZZihUJIkSZIyzFAoSZIkSRlmKJQk\nSZKkDDMUSpIkSVKGGQolSZIkKcMMhZIkSZKUYYZCSZIkScowQ6EkSZIkZZihUJIkSZIyzFAoSZIk\nSRlmKJQkSZKkDDMUSpIkSVKGGQolSZIkKcMMhZIkSZKUYYZCSZIkScowQ6EkSZIkZVhJhcKIGBgR\nH0bEHQVtx0TEMxHxfkQsiIh9ilmjJEmSJJWTkgqFwPXAktonEdEdmA38ENgTqAbuLk5pkiRJklR+\nSiYURsQ3gLeBhwuaRwBPp5TuSSl9CFwCDI2IQUUoUZIkSZLKTkmEwojYDfgxcEG9RYOBmtonKaUN\nwHP59oa2My4iqiOi+o033mitciVJkiSpbJREKAR+AvwqpfRKvfauwDv12tYDuza0kZTS9JRSVUqp\nqkePHq1QpiRJkiSVl07FLiAiKoGvAAc3sPg9YLd6bd2Ad1u7LkmSJEnKgqKHQuCLwADg5YiAXO9g\nx4g4ELgJGF27YkR0AfYDnm7zKiVJkiSpDJXC8NHp5IJeZf5xE/AA8FXgXqAiIkZGxE7AxUBNSumZ\nYhUrSZIkSeWk6D2FKaX3gfdrn0fEe8CHKaU38s9HAtcBdwB/Br5RjDolSZIkqRwVPRT+/+3dfZBd\ndXnA8e9DNgQSQpR3kYCKGBAUVKoVwddRoQqjUF94UYZR0anaqq2100FhUEfFcbTTqUUtgrz4UgVU\n1MHhXQW1UgQxgIggQRCaQEJeCFXJ0z/OWXt32Q2wOffcs+f3/cycce+e5HzvcTc/9tl777mTZeZJ\nk25fDPgWFJIkSZI0BF14+qgkSZIkaUQcCiVJkiSpYA6FkiRJklQwh0JJkiRJKphDoSRJkiQVzKFQ\nkiRJkgrmUChJkiRJBXMolCRJkqSCORRKkiRJUsEcCiVJkiSpYA6FkiRJklQwh0JJkiRJKphDoSRJ\nkiQVzKFQkiRJkgrmUChJkiRJBXMolCRJkqSCORRKkiRJUsEcCiVJkiSpYA6FkiRJklQwh0JJkiRJ\nKphDoSRJkiQVzKFQkiRJkgrmUChJkiRJBXMolCRJkqSCORRKkiRJUsEcCiVJkiSpYA6FkiRJklQw\nh0JJkiRJKphDoSRJkiQVzKFQkiRJkgrmUChJkiRJBXMolCRJkqSCORRKkiRJUsEcCiVJkiSpYA6F\nkiRJklQwh0JJkiRJKphDoSRJkiQVzKFQkiRJkgrmUChJkiRJBXMolCRJkqSCORRKkiRJUsEcCiVJ\nkiSpYA6FkiRJklQwh0JJkiRJKphDoSRJkiQVzKFQkiRJkgrmUChJkiRJBXMolCRJkqSCORRKkiRJ\nUsEcCiVJkiSpYA6FkiRJklQwh0JJkiRJKphDoSRJkiQVzKFQkiRJkgrmUChJkiRJBXMolCRJkqSC\nORRKkiRJUsE6MRRGxLyIOC0ibo+INRFxbUQcMrD/ZRFxU0Q8EBGXRcRuo7y/kiRJktQXnRgKgTHg\nDuBFwCLgBOA/I+JJEbEdcB7wQWAb4Grga6O6o5IkSZLUJ2OjvgMAmbkOOGngU9+JiNuA5wDbAksz\n8+sAEXESsCIi9szMm9q+r5IkSZLUJ115pHCCiNgReBqwFNgbuG58Xz1A3lJ/fvLfOz4iro6Iq5cv\nX97W3ZUkSZKkWatzQ2FEzAXOAb5UPxK4FXD/pD+2Glg4+e9m5uczc//M3H/77bcf/p2VJEmSpFmu\nU0NhRGwGnAX8AXhX/em1wNaT/ugiYE2Ld02SJEmSeqkzQ2FEBHAasCNwRGb+sd61FNh34M8tAHav\nPy9JkiRJ2gSdGQqBfwf2Ag7NzPUDnz8f2CcijoiILYATgeu8yIwkSZIkbbpODIX1+w6+HdgPuDsi\n1tbb0Zm5HDgC+CiwEngu8MbR3VtJkiRJ6o+uvCXF7UBsZP/FwJ7t3SNJkiRJKkMnHimUJEmSJI2G\nQ6EkSZIkFcyhUJIkSZIK5lAoSZIkSQVzKJQkSZKkgjkUSpIkSVLBHAolSZIkqWAOhZIkSZJUMIdC\nSZIkSSqYQ6EkSZIkFcyhUJIkSZIK5lAoSZIkSQVzKJQkSZKkgjkUSpIkSVLBHAolSZIkqWAOhZIk\nSZJUMIdCSZIkSSqYQ6EkSZIkFcyhUJIkSZIK5lAoSZIkSQVzKJQkSZKkgjkUSpIkSVLBHAolSZIk\nqWAOhZIkSZJUMIdCSZIkSSqYQ6EkSZIkFcyhUJIkSZIK5lAoSZIkSQVzKJQkSZKkgjkUSpIkSVLB\nHAolSZIkqWAOhZIkSZJUMIdCSZIkSSqYQ6EkSZIkFcyhUJIkSZIK5lAoSZIkSQVzKJQkSZKkgjkU\nSpIkSVLBHAolSZIkqWAOhZIkSZJUMIdCSZIkSSqYQ6EkSZIkFcyhUJIkSZIK5lAoSZIkSQVzKJQk\nSZKkgjkUSpIkSVLBHAolSZIkqWAOhZIkSZJUMIdCSZIkSSqYQ6EkSZIkFcyhUJIkSZIK5lAoSZIk\nSQVzKJQkSZKkgjkUSpIkSVLBHAolSZIkqWAOhZIkSZJUMIdCSZIkSSrYrBgKI2KbiDg/ItZFxO0R\ncdSo75MkSZIk9cHYqO/Ao/RvwB+AHYH9gO9GxHWZuXS0d0uSJEmSZrfOP1IYEQuAI4APZubazPwR\n8C3gTaO9Z5IkSZI0+0Vmjvo+bFREPAu4MjPnD3zu74EXZ+ahk/7s8cDx9c0lwK8eY247YMUm3N1S\nO2227Nhpu2XHTpudNlt27LTdsmOn7ZYd2C0zt3+kPzQbnj66FbB60udWAwsn/8HM/Dzw+ZmGIuLq\nzNx/pn+/1E6bLTt22m7ZsdNmp82WHTttt+zYabtl59Hr/NNHgbXA1pM+twhYM4L7IkmSJEm9MhuG\nwpuBsYjYY+Bz+wJeZEaSJEmSNlHnh8LMXAecB5wcEQsi4kDgMOCsIeRm/NTTwjtttuzYabtlx06b\nnTZbduy03bJjp+2WnUep8xeagep9CoEvAi8H7gX+KTO/PNp7JUmSJEmz36wYCiVJkiRJw9H5p49K\nkiRJkobHoVCSJEmSCuZQKEmSJEkFmw1vXi9JUqsiYlvgCGBvYCHVe+MuBc7NzHtb6G8GHJOZZzZ0\nvPnAEuCWzFwzad8LMvPKhjo7Aosz8+r69quB3YErMvPaJhobaZ8PHJeZq4bY2Bo4CAjgysxc2dBx\nnwqsGL/vEfEW4K/q3Rdk5hkNdd4LfCMz72jieI/QejXVv5+LMvOaiHgH1TldB3w0Mx9sqLMIOBzY\nB5gP/A74r8y8qInjD3RGuibU98F14bG3h7ouzPY1YULTC81UZvsXtY8Lfd0qYrF3oZ9R2x8AH7nT\nu3WhjTUhIl4GfAP4BdX9Xw0sonqP3H2AIzLzsqZ609yHecADmTmngWM9F/gusDkwFzgpM08Z2L86\nM7duoHMYcDbVL5wvAy4CXlnfPgh4fWZ+u4HOydPseg/wBWBdZn5oUzt168LMPLj++JnA94FVQALb\nAgdn5s8b6CwFXp2Zt0XEScCRwOfqzvHA2Zn50QY6G4CHgB8AZ1D9N+6BTT3uFJ0TgL8BfgT8JXAa\ncI5vbHYAAA1sSURBVDDwVeANwC8y8x0NdF4AXAAsp1qnd6f6vtsLWAa8NjNXNNAZ+ZpQ3w/Xhek7\nrawLfVsTJjRLHQr79kXt20Jft4pZ7F3oN9rxB8CZd3q1LrS4JtwAnJCZ502x73CqIXevBjob+76d\nC/xzQ2vCD4EzM/MLEbEfcCZw1fjXJCLWZObCBjo/B95e3/wJcEhmfr/edwzw7sx8XgOdDfXxb6L6\nPhj3BuDbwPrMPG5TO3Xrz+tlRFwIXJ6ZH69vvx94RWa+vIHO2szcqv74N8BLM/P2+vYuVL+U2q2B\nzhrgGcCxwJuAHYBzgTMy84pNPf5AZxnw4sy8NSKWADdQ/QLxrojYCbgmM3duoHMt8MnMPKe+fSzw\nCuDNwKeAHTPzyAY6rawJ9fFcF2bWaWVd6NuaMEFmFrkBqwc+vpDqvQ/Hb7+f6rfdTXTWDnz8G2C3\ngdu7ALc31FkDPAk4EbiFarA5HXhRw/+/LQOeUn+8hOoHzp3r2zsBdzXYuhY4euD2scA5wBzgM8BX\nGurcABw+zb7DgRsb6nxoI9uHgYca6vwQeFv98X5Uw+6pg98rDXV+Djy33jYArxzYdwzw04Y6G4Cr\nqN6r9PSB7QGqoeP0Br/nXBdm1mllXWhxTVgHzJtm3/gvcJro/BE4Hzhriu2cBteEldS/BK5vbw1c\nTvVD4GYNrgmrBj5eD8wZuD0G3NdQ50X1+vNxYP7A538P7NBEY+CYg2vCPcAWk74XljfUuRVYUn+8\nDFg4sG+rwfvR1PnUtw+i+uXaqvo+nDSE74Wx+nt9s/p2ACubOp9J39tjVM/CGP8+b6rTyppQH891\nYWadVtaFvq0JE5pNH3C2bH37ovZtoR8/pz4t9i70M+74A2AD51PfntXrQotrwqXAJ4EFkz6/ADgF\nuKyhzi8Y+GXKpH1bABsa6tw5+d9KffwLgfMY+CXFJnb+B5hbf3zBFL37m+gMfO0/QPWowF/XnxvG\nmvAA8BLgpfXx5w3sm9vgevp3VL/0eAnwt1SPiB9Yb9+muV94TLm21F+fo4ALG+r8ADgZ2BP4GPBr\n6l/oAG+kesp3E52fMvBLXeD148euv0dWNdRpZU2oj+m6MPPW0NeFvq0JE5pNH3C2bH37ovZtoa+P\n16vF3oV+k1r+ADizTq/WhRbXhN2oHp1eT/Xa4quAX9bfH1cBuzbUORl40zT7xmjoUXDgy8B7pvj8\n5vX3XlO/kLoUeMY0+w4GftJEZ4qv1TeBS6h+2dH0mvBb4LaB7fkD+w4Armuw9VaqXxJtGNgepHrq\n98KGGo2sYY+is2/9b2ct8BHg+cD9wL3AfVRPLW2icwCwov73+cv6+AfV+/YDvtzg99nQ14S65brQ\nzNdrKOtC39aECb2mDzhbtr59Ufu20A98HXqz2LvQN/a18gfAR9/o1brQ1pow0Hsa8Bqqp0O/Btij\njf8/h/D12R548jT7xoAXtnAflgB7DvH4hwKfZtIv94Z8TouBpzd8zAB2rf8N7Qds2fR9buv/nyna\njwee09T6Num4r6q3bYZ8Dnv0YU2oz8V1ofnesNaExcNaEwa3Yi80szERsZhq0bqhwWMG1WuFdqEa\nPn6VmesbPP7ibOEKg9O0Hw88Bbg5J13psqFjH1Df/HFm3tfk8Se1ngY8nerpe2uBpZn562H1hiUi\ntge2yszbptg3BhyQmT8Y8n1YQvU0v5uGdPxDqR7NOyEz1w2jMUXTdeGxtYeyLrS5JkiSVArfvH6S\niNgmM+9o8gc/gKzckZk/zupS/Vs2fPwpf/CLiG2a7EzTXgnc1vRAOH7szPxuvd0HwzunzLw5M7+Z\nmWfX/zvrBkKAzFw+1UBY7/vTsAfCuvOrYQ2E9fEvyMz3tjUQ1s2hrwtNDoT18UcyENbtlZn5302v\nC1OtCcMQEcdHxFURcX9EPFT/71UR8TY75XTabPW08+O+nM9G+nMj4tI+tewU2hnWQ5Bd34CdqS7D\nfCPVZYsfR3Up2w3AHcD+DXWe0GLnG305nza/RnXrWOAKqqejrad6TdQ5wF4Nf99N12n06RN2ut+y\n090O1UWNlgLHAc8Gnkr1tLe31J//mJ3+d/p4Tnaa36guQtbIyzK60rJTZqfYp49GxLeoXpP0NeBo\nqgsknA/8K/BOqvcje6Gd0XTabEXEiVTv13Qa1aPnx1G9Lm8O8DbgqMy82E6/O2227HS+sxx4Zmb+\nfop9T6R6bel2dvrdabNlp/OdWzeyezOq12pu8nsHttmyY+dhhj3NdnWjuljB5vXH84E/8P9XUpxL\nc5fTt9PxFnA3E98n7qnA9fXHh1C9ya6dnnf6eE52ZtxZATxhmn07A/fa6X+nj+dkZ8adVVQXB3vZ\nFNshNPioTVstO3Ymb2OU609U72u1AlhEdaWl+VRXzNuS6n227Iyu02YrqH7YHHc3MP6bxe8DX7dT\nRKfNlp1ud04DLo2ITwHXUa05W1NdZfV9VO/1aKf/nTZbdrrduQZYn5mXTN4REfOo1qamtNWyY2fi\ncetptDgRcSrwPKofJA6keo3aPOB04M3A/2bmMXZG02mzFRFnUA2Zp1D9I/vA+LGjuqjN9Zn5RDv9\n7rTZstPtTt16O9U6szcDVyQGzszMzzXRsNP9TpstO93tRMSLgXWZ+bMp9gXV2zdcMZtaduw8TNMP\nPc6Wjeo92/4R+CzVi5K3Bs4Grge+SEPvdWOn+y2qRyFPB5bX21nA4+t9TwFeZ6f/nT6ekx03Nzc3\nNze3R7MV+0ihJEkbE9V7l+4NLATWAL/MIbxVjZ1ud9ps2Zl1naWZeXPTnTZbduz8uVX6UBgRTwb2\noXqt2u+oFpL77XSj02bLjp22W3a62YmIXamuerwvcAuwmupRyt2Ba4E3ZuYyO/3utNmyY6ftlh07\nDzPqhypHtVG9397lVO95t4HqoiYrqabwD1MPzHZG0+njOdnpdqeP52Rnxp1LqF63OH/S5xfUn7/U\nTv87fTwnO93u9PGc7HS7M+HYTR9wtmzA96heq/YE4InA56guWrAHcBnwETuj6/TxnOx0u9PHc7Iz\n485a6rfDmWLfPKoX/9vpeaeP52Sn250+npOdbncmHLfpA86Wjeph2LGB21sCv68/3hW4y87oOn08\nJzvd7vTxnOzMuHMjcPg0+14L3Gin/50+npOdbnf6eE52ut0Z3Ep+n8J7qN74+Kb69u5UT0EiM5dF\nxEI7I+202bJjp+2WnW533gWcGxHvY+J7n+1H9YL/I+wU0WmzZcdO2y07diYoeSj8BHBFRIy/2fHr\ngJMAImJv4FY7I+202bJjp+2WnQ53MvOSiNgdOJzqP747UD2V50vA+Zm5wk7/O2227Nhpu2XHzmRF\nX300qjeGfFV988LMvKT+/Dxgi2zoanZ2ut+yY6ftlp3Od3alen/Uh13+OyKOzMyv2Ol/p82WHTtt\nt+zYmWCmzzvt8wbMAT5kp5udPp6TnW53+nhOdjZ6rIOpXr94HfAA1cVt5gzsX22n/50+npOdbnf6\neE52ut2Z0Gz6gH3YqK7q85Cdbnb6eE52ut3p4znZ2eixrgFeVX+8I3AR8B3qK8EBa+z0v9PHc7LT\n7U4fz8lOtzuDW7FPH42IL25k9xhwdGbOsTOaTpstO3babtnpfOf+zFw0cHsMOBvYDjgMuCczN/mi\nNna63WmzZcdO2y07dibbrMmDzTJHAeuBO6fYfmdn5J02W3bstN2y0+3OyohYPH4jM/8EHAksAy6m\neqqqnf532mzZsdN2y46diZp+6HG2bMDPgMOm2bcFsMHO6Dp9PCc73e708ZzszLjzH0zz+kTgVDtl\ndPp4Tna63enjOdnpdmfCcZs+4GzZgHcCr5lm3xzgRDuj6/TxnOx0u9PHc7Iz487mwPyN7N/VTv87\nfTwnO93u9PGc7HS7M7gV+5pCSZIkSVLZrymUJEmSpOI5FEqSJElSwRwKJUmSJKlgDoWSJE0hItYO\nbBsiYv3A7aNHff8kSWqKF5qRJOkRRMRvgbdm5sWjvi+SJDXNRwolSZqBiJgTER+MiFsjYkVEnBMR\nj6v3jUXEuRFxT0SsiojLImLJwN/9akT8S0RcFBHrIuLyiNghIj5b//mlEfGM0Z2dJKkkDoWSJM3M\nPwCvAA4EdgH+CHx6YP+3gN2BnYCbgC9N+vtvqI+xHTAG/AS4AtgW+B5wyhDvuyRJf+bTRyVJegRT\nPX00Im4DjsnMK+vbTwaWAgty0n9cI2In4C6qNyN+MCK+CizPzHfX+98PHJWZz6pv/wVwQWbuNPyz\nkySVbmzUd0CSpNkmIgJYDHwvIgYHwM2AbSNiFfAJ4LVUjwRuAILqUcA76z97z8DfWz/F7a2Gc+8l\nSZrIp49KkvQY1Y8E3gm8NDMfN7BtkZkrgOOAlwMvARYBe9Z/NUZzjyVJmp5DoSRJM3Mq8PGIWAxQ\nXyjm0HrfQuBB4F5gAfCR0dxFSZIemUOhJEkzcwpwMXBpRKwBrgKeXe87DVgO3A1cD/xoJPdQkqRH\nwQvNSJIkSVLBfKRQkiRJkgrmUChJkiRJBXMolCRJkqSCORRKkiRJUsEcCiVJkiSpYA6FkiRJklQw\nh0JJkiRJKphDoSRJkiQVzKFQkiRJkgr2f/cDgkZO7j7BAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x146d8a3d2b0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Extract only the columns we need\n",
