From dc7066f9675b1810ab585e6a0f4a43dc21f5f3a4 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Wed, 25 May 2016 03:18:34 -0700
Subject: [PATCH 01/36] Renaming of images/refactoring

---
 .ipynb_checkpoints/slides-checkpoint.ipynb    |   814 +
 {collage => images}/Matplotlib_logo.svg.png   |   Bin
 {collage => images}/collage1.jpg              |   Bin
 {collage => images}/collage1.png              |   Bin
 dmwp-cover.png => images/dmwp-cover.png       |   Bin
 {collage => images}/image1.png                |   Bin
 {collage => images}/image2.png                |   Bin
 {collage => images}/image3.png                |   Bin
 {collage => images}/logo_collage.png          |   Bin
 .../python-logo-master-v3-TM.png              |   Bin
 {collage => images}/sympy.png                 |   Bin
 index.html                                    |    67 +-
 notebooks/Drawing Maps.ipynb                  |   186 -
 notebooks/ProjectileMotionAnimation.ipynb     |   135 -
 py-files/projectile_animation.py              |    52 +
 py-files/projectile_motion.mp4                |   Bin 0 -> 4723989 bytes
 startup_math.py => py-files/startup_math.py   |     0
 slides.html                                   | 12670 ----------------
 slides.ipynb                                  |    55 +-
 19 files changed, 976 insertions(+), 13003 deletions(-)
 create mode 100644 .ipynb_checkpoints/slides-checkpoint.ipynb
 rename {collage => images}/Matplotlib_logo.svg.png (100%)
 rename {collage => images}/collage1.jpg (100%)
 rename {collage => images}/collage1.png (100%)
 rename dmwp-cover.png => images/dmwp-cover.png (100%)
 rename {collage => images}/image1.png (100%)
 rename {collage => images}/image2.png (100%)
 rename {collage => images}/image3.png (100%)
 rename {collage => images}/logo_collage.png (100%)
 rename {collage => images}/python-logo-master-v3-TM.png (100%)
 rename {collage => images}/sympy.png (100%)
 delete mode 100644 notebooks/Drawing Maps.ipynb
 delete mode 100644 notebooks/ProjectileMotionAnimation.ipynb
 create mode 100644 py-files/projectile_animation.py
 create mode 100644 py-files/projectile_motion.mp4
 rename startup_math.py => py-files/startup_math.py (100%)
 delete mode 100644 slides.html

diff --git a/.ipynb_checkpoints/slides-checkpoint.ipynb b/.ipynb_checkpoints/slides-checkpoint.ipynb
new file mode 100644
index 0000000..24a64d4
--- /dev/null
+++ b/.ipynb_checkpoints/slides-checkpoint.ipynb
@@ -0,0 +1,814 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": true,
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "raw",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "source": [
+    "<style type=\"text/css\">\n",
+    ".input_prompt, .input_area, .output_prompt {\n",
+    "display:none !important;\n",
+    "}\n",
+    ".reveal h1, .reveal h2 {\n",
+    "    font-family:\"League Gothic\"\n",
+    "}\n",
+    "</style>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "<center>Slides: https://doingmathwithpython.github.io/pycon-us-2016/ </center>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# <center> Doing Math with Python </center>\n",
+    "\n",
+    "\n",
+    "<center>\n",
+    "\n",
+    "\n",
+    "<p> <b>Amit Saha</b>\n",
+    "\n",
+    "<p>May 29, PyCon US 2016 Education Summit\n",
+    "\n",
+    "<p>Portland, Oregon\n",
+    "</center>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## About me\n",
+    "\n",
+    "- Software Engineer at [Freelancer.com](https://www.freelancer.com) HQ in Sydney, Australia\n",
+    "\n",
+    "- Author of \"Doing Math with Python\" (No Starch Press, 2015)\n",
+    "\n",
+    "- Writes for Linux Voice, Linux Journal, etc.\n",
+    "\n",
+    "- [Blog](http://echorand.me), [GitHub](http://github.com/amitsaha)\n",
+    "\n",
+    "\n",
+    "#### Contact\n",
+    "\n",
+    "- [@echorand](http://twitter.com/echorand)\n",
+    "\n",
+    "- [Email](mailto:amitsaha.in@gmail.com)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "\n",
+    "### This talk - a proposal, a hypothesis, a statement\n",
+    "\n",
+    "*Python can lead to a more enriching learning and teaching experience in the classroom* \n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true,
+    "slideshow": {
+     "slide_type": "notes"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "As I will attempt to describe in the next slides, Python is an amazing way to lead to a more fun learning and teaching\n",
+    "experience.\n",
+    "\n",
+    "It can be a basic calculator, a fancy calculator and \n",
+    "\n",
+    "Math, Science, Geography..\n",
+    "\n",
+    "Tools that will help us in that quest are:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "###  (Main) Tools\n",
+    "\n",
+    "<img align=\"center\" src=\"images/logo_collage.png\"></img>\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Python - a scientific calculator\n",
+    "\n",
+    "- Python 3 is my favorite calculator (not Python 2 because 1/2 = 0)\n",
+    "\n",
+    "\n",
+    "- `fabs()`, `abs()`, `sin()`, `cos()`, `gcd()`, `log()` (See [math](https://docs.python.org/3/library/math.html))\n",
+    "\n",
+    "\n",
+    "- Descriptive statistics (See [statistics](https://docs.python.org/3/library/statistics.html#module-statistics))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Python - a scientific calculator\n",
+    "\n",
+    "- Develop your own functions: unit conversion, finding correlation, .., anything really\n",
+    "\n",
+    "- Use PYTHONSTARTUP to extend the battery of readily available mathematical functions\n",
+    "\n",
+    "```\n",
+    "$ PYTHONSTARTUP=~/work/dmwp/pycon-us-2016/startup_math.py idle3 -s\n",
+    "```\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "\n",
+    "### Unit conversion functions\n",
+    "\n",
+    "```\n",
+    ">>> unit_conversion()\n",
+    "1. Kilometers to Miles\n",
+    "2. Miles to Kilometers\n",
+    "3. Kilograms to Pounds\n",
+    "4. Pounds to Kilograms\n",
+    "5. Celsius to Fahrenheit\n",
+    "6. Fahrenheit to Celsius\n",
+    "Which conversion would you like to do? 6\n",
+    "Enter temperature in fahrenheit: 98\n",
+    "Temperature in celsius: 36.66666666666667\n",
+    ">>> \n",
+    "\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Finding linear correlation\n",
+    "\n",
+    "```\n",
+    ">>> \n",
+    ">>> x = [1, 2, 3, 4]\n",
+    ">>> y = [2, 4, 6.1, 7.9]\n",
+    ">>> find_corr_x_y(x, y)\n",
+    "0.9995411791453812\n",
+    "\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Python - a really fancy calculator\n",
+    "\n",
+    "SymPy - a pure Python symbolic math library\n",
+    "\n",
+    "*from sympy import awesomeness*  - don't try that :)\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true,
+    "slideshow": {
+     "slide_type": "notes"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "When you bring in SymPy to the picture, things really  get awesome. You are suddenly writing computer\n",
+    "programs which are capable of speaking algebra. You are no more limited to numbers.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
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fFUlF0qySEHrjDbc0PjtbOwtGItlnlWza5FojVau69sghjt2UYNOsklTQvr2b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\nCLwYM8wAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1113f94a8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create graphs from algebraic expressions\n",
+    "\n",
+    "from sympy import Symbol, plot\n",
+    "x = Symbol('x')\n",
+    "p = plot(2*x**2 + 2*x + 2)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[-1/2]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Solve equations\n",
+    "\n",
+    "from sympy import solve, Symbol\n",
+    "x = Symbol('x')\n",
+    "solve(2*x + 1)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "collapsed": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Limits\n",
+    "\n",
+    "from sympy import Symbol, Limit, sin\n",
+    "x = Symbol('x')\n",
+    "Limit(sin(x)/x, x, 0).doit()\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAASUAAAAhCAYAAACfgb3VAAAABHNCSVQICAgIfAhkiAAAC7RJREFU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\n",
+      "text/latex": [
+       "$$\\left(\\frac{\\left(2 x + 1\\right) \\cos{\\left (x \\right )}}{\\sin{\\left (x \\right )}} + 2 \\log{\\left (\\sin{\\left (x \\right )} \\right )}\\right) \\sin^{2 x + 1}{\\left (x \\right )}$$"
+      ],
+      "text/plain": [
+       "⎛(2⋅x + 1)⋅cos(x)                ⎞    2⋅x + 1   \n",
+       "⎜──────────────── + 2⋅log(sin(x))⎟⋅sin       (x)\n",
+       "⎝     sin(x)                     ⎠              "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Derivative\n",
+    "\n",
+    "from sympy import Symbol, Derivative, sin, init_printing\n",
+    "x = Symbol('x')\n",
+    "init_printing()\n",
+    "Derivative(sin(x)**(2*x+1), x).doit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "collapsed": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAADQAAAAgCAYAAABdP1tmAAAABHNCSVQICAgIfAhkiAAAAzBJREFU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\nO/lIQVIcZphhhrkgzgGpUJkbjjeg3QAAAABJRU5ErkJggg==\n",
+      "text/latex": [
+       "$$\\frac{2 x^{\\frac{3}{2}}}{3}$$"
+      ],
+      "text/plain": [
+       "   3/2\n",
+       "2⋅x   \n",
+       "──────\n",
+       "  3   "
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Indefinite integral\n",
+    "\n",
+    "from sympy import Symbol, Integral, sqrt, sin, init_printing\n",
+    "x = Symbol('x')\n",
+    "init_printing()\n",
+    "Integral(sqrt(x)).doit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "collapsed": false,
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAD8AAAAgCAYAAACl36CRAAAABHNCSVQICAgIfAhkiAAAAz1JREFU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\n",
+      "text/latex": [
+       "$$\\frac{4 \\sqrt{2}}{3}$$"
+      ],
+      "text/plain": [
+       "4⋅√2\n",
+       "────\n",
+       " 3  "
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Definite integral\n",
+    "\n",
+    "from sympy import Symbol, Integral, sqrt\n",
+    "x = Symbol('x')\n",
+    "Integral(sqrt(x), (x, 0, 2)).doit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "\n",
+    "### Python - Making other subjects more lively\n",
+    "\n",
+    "<img align=\"center\" src=\"images/collage1.png\"></img>\n",
+    "\n",
+    "\n",
+    "- matplotlib\n",
+    "\n",
+    "- basemap\n",
+    "\n",
+    "- Interactive Jupyter Notebooks\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "\n",
+    "#### Bringing Science to life\n",
+    "\n",
+    "*Animation of a Projectile motion*\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/30RlEnsMi5k\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x10450ce80>"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import YouTubeVideo\n",
+    "YouTubeVideo(\"8uWRVh58KdQ\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#### Drawing fractals\n",
+    "\n",
+    "*Interactively drawing a Barnsley Fern*\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "\n",
+    "#### The world is your graph paper\n",
+    "\n",
+    "*Showing places on a digital map*"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Great base for the future\n",
+    "\n",
+    "*Statistics and Graphing data* -> *Data Science*\n",
+    "\n",
+    "*Differential Calculus* -> *Machine learning*\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Application of differentiation\n",
+    "\n",
+    "Use gradient descent to find a function's minimum value"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Predict the college admission score based on high school math score\n",
+    "\n",
+    "Use gradient descent as the optimizer for single variable linear regression model\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "### TODO: digit recognition using Neural networks\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "### Scikitlearn, pandas, scipy, statsmodel\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Book: Doing Math With Python\n",
+    "\n",
+    "<img align=\"center\" src=\"images/dmwp-cover.png\" href=\"https://doingmathwithpython.github.io\"></img>\n",
+    "\n",
+    "Published by No Starch Press, out in 2015.\n",
+    "\n",
+    "Early feedback very encouraging\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#### Comments"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "\n",
+    "> Saha does an excellent job providing a clear link between Python and upper-level math concepts, and demonstrates how Python can be transformed into a mathematical stage."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "\n",
+    "> This book is highly recommended for the high school or college student and anyone who is looking for a more natural way of programming math and scientific functions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "> As a teacher I highly recommend this book as a way to work with someone in learning both math and programming\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Links\n",
+    "\n",
+    "- [Doing Math with Python](http://nostarch.com/doingmathwithpython)\n",
+    "\n",
+    "- [Doing Math with Python Blog](doingmathwithpython.github.io)\n",
+    "\n",
+    "- [Upcoming O'Reilly Webcast](http://www.oreilly.com/pub/e/3712)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### PyCon Special!\n",
+    "\n",
+    "*Use PYCONMATH code to get 30% off from No Starch Press*\n",
+    "\n",
+    "(Valid from  May 26th - June 8th) \n",
+    "\n",
+    "Book Signing - May 31st - 2.00 PM - No Starch Press booth"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Dialogue\n",
+    "\n",
+    "Questions, Thoughts, comments, discussions? \n",
+    "\n",
+    "Online: @echorand, amitsaha.in@gmail.com\n",
+    "    \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Acknowledgements\n",
+    "\n",
+    "PyCon US Education Summit team for inviting me\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "Thanks to PyCon US for reduced registration rates\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "\n",
+    "Massive thanks to my employer, Freelancer.com for sponsoring my travel and stay \n"
+   ]
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "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": "3.5.1"
+  },
+  "widgets": {
+   "state": {},
+   "version": "1.0.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
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--- a/index.html
+++ b/index.html
@@ -11864,6 +11864,18 @@ <h4 id="Contact">Contact<a class="anchor-link" href="#Contact">&#182;</a></h4><u
 </li>
 </ul>
 
+</div>
+</div>
+</div></section></section><section><section>
+<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">
+<center><font size="12"> Slides: https://doingmathwithpython.github.io/pycon-us-2016/</font> </center>
+<p>
+<p>
+<center><font size="12"> All presentation materials: https://github.com/doingmathwithpython"></font></center>
 </div>
 </div>
 </div></section></section><section><section>
@@ -11904,7 +11916,7 @@ <h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposa
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-<h3 id="(Main)-Tools">(Main) Tools<a class="anchor-link" href="#(Main)-Tools">&#182;</a></h3><p><img align="center" src="collage/logo_collage.png"></img></p>
+<h3 id="(Main)-Tools">(Main) Tools<a class="anchor-link" href="#(Main)-Tools">&#182;</a></h3><p><img align="center" src="images/logo_collage.png"></img></p>
 
 </div>
 </div>
@@ -11964,7 +11976,7 @@ <h3 id="Unit-conversion-functions">Unit conversion functions<a class="anchor-lin
 
 </div>
 </div>
-</div><div class="fragment">
+</div></section><section>
 <div class="cell border-box-sizing text_cell rendered">
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@@ -11979,7 +11991,7 @@ <h3 id="Finding-linear-correlation">Finding linear correlation<a class="anchor-l
 
 </div>
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-</div></div></section></section><section><section>
+</div></section></section><section><section>
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@@ -12385,7 +12397,7 @@ <h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a
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 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Python---Making-other-subjects-more-lively">Python - Making other subjects more lively<a class="anchor-link" href="#Python---Making-other-subjects-more-lively">&#182;</a></h3><p><img align="center" src="collage/collage1.png"></img></p>
+<h3 id="Python---Making-other-subjects-more-lively">Python - Making other subjects more lively<a class="anchor-link" href="#Python---Making-other-subjects-more-lively">&#182;</a></h3><p><img align="center" src="images/collage1.png"></img></p>
 <ul>
 <li><p>matplotlib</p>
 </li>
@@ -12403,17 +12415,54 @@ <h3 id="Python---Making-other-subjects-more-lively">Python - Making other subjec
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h4 id="Bringing-Science-to-life">Bringing Science to life<a class="anchor-link" href="#Bringing-Science-to-life">&#182;</a></h4><p><em>Animation of a Projectile motion</em></p>
+<h4 id="Bringing-Science-to-life">Bringing Science to life<a class="anchor-link" href="#Bringing-Science-to-life">&#182;</a></h4><p><em>Animation of a Projectile motion</em> (Source)[<a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/py-files/projectile_animation.py">https://github.com/doingmathwithpython/pycon-us-2016/blob/master/py-files/projectile_animation.py</a>]</p>
 
 </div>
 </div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">YouTubeVideo</span>
+<span class="n">YouTubeVideo</span><span class="p">(</span><span class="s2">&quot;8uWRVh58KdQ&quot;</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt output_prompt">Out[3]:</div>
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+
+        <iframe
+            width="400"
+            height="300"
+            src="https://www.youtube.com/embed/8uWRVh58KdQ"
+            frameborder="0"
+            allowfullscreen
+        ></iframe>
+        
+</div>
+
+</div>
+
+</div>
+</div>
+
 </div></section><section>
 <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="Drawing-fractals">Drawing fractals<a class="anchor-link" href="#Drawing-fractals">&#182;</a></h4><p><em>Interactively drawing a Barnsley Fern</em></p>
+<h4 id="Drawing-fractals">Drawing fractals<a class="anchor-link" href="#Drawing-fractals">&#182;</a></h4><p><em>Interactively drawing a Barnsley Fern</em> (Notebook)[<a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Interactive%20Barnsley%20Fern.ipynb">https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Interactive%20Barnsley%20Fern.ipynb</a>]</p>
 
 </div>
 </div>
@@ -12423,7 +12472,7 @@ <h4 id="Drawing-fractals">Drawing fractals<a class="anchor-link" href="#Drawing-
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h4 id="The-world-is-your-graph-paper">The world is your graph paper<a class="anchor-link" href="#The-world-is-your-graph-paper">&#182;</a></h4><p><em>Showing places on a digital map</em></p>
+<h4 id="The-world-is-your-graph-paper">The world is your graph paper<a class="anchor-link" href="#The-world-is-your-graph-paper">&#182;</a></h4><p><em>Showing places on a digital map</em> (Notebook)[<a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Maps%20using%20Basemap%20-%20demo.ipynb">https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Maps%20using%20Basemap%20-%20demo.ipynb</a>]</p>
 
 </div>
 </div>
@@ -12490,7 +12539,7 @@ <h3 id="Predict-the-college-admission-score-based-on-high-school-math-score">Pre
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Book:-Doing-Math-With-Python">Book: Doing Math With Python<a class="anchor-link" href="#Book:-Doing-Math-With-Python">&#182;</a></h3><p><img align="center" src="dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
+<h3 id="Book:-Doing-Math-With-Python">Book: Doing Math With Python<a class="anchor-link" href="#Book:-Doing-Math-With-Python">&#182;</a></h3><p><img align="center" src="images/dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
 <p>Published by No Starch Press, out in 2015.</p>
 <p>Early feedback very encouraging</p>
 
@@ -12551,6 +12600,8 @@ <h3 id="Links">Links<a class="anchor-link" href="#Links">&#182;</a></h3><ul>
 </li>
 <li><p><a href="http://www.oreilly.com/pub/e/3712">Upcoming O'Reilly Webcast</a></p>
 </li>
+<li><p><a href="https://github.com/doingmathwithpython">Doing Math with Python GitHub</a></p>
+</li>
 </ul>
 
