elastic_wave_2d_staggered_anisotropic_VTI_v3_DX4_DT2_with_PML.ipynb

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    "### Codigo para la propagación de onda elástica 2D PSV en un medio heterogeneo mediante el esquema velocidad - esfuerzo y rejilla escalonada\n",
    "En este Notebook se presenta un codigo para la propagación de onda elástica 2D PSV en un medio heterogeneo de dos capas mediante el esquema velocidad - esfuerzo y rejilla escalonada propuesto por Virieux (1986), como resultado se muestra en la figura 1 el modelo de velocidad de la onda P, en la figura 2 el modelo de velocidad de la onda S, en la figura 3 el modelo de densidad, en la figura 4 se muestra la ondicula propagada y en la figura 5 cuatro cuadros donde se muestra el avance de la onda P mediante la divergencia, la onda S mediante el rotor y las velocidades $v_x$ y $v_z$, en la figura 6 se muestra el shot gather para la componente $v_x$ y en la la figura 7 se muestra el shot gather para la componente $v_z$\n",
    "\n",
    "#### Termino o función fuente\n",
    "\n",
    "En este codigo se uso como función fuente se uso una ondicula  cuya ecuación es:\n",
    "\n",
    "$$\n",
    "s= exp\\left(-f_0^2*((t-t_0)*dt)^2\\right)\n",
    "$$\n",
    "\n",
    "donde $f_0$ es la frecuencia dominante y $t_0$ es el retraso en tiempo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import Libraries \n",
    "# ----------------------------------------------\n",
    "%matplotlib notebook\n",
    "import numpy as np\n",
    "import numpy.matlib as npmat\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def d(comp,inpu,dire):\n",
    "    if(comp=='x'): idim = 0\n",
    "    elif(comp=='z'): idim = 1\n",
    "    \n",
    "    if(dire == '+'):\n",
    "        return (9/8*(np.roll(inpu, -1, axis = idim)-inpu)\n",
    "                -1/24*(np.roll(inpu, -2, axis = idim)-np.roll(inpu, 1, axis = idim)))/dx\n",
    "    elif(dire == '-'):\n",
    "        return (9/8*(inpu - np.roll(inpu, 1, axis = idim))\n",
    "                -1/24*(np.roll(inpu, -1, axis = idim)-np.roll(inpu, 2, axis = idim)))/dx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Input Parameter\n",
    "# ----------------------------------------------\n",
    "\n",
    "# Discretization\n",
    "c1=20           # Number of grid points per dominant wavelength\n",
    "c2=0.50          # CFL-Number\n",
    "nx=1400          # number of grid points in x-direction\n",
    "nz=1400          # number of grid points in z-direction\n",
    "Tt= 0.73\n",
    "idisp = 50 # display frequency\n",
    "\n",
    "# The grid number of pml\n",
    "pml = 200                              \n",
    "m = nx + 2*pml\n",
    "n = nz + 2*pml\n",
    " \n",
    "# Source Signal\n",
    "f0= 50      # Center frequency Ricker-wavelet\n",
    "t0= 1.5/f0\n",
    "q0= 1      # Maximum amplitude Ricker-Wavelet\n",
    "xscr = int(m/2)-1;  zscr = pml+6 # Source position (in grid points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Velocity and density\n",
    "Vpp=3962*np.ones((nx,nz))   # P-wave velocity in m/s\n",
    "Vss=2926*np.ones((nx,nz))   # S-wave velocity in m/s\n",
    "den= 2870*np.ones((nx,nz))       # Density in Kg/m^3\n",
    "eps = 0.055*np.ones((nx,nz))\n",
    "delt = -0.089*np.ones((nx,nz))\n",
    "\n",
    "Vpp[:,0:200]= 1058\n",
    "Vss[:,0:200]= 387\n",
    "den[:,0:200]= 1800\n",
    "eps[:,0:200]= 0\n",