+    "df = df_raw.filter(items=['year', 'W'])\n",
+    "df_sort = df.sort_values(by=['year'])\n",
+    "\n",
+    "# Color Scale\n",
+    "#color_list = plt.cm.Set3(np.linspace(0,0,1))\n",
+    "color_list = plt.cm.Set3([0])\n",
+    "\n",
+    "# Plot a bar chart, and label the axes\n",
+    "ax = df_sort['W'].plot(kind='bar', title =\"MLB Top Spending Team Wins by Year\", color=color_list, figsize=(15, 10), fontsize=12)\n",
+    "\n",
+    "\n",
+    "ax.set_xlabel(\"Team\", fontsize=12)\n",
+    "ax.set_ylabel(\"Wins\", fontsize=12)\n",
+    "ax.set_ylim(0,162)\n",
+    "for p in ax.patches: \n",
+    "    ax.annotate(int(p.get_height()), (p.get_x()+p.get_width()/2, p.get_height()), ha='center', va='center', xytext=(0, 10), textcoords='offset points')\n",
+    "\n",
+    "\n",
+    "plt.show()\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 447,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Top Spending Teams that recorded more than 90 wins\n",
+    "\n",
+    "better90 = (df_raw[(df_raw.W >= 90)])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 448,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "18\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Number of times Top Spending Team exceeded 90 wins (since 1984)\n",
+    "# Ans: 18\n",
+    "\n",
+    "print (better90.shape[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 449,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "56.25\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Percentage of times Top Spending Team exceeded 90 wins (since 1984)\n",
+    "# Ans: 56.25\n",
+    "\n",
+    "print ((better90.shape[0]/df_raw.shape[0]*100))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Bar Chart Showing Spending Rank of World Series Winning Teams after 1984\n",
+    "\n",
+    "We can visualize the Spending Rank of the Word Series Winning teams, after 1984, by looking at their spending ranks (1-Highest Spend, 32 - Lowest spend). The Data shows us that \n",
+    "\n",
+    "a) The Top spending team has won the World Series 5 times or 15.6% of the time. \n",
+    "\n",
+    "b) Teams that are in the group of Top 5 spenders in a year, have won the World Series 14 times or 45% of the time   \n",
+    "\n",
+    "c) Teams that are in the group of Top 10 spenders in a year, have won the World Series 21 times or 68% of the time \n",
+    "\n",
+    "d) Teams that are in the group of Bottom 10 spenders in a year, have won the World Series 2 times or 6.5% of the time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 450,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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PiC0jYveGxwdGxEcjoqO1pUmSJEmSqtBjj19EvBs4HxgWEQuAK4D9y+f9a0S8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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x146d892bb70>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Extract only the columns we need\n",
+    "\n",
+    "df_ws_sort = df_ws.sort_values(by=['year'])\n",
+    "\n",
+    "# Color Scale\n",
+    "color_list = plt.cm.Set3([2])\n",
+    "\n",
+    "# Plot a bar chart, and label the axes\n",
+    "ax = df_ws_sort['yearRank'].plot(kind='bar', title =\"MLB World Series Winning Team Spending Rank\", color=color_list, figsize=(15, 10), fontsize=12)\n",
+    "ax.set_ylabel(\"Spending Rank (1-Highest, 32-Lowest)\", fontsize=12)\n",
+    "ax.set_xlabel(\"Year\", fontsize=12)\n",
+    "ax.set_ylim(0,32)\n",
+    "for p in ax.patches: \n",
+    "    ax.annotate(int(p.get_height()), (p.get_x()+p.get_width()/2, p.get_height()), ha='center', va='center', xytext=(0, 10), textcoords='offset points')\n",
+    "\n",
+    "\n",
+    "plt.show()\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Bar Chart showing the Average Number of Wins for each Team, based on Spending Rank (After 1984)\n",
+    "\n",
+    "We can visualize the Average number of Wins, for the all Teams, after the Year 1984, based on their spending rank. This can be used to show if Higher spending teams, do indeed perform better than lower spending teams. \n",
+    "\n",
+    "From the graph we can see that the Top Spending teams to indeed perform better than the Lower Spending teams. However the separtion is not very large. Teams that rank 2 through 6 in spending, perform roughly the same (Approximately 85 wins on average). Teams that rank 9 through 16 perform roughly the same (Approximatley 80 wins on average)  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 451,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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O9rzGbyjww5TS+pTSM8AdwIh2PL86kXHjxjFp0iTGjBnDqFGj2LRpE9OmTat2\nWJIkSVKn1J4Vv0uA4yLiHmAv4APAeSXr/xwRiawSeHZK6fnmB4iIacA0wFb+XcCMGTOYMWPGVtc/\n8cQT7ReMJEmS1Im1Z8XvXmAk8ArwJFAP/AR4HngbMBg4HNgTuKGlA6SUrkopjU0pjW269kuSJEmS\ntG3tkvhFRDeyoZ03A72Avcmqft9IKb2WUqpPKTWmlJ4FPgfURsSe7RGbJEmSJBVde1X83gzUAJel\nlN5IKb0AXAt8sIVtUzvHJkmSJEmF1i7JVX693grg1IjoHhF9gROAhyNiXEQMi4huEfEWYDZwT0rp\n5faITZIkSZKKrj2rahPJGro8BzwG/BU4E3gr2TDQV4GlZHP8TW3HuCRJkiSp0Nqtq2dKqQE4qoVV\n8/KbJEmSJKkNtOd0DlJZrn3gL63a78S3OcWHJEmS1BIbqEiSJElSwZn4SZIkSVLBmfh1YrNmzWLE\niBGMHDmSqVOnsn79es477zwOOeQQRo8eTW1tLU8//XS1w5QkSZJUZSZ+ndRTTz3F7Nmzqa+vZ+nS\npWzcuJG6ujrOPvtsHn74YRoaGvjwhz/M+eefX+1QJUmSJFWZiV8n1tjYyOuvv05jYyPr1q1j4MCB\n9O7de/P6tWvXEhFVjFCSJElSR2BXz05q0KBBTJ8+nZqaGnr27EltbS21tbUA/Nd//RfXXXcdffr0\nYdGiRVWOVJIkSVK1WfHrpNasWcP8+fNZsWIFTz/9NGvXrmXu3LkAfO1rX2PlypUcf/zxXHbZZVWO\nVJIkSVK1mfh1UnfddRdDhw6lX79+9OjRg4kTJ7J48eIttjn++OP58Y9/XKUIJUmSJHUUJn6dVE1N\nDUuWLGHdunWklFi4cCEHH3wwjz766OZt5s+fz/Dhw6sYpSRJkqSOwGv8Oqlx48YxadIkxowZQ/fu\n3TnssMOYNm0an/zkJ1m2bBndunVj8ODBfPe73612qJIkSZKqzMSvE5sxYwYzZszYYplDOyVJkiQ1\n51BPSZIkSSo4Ez9JkiRJKjgTP0mSJEkqOBM/SZIkSSo4Ez9JkiRJKjgTP0mSJEkqOKdz6IQ+d8sf\nWrXfZRMOrnAkkiRJkjoDK36SJEmSVHAmfpIkSZJUcCZ+kiRJklRwJn6SJEmSVHAmfpIkSZJUcCZ+\nktQKs2bNYsSIEYwcOZKpU6eyfv16zj77bIYPH84hhxzChAkTeOmll6odpiRJEmDiJ0k77KmnnmL2\n7NnU19deYy5eAAAgAElEQVSzdOlSNm7cSF1dHePHj2fp0qU8/PDDHHTQQVxwwQXVDlWSJAkw8ZOk\nVmlsbOT111+nsbGRdevWMXDgQGpra+nePZse9R3veAdPPvlklaOUJEnKmPhJ0g4aNGgQ06dPp6am\nhgEDBtCnTx9qa2u32Oaaa67hAx/4QJUilCRJ2pKJnyTtoDVr1jB//nxWrFjB008/zdq1a5k7d+7m\n9V/72tfo3r07xx9/fBWjlCRJ+hsTP0mF0FKzlZtuuokRI0bQrVs36uvrK3auu+66i6FDh9KvXz96\n9OjBxIkTWbx4MQA/+MEP+OlPf8oNN9xARFTsnJIkSTvDxE9Sp7e1ZisjR47k5ptv5ogjjqjo+Wpq\naliyZAnr1q0jpcTChQs5+OCDueOOO7jwwgu59dZb2WOPPSp6TkmSpJ1h4iepTbRnBQ5abrZy8MEH\nM2zYsIqeB2DcuHFMmjSJMWPGMGrUKDZt2sS0adP43Oc+x6uvvsr48eMZPXo0p556asXPLUmS1Bom\nflKVtHdi1J7auwJXTrOVSpsxYwZ//OMfWbp0Kddffz277bYbjz32GCtXrqShoYGGhga++93vtmkM\nkiRJ5TLxk6qgvROjamjPCtz2mq1IkiR1dSZ+UpW0Z2LU3tq7AretZiuSJElqZeIXEW+NiCGVDUXq\nOqoxNLE9tXcFbmvNViRJkpQpK/GLiHkR8U/5/ROB3wO/j4jPtmVwUlEVfWhie1fgttZs5ZZbbmG/\n/fbj17/+NR/60Ic45phj2iwGSZKkjqzcit/RQFOniX8H3ge