 </div>
diff --git a/notebooks/Drawing Maps.ipynb b/notebooks/Drawing Maps.ipynb
deleted file mode 100644
index 68ff4ba..0000000
--- a/notebooks/Drawing Maps.ipynb	
+++ /dev/null
@@ -1,186 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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8qc5aJC1Gxo8fjxEjRkjdzypVqmDdunVYsmQJDh06lK/ZWEBAAJYvXy7z2JMn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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x1037486a0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "\n",
-    "# With h\n",
-    "\n",
-    "from mpl_toolkits.basemap import Basemap\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "map = Basemap()\n",
-    "map.drawcoastlines()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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T1oZdZfTW84ge3dHN+Ul27dzEbIaoqJzylTRsCAkJKBfMx6y2gaAgyMhAu+Zv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\nMpeAaQAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x10aa59828>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from mpl_toolkits.basemap import Basemap\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "map = Basemap(projection='ortho', \n",
-    "              lat_0=0, lon_0=0)\n",
-    "\n",
-    "#Fill the globe with a blue color \n",
-    "map.drawmapboundary(fill_color='aqua')\n",
-    "#Fill the continents with the land color\n",
-    "map.fillcontinents(color='coral',lake_color='aqua')\n",
-    "\n",
-    "map.drawcoastlines()\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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oStJkpqdFX3drJdG6KIoVoj28rYy5mZzJ5kHN6VPGAVqCkmdooqNJ+qw+NRr3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\nugwMDAxGhBFdBgYGBiPy/wGChTxZfxEUnQAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x111def5f8>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# http://introtopython.org/visualization_earthquakes.html#Making-a-simple-map\n",
-    "from mpl_toolkits.basemap import Basemap\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    " \n",
-    "# make sure the value of resolution is a lowercase L,\n",
-    "#  for 'low', not a numeral 1\n",
-    "map = Basemap(projection='robin', lat_0=50, lon_0=-100,\n",
-    "              resolution='l', area_thresh=1000.0)\n",
-    " \n",
-    "map.drawcoastlines()\n",
-    "map.drawcountries()\n",
-    "map.fillcontinents(color='coral')\n",
-    " \n",
-    "plt.show()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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DPojlWelwy4Moisw5dpuVt9M5f/mKybwZWq2WhIQEQ6kbgBf69WXrzj9Z1rcR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\nYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x113a549b0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from mpl_toolkits.basemap import Basemap\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    " \n",
-    "# make sure the value of resolution is a lowercase L,\n",
-    "#  for 'low', not a numeral 1\n",
-    "map = Basemap(projection='robin', lat_0=-30, lon_0=100,\n",
-    "              resolution='l', area_thresh=1000.0)\n",
-    " \n",
-    "map.drawcoastlines()\n",
-    "map.drawcountries()\n",
-    "map.fillcontinents(color='coral')\n",
-    "\n",
-    "# Sydney, Australia\n",
-    "lon =  151.216666667\n",
-    "lat = -33.8830555556\n",
-    "x,y = map(lon, lat)\n",
-    "map.plot(x, y, 'bo', markersize=12)\n",
-    "\n",
-    " \n",
-    "plt.show()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Resources\n",
-    "- # http://introtopython.org/visualization_earthquakes.html#Making-a-simple-map\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "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": "3.5.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/notebooks/ProjectileMotionAnimation.ipynb b/notebooks/ProjectileMotionAnimation.ipynb
deleted file mode 100644
index f961044..0000000
--- a/notebooks/ProjectileMotionAnimation.ipynb
+++ /dev/null
@@ -1,135 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Enter the initial velocity (m/s): 25\n",
-      "Enter the angle of projection (degrees): 60\n"
-     ]
-    },
-    {
-     "data": {
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-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x10a92d898>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "\n",
-    "#P156: Animating a projectile's projectory\n",
-    "'''\n",
-    "Animate the trajectory of an object in projectile motion\n",
-    "'''\n",
-    "from matplotlib import pyplot as plt\n",
-    "from matplotlib import animation, rc\n",
-    "\n",
-    "from IPython.display import HTML\n",
-    "\n",
-    "import math\n",
-    "g = 9.8\n",
-    "\n",
-    "def get_intervals(u, theta):\n",
-    "    t_flight = 2*u*math.sin(theta)/g\n",
-    "    intervals = []\n",
-    "    start = 0\n",
-    "    interval = 0.005\n",
-    "    while start < t_flight:\n",
-    "        intervals.append(start)\n",
-    "        start = start + interval\n",
-    "    return intervals\n",
-    "\n",
-    "def update_position(i, circle, intervals, u, theta):\n",
-    "    t = intervals[i]\n",
-    "    x = u*math.cos(theta)*t\n",
-    "    y = u*math.sin(theta)*t - 0.5*g*t*t\n",
-    "    circle.center = x, y\n",
-    "    return circle,\n",
-    "\n",
-    "def create_animation(u, theta):\n",
-    "    intervals = get_intervals(u, theta)\n",
-    "    xmin = 0\n",
-    "    xmax = u*math.cos(theta)*intervals[-1]\n",
-    "    ymin = 0\n",
-    "    t_max = u*math.sin(theta)/g\n",
-    "    ymax = u*math.sin(theta)*t_max - 0.5*g*t_max**2\n",
-    "    fig = plt.gcf()\n",
-    "    ax = plt.axes(xlim=(xmin, xmax), ylim=(ymin, ymax))\n",
-    "    circle = plt.Circle((xmin, ymin), 1.0)\n",
-    "    ax.add_patch(circle)\n",
-    "    anim = animation.FuncAnimation(fig, update_position,\n",
-    "                        fargs=(circle, intervals, u, theta),\n",
-    "                        frames=len(intervals), interval=1,\n",
-    "                        repeat=False)\n",
-    "    #plt.title('Projectile Motion')\n",
-    "    #plt.xlabel('X')\n",
-    "    #plt.ylabel('Y')\n",
-    "    #plt.show()\n",
-    "    HTML(anim.to_html5_video())\n",
-    "    rc('animation', html='html5')\n",
-    "    anim\n",
-    "\n",
-    "if __name__ == '__main__':\n",
-    "    try:\n",
-    "        u = float(input('Enter the initial velocity (m/s): '))\n",
-    "        theta = float(input('Enter the angle of projection (degrees): '))\n",
-    "    except ValueError:\n",
-    "        print('You entered an invalid input')\n",
-    "    else:\n",
-    "        theta = math.radians(theta)\n",
-    "        create_animation(u, theta)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "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": "3.5.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/py-files/projectile_animation.py b/py-files/projectile_animation.py
new file mode 100644
index 0000000..819d17f
--- /dev/null
+++ b/py-files/projectile_animation.py
@@ -0,0 +1,52 @@
+from matplotlib import pyplot as plt
+from matplotlib import animation
+import math
+g = 9.8
+
+def get_intervals(u, theta):
+    t_flight = 2*u*math.sin(theta)/g
+    intervals = []
+    start = 0
+    interval = 0.001
+    while start < t_flight:
+        intervals.append(start)
+        start = start + interval
+    return intervals
+
+def update_position(i, circle, intervals, u, theta):
+    t = intervals[i]
+    x = u*math.cos(theta)*t
+    y = u*math.sin(theta)*t - 0.5*g*t*t
+    circle.center = x, y
+    return circle,
+
+def create_animation(u, theta):
+    intervals = get_intervals(u, theta)
+    xmin = 0
+    xmax = u*math.cos(theta)*intervals[-1]
+    ymin = 0
+    t_max = u*math.sin(theta)/g
+    ymax = u*math.sin(theta)*t_max - 0.5*g*t_max**2
+    fig = plt.gcf()
+    ax = plt.axes(xlim=(xmin, xmax), ylim=(ymin, ymax))
+    circle = plt.Circle((xmin, ymin), 1.0)
+    ax.add_patch(circle)
+    anim = animation.FuncAnimation(fig, update_position,
+                        fargs=(circle, intervals, u, theta),
+                        frames=len(intervals), interval=1,
+                        repeat=False)
+    plt.title('Projectile Motion')
+    plt.xlabel('X')
+    plt.ylabel('Y')
+    #plt.show()
+    anim.save('projectile_motion.mp4')
+
+if __name__ == '__main__':
+    try:
+        u = float(input('Enter the initial velocity (m/s): '))
+        theta = float(input('Enter the angle of projection (degrees): '))
+    except ValueError:
+        print('You entered an invalid input')
+    else:
+        theta = math.radians(theta)
+        create_animation(u, theta)
diff --git a/py-files/projectile_motion.mp4 b/py-files/projectile_motion.mp4
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diff --git a/startup_math.py b/py-files/startup_math.py
similarity index 100%
rename from startup_math.py
rename to py-files/startup_math.py
diff --git a/slides.html b/slides.html
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index d564f70..0000000
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-/*!
-*
-* 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)
- */
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-:root .fa-rotate-90,
-:root .fa-rotate-180,
-:root .fa-rotate-270,
-:root .fa-flip-horizontal,
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-.fa-warning:before,
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-  padding: 0px;
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-/* 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.
-*/
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-.vbox > * {
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-div.error {
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-div.error > h1 {
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-div.traceback-wrapper {
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-/**
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-body {
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-body > #header #header-container {
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-  padding-top: 5px;
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-  -webkit-box-sizing: border-box;
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-body > #header .header-bar {
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-  height: 1px;
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-@media print {
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-#ipython_notebook {
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-  padding-top: 1px;
-  padding-bottom: 1px;
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-@media (max-width: 991px) {
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-#noscript {
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-  padding-top: 16px;
-  padding-bottom: 16px;
-  text-align: center;
-  font-size: 22px;
-  color: red;
-  font-weight: bold;
-}
-#ipython_notebook img {
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-}
-#site {
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-  display: none;
-  box-sizing: border-box;
-  -moz-box-sizing: border-box;
-  -webkit-box-sizing: border-box;
-  overflow: auto;
-}
-@media print {
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-    height: auto !important;
-  }
-}
-/* Smaller buttons */
-.ui-button .ui-button-text {
-  padding: 0.2em 0.8em;
-  font-size: 77%;
-}
-input.ui-button {
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-}
-span#login_widget {
-  float: right;
-}
-span#login_widget > .button,
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-  background-color: #fff;
-  border-color: #ccc;
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-span#login_widget > .button:focus,
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-.open > .dropdown-togglespan#login_widget > .button.focus,
-.open > .dropdown-toggle#logout.focus {
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-fieldset[disabled] #logout.focus {
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-  border-color: #ccc;
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-span#login_widget > .button .badge,
-#logout .badge {
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-.nav-header {
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-#header > span {
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-.modal_stretch .modal-dialog {
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-  display: -moz-box;
-  -moz-box-orient: vertical;
-  -moz-box-align: stretch;
-  display: box;
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-.modal_stretch .modal-dialog .modal-body {
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-@media (min-width: 768px) {
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-}
-@media (min-width: 768px) {
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-    margin-right: 12px;
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-/*!
-*
-* IPython auth
-*
-*/
-.center-nav {
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-/*!
-*
-* IPython tree view
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-/* We need an invisible input field on top of the sentense*/
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-.alternate_upload.form {
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-.alternate_upload input.fileinput {
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-.alternate_upload .btn-upload {
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-/**
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- * Author: Jupyter Development Team
- */
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-ul#tabs a {
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-#running .panel-group .panel .panel-body .list_container {
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-.delete-button {
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-.duplicate-button {
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-.rename-button {
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-.shutdown-button {
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-.dynamic-instructions {
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-/*!
-*
-* IPython text editor webapp
-*
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-<h1 id="-Doing-Math-with-Python-"><center> Doing Math with Python </center><a class="anchor-link" href="#-Doing-Math-with-Python-">&#182;</a></h1><center>
-
-
-<p> <b>Amit Saha</b>
-
-<p>May 29, PyCon US 2016 Education Summit
-
-<p>Portland, Oregon
-</center>
-</div>
-</div>
-</div></section><section>
-<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="About-me">About me<a class="anchor-link" href="#About-me">&#182;</a></h2><ul>
-<li><p>Software Engineer at <a href="https://www.freelancer.com">Freelancer.com</a> HQ in Sydney, Australia</p>
-</li>
-<li><p>Author of "Doing Math with Python" (No Starch Press, 2015)</p>
-</li>
-<li><p>Writes for Linux Voice, Linux Journal, etc.</p>
-</li>
-<li><p><a href="http://echorand.me">Blog</a>, <a href="http://github.com/amitsaha">GitHub</a></p>
-</li>
-</ul>
-<h4 id="Contact">Contact<a class="anchor-link" href="#Contact">&#182;</a></h4><ul>
-<li><p><a href="http://twitter.com/echorand">@echorand</a></p>
-</li>
-<li><p><a href="mailto:amitsaha.in@gmail.com">Email</a></p>
-</li>
-</ul>
-
-</div>
-</div>
-</div></section></section><section><section>
-<div class="cell border-box-sizing text_cell rendered">
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-<h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposal, a hypothesis, a statement<a class="anchor-link" href="#This-talk---a-proposal,-a-hypothesis,-a-statement">&#182;</a></h3><p><em>Python can lead to a more enriching learning and teaching experience in the classroom</em></p>
-
-</div>
-</div>
-</div><aside class="notes">
-
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
-<div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">As</span> <span class="n">I</span> <span class="n">will</span> <span class="n">attempt</span> <span class="n">to</span> <span class="n">describe</span> <span class="ow">in</span> <span class="n">the</span> <span class="nb">next</span> <span class="n">slides</span><span class="p">,</span> <span class="n">Python</span> <span class="ow">is</span> <span class="n">an</span> <span class="n">amazing</span> <span class="n">way</span> <span class="n">to</span> <span class="n">lead</span> <span class="n">to</span> <span class="n">a</span> <span class="n">more</span> <span class="n">fun</span> <span class="n">learning</span> <span class="ow">and</span> <span class="n">teaching</span>
-<span class="n">experience</span><span class="o">.</span>
-
-<span class="n">It</span> <span class="n">can</span> <span class="n">be</span> <span class="n">a</span> <span class="n">basic</span> <span class="n">calculator</span><span class="p">,</span> <span class="n">a</span> <span class="n">fancy</span> <span class="n">calculator</span> <span class="ow">and</span> 
-
-<span class="n">Math</span><span class="p">,</span> <span class="n">Science</span><span class="p">,</span> <span class="n">Geography</span><span class="o">..</span>
-
-<span class="n">Tools</span> <span class="n">that</span> <span class="n">will</span> <span class="n">help</span> <span class="n">us</span> <span class="ow">in</span> <span class="n">that</span> <span class="n">quest</span> <span class="n">are</span><span class="p">:</span>
-</pre></div>
-
-</div>
-</div>
-</div>
-
-</div>
-</aside></section><section>
-<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">
-<h3 id="(Main)-Tools">(Main) Tools<a class="anchor-link" href="#(Main)-Tools">&#182;</a></h3><p><img align="center" src="collage/logo_collage.png"></img></p>
-
-</div>
-</div>
-</div></section></section><section><section>
-<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">
-<h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a class="anchor-link" href="#Python---a-scientific-calculator">&#182;</a></h3><ul>
-<li>Python 3 is my favorite calculator (not Python 2 because 1/2 = 0)</li>
-</ul>
-<ul>
-<li><code>fabs()</code>, <code>abs()</code>, <code>sin()</code>, <code>cos()</code>, <code>gcd()</code>, <code>log()</code> (See <a href="https://docs.python.org/3/library/math.html">math</a>)</li>
-</ul>
-<ul>
-<li>Descriptive statistics (See <a href="https://docs.python.org/3/library/statistics.html#module-statistics">statistics</a>)</li>
-</ul>
-
-</div>
-</div>
-</div></section><section>
-<div class="cell border-box-sizing text_cell rendered">
-<div class="prompt input_prompt">
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-<h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a class="anchor-link" href="#Python---a-scientific-calculator">&#182;</a></h3><ul>
-<li><p>Develop your own functions: unit conversion, finding correlation, .., anything really</p>
-</li>
-<li><p>Use PYTHONSTARTUP to extend the battery of readily available mathematical functions</p>
-</li>
-</ul>
-
-<pre><code>$ PYTHONSTARTUP=~/work/dmwp/pycon-us-2016/startup_math.py idle3 -s</code></pre>
-
-</div>
-</div>
-</div></section><section>
-<div class="cell border-box-sizing text_cell rendered">
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-<h3 id="Unit-conversion-functions">Unit conversion functions<a class="anchor-link" href="#Unit-conversion-functions">&#182;</a></h3>
-<pre><code>&gt;&gt;&gt; unit_conversion()
-1. Kilometers to Miles
-2. Miles to Kilometers
-3. Kilograms to Pounds
-4. Pounds to Kilograms
-5. Celsius to Fahrenheit
-6. Fahrenheit to Celsius
-Which conversion would you like to do? 6
-Enter temperature in fahrenheit: 98
-Temperature in celsius: 36.66666666666667
-&gt;&gt;&gt;</code></pre>
-
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-</div><div class="fragment">
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-<h3 id="Finding-linear-correlation">Finding linear correlation<a class="anchor-link" href="#Finding-linear-correlation">&#182;</a></h3>
-<pre><code>&gt;&gt;&gt; 
-&gt;&gt;&gt; x = [1, 2, 3, 4]
-&gt;&gt;&gt; y = [2, 4, 6.1, 7.9]
-&gt;&gt;&gt; find_corr_x_y(x, y)
-0.9995411791453812</code></pre>
-
-</div>
-</div>
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-<div class="cell border-box-sizing text_cell rendered">
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-<h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a class="anchor-link" href="#Python---a-really-fancy-calculator">&#182;</a></h3><p>SymPy - a pure Python symbolic math library</p>
-<p><em>from sympy import awesomeness</em>  - don't try that :)</p>
-
-</div>
-</div>
-</div><aside class="notes">
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-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">When</span> <span class="n">you</span> <span class="n">bring</span> <span class="ow">in</span> <span class="n">SymPy</span> <span class="n">to</span> <span class="n">the</span> <span class="n">picture</span><span class="p">,</span> <span class="n">things</span> <span class="n">really</span>  <span class="n">get</span> <span class="n">awesome</span><span class="o">.</span> <span class="n">You</span> <span class="n">are</span> <span class="n">suddenly</span> <span class="n">writing</span> <span class="n">computer</span>
-<span class="n">programs</span> <span class="n">which</span> <span class="n">are</span> <span class="n">capable</span> <span class="n">of</span> <span class="n">speaking</span> <span class="n">algebra</span><span class="o">.</span> <span class="n">You</span> <span class="n">are</span> <span class="n">no</span> <span class="n">more</span> <span class="n">limited</span> <span class="n">to</span> <span class="n">numbers</span><span class="o">.</span>
-</pre></div>
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-<div class="inner_cell">
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-<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create graphs from algebraic expressions</span>
-
-<span class="kn">from</span> <span class="nn">sympy</span> <span class="k">import</span> <span class="n">Symbol</span><span class="p">,</span> <span class="n">plot</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">Symbol</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
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-"
->
-</div>
-
-</div>
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-</div>
-</div>
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-</div></section><section>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[13]:</div>
-<div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Solve equations</span>
-
-<span class="kn">from</span> <span class="nn">sympy</span> <span class="k">import</span> <span class="n">solve</span><span class="p">,</span> <span class="n">Symbol</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">Symbol</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
-<span class="n">solve</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">x</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
-</pre></div>
-
-</div>
-</div>
-</div>
-
-<div class="output_wrapper">
-<div class="output">
-
-
-<div class="output_area"><div class="prompt output_prompt">Out[13]:</div>
-
-
-<div class="output_text output_subarea output_execute_result">
-<pre>[-1/2]</pre>
-</div>
-
-</div>
-
-</div>
-</div>
-
-</div></section><section>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[24]:</div>
-<div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Limits</span>
-
-<span class="kn">from</span> <span class="nn">sympy</span> <span class="k">import</span> <span class="n">Symbol</span><span class="p">,</span> <span class="n">Limit</span><span class="p">,</span> <span class="n">sin</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">Symbol</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
-<span class="n">Limit</span><span class="p">(</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">/</span><span class="n">x</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">doit</span><span class="p">()</span>
-</pre></div>
-
-</div>
-</div>
-</div>
-
-<div class="output_wrapper">
-<div class="output">
-
-
-<div class="output_area"><div class="prompt output_prompt">Out[24]:</div>
-
-
-<div class="output_text output_subarea output_execute_result">
-<pre>1</pre>
-</div>
-
-</div>
-
-</div>
-</div>
-
-</div></section><section>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[2]:</div>
-<div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Derivative</span>
-
-<span class="kn">from</span> <span class="nn">sympy</span> <span class="k">import</span> <span class="n">Symbol</span><span class="p">,</span> <span class="n">Derivative</span><span class="p">,</span> <span class="n">sin</span><span class="p">,</span> <span class="n">init_printing</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">Symbol</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
-<span class="n">init_printing</span><span class="p">()</span>
-<span class="n">Derivative</span><span class="p">(</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">**</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">x</span><span class="o">+</span><span class="mi">1</span><span class="p">),</span> <span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">doit</span><span class="p">()</span>
-</pre></div>
-
-</div>
-</div>
-</div>
-
-<div class="output_wrapper">
-<div class="output">
-
-
-<div class="output_area"><div class="prompt output_prompt">Out[2]:</div>
-
-
-<div class="output_latex output_subarea output_execute_result">
-$$\left(\frac{\left(2 x + 1\right) \cos{\left (x \right )}}{\sin{\left (x \right )}} + 2 \log{\left (\sin{\left (x \right )} \right )}\right) \sin^{2 x + 1}{\left (x \right )}$$
-</div>
-
-</div>
-
-</div>
-</div>
-
-</div></section><section>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[16]:</div>
-<div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Indefinite integral</span>
-
-<span class="kn">from</span> <span class="nn">sympy</span> <span class="k">import</span> <span class="n">Symbol</span><span class="p">,</span> <span class="n">Integral</span><span class="p">,</span> <span class="n">sqrt</span><span class="p">,</span> <span class="n">sin</span><span class="p">,</span> <span class="n">init_printing</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">Symbol</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
-<span class="n">init_printing</span><span class="p">()</span>
-<span class="n">Integral</span><span class="p">(</span><span class="n">sqrt</span><span class="p">(</span><span class="n">x</span><span class="p">))</span><span class="o">.</span><span class="n">doit</span><span class="p">()</span>
-</pre></div>
-
-</div>
-</div>
-</div>
-
-<div class="output_wrapper">
-<div class="output">
-
-
-<div class="output_area"><div class="prompt output_prompt">Out[16]:</div>
-
-
-<div class="output_latex output_subarea output_execute_result">
-$$\frac{2 x^{\frac{3}{2}}}{3}$$
-</div>
-
-</div>
-
-</div>
-</div>
-
-</div><div class="fragment">
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[19]:</div>
-<div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Definite integral</span>
-
-<span class="kn">from</span> <span class="nn">sympy</span> <span class="k">import</span> <span class="n">Symbol</span><span class="p">,</span> <span class="n">Integral</span><span class="p">,</span> <span class="n">sqrt</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">Symbol</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
-<span class="n">Integral</span><span class="p">(</span><span class="n">sqrt</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">))</span><span class="o">.</span><span class="n">doit</span><span class="p">()</span>
-</pre></div>
-
-</div>
-</div>
-</div>
-
-<div class="output_wrapper">
-<div class="output">
-
-
-<div class="output_area"><div class="prompt output_prompt">Out[19]:</div>
-
-
-<div class="output_latex output_subarea output_execute_result">
-$$\frac{4 \sqrt{2}}{3}$$
-</div>
-
-</div>
-
-</div>
-</div>
-
-</div></div></section></section><section><section>
-<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">
-<h3 id="Python---Making-other-subjects-more-lively">Python - Making other subjects more lively<a class="anchor-link" href="#Python---Making-other-subjects-more-lively">&#182;</a></h3><p><img align="center" src="collage/collage1.png"></img></p>
-<ul>
-<li><p>matplotlib</p>
-</li>
-<li><p>basemap</p>
-</li>
-<li><p>Interactive Jupyter Notebooks</p>
-</li>
-</ul>
-
-</div>
-</div>
-</div></section><section>
-<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="Bringing-Science-to-life">Bringing Science to life<a class="anchor-link" href="#Bringing-Science-to-life">&#182;</a></h4><p><em>Animation of a Projectile motion</em></p>
-
-</div>
-</div>
-</div></section><section>
-<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="Drawing-fractals">Drawing fractals<a class="anchor-link" href="#Drawing-fractals">&#182;</a></h4><p><em>Interactively drawing a Barnsley Fern</em></p>
-
-</div>
-</div>
-</div></section><section>
-<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="The-world-is-your-graph-paper">The world is your graph paper<a class="anchor-link" href="#The-world-is-your-graph-paper">&#182;</a></h4><p><em>Showing places on a digital map</em></p>
-
-</div>
-</div>
-</div></section></section><section><section>
-<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">
-<h3 id="Great-base-for-the-future">Great base for the future<a class="anchor-link" href="#Great-base-for-the-future">&#182;</a></h3><p><em>Statistics and Graphing data</em> -&gt; <em>Data Science</em></p>
-<p><em>Differential Calculus</em> -&gt; <em>Machine learning</em></p>
-
-</div>
-</div>
-</div></section><section>
-<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">
-<h3 id="Application-of-differentiation">Application of differentiation<a class="anchor-link" href="#Application-of-differentiation">&#182;</a></h3><p>Use gradient descent to find a function's minimum value</p>
-
-</div>
-</div>
-</div></section><section>
-<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">
-<h3 id="Predict-the-college-admission-score-based-on-high-school-math-score">Predict the college admission score based on high school math score<a class="anchor-link" href="#Predict-the-college-admission-score-based-on-high-school-math-score">&#182;</a></h3><p>Use gradient descent as the optimizer for single variable linear regression model</p>
-
-</div>
-</div>
-</div></section><section>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
-<div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">### TODO: digit recognition using Neural networks</span>
-</pre></div>
-
-</div>
-</div>
-</div>
-
-</div></section><section>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
-<div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">### Scikitlearn, pandas, scipy, statsmodel</span>
-</pre></div>
-
-</div>
-</div>
-</div>
-
-</div></section></section><section><section>
-<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">
-<h3 id="Book:-Doing-Math-With-Python">Book: Doing Math With Python<a class="anchor-link" href="#Book:-Doing-Math-With-Python">&#182;</a></h3><p><img align="center" src="dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
-<p>Published by No Starch Press, out in 2015.</p>
-<p>Early feedback very encouraging</p>
-
-</div>
-</div>
-</div></section><section>
-<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="Comments">Comments<a class="anchor-link" href="#Comments">&#182;</a></h4>
-</div>
-</div>
-</div><div class="fragment">
-<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">
-<blockquote><p>Saha does an excellent job providing a clear link between Python and upper-level math concepts, and demonstrates how Python can be transformed into a mathematical stage.</p>
-</blockquote>
-
-</div>
-</div>
-</div></div><div class="fragment">
-<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">
-<blockquote><p>This book is highly recommended for the high school or college student and anyone who is looking for a more natural way of programming math and scientific functions</p>
-</blockquote>
-
-</div>
-</div>
-</div></div><div class="fragment">
-<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">
-<blockquote><p>As a teacher I highly recommend this book as a way to work with someone in learning both math and programming</p>
-</blockquote>
-
-</div>
-</div>
-</div></div></section></section><section><section>
-<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">
-<h3 id="Links">Links<a class="anchor-link" href="#Links">&#182;</a></h3><ul>
-<li><p><a href="http://nostarch.com/doingmathwithpython">Doing Math with Python</a></p>
-</li>
-<li><p><a href="doingmathwithpython.github.io">Doing Math with Python Blog</a></p>
-</li>
-<li><p><a href="http://www.oreilly.com/pub/e/3712">Upcoming O'Reilly Webcast</a></p>
-</li>
-</ul>
-
-</div>
-</div>
-</div></section></section><section><section>
-<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">
-<h3 id="PyCon-Special!">PyCon Special!<a class="anchor-link" href="#PyCon-Special!">&#182;</a></h3><p><em>Use PYCONMATH code to get 30% off from No Starch Press</em></p>
-<p>(Valid from  May 26th - June 8th)</p>
-<p>Book Signing - May 31st - 2.00 PM - No Starch Press booth</p>
-
-</div>
-</div>
-</div></section></section><section><section>
-<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">
-<h3 id="Dialogue">Dialogue<a class="anchor-link" href="#Dialogue">&#182;</a></h3><p>Questions, Thoughts, comments, discussions?</p>
-<p>Online: @echorand, amitsaha.in@gmail.com</p>
-
-</div>
-</div>
-</div></section></section><section><section>
-<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">
-<h3 id="Acknowledgements">Acknowledgements<a class="anchor-link" href="#Acknowledgements">&#182;</a></h3><p>PyCon US Education Summit team for inviting me</p>
-
-</div>
-</div>
-</div><div class="fragment">
-<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">
-<p>Thanks to PyCon US for reduced registration rates</p>
-
-</div>
-</div>
-</div></div><div class="fragment">
-<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">
-<p>Massive thanks to my employer, Freelancer.com for sponsoring my travel and stay</p>
-
-</div>
-</div>
-</div></div></section></section>
-</div>
-</div>
-
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diff --git a/slides.ipynb b/slides.ipynb
index f969a7a..6a2ea26 100644
--- a/slides.ipynb
+++ b/slides.ipynb
@@ -32,6 +32,17 @@
     "</style>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "<center>Slides: https://doingmathwithpython.github.io/pycon-us-2016/ </center>"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -131,7 +142,7 @@
    "source": [
     "###  (Main) Tools\n",
     "\n",
-    "<img align=\"center\" src=\"collage/logo_collage.png\"></img>\n",
+    "<img align=\"center\" src=\"images/logo_collage.png\"></img>\n",
     "\n"
    ]
   },
@@ -205,7 +216,7 @@
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
-     "slide_type": "fragment"
+     "slide_type": "subslide"
     }
    },
    "source": [
@@ -461,7 +472,7 @@
     "\n",
     "### Python - Making other subjects more lively\n",
     "\n",
-    "<img align=\"center\" src=\"collage/collage1.png\"></img>\n",
+    "<img align=\"center\" src=\"images/collage1.png\"></img>\n",
     "\n",
     "\n",
     "- matplotlib\n",
@@ -484,9 +495,45 @@
     "#### Bringing Science to life\n",
     "\n",
     "*Animation of a Projectile motion*\n",
+    "\n",
     "\n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/8uWRVh58KdQ\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x10450c9e8>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import YouTubeVideo\n",
+    "YouTubeVideo(\"8uWRVh58KdQ\")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -596,7 +643,7 @@
    "source": [
     "### Book: Doing Math With Python\n",
     "\n",
-    "<img align=\"center\" src=\"dmwp-cover.png\" href=\"https://doingmathwithpython.github.io\"></img>\n",
+    "<img align=\"center\" src=\"images/dmwp-cover.png\" href=\"https://doingmathwithpython.github.io\"></img>\n",
     "\n",
     "Published by No Starch Press, out in 2015.\n",
     "\n",