    "delt[:,0:200]= 0\n",
    "\n",
    "for j in range(3*(nz//4)-1,nz):\n",
    "    Vpp[:,j]=4476\n",
    "    \n",
    "for j in range(3*(nz//4)-1,nz):\n",
    "    Vss[:,j]=2814\n",
    "   \n",
    "for j in range(3*(nz//4)-1,nz):\n",
    "    den[:,j]=2500\n",
    "\n",
    "for j in range(3*(nz//4)-1,nz):\n",
    "    eps[:,j]=0.097\n",
    "    \n",
    "for j in range(3*(nz//4)-1,nz):\n",
    "    delt[:,j]=0.091   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
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       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div id='eecfd47b-1296-4927-99a6-285238c1e513'></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div id='ba16e730-1ab4-4415-ac12-ae4d28804ac8'></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div id='405b0e1a-a891-42dc-952d-b0748c4a618d'></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting velocity and density model\n",
    "plt.ion()\n",
    "fig1 = plt.figure()\n",
    "plt.title('P-wave Velocity Model (m/s)')\n",
    "plt.xlabel('x-grid')\n",
    "plt.ylabel('z-grid')\n",
    "im = plt.imshow(Vpp.transpose(),vmin=Vpp.min(), vmax=Vpp.max(), animated=True,interpolation=\"nearest\", cmap=plt.cm.RdBu)\n",
    "fig1.colorbar(im)\n",
    "\n",
    "fig2 = plt.figure()\n",
    "plt.title('S-wave Velocity Model (m/s)')\n",
    "plt.xlabel('x-grid')\n",
    "plt.ylabel('z-grid')\n",
    "im = plt.imshow(Vss.transpose(),vmin=Vss.min(), vmax=Vss.max(), animated=True,interpolation=\"nearest\", cmap=plt.cm.RdBu)\n",
    "fig2.colorbar(im)\n",
    "\n",
    "fig3 = plt.figure()\n",
    "plt.title('Density Model (Kg/$m^3$)')\n",
    "plt.xlabel('x-grid')\n",
    "plt.ylabel('z-grid')\n",
    "im = plt.imshow(den.transpose(),vmin=den.min(), vmax=den.max(), animated=True,interpolation=\"nearest\", cmap=plt.cm.RdBu)\n",
    "fig3.colorbar(im)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# PML extra edge\n",
    "\n",
    "Vp=np.zeros((m,n))                        # medium velocity of P wave,m/s,zero fill\n",
    "Vp[pml:pml+nx,pml:pml+nz] = Vpp\n",
    "Vp[pml:pml+nx,0:pml] = np.transpose(npmat.repmat(Vpp[:,0],pml,1))\n",
    "Vp[pml:pml+nx,nz+pml:2*pml+nz] = np.transpose(npmat.repmat(Vpp[:,nz-1],pml,1))\n",
    "Vp[0:pml,:] = npmat.repmat(Vp[pml,:],pml, 1)\n",
    "Vp[pml+nx:2*pml+nx,:] = npmat.repmat(Vp[pml+nx-1,:],pml, 1)\n",
    "del Vpp\n",
    "\n",
    "Vs=np.zeros((m,n))                        # medium velocity of S wave,m/s,zero fill\n",
    "Vs[pml:pml+nx,pml:pml+nz] = Vss\n",
    "Vs[pml:pml+nx,0:pml] = np.transpose(npmat.repmat(Vss[:,0],pml,1))\n",
    "Vs[pml:pml+nx,nz+pml:nz+2*pml] = np.transpose(npmat.repmat(Vss[:,nz-1],pml,1))\n",
    "Vs[0:pml,:] = npmat.repmat(Vs[pml,:],pml, 1)\n",
    "Vs[pml+nx:2*pml+nx,:] = npmat.repmat(Vs[pml+nx-1,:],pml, 1)\n",
    "del Vss;\n",
    "\n",
    "rho=np.zeros((m,n))                        # medium density,kg/m**3,zero fill\n",
    "rho[pml:pml+nx,pml:pml+nz] = den;\n",
    "rho[pml:pml+nx,0:pml] = np.transpose(npmat.repmat(den[:,0],pml,1))\n",
    "rho[pml:pml+nx,nz+pml:nz+2*pml] = np.transpose(npmat.repmat(den[:,nz-1],pml,1))\n",
    "rho[0:pml,:] = npmat.repmat(rho[pml,:],pml, 1)\n",
    "rho[pml+nx:2*pml+nx,:] =npmat.repmat(rho[pml+nx-1,:],pml,1)\n",
    "del den\n",
    "\n",
    "epsilon=np.zeros((m,n))                        # medium density,kg/m**3,zero fill\n",
    "epsilon[pml:pml+nx,pml:pml+nz] = eps;\n",
