basnijholt/presentation-hv-h5py-ipython-parallel

## presentation-hv-h5py-ipython-parallel
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      "text/html": [
       "<style>\n",
       ".container {width:100% !important;}\n",
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    "%%HTML\n",
    "<style>\n",
    ".container {width:100% !important;}\n",
    "</style>"
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   "source": [
    "import numpy as np\n",
    "import kwant\n",
    "import sys\n",
    "sys.path.append('/home/bnijholt/orbitalfield/')\n",
    "from fun import *\n",
    "import holoviews as hv\n",
    "%load_ext holoviews.ipython\n",
    "%opts Image (cmap='jet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Share the workflow\n",
    "* IPython Parallel\n",
    "* ``HoloViews`` – my new favorite plotting tool\n",
    "* Saving a lot of data – ``HDF5``\n",
    "* ```*.ipynb```'s in ``git``\n",
    "\n",
    "<center>\n",
    "<img src=\"http://cdn.meme.am/instances/58014930.jpg\" style=\"width:304px;height:228px;\"></center>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# IPython parallel – why?\n",
    "* Scalable\n",
    "* Easy to use"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
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   "source": [
    "# IPython parallel – core concepts\n",
    "\n",
    "\n",
    "### 1. IPython engine\n",
    "\n",
    "A Python kernel, **one engine per core**. \n",
    "\n",
    "### 2. IPython controller \n",
    "\n",
    "Interface for engines.\n",
    "* Direct interface – assign the tasks by hand\n",
    "* LoadBalanced interface – automatically distribute taksk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#IPython parallel – example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
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    "slideshow": {
     "slide_type": "-"
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   "outputs": [],
   "source": [
    "# First start the cluster!\n",
    "from IPython.parallel import Client\n",
    "client = Client()\n",
    "\n",
    "# Direct interface:\n",
    "dview = client[:]\n",
    "\n",
    "# LoadBalanced interface:\n",
    "lview = client.load_balanced_view()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
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    "slideshow": {
     "slide_type": "fragment"
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n"
     ]
    }
   ],
   "source": [
    "print client.ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "fragment"
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(client)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#IPython parallel – example \n",
    "###Direct view, dview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3, 4])"
      ]
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     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = np.arange(0, 50)\n",
    "dview.scatter('x', x)\n",
    "client[0]['x']"
   ]
  },
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   "cell_type": "code",
   "execution_count": 7,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mOut[0:15]: \u001b[0marray([ 0,  1,  4,  9, 16])"
      ]
     },
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mOut[1:15]: \u001b[0marray([25, 36, 49, 64, 81])"
      ]
     },
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mOut[2:15]: \u001b[0marray([100, 121, 144, 169, 196])"
      ]
     },
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mOut[3:15]: \u001b[0marray([225, 256, 289, 324, 361])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mOut[4:15]: \u001b[0marray([400, 441, 484, 529, 576])"
      ]
     },
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     "output_type": "display_data"
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       "\u001b[0;31mOut[5:15]: \u001b[0marray([625, 676, 729, 784, 841])"
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       "\u001b[0;31mOut[6:15]: \u001b[0marray([ 900,  961, 1024, 1089, 1156])"
      ]
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    },
    {
     "data": {
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       "\u001b[0;31mOut[7:15]: \u001b[0marray([1225, 1296, 1369, 1444, 1521])"
      ]
     },
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     "output_type": "display_data"
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    {
     "data": {
      "text/plain": [
       "\u001b[0;31mOut[8:15]: \u001b[0marray([1600, 1681, 1764, 1849, 1936])"
      ]
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       "\u001b[0;31mOut[9:15]: \u001b[0marray([2025, 2116, 2209, 2304, 2401])"
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     },
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   ],
   "source": [
    "%px x**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([   0,    1,    4,    9,   16,   25,   36,   49,   64,   81,  100,\n",
       "        121,  144,  169,  196,  225,  256,  289,  324,  361,  400,  441,\n",
       "        484,  529,  576,  625,  676,  729,  784,  841,  900,  961, 1024,\n",
       "       1089, 1156, 1225, 1296, 1369, 1444, 1521, 1600, 1681, 1764, 1849,\n",
       "       1936, 2025, 2116, 2209, 2304, 2401])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%px res = x**2\n",
    "res = dview.gather('res', block=True)\n",
    "res"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#IPython parallel – example \n",
    "###lview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 4, 9, 16, 25, 36, 49, 64, 81]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "def f(x):\n",
    "    return x**2\n",
    "x = range(10)\n",
    "map(f, x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 4, 9, 16, 25, 36, 49, 64, 81]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = range(10)\n",
    "lview.map_sync(f, x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#IPython parallel – kwant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%%px\n",
    "import kwant\n",
    "import sys\n",
    "sys.path.append('/home/bnijholt/orbitalfield/')\n",
    "from fun import *\n",
    "lead = make_3d_wire().finalized()\n",
    "p = make_params(B_x=1, mu=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "fragment"
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   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def bands(k):\n",
    "    return kwant.physics.Bands(lead, args=[p])(k)\n",
    "\n",
    "momenta = np.linspace(-np.pi,   np.pi, 200)\n",
    "energies = lview.map_sync(bands, momenta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "energies_ = np.array(energies)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# HoloViews – plotting 2.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####complex visualizations made easy\n",
    "\n",
    "Backend independent:\n",
    "* matplotlib\n",
    "* mpld3\n",
    "* ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The holoviews.ipython extension is already loaded. To reload it, use:\n",
      "  %reload_ext holoviews.ipython\n"
     ]
    }
   ],
   "source": [