8HTi3LYKSiq7oQxOrUYFrqdnKhAkT\nePLJJ3njjTd49tln+fnPf96mMUgdQZEbR0mSWq97mdvtmlLaEBGDgDenlH4FEBH92y40qbhKE6Oe\nPXuycOFCxo4dW+2wKqa0Ate9e3cOO+ywzRW4z3/+8zz33HN86EMfYvTo0Z0qGdt0y+datV+3CZdV\nOBKpZU2Nox555BF69uzJlClTqKurY9y4cdx8883867/+a7VDlCRVSbmJX0NE/CcwGPgZQJ4EvtJW\ngUlFVtTEqNSMGTOYMWPGFssmTJjAhAkTqhSR1DU0NY7q0aPHFo2jJEldW7mJ32eBrwB/Bc7Ol70T\nuKEtgpK6AhMjSZVW2jiqZ8+e1NbWFqpxlCSp9cq6xi+l9KeU0idTSieklFbny36UUvqPtg1PkiSV\nq+iNoyRJrVf2dA4RURsR50TE+aW3tgxOkqTOrqVmKy+++CLjx4/nwAMPZPz48axZs6Yi5yp64yhJ\nUuuVO53DZcBc4HBg/2Y3SZLUgqZmK/X19SxdupSNGzdSV1fHzJkzOfroo3n00Uc5+uijmTlzZkXO\n55yWkqStKfcav08Ch6aUVrZlMJK0o1rTabMzdtmcNWsWV199NRHBqFGjuPbaa1m3bh3HHXccTzzx\nBEOGDOHGG29kr732qnaoaqalZisXXHAB99xzDwAnnHACRx11FN/4xjd2+lxdoXGUJKl1yh3q+Tzw\nUlsGIklqWXtXjVQ5pc1WBgwYQJ8+faitreXZZ59lwIABAOy77748++yzFTunc1pKklpSbsXvYuCG\niLgA2OJ/p5TS4xWPSlKntelb727Vft3+/b4KR1Is7Vk1UuWUNlvp27cvkydP/rtmKxFBRFQpQklS\nV1Fu4ndF/u+Hmy1PwC6VC0cqvlVTerdqvwE3Om1mV7W1Fv1tWTVSZZQ2WwE2N1vp378/q1atYsCA\nAaxatYp99tmnypFKkoqu3Okcum3lZtInSW2snBb9Vo06pq01W/noRz/KnDlzAJgzZw4f+9jHqhyp\nJKnoyq34SZKqxKpR57W1ZiuvvfYaU6ZM4fvf/z6DBw/mxhtvrHaokqSC22riFxF3pJTen9+/j2xY\n599JKR3RRrFJktiyatSzZ08WLlzI2LFj6dWrF3PmzOHcc8+taNXIDqKVNWPGDGbMmLHFst12242F\nCxdWKSJJUle0rYrfdSX3r27rQCRJLWvPqlFTB9FHHnmEnj17MmXKFOrq6njkkUc4+uijOffcc5k5\ncyYzZ860kYwkSZ3IVhO/lNL/RES3lNKmlNKc9gxKkrSl9qwa2UG0c1qy+het2u8d+xxZ4UgkSR3R\n9pq7vBQRd0TEFyPiXRHRo12ikiRVRTXmnZMkSW1ve4nfB4B7gHcBPyNLBBdFxIyIODoierZ1gJKk\n9mMHUUmSimmbiV9K6VcppZkppQ8Be5ElgLcA/wjUAWvaPkRJUnsp7SDao0ePv+sgCnT6DqKzZs1i\nxIgRjBw5kqlTp7J+/XpefPFFxo8fz4EHHsj48eNZs8b/3iRJxVLWPH65PsD+QA0wOF9mSzJJKpCi\nzzvX1Lymvr6epUuXsnHjRurq6pg5cyZHH300jz76KEcffTQzZ86sdqiSJFXUNufxi4jJwBH5bS/g\nV8AvyTp+/i6l1OIUD5Kkzqka884tW7aM4447bvPPjz/+OOeffz7vec97OPXUU3nttdcYMmQIN9xw\nA717997p87VX85rrlreuIfZnDjp5p84rSVJLtjeB+w+BPwDfAH6YUnqj7UOSJFVTe887N2zYMBoa\nGgDYuHEjgwYNYsKECUyaNIlvfvObHHnkkVxzzTVcdNFFfOUrX9mpc5U2r+nZsye1tbU2r5EkdQnb\nS/z+mazadxxwYUQ8CtyX336VUnqljeOTpC5r00PXt2q/bod+usKRtJ+FCxdywAEHMHjwYJYvX84R\nRxwBwPjx4znmmGN2OvErbV7Tt29fJk+ebPMaSVKXsL3mLotLmrsMAD4PPAOcCCyPiN+2Q4ySpC6i\nrq6OqVOnAjBixAjmz58PwE033cTKlSt3+vhdoXmNJEktaU1zl/2BIcBbAP9nlCRVxIYNG7j11luZ\nPHkyANdccw2XX345hx9+OK+++iq77rrrTp+j6M1rJEnamh1p7jIC+AvZMM8rgXtTSo+2eYSSpC7h\n9ttvZ8yYMfTv3x+A4cOHs2DBAgCWL1/Oz372s50+RzWa10iS1BFs7xq/rwD3AheRJXp/afuQJEld\n0bx58zYP8wRYvXo1++yzD5s2beKrX/0qp556akXO097NayRJ6gi2d43f8JTStJTSXJM+SVJbWbt2\nLXfeeScTJ07cvGzevHkcdNBBDB8+nIEDB3LiiSdWMUJJkjq37VX8JEldxJi5k1u1328+ddNOn7tX\nr1688MILWyw7/fTTOf3003f62JIkaceau0iSJEmSOqF2S/wiYkhE3BYRayLimYi4LCK65+uOjog/\nRsS6iFgUEYPbKy5JkiRJKrqtJn4R8XTJ/WsqcK7LgefI5gMcDRwJ/FtE7A3cDJwHvBmoB35YgfNJ\nkiRJktj2NX49IuItKaUXgEnASTt5rqHAZSml9cAzEXEH2RQRE4Hfp5RuAoiILwPPR8TwlNIfd/Kc\nkiQBcPav/qNV+130rm9UOBJJktrftoZ6XgmsjIi/AHtExF9auu3AuS4BjouIPSJiEPABoCn5e6hp\no5TSWuCxfLkkSZIkaSdtteKXUvrviLgSGAwsAD69k+e6F5gGvALsAswBfgJ8mGwIaKlXgD2bHyAi\npuXHoKamZifDkSRVUzW7iEqS1NVsczqHlNJKsqrfR1JKv2jtSSKiG1l17yrgn4A3AdcA3wBeA3o3\n26UP8GoL8VyVH4OxY8em1sYjSZIkSV1JWV09U0oLI+LEiLg7Ipbl/+7ITLpvBmrIrvF7I79u8Frg\ng8DvgUObNoyIXsAB+XJJkiRJ0k4qK/GLiP8CzgXqgC/k/56TL9+ulNLzwArg1IjoHhF9gROAh4Fb\ngJER8fGI2B34EvCQjV0kSZIkqTLKncfvZKA2pXRVSunn+ZDL95Nfb1emiWQNXZ4ja97yV+DMlNJz\nwMeBrwFrgLcDn9iB40qSJEmStmGb1/iV6MXfN2B5AehZ7olSSg3AUVtZdxcwvNxjSZIkSZLKV27F\n7w7ghogYFhE9I2I4WVfOn7ddaJIkSZKkSig38fscWZfNh8m6cDYAa4HPt1FckiRJkqQKKWuoZ0rp\nFeAzEfEvwN7A8ymlTW0ZmCRJkiSpMsq9xg+APNlb3UaxSJIkSZLaQLlDPSVJkiRJnZSJnyRJ6hSW\nLVvG6NGjN9969+7NJZdcQkNDA+94xzsYPXo0Y8eO5f777692qJLU4Wx3qGdE7EI22foNKaU32j4k\nSZKkvzds2DAaGhoA2LhxI4MGDWLChAmccsopfOlLX+IDH/gAt912G+eccw733HNPdYOVpA5muxW/\nlNJG4FsmfZIkqaNYuHAhBxxwAIMHDyYieOWVVwB4+eWXGThwYJWjk6SOp9zmLv8bER9JKf1vm0Yj\nSZJUhrq6OqZOnQrAJZdcwjHHHMP06dPZtGkTixcvrnJ0ktTxlHuN3+7AjyLinoi4PiKua7q1ZXCS\nJEnNbdiwgVtvvZXJkycDcMUVVzBr1ixWrlzJrFmz+OxnP1vlCCWp4ym34rc0v0mSJFXV7bffzpgx\nY+jfvz8Ac+bM4dvf/jYAkydP5uSTT65meJLUIZU7gfuMtg5EkiSpHPPmzds8zBNg4MCB/OIXv+Co\no47i7rvv5sADD6xidJLUMZU9gXtEjAc+AeyTUvpIRIwFeqeU7m6z6CRJkkqsXbuWO++8kyuvvHLz\nsu9973ucfvrpNDY2svvuu3PVVVdVMUJJ6pjKSvwi4vPA6cDVwKR88evAbOCf2iY0SZKkLfXq1YsX\nXnhhi2X//M//zIMPPliliCSpcyi3ucsZwPtSSjOBTfmyPwLD2iQqSZIkSVLFlDvUc09gZX4/5f/2\nADZUPCJJktQpLFu2jOOOO27zz48//jjnn38+v/71r1m2bBkAL730En379t088bokqTrKTfzuBc4F\nvlay7AvAoopHJEmSOoVhw4ZtTug2btzIoEGDmDBhAmecccbmbc466yz69OlTrRAlabu6ypdY5SZ+\nnyebxP0UYM+IWAa8Cny4zSKTJEmdxsKFCznggAMYPHjw5mUpJW688Ubuvts+cJI6rq7yJVa50zms\nioi3AW8DBpMN+7w/pbRp23tKkqSuoK6ubospFgDuu+8++vfv7/QKkjqNIn+JVW5zl6Zte+T3dwGi\n8uFIkqTOZsOGDdx6661Mnjx5i+XN59uTpI6uyF9ilTudwyHAT4DdgKeA/YD1ETEhpfRQG8YnSZI6\nuNtvv50xY8bQv3//zcsaGxu5+eabKzbNwjmfu7VV+1142Ucrcn5Jxdf0JdYFF1ywxfKifIlV7jV+\n1wDfAb6VUkoREcCZ+fLD2yo4SZLU8bX0oeiuu+5i+PDh7LffflWKSpJ2THt8iVVN5SZ+BwGXpJQS\nQJ78fRv4clsFJkmSOr61a9dy5513cuWVV26xvKXhUlJRdZWukEVX9C+xyk38bgM+CtxSsuwjwM8q\nHpEkSeo0evXqxQsvvPB3y3/wgx+0fzBSlXSVrpBF1hW+xNpq4hcR1/O3ydp3Aeoi4kGyjp77kw3x\nnN/mEUqSJEmdRJG7QhZZV/gSa1sVv8ea/by05P4jwM8rH44kSZLUeRW5K6Q6t60mfimlGe0ZiCRJ\nktSZFb0rpDq3cq/xIyIGA4cCbypdnlL6n0oHJUmSJHU2Re8Kqc6t3Hn8/hM4j2yI5+slqxJg4idJ\nkqQur+hdIdW5lVvxOwsYm1J6pC2DkSRJncOS1b9o1X7v2OfICkcidQxdoSukOrdyE78XgCfaMA5J\nkiSp0+oKXSHVuZWb+J0BXBURlwCrS1eklP5S8agkSZIkqY0tX768VfsddNBBFY6k7ZWb+O0K1AKf\nbLY8kc3xJ0mSJEnqoLqVud3lwBeB3kCPktuubRSXJEmSJKlCyq34dQeuTSltbMtgJEmSJEmVV27F\n75vAuRERbRmMJEmSJKnyyq34fQHYF/hiRGzRriilVFPxqCRJkiRJFVNu4vepNo1CkiRJ6oROPvnk\nVu139dVXt/qcy5Yt47jjjtv88+OPP87555/PGWecwaWXXsp3vvMddtllFz70oQ9x4YUXtvo8Kpay\nEr+UUutmaZUkSZJUUcOGDaOhoQGAjRs3MmjQICZMmMCiRYuYP38+Dz30ELvtthurV6/ezpHUlZSV\n+EXE+Vtbl1L6/yoXjiRJkqRyLVy4kAMOOIDBgwdz9tlnc+6557LbbrsBsM8++1Q5OnUk5TZ32b/Z\n7W3AdOCANopLkiRJ0nbU1dUxdepUIJuM/L777mPcuHEceeSRPPDAA1WOTh1JuUM9T2y+LCLeD0yt\neESSJEmStmvDhg3ceuutXHDBBQA0Njby4osvsmTJEh544AGmTJnC448/jo35BeVX/FqyADi2UoFI\nkiR1ZcuWLWP06NGbb7179+aSSy7hy1/+MoMGDdq8/Lbbbqt2qOogbr/9dsaMGUP//v0B2G+//Zg4\ncSIRwdvf/na6devG888/X+Uo1VGUe43fW5st2gP4JLCy4hFJkiR1QVtr2HHttddy5plnMn369CpH\nqI5m3rx5m4d5Ahx77LEsWrSI97znPSxfvpwNGzaw9957VzFCdSTlTufwGJCApjrxOuC3wAltEZQk\nSVJXVtqwoyi2NgXBSy+9xPe+9z369esHwNe//nU++MEPVivMTmPt2rXceeedXHnllZuXnXTSSZx0\n0kmMHDmSXXfdlTlz5jjMU5uVe43fzgwJlSRJ0g4obdgBcOmll3LdddcxduxYLr74Yvbaa68qRtc6\nVjQrq1evXrzwwgtbLNt1112ZO3dulSJSR2dCJ0mS1IE0NeyYPHkyAKeddhqPP/44DQ0NDBgwgLPO\nOqvKEe68IlY0pY5um4lfRKyIiMe3cftTewUqSZLUFTRv2NG/f3922WUXunXrximnnML9999f5Qh3\nXksVzUMOOYSTTjqJNWvWVDEyqbi2V/E7GTilhdt3gd5ArzaNTpIkqYtp3rBj1apVm+/fcsstjBw5\nshphVUxXqGhKHdE2r/FLKS0s/TkiDga+ArwH+CYwu+1CkyRJ6lpaathxzjnn0NDQQEQwZMiQLdZ1\nRi1VNJuccsopfPjDH65WaFKhlTudw1DgfODDwGXAZ1NKL7dlYJIkSV1NSw07rr/++ipF0zZaqmgO\nGDAAKEZFU+qotpn4RcQg4DxgKvA94MCUkrNASpIkaYd1hYqm1FFtr+L3GPAa2bDOp4CPNp8LJKV0\nTduEJkmSpCLpChXNtnbFFVe0ar/TTjutwpGos9le4vd/ZBO3v3cr6xNg4idJkiRJHdj2mrsc1U5x\nSJIkSZLaiBO4S5IkSVLBmfhJkiRJUsGVNZ2DJEmS2sa13/u/Vu134injKhyJpCIz8ZMkSVKbefTR\n1s0EduCBe1c4EqlrKzvxi4jhwGRg35TS/8t/3jWl9HCbRSdJkiRJ2mllXeMXEZOBe4FBwKfzxW8C\nvtVGcUmSJKkNLVu2jNGjR2++9e7dm0suuWTz+osvvpiI4PnnW1exq7aiPz5pR5Vb8TsfGJ9Seigi\njsuXPQQc2jZhSZIkqS0NGzaMhoYGADZu3MigQYOYMGECACtXrmTBggXU1NRUM8SdUvTHJ+2ocrt6\n7gM0DelMJf+mljeXJEnq3LpSxWjhwoUccMABDB48GIAzzzyTCy+8kIiocmSVUfTHJ5Wj3MTvQf42\nxLPJJ4D7KxuOJElSx9BUMWpoaODBBx9kjz32KGzFqK6ujqlTpwIwf/58Bg0axKGHFmdgV9EfX1vr\nSl+CFFm5Qz2/ACyIiM8CvSLi58BBQG2bRSZJktRBbK1i9LGPfazKke28DRs2cOutt3LBBRewbt06\nvv71r7NgwYJqh1UxRX987cFhs8VQVsUvpfRHYDjwHeC/gWuBUSmlR9swNkmSpA6hyBWj22+/nTFj\nxtC/f3/+9Kc/sWLFCg499FCGDBnCk08+yZgxY3jmmWeqHWarFf3xtTeHzXZeZU/nkFJaB9zYhrFI\nkiR1OEWvGM2bN29zUjtq1ChWr169ed2QIUOor69n770775x6RX987a3IX4IUXVmJX0TcR8uNXN4A\nngRuTin9byUDkyRJ6ghKK0a/+93vNleMgM0Vo/vvv5999923ypHuuLVr13LnnXdy5ZVXVjuUNlH0\nx9feiv4lSNGV29zlHmAI8Atgbv7vYKAeeBa4JiLO2drOEfFas9vGiLg0XzckIlKz9eftxGOSJEmq\nmJYqRk888QRPPPEE++23H7/5zW86ZdIH0KtXL1544QX69OnT4vonnniiU1fDiv742pvDZju3cod6\n1gLHpJT+0LQgIm4A