From 0a9f7204384126cebec2602aa86d359e7ce391df Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Wed, 25 May 2016 04:18:20 -0700
Subject: [PATCH 02/36] new version

---
 index.html | 72 ++++++++++++++++++++++++++++++------------------------
 1 file changed, 40 insertions(+), 32 deletions(-)

diff --git a/index.html b/index.html
index 12b375c..e1b88b4 100644
--- a/index.html
+++ b/index.html
@@ -11875,7 +11875,7 @@ <h4 id="Contact">Contact<a class="anchor-link" href="#Contact">&#182;</a></h4><u
 <center><font size="12"> Slides: https://doingmathwithpython.github.io/pycon-us-2016/</font> </center>
 <p>
 <p>
-<center><font size="12"> All presentation materials: https://github.com/doingmathwithpython"></font></center>
+<center><font size="12"> All presentation materials: https://github.com/doingmathwithpython</font></center>
 </div>
 </div>
 </div></section></section><section><section>
@@ -12415,7 +12415,7 @@ <h3 id="Python---Making-other-subjects-more-lively">Python - Making other subjec
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h4 id="Bringing-Science-to-life">Bringing Science to life<a class="anchor-link" href="#Bringing-Science-to-life">&#182;</a></h4><p><em>Animation of a Projectile motion</em> (Source)[<a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/py-files/projectile_animation.py">https://github.com/doingmathwithpython/pycon-us-2016/blob/master/py-files/projectile_animation.py</a>]</p>
+<h4 id="Bringing-Science-to-life">Bringing Science to life<a class="anchor-link" href="#Bringing-Science-to-life">&#182;</a></h4><p><em>Animation of a Projectile motion</em> <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/py-files/projectile_animation.py">(Python Source)</a></p>
 
 </div>
 </div>
@@ -12462,7 +12462,7 @@ <h4 id="Bringing-Science-to-life">Bringing Science to life<a class="anchor-link"
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h4 id="Drawing-fractals">Drawing fractals<a class="anchor-link" href="#Drawing-fractals">&#182;</a></h4><p><em>Interactively drawing a Barnsley Fern</em> (Notebook)[<a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Interactive%20Barnsley%20Fern.ipynb">https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Interactive%20Barnsley%20Fern.ipynb</a>]</p>
+<h4 id="Drawing-fractals">Drawing fractals<a class="anchor-link" href="#Drawing-fractals">&#182;</a></h4><p><em>Interactively drawing a Barnsley Fern</em> <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Interactive%20Barnsley%20Fern.ipynb">(Notebook)</a></p>
 
 </div>
 </div>
@@ -12472,7 +12472,7 @@ <h4 id="Drawing-fractals">Drawing fractals<a class="anchor-link" href="#Drawing-
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h4 id="The-world-is-your-graph-paper">The world is your graph paper<a class="anchor-link" href="#The-world-is-your-graph-paper">&#182;</a></h4><p><em>Showing places on a digital map</em> (Notebook)[<a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Maps%20using%20Basemap%20-%20demo.ipynb">https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Maps%20using%20Basemap%20-%20demo.ipynb</a>]</p>
+<h4 id="The-world-is-your-graph-paper">The world is your graph paper<a class="anchor-link" href="#The-world-is-your-graph-paper">&#182;</a></h4><p><em>Showing places on a digital map</em> <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Maps%20using%20Basemap%20-%20demo.ipynb">(Notebook)</a></p>
 
 </div>
 </div>
@@ -12521,18 +12521,26 @@ <h3 id="Predict-the-college-admission-score-based-on-high-school-math-score">Pre
 </div>
 
 </div></section><section>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
 <div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">### Scikitlearn, pandas, scipy, statsmodel</span>
-</pre></div>
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Advanced-libraries">Advanced libraries<a class="anchor-link" href="#Advanced-libraries">&#182;</a></h3><ul>
+<li><p><a href="https://scipy.org">scipy</a></p>
+</li>
+<li><p><a href="http://www.numpy.org/">numpy</a></p>
+</li>
+<li><p><a href="http://scikit-learn.org/stable/">scikit-learn</a></p>
+</li>
+<li><p><a href="http://pandas.pydata.org/">pandas</a></p>
+</li>
+<li><p><a href="http://statsmodels.sourceforge.net/">Statsmodels</a></p>
+</li>
+</ul>
 
 </div>
 </div>
-</div>
-
 </div></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
@@ -12593,25 +12601,6 @@ <h4 id="Comments">Comments<a class="anchor-link" href="#Comments">&#182;</a></h4
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Links">Links<a class="anchor-link" href="#Links">&#182;</a></h3><ul>
-<li><p><a href="http://nostarch.com/doingmathwithpython">Doing Math with Python</a></p>
-</li>
-<li><p><a href="doingmathwithpython.github.io">Doing Math with Python Blog</a></p>
-</li>
-<li><p><a href="http://www.oreilly.com/pub/e/3712">Upcoming O'Reilly Webcast</a></p>
-</li>
-<li><p><a href="https://github.com/doingmathwithpython">Doing Math with Python GitHub</a></p>
-</li>
-</ul>
-
-</div>
-</div>
-</div></section></section><section><section>
-<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">
 <h3 id="PyCon-Special!">PyCon Special!<a class="anchor-link" href="#PyCon-Special!">&#182;</a></h3><p><em>Use PYCONMATH code to get 30% off from No Starch Press</em></p>
 <p>(Valid from  May 26th - June 8th)</p>
 <p>Book Signing - May 31st - 2.00 PM - No Starch Press booth</p>
@@ -12659,7 +12648,26 @@ <h3 id="Acknowledgements">Acknowledgements<a class="anchor-link" href="#Acknowle
 
 </div>
 </div>
-</div></div></section></section>
+</div></div></section></section><section><section>
+<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">
+<h3 id="Links">Links<a class="anchor-link" href="#Links">&#182;</a></h3><ul>
+<li><p><a href="http://www.oreilly.com/pub/e/3712">Upcoming O'Reilly Webcast</a></p>
+</li>
+<li><p><a href="http://nostarch.com/doingmathwithpython">Doing Math with Python</a></p>
+</li>
+<li><p><a href="doingmathwithpython.github.io">Doing Math with Python Blog</a></p>
+</li>
+<li><p><a href="https://github.com/doingmathwithpython">Doing Math with Python on GitHub</a></p>
+</li>
+</ul>
+
+</div>
+</div>
+</div></section></section>
 </div>
 </div>
 

From 240b164b493df6d5eda822ff5d433e1c67e94420 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Wed, 25 May 2016 19:41:32 -0700
Subject: [PATCH 03/36] new version

---
 index.html | 24 ++++++++----------------
 1 file changed, 8 insertions(+), 16 deletions(-)

diff --git a/index.html b/index.html
index e1b88b4..5e75c1e 100644
--- a/index.html
+++ b/index.html
@@ -12493,7 +12493,7 @@ <h3 id="Great-base-for-the-future">Great base for the future<a class="anchor-lin
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Application-of-differentiation">Application of differentiation<a class="anchor-link" href="#Application-of-differentiation">&#182;</a></h3><p>Use gradient descent to find a function's minimum value</p>
+<h3 id="Application-of-differentiation">Application of differentiation<a class="anchor-link" href="#Application-of-differentiation">&#182;</a></h3><p>Use gradient descent to find a function's minimum value <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Gradient%20Descent.ipynb">(Notebook)</a></p>
 
 </div>
 </div>
@@ -12503,23 +12503,10 @@ <h3 id="Application-of-differentiation">Application of differentiation<a class="
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Predict-the-college-admission-score-based-on-high-school-math-score">Predict the college admission score based on high school math score<a class="anchor-link" href="#Predict-the-college-admission-score-based-on-high-school-math-score">&#182;</a></h3><p>Use gradient descent as the optimizer for single variable linear regression model</p>
+<h3 id="Predict-the-college-admission-score-based-on-high-school-math-score">Predict the college admission score based on high school math score<a class="anchor-link" href="#Predict-the-college-admission-score-based-on-high-school-math-score">&#182;</a></h3><p>Use gradient descent as the optimizer for single variable linear regression model <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Simple%20Linear%20Regression.ipynb">(Notebook)</a></p>
 
 </div>
 </div>
-</div></section><section>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
-<div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">### TODO: digit recognition using Neural networks</span>
-</pre></div>
-
-</div>
-</div>
-</div>
-
 </div></section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
@@ -12614,7 +12601,12 @@ <h3 id="PyCon-Special!">PyCon Special!<a class="anchor-link" href="#PyCon-Specia
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
 <h3 id="Dialogue">Dialogue<a class="anchor-link" href="#Dialogue">&#182;</a></h3><p>Questions, Thoughts, comments, discussions?</p>
-<p>Online: @echorand, amitsaha.in@gmail.com</p>
+<h4 id="Online">Online<a class="anchor-link" href="#Online">&#182;</a></h4><ul>
+<li><p>@echorand</p>
+</li>
+<li><p>amitsaha.in@gmail.com</p>
+</li>
+</ul>
 
 </div>
 </div>

From cc0ef879a8a9dcfe138cfefb43d127e379e3cfdd Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 19:19:41 -0700
Subject: [PATCH 04/36] new version

---
 index.html | 42 ++++++++++++++++++++----------------------
 1 file changed, 20 insertions(+), 22 deletions(-)

diff --git a/index.html b/index.html
index 5e75c1e..02767e6 100644
--- a/index.html
+++ b/index.html
@@ -11852,7 +11852,7 @@ <h2 id="About-me">About me<a class="anchor-link" href="#About-me">&#182;</a></h2
 </li>
 <li><p>Author of "Doing Math with Python" (No Starch Press, 2015)</p>
 </li>
-<li><p>Writes for Linux Voice, Linux Journal, etc.</p>
+<li><p>Writes for Linux Voice, Linux Journal, and others.</p>
 </li>
 <li><p><a href="http://echorand.me">Blog</a>, <a href="http://github.com/amitsaha">GitHub</a></p>
 </li>
@@ -11888,39 +11888,37 @@ <h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposa
 