    "import holoviews as hv\n",
    "%load_ext holoviews.ipython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.14127864,  0.58569326],\n",
       "       [ 0.49233184,  0.7581098 ]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rand = lambda i: np.random.rand(i, i)\n",
    "rand(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
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' style='max-width:100%; margin: auto; display: block; '/>"
      ],
      "text/plain": [
       ":Image   [x,y]   (z)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hv.Image(rand(10)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
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' style='max-width:100%; margin: auto; display: block; '/>"
      ],
      "text/plain": [
       ":Layout\n",
       "   .Image.I   :Image   [x,y]   (z)\n",
       "   .Image.II  :Image   [x,y]   (z)\n",
       "   .Image.III :Image   [x,y]   (z)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hv.Image(rand(5)) + hv.Image(rand(10)) + hv.Image(rand(50))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Interactively scan your data with ``HoloMap`` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "dict_ims = {1: hv.Image(rand(1)), \n",
    "            2: hv.Image(rand(2)), \n",
    "            3: hv.Image(rand(3))}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script language=\"javascript\">\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, num_frames, id, interval, load_json, mpld3, nbagg, cached){\n",
       "      this.img_id = \"_anim_img\" + id;\n",
       "      this.slider_id = \"_anim_slider\" + id;\n",
       "      this.loop_select_id = \"_anim_loop_select\" + id;\n",
       "      this.id = id;\n",
       "      this.fig_id = \"fig_\" + id;\n",
       "      this.interval = interval;\n",
       "      this.current_frame = 0;\n",
       "      this.direction = 0;\n",
       "      this.timer = null;\n",
       "      this.load_json = load_json;\n",
       "      this.mpld3 = mpld3;\n",
       "      this.nbagg = nbagg;\n",
       "      this.cached = cached;\n",
       "      this.frames = frames;\n",
       "      this.cache = {};\n",
       "      this.length = num_frames;\n",
       "      document.getElementById(this.slider_id).max = this.length - 1;\n",
       "      if(this.cached) {\n",
       "\t\t  this.update_cache();\n",
       "\t\t  this.update(0);\n",
       "      } else if(this.nbagg) {\n",
       "\t\t  this.update_cache();\n",
       "\t\t  this.update(0);\n",
       "\t\t  this.set_frame(0);\n",
       "      } else {\n",
       "\t\t  this.dynamic_update(0, 0);\n",
       "      }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "      var button_group = document[this.loop_select_id].state;\n",
       "      for (var i = 0; i < button_group.length; i++) {\n",
       "          var button = button_group[i];\n",
       "          if (button.checked) {\n",
       "              return button.value;\n",
       "          }\n",
       "      }\n",
       "      return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.update_cache = function(){\n",
       "      if(this.load_json) {\n",
       "\t\t  var frame_len = _.size(this.keyMap);\n",
       "      } else {\n",
       "\t\t  var frame_len = _.size(this.frames);\n",
       "      }\n",
       "      for (var i=0; i<_.size(this.frames); i++) {\n",
       "\t\t  if(!this.load_json) {\n",
       "\t\t\t  i = Object.keys(this.frames)[i];\n",
       "\t\t  }\n",
       "\t\t  if(!(i in this.cache)) {\n",
       "\t\t\t  this.cache[i] = $('<div />').appendTo(\"#\" + this.img_id).hide();\n",
       "\t\t\t  if(this.mpld3) {\n",
       "\t\t\t\t  var cache_id = this.img_id+\"_\"+i;\n",
       "\t\t\t\t  this.cache[i].attr(\"id\", cache_id);\n",
       "\t\t\t  }\n",
       "\t\t\t  if(this.load_json) {\n",
       "\t\t\t\t  var data_url = \"/\" + this.fig_id + \"/\" + i;\n",
       "\t\t\t\t  if(this.mpld3) {\n",
       "\t\t\t\t\t  $.getJSON(data_url, (function(cache_id) {\n",
       "\t\t\t\t\t\t  return function(data) {\n",
       "\t\t\t\t\t\t\t  mpld3.draw_figure(cache_id, data);\n",
       "\t\t\t\t\t\t  };\n",
       "\t\t\t\t\t  }(cache_id)));\n",
       "\t\t\t\t  } else {\n",
       "\t\t\t\t\t  this.cache[i].load(data_url);\n",
       "\t\t\t\t  }\n",
       "\t\t\t  } else {\n",
       "\t\t\t\t  if(this.mpld3) {\n",
       "\t\t\t\t\t  mpld3.draw_figure(cache_id, this.frames[i]);\n",
       "\t\t\t\t  } else {\n",
       "\t\t\t\t\t  this.cache[i].html(this.frames[i]);\n",
       "\t\t\t\t  }\n",
       "\t\t\t  }\n",
       "\t\t  }\n",
       "      }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "      this.current_frame = frame;\n",
       "      document.getElementById(this.slider_id).value = this.current_frame;\n",
       "      if(this.cached) {\n",
       "\t  this.update(frame)\n",
       "      } else {\n",
       "          this.dynamic_update(frame)\n",
       "      }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.update = function(current){\n",
       "      if(current in this.cache) {\n",
       "\t\t  $.each(this.cache, function(index, value) {\n",
       "\t\t\t  value.hide();\n",
       "\t\t  });\n",
       "\t\t  this.cache[current].show();\n",
       "      }\n",
       "  }\n",
       "\n",
       "\n",
       "  Animation.prototype.dynamic_update = function(current){\n",
       "      var kernel = IPython.notebook.kernel;\n",
       "      if(this.nbagg) {\n",
       "\t\t  function callback(msg) { }\n",
       "      } else {\n",
       "\t\t  function callback(msg){\n",
       "\t\t\t  /* This callback receives data from Python as a string\n",
       "\t\t\t\t in order to parse it correctly quotes are sliced off*/\n",
       "\t\t\t  var data = msg.content.data['text/plain'].slice(1, -1);\n",
       "\t\t\t  if(this.mpld3){\n",
       "\t\t\t\t  data = JSON.parse(data)[0];\n",
       "\t\t\t  }\n",
       "\t\t\t  this.frames[current] = data;\n",
       "\t\t\t  this.update_cache();\n",
       "\t\t\t  this.update(current);\n",
       "\t\t  }\n",
       "      }\n",
       "      if(this.nbagg || !(current in this.cache)) {\n",
       "\t\t  callbacks = {iopub: {output: $.proxy(callback, this)}};\n",
       "\t\t  var cmd = \"holoviews.ipython.widgets.NdWidget.widgets['\" + this.id + \"'].update(\" + current + \")\";\n",
       "\t\t  kernel.execute(\"import holoviews;\" + cmd, callbacks, {silent : false});\n",
       "      } else {\n",
       "\t\t  this.update(current);\n",
       "      }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function() {\n",
       "      this.set_frame(Math.min(this.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "  Animation.prototype.previous_frame = function() {\n",
       "      this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "  Animation.prototype.first_frame = function() {\n",
       "      this.set_frame(0);\n",
       "  }\n",
       "  Animation.prototype.last_frame = function() {\n",
       "      this.set_frame(this.length - 1);\n",
       "  }\n",
       "  Animation.prototype.slower = function() {\n",