5qSUxkXEzcA84MKWdk4pvalkvzcBzwA3Ndusb0qpcUeClyRJaktWjKS/cdhs\n51Zu4jcceLzZsj8DwwBSSvdHRP8yj/VxYDVwX5nbS5IkVUVTxWhrnnjiifYLRqoivwTp/Mod6nkv\ncG1E/ENE7B4R/wB8D/glQESMAlaVeawTgOtSSs2vGfxzRDwZEddGhF8VSJIkSR2Ew2Y7v3ITvxPy\nbR8B1gK/B3YB/iVfvwGYur2DRMRg4EhgTsni54G3kV0zeDiwJ3DDVvafFhH1EVH/3HPPlRm6JEmS\nJHVtZQ31TCm9CHwiIroB/YDnUkqbStYvK/N8nwZ+mVJaUbLva2RNYgCejYjPAasiYs+U0qvN4rgK\nuApg7NixLXUZlSRJkiQ1U/Y8frlewB7AkKZJGlNKza/925bPADO3s01TQlduNVKSJEmStA3lzuP3\nj2TDLw8lS8yCvyVou5R5jH8CBtGsm2dEjANeAh4F9gJmA/eklF4u57iSJEkq38K7/9Sq/Y5+7wEV\njqRtPPro863a78ADvT5NxVZuxe9yYBHwHmAF2Zx+FwCLd+BcJ5BN9P5qs+VvBb4O7AO8AtxJGdcL\nSpIktZVrv/d/O7zPiaeMa4NIJKkyyk38DgXGp5T+GhGRUno5Is4GlpJN6L5dKaV/3cryeWRzAEqS\nJEnqQK644opW7XfaaadVOBLtrHKvo1sP9MjvPx8RNfm+b2mTqCRJkiRJFVNu4ncfMCW//yPgduAX\nwN1tEZQkSZIkqXLKnc5hSsmPXyQb4rkncF1bBCVJkiRJqpztJn4RsQuwEDgmpfRGPn9fWdf1SZIk\nSZKqb7tDPVNKG4Gh5WwrSZIkSep4yk3mZgBXRMTgiNglIro13doyOEmSJEnSzit3Ooer838/XbKs\naRL3siZwlyRJkiRVR7mJ39A2jUKSJEmS1GbK7er5Z4B8aGf/lNKqNo1KkiRJklQxZV2jFxF9I+J/\nyCZyfyxf9tGI+GpbBidJkiRJ2nnlNmf5LvD/t3fn4XJUdf7H318IEQiBgARkjRANQXYFQWRRMQiM\niOwgiiLI4LhEHRz9qSgICKLjqCgujIArKAOMgsKwBxFc2IIgEBFkjRAgJCHs5Pv745xLmmuWm1Dd\nl1Ter+epJ11V3fU91femb336nKqaBowCnq7Lrgb27UajJEmSJEnNGeg5fjsAq2fmMxGRAJk5JSJW\n6V7TJEmSJElNGGiP3zRg5c4FEbE24Ll+kiRJkvQSN9Dg99/AWRHxZmCJiHgD8EPKEFBJkiRJ0kvY\nQId6fhl4Avg2sBRwCvA94BtdapckSZIkqSEDvZ1DUkKeQU+SJEmSFjEDvZ3DxIj4ZESs2e0GSZIk\nSZKaNdBz/I4EtgBujYgJEfGvEbFS95olSZIkSWrKgIJfZp6TmfsAq1HO79sduCciftXNxkmSJEmS\nXryBXtwFgMycERE/Ax4FhgK7dKVVkiRJkqTGDPQcv4iIHSLiB8ADlKGf5wPrdLFtkiRJkqQGDLTH\n737gMeAM4I2ZeUv3miRJkiRJatJAg99umfnH/gsjYonMnNVwmyRJkiRJDRroxV1eEPoiYqOI+Cpw\nb1daJUmSJElqzEBv50BEjIyI8RFxHXADsDkwvmstkyRJkiQ1Yp5DPSNiKeAdwPuAtwG3A6cDo4B9\nMvPBbjdQkiRJ0uLjtttuY999931+/o477uCLX/wi9913H+eeey5Dhw5l9OjRnHrqqYwYMWIQW7po\nmV+P3wPA94DbgK0y8zWZeTTwdNdbJkmSJGmxs95663HDDTdwww03cO2117Lsssuy++67M27cOG66\n6SZuvPFGxowZw3HHHTfYTV2kzC/43QiMALYEtoiIFbvfJEmSJEmCSy65hNGjRzNq1Ch23HFHhgwp\nAxa32mor7r3Xy40siHkGv8x8EzAauBA4HPhHRJwLDAOW6nrrJEmSJC22zjjjDPbff/9/Wn7KKaew\n8847D0KLFl3zvbhLZt6VmUdn5quBHYDJwCxgYkSc0O0GSpIkSVr8PP300/zqV79i7733fsHyY489\nliFDhnDAAQcMUssWTQO9jx8AmXklcGVEfBTYHTiwK62SJEmStFg7//zzee1rX8uqq676/LLTTjuN\n8847j0suuYSIGMTWLXoWKPj1ycwnKVf3PL3Z5kiSJEkSnH766S8Y5nnBBRdwwgknMGHCBJZddtlB\nbNmiacD38ZMkSZKkXpg5cyYXXXQRe+yxx/PLPvzhDzNjxgzGjRvHpptuymGHHTaILVz0LFSPnyRJ\nkiR1y7Bhw3j44YdfsOz2228fpNa0gz1+kiRJktRyBj9JkiRJajmDnyRJkiS1nMFPkiRJklrO4CdJ\nkiRJLWfwkyRJkqSW83YOkiRJkl4SLr300oV63Vve8paGW9I+9vhJkiRJUssZ/CRJkiSp5Qx+kiRJ\nktRyBj9JkiRJajmDnyRJkiS1nMFPkiRJklrO4CdJkiRJLWfwkyRJkqSWM/hJkiRJUssZ/CRJkiSp\n5Qx+kiRJktRyBj9JkiRJajmDnyRJkiS1nMFPkiRJklrO4CdJkiRJLWfwkyRJkqSWM/hJkiRJUssZ\n/CRJkiSp5Qx+kiRJktRyBj9JkiRJ6qFHH32Uvfbai7Fjx7L++utz9dVXM3HiRN7whjew0UYbseuu\nuzJ9+vRGaxr8JEmSJKmHxo8fz0477cStt97KxIkTWX/99TnkkEM4/vjj+fOf/8zuu+/OV77ylUZr\nGtJ3f1EAAB+2SURBVPwkSZIkqUemTZvGFVdcwcEHHwzA0KFDGTFiBJMmTWK77bYDYNy4cZx11lmN\n1jX4SZIkSVKP3HnnnYwcOZKDDjqIzTbbjEMOOYSZM2eywQYb8Mtf/hKAM888k3vuuafRugY/SZIk\nSeqRZ599luuuu44PfvCDXH/99QwbNozjjz+eU045hZNOOonXve51zJgxg6FDhzZa1+AnSZIkST2y\n5pprsuaaa7LlllsCsNdee3HdddcxduxYLrzwQq699lr2339/Ro8e3Whdg58kSZIk9cgrXvEK1lpr\nLW677TYALrnkEl7zmtfw4IMPAjBr1iyOOeYYDjvssEbr9iT4RcRj/abnIuLEjvU7RMStEfF4RFwW\nEaN60S5JkiRJ6rUTTzyRAw44gI033pgbbriBz3zmM5x++umMGTOGsWPHsvrqq3PQQQc1WnNIo1ub\ni8xcru9xRCwH/AM4s86vDJwNHAKcCxwN/BzYqhdtkyRJkqRe2nTTTbnmmmtesGz8+PGMHz++azUH\nY6jnnsCDwG/r/B7AzZl5ZmY+CRwJbBIRYwehbZIkSZLUOoMR/N4L/Cgzs85vAEzsW5mZM4Hb63JJ\nkiRJ0ovU0+BXz93bHvhhx+LlgGn9njodGD6H1x8aEddExDVTpkzpXkMlSZIkqUV63eP3HuDKzLyz\nY9ljwPL9nrcCMKP/izPz+5m5eWZuPnLkyC42U5IkSZLao9fB70Be2NsHcDOwSd9MRAwDRtflkiRJ\nkqQXqWfBLyK2BtagXs2zwznAhhGxZ0QsDXwBmJiZt/aqbZIkSZLUZj25nUP1XuDszHzBEM7MnBIR\newLfAn4C/AHYr4ftkiRJkqSumzRp0gK/ZsyYMY3U7lnwy8x/nce6iwFv3yBJkiRJXTAYt3OQJEmS\nJPWQwU+SJEmSWs7gJ0mSJEktZ/CTJEmSpJYz+EmSJElSyxn8JEmSJKnlDH6SJEmS1HIGP0mSJElq\nOYOfJEmSJLWcwU+SJEmSWs7gJ0mSJEktZ/CTJEmSpJYz+EmSJElSyxn8JEmSJKnlDH6SJEmS1HIG\nP0mSJElqOYOfJEmSJLWcwU+SJEmSWs7gJ0mSJEktZ/CTJEmSpJYz+EmSJElSyxn8JEmSJKnlDH6S\nJEmS1HIGP0mSJElqOYOfJEmSJLWcwU+SJEmSWs7gJ0mSJEktZ/CTJEmSpJYz+EmSJElSyxn8JEmS\nJKnlDH6SJEmS1HIGP0mSJElqOYOfJEmSJLWcwU+SJEmSWs7gJ0mSJEktZ/CTJEmSpJYz+EmSJElS\nyxn8JEmSJKnlDH6SJEmS1HIGP0mSJElqOYOfJEmSJLWcwU+SJEmSWs7gJ0mSJEktZ/CTJEmSpJYz\n+EmSJElSyxn8JEmSJKnlDH6SJEmS1HIGP0mSJElqOYOfJEmSJLWcwU+SJEmSWs7gJ0mSJEktZ/CT\nJEmSpJYz+EmSJElSyxn8JEmSJKnlDH6SJEmS1HIGP0mSJElqOYOfJEmSJLWcwU+SJEmSWs7gJ0mS\nJEktZ/CTJEmSpJYz+EmSJElSyxn8JEmSJKnlDH6SJEmS1HIGP0mSJElqOYOfJEmSJLWcwU+SJEmS\nWs7gJ0mSJEktZ/CTJEmSpJbrafCLiP0i4paImBkRf4uIbSPilRGREfFYx3REL9slSZIkSW02pFeF\nImIc8GVgX+CPwGp11VL13xGZ+Wyv2iNJkiRJi4ueBT/gKOCLmfn7On8fQES8sodtkCRJkqTFTk+G\nekbEksDmwMiIuD0i7o2Ib0XEMh1Pu6suPzUiVu5FuyRJkiRpcdCrc/xWpQzp3AvYFtgU2Az4HPAQ\nsAUwCngdMBz46Zw2EhGHRsQ1EXHNlClTetFuSZIkSVrk9Sr4PVH/PTEzJ2fmQ8DXgF0y87HMvCYz\nn83MB4APAztGxPD+G8nM72fm5pm5+ciRI3vUdEmSJElatPUk+GXmVOBeIDsXz+3p9V9vNSFJkiRJ\nDehluDoV+EhErBIRKwIfB86LiC0jYr2IWCIiXg58E7g8M6f1sG2SJEmS1Fq9DH5HA38CJgG3ANcD\nxwLrAhcAM4CbgKeA/XvYLkmSJElqtZ7dziEznwH+rU6dTq+TJEmSJKkLPI9OkiRJklrO4CdJkiRJ\nLWfwkyRJkqSWM/hJkiRJUssZ/CRJkiSp5Qx+kiRJktRyBj9JkiRJajmDnyRJkiS1nMFPkiRJklrO\n4CdJkiRJLWfwkyRJkqSWM/hJkiRJUssZ/CRJkiSp5Qx+kiRJktRyBj9JkiRJajmDnyRJkiS1nMFP\nkiRJklrO4CdJkiRJLWfwkyRJkqSWM/hJkiRJUssZ/CRJkiSp5Qx+kiRJktRyBj9JkiRJajmDnyRJ\nkiS1nMFPkiRJklrO4CdJkiRJLWfwkyRJkqSWM/hJkiRJUssZ/CRJkiSp5Qx+kiRJktRyBj9JkiRJ\najmDnyRJkiS1nMFPkiRJklrO4CdJkiRJLWfwkyRJkqSWM/hJkiRJUssZ/CRJkiSp5Qx+kiRJktRy\nBj9JkiRJajmDnyRJkiS1nMFPkiRJklrO4CdJkiRJLWfwkyRJkqSWM/hJkiRJUssZ/CRJkiSp5Qx+\nkiRJktRyBj9JkiRJajmDnyRJkiS1nMFPkiRJklrO4CdJkiRJLWfwkyRJkqSWM/hJkiRJUssZ/CRJ\nkiSp5Qx+kiRJktRyBj9JkiRJajmDnyRJkiS1nMFPkiRJklrO4CdJkiRJLWfwkyRJkqSWM/hJkiRJ\nUssZ/CRJkiSp5Qx+kiRJktRyBj9JkiRJajmDnyRJkiS1nMFPkiRJklrO4CdJkiRJLWfwkyRJkqSW\nM/hJkiRJUsv1NPhFxH4RcUtEzIyIv0XEtnX5DhFxa0Q8HhGXRcSoXrZLkiRJktqsZ8EvIsYBXwYO\nAoYD2wF3RMTKwNnAEcBKwDXAz3vVLkmSJElquyE9rHUU8MXM/H2dvw8gIg4Fbs7MM+v8kcBDETE2\nM2/tYfskSZIkqZV60uMXEUsCmwMjI+L2iLg3Ir4VEcsAGwAT+56bmTOB2+tySZIkSdKLFJnZ/SIR\nq1N6+K4FdgWeAX4JXA68ApiSmZ/ueP7vgJMz87R+2zkUOLTOrgfcthDNWRl4aCFet7CsZz3rLR71\n2rxv1rOe9QavXpv3zXrWs96LrzUqM0cO5Im9Gur5RP33xMycDBARXwM+B1wBLN/v+SsAM/pvJDO/\nD3z/xTQkIq7JzM1fzDasZz3rWW8wa1nPetZbfOq1ed+sZz3r9bZWT4Z6ZuZU4F6gs3ux7/HNwCZ9\nCyNiGDC6LpckSZIkvUi9vJ3DqcBHImKViFgR+DhwHnAOsGFE7BkRSwNfACZ6YRdJkiRJakYvg9/R\nwJ+AScAtwPXAsZk5BdgTOBaYCrwe2K+L7XhRQ0WtZz3rWe8lUMt61rPe4lOvzftmPetZr4e1enJx\nF0mSJEnS4Ollj58kSZIkaRAY/CRJkiSp5Qx+DYuItSNi94gYM4d1+3eh3mYRsVdELBsRS0bEhyPi\nvyLiX5quNZf610TESj2os05EfKju36u6sP03RsRq9fHLIuLoiLi2TkdGxNCma/ZSRCxR37vvRMQ7\n6rIvR8SNEfHjiBjQ/V8WsOarIuKoiDgrIs6PiJMj4gMRsVTTtSRJkjRvi+05fhGxJPDZzPxig9vc\nCfgFcCfwauA04COZ+VxdPz0z+9+z8MXUOxg4hnJrjPuBs4G1KPdn3A8Yn5mnNFTrR3NZtRfl6qxP\nZuaBTdSq9W7JzPXr4+2Bc4HfUfZ1W2C3zLy0wXp/BbbLzMkRcSKwGfC1Wu/jwLWZ+fEG630D+EVm\n/q6pbc6n3onA9sAFwM6UCy2tRLna7nuBpzOzsYsqRcQ7gZ9QfmZRa/+ccquWVwDjMvOOpupJUjfV\nL3M3AIZT7jN8c2ZOGoR2rJ2Zd/e6bjdFxMrAGsAtmfl0D+p9Evh2Zj7eg1rDgCUy85/uTd2FWusB\nO9bZ/2v69zMiNsvM65vc5gBqrkw5brgxM5+IiI2Bt9b5i7tUcx1gQ2BZyq3obsrMad2oVev19rMl\nMxfLCXgZ8FzD27wO+Jf6eFXgIkooGlqXzWi43q3AGGA9YBawdce6t1Fui9FUrSeACcDnKbfc6Jtm\nAF8BvtDwvs3oePxb4MCO+QOAqxqu91jH47uBlTrmVwTub7jes8B04Pb6no5qcvtzqHc/sEp9vAbw\nHLBinR8BPNhwvUnAmzvmdwTOr48PB37dpf0cA+wOHFj/HdPN93Ue7Vh7MOp2eZ9WptxzdWgPa34S\nWLZHtYYBw3tUaz3gI3Vq/HcU2GyQfj+2BJap8xsDnwDe2qV66wC7AvsCbwRW6FKdtYGrgceBG4Er\ngT/X+at6+X+9S8ctrwDOB6bV/dm63/rpDddbH5gIPAb8P2AX4KH6ft4LbNhgrbfMZXoI2AN4S8P7\n9tmOxy+nfNE6q/69vbjvb3CD9S7v+79e92cG8Cvgl/Xn+Y6G680C/goc0e1jllpvN2Am8CDluGxn\nyrHMOcAU4GMN11utvqez6vQs5W4DMyh3JoiG6w3KZ0tXf2iDPQGnzGP6URc+QKf1mx8CnFH/wy9L\n88Hv0Y7HMzt/KSnDeB9tsNargf+r+7N6x/LJTX+Y1e1O73j8ILBUx/ySwCMN1/sLsEV9/NfOfQJG\nAlMbrjeDcqD5XuAS4Bngsjo/rAvv5yN97yGwTK3XN9+N9/PRfr+PQ4Ap9fGyNH8w