    "epsilon[pml:pml+nx,0:pml] = np.transpose(npmat.repmat(eps[:,0],pml,1))\n",
    "epsilon[pml:pml+nx,nz+pml:nz+2*pml] = np.transpose(npmat.repmat(eps[:,nz-1],pml,1))\n",
    "epsilon[0:pml,:] = npmat.repmat(epsilon[pml,:],pml, 1)\n",
    "epsilon[pml+nx:2*pml+nx,:] =npmat.repmat(epsilon[pml+nx-1,:],pml,1)\n",
    "del eps\n",
    "\n",
    "delta=np.zeros((m,n))                        # medium density,kg/m**3,zero fill\n",
    "delta[pml:pml+nx,pml:pml+nz] = delt;\n",
    "delta[pml:pml+nx,0:pml] = np.transpose(npmat.repmat(delt[:,0],pml,1))\n",
    "delta[pml:pml+nx,nz+pml:nz+2*pml] = np.transpose(npmat.repmat(delt[:,nz-1],pml,1))\n",
    "delta[0:pml,:] = npmat.repmat(delta[pml,:],pml, 1)\n",
    "delta[pml+nx:2*pml+nx,:] =npmat.repmat(delta[pml+nx-1,:],pml,1)\n",
    "del delt\n",
    "\n",
    "# Calculate Thomsen Parameters\n",
    "C33 = Vp**2*rho\n",
    "C44 = Vs**2*rho\n",
    "C11 = C33*(2*epsilon + 1)\n",
    "C66 = C44*(2*epsilon + 1)\n",
    "C13 = np.sqrt(2*C33*(C33-C44)*delta + (C33-C44)**2) - C44\n",
    "del Vs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Preparation \n",
    "\n",
    "# Init wavefields\n",
    "vx=np.zeros((m,n))\n",
    "vz=np.zeros((m,n))\n",
    "sxx=np.zeros((m,n))\n",
    "szz=np.zeros((m,n))\n",
    "sxz=np.zeros((m,n))\n",
    "vx1=np.zeros((m,n))\n",
    "vx2=np.zeros((m,n))\n",
    "vz1=np.zeros((m,n))\n",
    "vz2=np.zeros((m,n))\n",
    "sxx1=np.zeros((m,n))\n",
    "sxx2=np.zeros((m,n))\n",
    "szz1=np.zeros((m,n))\n",
    "szz2=np.zeros((m,n))\n",
    "sxz1=np.zeros((m,n))\n",
    "sxz2=np.zeros((m,n))\n",
    "\n",
    "#vol   = np.zeros([nx,nz])\n",
    "#curl  = np.zeros([nx,nz])\n",
    "\n",
    "cmin=Vp.min()  # Lowest P-wave velocity\n",
    "cmax=Vp.max()  # Highest P-wave velocity\n",
    "fmax=2*f0              # Maximum frequency\n",
    "dx=cmin/(fmax*c1)      # Spatial discretization (in m)\n",
    "dz=dx \n",
    "dt=dx/(cmax)*c2        # Temporal discretization (in s)\n",
    "lampda_min=cmin/fmax   # Smallest wavelength\n",
    "del Vp\n",
    "\n",
    "# Create space and time vector\n",
    "x=np.arange(0,dx*nx-dx,dx) # Space vector\n",
    "z=np.arange(0,(dz*nz-dz),dz) # Space vector\n",
    "t=np.arange(0,(Tt-dt),dt)    # Time vector\n",
    "nt=len(t)       # Number of time steps\n",
    "\n",
    "seismo_vx=np.zeros((m,nt))\n",
    "seismo_vz=np.zeros((m,nt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div id='ebfcb26a-e290-4c47-b04c-e446efa28fa8'></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Source signal - Ricker-wavelet\n",
    "#tau=np.pi*f0*(t-1.5/f0)\n",
    "#q=q0*(1-2*tau**2)*np.exp(-tau**2)\n",
    "\n",
    "# Initialise source\n",
    "#s = np.zeros(nt)\n",
    "#t0 = 3. * aa/dt\n",
    "#for i in range(1,nt+1):\n",
    "#    s[i-1]= np.exp(- 1./aa**2*((i-t0)*dt)**2)\n",
    "#print(' %r <source< %r' %(s.min(),s.max()))\n",
    "\n",
    "# Initialise source\n",
    "tau=np.pi*f0*(t-t0);\n",
    "s=q0*(1-2*tau**2)*np.exp(-tau**2);\n",
    "\n",
    "# Plotting source signal\n",
    "plt.ion()\n",
    "fig4 = plt.figure(figsize=(9,4.5))\n",
    "plt.plot(t,s)\n",
    "plt.title('Source signal Ricker-Wavelet')\n",
    "plt.xlabel('Time in s')\n",
    "plt.ylabel('Amplitude')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Attenuation(pml)\n",
    "R=1e-60;          # theoretical reflection coefficient\n",