 </div>
 </div>
-</div><aside class="notes">
-
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+</div></section><section>
+<div class="cell border-box-sizing text_cell rendered">
+<div class="prompt input_prompt">
+</div>
 <div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">As</span> <span class="n">I</span> <span class="n">will</span> <span class="n">attempt</span> <span class="n">to</span> <span class="n">describe</span> <span class="ow">in</span> <span class="n">the</span> <span class="nb">next</span> <span class="n">slides</span><span class="p">,</span> <span class="n">Python</span> <span class="ow">is</span> <span class="n">an</span> <span class="n">amazing</span> <span class="n">way</span> <span class="n">to</span> <span class="n">lead</span> <span class="n">to</span> <span class="n">a</span> <span class="n">more</span> <span class="n">fun</span> <span class="n">learning</span> <span class="ow">and</span> <span class="n">teaching</span>
-<span class="n">experience</span><span class="o">.</span>
-
-<span class="n">It</span> <span class="n">can</span> <span class="n">be</span> <span class="n">a</span> <span class="n">basic</span> <span class="n">calculator</span><span class="p">,</span> <span class="n">a</span> <span class="n">fancy</span> <span class="n">calculator</span> <span class="ow">and</span> 
-
-<span class="n">Math</span><span class="p">,</span> <span class="n">Science</span><span class="p">,</span> <span class="n">Geography</span><span class="o">..</span>
-
-<span class="n">Tools</span> <span class="n">that</span> <span class="n">will</span> <span class="n">help</span> <span class="n">us</span> <span class="ow">in</span> <span class="n">that</span> <span class="n">quest</span> <span class="n">are</span><span class="p">:</span>
-</pre></div>
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><figure>
+<img align="center" src="images/shoulders-we-stand.jpg"></img>
+<figcaption> We will stand on some giant shoulders </figcaption>
+</figure><ul>
+<li><p>Python 3</p>
+</li>
+<li><p>SymPy</p>
+</li>
+<li><p>matplotlib</p>
+</li>
+</ul>
 
 </div>
 </div>
-</div>
-
-</div>
-</aside></section><section>
+</div><div class="fragment">
 <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">
-<h3 id="(Main)-Tools">(Main) Tools<a class="anchor-link" href="#(Main)-Tools">&#182;</a></h3><p><img align="center" src="images/logo_collage.png"></img></p>
+<p><img align="center" src="images/logo_collage.png"></img></p>
 
 </div>
 </div>
-</div></section></section><section><section>
+</div></div></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>

From 4ac77771f2718829d9b3a96877c801d6ed5bf388 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 19:22:50 -0700
Subject: [PATCH 05/36] new version

---
 images/images/Matplotlib_logo.svg.png      | Bin 0 -> 91776 bytes
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 images/images/image2.png                   | Bin 0 -> 38669 bytes
 images/images/image3.png                   | Bin 0 -> 42638 bytes
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 images/images/shoulders-we-stand.jpg       | Bin 0 -> 18122 bytes
 images/images/sympy.png                    | Bin 0 -> 28209 bytes
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 create mode 100644 images/images/image_sources
 create mode 100644 images/images/logo_collage.png
 create mode 100644 images/images/python-logo-master-v3-TM.png
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 create mode 100644 images/images/sympy.png

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diff --git a/images/images/image_sources b/images/images/image_sources
new file mode 100644
index 0000000..51745c7
--- /dev/null
+++ b/images/images/image_sources
@@ -0,0 +1 @@
+shoulders of giants: http://www.orphancaremovement.org/standing-on-the-shoulder-of-giants/
diff --git a/images/images/logo_collage.png b/images/images/logo_collage.png
new file mode 100644
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From 47483f7f47424e5338b1fc94b93bfa3246b4de80 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 19:24:20 -0700
Subject: [PATCH 06/36] new version

---
 images/image_sources          |   1 +
 images/shoulders-we-stand.jpg | Bin 0 -> 18122 bytes
 2 files changed, 1 insertion(+)
 create mode 100644 images/image_sources
 create mode 100644 images/shoulders-we-stand.jpg

diff --git a/images/image_sources b/images/image_sources
new file mode 100644
index 0000000..51745c7
--- /dev/null
+++ b/images/image_sources
@@ -0,0 +1 @@
+shoulders of giants: http://www.orphancaremovement.org/standing-on-the-shoulder-of-giants/
diff --git a/images/shoulders-we-stand.jpg b/images/shoulders-we-stand.jpg
new file mode 100644
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From e9afd4960e87a2a1bbfd3ccddda6d7f53366d690 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 19:25:29 -0700
Subject: [PATCH 07/36] new version

---
 index.html | 12 +-----------
 1 file changed, 1 insertion(+), 11 deletions(-)

diff --git a/index.html b/index.html
index 02767e6..87d2a78 100644
--- a/index.html
+++ b/index.html
@@ -11894,17 +11894,7 @@ <h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposa
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><figure>
-<img align="center" src="images/shoulders-we-stand.jpg"></img>
-<figcaption> We will stand on some giant shoulders </figcaption>
-</figure><ul>
-<li><p>Python 3</p>
-</li>
-<li><p>SymPy</p>
-</li>
-<li><p>matplotlib</p>
-</li>
-</ul>
+<h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><p><img align="center" src="images/shoulders-we-stand.jpg"></img></p>
 
 </div>
 </div>

From 021e4e45e6a3e892b3c9a3dcf135934e1018b123 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 19:32:41 -0700
Subject: [PATCH 08/36] new version

---
 index.html | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/index.html b/index.html
index 87d2a78..da61c5f 100644
--- a/index.html
+++ b/index.html
@@ -11895,6 +11895,15 @@ <h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposa
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
 <h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><p><img align="center" src="images/shoulders-we-stand.jpg"></img></p>
+<p>Our shoulders:</p>
+<ul>
+<li><p><em>Python 3</em></p>
+</li>
+<li><p><em>SymPy</em></p>
+</li>
+<li><p><em>matplotlib</em></p>
+</li>
+</ul>
 
 </div>
 </div>

From 440e35319e4cd59d43bd0b16eb65f51248e3de2c Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 19:39:49 -0700
Subject: [PATCH 09/36] new version

---
 images/giant_shoulders_collage.jpg | Bin 0 -> 42965 bytes
 index.html                         |  16 +++-------------
 2 files changed, 3 insertions(+), 13 deletions(-)
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diff --git a/index.html b/index.html
index da61c5f..718cf29 100644
--- a/index.html
+++ b/index.html
@@ -11894,8 +11894,7 @@ <h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposa
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><p><img align="center" src="images/shoulders-we-stand.jpg"></img></p>
-<p>Our shoulders:</p>
+<h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><p><img align="center" src="images/giant_shoulders_collage.jpg"></img></p>
 <ul>
 <li><p><em>Python 3</em></p>
 </li>
@@ -11904,20 +11903,11 @@ <h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders
 <li><p><em>matplotlib</em></p>
 </li>
 </ul>
+<p>*Individual logos are copyright of the respective projects. <a href="http://www.orphancaremovement.org/standing-on-the-shoulder-of-giants/">Source</a> of the "giant shoulders" image.</p>
 
 </div>
 </div>
-</div><div class="fragment">
-<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">
-<p><img align="center" src="images/logo_collage.png"></img></p>
-
-</div>
-</div>
-</div></div></section></section><section><section>
+</div></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>

From 558032d64d06234b093b60591d9498d5f8e63e1f Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 19:43:22 -0700
Subject: [PATCH 10/36] new version

---
 index.html | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/index.html b/index.html
index 718cf29..d535d9c 100644
--- a/index.html
+++ b/index.html
@@ -11888,7 +11888,17 @@ <h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposa
 
 </div>
 </div>
-</div></section><section>
+</div><div class="fragment">
+<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">
+<p><em>If I have seen further it is by standing on the sholders of Giants</em> - Sir Isaac Newton</p>
+
+</div>
+</div>
+</div></div></section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>

From 8642593c36b247ebfe584221d4a3e352ef9d04f6 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 19:44:42 -0700
Subject: [PATCH 11/36] new version

---
 index.html | 15 +++------------
 1 file changed, 3 insertions(+), 12 deletions(-)

diff --git a/index.html b/index.html
index d535d9c..7694746 100644
--- a/index.html
+++ b/index.html
@@ -11888,23 +11888,14 @@ <h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposa
 
 </div>
 </div>
-</div><div class="fragment">
-<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">
-<p><em>If I have seen further it is by standing on the sholders of Giants</em> - Sir Isaac Newton</p>
-
-</div>
-</div>
-</div></div></section><section>
+</div></section><section>
 <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">
-<h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><p><img align="center" src="images/giant_shoulders_collage.jpg"></img></p>
+<h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><p><em>If I have seen further it is by standing on the sholders of Giants</em> - Sir Isaac Newton</p>
+<p><img align="center" src="images/giant_shoulders_collage.jpg"></img></p>
 <ul>
 <li><p><em>Python 3</em></p>
 </li>

From 8434b596a014742e3af6d2a066a2e40b73bd817e Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 19:47:25 -0700
Subject: [PATCH 12/36] new version

---
 index.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/index.html b/index.html
index 7694746..257aa77 100644
--- a/index.html
+++ b/index.html
@@ -11894,7 +11894,7 @@ <h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposa
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><p><em>If I have seen further it is by standing on the sholders of Giants</em> - Sir Isaac Newton</p>
+<h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><p><em>If I have seen further it is by standing on the shoulders of Giants</em> - Sir Isaac Newton</p>
 <p><img align="center" src="images/giant_shoulders_collage.jpg"></img></p>
 <ul>
 <li><p><em>Python 3</em></p>

From 3ac67ce519704c40fa0d7e1aff187f27e490c774 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 19:58:16 -0700
Subject: [PATCH 13/36] new version

---
 index.html | 88 ++++++++++++++++++++++++++----------------------------
 1 file changed, 42 insertions(+), 46 deletions(-)

diff --git a/index.html b/index.html
index 257aa77..abb0b27 100644
--- a/index.html
+++ b/index.html
@@ -11884,7 +11884,8 @@ <h4 id="Contact">Contact<a class="anchor-link" href="#Contact">&#182;</a></h4><u
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposal, a hypothesis, a statement<a class="anchor-link" href="#This-talk---a-proposal,-a-hypothesis,-a-statement">&#182;</a></h3><p><em>Python can lead to a more enriching learning and teaching experience in the classroom</em></p>
+<h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposal, a hypothesis, a statement<a class="anchor-link" href="#This-talk---a-proposal,-a-hypothesis,-a-statement">&#182;</a></h3><p>What? <em>Python can lead to a more enriching learning and teaching experience in the classroom</em></p>
+<p>How? <em>Next slides</em></p>
 
 </div>
 </div>
@@ -11914,19 +11915,30 @@ <h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a class="anchor-link" href="#Python---a-scientific-calculator">&#182;</a></h3><p>Whose calculator looks like this?</p>
+<div class="highlight"><pre><span></span><span class="o">&gt;&gt;&gt;</span> <span class="p">(</span><span class="mi">131</span> <span class="o">+</span> <span class="mf">21.5</span> <span class="o">+</span> <span class="mf">100.2</span> <span class="o">+</span> <span class="mf">88.7</span> <span class="o">+</span> <span class="mf">99.5</span> <span class="o">+</span> <span class="mf">100.5</span> <span class="o">+</span> <span class="mf">200.5</span><span class="p">)</span><span class="o">/</span><span class="mi">4</span>
+<span class="mf">185.475</span>
+</pre></div>
+<p><em>Python 3 is my favorite calculator (not Python 2 because 1/2 = 0)</em></p>
+
+</div>
+</div>
+</div><div class="fragment">
+<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">
 <h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a class="anchor-link" href="#Python---a-scientific-calculator">&#182;</a></h3><ul>
-<li>Python 3 is my favorite calculator (not Python 2 because 1/2 = 0)</li>
-</ul>
-<ul>
-<li><code>fabs()</code>, <code>abs()</code>, <code>sin()</code>, <code>cos()</code>, <code>gcd()</code>, <code>log()</code> (See <a href="https://docs.python.org/3/library/math.html">math</a>)</li>
-</ul>
-<ul>
-<li>Descriptive statistics (See <a href="https://docs.python.org/3/library/statistics.html#module-statistics">statistics</a>)</li>
+<li><p><code>fabs()</code>, <code>abs()</code>, <code>sin()</code>, <code>cos()</code>, <code>gcd()</code>, <code>log()</code> and more (See <a href="https://docs.python.org/3/library/math.html">math</a>)</p>
+</li>
+<li><p>Descriptive statistics (See <a href="https://docs.python.org/3/library/statistics.html#module-statistics">statistics</a>)</p>
+</li>
 </ul>
 
 </div>
 </div>
-</div></section><section>
+</div></div></section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>
@@ -11938,8 +11950,8 @@ <h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a cla
 <li><p>Use PYTHONSTARTUP to extend the battery of readily available mathematical functions</p>
 </li>
 </ul>
-
-<pre><code>$ PYTHONSTARTUP=~/work/dmwp/pycon-us-2016/startup_math.py idle3 -s</code></pre>
+<div class="highlight"><pre><span></span><span class="err">$</span> <span class="n">PYTHONSTARTUP</span><span class="o">=~/</span><span class="n">work</span><span class="o">/</span><span class="n">dmwp</span><span class="o">/</span><span class="n">pycon</span><span class="o">-</span><span class="n">us</span><span class="o">-</span><span class="mi">2016</span><span class="o">/</span><span class="n">startup_math</span><span class="o">.</span><span class="n">py</span> <span class="n">idle3</span> <span class="o">-</span><span class="n">s</span>
+</pre></div>
 
 </div>
 </div>
@@ -11949,18 +11961,18 @@ <h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a cla
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Unit-conversion-functions">Unit conversion functions<a class="anchor-link" href="#Unit-conversion-functions">&#182;</a></h3>
-<pre><code>&gt;&gt;&gt; unit_conversion()
-1. Kilometers to Miles
-2. Miles to Kilometers
-3. Kilograms to Pounds
-4. Pounds to Kilograms
-5. Celsius to Fahrenheit
-6. Fahrenheit to Celsius
-Which conversion would you like to do? 6
-Enter temperature in fahrenheit: 98
-Temperature in celsius: 36.66666666666667
-&gt;&gt;&gt;</code></pre>
+<h3 id="Unit-conversion-functions">Unit conversion functions<a class="anchor-link" href="#Unit-conversion-functions">&#182;</a></h3><div class="highlight"><pre><span></span><span class="o">&gt;&gt;&gt;</span> <span class="n">unit_conversion</span><span class="p">()</span>
+<span class="mf">1.</span> <span class="n">Kilometers</span> <span class="n">to</span> <span class="n">Miles</span>
+<span class="mf">2.</span> <span class="n">Miles</span> <span class="n">to</span> <span class="n">Kilometers</span>
+<span class="mf">3.</span> <span class="n">Kilograms</span> <span class="n">to</span> <span class="n">Pounds</span>
+<span class="mf">4.</span> <span class="n">Pounds</span> <span class="n">to</span> <span class="n">Kilograms</span>
+<span class="mf">5.</span> <span class="n">Celsius</span> <span class="n">to</span> <span class="n">Fahrenheit</span>
+<span class="mf">6.</span> <span class="n">Fahrenheit</span> <span class="n">to</span> <span class="n">Celsius</span>
+<span class="n">Which</span> <span class="n">conversion</span> <span class="n">would</span> <span class="n">you</span> <span class="n">like</span> <span class="n">to</span> <span class="n">do</span><span class="err">?</span> <span class="mi">6</span>
+<span class="n">Enter</span> <span class="n">temperature</span> <span class="ow">in</span> <span class="n">fahrenheit</span><span class="p">:</span> <span class="mi">98</span>
+<span class="n">Temperature</span> <span class="ow">in</span> <span class="n">celsius</span><span class="p">:</span> <span class="mf">36.66666666666667</span>
+<span class="o">&gt;&gt;&gt;</span>
+</pre></div>
 
 </div>
 </div>
@@ -11970,12 +11982,12 @@ <h3 id="Unit-conversion-functions">Unit conversion functions<a class="anchor-lin
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Finding-linear-correlation">Finding linear correlation<a class="anchor-link" href="#Finding-linear-correlation">&#182;</a></h3>
-<pre><code>&gt;&gt;&gt; 
-&gt;&gt;&gt; x = [1, 2, 3, 4]
-&gt;&gt;&gt; y = [2, 4, 6.1, 7.9]
-&gt;&gt;&gt; find_corr_x_y(x, y)
-0.9995411791453812</code></pre>
+<h3 id="Finding-linear-correlation">Finding linear correlation<a class="anchor-link" href="#Finding-linear-correlation">&#182;</a></h3><div class="highlight"><pre><span></span><span class="o">&gt;&gt;&gt;</span> 
+<span class="o">&gt;&gt;&gt;</span> <span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]</span>
+<span class="o">&gt;&gt;&gt;</span> <span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mf">6.1</span><span class="p">,</span> <span class="mf">7.9</span><span class="p">]</span>
+<span class="o">&gt;&gt;&gt;</span> <span class="n">find_corr_x_y</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
+<span class="mf">0.9995411791453812</span>
+</pre></div>
 
 </div>
 </div>
@@ -11990,23 +12002,7 @@ <h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a
 
 </div>
 </div>
-</div><aside class="notes">
-
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
-<div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">When</span> <span class="n">you</span> <span class="n">bring</span> <span class="ow">in</span> <span class="n">SymPy</span> <span class="n">to</span> <span class="n">the</span> <span class="n">picture</span><span class="p">,</span> <span class="n">things</span> <span class="n">really</span>  <span class="n">get</span> <span class="n">awesome</span><span class="o">.</span> <span class="n">You</span> <span class="n">are</span> <span class="n">suddenly</span> <span class="n">writing</span> <span class="n">computer</span>
-<span class="n">programs</span> <span class="n">which</span> <span class="n">are</span> <span class="n">capable</span> <span class="n">of</span> <span class="n">speaking</span> <span class="n">algebra</span><span class="o">.</span> <span class="n">You</span> <span class="n">are</span> <span class="n">no</span> <span class="n">more</span> <span class="n">limited</span> <span class="n">to</span> <span class="n">numbers</span><span class="o">.</span>
-</pre></div>
-
-</div>
-</div>
-</div>
-
-</div>
-</aside></section><section>
+</div></section><section>
 <div class="cell border-box-sizing code_cell rendered">
 <div class="input">
 <div class="prompt input_prompt">In&nbsp;[5]:</div>

From 1160cb64ce080eae9d46a138917106170e9ab81a Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 20:00:31 -0700
Subject: [PATCH 14/36] new version

---
 index.html | 9 +--------
 1 file changed, 1 insertion(+), 8 deletions(-)

diff --git a/index.html b/index.html
index abb0b27..e7b8782 100644
--- a/index.html
+++ b/index.html
@@ -11897,14 +11897,7 @@ <h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposa
 <div class="text_cell_render border-box-sizing rendered_html">
 <h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><p><em>If I have seen further it is by standing on the shoulders of Giants</em> - Sir Isaac Newton</p>
 <p><img align="center" src="images/giant_shoulders_collage.jpg"></img></p>
-<ul>
-<li><p><em>Python 3</em></p>
-</li>
-<li><p><em>SymPy</em></p>
-</li>
-<li><p><em>matplotlib</em></p>
-</li>
-</ul>
+<p><em>Python 3</em>, <em>SymPy</em>, <em>matplotlib</em></p>
 <p>*Individual logos are copyright of the respective projects. <a href="http://www.orphancaremovement.org/standing-on-the-shoulder-of-giants/">Source</a> of the "giant shoulders" image.</p>
 
 </div>

From b00eecb0274fe283f06ee8dcbfc360e4734615e7 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 20:01:57 -0700
Subject: [PATCH 15/36] new version