4cFZs/V6dnBW\n63mA1my91h6g0fuDs0uAE+j3BUT9/D4BuLThetvNYxrXhc+WnwM/oIxy+RjwMPCujvVNH7dcSPnC\n40P1Z3cYZVTIEOCbwLkN1ppVP6/u7Dc9W39P72h43zqPW04BzqR0AqxKOXY6reF6U5k9cm8iZdRS\n37o3Unqqmqw3k3KMcinlGOJSypesjR+z1Ho3AbvUx++k/D3avM5vBtzecL3fACfVz5g1gO8Bn6Ic\n/14GHNNwvZ5+tjy//W5s9KUyAU8C365/DPpPX+rCB+jfgbX6LYv6AXAV8HjD9SYDS9fH357DL06j\nB/N1u/sBt1F6bYbQ0ZPUcJ0ngIOA9wMPdH6wUA6spzVcb7/6B+Gg+h/9j8C76/SH/u9vA/Wm95sf\nBXyuvrczuvAH4teUYZ07UYYgXwN8mjK04JPAZQ3Xu4Qy1Lhv/nDg8o6fX9NB04OzZuv17OCs1vMA\nrdl6rT1Ao/cHZ48xl17u+lk2s+F6s4D7gHvmMjX92fIA9Tiizm9c/y9+oM43/aXSwx2fJU9Te4jr\nuuWBBxqs9XnKF4E79VverS+sO0cq3Q2M7Jh/OXBfw/WmUEcn1cdDOtYt2YW/C52fm6MoXyxNoh6z\nAG9quN60jsdLAM/MbX1T+9fvPVwGmFwfr03zI796+tny/La7sdGXykQ5j2mO36QCSwOzGq7338Dn\n57Luu12o92PgNXNZty/1QLsL7+vywNcpf+xndOkD9PL6R7xv2qJj3Y7AH7tQcxzlnLSnmP1t8t3A\nUZ0fBg3VmusfU2Br4LsN1xtFCX83Ax8AxlK+qHiOMtx044brjaWE2OnMHtK6YV23EXBCw/U8OGu2\nXs8Ozuo2PUBrtl5rD9Do/cHZLcAec1m3O+W8tCbr3Um/Hv2OdUt34bPlYWC5fsteVdvxiS58tjzS\n8Xhqv3VLdKHeupTREudQv5jv4ufK9Pq5uWT9O7BEx7rowv/zk4CfActRrklwRK2zBPBZmj8lZo4/\nG8qXV9+nOyOxdqyP314/v/pGTmwC/LXhen8FxnbMbwhM6phv+ufX08+W57fdjY2+VCbKt9XvnMu6\nJWn+vLShzON8FHo73GwksHKXa2wKjKfjgLRH+7ZCN/etfmiuBozoYo1GP0AWsg0BvLyL21+ScsLy\nBjQcnOdQy4OzZuv19OCsbtcDtAb3by7LF/kDtEE4ONuBMnT9SsoIoi8B36rzU2l+GPKZwEfnsm4o\ncGfD9S4E9pzD8lGUL+ya/iz7E7DOXNZt2vRndce296Z8+fE5ypDkbnyu9A0X7/v3tR3rxtD8yIVl\nKBdRe5Tyxdksyki3J+u+rt9wvXn+3wJe1nC9fShfxP+D0gHwfsrw/7MoX4b+W8P1Dqnb/VadHgA+\nWNdtQIPXzajb7OlnS9+02F7VU1J7RMQOlD8GN1GG0k2j9ExtSvnA3jObvQrsmcBvM/Obc1g3FLgt\nM9dpsN6FwPcy86x+y0dRhrmuk5lLNljvT8A+mXnnHNZtCpye9aq7TYuIvYFjKedhf5TSU/xgwzVm\nUa7YG/XfLTLzurpuDHBBZq7bYL1lgJMpoeguSq9339UL76Z8QfmXBuvNyMzh81j/ssx8qsF6+1BG\noEylfAnzY8oQ6wnANsBRmXlSQ7UOofx+nFkX7Q0cmZnfiYgNgJ9l5iZN1Oqo+XLKuZkbUML7Y5TR\nE+dk5kMN11oKIDOfaXK786i3JeVCXxfMYd0awMHZ7NXP16f0yv7TVRIj4q2UL1z/p6l6/bY/nHJR\nuh0oB9VTG97+qH6LHsrMmXXd64F1M/OMJmvWba8HvB5Yk3KazI3AFZn5bMN13pWZP2tymwOouTpl\nv67JzFn1d2QT4E+ZeUUX6r0J6Lsd2gWZeUld/jJKJ0ejV/ecy2fLTcD/Nv3Z8nxNg5+kNliMD85W\nBw7pwsHZfZk5fQ7runpwVmssBxyJB2gLW6fVB2iDcHC2NvA65nCZ9YjYPzNPt95Ls94g7ttNmfnX\nHtZr3c+uX722vp+bUW5X8RvKl4EfpIx+uTgzf91kred1oxvRycnJ6aUyUYbzzfHcW+tZz3rtqdeN\nWpQLYk2njCR4nDJsd8mO9U0Ps7Zed2o90eN963W9Vv3sFpP382DK6Qz3Uy649xngO5TRITOA9zdZ\nr2+yx09Sq9VegMezwaGQ1rOe9V569bpRKyKuA47IzF9HxKqUc6qeopxT/PT8htVab/DqtXnfrNeK\nercC76CccnALsE1mXlXXvY1yEbxGh62DQz0ltUBEnDKP1UOAAxo+GLSe9aw3CPUGYd+mZeYKHfND\nKAeEK1MO2h5o+GDQes0Fv9bum/VaUe/RzBxRH8+kXMAt6/wSlItwjWiqXp8lmt6gJA2Cd1GGgtw3\nh+le61nPeq2p1+t9mxoRa/XNZDkfc3/KRXkupgwvtd5Ls16b9816i369JyJi6fr4tL7QVy1DuUpr\n87oxftTJycmplxO9v2en9axnvUGoNwj71uv781pvEaxlPestRL1BuRe3Qz0lLfIi4kOUq1D+7xzW\nLQl8LjOPsp71rLdo1xuEfRtKuQ/p43NZv3Zm3m29l169Nu+b9Rb9evNpy0ggswu3dDD4SZIkSVLL\neY6fJEmSJLWcwU+SJEmSWs7gJ0mLqYg4MiJ+Uh+vHRGP1fOkFhkR8aaIGPDVHCNiZETcGhHLdLFN\n50fEewf43Msj4pButUVzFxGrRsQtUe7/J0mtZ/CTpB6LiG0i4qqImBYRj0TE7yJii8FsU2benZnL\nZeZzTW87Ik6LiKdrsHwkIi6KiLFN1xmgT1Munf1Ebds+9WfxeERcPr8Xzymo9Q+fmblzZv6w6YYP\nVES8LyKuXMDXXBYRUyJiekRMjIjd+q1/V0TcFREzI+J/I2KlJuv3QkT8PSLe2jefmQ8AlwGHDl6r\nJKl3DH6S1EMRsTxwHnAisBKwBnAU8NRgtqsHTsjM5Sj7ex/wg143oPbsvJdyU94+jwBfB47vdXte\nYj4GrJmZy1OC0E8iYjWAiNgA+B7wHmBV4HHgpMFqaMN+CvzrYDdCknrB4CdJvTUGIDNPz8znMvOJ\nzLwwM2+E53tLfhcR36o9grdGxA59L46IFSLiBxExOSLui4hj+oZn9vW0RMRXI2JqRNwZETt3vHad\niJgQETMi4iJg5Y51r4yIjIghdf7yiDi6tmVGRFwYEZ3PP7D2AD0cEUf0702Zm9rT9gtg045tjY6I\nS+u2HoqIn0bEiI71f4+IwyPixvqe/Dxm3/j2BSLioxHxl4hYcw6rtwQezczO3rmLM/MXwP3za/tA\ndfYKRsSSEfGfdb/ujIgPd77P1ah5vM9b1R7JR2tP3Js61r0vIu6or7szIg6IiPUp95x6Q+1hfXQg\nbc7MiZnZ9+VDAksBfTczPgA4NzOvyMzHgCOAPSJi+EK8N6tHxK9qz+/tEfGBunzpiHiib98j4rMR\n8Wz9ooT6u/j1+vhl9Xf87oh4ICK+G3XobkSsHBHn1ffrkYj4bUQsERE/BtYGzq3vy3/UJv0BWDci\nRi3ovkjSosbgJ0m9NQl4LiJ+GBE7R8SKc3jOlsDfKMHsC8DZHUPrTgOeBV4FbAbsCBzS77W31dee\nAPwgIqKu+xlwbV13NKX3a17eBRwErAIMBQ4HiIjXUHp8DgBWA1ag9OTNV0QMA/YHbu9cDBwHrA6s\nTwkcR/Z76T7ATsA6wMbA++aw7c/X5dt3hrsOG1Hem176ALAzJei+FnjnHJ4zt/d5DeDXwDGU3uHD\ngbOinKc4DPgmsHNmDge2Bm7IzFuAw4Cr69DdEf9UbS5qYHqSEoYuB66pqzYAJvY9LzP/RumhHjPQ\nbXc4A7iX8rPeC/hSRLwlM5+k3Jx9+/q87YG7gDd2zE+oj4+vtTel/D9YA/h8XffvdfsjKb2TnylN\nzvcAdwO71vflhLovz1J+FzdZiH2RpEWKwU+SeigzpwPbUHpVTgam1B6QVTue9iDw9cx8JjN/Tgkr\n/1KfswvwscycmZkPAv8F7Nfx2rsy8+R6rt4PKcFs1YhYG9gCOCIzn8rMK4Bz59PcUzNz0hx66fai\n9ABdmZlPUw6653dT2MNr79OMuv/v6XhPbs/Mi2q7pgBfY3YA6PPNzLw/Mx+p7d60Y11ExNcoIfjN\ndRtzMqLWf7G+WXuUHq37dN48nrsP8I3MvDczpzLnIaVze5/fDfwmM3+TmbMy8yJKGNulrp8FbBgR\ny2Tm5My8+cXsVGa+HRhet39hZs6qq5YDpvV7+vT63AGLiLUoQe5TmflkZt4A/DdwYH3KBGD72hu6\nMSXYbl97d7cArqhfYhwKfDwzH8nMGcCXmP1/4BnK7/yo+v/ntzn/GxbPoPxuSFKrGfwkqccy85bM\nfF9mrglsSOn9+HrHU+7rd7B6V33OKMoQvMkdoeN7lJ6iPv/oqPN4fbhcff3UzJzZb7vz8o+Ox4/X\n7VC3dU+/Og/PZ1tfrb1PrwSeANbrWxHl6opnRBm6Op1yDt7K/V4/t7ZAOWg/FDguM/sHlE5TWYCw\nUocQPlanz3Ss+mhmjuibgLfPYzMveK/6Pe4zt30bBezdL2RuA6xWf477Unr3JkfEr6OBC+bUsHQ+\nsGNEvKMufgxYvt9TVwBmRMS2He/R/ILn6kBfWOtzF7N7iycAb6L0jP4ZuIjyBcBWwO2Z+TClJ29Z\n4NqO9+SCuhzgK5QevAvrMNhPD2C3hwMDGhIrSYsyg58kDaLMvJUyfHPDjsVrdAzPhHJu0v2U0PAU\nsHJH8Fg+MzcYQKnJwIp1iGDndhfGZOD5c+jq+VUvH8gLM/NuYDzwjZh9S4UvUXoMN6oXF3k3Zfjn\nQE2lhK9TI+KN83jejSzA8MTMPKwOC1wuM7+0AO3p9IL3itnnzQ3EPcCPO0NmZg7LzONr+/4vM8dR\nerhupfQgw/x7XwdiCDC6Pr6ZjqGQETGaMiR1Uu1R63uP5vd7eD+wUr9zA9emXOwH4CrKFwK7AxMy\n8y91/S7MHub5EOWLgw063pMV6oWDyMwZmfnvmbku8A7gEzH7HNl/el9q7+Kr6BjKKkltZfCTpB6K\niLER8e99Fx+pw9/2B37f8bRVgI9GxFIRsTflvLffZOZk4ELgPyNi+XrRitER0X9Y5D/JzLsowwSP\nioihEbENsOtC7sb/ALtGxNYRMZRyPt6Ag1odsng/sy+jP5zSqzStntf2yQVtUGZeTjnn8OyIeP1c\nnvZHYEStATx/8ZWlKUFniXqRkaUWtP48/AIYHxFrRLlgzacW4LU/obzPb+trZ5RbR6xZe0l3q0H+\nKcr71zc08wFgzfqzAZ6/EMzf51Sk/k7uHBHL1N+5dwPbMTts/bS2Y9ta72jg7H49d3PYbCzdOWXm\nPZRwd1xdtjFwcN3Pvp7ja4EPddS+itKrOaE+ZxYl4P5XRKxSC60REW+rj98eEa+qX5xMA57r976s\n26+drwf+Xv9/SFKrGfwkqbdmUC7A8oeImEkJfDdRLkrR5w/Aqym9G8cCe9VhblDOhxoK/IXS0/U/\nlB6fgXhXrf0I5aIxP1qYHajnkn2EcqGOyZTQ8SALdkuKrwD/EeUWC0dRhvdNo1zM5OyFbNdFwPsp\nV2587RzWP03pXX13x+L3UHqQvgNsWx+f3P+1L8LJlLB+I3A98BvKxXnme7/EGpR2o1ygZAqlB/CT\nlL/dSwCfoAToRyhDIj9YX3oppZfuHxHxUF22FvC7uZQKSnh/sNYZD+ybmdfVdtxMCV8/rc8ZBvzb\nfJq/NeW9fH6qvWv7U4b73g+cA3whMy/ueN0EynDmP3bMDweu6HjOpyjDOX9fhwZfzOyhw6+u848B\nVwMnZeZldd1xwOfqENHD67IDKFdBlaTWi/mf8yxJ6pWIeB9wSGZuM9htGaiIWI5yjtSrM/POwW7P\nvETESOC3wGb1Yiq9rr8z8N3M7OntAyLiQmB8veqngNpjOIHyu/DkYLdHkrrNHj9J0gKLiF0jYtk6\n9O+rlItx/H1wWzV/mTklM8f2KvTV4ZO7RMSQOsT0C5Serp7KzB0NfS+UmQ9m5vqGPkmLC4OfJGlh\n7EYZrnc/ZXjdfgO4bP7iKChDWadShnrewux7zkmS1DMO9ZQkSZKklrPHT5IkSZJazuAnSZIkSS1n\n8JMkSZKkljP4SZIkSVLLGfwkSZIkqeUMfpIkSZLUcv8ftU0zb4XF0AoAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x146d7e42ef0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot a bar chart, and label the axes\n",
+    "\n",
+    "color_list = plt.cm.tab20c(np.linspace(0,1,30))\n",
+    "\n",
+    "ax = df_avg['avgWin'].plot(kind='bar', title =\"Team Average Number of Wins by Team Spending Rank\", color=color_list , figsize=(15, 10), fontsize=12)\n",
+    "ax.set_ylabel(\"Average Number of Wins\", fontsize=12)\n",
+    "ax.set_xlabel(\"Spending Rank (1-Highest, 30-Lowest)\", fontsize=12)\n",
+    "ax.set_ylim(60,95)\n",
+    "for p in ax.patches: \n",
+    "    ax.annotate(int(p.get_height()), (p.get_x()+p.get_width()/2, p.get_height()), ha='center', va='center', xytext=(0, 10), textcoords='offset points')\n",
+    "\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Bar Chart showing the Salary Expenditure for each Team, based on Spending Rank (After 1984)\n",
+    "\n",
+    "We can visualize the Average Salary Expenditure, for the all Teams, after the Year 1984, based on their spending rank. This can be used to show the gulf in spending between teams. It can also be used to determine how much of a differnce in team performance is observed, based on spending. \n",
+    "\n",