       "      this.interval /= 0.7;\n",
       "      if(this.direction > 0){this.play_animation();}\n",
       "      else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "  Animation.prototype.faster = function() {\n",
       "      this.interval *= 0.7;\n",
       "      if(this.direction > 0){this.play_animation();}\n",
       "      else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "  Animation.prototype.anim_step_forward = function() {\n",
       "      this.current_frame += 1;\n",
       "      if(this.current_frame < this.length){\n",
       "          this.set_frame(this.current_frame);\n",
       "      }else{\n",
       "          var loop_state = this.get_loop_state();\n",
       "          if(loop_state == \"loop\"){\n",
       "              this.first_frame();\n",
       "          }else if(loop_state == \"reflect\"){\n",
       "              this.last_frame();\n",
       "              this.reverse_animation();\n",
       "          }else{\n",
       "              this.pause_animation();\n",
       "              this.last_frame();\n",
       "          }\n",
       "      }\n",
       "  }\n",
       "  Animation.prototype.anim_step_reverse = function() {\n",
       "      this.current_frame -= 1;\n",
       "      if(this.current_frame >= 0){\n",
       "          this.set_frame(this.current_frame);\n",
       "      } else {\n",
       "          var loop_state = this.get_loop_state();\n",
       "          if(loop_state == \"loop\"){\n",
       "              this.last_frame();\n",
       "          }else if(loop_state == \"reflect\"){\n",
       "              this.first_frame();\n",
       "              this.play_animation();\n",
       "          }else{\n",
       "              this.pause_animation();\n",
       "              this.first_frame();\n",
       "          }\n",
       "      }\n",
       "  }\n",
       "  Animation.prototype.pause_animation = function() {\n",
       "      this.direction = 0;\n",
       "      if (this.timer){\n",
       "          clearInterval(this.timer);\n",
       "          this.timer = null;\n",
       "      }\n",
       "  }\n",
       "  Animation.prototype.play_animation = function() {\n",
       "      this.pause_animation();\n",
       "      this.direction = 1;\n",
       "      var t = this;\n",
       "      if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n",
       "  }\n",
       "  Animation.prototype.reverse_animation = function() {\n",
       "      this.pause_animation();\n",
       "      this.direction = -1;\n",
       "      var t = this;\n",
       "      if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<div class=\"animation\" align=\"center\">\n",
       "    <div id=\"_anim_imgfc3ec0912dae499888f12317b5b39693\"></div>\n",
       "    <br>\n",
       "    <input id=\"_anim_sliderfc3ec0912dae499888f12317b5b39693\" type=\"range\" style=\"width:350px\" name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\" oninput=\"animfc3ec0912dae499888f12317b5b39693.set_frame(parseInt(this.value));\"></input>\n",
       "    <br>\n",
       "    <button onclick=\"animfc3ec0912dae499888f12317b5b39693.slower()\" style=\"text-align: center\">&#8211;</button>\n",
       "    <button onclick=\"animfc3ec0912dae499888f12317b5b39693.first_frame()\" style=\"text-align: center; min-width: 40px\">&#9616;&#9664;&#9664;</button>\n",
       "    <button onclick=\"animfc3ec0912dae499888f12317b5b39693.previous_frame()\" style=\"text-align: center; min-width: 40px\">&#9616;&#9664;</button>\n",
       "    <button onclick=\"animfc3ec0912dae499888f12317b5b39693.reverse_animation()\" style=\"text-align: center; min-width: 40px\">&#9664;</button>\n",
       "    <button onclick=\"animfc3ec0912dae499888f12317b5b39693.pause_animation()\" style=\"text-align: center; min-width: 40px\">&#9616;&nbsp;&#9612;</button>\n",
       "    <button onclick=\"animfc3ec0912dae499888f12317b5b39693.play_animation()\" style=\"text-align: center; min-width: 40px\">&#9654;</button>\n",
       "    <button onclick=\"animfc3ec0912dae499888f12317b5b39693.next_frame()\" style=\"text-align: center; min-width: 40px\">&#9654;&#9612;</button>\n",
       "    <button onclick=\"animfc3ec0912dae499888f12317b5b39693.last_frame()\" style=\"text-align: center; min-width: 40px\">&#9654;&#9654;&#9612;</button>\n",
       "    <button onclick=\"animfc3ec0912dae499888f12317b5b39693.faster()\" style=\"text-align: center\">+</button>\n",
       "  <form action=\"#n\" name=\"_anim_loop_selectfc3ec0912dae499888f12317b5b39693\" class=\"anim_control\">\n",
       "    <input type=\"radio\" name=\"state\" value=\"once\" {once_checked}> Once </input>\n",
       "    <input type=\"radio\" name=\"state\" value=\"loop\" {loop_checked}> Loop </input>\n",
       "    <input type=\"radio\" name=\"state\" value=\"reflect\" {reflect_checked}> Reflect </input>\n",
       "  </form>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "      var frame_data = {0: \"<img src='data:image/png;base64,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' 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' 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' 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' 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QBw5513IjQ0FC0tLR4dKxG5ztBgaWlpQXBwsP7YYrHA6XQO+5yGhgZUVVVh4cKF+rLTp0/DbrcjNjYWhYWFbhsvEbnGrZtC0dHRgwaFpmno6OgYdb329nYkJydj27Zt+hrMrFmz0NraCh8fHzQ1NSEhIQFBQUFYtEj+rE4ico1bg6WmpmbYdovFgqamJvj5+QEAmpub+62JfFNnZycWL16M5557DitWrNCX+/j46PenTp2K5ORkHD58mMFCZCBDN4VSUlKwfft2AMCZM2dw/PhxLFmyZEC/np4eLF68GJmZmXjyySf7tXV0dECpK/9/cf78eVRUVMBut7t/8EQ0JEODJSsrC3/5y19gs9mwbNkyFBQU6EeEsrOz9dB56aWX4HA4kJ+frx9W3rVrFwBg7969iIiIgN1ux4IFC5CWloZly5YZNiciAjR19c/9GKdpGoDPxOqpufzv5uvljv9u/gD3i9ZbhT2i9WbZPxatBwB4XbDWPA0SkcAzb4lIHIOFiMQxWIhIHIOFiMQxWIhI3D/WUaFKuamuWFAkVuuqg5cTROt9tnOyaD3UyZZDfrVwQUAVxIrW27ZetBwCVaJsQQDJWplgtbt4VIiIbkwMFiISx2AhInEMFiISx2AhInEMFiISx2AhInEMFiISx2AhInEMFiISx2AhInEMFiISx2AhInEMFiISx2AhInEMFiISx2AhInEMFiISx2AhInEMFiIS9y2jB+BJiQvKxWrt1f5XrNZV6l/uEa237LVS0XqvY5Novan5/yNaDwBeFb749b/LfkstCrQK2YIAgANuqHl9uMZCROIYLEQkjsFCROIYLEQkjsFCROIYLEQkjsFCROIYLEQkjsFCROIYLEQkjsFCROIYLEQkjsFCROIYLEQkjsFCROIMC5ZLly5h1apVsNlsCA0Nxf79+wftV1lZCW9vb9jtdtjtdsTFxfVrLygogM1mg9VqRWZmJpRSnhg+EQ3DsAs9bd26FRMmTMCZM2fgcDgwf/58OBwO3H777QP6hoWF4dixYwOWf/rpp8jNzUVdXR18fX3x4IMPoqioCGvXrvXEFIhoCIatsZSWliI9PR0AYLVaERMTgwMHRnclrLfeeguPPvoo/Pz8oGka1q9fjz179rhjuEQ0CoYFS0tLC4KDg/XHFosFTqdz0L6nT5+G3W5HbGwsCgsL9eVOpxMWi0V/bDabB61x+fJlwZEb5/LXV25jweXLCsBXRg/juo2lzwT4P7FKbtsUio6OHvSXXNM0dHR0uFxn1qxZaG1thY+PD5qampCQkICgoCAsWrTI5Rq33norAKBCS3b5OUbQfixc8MePiZZ7W7QaALj+GbrqGel62cIF3WK10QMYwG3BUlNTM2y7xWJBU1MT/Pz8AADNzc1YuHDhgH4+Pj76/alTpyI5ORmHDx/GokWLYLFY0NzcrLe3tLTAbDYP+nrcqUvkOYZtCqWkpGD79u0AgDNnzuD48eNYsmTJgH4dHR16KJw/fx4VFRWw2+0AgBUrVmDfvn3o7u5GX18fCgoKsGrVKs9NgogGZdhRoaysLKxbtw42mw0mkwkFBQX6EaHs7GwEBgYiPT0de/fuxbZt23DLLbfg66+/xrp167Bs2TIAwLRp0/Diiy8iNjYWAJCUlIQnnnjCqCkR0V9pitsIRCRszJx5O5ZOuHN1LuXl5YiJiUFERATCw8Px6quv6m0jzdNdGhsbERcXh5CQEMTHx8PhcAzo09vbi02bNsFqtcJms2HHjh0utXmaK3PJy8tDeHg4IiMjERMTg4qKv30hWU5ODgICAvTPIDMz05PD17kyj+HGek2fiRojtmzZojZs2KCUUurMmTNq8uTJ6vPPPx/Q73e/+52KiYkZtMYnn3yipkyZorq7u1VfX59KSkpShYWFbh33YFydS3V1tWpvb1dKKfXZZ58pq9WqPvjgA6XU8PN0p29/+9uquLhYKaVUUVGRWrhw4YA+u3btUklJSUoppbq6utSUKVNUU1PTiG2e5spc3n33XfXFF18opZT68MMP1YQJE9SXX36plFIqJydHZWVleW7AQ3BlHsON9Vo+kzGzxjKWTrhzdS5z5szB5MmTAQB33nknQkND0dLS4tGxflNnZydqa2uRmpoKAFi9ejVqamrQ09PTr19paSk2bNgAAJg0aRKSk5NRVlYGANizZ8+QbZ7k6lwSExMxfvx4AEBERASUUnofpZThRyNdnQcw9JHT4T6voYyZYPHkCXfuNpq5XNXQ0ICqqqp+h+yHmqe7OJ1OBAUFQdM0AIDJZEJgYOCAsQ83P6fTOeq5u4Orc/mmwsJCWK1WBAYGArhyzlZJSQlmzpyJpKQkVFVVeWTs3zSaeQw11mv5ebxpvhT+Rjrh7npJzeWq9vZ2JCcnY9u2bfoazI0wz9G4+oN/szp06BA2b96MgwcP6ssyMjLwwgsvwGQy4eDBg1i+fDlOnToFX19fA0c6uMHG2tDQgIkTJ15TvZtmjaWmpgZdXV0Dbp2dnfDy8tJPuLuqubm539rHVT4+PvpJd9884Q7AqE64uxHmAlxZ1V28eDGee+45rFixwqV5uovZbEZra6u+St3b24u2trYB7+Fg87vaZzRzdydX5wIAR44cwdq1a1FeXg6bzaYvDwgIgMlkAgAkJCTAbDbj5MmTnpnAX7k6j8HGWl9fD+AaP5Nr3SF0o8nJyVHr169XSinV2NioAgICBt3h2d7ervr6+pRSSvX09KiIiAj1q1/9Sin1t523XV1dqre3VyUmJhqy89bVuXR3d6uZM2eq/Pz8AW3DzdOdHnjgAVVUVKSUUuoXv/jFoDsKd+7cqZKSklRfX5/q7OzstzNwuDZPc2UuR48eVWazWR09enRA27lz5/T7tbW1ys/PT/3pT39y34CH4Mo8hhvrtXwmYyZYLl68qFJSUpTValUhISH9fok2b96s//K9/vrrKiwsTEVFRanw8HC1devWfnW2b9+upk+frqZPn642btyo/3J6kqtzefbZZ5W3t7eKiorSbzt37lRKjTxPd2loaFBz585VM2bMULGxsaqxsVEppdRDDz2kTpw4oZRSqre3Vz311FP6+1xQUKA/f7g2T3NlLrNnz1b+/v79PoP6+nqllFJpaWkqPDxcRUZGqtmzZ6sDBw7csPMYbqzX8pnwBDkiEnfT7GMhopsHg4WIxDFYiEgcg4WIxDFYiEgcg4WIxDFYiEgcg4WIxDFYyKMaGhpgsVj0yzts2bJF/5d+Gjt45i15XFFREX76059iy5YtePrpp3H8+HHccccdRg+LBDFYyBDr1q1DWVkZ/vCHP+jfukBjBzeFyOO++uornDx5EhMnTrym68/QjY/BQh6XlZWF2bNno6KiAhkZGWhtbTV6SCTsprmCHI0N+/btw+9//3tUV1dj3LhxyM7ORmpqKiorK+Hlxb9zYwX3sRCROP6JICJxDBYiEsdgISJxDBYiEsdgISJxDBYiEsdgISJx/w8e1BxL74tGUQAAAABJRU5ErkJggg==' 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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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src='data:image/png;base64,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' style='max-width:100%; margin: auto; display: block; '/>\"};\n",
       "\n",
       "      function create_widget() {\n",
       "          setTimeout(function() {\n",
       "              animfc3ec0912dae499888f12317b5b39693 = new Animation(frame_data, 17, \"fc3ec0912dae499888f12317b5b39693\", 50, false, false, false, true);\n",
       "          }, 0);\n",
       "      }\n",
       "\n",
       "      var paths = {};\n",
       "      paths.underscore = \"https://cdnjs.cloudflare.com/ajax/libs/underscore.js/1.8.3/underscore-min\";\n",
       "      \n",
       "\t  var require_conf = {paths: paths};\n",
       "\t  require.config(require_conf);\n",
       "      \t  require([\"underscore\"], function(){\n",
       "              create_widget();\n",
       "\t  });\n",
       "      \n",
       "  })()\n",
       "</script>"
      ],
      "text/plain": [
       ":HoloMap   [Size]\n",
       "   :Image   [x,y]   (z)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict_ims = {i: hv.Image(rand(i)) for i in range(3, 20)}\n",
    "\n",
    "hv.HoloMap(dict_ims, kdims=['Size'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "# Wavefunctions in an infinite wire"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "c.a = 3\n",
    "lead = make_3d_wire().finalized()\n",
    "p = make_params(B_x=1.44, B_y=0, mu=12.5)\n",
    "\n",
    "def densities(lead, momentum, param):\n",
    "    coord = np.array([lead.pos(i) for i in range(lead.graph.num_nodes)])\n",
    "    xy = coord[coord[:, 0] == 0][:, 1:]\n",
    "    h, t = lead.cell_hamiltonian(args=[p]), lead.inter_cell_hopping(args=[p])\n",
    "    h_k = lambda k: h + t * np.exp(1j * k) + t.T.conj() * np.exp(-1j * k)\n",
    "\n",
    "    vals, vecs = np.linalg.eigh(h_k(momentum))\n",
    "    indxs = np.argsort(abs(vals))\n",
    "    vecs = vecs[:, indxs]\n",
    "    vals = vals[indxs]\n",
    "    \n",
    "    num_orbital = 4\n",
    "    densities = np.linalg.norm(vecs.reshape(-1, num_orbital, len(vecs)), axis=1)**2\n",
    "    return xy, vals, vecs, densities.T\n",
    "\n",
    "xy, energies, vecs, densities = densities(lead, 0.1, p)\n",
    "wfs = [kwant.plotter.mask_interpolate(xy, density, oversampling=1)[0] for density in densities][:40]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script language=\"javascript\">\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, num_frames, id, interval, load_json, mpld3, nbagg, cached){\n",
       "      this.img_id = \"_anim_img\" + id;\n",
       "      this.slider_id = \"_anim_slider\" + id;\n",
       "      this.loop_select_id = \"_anim_loop_select\" + id;\n",
       "      this.id = id;\n",
       "      this.fig_id = \"fig_\" + id;\n",
       "      this.interval = interval;\n",
       "      this.current_frame = 0;\n",
       "      this.direction = 0;\n",
       "      this.timer = null;\n",
       "      this.load_json = load_json;\n",
       "      this.mpld3 = mpld3;\n",
       "      this.nbagg = nbagg;\n",
       "      this.cached = cached;\n",
       "      this.frames = frames;\n",
       "      this.cache = {};\n",
       "      this.length = num_frames;\n",
       "      document.getElementById(this.slider_id).max = this.length - 1;\n",
       "      if(this.cached) {\n",
       "\t\t  this.update_cache();\n",
       "\t\t  this.update(0);\n",
       "      } else if(this.nbagg) {\n",
       "\t\t  this.update_cache();\n",
       "\t\t  this.update(0);\n",
       "\t\t  this.set_frame(0);\n",
       "      } else {\n",
       "\t\t  this.dynamic_update(0, 0);\n",
       "      }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "      var button_group = document[this.loop_select_id].state;\n",
       "      for (var i = 0; i < button_group.length; i++) {\n",
       "          var button = button_group[i];\n",
       "          if (button.checked) {\n",
       "              return button.value;\n",
       "          }\n",
       "      }\n",
       "      return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.update_cache = function(){\n",
       "      if(this.load_json) {\n",
       "\t\t  var frame_len = _.size(this.keyMap);\n",
       "      } else {\n",
       "\t\t  var frame_len = _.size(this.frames);\n",
       "      }\n",
       "      for (var i=0; i<_.size(this.frames); i++) {\n",
       "\t\t  if(!this.load_json) {\n",
       "\t\t\t  i = Object.keys(this.frames)[i];\n",
       "\t\t  }\n",
       "\t\t  if(!(i in this.cache)) {\n",
       "\t\t\t  this.cache[i] = $('<div />').appendTo(\"#\" + this.img_id).hide();\n",
       "\t\t\t  if(this.mpld3) {\n",
       "\t\t\t\t  var cache_id = this.img_id+\"_\"+i;\n",
       "\t\t\t\t  this.cache[i].attr(\"id\", cache_id);\n",
       "\t\t\t  }\n",
       "\t\t\t  if(this.load_json) {\n",
       "\t\t\t\t  var data_url = \"/\" + this.fig_id + \"/\" + i;\n",
       "\t\t\t\t  if(this.mpld3) {\n",
       "\t\t\t\t\t  $.getJSON(data_url, (function(cache_id) {\n",
       "\t\t\t\t\t\t  return function(data) {\n",
       "\t\t\t\t\t\t\t  mpld3.draw_figure(cache_id, data);\n",
       "\t\t\t\t\t\t  };\n",
       "\t\t\t\t\t  }(cache_id)));\n",
       "\t\t\t\t  } else {\n",
       "\t\t\t\t\t  this.cache[i].load(data_url);\n",