---
 index.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/index.html b/index.html
index e7b8782..41cfb93 100644
--- a/index.html
+++ b/index.html
@@ -11922,7 +11922,7 @@ <h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a cla
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a class="anchor-link" href="#Python---a-scientific-calculator">&#182;</a></h3><ul>
+<ul>
 <li><p><code>fabs()</code>, <code>abs()</code>, <code>sin()</code>, <code>cos()</code>, <code>gcd()</code>, <code>log()</code> and more (See <a href="https://docs.python.org/3/library/math.html">math</a>)</p>
 </li>
 <li><p>Descriptive statistics (See <a href="https://docs.python.org/3/library/statistics.html#module-statistics">statistics</a>)</p>

From a788b71bb718056b24e9a1d0190e968efc6c3090 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 20:11:37 -0700
Subject: [PATCH 16/36] new version

---
 index.html | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/index.html b/index.html
index 41cfb93..677bdab 100644
--- a/index.html
+++ b/index.html
@@ -11895,8 +11895,7 @@ <h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposa
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><p><em>If I have seen further it is by standing on the shoulders of Giants</em> - Sir Isaac Newton</p>
-<p><img align="center" src="images/giant_shoulders_collage.jpg"></img></p>
+<h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><p><img align="center" src="images/giant_shoulders_collage.jpg"></img></p>
 <p><em>Python 3</em>, <em>SymPy</em>, <em>matplotlib</em></p>
 <p>*Individual logos are copyright of the respective projects. <a href="http://www.orphancaremovement.org/standing-on-the-shoulder-of-giants/">Source</a> of the "giant shoulders" image.</p>
 

From ef67ad693fe9881e7f23cabc2d6a850506a5c4ef Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 20:14:14 -0700
Subject: [PATCH 17/36] new version

---
 index.html | 1 +
 1 file changed, 1 insertion(+)

diff --git a/index.html b/index.html
index 677bdab..45d03f2 100644
--- a/index.html
+++ b/index.html
@@ -11921,6 +11921,7 @@ <h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a cla
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
+<p>Beyond basic operations:</p>
 <ul>
 <li><p><code>fabs()</code>, <code>abs()</code>, <code>sin()</code>, <code>cos()</code>, <code>gcd()</code>, <code>log()</code> and more (See <a href="https://docs.python.org/3/library/math.html">math</a>)</p>
 </li>

From 2584feeed95ec804fb7c193476ca6494c2cbf3ba Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 20:15:49 -0700
Subject: [PATCH 18/36] new version

---
 index.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/index.html b/index.html
index 45d03f2..440c323 100644
--- a/index.html
+++ b/index.html
@@ -11912,6 +11912,7 @@ <h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a cla
 <span class="mf">185.475</span>
 </pre></div>
 <p><em>Python 3 is my favorite calculator (not Python 2 because 1/2 = 0)</em></p>
+<p>Beyond basic operations:</p>
 
 </div>
 </div>
@@ -11921,7 +11922,6 @@ <h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a cla
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<p>Beyond basic operations:</p>
 <ul>
 <li><p><code>fabs()</code>, <code>abs()</code>, <code>sin()</code>, <code>cos()</code>, <code>gcd()</code>, <code>log()</code> and more (See <a href="https://docs.python.org/3/library/math.html">math</a>)</p>
 </li>

From a95cbecd0aebaff1d045ba5067863f3de78a2555 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 22:08:05 -0700
Subject: [PATCH 19/36] new version

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diff --git a/index.html b/index.html
index 440c323..0325327 100644
--- a/index.html
+++ b/index.html
@@ -12368,6 +12368,15 @@ <h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a
 </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">
+<center><h1>Okay, so?</h1></center>
+</div>
+</div>
 </div></div></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
@@ -12440,6 +12449,7 @@ <h4 id="Bringing-Science-to-life">Bringing Science to life<a class="anchor-link"
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
 <h4 id="Drawing-fractals">Drawing fractals<a class="anchor-link" href="#Drawing-fractals">&#182;</a></h4><p><em>Interactively drawing a Barnsley Fern</em> <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Interactive%20Barnsley%20Fern.ipynb">(Notebook)</a></p>
+<p><img align="center" src="images/fern.jpg" width="400" ></img></p>
 
 </div>
 </div>

From 2773118de0636bb796a5d70b6a8f681c5cef65f7 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 22:32:17 -0700
Subject: [PATCH 20/36] new version

---
 index.html | 79 ++++++++++++++++++++++++++++++------------------------
 1 file changed, 44 insertions(+), 35 deletions(-)

diff --git a/index.html b/index.html
index 0325327..767ffd9 100644
--- a/index.html
+++ b/index.html
@@ -12448,7 +12448,7 @@ <h4 id="Bringing-Science-to-life">Bringing Science to life<a class="anchor-link"
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h4 id="Drawing-fractals">Drawing fractals<a class="anchor-link" href="#Drawing-fractals">&#182;</a></h4><p><em>Interactively drawing a Barnsley Fern</em> <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Interactive%20Barnsley%20Fern.ipynb">(Notebook)</a></p>
+<h4 id="Exploring-Fractals-in-Nature">Exploring Fractals in Nature<a class="anchor-link" href="#Exploring-Fractals-in-Nature">&#182;</a></h4><p><em>Interactively drawing a Barnsley Fern</em> <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Interactive%20Barnsley%20Fern.ipynb">(Notebook)</a></p>
 <p><img align="center" src="images/fern.jpg" width="400" ></img></p>
 
 </div>
@@ -12469,8 +12469,16 @@ <h4 id="The-world-is-your-graph-paper">The world is your graph paper<a class="an
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Great-base-for-the-future">Great base for the future<a class="anchor-link" href="#Great-base-for-the-future">&#182;</a></h3><p><em>Statistics and Graphing data</em> -&gt; <em>Data Science</em></p>
-<p><em>Differential Calculus</em> -&gt; <em>Machine learning</em></p>
+<h3 id="Book:-Doing-Math-With-Python">Book: Doing Math With Python<a class="anchor-link" href="#Book:-Doing-Math-With-Python">&#182;</a></h3><p><img align="center" src="images/dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
+<p>Overview</p>
+<ul>
+<li><p>All of what I have discussed so far</p>
+</li>
+<li><p>In addition: Descriptive statistics, Sets and Probability, Random numbers</p>
+</li>
+</ul>
+<p>Published by <a href="https://www.nostarch.com/doingmathwithpython">No Starch Press</a> in August, 2015.</p>
+<p>Early feedback very encouraging</p>
 
 </div>
 </div>
@@ -12480,7 +12488,8 @@ <h3 id="Great-base-for-the-future">Great base for the future<a class="anchor-lin
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Application-of-differentiation">Application of differentiation<a class="anchor-link" href="#Application-of-differentiation">&#182;</a></h3><p>Use gradient descent to find a function's minimum value <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Gradient%20Descent.ipynb">(Notebook)</a></p>
+<h4 id="Comments">Comments<a class="anchor-link" href="#Comments">&#182;</a></h4><blockquote><p>Outstanding guide to using Python to do maths. Working back through my undergrad maths using Python.</p>
+</blockquote>
 
 </div>
 </div>
@@ -12490,92 +12499,92 @@ <h3 id="Application-of-differentiation">Application of differentiation<a class="
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Predict-the-college-admission-score-based-on-high-school-math-score">Predict the college admission score based on high school math score<a class="anchor-link" href="#Predict-the-college-admission-score-based-on-high-school-math-score">&#182;</a></h3><p>Use gradient descent as the optimizer for single variable linear regression model <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Simple%20Linear%20Regression.ipynb">(Notebook)</a></p>
+<blockquote><p>Saha does an excellent job providing a clear link between Python and upper-level math concepts, and demonstrates how Python can be transformed into a mathematical stage.</p>
+</blockquote>
 
 </div>
 </div>
-</div></section><section>
+</div><div class="fragment">
 <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">
-<h3 id="Advanced-libraries">Advanced libraries<a class="anchor-link" href="#Advanced-libraries">&#182;</a></h3><ul>
-<li><p><a href="https://scipy.org">scipy</a></p>
-</li>
-<li><p><a href="http://www.numpy.org/">numpy</a></p>
-</li>
-<li><p><a href="http://scikit-learn.org/stable/">scikit-learn</a></p>
-</li>
-<li><p><a href="http://pandas.pydata.org/">pandas</a></p>
-</li>
-<li><p><a href="http://statsmodels.sourceforge.net/">Statsmodels</a></p>
-</li>
-</ul>
+<blockquote><p>This book is highly recommended for the high school or college student and anyone who is looking for a more natural way of programming math and scientific functions</p>
+</blockquote>
 
 </div>
 </div>
-</div></section></section><section><section>
+</div></div><div class="fragment">
 <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">
-<h3 id="Book:-Doing-Math-With-Python">Book: Doing Math With Python<a class="anchor-link" href="#Book:-Doing-Math-With-Python">&#182;</a></h3><p><img align="center" src="images/dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
-<p>Published by No Starch Press, out in 2015.</p>
-<p>Early feedback very encouraging</p>
+<blockquote><p>As a teacher I highly recommend this book as a way to work with someone in learning both math and programming</p>
+</blockquote>
 
 </div>
 </div>
-</div></section><section>
+</div></div></section></section><section><section>
 <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="Comments">Comments<a class="anchor-link" href="#Comments">&#182;</a></h4>
+<h3 id="Great-base-for-the-future">Great base for the future<a class="anchor-link" href="#Great-base-for-the-future">&#182;</a></h3><p><em>Statistics and Graphing data</em> -&gt; <em>Data Science</em></p>
+<p><em>Differential Calculus</em> -&gt; <em>Machine learning</em></p>
+
 </div>
 </div>
-</div><div class="fragment">
+</div></section><section>
 <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">
-<blockquote><p>Saha does an excellent job providing a clear link between Python and upper-level math concepts, and demonstrates how Python can be transformed into a mathematical stage.</p>
-</blockquote>
+<h3 id="Application-of-differentiation">Application of differentiation<a class="anchor-link" href="#Application-of-differentiation">&#182;</a></h3><p>Use gradient descent to find a function's minimum value <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Gradient%20Descent.ipynb">(Notebook)</a></p>
 
 </div>
 </div>
-</div></div><div class="fragment">
+</div></section><section>
 <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">
-<blockquote><p>This book is highly recommended for the high school or college student and anyone who is looking for a more natural way of programming math and scientific functions</p>
-</blockquote>
+<h3 id="Predict-the-college-admission-score-based-on-high-school-math-score">Predict the college admission score based on high school math score<a class="anchor-link" href="#Predict-the-college-admission-score-based-on-high-school-math-score">&#182;</a></h3><p>Use gradient descent as the optimizer for single variable linear regression model <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Simple%20Linear%20Regression.ipynb">(Notebook)</a></p>
 
 </div>
 </div>
-</div></div><div class="fragment">
+</div></section><section>
 <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">
-<blockquote><p>As a teacher I highly recommend this book as a way to work with someone in learning both math and programming</p>
-</blockquote>
+<h3 id="Advanced-libraries">Advanced libraries<a class="anchor-link" href="#Advanced-libraries">&#182;</a></h3><ul>
+<li><p><a href="https://scipy.org">scipy</a></p>
+</li>
+<li><p><a href="http://www.numpy.org/">numpy</a></p>
+</li>
+<li><p><a href="http://scikit-learn.org/stable/">scikit-learn</a></p>
+</li>
+<li><p><a href="http://pandas.pydata.org/">pandas</a></p>
+</li>
+<li><p><a href="http://statsmodels.sourceforge.net/">Statsmodels</a></p>
+</li>
+</ul>
 
 </div>
 </div>
-</div></div></section></section><section><section>
+</div></section></section><section><section>
 <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">
-<h3 id="PyCon-Special!">PyCon Special!<a class="anchor-link" href="#PyCon-Special!">&#182;</a></h3><p><em>Use PYCONMATH code to get 30% off from No Starch Press</em></p>
+<h3 id="PyCon-Special!">PyCon Special!<a class="anchor-link" href="#PyCon-Special!">&#182;</a></h3><p><em>Use PYCONMATH code to get 30% off "Doing Math with Python" from No Starch Press</em></p>
 <p>(Valid from  May 26th - June 8th)</p>
 <p>Book Signing - May 31st - 2.00 PM - No Starch Press booth</p>
 

From 99b135a6400f5631a045726803b39731709345d0 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 22:44:20 -0700
Subject: [PATCH 21/36] new version

---
 index.html | 23 ++++++++++++-----------
 1 file changed, 12 insertions(+), 11 deletions(-)

diff --git a/index.html b/index.html
index 767ffd9..dd50bb6 100644
--- a/index.html
+++ b/index.html
@@ -12478,7 +12478,7 @@ <h3 id="Book:-Doing-Math-With-Python">Book: Doing Math With Python<a class="anch
 </li>
 </ul>
 <p>Published by <a href="https://www.nostarch.com/doingmathwithpython">No Starch Press</a> in August, 2015.</p>
-<p>Early feedback very encouraging</p>
+<p><em>Upcoming/In-progress translations</em>: Simplified Chinese, Japanese, French and Korean.</p>
 
 </div>
 </div>
@@ -12584,9 +12584,13 @@ <h3 id="Advanced-libraries">Advanced libraries<a class="anchor-link" href="#Adva
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="PyCon-Special!">PyCon Special!<a class="anchor-link" href="#PyCon-Special!">&#182;</a></h3><p><em>Use PYCONMATH code to get 30% off "Doing Math with Python" from No Starch Press</em></p>
-<p>(Valid from  May 26th - June 8th)</p>
-<p>Book Signing - May 31st - 2.00 PM - No Starch Press booth</p>
+<h3 id="Dialogue">Dialogue<a class="anchor-link" href="#Dialogue">&#182;</a></h3><p>Questions, Thoughts, comments, discussions?</p>
+<h4 id="Online">Online<a class="anchor-link" href="#Online">&#182;</a></h4><ul>
+<li><p>@echorand</p>
+</li>
+<li><p>amitsaha.in@gmail.com</p>
+</li>
+</ul>
 
 </div>
 </div>
@@ -12596,13 +12600,10 @@ <h3 id="PyCon-Special!">PyCon Special!<a class="anchor-link" href="#PyCon-Specia
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Dialogue">Dialogue<a class="anchor-link" href="#Dialogue">&#182;</a></h3><p>Questions, Thoughts, comments, discussions?</p>
-<h4 id="Online">Online<a class="anchor-link" href="#Online">&#182;</a></h4><ul>
-<li><p>@echorand</p>
-</li>
-<li><p>amitsaha.in@gmail.com</p>
-</li>
-</ul>
+<h3 id="PyCon-Special!">PyCon Special!<a class="anchor-link" href="#PyCon-Special!">&#182;</a></h3><p><em>Use PYCONMATH code to get 30% off "Doing Math with Python" from <a href="https://www.nostarch.com/doingmathwithpython">No Starch Press</a></em></p>
+<p><img align="center" src="images/dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
+<p>(Valid from  May 26th - June 8th)</p>
+<p>Book Signing - May 31st - 2.00 PM - No Starch Press booth</p>
 
 </div>
 </div>

From 5b8bbd0cde9da1e40f1741cdb4ddabccad5b95cb Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 22:54:58 -0700
Subject: [PATCH 22/36] new version

---
 index.html | 112 ++++++++++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 110 insertions(+), 2 deletions(-)

diff --git a/index.html b/index.html
index dd50bb6..723bfce 100644
--- a/index.html
+++ b/index.html
@@ -11830,6 +11830,20 @@
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
+<p>Hello everyone! My name is Amit Saha and today I am here to talk to about "Doing Math with Python".</p>
+<p>Thank you for coming to my talk - i know you could have chosen the other talk, so it's good to know that my talk's topic interests you.</p>
+<p>A bit about me - I am a software engineer at Freelancer.com in Sydney Australia.  I am a fairly regular writer for Linux Voice and other Linux magazines. And last, but not the least, I am the author of the book "Doing Math with Python" (not coincidentally titled the same as this talk - haha) published by No Starch Press in 2015.</p>
+<p>There is a link to my blog, GitHub, twitter, etc. so, if you want to learn more about my work or get in touch, those are the means to do so!</p>
+<p>Okay, so all that aside - let's start with the talk!</p>
+
+</div>
+</div>
+</div></section></section><section><section>
+<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">
 <h1 id="-Doing-Math-with-Python-"><center> Doing Math with Python </center><a class="anchor-link" href="#-Doing-Math-with-Python-">&#182;</a></h1><center>
 
 
@@ -11876,6 +11890,19 @@ <h4 id="Contact">Contact<a class="anchor-link" href="#Contact">&#182;</a></h4><u
 <p>
 <p>
 <center><font size="12"> All presentation materials: https://github.com/doingmathwithpython</font></center>
+</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">
+<p>So, what am I selling to you today? Not my book (I am, but in a subtle way). I am presenting an idea, a hypothesis or even making a statement - Python can lead to a more enriching learning and teaching experience in the classroom.</p>
+<p>Let me explain where I am coming from. When I think back about when I was learning to program and learning all other subjects in standards 7-10. I think it's true today as well. Programming and other subjects such as Math, Science are taught in a disconnected fashion. Programming seems to be all about finding the sum of a series or generating fibonacci numbers. Make no mistake, these exercises are what builds up the programming logic. Some students get really excited about being able to do these, but a lot of them don't.  It's a lot like not everyone gets interested in solving puzzles - i don't, i never took to them.</p>
+<p>I think I know of a way we could excite more students! Show them how you can write programs to do your homework, or experiment without having to go the science lab or setup elaborate experimental setups. This is my goal for today - in the following slides and notebooks, I will hypothesise on a way of connecting Python programming and other subjects. That will show that programming is a way to get real work done, not something to learn for the sake of it.</p>
+<p>We need some tools to help us on our quest. The Python community has some giant shoulders we can stand upon - Python 3, SymPy and matplotlib.</p>
+
 </div>
 </div>
 </div></section></section><section><section>
@@ -11899,6 +11926,21 @@ <h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders
 <p><em>Python 3</em>, <em>SymPy</em>, <em>matplotlib</em></p>
 <p>*Individual logos are copyright of the respective projects. <a href="http://www.orphancaremovement.org/standing-on-the-shoulder-of-giants/">Source</a> of the "giant shoulders" image.</p>
 
+</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">
+<p>Whose calculator looks like this?</p>
+<p>Who uses Python as a calculator? Raise of hands please!</p>
+<p>I do! Specifically, I use Python 3 because of 1/2=0 messes up my monthly expenditure calculation.</p>
+<p>Besides the usual addition and subtraction, we have of course the math module and more recently the statistics module which makes Python a worthy scientific calculator.</p>
+<p>But then, there's more! You are not limited to the functions from those libraries, you can write your own custom functions and make them available whenever you start your Python interpreter. How?</p>
+<p>Use PYTHONSTARTUP!</p>
+
 </div>
 </div>
 </div></section></section><section><section>
@@ -11982,6 +12024,20 @@ <h3 id="Finding-linear-correlation">Finding linear correlation<a class="anchor-l
 <span class="mf">0.9995411791453812</span>
 </pre></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">
+<p>So, that was Python and it's standard libraries. When you bring in third party libraries to the mix, Python becomes a seriously fancy calculator.</p>
+<p>Who has heard about SymPy?</p>
+<p>You can give it algebraic expressions to a function and a graph will be created for you.</p>
+<p>You can give an equation and out comes the solutions for that equation.</p>
+<p>We can even solve calculus problems.</p>
+
 </div>
 </div>
 </div></section></section><section><section>
@@ -12368,6 +12424,17 @@ <h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a
 </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">
+<p>I will pause for a moment now. In the first two slides, we have seen how Python can be a super awesome calculator. What does that buy us? We have now been able to show that you can make computer programs literally do your homework. Write a program to do your work once and you will never have to make those lengthy calculations yourselves.</p>
+<p>Let's continue.</p>
+
+</div>
+</div>
 </div>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
@@ -12375,6 +12442,19 @@ <h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
 <center><h1>Okay, so?</h1></center>
+</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">
+<p>Python can be more than a super powerful calculator. We can use it to enhance the learning experience of other subjects. Next, I have three examples including a demo. First up, a video of a projectile motion. This program uses matplotlib's animation API to create a basic animation of a projectile motion - a fairly common subject introduced in introductory Physics. The program which is linked asks for the angle of projection and speed and then draws the trajectory of the projectile. Just by running the program multiple times, we can see how the trajectory changes. We don't have to go outside and start throwing balls..</p>
+<p>Next, we will put Jupyter Notebook's interactive widgets to good effect by drawing a Barnsley Fern. Let's see how the demo goes.</p>
+<p>Next, with the help of basemap, we can draw places on a world map like we would draw points on a graph paper.</p>
+<p>I know I would be excited if someone was showing me all these cool things when I was learning these things!</p>
+
 </div>
 </div>
 </div></div></section></section><section><section>
@@ -12461,6 +12541,20 @@ <h4 id="Exploring-Fractals-in-Nature">Exploring Fractals in Nature<a class="anch
 <div class="text_cell_render border-box-sizing rendered_html">
 <h4 id="The-world-is-your-graph-paper">The world is your graph paper<a class="anchor-link" href="#The-world-is-your-graph-paper">&#182;</a></h4><p><em>Showing places on a digital map</em> <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Maps%20using%20Basemap%20-%20demo.ipynb">(Notebook)</a></p>
 