+    "From the graph we can see that the Average Salary Expenditure, for the Top spending team is a lot higher than that of lower spending teams. There is an increase in roughly 50% in expenditure between the fifth rank team, and the top ranked team, in terms of spending. \n",
+    "\n",
+    "However this does necessarily equate to a much more significant increase in games won. The data shows that the fifth ranked team, in terms of spending, wins about 5 games less per season, on average, than the Top ranked team.\n",
+    "\n",
+    "The Twelfth ranked team, in terms of spending, wins about 9 games less per season, on average, than the Top ranked team. However the Twelfth ranked team spends roughly half of the amount the Top ranked team spends on average, per season. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 452,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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vW7as8cJIkiRJqhNbCiVJkiSphFkUSpIkSVIJsyiUJEmSpBJmUShJkiRJJcyi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\nF4KXU31SOK9hflHjh5Wi2fC8iuONBH5ZHtM2Devbqr7Qlft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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x146d8bfe6a0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot a bar chart, and label the axes\n",
+    " \n",
+    "color_list = plt.cm.tab20c(np.linspace(0,1,30))\n",
+    "\n",
+    "ax = df_avg['avgSal'].plot(kind='bar', title =\"Team Average Salary (millions) by Team Spending Rank\", color=color_list , figsize=(15, 10), fontsize=12)\n",
+    "ax.set_ylabel(\"Average Salary (Millions)\", fontsize=12)\n",
+    "ax.set_xlabel(\"Spending Rank (1-Highest, 30-Lowest)\", fontsize=12)\n",
+    "#ax.set_ylim(60,95)\n",
+    "for p in ax.patches: \n",
+    "    ax.annotate(int(p.get_height()), (p.get_x()+p.get_width()/2, p.get_height()), ha='center', va='center', xytext=(0, 10), textcoords='offset points')\n",
+    "\n",
+    "\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "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": "3.6.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/question2_viz.md b/notebooks/question2_viz.md
new file mode 100644
index 0000000..38ea271
--- /dev/null
+++ b/notebooks/question2_viz.md
@@ -0,0 +1,209 @@
+
+## Does Money buy Championships? How have the Highest spending teams performed over time
+
+#### Visualizing The Data
+
+We were able to use Apache Spark to Extract the Data needed to answer our questions related to the Highest Spending Teams after 1984. We can now visualize the data, so it is easier to see trends in it. We used Apache Spark to export data to pandas data frames, and csv files. We can now visualize these dataframes using plot functionality built into pandas, that is based on matplotlib.  
+
+
+```python
+# Import the necessary libraries to visualize a pandas data frame
+# Read the raw data from csv files
+
+import pandas as pd
+import matplotlib.pyplot as plt
+import numpy as np
+
+```
+
+#### Extract Information we wish to Visualize
+Our Dataframe contains a lot of information about the Top Spending Teams in Major League Baseball. However we only wish to visualize the Number of Wins each one of these teams obtained. We filter the data for the columns we wish to visualize.
+
+
+```python
+# Read in the Data file that contains the Data we wish to visualize, and filter it for the columns that need visualization
+
+df = pd.read_csv('spark_question2_top_spender.csv', index_col=1)
+df_raw = (df.filter(items=['year', 'teamID', 'W']))
+
+#print (df_raw)
+```
+
+
+```python
+# Read in the Data file that contains the Data we wish to visualize, and filter it for the columns that need visualization
+
+df_ws_raw = pd.read_csv('spark_question2_ws_winner.csv', index_col=1)
+df_ws = (df_ws_raw.filter(items=['year', 'teamID', 'W', 'yearRank']))
+
+
+```
+
+
+```python
+# Read in the Data file that contains the Data we wish to visualize, and filter it for the columns that need visualization
+
+df_avg = pd.read_csv('spark_question2_avg_sal_wins.csv', index_col=1)
+```
+
+#### Bar Chart Showing number of Wins for the Top Spending Team in the League, after 1984
+Our pandas dataframe contains Information about the Top Spending Team in Major League Baseball every year after 1984. We filter the Year, and the number of Team Wins from our pandas dataframe. We then plot a bar chart showing the Number of wins achieved by the Top Ranked team after 1984. A Typical baseball season is 162 games. A measure of a good season is one having surpassed 90 wins. Lets take a look at the number of times the Top Spending team in the league achieved at least 90 wins (after 1984). After 1984, the Top spending team in the league has exceeded 90 wins a total of 18 times. This equates to 56.25%
+
+
+```python
+# Extract only the columns we need
+df = df_raw.filter(items=['year', 'W'])
+df_sort = df.sort_values(by=['year'])
+
+# Color Scale
+#color_list = plt.cm.Set3(np.linspace(0,0,1))
+color_list = plt.cm.Set3([0])
+
+# Plot a bar chart, and label the axes
+ax = df_sort['W'].plot(kind='bar', title ="MLB Top Spending Team Wins by Year", color=color_list, figsize=(15, 10), fontsize=12)
+
+
+ax.set_xlabel("Team", fontsize=12)
+ax.set_ylabel("Wins", fontsize=12)
+ax.set_ylim(0,162)
+for p in ax.patches: 
+    ax.annotate(int(p.get_height()), (p.get_x()+p.get_width()/2, p.get_height()), ha='center', va='center', xytext=(0, 10), textcoords='offset points')
+
+
+plt.show()
+
+
+
+```
+
+
+![png](output_8_0.png)
+
+
+
+```python
+# Top Spending Teams that recorded more than 90 wins
+
+better90 = (df_raw[(df_raw.W >= 90)])
+
+```
+
+
+```python
+# Number of times Top Spending Team exceeded 90 wins (since 1984)
+# Ans: 18
+
+print (better90.shape[0])
+```
+
+    18
+    
+
+
+```python
+# Percentage of times Top Spending Team exceeded 90 wins (since 1984)
+# Ans: 56.25
+
+print ((better90.shape[0]/df_raw.shape[0]*100))
+```
+
+    56.25
+    
+
+#### Bar Chart Showing Spending Rank of World Series Winning Teams after 1984
+
+We can visualize the Spending Rank of the Word Series Winning teams, after 1984, by looking at their spending ranks (1-Highest Spend, 32 - Lowest spend). The Data shows us that 
+
+a) The Top spending team has won the World Series 5 times or 15.6% of the time. 
+
+b) Teams that are in the group of Top 5 spenders in a year, have won the World Series 14 times or 45% of the time   
+
+c) Teams that are in the group of Top 10 spenders in a year, have won the World Series 21 times or 68% of the time 
+
+d) Teams that are in the group of Bottom 10 spenders in a year, have won the World Series 2 times or 6.5% of the time
+
+
+```python
+# Extract only the columns we need
+
+df_ws_sort = df_ws.sort_values(by=['year'])
+
+# Color Scale
+color_list = plt.cm.Set3([2])
+
+# Plot a bar chart, and label the axes
+ax = df_ws_sort['yearRank'].plot(kind='bar', title ="MLB World Series Winning Team Spending Rank", color=color_list, figsize=(15, 10), fontsize=12)
+ax.set_ylabel("Spending Rank (1-Highest, 32-Lowest)", fontsize=12)
+ax.set_xlabel("Year", fontsize=12)
+ax.set_ylim(0,32)
+for p in ax.patches: 
+    ax.annotate(int(p.get_height()), (p.get_x()+p.get_width()/2, p.get_height()), ha='center', va='center', xytext=(0, 10), textcoords='offset points')
+
+
+plt.show()
+
+
+
+```
+
+
+![png](output_13_0.png)
+
+
+#### Bar Chart showing the Average Number of Wins for each Team, based on Spending Rank (After 1984)
+
+We can visualize the Average number of Wins, for the all Teams, after the Year 1984, based on their spending rank. This can be used to show if Higher spending teams, do indeed perform better than lower spending teams. 