    "ddx=np.zeros((m,n)) \n",
    "ddz=np.zeros((m,n))\n",
    "plx=pml*dx\n",
    "plz=pml*dz\n",
    "for i in range(0,m):\n",
    "     for k in range(0,n):\n",
    "         # zome1\n",
    "         if i>=0 and i<=pml-1 and k>=0 and k<=pml-1:\n",
    "             z=pml-k;x=pml-i;\n",
    "             ddz[i,k]=-np.log(R)*4*cmax*z**4/(2*plz**5);\n",
    "             ddx[i,k]=-np.log(R)*4*cmax*x**4/(2*plx**5);\n",
    "         elif i>=0 and i<=pml-1 and k>n-pml-1 and k<=n:\n",
    "             z=k-(n-pml);x=pml-i;\n",
    "             ddz[i,k]=-np.log(R)*4*cmax*z**4/(2*plz**5);\n",
    "             ddx[i,k]=-np.log(R)*4*cmax*x**4/(2*plx**5);\n",
    "         elif i>m-pml-1 and i<=m and k>=0 and k<=pml-1:\n",
    "             z=pml-k;x=i-(m-pml);\n",
    "             ddz[i,k]=-np.log(R)*4*cmax*z**4/(2*plz**5);\n",
    "             ddx[i,k]=-np.log(R)*4*cmax*x**4/(2*plx**5);\n",
    "         elif i>m-pml-1 and i<=m and k>n-pml-1 and k<=n:\n",
    "             z=k-(n-pml);x=i-(m-pml);\n",
    "             ddz[i,k]=-np.log(R)*4*cmax*z**4/(2*plz**5);\n",
    "             ddx[i,k]=-np.log(R)*4*cmax*x**4/(2*plx**5);\n",
    "  \n",
    "         # xone2\n",
    "         elif i<=pml-1 and k>pml-1 and k<n-pml:\n",
    "             z=0;x=pml-i;\n",
    "             ddz[i,k]=0;\n",
    "             ddx[i,k]=-np.log(R)*4*cmax*x**4/(2*plx**5);\n",
    "         elif  i>m-pml-1 and i<=m and k>pml-1 and k<=n-pml-1:\n",
    "             z=0;x=i-(m-pml);\n",
    "             ddz[i,k]=0;\n",
    "             ddx[i,k]=-np.log(R)*4*cmax*x**4/(2*plx**5);\n",
    "         # xome3\n",
    "         elif i>pml-1 and i<=m-pml-1 and k<=pml-1:\n",
    "             z=pml-k;x=0;\n",
    "             ddz[i,k]=-np.log(R)*4*cmax*z**4/(2*plz**5);\n",
    "             ddx[i,k]=0;\n",
    "         elif i>pml-1 and i<=m-pml-1 and k>n-pml-1 and k<=n:\n",
    "             z=k-(n-pml);x=0;\n",
    "             ddz[i,k]=-np.log(R)*4*cmax*z**4/(2*plz**5);\n",
    "             ddx[i,k]=0;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"900\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot preparation\n",
    "# Initialize animated plot\n",
    "plt.ion()\n",
    "fig5 = plt.figure(figsize=(9,6))\n",
    "f1 = fig5.add_subplot(2, 2, 1)\n",
    "f2 = fig5.add_subplot(2, 2, 2)\n",
    "f3 = fig5.add_subplot(2, 2, 3)\n",
    "f4 = fig5.add_subplot(2, 2, 4)\n",
    "f1.set_title('curl')\n",
    "f2.set_title('div')\n",
    "f3.set_title('vx')\n",
    "f4.set_title('vz')\n",
    "\n",
    "curlp = f1.imshow((np.sqrt(vx[pml:m-pml,pml:n-pml]**2+vz[pml:m-pml,pml:n-pml]**2)).transpose(), interpolation='nearest', \n",
    "                  animated=True,vmin=0, vmax=1.0e-10, cmap='gray',extent=[0,(m-2*pml)*dx,(n-2*pml)*dz,0],aspect = 'equal')\n",
    "divp = f2.imshow((vx[pml:m-pml,pml:n-pml]+vz[pml:m-pml,pml:n-pml]).transpose(), interpolation='nearest', animated=True,\n",
    "                   vmin=-1.0e-10, vmax=1.0e-10, cmap=plt.cm.RdBu,extent=[0,(m-2*pml)*dx,(n-2*pml)*dz,0],aspect = 'equal')\n",
    "vxp = f3.imshow(vx[pml:m-pml,pml:n-pml].transpose(), interpolation='nearest', animated=True,\n",
    "                   vmin=-5.0e-11, vmax=5.0e-11, cmap='seismic',extent=[0,(m-2*pml)*dx,(n-2*pml)*dz,0],aspect = 'equal')\n",
    "vzp = f4.imshow(vz[pml:m-pml,pml:n-pml].transpose(), interpolation='nearest', animated=True,\n",