       "\t\t\t\t  }\n",
       "\t\t\t  } else {\n",
       "\t\t\t\t  if(this.mpld3) {\n",
       "\t\t\t\t\t  mpld3.draw_figure(cache_id, this.frames[i]);\n",
       "\t\t\t\t  } else {\n",
       "\t\t\t\t\t  this.cache[i].html(this.frames[i]);\n",
       "\t\t\t\t  }\n",
       "\t\t\t  }\n",
       "\t\t  }\n",
       "      }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "      this.current_frame = frame;\n",
       "      document.getElementById(this.slider_id).value = this.current_frame;\n",
       "      if(this.cached) {\n",
       "\t  this.update(frame)\n",
       "      } else {\n",
       "          this.dynamic_update(frame)\n",
       "      }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.update = function(current){\n",
       "      if(current in this.cache) {\n",
       "\t\t  $.each(this.cache, function(index, value) {\n",
       "\t\t\t  value.hide();\n",
       "\t\t  });\n",
       "\t\t  this.cache[current].show();\n",
       "      }\n",
       "  }\n",
       "\n",
       "\n",
       "  Animation.prototype.dynamic_update = function(current){\n",
       "      var kernel = IPython.notebook.kernel;\n",
       "      if(this.nbagg) {\n",
       "\t\t  function callback(msg) { }\n",
       "      } else {\n",
       "\t\t  function callback(msg){\n",
       "\t\t\t  /* This callback receives data from Python as a string\n",
       "\t\t\t\t in order to parse it correctly quotes are sliced off*/\n",
       "\t\t\t  var data = msg.content.data['text/plain'].slice(1, -1);\n",
       "\t\t\t  if(this.mpld3){\n",
       "\t\t\t\t  data = JSON.parse(data)[0];\n",
       "\t\t\t  }\n",
       "\t\t\t  this.frames[current] = data;\n",
       "\t\t\t  this.update_cache();\n",
       "\t\t\t  this.update(current);\n",
       "\t\t  }\n",
       "      }\n",
       "      if(this.nbagg || !(current in this.cache)) {\n",
       "\t\t  callbacks = {iopub: {output: $.proxy(callback, this)}};\n",
       "\t\t  var cmd = \"holoviews.ipython.widgets.NdWidget.widgets['\" + this.id + \"'].update(\" + current + \")\";\n",
       "\t\t  kernel.execute(\"import holoviews;\" + cmd, callbacks, {silent : false});\n",
       "      } else {\n",
       "\t\t  this.update(current);\n",
       "      }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function() {\n",
       "      this.set_frame(Math.min(this.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "  Animation.prototype.previous_frame = function() {\n",
       "      this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "  Animation.prototype.first_frame = function() {\n",
       "      this.set_frame(0);\n",
       "  }\n",
       "  Animation.prototype.last_frame = function() {\n",
       "      this.set_frame(this.length - 1);\n",
       "  }\n",
       "  Animation.prototype.slower = function() {\n",
       "      this.interval /= 0.7;\n",
       "      if(this.direction > 0){this.play_animation();}\n",
       "      else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "  Animation.prototype.faster = function() {\n",
       "      this.interval *= 0.7;\n",
       "      if(this.direction > 0){this.play_animation();}\n",
       "      else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "  Animation.prototype.anim_step_forward = function() {\n",
       "      this.current_frame += 1;\n",
       "      if(this.current_frame < this.length){\n",
       "          this.set_frame(this.current_frame);\n",
       "      }else{\n",
       "          var loop_state = this.get_loop_state();\n",
       "          if(loop_state == \"loop\"){\n",
       "              this.first_frame();\n",
       "          }else if(loop_state == \"reflect\"){\n",
       "              this.last_frame();\n",
       "              this.reverse_animation();\n",
       "          }else{\n",
       "              this.pause_animation();\n",
       "              this.last_frame();\n",
       "          }\n",
       "      }\n",
       "  }\n",
       "  Animation.prototype.anim_step_reverse = function() {\n",
       "      this.current_frame -= 1;\n",
       "      if(this.current_frame >= 0){\n",
       "          this.set_frame(this.current_frame);\n",
       "      } else {\n",
       "          var loop_state = this.get_loop_state();\n",
       "          if(loop_state == \"loop\"){\n",
       "              this.last_frame();\n",
       "          }else if(loop_state == \"reflect\"){\n",
       "              this.first_frame();\n",
       "              this.play_animation();\n",
       "          }else{\n",
       "              this.pause_animation();\n",
       "              this.first_frame();\n",
       "          }\n",
       "      }\n",
       "  }\n",
       "  Animation.prototype.pause_animation = function() {\n",
       "      this.direction = 0;\n",
       "      if (this.timer){\n",
       "          clearInterval(this.timer);\n",
       "          this.timer = null;\n",
       "      }\n",
       "  }\n",
       "  Animation.prototype.play_animation = function() {\n",
       "      this.pause_animation();\n",
       "      this.direction = 1;\n",
       "      var t = this;\n",
       "      if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n",
       "  }\n",
       "  Animation.prototype.reverse_animation = function() {\n",
       "      this.pause_animation();\n",
       "      this.direction = -1;\n",
       "      var t = this;\n",
       "      if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<div class=\"animation\" align=\"center\">\n",
       "    <div id=\"_anim_img2b0e7b4873c2435fbebf997488c7163d\"></div>\n",
       "    <br>\n",
       "    <input id=\"_anim_slider2b0e7b4873c2435fbebf997488c7163d\" type=\"range\" style=\"width:350px\" name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\" oninput=\"anim2b0e7b4873c2435fbebf997488c7163d.set_frame(parseInt(this.value));\"></input>\n",
       "    <br>\n",
       "    <button onclick=\"anim2b0e7b4873c2435fbebf997488c7163d.slower()\" style=\"text-align: center\">&#8211;</button>\n",
       "    <button onclick=\"anim2b0e7b4873c2435fbebf997488c7163d.first_frame()\" style=\"text-align: center; min-width: 40px\">&#9616;&#9664;&#9664;</button>\n",
       "    <button onclick=\"anim2b0e7b4873c2435fbebf997488c7163d.previous_frame()\" style=\"text-align: center; min-width: 40px\">&#9616;&#9664;</button>\n",
       "    <button onclick=\"anim2b0e7b4873c2435fbebf997488c7163d.reverse_animation()\" style=\"text-align: center; min-width: 40px\">&#9664;</button>\n",
       "    <button onclick=\"anim2b0e7b4873c2435fbebf997488c7163d.pause_animation()\" style=\"text-align: center; min-width: 40px\">&#9616;&nbsp;&#9612;</button>\n",
       "    <button onclick=\"anim2b0e7b4873c2435fbebf997488c7163d.play_animation()\" style=\"text-align: center; min-width: 40px\">&#9654;</button>\n",
       "    <button onclick=\"anim2b0e7b4873c2435fbebf997488c7163d.next_frame()\" style=\"text-align: center; min-width: 40px\">&#9654;&#9612;</button>\n",
       "    <button onclick=\"anim2b0e7b4873c2435fbebf997488c7163d.last_frame()\" style=\"text-align: center; min-width: 40px\">&#9654;&#9654;&#9612;</button>\n",