+</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">
+<p>Next, I would like to talk about my book "Doing Math with Python". My idea was attractive enough to get it published by No Starch Press which makes me hope that I am probably onto something.</p>
+<p>Has anybody read my book? What do you think of it? You have read it and came to my talk? I am feeling better :)</p>
+<p>I discuss all of the topics I discuss today in my talk. In addition, I discuss sets, probability and random numbers and descriptive statistics.</p>
+<p>It's being translated into several non-English languages.</p>
+<p>The reviews/feedback so far has been really positive. I don't have any first hand involvement in teaching, so it's very appreciative of people to share their viewpoints with me.</p>
+
 </div>
 </div>
 </div></section></section><section><section>
@@ -12524,6 +12618,20 @@ <h4 id="Comments">Comments<a class="anchor-link" href="#Comments">&#182;</a></h4
 <blockquote><p>As a teacher I highly recommend this book as a way to work with someone in learning both math and programming</p>
 </blockquote>
 
+</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">
+<p>Okay, so that's great. We have successfully used Python to make the learning experience of young learners more fun and immediately applicable. Can we derive more benefit from doing that? Like something for the future? We all love doing things for the future, don't we?</p>
+<p>I think yes, i think if we teach young learners the things we have discussed today, it is a great base for someone wanting to go into data science or machine learning.</p>
+<p>Statistics and visualising data are two very key factors of data science.</p>
+<p>Differential calculus and specifically the gradient descent method is a simple but useful optimization method used in Machine Learning. Let's see a demo of using gradient descent to find the minimum value of a function.</p>
+<p>Now, let's apply gradient descent as an optimizer in a Linear Regression problem.</p>
+
 </div>
 </div>
 </div></div></section></section><section><section>
@@ -12586,9 +12694,9 @@ <h3 id="Advanced-libraries">Advanced libraries<a class="anchor-link" href="#Adva
 <div class="text_cell_render border-box-sizing rendered_html">
 <h3 id="Dialogue">Dialogue<a class="anchor-link" href="#Dialogue">&#182;</a></h3><p>Questions, Thoughts, comments, discussions?</p>
 <h4 id="Online">Online<a class="anchor-link" href="#Online">&#182;</a></h4><ul>
-<li><p>@echorand</p>
+<li><p>Twitter: @echorand</p>
 </li>
-<li><p>amitsaha.in@gmail.com</p>
+<li><p>Email: amitsaha.in@gmail.com</p>
 </li>
 </ul>
 

From 3c85154ef3aae007db836858b5f551e4f25e856f Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 22:57:21 -0700
Subject: [PATCH 23/36] new version

---
 index.html | 108 -----------------------------------------------------
 1 file changed, 108 deletions(-)

diff --git a/index.html b/index.html
index 723bfce..f4d7a16 100644
--- a/index.html
+++ b/index.html
@@ -11830,20 +11830,6 @@
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<p>Hello everyone! My name is Amit Saha and today I am here to talk to about "Doing Math with Python".</p>
-<p>Thank you for coming to my talk - i know you could have chosen the other talk, so it's good to know that my talk's topic interests you.</p>
-<p>A bit about me - I am a software engineer at Freelancer.com in Sydney Australia.  I am a fairly regular writer for Linux Voice and other Linux magazines. And last, but not the least, I am the author of the book "Doing Math with Python" (not coincidentally titled the same as this talk - haha) published by No Starch Press in 2015.</p>
-<p>There is a link to my blog, GitHub, twitter, etc. so, if you want to learn more about my work or get in touch, those are the means to do so!</p>
-<p>Okay, so all that aside - let's start with the talk!</p>
-
-</div>
-</div>
-</div></section></section><section><section>
-<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">
 <h1 id="-Doing-Math-with-Python-"><center> Doing Math with Python </center><a class="anchor-link" href="#-Doing-Math-with-Python-">&#182;</a></h1><center>
 
 
@@ -11890,19 +11876,6 @@ <h4 id="Contact">Contact<a class="anchor-link" href="#Contact">&#182;</a></h4><u
 <p>
 <p>
 <center><font size="12"> All presentation materials: https://github.com/doingmathwithpython</font></center>
-</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">
-<p>So, what am I selling to you today? Not my book (I am, but in a subtle way). I am presenting an idea, a hypothesis or even making a statement - Python can lead to a more enriching learning and teaching experience in the classroom.</p>
-<p>Let me explain where I am coming from. When I think back about when I was learning to program and learning all other subjects in standards 7-10. I think it's true today as well. Programming and other subjects such as Math, Science are taught in a disconnected fashion. Programming seems to be all about finding the sum of a series or generating fibonacci numbers. Make no mistake, these exercises are what builds up the programming logic. Some students get really excited about being able to do these, but a lot of them don't.  It's a lot like not everyone gets interested in solving puzzles - i don't, i never took to them.</p>
-<p>I think I know of a way we could excite more students! Show them how you can write programs to do your homework, or experiment without having to go the science lab or setup elaborate experimental setups. This is my goal for today - in the following slides and notebooks, I will hypothesise on a way of connecting Python programming and other subjects. That will show that programming is a way to get real work done, not something to learn for the sake of it.</p>
-<p>We need some tools to help us on our quest. The Python community has some giant shoulders we can stand upon - Python 3, SymPy and matplotlib.</p>
-
 </div>
 </div>
 </div></section></section><section><section>
@@ -11926,21 +11899,6 @@ <h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders
 <p><em>Python 3</em>, <em>SymPy</em>, <em>matplotlib</em></p>
 <p>*Individual logos are copyright of the respective projects. <a href="http://www.orphancaremovement.org/standing-on-the-shoulder-of-giants/">Source</a> of the "giant shoulders" image.</p>
 
-</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">
-<p>Whose calculator looks like this?</p>
-<p>Who uses Python as a calculator? Raise of hands please!</p>
-<p>I do! Specifically, I use Python 3 because of 1/2=0 messes up my monthly expenditure calculation.</p>
-<p>Besides the usual addition and subtraction, we have of course the math module and more recently the statistics module which makes Python a worthy scientific calculator.</p>
-<p>But then, there's more! You are not limited to the functions from those libraries, you can write your own custom functions and make them available whenever you start your Python interpreter. How?</p>
-<p>Use PYTHONSTARTUP!</p>
-
 </div>
 </div>
 </div></section></section><section><section>
@@ -12024,20 +11982,6 @@ <h3 id="Finding-linear-correlation">Finding linear correlation<a class="anchor-l
 <span class="mf">0.9995411791453812</span>
 </pre></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">
-<p>So, that was Python and it's standard libraries. When you bring in third party libraries to the mix, Python becomes a seriously fancy calculator.</p>
-<p>Who has heard about SymPy?</p>
-<p>You can give it algebraic expressions to a function and a graph will be created for you.</p>
-<p>You can give an equation and out comes the solutions for that equation.</p>
-<p>We can even solve calculus problems.</p>
-
 </div>
 </div>
 </div></section></section><section><section>
@@ -12424,17 +12368,6 @@ <h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a
 </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">
-<p>I will pause for a moment now. In the first two slides, we have seen how Python can be a super awesome calculator. What does that buy us? We have now been able to show that you can make computer programs literally do your homework. Write a program to do your work once and you will never have to make those lengthy calculations yourselves.</p>
-<p>Let's continue.</p>
-
-</div>
-</div>
 </div>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
@@ -12442,19 +12375,6 @@ <h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
 <center><h1>Okay, so?</h1></center>
-</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">
-<p>Python can be more than a super powerful calculator. We can use it to enhance the learning experience of other subjects. Next, I have three examples including a demo. First up, a video of a projectile motion. This program uses matplotlib's animation API to create a basic animation of a projectile motion - a fairly common subject introduced in introductory Physics. The program which is linked asks for the angle of projection and speed and then draws the trajectory of the projectile. Just by running the program multiple times, we can see how the trajectory changes. We don't have to go outside and start throwing balls..</p>
-<p>Next, we will put Jupyter Notebook's interactive widgets to good effect by drawing a Barnsley Fern. Let's see how the demo goes.</p>
-<p>Next, with the help of basemap, we can draw places on a world map like we would draw points on a graph paper.</p>
-<p>I know I would be excited if someone was showing me all these cool things when I was learning these things!</p>
-
 </div>
 </div>
 </div></div></section></section><section><section>
@@ -12541,20 +12461,6 @@ <h4 id="Exploring-Fractals-in-Nature">Exploring Fractals in Nature<a class="anch
 <div class="text_cell_render border-box-sizing rendered_html">
 <h4 id="The-world-is-your-graph-paper">The world is your graph paper<a class="anchor-link" href="#The-world-is-your-graph-paper">&#182;</a></h4><p><em>Showing places on a digital map</em> <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Maps%20using%20Basemap%20-%20demo.ipynb">(Notebook)</a></p>
 
-</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">
-<p>Next, I would like to talk about my book "Doing Math with Python". My idea was attractive enough to get it published by No Starch Press which makes me hope that I am probably onto something.</p>
-<p>Has anybody read my book? What do you think of it? You have read it and came to my talk? I am feeling better :)</p>
-<p>I discuss all of the topics I discuss today in my talk. In addition, I discuss sets, probability and random numbers and descriptive statistics.</p>
-<p>It's being translated into several non-English languages.</p>
-<p>The reviews/feedback so far has been really positive. I don't have any first hand involvement in teaching, so it's very appreciative of people to share their viewpoints with me.</p>
-
 </div>
 </div>
 </div></section></section><section><section>
@@ -12618,20 +12524,6 @@ <h4 id="Comments">Comments<a class="anchor-link" href="#Comments">&#182;</a></h4
 <blockquote><p>As a teacher I highly recommend this book as a way to work with someone in learning both math and programming</p>
 </blockquote>
 
-</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">
-<p>Okay, so that's great. We have successfully used Python to make the learning experience of young learners more fun and immediately applicable. Can we derive more benefit from doing that? Like something for the future? We all love doing things for the future, don't we?</p>
-<p>I think yes, i think if we teach young learners the things we have discussed today, it is a great base for someone wanting to go into data science or machine learning.</p>
-<p>Statistics and visualising data are two very key factors of data science.</p>
-<p>Differential calculus and specifically the gradient descent method is a simple but useful optimization method used in Machine Learning. Let's see a demo of using gradient descent to find the minimum value of a function.</p>
-<p>Now, let's apply gradient descent as an optimizer in a Linear Regression problem.</p>
-
 </div>
 </div>
 </div></div></section></section><section><section>

From 00b45ed5dae294f03a9ae1e7a8e4e7bf31af974c Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 23:00:00 -0700
Subject: [PATCH 24/36] new version

---
 index.html | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/index.html b/index.html
index f4d7a16..bc47a3c 100644
--- a/index.html
+++ b/index.html
@@ -12368,7 +12368,7 @@ <h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a
 </div>
 </div>
 
-</div>
+</div></div></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>
@@ -12377,7 +12377,7 @@ <h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a
 <center><h1>Okay, so?</h1></center>
 </div>
 </div>
-</div></div></section></section><section><section>
+</div></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>

From 617e0e06a42410f106fcf4194bca1d845b071ae4 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sat, 28 May 2016 23:07:40 -0700
Subject: [PATCH 25/36] new version

---
 index.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/index.html b/index.html
index bc47a3c..86bd1d2 100644
--- a/index.html
+++ b/index.html
@@ -12374,7 +12374,7 @@ <h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<center><h1>Okay, so?</h1></center>
+<center><h1>Can we do more than write smart calculators?</h1></center>
 </div>
 </div>
 </div></section></section><section><section>

From c185441e7dfeeb530aa0d8a30e4f0ff41aa3568b Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sun, 29 May 2016 09:31:08 -0700
Subject: [PATCH 26/36] new version

---
 index.html | 17 +++++++++++++++--
 1 file changed, 15 insertions(+), 2 deletions(-)

diff --git a/index.html b/index.html
index 86bd1d2..3296bac 100644
--- a/index.html
+++ b/index.html
@@ -12646,9 +12646,9 @@ <h3 id="Acknowledgements">Acknowledgements<a class="anchor-link" href="#Acknowle
 <h3 id="Links">Links<a class="anchor-link" href="#Links">&#182;</a></h3><ul>
 <li><p><a href="http://www.oreilly.com/pub/e/3712">Upcoming O'Reilly Webcast</a></p>
 </li>
-<li><p><a href="http://nostarch.com/doingmathwithpython">Doing Math with Python</a></p>
+<li><p><a href="https://nostarch.com/doingmathwithpython">Doing Math with Python</a></p>
 </li>
-<li><p><a href="doingmathwithpython.github.io">Doing Math with Python Blog</a></p>
+<li><p><a href="https://doingmathwithpython.github.io">Doing Math with Python Blog</a></p>
 </li>
 <li><p><a href="https://github.com/doingmathwithpython">Doing Math with Python on GitHub</a></p>
 </li>
@@ -12656,6 +12656,19 @@ <h3 id="Links">Links<a class="anchor-link" href="#Links">&#182;</a></h3><ul>
 
 </div>
 </div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+</div>
+</div>
+</div>
+
 </div></section></section>
 </div>
 </div>

From 5fff6d81caadf828d11994874737aaf4702a5d04 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sun, 29 May 2016 09:36:43 -0700
Subject: [PATCH 27/36] new version

---
 index.html | 14 +++++++++++++-
 1 file changed, 13 insertions(+), 1 deletion(-)

diff --git a/index.html b/index.html
index 3296bac..f1c00f1 100644
--- a/index.html
+++ b/index.html
@@ -12488,7 +12488,19 @@ <h3 id="Book:-Doing-Math-With-Python">Book: Doing Math With Python<a class="anch
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h4 id="Comments">Comments<a class="anchor-link" href="#Comments">&#182;</a></h4><blockquote><p>Outstanding guide to using Python to do maths. Working back through my undergrad maths using Python.</p>
+<h4 id="Comments">Comments<a class="anchor-link" href="#Comments">&#182;</a></h4><blockquote><p>Saha does an excellent job providing a clear link between Python and upper-level math concepts, and demonstrates how Python can be transformed into a mathematical stage. This book deserves a spot on every geometry teacher’s bookshelf.</p>
+</blockquote>
+<p><a href="http://www.slj.com/2016/05/collection-development/read-watch-alikes/coding-lets-begin/#_">School Library Journal</a></p>
+
+</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">
+<blockquote><p>Outstanding guide to using Python to do maths. Working back through my undergrad maths using Python.</p>
 </blockquote>
 
 </div>

From 04fc0e26fc6dcd85abf977c3d27f8a9289077349 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sun, 29 May 2016 09:38:27 -0700
Subject: [PATCH 28/36] new version

---
 index.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/index.html b/index.html
index f1c00f1..dc8a252 100644
--- a/index.html
+++ b/index.html
@@ -12494,7 +12494,7 @@ <h4 id="Comments">Comments<a class="anchor-link" href="#Comments">&#182;</a></h4
 
 </div>
 </div>
-</div>
+</div></section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>

From ca78ebac5053bc32698f5fa23751ecb8467e6084 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sun, 29 May 2016 12:08:40 -0700
Subject: [PATCH 29/36] new version

---
 index.html | 140 ++++++++++++++++++++++++++++++++++++++++++++++++++---
 1 file changed, 132 insertions(+), 8 deletions(-)

diff --git a/index.html b/index.html
index dc8a252..9f34193 100644
--- a/index.html
+++ b/index.html
@@ -11824,7 +11824,23 @@
 
 <div class="reveal">
 <div class="slides">
-<section><section>
+<aside class="notes">
+
+<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">
+<p>Hello everyone! My name is Amit Saha and today I am here to talk to about "Doing Math with Python".</p>
+<p>Thank you for coming to my talk - i know you could have chosen the other talk, so it's good to know that my talk's topic interests you.</p>
+<p>A bit about me - I am a software engineer at Freelancer.com in Sydney Australia.  I am a fairly regular writer for Linux Voice and other Linux magazines. And last, but not the least, I am the author of the book "Doing Math with Python" (not coincidentally titled the same as this talk - haha) published by No Starch Press in 2015.</p>
+<p>There is a link to my blog, GitHub, twitter, etc. so, if you want to learn more about my work or get in touch, those are the means to do so!</p>
+<p>Okay, so all that aside - let's start with the talk!</p>
+
+</div>
+</div>
+</div>
+</aside><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>
@@ -11878,7 +11894,22 @@ <h4 id="Contact">Contact<a class="anchor-link" href="#Contact">&#182;</a></h4><u
 <center><font size="12"> All presentation materials: https://github.com/doingmathwithpython</font></center>
 </div>
 </div>
-</div></section></section><section><section>
+</div><aside class="notes">
+
+<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">
+<p>So, what am I selling to you today? Not my book (I am, but in a subtle way). I am presenting an idea, a hypothesis or even making a statement - Python can lead to a more enriching learning and teaching experience in the classroom.</p>
+<p>Let me explain where I am coming from. When I think back about when I was learning to program and learning all other subjects in standards 7-10. I think it's true today as well. Programming and other subjects such as Math, Science are taught in a disconnected fashion. Programming seems to be all about finding the sum of a series or generating fibonacci numbers. Make no mistake, these exercises are what builds up the programming logic. Some students get really excited about being able to do these, but a lot of them don't.  It's a lot like not everyone gets interested in solving puzzles - i don't, i never took to them.</p>
+<p>I think I know of a way we could excite more students! Show them how you can write programs to do your homework, or experiment without having to go the science lab or setup elaborate experimental setups. This is my goal for today - in the following slides and notebooks, I will hypothesise on a way of connecting Python programming and other subjects. That will show that programming is a way to get real work done, not something to learn for the sake of it.</p>
+<p>We need some tools to help us on our quest. The Python community has some giant shoulders we can stand upon - Python 3, SymPy and matplotlib.</p>
+
+</div>
+</div>
+</div>
+</aside></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>
@@ -11901,7 +11932,24 @@ <h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders
 
 </div>
 </div>
-</div></section></section><section><section>
+</div><aside class="notes">
+
+<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">
+<p>Whose calculator looks like this?</p>
+<p>Who uses Python as a calculator? Raise of hands please!</p>
+<p>I do! Specifically, I use Python 3 because of 1/2=0 messes up my monthly expenditure calculation.</p>
+<p>Besides the usual addition and subtraction, we have of course the math module and more recently the statistics module which makes Python a worthy scientific calculator.</p>
+<p>But then, there's more! You are not limited to the functions from those libraries, you can write your own custom functions and make them available whenever you start your Python interpreter. How?</p>
+<p>Use PYTHONSTARTUP!</p>
+
+</div>
+</div>
+</div>
+</aside></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>
@@ -11984,7 +12032,23 @@ <h3 id="Finding-linear-correlation">Finding linear correlation<a class="anchor-l
 