+
+From the graph we can see that the Top Spending teams to indeed perform better than the Lower Spending teams. However the separtion is not very large. Teams that rank 2 through 6 in spending, perform roughly the same (Approximately 85 wins on average). Teams that rank 9 through 16 perform roughly the same (Approximatley 80 wins on average)  
+
+
+```python
+# Plot a bar chart, and label the axes
+
+color_list = plt.cm.tab20c(np.linspace(0,1,30))
+
+ax = df_avg['avgWin'].plot(kind='bar', title ="Team Average Number of Wins by Team Spending Rank", color=color_list , figsize=(15, 10), fontsize=12)
+ax.set_ylabel("Average Number of Wins", fontsize=12)
+ax.set_xlabel("Spending Rank (1-Highest, 30-Lowest)", fontsize=12)
+ax.set_ylim(60,95)
+for p in ax.patches: 
+    ax.annotate(int(p.get_height()), (p.get_x()+p.get_width()/2, p.get_height()), ha='center', va='center', xytext=(0, 10), textcoords='offset points')
+
+
+plt.show()
+```
+
+
+![png](output_15_0.png)
+
+
+#### Bar Chart showing the Salary Expenditure for each Team, based on Spending Rank (After 1984)
+
+We can visualize the Average Salary Expenditure, for the all Teams, after the Year 1984, based on their spending rank. This can be used to show the gulf in spending between teams. It can also be used to determine how much of a differnce in team performance is observed, based on spending. 
+
+From the graph we can see that the Average Salary Expenditure, for the Top spending team is a lot higher than that of lower spending teams. There is an increase in roughly 50% in expenditure between the fifth rank team, and the top ranked team, in terms of spending. 
+
+However this does necessarily equate to a much more significant increase in games won. The data shows that the fifth ranked team, in terms of spending, wins about 5 games less per season, on average, than the Top ranked team.
+
+The Twelfth ranked team, in terms of spending, wins about 9 games less per season, on average, than the Top ranked team. However the Twelfth ranked team spends roughly half of the amount the Top ranked team spends on average, per season. 
+
+
+```python
+# Plot a bar chart, and label the axes
+ 
+color_list = plt.cm.tab20c(np.linspace(0,1,30))
+
+ax = df_avg['avgSal'].plot(kind='bar', title ="Team Average Salary (millions) by Team Spending Rank", color=color_list , figsize=(15, 10), fontsize=12)
+ax.set_ylabel("Average Salary (Millions)", fontsize=12)
+ax.set_xlabel("Spending Rank (1-Highest, 30-Lowest)", fontsize=12)
+#ax.set_ylim(60,95)
+for p in ax.patches: 
+    ax.annotate(int(p.get_height()), (p.get_x()+p.get_width()/2, p.get_height()), ha='center', va='center', xytext=(0, 10), textcoords='offset points')
+
+
+plt.show()
+```
+
+
+![png](output_17_0.png)
+
diff --git a/results/question1_viz.html b/results/question1_viz.html
index facf32c..aacffa4 100644
--- a/results/question1_viz.html
+++ b/results/question1_viz.html
@@ -11794,7 +11794,7 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[43]:</div>
+<div class="prompt input_prompt">In&nbsp;[71]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import the necessary libraries to visualize a pandas data frame</span>
@@ -11812,7 +11812,7 @@ div#notebook {
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[44]:</div>
+<div class="prompt input_prompt">In&nbsp;[72]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_raw</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;spark_question1_global_change_last_15.csv&#39;</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
@@ -11870,14 +11870,14 @@ Colombia                6             3     3     100.000000
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[45]:</div>
+<div class="prompt input_prompt">In&nbsp;[73]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Extract only the columns we need</span>
 <span class="n">df</span> <span class="o">=</span> <span class="n">df_raw</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">items</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;country2016&#39;</span><span class="p">,</span> <span class="s1">&#39;diff&#39;</span><span class="p">])</span>
 
 <span class="c1"># Color Scale</span>
-<span class="n">color_list</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Set3</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">16</span><span class="p">))</span>
+<span class="n">color_list</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">tab20c</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
 
 <span class="c1"># Plot a bar chart, and label the axes</span>
 <span class="n">ax</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;diff&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">title</span> <span class="o">=</span><span class="s2">&quot;MLB Global Player Representation Change 2001-2016&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color_list</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
@@ -11901,418 +11901,419 @@ Colombia                6             3     3     100.000000
 
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 >
 </div>
@@ -12335,14 +12336,14 @@ REREREREVEkQIyIiIiIiAkiCGBEREREREVUSxIiIiIiIiACSIEZERERERESVBDEiIiIiIiIA+P+c
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[46]:</div>
+<div class="prompt input_prompt">In&nbsp;[74]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Extract only the columns we need</span>
 <span class="n">df</span> <span class="o">=</span> <span class="n">df_raw</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">items</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;country2016&#39;</span><span class="p">,</span> <span class="s1">&#39;percentChange&#39;</span><span class="p">])</span>
 
 <span class="c1"># Color Scale</span>
-<span class="n">color_list</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Set3</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">16</span><span class="p">))</span>
+<span class="n">color_list</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">tab20c</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
 
 <span class="c1"># Plot a bar chart, and label the axes</span>
 <span class="n">ax</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;percentChange&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">title</span> <span class="o">=</span><span class="s2">&quot;MLB Global Player Representation Change Percentage 2001-2016&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color_list</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
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 >
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@@ -12839,7 +12840,7 @@ kvYAAAAASUVORK5CYII=
 </div>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[47]:</div>
+<div class="prompt input_prompt">In&nbsp;[75]:</div>
 <div class="inner_cell">
     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Read in data that shows each Countries major league baseball representation for the past 15 year. </span>
@@ -12870,7 +12871,7 @@ kvYAAAAASUVORK5CYII=
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 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
-<div class="prompt input_prompt">In&nbsp;[48]:</div>
+<div class="prompt input_prompt">In&nbsp;[76]:</div>
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     <div class="input_area">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">close</span><span class="p">(</span><span class="s2">&quot;all&quot;</span><span class="p">)</span>
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+.glyphicon-equalizer:before {
+  content: "\e210";
+}
+.glyphicon-king:before {
+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
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+  content: "\e227";
+}
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+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
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+  content: "\00a5";
+}
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+  content: "\20bd";
+}
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+  content: "\20bd";
+}
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+  content: "\e230";
+}
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+  content: "\e231";
+}
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+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
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+  content: "\e235";
+}
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+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
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+  content: "\e238";
+}
+.glyphicon-grain:before {
+  content: "\e239";
+}
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+  content: "\e240";
+}
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+  content: "\e241";
+}
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+  content: "\e242";
+}
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+  content: "\e243";
+}
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+  content: "\e244";
+}
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+  content: "\e245";
+}
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+  content: "\e246";
+}
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+  content: "\e247";
+}
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+  content: "\e248";
+}
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+  content: "\e249";
+}
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+  content: "\e250";
+}
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+  content: "\e251";
+}
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+  content: "\e252";
+}
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+  content: "\e253";
+}
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+  content: "\e254";
+}
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+  content: "\e255";
+}
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+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
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+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
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+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
+.h1,
+.h2,
+.h3,
+.h4,
+.h5,
+.h6 {
+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
+h2 small,
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+h6 .small,
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+.h3 .small,
+.h4 .small,
+.h5 .small,
+.h6 .small {
+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
+.h1,
+h2,
+.h2,
+h3,
+.h3 {
+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
+.h1 small,
+h2 small,
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+h3 small,
+.h3 small,
+h1 .small,
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+h2 .small,
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+h3 .small,
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+  font-size: 65%;
+}
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+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
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+.h3 {
+  font-size: 23px;
+}
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+.h4 {
+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
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+  width: 75%;
+}
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+  width: 66.66666667%;
+}
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+  width: 58.33333333%;
+}
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+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
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+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
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+  right: 66.66666667%;
+}
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+  right: 58.33333333%;
+}
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+  right: 50%;
+}
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+  right: 41.66666667%;
+}
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+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
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+  left: 91.66666667%;
+}
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+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
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+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
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+}
+.fa-joomla:before {
+  content: "\f1aa";
+}
+.fa-language:before {
+  content: "\f1ab";
+}
+.fa-fax:before {
+  content: "\f1ac";
+}
+.fa-building:before {
+  content: "\f1ad";
+}
+.fa-child:before {
+  content: "\f1ae";
+}
+.fa-paw:before {
+  content: "\f1b0";
+}
+.fa-spoon:before {
+  content: "\f1b1";
+}
+.fa-cube:before {
+  content: "\f1b2";
+}
+.fa-cubes:before {
+  content: "\f1b3";
+}
+.fa-behance:before {
+  content: "\f1b4";
+}
+.fa-behance-square:before {
+  content: "\f1b5";
+}
+.fa-steam:before {
+  content: "\f1b6";
+}
+.fa-steam-square:before {
+  content: "\f1b7";
+}
+.fa-recycle:before {
+  content: "\f1b8";
+}
+.fa-automobile:before,
+.fa-car:before {
+  content: "\f1b9";
+}
+.fa-cab:before,
+.fa-taxi:before {
+  content: "\f1ba";
+}
+.fa-tree:before {
+  content: "\f1bb";
+}
+.fa-spotify:before {
+  content: "\f1bc";
+}
+.fa-deviantart:before {
+  content: "\f1bd";
+}
+.fa-soundcloud:before {
+  content: "\f1be";
+}
+.fa-database:before {
+  content: "\f1c0";
+}
+.fa-file-pdf-o:before {
+  content: "\f1c1";
+}
+.fa-file-word-o:before {
+  content: "\f1c2";
+}
+.fa-file-excel-o:before {
+  content: "\f1c3";
+}
+.fa-file-powerpoint-o:before {
+  content: "\f1c4";
+}
+.fa-file-photo-o:before,
+.fa-file-picture-o:before,
+.fa-file-image-o:before {
+  content: "\f1c5";
+}
+.fa-file-zip-o:before,
+.fa-file-archive-o:before {
+  content: "\f1c6";
+}
+.fa-file-sound-o:before,
+.fa-file-audio-o:before {
+  content: "\f1c7";
+}
+.fa-file-movie-o:before,
+.fa-file-video-o:before {
+  content: "\f1c8";
+}
+.fa-file-code-o:before {
+  content: "\f1c9";
+}
+.fa-vine:before {
+  content: "\f1ca";
+}
+.fa-codepen:before {
+  content: "\f1cb";
+}
+.fa-jsfiddle:before {
+  content: "\f1cc";
+}
+.fa-life-bouy:before,
+.fa-life-buoy:before,
+.fa-life-saver:before,
+.fa-support:before,
+.fa-life-ring:before {
+  content: "\f1cd";
+}
+.fa-circle-o-notch:before {
+  content: "\f1ce";
+}
+.fa-ra:before,
+.fa-rebel:before {
+  content: "\f1d0";
+}
+.fa-ge:before,
+.fa-empire:before {
+  content: "\f1d1";
+}
+.fa-git-square:before {
+  content: "\f1d2";
+}
+.fa-git:before {
+  content: "\f1d3";
+}
+.fa-hacker-news:before {
+  content: "\f1d4";
+}
+.fa-tencent-weibo:before {
+  content: "\f1d5";
+}
+.fa-qq:before {
+  content: "\f1d6";
+}
+.fa-wechat:before,
+.fa-weixin:before {
+  content: "\f1d7";
+}
+.fa-send:before,
+.fa-paper-plane:before {
+  content: "\f1d8";
+}
+.fa-send-o:before,
+.fa-paper-plane-o:before {
+  content: "\f1d9";
+}
+.fa-history:before {
+  content: "\f1da";
+}
+.fa-circle-thin:before {
+  content: "\f1db";
+}
+.fa-header:before {
+  content: "\f1dc";
+}
+.fa-paragraph:before {
+  content: "\f1dd";
+}
+.fa-sliders:before {
+  content: "\f1de";
+}
+.fa-share-alt:before {
+  content: "\f1e0";
+}
+.fa-share-alt-square:before {
+  content: "\f1e1";
+}
+.fa-bomb:before {
+  content: "\f1e2";
+}
+.fa-soccer-ball-o:before,
+.fa-futbol-o:before {
+  content: "\f1e3";
+}
+.fa-tty:before {
+  content: "\f1e4";
+}
+.fa-binoculars:before {
+  content: "\f1e5";
+}
+.fa-plug:before {
+  content: "\f1e6";
+}
+.fa-slideshare:before {
+  content: "\f1e7";
+}
+.fa-twitch:before {
+  content: "\f1e8";
+}
+.fa-yelp:before {
+  content: "\f1e9";
+}
+.fa-newspaper-o:before {
+  content: "\f1ea";
+}
+.fa-wifi:before {
+  content: "\f1eb";
+}
+.fa-calculator:before {
+  content: "\f1ec";
+}
+.fa-paypal:before {
+  content: "\f1ed";
+}
+.fa-google-wallet:before {
+  content: "\f1ee";
+}
+.fa-cc-visa:before {
+  content: "\f1f0";
+}
+.fa-cc-mastercard:before {
+  content: "\f1f1";
+}
+.fa-cc-discover:before {
+  content: "\f1f2";
+}
+.fa-cc-amex:before {
+  content: "\f1f3";
+}
+.fa-cc-paypal:before {
+  content: "\f1f4";
+}
+.fa-cc-stripe:before {
+  content: "\f1f5";
+}
+.fa-bell-slash:before {
+  content: "\f1f6";
+}
+.fa-bell-slash-o:before {
+  content: "\f1f7";
+}
+.fa-trash:before {
+  content: "\f1f8";
+}
+.fa-copyright:before {
+  content: "\f1f9";
+}
+.fa-at:before {
+  content: "\f1fa";
+}
+.fa-eyedropper:before {
+  content: "\f1fb";
+}
+.fa-paint-brush:before {
+  content: "\f1fc";
+}
+.fa-birthday-cake:before {
+  content: "\f1fd";
+}
+.fa-area-chart:before {
+  content: "\f1fe";
+}
+.fa-pie-chart:before {
+  content: "\f200";
+}
+.fa-line-chart:before {
+  content: "\f201";
+}
+.fa-lastfm:before {
+  content: "\f202";
+}
+.fa-lastfm-square:before {
+  content: "\f203";
+}
+.fa-toggle-off:before {
+  content: "\f204";
+}
+.fa-toggle-on:before {
+  content: "\f205";
+}
+.fa-bicycle:before {
+  content: "\f206";
+}
+.fa-bus:before {
+  content: "\f207";
+}
+.fa-ioxhost:before {
+  content: "\f208";
+}
+.fa-angellist:before {
+  content: "\f209";
+}
+.fa-cc:before {
+  content: "\f20a";
+}
+.fa-shekel:before,
+.fa-sheqel:before,
+.fa-ils:before {
+  content: "\f20b";
+}
+.fa-meanpath:before {
+  content: "\f20c";
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+@media (max-width: 991px) {
+  #ipython_notebook {
+    margin-left: 10px;
+  }
+}
+[dir="rtl"] #ipython_notebook {
+  float: right !important;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#login_widget {
+  float: right;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  text-align: center;
+  vertical-align: middle;
+  display: inline;
+  opacity: 0;
+  z-index: 2;
+  width: 12ex;
+  margin-right: -12ex;
+}
+.alternate_upload .btn-upload {
+  height: 22px;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+[dir="rtl"] #tabs li {
+  float: right;
+}
+ul#tabs {
+  margin-bottom: 4px;
+}
+[dir="rtl"] ul#tabs {
+  margin-right: 0px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons {
+  float: left !important;
+}
+[dir="rtl"] .list_toolbar .pull-right {
+  padding-top: 1px;
+  float: left !important;
+}
+[dir="rtl"] .list_toolbar .pull-left {
+  float: right !important;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: baseline;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+[dir="rtl"] #tree-selector a {
+  float: right;
+}
+#button-select-all {
+  min-width: 50px;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+[dir="rtl"] #new-menu {
+  text-align: right;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+[dir="rtl"] #running .col-sm-8 {
+  float: right !important;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI colors. */
+.ansibold {
+  font-weight: bold;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  border-left-width: 1px;
+  padding-left: 5px;