       "    <button onclick=\"anim2b0e7b4873c2435fbebf997488c7163d.faster()\" style=\"text-align: center\">+</button>\n",
       "  <form action=\"#n\" name=\"_anim_loop_select2b0e7b4873c2435fbebf997488c7163d\" class=\"anim_control\">\n",
       "    <input type=\"radio\" name=\"state\" value=\"once\" {once_checked}> Once </input>\n",
       "    <input type=\"radio\" name=\"state\" value=\"loop\" {loop_checked}> Loop </input>\n",
       "    <input type=\"radio\" name=\"state\" value=\"reflect\" {reflect_checked}> Reflect </input>\n",
       "  </form>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "      var frame_data = {0: \"<img 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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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mvkvt7Oe9f+SWOh+Ih357607m/J+qzI+AKQ89l1e8DpFKub9oMnPABpUHgA0qDwAKRB4QFIg8IDkAaFByANCg9AGhQegDQOOMJZFJPCBUqleEpww78ZRzZLmn/FuDAz8fJ/jhcyBlOdY+d71m2NF5LUtvHUONQ0Ks6MMDYbY2QkWSd8O7OpzjotfYyQkzFzzjU5Q8W1RqbayLj7rTTuAWM/5750/7cK6mtkLo8j87vGn123B9QUd4rTTfvDEx6ANCg8AGlQeADSoPAApEHhAUiDwgOQBoUHIA0KD0Aa1nm2B/brOPLt66yVHrjiy2Gm74gtYaZGvwkzPfRmmLn4xMVhRpJ+ce8lYaZtczycXFH1epjp1bvNuqatzcYxtaqIIx3Obt2NjDt4bKxlXZPh5PYwcurg16yldg6Jj1huNwa0e/aPh4qd+9K5vyXpd7Xxfdmgs8PMA4o/u/q2c0WS1SnyOuVP8YQHIA0KD0AaFB6ANCg8AGlQeADSoPAApEHhAUiDwgOQxiEPHhdFPABYKjVaa6371sfCzDdv/3qYuUzPWPtFyvV/Vu7DJ74cZlrPio8X3q3yMLO91TnuV9IaY6h4pbFOk7PZLiPj3mrGWk3GMs7PVh2/RtsrvNf75Mr4/T2ld2uYqVScce7LFzU0zLi5Z3RZmHE+u1ri9YDTKQeLJzwAaVB4ANKg8ACkQeEBSIPCA5AGhQcgDQoPQBoUHoA0SkVRFO/5JqV6L9izLs7cG0fKxr8RZvpWxicnv6ke8WYyTxduMQaBm4zN1hkZSVpqZJYYmY4NRqjByMTvyV4nGZmaONJtUJwZY2x1gZGRpCFGptrIVBmnMPeLT2F2Tzze0to3zOyZa7wndxmbtdUbIako6qzcweAJD0AaFB6ANCg8AGlQeADSoPAApEHhAUiDwgOQBoUHIA0KD0Aa78s3LVyl0rNx6OS/ijNjjc3ONDKu+HRvqcXIbDQya4yMJMn5hsRaI/O6u+FRpo+RGWZkjG9sSFKtkXHuuSojY57yb3HuuUVGZnv82S0K47P7HuMJD0AaFB6ANCg8AGlQeADSoPAApEHhAUiDwgOQBoUHII1uR/oC9vViHNnePc48MSrOVJTFmZ5xxNZmZNqdY7mN10iSN1TcbK4VcY5lN943SdIuI+McF+/8bM5QtTl4vWZonFlv/C8DDtc959xvktS+xwgtNzLOfcngMQC8byg8AGlQeADSoPAApEHhAUiDwgOQBoUHIA0KD0AaR9WJx45S6UEjVWNknONnBxoZSf2NzClGpt3INBkZSWrfbIScYdFXjYwzLHw4OUPMpxkZY1i4wnlzJVUbmQojs83IOG+tGp2QvCOPG8JEUdxs7ndk8YQHIA0KD0AaFB6ANCg8AGlQeADSoPAApEHhAUiDwgOQxlF24rFjp5FxhmWN4eQhxjKSVGdkPhVHele3hJkdLZXGZpIWGQOzc43MUucU5l8bGec9kbyB4fPjyAXG6cLjja3GOicCS72rWsPMjqaqeKGfGZvVG5l1xonekrz3xfnMHRt4wgOQBoUHIA0KD0AaFB6ANCg8AGlQeADSoPAApEHhAUiDwgOQxjF3xLujVJplpOriyF3etPrIf/xlmPmapoeZS3YvDjM7y3tZ1zRf48LM3W99I8y8Xtcv3myu822M1UZGks6JI+Pjb1H0qW8OM9/oeneYGaf58fVI6rU7/jbC4vJLwsx0fS3MrPiHC+MLutf7hojztY2imGSudfTjCQ9AGhQegDQoPABpUHgA0qDwAKRB4QFIg8IDkAaFByCNY/CId8euw7OMecT7ZzUnzFz9g3+PF/pmHDmxY4dxRdKUv38kzJw2NT7e+2/vWBhvttI4Tn29MVAsSX9hrHVHHJnZ9aYwc+0M4zz1++OIJOuTdPXX43tg0+QBYWbFEGPw2HaYPivHCJ7wAKRB4QFIg8IDkAaFByANCg9AGhQegDQoPABpUHgA0jguB4+L4uYwUyqtjRdqGWbtV67dcWhlHJm1Jc7E5/judc9DceaayfHg7UcHLwszL4wYHW+2zRgolqQRccS5pmt2GEPFxmt0z2txRpKMc6E1ybgHyicb91KLsZkanJD1WTme8IQHIA0KD0AaFB6ANCg8AGlQeADSoPAApEHhAUiDwgOQxnE5eOwxBo8XeIPHP73l02Fm0ufmxpln4r02bHKuSFJtHGnt3dtcLHCKkak6jGsZnJ+tqjY+Pfp68/UeFB9ULH0ujvxU8b2kBcZezv0tSfLu8eMFT3gA0qDwAKRB4QFIg8IDkAaFByANCg9AGhQegDQoPABplIqiKI70RRytSqXNXnBm/zDy+cnfCTN3alqY6df4unVJGwbG1/SgvhhmHlo+Nd7sHuOC1hgZyRqYdvabMmpGmLlZ3wszgxq9e6B5YJ8wM013hpmHf/CVeLOb4msqivj9z4gnPABpUHgA0qDwAKRB4QFIg8IDkAaFByANCg9AGhQegDQoPABp8E2LAyiV6s1kXRz5krHM+DhSVv2GsZC0p+WkOLTIWGi+kVlmZNTqhCRVxpHRxjLjjMzYOFJWZb7eTcbrHZ/yL33X2a0+TBRFnbNQOjzhAUiDwgOQBoUHIA0KD0AaFB6ANCg8AGlQeADSoPAApMHg8WFQKs0yUjVGptrIGAOukqRdRsYZBm42Ms6x8871SFJ3IxMfpy71MzLGkLN1PZLkDCg3GZmGMFEUk4x1sD884QFIg8IDkAaFByANCg9AGhQegDQoPABpUHgA0qDwAKTB4DGANHjCA5AGhQcgDQoPQBoUHoA0KDwAaVB4ANL4f6OFkuBZ3XfxAAAAAElFTkSuQmCC' 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src='data:image/png;base64,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' style='max-width:100%; margin: auto; display: block; '/>\"};\n",
       "\n",
       "      function create_widget() {\n",
       "          setTimeout(function() {\n",
       "              anim2b0e7b4873c2435fbebf997488c7163d = new Animation(frame_data, 40, \"2b0e7b4873c2435fbebf997488c7163d\", 50, false, false, false, true);\n",
       "          }, 0);\n",
       "      }\n",
       "\n",
       "      var paths = {};\n",
       "      paths.underscore = \"https://cdnjs.cloudflare.com/ajax/libs/underscore.js/1.8.3/underscore-min\";\n",
       "      \n",
       "\t  var require_conf = {paths: paths};\n",
       "\t  require.config(require_conf);\n",
       "      \t  require([\"underscore\"], function(){\n",
       "              create_widget();\n",
       "\t  });\n",
       "      \n",
       "  })()\n",
       "</script>"
      ],
      "text/plain": [
       ":HoloMap   [E]\n",
       "   :Image   [x,y]   (z)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%output size=150\n",
    "%%opts Image {+framewise} (cmap='jet') [xaxis=None yaxis=None bgcolor='white']\n",
    "\n",
    "ims = {E: hv.Image(wf) for E, wf in zip(energies, wfs)}\n",
    "hv.HoloMap(ims, kdims=[hv.Dimension('E', unit='meV')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "def sine(x, phase=0, freq=1):\n",
    "    return np.sin((freq * x + phase))\n",
    "\n",
    "x = np.linspace(-3, 3, 150)\n",
    "grid = x.reshape(-1, 1)**2 + x.reshape(1, -1)**2\n",
    "\n",
    "image = hv.Image(sine(grid)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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' style='max-width:100%; margin: auto; display: block; '/>"
      ],
      "text/plain": [
       ":Layout\n",
       "   .AdjointLayout.I :AdjointLayout   [AdjointLayout]\n",
       "      :Histogram   [z]   (Frequency)\n",
       "   .Curve.I         :Curve   [y]   (z)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(image * hv.VLine(0)).hist(0) + image.sample(x=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ``+`` to layout and ``*`` to overlay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img 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' style='max-width:100%; margin: auto; display: block; '/>"
      ],
      "text/plain": [
       ":Layout\n",
       "   .Overlay.I  :Overlay\n",
       "      .Image.I :Image   [x,y]   (z)\n",
       "      .VLine.I :VLine   [x,y]\n",
       "   .Curve.I    :Curve   [y]   (z)\n",
       "   .Overlay.II :Overlay\n",
       "      .Image.I :Image   [x,y]   (z)\n",
       "      .HLine.I :HLine   [x,y]\n",
       "   .Curve.II   :Curve   [x]   (z)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(image * hv.VLine(0) + image.sample(x=0) \n",
    " + image * hv.HLine(0) + image.sample(y=0)).cols(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "from itertools import product\n",
    "# gap at:\n",
    "k = k0 = 0.33780168183740172 \n",
    "dk = 1.8374191057546341e-14\n",
    "B = B0 = 1.4370450371523595 \n",
    "dB = 1.0813572259849025e-13\n",
    "Bs = np.linspace(-75*dB, 75*dB, 40)\n",
    "ks = np.linspace(-50*dk, 50*dk, 40)\n",
    "\n",
    "s1, s2 = (np.array([[-0.9810848434 -3.1146040317e-08j, -0.7502626115 -8.1382136438e-01j],\n",
    "                    [-0.7502626248 +8.1382129245e-01j,  0.9810849724 +9.7630105654e-09j]]),\n",