 </div>
 </div>
-</div></section></section><section><section>
+</div><aside class="notes">
+
+<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">
+<p>So, that was Python and it's standard libraries. When you bring in third party libraries to the mix, Python becomes a seriously fancy calculator.</p>
+<p>Who has heard about SymPy?</p>
+<p>You can give it algebraic expressions to a function and a graph will be created for you.</p>
+<p>You can give an equation and out comes the solutions for that equation.</p>
+<p>We can even solve calculus problems.</p>
+
+</div>
+</div>
+</div>
+</aside></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>
@@ -12368,7 +12432,20 @@ <h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a
 </div>
 </div>
 
-</div></div></section></section><section><section>
+</div><aside class="notes">
+
+<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">
+<p>I will pause for a moment now. In the first two slides, we have seen how Python can be a super awesome calculator. What does that buy us? We have now been able to show that you can make computer programs literally do your homework. Write a program to do your work once and you will never have to make those lengthy calculations yourselves. Can we use Python to do more?</p>
+<p>Let's continue.</p>
+
+</div>
+</div>
+</div>
+</aside></div></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>
@@ -12377,7 +12454,22 @@ <h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a
 <center><h1>Can we do more than write smart calculators?</h1></center>
 </div>
 </div>
-</div></section></section><section><section>
+</div><aside class="notes">
+
+<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">
+<p>Python can be more than a super powerful calculator. We can use it to enhance the learning experience of other subjects. Next, I have three examples including a demo. First up, a video of a projectile motion. This program uses matplotlib's animation API to create a basic animation of a projectile motion - a fairly common subject introduced in introductory Physics. The program which is linked asks for the angle of projection and speed and then draws the trajectory of the projectile. Just by running the program multiple times, we can see how the trajectory changes. We don't have to go outside and start throwing balls..</p>
+<p>Next, we will put Jupyter Notebook's interactive widgets to good effect by drawing a Barnsley Fern. Let's see how the demo goes.</p>
+<p>Next, with the help of basemap, we can draw places on a world map like we would draw points on a graph paper.</p>
+<p>I know I would be excited if someone was showing me all these cool things when I was learning these things!</p>
+
+</div>
+</div>
+</div>
+</aside></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>
@@ -12463,7 +12555,23 @@ <h4 id="The-world-is-your-graph-paper">The world is your graph paper<a class="an
 
 </div>
 </div>
-</div></section></section><section><section>
+</div><aside class="notes">
+
+<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">
+<p>Next, I would like to talk about my book "Doing Math with Python". My idea was attractive enough to get it published by No Starch Press which makes me hope that I am probably onto something.</p>
+<p>Has anybody read my book? What do you think of it? You have read it and came to my talk? I am feeling better :)</p>
+<p>I discuss all of the topics I discuss today in my talk. In addition, I discuss sets, probability and random numbers and descriptive statistics.</p>
+<p>It's being translated into several non-English languages.</p>
+<p>The reviews/feedback so far has been really positive. I don't have any first hand involvement in teaching, so it's very appreciative of people to share their viewpoints with me.</p>
+
+</div>
+</div>
+</div>
+</aside></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>
@@ -12538,7 +12646,23 @@ <h4 id="Comments">Comments<a class="anchor-link" href="#Comments">&#182;</a></h4
 
 </div>
 </div>
-</div></div></section></section><section><section>
+</div><aside class="notes">
+
+<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">
+<p>Okay, so that's great. We have successfully used Python to make the learning experience of young learners more fun and immediately applicable. Can we derive more benefit from doing that? Like something for the future? We all love doing things for the future, don't we?</p>
+<p>I think yes, i think if we teach young learners the things we have discussed today, it is a great base for someone wanting to go into data science or machine learning.</p>
+<p>Statistics and visualising data are two very key factors of data science.</p>
+<p>Differential calculus and specifically the gradient descent method is a simple but useful optimization method used in Machine Learning. Let's see a demo of using gradient descent to find the minimum value of a function.</p>
+<p>Now, let's apply gradient descent as an optimizer in a Linear Regression problem.</p>
+
+</div>
+</div>
+</div>
+</aside></div></section></section><section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>

From 0bddab671b7e3a0b1375724569d8b74c22361d83 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Sun, 29 May 2016 14:05:27 -0700
Subject: [PATCH 30/36] new version

---
 index.html | 13 -------------
 1 file changed, 13 deletions(-)

diff --git a/index.html b/index.html
index 9f34193..05ffc64 100644
--- a/index.html
+++ b/index.html
@@ -12792,19 +12792,6 @@ <h3 id="Links">Links<a class="anchor-link" href="#Links">&#182;</a></h3><ul>
 
 </div>
 </div>
-</div>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
-<div class="inner_cell">
-    <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span> 
-</pre></div>
-
-</div>
-</div>
-</div>
-
 </div></section></section>
 </div>
 </div>

From d535252604bcdd3949f924955545d3ce12a420ac Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Mon, 30 May 2016 13:37:42 -0700
Subject: [PATCH 31/36] new version

---
 lightning.html | 12538 +++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 12538 insertions(+)
 create mode 100644 lightning.html

diff --git a/lightning.html b/lightning.html
new file mode 100644
index 0000000..d7c4434
--- /dev/null
+++ b/lightning.html
@@ -0,0 +1,12538 @@
+
+<!DOCTYPE html>
+<html>
+<head>
+
+<meta charset="utf-8" />
+<meta http-equiv="X-UA-Compatible" content="chrome=1" />
+
+<meta name="apple-mobile-web-app-capable" content="yes" />
+<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent" />
+
+<title>lightning-talk-slides slides</title>
+
+<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
+
+<!-- General and theme style sheets -->
+<link rel="stylesheet" href="reveal.js/css/reveal.css">
+<link rel="stylesheet" href="reveal.js/css/theme/simple.css" id="theme">
+
+<!-- If the query includes 'print-pdf', include the PDF print sheet -->
+<script>
+if( window.location.search.match( /print-pdf/gi ) ) {
+        var link = document.createElement( 'link' );
+        link.rel = 'stylesheet';
+        link.type = 'text/css';
+        link.href = 'reveal.js/css/print/pdf.css';
+        document.getElementsByTagName( 'head' )[0].appendChild( link );
+}
+
+</script>
+
+<!--[if lt IE 9]>
+<script src="reveal.js/lib/js/html5shiv.js"></script>
+<![endif]-->
+
+<!-- Loading the mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
+        tex2jax: {
+            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+            processEscapes: true,
+            processEnvironments: true
+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration -->
+
+<!-- Get Font-awesome from cdn -->
+<link rel="stylesheet" href="//netdna.bootstrapcdn.com/font-awesome/4.1.0/css/font-awesome.css">
+
+<style type="text/css">
+    /*!
+*
+* Twitter Bootstrap
+*
+*/
+/*!
+ * Bootstrap v3.3.6 (http://getbootstrap.com)
+ * Copyright 2011-2015 Twitter, Inc.
+ * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
+ */
+/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
+html {
+  font-family: sans-serif;
+  -ms-text-size-adjust: 100%;
+  -webkit-text-size-adjust: 100%;
+}
+body {
+  margin: 0;
+}
+article,
+aside,
+details,
+figcaption,
+figure,
+footer,
+header,
+hgroup,
+main,
+menu,
+nav,
+section,
+summary {
+  display: block;
+}
+audio,
+canvas,
+progress,
+video {
+  display: inline-block;
+  vertical-align: baseline;
+}
+audio:not([controls]) {
+  display: none;
+  height: 0;
+}
+[hidden],
+template {
+  display: none;
+}
+a {
+  background-color: transparent;
+}
+a:active,
+a:hover {
+  outline: 0;
+}
+abbr[title] {
+  border-bottom: 1px dotted;
+}
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+  font-weight: bold;
+}
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+  font-style: italic;
+}
+h1 {
+  font-size: 2em;
+  margin: 0.67em 0;
+}
+mark {
+  background: #ff0;
+  color: #000;
+}
+small {
+  font-size: 80%;
+}
+sub,
+sup {
+  font-size: 75%;
+  line-height: 0;
+  position: relative;
+  vertical-align: baseline;
+}
+sup {
+  top: -0.5em;
+}
+sub {
+  bottom: -0.25em;
+}
+img {
+  border: 0;
+}
+svg:not(:root) {
+  overflow: hidden;
+}
+figure {
+  margin: 1em 40px;
+}
+hr {
+  box-sizing: content-box;
+  height: 0;
+}
+pre {
+  overflow: auto;
+}
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+  font-family: monospace, monospace;
+  font-size: 1em;
+}
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+select,
+textarea {
+  color: inherit;
+  font: inherit;
+  margin: 0;
+}
+button {
+  overflow: visible;
+}
+button,
+select {
+  text-transform: none;
+}
+button,
+html input[type="button"],
+input[type="reset"],
+input[type="submit"] {
+  -webkit-appearance: button;
+  cursor: pointer;
+}
+button[disabled],
+html input[disabled] {
+  cursor: default;
+}
+button::-moz-focus-inner,
+input::-moz-focus-inner {
+  border: 0;
+  padding: 0;
+}
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+}
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+  box-sizing: border-box;
+  padding: 0;
+}
+input[type="number"]::-webkit-inner-spin-button,
+input[type="number"]::-webkit-outer-spin-button {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: textfield;
+  box-sizing: content-box;
+}
+input[type="search"]::-webkit-search-cancel-button,
+input[type="search"]::-webkit-search-decoration {
+  -webkit-appearance: none;
+}
+fieldset {
+  border: 1px solid #c0c0c0;
+  margin: 0 2px;
+  padding: 0.35em 0.625em 0.75em;
+}
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+  border: 0;
+  padding: 0;
+}
+textarea {
+  overflow: auto;
+}
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+  font-weight: bold;
+}
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+  border-collapse: collapse;
+  border-spacing: 0;
+}
+td,
+th {
+  padding: 0;
+}
+/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
+@media print {
+  *,
+  *:before,
+  *:after {
+    background: transparent !important;
+    color: #000 !important;
+    box-shadow: none !important;
+    text-shadow: none !important;
+  }
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+  a:visited {
+    text-decoration: underline;
+  }
+  a[href]:after {
+    content: " (" attr(href) ")";
+  }
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+    content: " (" attr(title) ")";
+  }
+  a[href^="#"]:after,
+  a[href^="javascript:"]:after {
+    content: "";
+  }
+  pre,
+  blockquote {
+    border: 1px solid #999;
+    page-break-inside: avoid;
+  }
+  thead {
+    display: table-header-group;
+  }
+  tr,
+  img {
+    page-break-inside: avoid;
+  }
+  img {
+    max-width: 100% !important;
+  }
+  p,
+  h2,
+  h3 {
+    orphans: 3;
+    widows: 3;
+  }
+  h2,
+  h3 {
+    page-break-after: avoid;
+  }
+  .navbar {
+    display: none;
+  }
+  .btn > .caret,
+  .dropup > .btn > .caret {
+    border-top-color: #000 !important;
+  }
+  .label {
+    border: 1px solid #000;
+  }
+  .table {
+    border-collapse: collapse !important;
+  }
+  .table td,
+  .table th {
+    background-color: #fff !important;
+  }
+  .table-bordered th,
+  .table-bordered td {
+    border: 1px solid #ddd !important;
+  }
+}
+@font-face {
+  font-family: 'Glyphicons Halflings';
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
+}
+.glyphicon {
+  position: relative;
+  top: 1px;
+  display: inline-block;
+  font-family: 'Glyphicons Halflings';
+  font-style: normal;
+  font-weight: normal;
+  line-height: 1;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+.glyphicon-asterisk:before {
+  content: "\002a";
+}
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+}
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+  content: "\20ac";
+}
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+  content: "\2212";
+}
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+  content: "\2601";
+}
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+  content: "\2709";
+}
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+  content: "\270f";
+}
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+  content: "\e001";
+}
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+  content: "\e002";
+}
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+  content: "\e003";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e125";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e133";
+}
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+  content: "\e134";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e148";
+}
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+  content: "\e149";
+}
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+  content: "\e150";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e175";
+}
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+  content: "\e176";
+}
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+  content: "\e177";
+}
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+  content: "\e178";
+}
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+  content: "\e179";
+}
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+}
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+}
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+}
+.glyphicon-phone-alt:before {
+  content: "\e183";
+}
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+  content: "\e184";
+}
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+  content: "\e185";
+}
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+  content: "\e186";
+}
+.glyphicon-hd-video:before {
+  content: "\e187";
+}
+.glyphicon-subtitles:before {
+  content: "\e188";
+}
+.glyphicon-sound-stereo:before {
+  content: "\e189";
+}
+.glyphicon-sound-dolby:before {
+  content: "\e190";
+}
+.glyphicon-sound-5-1:before {
+  content: "\e191";
+}
+.glyphicon-sound-6-1:before {
+  content: "\e192";
+}
+.glyphicon-sound-7-1:before {
+  content: "\e193";
+}
+.glyphicon-copyright-mark:before {
+  content: "\e194";
+}
+.glyphicon-registration-mark:before {
+  content: "\e195";
+}
+.glyphicon-cloud-download:before {
+  content: "\e197";
+}
+.glyphicon-cloud-upload:before {
+  content: "\e198";
+}
+.glyphicon-tree-conifer:before {
+  content: "\e199";
+}
+.glyphicon-tree-deciduous:before {
+  content: "\e200";
+}
+.glyphicon-cd:before {
+  content: "\e201";
+}
+.glyphicon-save-file:before {
+  content: "\e202";
+}
+.glyphicon-open-file:before {
+  content: "\e203";
+}
+.glyphicon-level-up:before {
+  content: "\e204";
+}
+.glyphicon-copy:before {
+  content: "\e205";
+}
+.glyphicon-paste:before {
+  content: "\e206";
+}
+.glyphicon-alert:before {
+  content: "\e209";
+}
+.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";
+}
+.glyphicon-btc:before {
+  content: "\e227";
+}
+.glyphicon-xbt:before {
+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
+.glyphicon-jpy:before {
+  content: "\00a5";
+}
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+  content: "\20bd";
+}
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+  content: "\20bd";
+}
+.glyphicon-scale:before {
+  content: "\e230";
+}
+.glyphicon-ice-lolly:before {
+  content: "\e231";
+}
+.glyphicon-ice-lolly-tasted:before {
+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
+.glyphicon-option-vertical:before {
+  content: "\e235";
+}
+.glyphicon-menu-hamburger:before {
+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
+.glyphicon-oil:before {
+  content: "\e238";
+}
+.glyphicon-grain:before {
+  content: "\e239";
+}
+.glyphicon-sunglasses:before {
+  content: "\e240";
+}
+.glyphicon-text-size:before {
+  content: "\e241";
+}
+.glyphicon-text-color:before {
+  content: "\e242";
+}
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+  content: "\e243";
+}
+.glyphicon-object-align-top:before {
+  content: "\e244";
+}
+.glyphicon-object-align-bottom:before {
+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
+.glyphicon-object-align-left:before {
+  content: "\e247";
+}
+.glyphicon-object-align-vertical:before {
+  content: "\e248";
+}
+.glyphicon-object-align-right:before {
+  content: "\e249";
+}
+.glyphicon-triangle-right:before {
+  content: "\e250";
+}
+.glyphicon-triangle-left:before {
+  content: "\e251";
+}
+.glyphicon-triangle-bottom:before {
+  content: "\e252";
+}
+.glyphicon-triangle-top:before {
+  content: "\e253";
+}
+.glyphicon-console:before {
+  content: "\e254";
+}
+.glyphicon-superscript:before {
+  content: "\e255";
+}
+.glyphicon-subscript:before {
+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
+* {
+  -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: thin dotted;
+  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,
+h3 small,
+h4 small,
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+.h6 small,
+h1 .small,
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+h6 .small,
+.h1 .small,
+.h2 .small,
+.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,
+.h2 small,
+h3 small,
+.h3 small,
+h1 .small,
+.h1 .small,
+h2 .small,
+.h2 .small,
+h3 .small,
+.h3 .small {
+  font-size: 65%;
+}
+h4,
+.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;
+}
+h3,
+.h3 {
+  font-size: 23px;
+}
+h4,
+.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%;
+}
+.col-xs-6 {
+  width: 50%;
+}
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+  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%;
+}
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+  right: 75%;
+}
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+  right: 66.66666667%;
+}
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+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
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+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  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%;
+}
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+  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%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
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+  margin-left: 41.66666667%;
+}
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+  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: thin dotted;
+  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: thin dotted;
+  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";
+}
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+.fa-slack:before {
+  content: "\f198";
+}
+.fa-envelope-square:before {
+  content: "\f199";
+}
+.fa-wordpress:before {
+  content: "\f19a";
+}
+.fa-openid:before {
+  content: "\f19b";
+}
+.fa-institution:before,
+.fa-bank:before,
+.fa-university:before {
+  content: "\f19c";
+}
+.fa-mortar-board:before,
+.fa-graduation-cap:before {
+  content: "\f19d";
+}
+.fa-yahoo:before {
+  content: "\f19e";
+}
+.fa-google:before {
+  content: "\f1a0";
+}
+.fa-reddit:before {
+  content: "\f1a1";
+}
+.fa-reddit-square:before {
+  content: "\f1a2";
+}
+.fa-stumbleupon-circle:before {
+  content: "\f1a3";
+}
+.fa-stumbleupon:before {
+  content: "\f1a4";
+}
+.fa-delicious:before {
+  content: "\f1a5";
+}
+.fa-digg:before {
+  content: "\f1a6";
+}
+.fa-pied-piper:before {
+  content: "\f1a7";
+}
+.fa-pied-piper-alt:before {
+  content: "\f1a8";
+}
+.fa-drupal:before {
+  content: "\f1a9";
+}
+.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;
+  }
+}
+#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
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+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;
+}
+.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;
+}
+#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;
+}
+.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;
+}
+.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 {
+  /* 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;
+}
+@-moz-document url-prefix() {
+  div.inner_cell {
+    overflow-x: hidden;
+  }
+}
+/* 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: 20ex;
+  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 {
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+
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+
+
+<div class="reveal">
+<div class="slides">
+<section><section>
+<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">
+<h1 id="-Doing-Math-with-Python-"><center> Doing Math with Python </center><a class="anchor-link" href="#-Doing-Math-with-Python-">&#182;</a></h1><center>
+
+
+<p> <b>Amit Saha</b>
+
+<p>May 30, PyCon US 2016
+
+<p>Portland, Oregon
+</center>
+</div>
+</div>
+</div></section><section>
+<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="About-me">About me<a class="anchor-link" href="#About-me">&#182;</a></h2><ul>
+<li><p>Software Engineer at <a href="https://www.freelancer.com">Freelancer.com</a> HQ in Sydney, Australia</p>
+</li>
+<li><p>Author of "Doing Math with Python" (No Starch Press, 2015)</p>
+</li>
+<li><p>Writes for Linux Voice, Linux Journal, and others.</p>
+</li>
+<li><p><a href="http://echorand.me">Blog</a>, <a href="http://github.com/amitsaha">GitHub</a></p>
+</li>
+</ul>
+<h4 id="Contact">Contact<a class="anchor-link" href="#Contact">&#182;</a></h4><ul>
+<li><p><a href="http://twitter.com/echorand">@echorand</a></p>
+</li>
+<li><p><a href="mailto:amitsaha.in@gmail.com">Email</a></p>
+</li>
+</ul>
+
+</div>
+</div>
+</div></section></section><section><section>
+<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">
+<h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposal, a hypothesis, a statement<a class="anchor-link" href="#This-talk---a-proposal,-a-hypothesis,-a-statement">&#182;</a></h3><p><em>Python can lead to a more enriching learning and teaching experience in the classroom</em></p>
+<p><img align="center" src="images/dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
+<p>How? <em>Next slides</em></p>
+
+</div>
+</div>
+</div></section><section>
+<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">
+<h3 id="Tools-(or,-Giant-shoulders-we-will-stand-on)">Tools (or, Giant shoulders we will stand on)<a class="anchor-link" href="#Tools-(or,-Giant-shoulders-we-will-stand-on)">&#182;</a></h3><p><img align="center" src="images/giant_shoulders_collage.jpg"></img></p>
+<p><em>Python 3</em>, <em>SymPy</em>, <em>matplotlib</em></p>
+<p>*Individual logos are copyright of the respective projects. <a href="http://www.orphancaremovement.org/standing-on-the-shoulder-of-giants/">Source</a> of the "giant shoulders" image.</p>
+
+</div>
+</div>
+</div></section></section><section><section>
+<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">
+<h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a class="anchor-link" href="#Python---a-scientific-calculator">&#182;</a></h3><p>Whose calculator looks like this?</p>
+<div class="highlight"><pre><span></span><span class="o">&gt;&gt;&gt;</span> <span class="p">(</span><span class="mi">131</span> <span class="o">+</span> <span class="mf">21.5</span> <span class="o">+</span> <span class="mf">100.2</span> <span class="o">+</span> <span class="mf">88.7</span> <span class="o">+</span> <span class="mf">99.5</span> <span class="o">+</span> <span class="mf">100.5</span> <span class="o">+</span> <span class="mf">200.5</span><span class="p">)</span><span class="o">/</span><span class="mi">4</span>
+<span class="mf">185.475</span>
+</pre></div>
+<p><em>Python 3 is my favorite calculator (not Python 2 because 1/2 = 0)</em></p>
+<p>Beyond basic operations:</p>
+
+</div>
+</div>
+</div><div class="fragment">
+<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">
+<ul>
+<li><p><code>fabs()</code>, <code>abs()</code>, <code>sin()</code>, <code>cos()</code>, <code>gcd()</code>, <code>log()</code> and more (See <a href="https://docs.python.org/3/library/math.html">math</a>)</p>
+</li>
+<li><p>Descriptive statistics (See <a href="https://docs.python.org/3/library/statistics.html#module-statistics">statistics</a>)</p>
+</li>
+</ul>
+
+</div>
+</div>
+</div></div></section><section>
+<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">
+<h3 id="Python---a-scientific-calculator">Python - a scientific calculator<a class="anchor-link" href="#Python---a-scientific-calculator">&#182;</a></h3><ul>
+<li><p>Develop your own functions: unit conversion, finding correlation, .., anything really</p>
+</li>
+<li><p>Use PYTHONSTARTUP to extend the battery of readily available mathematical functions</p>
+</li>
+</ul>
+<div class="highlight"><pre><span></span><span class="err">$</span> <span class="n">PYTHONSTARTUP</span><span class="o">=~/</span><span class="n">work</span><span class="o">/</span><span class="n">dmwp</span><span class="o">/</span><span class="n">pycon</span><span class="o">-</span><span class="n">us</span><span class="o">-</span><span class="mi">2016</span><span class="o">/</span><span class="n">startup_math</span><span class="o">.</span><span class="n">py</span> <span class="n">idle3</span> <span class="o">-</span><span class="n">s</span>
+</pre></div>
+
+</div>
+</div>
+</div></section><section>
+<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">
+<h3 id="Unit-conversion-functions">Unit conversion functions<a class="anchor-link" href="#Unit-conversion-functions">&#182;</a></h3><div class="highlight"><pre><span></span><span class="o">&gt;&gt;&gt;</span> <span class="n">unit_conversion</span><span class="p">()</span>
+<span class="mf">1.</span> <span class="n">Kilometers</span> <span class="n">to</span> <span class="n">Miles</span>
+<span class="mf">2.</span> <span class="n">Miles</span> <span class="n">to</span> <span class="n">Kilometers</span>
+<span class="mf">3.</span> <span class="n">Kilograms</span> <span class="n">to</span> <span class="n">Pounds</span>
+<span class="mf">4.</span> <span class="n">Pounds</span> <span class="n">to</span> <span class="n">Kilograms</span>
+<span class="mf">5.</span> <span class="n">Celsius</span> <span class="n">to</span> <span class="n">Fahrenheit</span>
+<span class="mf">6.</span> <span class="n">Fahrenheit</span> <span class="n">to</span> <span class="n">Celsius</span>
+<span class="n">Which</span> <span class="n">conversion</span> <span class="n">would</span> <span class="n">you</span> <span class="n">like</span> <span class="n">to</span> <span class="n">do</span><span class="err">?</span> <span class="mi">6</span>
+<span class="n">Enter</span> <span class="n">temperature</span> <span class="ow">in</span> <span class="n">fahrenheit</span><span class="p">:</span> <span class="mi">98</span>
+<span class="n">Temperature</span> <span class="ow">in</span> <span class="n">celsius</span><span class="p">:</span> <span class="mf">36.66666666666667</span>
+<span class="o">&gt;&gt;&gt;</span>
+</pre></div>
+
+</div>
+</div>
+</div></section><section>
+<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">
+<h3 id="Finding-linear-correlation">Finding linear correlation<a class="anchor-link" href="#Finding-linear-correlation">&#182;</a></h3><div class="highlight"><pre><span></span><span class="o">&gt;&gt;&gt;</span> 
+<span class="o">&gt;&gt;&gt;</span> <span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]</span>
+<span class="o">&gt;&gt;&gt;</span> <span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mf">6.1</span><span class="p">,</span> <span class="mf">7.9</span><span class="p">]</span>
+<span class="o">&gt;&gt;&gt;</span> <span class="n">find_corr_x_y</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
+<span class="mf">0.9995411791453812</span>
+</pre></div>
+
+</div>
+</div>
+</div></section></section><section><section>
+<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">
+<h3 id="Python---a-really-fancy-calculator">Python - a really fancy calculator<a class="anchor-link" href="#Python---a-really-fancy-calculator">&#182;</a></h3><p>SymPy - a pure Python symbolic math library</p>
+<p><em>from sympy import awesomeness</em>  - don't try that :)</p>
+
+</div>
+</div>
+</div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create graphs from algebraic expressions</span>
+
+<span class="kn">from</span> <span class="nn">sympy</span> <span class="k">import</span> <span class="n">Symbol</span><span class="p">,</span> <span class="n">plot</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">Symbol</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
+<span class="n">p</span> <span class="o">=</span> <span class="n">plot</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">x</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="mi">2</span><span class="o">*</span><span class="n">x</span> <span class="o">+</span> <span class="mi">2</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
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+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Solve equations</span>
+
+<span class="kn">from</span> <span class="nn">sympy</span> <span class="k">import</span> <span class="n">solve</span><span class="p">,</span> <span class="n">Symbol</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">Symbol</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
+<span class="n">solve</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">x</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt output_prompt">Out[13]:</div>
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>[-1/2]</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[24]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Limits</span>
+
+<span class="kn">from</span> <span class="nn">sympy</span> <span class="k">import</span> <span class="n">Symbol</span><span class="p">,</span> <span class="n">Limit</span><span class="p">,</span> <span class="n">sin</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">Symbol</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
+<span class="n">Limit</span><span class="p">(</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">/</span><span class="n">x</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">doit</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt output_prompt">Out[24]:</div>
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>1</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Derivative</span>
+
+<span class="kn">from</span> <span class="nn">sympy</span> <span class="k">import</span> <span class="n">Symbol</span><span class="p">,</span> <span class="n">Derivative</span><span class="p">,</span> <span class="n">sin</span><span class="p">,</span> <span class="n">init_printing</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">Symbol</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
+<span class="n">init_printing</span><span class="p">()</span>
+<span class="n">Derivative</span><span class="p">(</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">**</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">x</span><span class="o">+</span><span class="mi">1</span><span class="p">),</span> <span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">doit</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt output_prompt">Out[2]:</div>
+
+
+<div class="output_latex output_subarea output_execute_result">
+$$\left(\frac{\left(2 x + 1\right) \cos{\left (x \right )}}{\sin{\left (x \right )}} + 2 \log{\left (\sin{\left (x \right )} \right )}\right) \sin^{2 x + 1}{\left (x \right )}$$
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Indefinite integral</span>
+
+<span class="kn">from</span> <span class="nn">sympy</span> <span class="k">import</span> <span class="n">Symbol</span><span class="p">,</span> <span class="n">Integral</span><span class="p">,</span> <span class="n">sqrt</span><span class="p">,</span> <span class="n">sin</span><span class="p">,</span> <span class="n">init_printing</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">Symbol</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
+<span class="n">init_printing</span><span class="p">()</span>
+<span class="n">Integral</span><span class="p">(</span><span class="n">sqrt</span><span class="p">(</span><span class="n">x</span><span class="p">))</span><span class="o">.</span><span class="n">doit</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt output_prompt">Out[16]:</div>
+
+
+<div class="output_latex output_subarea output_execute_result">
+$$\frac{2 x^{\frac{3}{2}}}{3}$$
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div><div class="fragment">
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Definite integral</span>
+
+<span class="kn">from</span> <span class="nn">sympy</span> <span class="k">import</span> <span class="n">Symbol</span><span class="p">,</span> <span class="n">Integral</span><span class="p">,</span> <span class="n">sqrt</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">Symbol</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
+<span class="n">Integral</span><span class="p">(</span><span class="n">sqrt</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">))</span><span class="o">.</span><span class="n">doit</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt output_prompt">Out[19]:</div>
+
+
+<div class="output_latex output_subarea output_execute_result">
+$$\frac{4 \sqrt{2}}{3}$$
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></div></section></section><section><section>
+<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">
+<center><h1>Can we do more than write smart calculators?</h1></center>
+</div>
+</div>
+</div></section></section><section><section>
+<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">
+<h3 id="Python---Making-other-subjects-more-lively">Python - Making other subjects more lively<a class="anchor-link" href="#Python---Making-other-subjects-more-lively">&#182;</a></h3><p><img align="center" src="images/collage1.png"></img></p>
+<ul>
+<li><p>matplotlib</p>
+</li>
+<li><p>basemap</p>
+</li>
+<li><p>Interactive Jupyter Notebooks</p>
+</li>
+</ul>
+
+</div>
+</div>
+</div></section><section>
+<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="Bringing-Science-to-life">Bringing Science to life<a class="anchor-link" href="#Bringing-Science-to-life">&#182;</a></h4><p><em>Animation of a Projectile motion</em> <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/py-files/projectile_animation.py">(Python Source)</a></p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">YouTubeVideo</span>
+<span class="n">YouTubeVideo</span><span class="p">(</span><span class="s2">&quot;8uWRVh58KdQ&quot;</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area"><div class="prompt output_prompt">Out[3]:</div>
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+
+        <iframe
+            width="400"
+            height="300"
+            src="https://www.youtube.com/embed/8uWRVh58KdQ"
+            frameborder="0"
+            allowfullscreen
+        ></iframe>
+        
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div></section><section>
+<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="Exploring-Fractals-in-Nature">Exploring Fractals in Nature<a class="anchor-link" href="#Exploring-Fractals-in-Nature">&#182;</a></h4><p><em>Interactively drawing a Barnsley Fern</em> <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Interactive%20Barnsley%20Fern.ipynb">(Notebook)</a></p>
+<p><img align="center" src="images/fern.jpg" width="400" ></img></p>
+
+</div>
+</div>
+</div></section><section>
+<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="The-world-is-your-graph-paper">The world is your graph paper<a class="anchor-link" href="#The-world-is-your-graph-paper">&#182;</a></h4><p><em>Showing places on a digital map</em> <a href="https://github.com/doingmathwithpython/pycon-us-2016/blob/master/notebooks/Maps%20using%20Basemap%20-%20demo.ipynb">(Notebook)</a></p>
+
+</div>
+</div>
+</div></section></section><section><section>
+<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">
+<h3 id="Great-base-for-the-future">Great base for the future<a class="anchor-link" href="#Great-base-for-the-future">&#182;</a></h3><p><em>Statistics and Graphing data</em> -&gt; <em>Data Science</em></p>
+<p><em>Differential Calculus</em> -&gt; <em>Machine learning</em></p>
+
+</div>
+</div>
+</div></section></section><section><section>
+<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">
+<h3 id="PyCon-Special!">PyCon Special!<a class="anchor-link" href="#PyCon-Special!">&#182;</a></h3><p><em>Use PYCONMATH code to get 30% off "Doing Math with Python" from <a href="https://www.nostarch.com/doingmathwithpython">No Starch Press</a></em></p>
+<p><img align="center" src="images/dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
+<p>(Valid from  May 26th - June 8th)</p>
+<p>Book Signing - May 31st - 2.00 PM - No Starch Press booth</p>
+
+</div>
+</div>
+</div></section></section>
+</div>
+</div>
+
+<script>
+
+require(
+    {
+      // it makes sense to wait a little bit when you are loading
+      // reveal from a cdn in a slow connection environment
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+      "reveal.js/lib/js/head.min.js",
+      "reveal.js/js/reveal.js"
+    ],
+
+    function(head, Reveal){
+
+        // Full list of configuration options available here: https://github.com/hakimel/reveal.js#configuration
+        Reveal.initialize({
+            controls: true,
+            progress: true,
+            history: true,
+
+            theme: Reveal.getQueryHash().theme, // available themes are in /css/theme
+            transition: Reveal.getQueryHash().transition || 'linear', // default/cube/page/concave/zoom/linear/none
+
+            // Optional libraries used to extend on reveal.js
+            dependencies: [
+                { src: "reveal.js/lib/js/classList.js",
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+        Reveal.addEventListener('slidechanged', update_scroll);
+
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+
+</html>