+  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #90CAF9;
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected {
+  border-color: #ababab;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  div.cell.selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected.jupyter-soft-selected {
+  border-left-width: 0;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  padding: 0.4em;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
+  /* .CodeMirror-lines */
+  padding: 0;
+  border: 0;
+  border-radius: 0;
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul {
+  list-style: disc;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin: 0em 2em;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+  margin: 0em 2em;
+}
+.rendered_html ol {
+  list-style: decimal;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+  margin: 0em 2em;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  background-color: #fff;
+  color: #000;
+  font-size: 100%;
+  padding: 0px;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: 1px solid black;
+  border-collapse: collapse;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  border: 1px solid black;
+  border-collapse: collapse;
+  margin: 1em 2em;
+}
+.rendered_html td,
+.rendered_html th {
+  text-align: left;
+  vertical-align: middle;
+  padding: 4px;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget {
+  float: right !important;
+  float: right;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  margin-top: 6px;
+}
+span.save_widget span.filename {
+  height: 1em;
+  line-height: 1em;
+  padding: 3px;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
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+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Does-Money-buy-Championships?-How-have-the-Highest-spending-teams-performed-over-time">Does Money buy Championships? How have the Highest spending teams performed over time<a class="anchor-link" href="#Does-Money-buy-Championships?-How-have-the-Highest-spending-teams-performed-over-time">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h4 id="Visualizing-The-Data">Visualizing The Data<a class="anchor-link" href="#Visualizing-The-Data">&#182;</a></h4><p>We were able to use Apache Spark to Extract the Data needed to answer our questions related to the Highest Spending Teams after 1984. We can now visualize the data, so it is easier to see trends in it. We used Apache Spark to export data to pandas data frames, and csv files. We can now visualize these dataframes using plot functionality built into pandas, that is based on matplotlib.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[442]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import the necessary libraries to visualize a pandas data frame</span>
+<span class="c1"># Read the raw data from csv files</span>
+
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h4 id="Extract-Information-we-wish-to-Visualize">Extract Information we wish to Visualize<a class="anchor-link" href="#Extract-Information-we-wish-to-Visualize">&#182;</a></h4><p>Our Dataframe contains a lot of information about the Top Spending Teams in Major League Baseball. However we only wish to visualize the Number of Wins each one of these teams obtained. We filter the data for the columns we wish to visualize.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[443]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Read in the Data file that contains the Data we wish to visualize, and filter it for the columns that need visualization</span>
+
+<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;spark_question2_top_spender.csv&#39;</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">df_raw</span> <span class="o">=</span> <span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">items</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">,</span> <span class="s1">&#39;teamID&#39;</span><span class="p">,</span> <span class="s1">&#39;W&#39;</span><span class="p">]))</span>
+
+<span class="c1">#print (df_raw)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[444]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Read in the Data file that contains the Data we wish to visualize, and filter it for the columns that need visualization</span>
+
+<span class="n">df_ws_raw</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;spark_question2_ws_winner.csv&#39;</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">df_ws</span> <span class="o">=</span> <span class="p">(</span><span class="n">df_ws_raw</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">items</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">,</span> <span class="s1">&#39;teamID&#39;</span><span class="p">,</span> <span class="s1">&#39;W&#39;</span><span class="p">,</span> <span class="s1">&#39;yearRank&#39;</span><span class="p">]))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[445]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Read in the Data file that contains the Data we wish to visualize, and filter it for the columns that need visualization</span>
+
+<span class="n">df_avg</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;spark_question2_avg_sal_wins.csv&#39;</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h4 id="Bar-Chart-Showing-number-of-Wins-for-the-Top-Spending-Team-in-the-League,-after-1984">Bar Chart Showing number of Wins for the Top Spending Team in the League, after 1984<a class="anchor-link" href="#Bar-Chart-Showing-number-of-Wins-for-the-Top-Spending-Team-in-the-League,-after-1984">&#182;</a></h4><p>Our pandas dataframe contains Information about the Top Spending Team in Major League Baseball every year after 1984. We filter the Year, and the number of Team Wins from our pandas dataframe. We then plot a bar chart showing the Number of wins achieved by the Top Ranked team after 1984. A Typical baseball season is 162 games. A measure of a good season is one having surpassed 90 wins. Lets take a look at the number of times the Top Spending team in the league achieved at least 90 wins (after 1984). After 1984, the Top spending team in the league has exceeded 90 wins a total of 18 times. This equates to 56.25%</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[446]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Extract only the columns we need</span>
+<span class="n">df</span> <span class="o">=</span> <span class="n">df_raw</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">items</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">,</span> <span class="s1">&#39;W&#39;</span><span class="p">])</span>
+<span class="n">df_sort</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">])</span>
+
+<span class="c1"># Color Scale</span>
+<span class="c1">#color_list = plt.cm.Set3(np.linspace(0,0,1))</span>
+<span class="n">color_list</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Set3</span><span class="p">([</span><span class="mi">0</span><span class="p">])</span>
+
+<span class="c1"># Plot a bar chart, and label the axes</span>
+<span class="n">ax</span> <span class="o">=</span> <span class="n">df_sort</span><span class="p">[</span><span class="s1">&#39;W&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">title</span> <span class="o">=</span><span class="s2">&quot;MLB Top Spending Team Wins by Year&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color_list</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
+
+
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Team&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Wins&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">162</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ax</span><span class="o">.</span><span class="n">patches</span><span class="p">:</span> 
+    <span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">()),</span> <span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_x</span><span class="p">()</span><span class="o">+</span><span class="n">p</span><span class="o">.</span><span class="n">get_width</span><span class="p">()</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">()),</span> <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">textcoords</span><span class="o">=</span><span class="s1">&#39;offset points&#39;</span><span class="p">)</span>
+
+
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
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+
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+<div class="output_area">
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+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[447]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Top Spending Teams that recorded more than 90 wins</span>
+
+<span class="n">better90</span> <span class="o">=</span> <span class="p">(</span><span class="n">df_raw</span><span class="p">[(</span><span class="n">df_raw</span><span class="o">.</span><span class="n">W</span> <span class="o">&gt;=</span> <span class="mi">90</span><span class="p">)])</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[448]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Number of times Top Spending Team exceeded 90 wins (since 1984)</span>
+<span class="c1"># Ans: 18</span>
+
+<span class="nb">print</span> <span class="p">(</span><span class="n">better90</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>18
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[449]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Percentage of times Top Spending Team exceeded 90 wins (since 1984)</span>
+<span class="c1"># Ans: 56.25</span>
+
+<span class="nb">print</span> <span class="p">((</span><span class="n">better90</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">/</span><span class="n">df_raw</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="mi">100</span><span class="p">))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+<div class="prompt"></div>
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>56.25
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h4 id="Bar-Chart-Showing-Spending-Rank-of-World-Series-Winning-Teams-after-1984">Bar Chart Showing Spending Rank of World Series Winning Teams after 1984<a class="anchor-link" href="#Bar-Chart-Showing-Spending-Rank-of-World-Series-Winning-Teams-after-1984">&#182;</a></h4><p>We can visualize the Spending Rank of the Word Series Winning teams, after 1984, by looking at their spending ranks (1-Highest Spend, 32 - Lowest spend). The Data shows us that</p>
+<p>a) The Top spending team has won the World Series 5 times or 15.6% of the time.</p>
+<p>b) Teams that are in the group of Top 5 spenders in a year, have won the World Series 14 times or 45% of the time</p>
+<p>c) Teams that are in the group of Top 10 spenders in a year, have won the World Series 21 times or 68% of the time</p>
+<p>d) Teams that are in the group of Bottom 10 spenders in a year, have won the World Series 2 times or 6.5% of the time</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[450]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Extract only the columns we need</span>
+
+<span class="n">df_ws_sort</span> <span class="o">=</span> <span class="n">df_ws</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">])</span>
+
+<span class="c1"># Color Scale</span>
+<span class="n">color_list</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Set3</span><span class="p">([</span><span class="mi">2</span><span class="p">])</span>
+
+<span class="c1"># Plot a bar chart, and label the axes</span>
+<span class="n">ax</span> <span class="o">=</span> <span class="n">df_ws_sort</span><span class="p">[</span><span class="s1">&#39;yearRank&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">title</span> <span class="o">=</span><span class="s2">&quot;MLB World Series Winning Team Spending Rank&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color_list</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Spending Rank (1-Highest, 32-Lowest)&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Year&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">32</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ax</span><span class="o">.</span><span class="n">patches</span><span class="p">:</span> 
+    <span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">()),</span> <span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_x</span><span class="p">()</span><span class="o">+</span><span class="n">p</span><span class="o">.</span><span class="n">get_width</span><span class="p">()</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">()),</span> <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">textcoords</span><span class="o">=</span><span class="s1">&#39;offset points&#39;</span><span class="p">)</span>
+
+
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
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+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h4 id="Bar-Chart-showing-the-Average-Number-of-Wins-for-each-Team,-based-on-Spending-Rank-(After-1984)">Bar Chart showing the Average Number of Wins for each Team, based on Spending Rank (After 1984)<a class="anchor-link" href="#Bar-Chart-showing-the-Average-Number-of-Wins-for-each-Team,-based-on-Spending-Rank-(After-1984)">&#182;</a></h4><p>We can visualize the Average number of Wins, for the all Teams, after the Year 1984, based on their spending rank. This can be used to show if Higher spending teams, do indeed perform better than lower spending teams.</p>
+<p>From the graph we can see that the Top Spending teams to indeed perform better than the Lower Spending teams. However the separtion is not very large. Teams that rank 2 through 6 in spending, perform roughly the same (Approximately 85 wins on average). Teams that rank 9 through 16 perform roughly the same (Approximatley 80 wins on average)</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[451]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot a bar chart, and label the axes</span>
+
+<span class="n">color_list</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">tab20c</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">30</span><span class="p">))</span>
+
+<span class="n">ax</span> <span class="o">=</span> <span class="n">df_avg</span><span class="p">[</span><span class="s1">&#39;avgWin&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">title</span> <span class="o">=</span><span class="s2">&quot;Team Average Number of Wins by Team Spending Rank&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color_list</span> <span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Average Number of Wins&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Spending Rank (1-Highest, 30-Lowest)&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="mi">60</span><span class="p">,</span><span class="mi">95</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ax</span><span class="o">.</span><span class="n">patches</span><span class="p">:</span> 
+    <span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">()),</span> <span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_x</span><span class="p">()</span><span class="o">+</span><span class="n">p</span><span class="o">.</span><span class="n">get_width</span><span class="p">()</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">()),</span> <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">textcoords</span><span class="o">=</span><span class="s1">&#39;offset points&#39;</span><span class="p">)</span>
+
+
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
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+<h4 id="Bar-Chart-showing-the-Salary-Expenditure-for-each-Team,-based-on-Spending-Rank-(After-1984)">Bar Chart showing the Salary Expenditure for each Team, based on Spending Rank (After 1984)<a class="anchor-link" href="#Bar-Chart-showing-the-Salary-Expenditure-for-each-Team,-based-on-Spending-Rank-(After-1984)">&#182;</a></h4><p>We can visualize the Average Salary Expenditure, for the all Teams, after the Year 1984, based on their spending rank. This can be used to show the gulf in spending between teams. It can also be used to determine how much of a differnce in team performance is observed, based on spending.</p>
+<p>From the graph we can see that the Average Salary Expenditure, for the Top spending team is a lot higher than that of lower spending teams. There is an increase in roughly 50% in expenditure between the fifth rank team, and the top ranked team, in terms of spending.</p>
+<p>However this does necessarily equate to a much more significant increase in games won. The data shows that the fifth ranked team, in terms of spending, wins about 5 games less per season, on average, than the Top ranked team.</p>
+<p>The Twelfth ranked team, in terms of spending, wins about 9 games less per season, on average, than the Top ranked team. However the Twelfth ranked team spends roughly half of the amount the Top ranked team spends on average, per season.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[452]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot a bar chart, and label the axes</span>
+ 
+<span class="n">color_list</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">tab20c</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">30</span><span class="p">))</span>
+
+<span class="n">ax</span> <span class="o">=</span> <span class="n">df_avg</span><span class="p">[</span><span class="s1">&#39;avgSal&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">title</span> <span class="o">=</span><span class="s2">&quot;Team Average Salary (millions) by Team Spending Rank&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color_list</span> <span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Average Salary (Millions)&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Spending Rank (1-Highest, 30-Lowest)&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
+<span class="c1">#ax.set_ylim(60,95)</span>
+<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ax</span><span class="o">.</span><span class="n">patches</span><span class="p">:</span> 
+    <span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">()),</span> <span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_x</span><span class="p">()</span><span class="o">+</span><span class="n">p</span><span class="o">.</span><span class="n">get_width</span><span class="p">()</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span> <span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">()),</span> <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">textcoords</span><span class="o">=</span><span class="s1">&#39;offset points&#39;</span><span class="p">)</span>
+
+
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
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