    "          np.array([[14.1893713282 +3.2277345327e-07j, 1.5980118197 -6.1060691094e-01j],\n",
    "                    [1.5980119990 +6.1060693588e-01j, -14.1893716810 -4.1144106429e-08j]]))\n",
    "H_eff = lambda B, k: s1 * B + s2 * k\n",
    "cone_max = [np.linalg.eigvalsh(H_eff(B, k)).max() for B, k in product(Bs, ks)]\n",
    "cone_max = np.rot90(np.reshape(cone_max, (len(Bs), len(ks))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Add dimensions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img 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' style='max-width:100%; margin: auto; display: block; '/>"
      ],
      "text/plain": [
       ":Layout\n",
       "   .Overlay.I  :Overlay\n",
       "      .Image.I :Image   [B,k]   (E)\n",
       "      .VLine.I :VLine   [x,y]\n",
       "   .Curve.I    :Curve   [k]   (E)\n",
       "   .Overlay.II :Overlay\n",
       "      .Image.I :Image   [B,k]   (E)\n",
       "      .HLine.I :HLine   [x,y]\n",
       "   .Curve.II   :Curve   [B]   (E)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%opts Image (cmap='gist_heat_r')\n",
    "\n",
    "# Dimensions\n",
    "B = hv.Dimension('B', unit='T')\n",
    "k = hv.Dimension('k', unit=r'$m^{-1}$')\n",
    "E = hv.Dimension('E', unit='meV')\n",
    "\n",
    "im = hv.Image(cone_max, kdims=[B, k], vdims=[E])\n",
    "\n",
    "(im * hv.VLine(0) + im.sample(B=0)\n",
    "+im * hv.HLine(0) + im.sample(k=0)).relabel(\"Dirac cone\").cols(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "from tools import SimpleNamespace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# because I often reuse dimensions, I put it in a SimpleNamespace\n",
    "d = SimpleNamespace(B=hv.Dimension(name='B', unit='T'),\n",
    "                    mu=hv.Dimension(name='Chemical potential', unit='meV'),\n",
    "                    gap=hv.Dimension(name='Band gap', unit='meV'),\n",
    "                    decay_length= hv.Dimension(name='Inverse decay length', unit=r'$\\mu m^{-1}$'),\n",
    "                    k=hv.Dimension(name='Momentum', unit=r'nm$^-1$'),\n",
    "                    E=hv.Dimension(name='Energy', unit='meV'),\n",
    "                    delta=hv.Dimension(name='Superconducting gap', unit='mev'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# GridSpaces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "hm = hv.HoloMap(kdims=[d.E, 'Wavefunction', 'Component'], label=(\"Four compontent of the wavefunction for the ~0 energies wavefunctions\"))\n",
    "\n",
    "components = [r\"$\\left|\\uparrow,-e\\right\\rangle$\", \n",
    "              r\"$\\left|\\uparrow,e\\right\\rangle$\", \n",
    "              r\"$\\left|\\downarrow,-e\\right\\rangle$\", \n",
    "              r\"$\\left|\\downarrow,e\\right\\rangle$\"]\n",
    "\n",
    "for i in range(50):\n",
    "    wf1 = vecs[:, 2*i].reshape((-1, 4))\n",
    "    wf2 = vecs[:, 2*i + 1].reshape((-1, 4))\n",
    "    energy = np.abs(energies[2*i])\n",
    "    for j, component in enumerate(components):\n",
    "        for sign, wf in zip(['-E', '+E'], [wf1, wf2]):\n",
    "            mask = kwant.plotter.mask_interpolate(xy, wf[:, j] * wf[:, j].conj(), oversampling=1)[0]\n",
    "            hm[energy, sign, component] = hv.Image(np.abs(mask))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script language=\"javascript\">\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, num_frames, id, interval, load_json, mpld3, nbagg, cached){\n",
       "      this.img_id = \"_anim_img\" + id;\n",
       "      this.slider_id = \"_anim_slider\" + id;\n",
       "      this.loop_select_id = \"_anim_loop_select\" + id;\n",
       "      this.id = id;\n",
       "      this.fig_id = \"fig_\" + id;\n",
       "      this.interval = interval;\n",
       "      this.current_frame = 0;\n",
       "      this.direction = 0;\n",
       "      this.timer = null;\n",
       "      this.load_json = load_json;\n",
       "      this.mpld3 = mpld3;\n",
       "      this.nbagg = nbagg;\n",
       "      this.cached = cached;\n",
       "      this.frames = frames;\n",
       "      this.cache = {};\n",
       "      this.length = num_frames;\n",
       "      document.getElementById(this.slider_id).max = this.length - 1;\n",
       "      if(this.cached) {\n",
       "\t\t  this.update_cache();\n",
       "\t\t  this.update(0);\n",
       "      } else if(this.nbagg) {\n",
       "\t\t  this.update_cache();\n",
       "\t\t  this.update(0);\n",
       "\t\t  this.set_frame(0);\n",
       "      } else {\n",
       "\t\t  this.dynamic_update(0, 0);\n",
       "      }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "      var button_group = document[this.loop_select_id].state;\n",
       "      for (var i = 0; i < button_group.length; i++) {\n",
       "          var button = button_group[i];\n",
       "          if (button.checked) {\n",
       "              return button.value;\n",
       "          }\n",
       "      }\n",
       "      return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.update_cache = function(){\n",
       "      if(this.load_json) {\n",
       "\t\t  var frame_len = _.size(this.keyMap);\n",
       "      } else {\n",
       "\t\t  var frame_len = _.size(this.frames);\n",
       "      }\n",
       "      for (var i=0; i<_.size(this.frames); i++) {\n",
       "\t\t  if(!this.load_json) {\n",
       "\t\t\t  i = Object.keys(this.frames)[i];\n",
       "\t\t  }\n",
       "\t\t  if(!(i in this.cache)) {\n",
       "\t\t\t  this.cache[i] = $('<div />').appendTo(\"#\" + this.img_id).hide();\n",
       "\t\t\t  if(this.mpld3) {\n",
       "\t\t\t\t  var cache_id = this.img_id+\"_\"+i;\n",
       "\t\t\t\t  this.cache[i].attr(\"id\", cache_id);\n",
       "\t\t\t  }\n",
       "\t\t\t  if(this.load_json) {\n",
       "\t\t\t\t  var data_url = \"/\" + this.fig_id + \"/\" + i;\n",
       "\t\t\t\t  if(this.mpld3) {\n",
       "\t\t\t\t\t  $.getJSON(data_url, (function(cache_id) {\n",
       "\t\t\t\t\t\t  return function(data) {\n",
       "\t\t\t\t\t\t\t  mpld3.draw_figure(cache_id, data);\n",
       "\t\t\t\t\t\t  };\n",
       "\t\t\t\t\t  }(cache_id)));\n",
       "\t\t\t\t  } else {\n",
       "\t\t\t\t\t  this.cache[i].load(data_url);\n",
       "\t\t\t\t  }\n",
       "\t\t\t  } else {\n",
       "\t\t\t\t  if(this.mpld3) {\n",
       "\t\t\t\t\t  mpld3.draw_figure(cache_id, this.frames[i]);\n",
       "\t\t\t\t  } else {\n",
       "\t\t\t\t\t  this.cache[i].html(this.frames[i]);\n",
       "\t\t\t\t  }\n",
       "\t\t\t  }\n",
       "\t\t  }\n",
       "      }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "      this.current_frame = frame;\n",
       "      document.getElementById(this.slider_id).value = this.current_frame;\n",
       "      if(this.cached) {\n",
       "\t  this.update(frame)\n",
       "      } else {\n",
       "          this.dynamic_update(frame)\n",
       "      }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.update = function(current){\n",
       "      if(current in this.cache) {\n",
       "\t\t  $.each(this.cache, function(index, value) {\n",