From ce8de0e650983ea6830abf162c6bc81c4ee0ec05 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Mon, 30 May 2016 13:40:02 -0700
Subject: [PATCH 32/36] new version

---
 lightning.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/lightning.html b/lightning.html
index d7c4434..2654c54 100644
--- a/lightning.html
+++ b/lightning.html
@@ -11872,7 +11872,7 @@ <h4 id="Contact">Contact<a class="anchor-link" href="#Contact">&#182;</a></h4><u
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="This-talk---a-proposal,-a-hypothesis,-a-statement">This talk - a proposal, a hypothesis, a statement<a class="anchor-link" href="#This-talk---a-proposal,-a-hypothesis,-a-statement">&#182;</a></h3><p><em>Python can lead to a more enriching learning and teaching experience in the classroom</em></p>
+<h3 id="Book:-Doing-Math-with-Python">Book: Doing Math with Python<a class="anchor-link" href="#Book:-Doing-Math-with-Python">&#182;</a></h3><p><em>Python can lead to a more enriching learning and teaching experience in the classroom</em></p>
 <p><img align="center" src="images/dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
 <p>How? <em>Next slides</em></p>
 

From 1a7de827d1f6437e9c09515a0f15c5ea6c3a9d17 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Mon, 30 May 2016 17:45:42 -0700
Subject: [PATCH 33/36] new version

---
 lightning.html | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/lightning.html b/lightning.html
index 2654c54..a1415b8 100644
--- a/lightning.html
+++ b/lightning.html
@@ -11872,8 +11872,17 @@ <h4 id="Contact">Contact<a class="anchor-link" href="#Contact">&#182;</a></h4><u
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Book:-Doing-Math-with-Python">Book: Doing Math with Python<a class="anchor-link" href="#Book:-Doing-Math-with-Python">&#182;</a></h3><p><em>Python can lead to a more enriching learning and teaching experience in the classroom</em></p>
-<p><img align="center" src="images/dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
+<h3 id="Book:-Doing-Math-with-Python">Book: Doing Math with Python<a class="anchor-link" href="#Book:-Doing-Math-with-Python">&#182;</a></h3><p><img align="center" src="images/dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
+
+</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">
+<p><em>Python can lead to a more enriching learning and teaching experience in the classroom</em></p>
 <p>How? <em>Next slides</em></p>
 
 </div>

From 365838dc82b85b089807aea8c14e4d1fb5c39282 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Mon, 30 May 2016 17:46:20 -0700
Subject: [PATCH 34/36] new version

---
 lightning.html | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/lightning.html b/lightning.html
index a1415b8..d4d84e3 100644
--- a/lightning.html
+++ b/lightning.html
@@ -11876,7 +11876,7 @@ <h3 id="Book:-Doing-Math-with-Python">Book: Doing Math with Python<a class="anch
 
 </div>
 </div>
-</div>
+</div><div class="fragment">
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>
@@ -11887,7 +11887,7 @@ <h3 id="Book:-Doing-Math-with-Python">Book: Doing Math with Python<a class="anch
 
 </div>
 </div>
-</div></section><section>
+</div></div></section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>

From 834e0a71c3cee425fa7e2ef02262234d65fa73c2 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Mon, 30 May 2016 17:59:27 -0700
Subject: [PATCH 35/36] new version

---
 lightning.html | 18 ++++--------------
 1 file changed, 4 insertions(+), 14 deletions(-)

diff --git a/lightning.html b/lightning.html
index d4d84e3..91f824b 100644
--- a/lightning.html
+++ b/lightning.html
@@ -11872,7 +11872,10 @@ <h4 id="Contact">Contact<a class="anchor-link" href="#Contact">&#182;</a></h4><u
 </div>
 <div class="inner_cell">
 <div class="text_cell_render border-box-sizing rendered_html">
-<h3 id="Book:-Doing-Math-with-Python">Book: Doing Math with Python<a class="anchor-link" href="#Book:-Doing-Math-with-Python">&#182;</a></h3><p><img align="center" src="images/dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
+<h3 id="Book:-Doing-Math-with-Python">Book: Doing Math with Python<a class="anchor-link" href="#Book:-Doing-Math-with-Python">&#182;</a></h3><p><em>Use PYCONMATH code to get 30% off "Doing Math with Python" from <a href="https://www.nostarch.com/doingmathwithpython">No Starch Press</a></em></p>
+<p><img align="center" src="images/dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
+<p>(Valid from  May 26th - June 8th)</p>
+<p>Book Signing - May 31st - 2.00 PM - No Starch Press booth</p>
 
 </div>
 </div>
@@ -12470,19 +12473,6 @@ <h4 id="The-world-is-your-graph-paper">The world is your graph paper<a class="an
 <h3 id="Great-base-for-the-future">Great base for the future<a class="anchor-link" href="#Great-base-for-the-future">&#182;</a></h3><p><em>Statistics and Graphing data</em> -&gt; <em>Data Science</em></p>
 <p><em>Differential Calculus</em> -&gt; <em>Machine learning</em></p>
 
-</div>
-</div>
-</div></section></section><section><section>
-<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">
-<h3 id="PyCon-Special!">PyCon Special!<a class="anchor-link" href="#PyCon-Special!">&#182;</a></h3><p><em>Use PYCONMATH code to get 30% off "Doing Math with Python" from <a href="https://www.nostarch.com/doingmathwithpython">No Starch Press</a></em></p>
-<p><img align="center" src="images/dmwp-cover.png" href="https://doingmathwithpython.github.io"></img></p>
-<p>(Valid from  May 26th - June 8th)</p>
-<p>Book Signing - May 31st - 2.00 PM - No Starch Press booth</p>
-
 </div>
 </div>
 </div></section></section>

From 6290f3816c6e2c929be73403b5b3d625a36946a4 Mon Sep 17 00:00:00 2001
From: Amit Saha <amitsaha.in@gmail.com>
Date: Mon, 30 May 2016 18:00:42 -0700
Subject: [PATCH 36/36] new version

---
 lightning.html | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/lightning.html b/lightning.html
index 91f824b..ad5adbb 100644
--- a/lightning.html
+++ b/lightning.html
@@ -11879,18 +11879,18 @@ <h3 id="Book:-Doing-Math-with-Python">Book: Doing Math with Python<a class="anch
 
 </div>
 </div>
-</div><div class="fragment">
+</div></section></section><section><section>
 <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">
-<p><em>Python can lead to a more enriching learning and teaching experience in the classroom</em></p>
+<h3 id="What?">What?<a class="anchor-link" href="#What?">&#182;</a></h3><p><em>Python can lead to a more enriching learning and teaching experience in the classroom</em></p>
 <p>How? <em>Next slides</em></p>
 
 </div>
 </div>
-</div></div></section><section>
+</div></section><section>
 <div class="cell border-box-sizing text_cell rendered">
 <div class="prompt input_prompt">
 </div>