       "\t\t\t  value.hide();\n",
       "\t\t  });\n",
       "\t\t  this.cache[current].show();\n",
       "      }\n",
       "  }\n",
       "\n",
       "\n",
       "  Animation.prototype.dynamic_update = function(current){\n",
       "      var kernel = IPython.notebook.kernel;\n",
       "      if(this.nbagg) {\n",
       "\t\t  function callback(msg) { }\n",
       "      } else {\n",
       "\t\t  function callback(msg){\n",
       "\t\t\t  /* This callback receives data from Python as a string\n",
       "\t\t\t\t in order to parse it correctly quotes are sliced off*/\n",
       "\t\t\t  var data = msg.content.data['text/plain'].slice(1, -1);\n",
       "\t\t\t  if(this.mpld3){\n",
       "\t\t\t\t  data = JSON.parse(data)[0];\n",
       "\t\t\t  }\n",
       "\t\t\t  this.frames[current] = data;\n",
       "\t\t\t  this.update_cache();\n",
       "\t\t\t  this.update(current);\n",
       "\t\t  }\n",
       "      }\n",
       "      if(this.nbagg || !(current in this.cache)) {\n",
       "\t\t  callbacks = {iopub: {output: $.proxy(callback, this)}};\n",
       "\t\t  var cmd = \"holoviews.ipython.widgets.NdWidget.widgets['\" + this.id + \"'].update(\" + current + \")\";\n",
       "\t\t  kernel.execute(\"import holoviews;\" + cmd, callbacks, {silent : false});\n",
       "      } else {\n",
       "\t\t  this.update(current);\n",
       "      }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function() {\n",
       "      this.set_frame(Math.min(this.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "  Animation.prototype.previous_frame = function() {\n",
       "      this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "  Animation.prototype.first_frame = function() {\n",
       "      this.set_frame(0);\n",
       "  }\n",
       "  Animation.prototype.last_frame = function() {\n",
       "      this.set_frame(this.length - 1);\n",
       "  }\n",
       "  Animation.prototype.slower = function() {\n",
       "      this.interval /= 0.7;\n",
       "      if(this.direction > 0){this.play_animation();}\n",
       "      else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "  Animation.prototype.faster = function() {\n",
       "      this.interval *= 0.7;\n",
       "      if(this.direction > 0){this.play_animation();}\n",
       "      else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "  Animation.prototype.anim_step_forward = function() {\n",
       "      this.current_frame += 1;\n",
       "      if(this.current_frame < this.length){\n",
       "          this.set_frame(this.current_frame);\n",
       "      }else{\n",
       "          var loop_state = this.get_loop_state();\n",
       "          if(loop_state == \"loop\"){\n",
       "              this.first_frame();\n",
       "          }else if(loop_state == \"reflect\"){\n",
       "              this.last_frame();\n",
       "              this.reverse_animation();\n",
       "          }else{\n",
       "              this.pause_animation();\n",
       "              this.last_frame();\n",
       "          }\n",
       "      }\n",
       "  }\n",
       "  Animation.prototype.anim_step_reverse = function() {\n",
       "      this.current_frame -= 1;\n",
       "      if(this.current_frame >= 0){\n",
       "          this.set_frame(this.current_frame);\n",
       "      } else {\n",
       "          var loop_state = this.get_loop_state();\n",
       "          if(loop_state == \"loop\"){\n",
       "              this.last_frame();\n",
       "          }else if(loop_state == \"reflect\"){\n",
       "              this.first_frame();\n",
       "              this.play_animation();\n",
       "          }else{\n",
       "              this.pause_animation();\n",
       "              this.first_frame();\n",
       "          }\n",
       "      }\n",
       "  }\n",
       "  Animation.prototype.pause_animation = function() {\n",
       "      this.direction = 0;\n",
       "      if (this.timer){\n",
       "          clearInterval(this.timer);\n",
       "          this.timer = null;\n",
       "      }\n",
       "  }\n",
       "  Animation.prototype.play_animation = function() {\n",
       "      this.pause_animation();\n",
       "      this.direction = 1;\n",
       "      var t = this;\n",
       "      if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n",
       "  }\n",
       "  Animation.prototype.reverse_animation = function() {\n",
       "      this.pause_animation();\n",
       "      this.direction = -1;\n",
       "      var t = this;\n",
       "      if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<div class=\"animation\" align=\"center\">\n",
       "    <div id=\"_anim_img33d5fe8b53a644bb8a25854d197d0dfc\"></div>\n",
       "    <br>\n",
       "    <input id=\"_anim_slider33d5fe8b53a644bb8a25854d197d0dfc\" type=\"range\" style=\"width:350px\" name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\" oninput=\"anim33d5fe8b53a644bb8a25854d197d0dfc.set_frame(parseInt(this.value));\"></input>\n",
       "    <br>\n",
       "    <button onclick=\"anim33d5fe8b53a644bb8a25854d197d0dfc.slower()\" style=\"text-align: center\">&#8211;</button>\n",
       "    <button onclick=\"anim33d5fe8b53a644bb8a25854d197d0dfc.first_frame()\" style=\"text-align: center; min-width: 40px\">&#9616;&#9664;&#9664;</button>\n",
       "    <button onclick=\"anim33d5fe8b53a644bb8a25854d197d0dfc.previous_frame()\" style=\"text-align: center; min-width: 40px\">&#9616;&#9664;</button>\n",
       "    <button onclick=\"anim33d5fe8b53a644bb8a25854d197d0dfc.reverse_animation()\" style=\"text-align: center; min-width: 40px\">&#9664;</button>\n",
       "    <button onclick=\"anim33d5fe8b53a644bb8a25854d197d0dfc.pause_animation()\" style=\"text-align: center; min-width: 40px\">&#9616;&nbsp;&#9612;</button>\n",
       "    <button onclick=\"anim33d5fe8b53a644bb8a25854d197d0dfc.play_animation()\" style=\"text-align: center; min-width: 40px\">&#9654;</button>\n",
       "    <button onclick=\"anim33d5fe8b53a644bb8a25854d197d0dfc.next_frame()\" style=\"text-align: center; min-width: 40px\">&#9654;&#9612;</button>\n",
       "    <button onclick=\"anim33d5fe8b53a644bb8a25854d197d0dfc.last_frame()\" style=\"text-align: center; min-width: 40px\">&#9654;&#9654;&#9612;</button>\n",
       "    <button onclick=\"anim33d5fe8b53a644bb8a25854d197d0dfc.faster()\" style=\"text-align: center\">+</button>\n",
       "  <form action=\"#n\" name=\"_anim_loop_select33d5fe8b53a644bb8a25854d197d0dfc\" class=\"anim_control\">\n",
       "    <input type=\"radio\" name=\"state\" value=\"once\" {once_checked}> Once </input>\n",
       "    <input type=\"radio\" name=\"state\" value=\"loop\" {loop_checked}> Loop </input>\n",
       "    <input type=\"radio\" name=\"state\" value=\"reflect\" {reflect_checked}> Reflect </input>\n",
       "  </form>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "      var frame_data = {0: \"<img src='data:image/png;base64,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' 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' 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