    "                   vmin=-5.0e-11, vmax=5.0e-11, cmap='seismic',extent=[0,(m-2*pml)*dx,(n-2*pml)*dz,0],aspect = 'equal')\n",
    "\n",
    "# Plot the receivers\n",
    "#for x, z in zip(irx, irz):\n",
    "#    plt.text(x, z, '+')\n",
    "\n",
    "#plt.plot(zscr, xscr, 'r*', markersize=11)\n",
    "#plt.colorbar()\n",
    "#plt.xlabel('ix')\n",
    "#plt.ylabel('iz')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-24-61105e02062d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     32\u001b[0m     \u001b[1;31m# Update pressure\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     33\u001b[0m     \u001b[0msxx1\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mdt\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mddx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0msxx1\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mC11\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mdt\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0md\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'x'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mvx\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'+'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mdt\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mddx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 34\u001b[1;33m     \u001b[0msxx2\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mdt\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mddz\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0msxx2\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mC13\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mdt\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0md\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'z'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mvz\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mdt\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mddz\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     35\u001b[0m     \u001b[0msxx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msxx1\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0msxx2\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     36\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "for tt in range(1,nt):\n",
    "\n",
    "    # Inject source wavelet (explosion)\n",
    "      \n",
    "    sxx[xscr,zscr]=sxx[xscr,zscr]+s[tt]   \n",
    "    szz[xscr,zscr]=szz[xscr,zscr]+s[tt]\n",
    "    \n",
    "    #sxx[:,0] = 0.\n",
    "    #szz[:,0] = 0.\n",
    "    #sxz[:,0] = 0.\n",
    "    #sxx[:,nz-1] = 0.\n",
    "    #szz[:,nz-1] = 0.\n",
    "    #sxz[:,nz-1] = 0.\n",
    "    \n",
    "    # Free surface\n",
    "    szz[:,pml-1]=0.\n",
    "    sxz[:,pml-1]=0.\n",
    "    \n",
    "    # Update velocity\n",
    "    vx1=((1-0.5*dt*ddx)*vx1+(dt/rho)*d('x',sxx,'-'))/(1+0.5*dt*ddx)  \n",
    "    vx2=((1-0.5*dt*ddz)*vx2+(dt/rho)*d('z',sxz,'-'))/(1+0.5*dt*ddz)\n",
    "    vx = vx1+vx2\n",
    "    \n",
    "    vz1=((1-0.5*dt*ddx)*vz1+(dt/rho)*d('x',sxz,'+'))/(1+0.5*dt*ddx)\n",
    "    vz2=((1-0.5*dt*ddz)*vz2+(dt/rho)*d('z',szz,'+'))/(1+0.5*dt*ddz)\n",
    "    vz = vz1+vz2 \n",
    "    \n",
    "            \n",
    "    #curl = d('z',vx,'+') - d('x',vz,'-')\n",
    "    #vol = d('x',vx,'+') + d('z',vz,'-')            \n",
    "                       \n",
    "    # Update pressure\n",
    "    sxx1=((1-0.5*dt*ddx)*sxx1+C11*dt*d('x',vx,'+'))/(1+0.5*dt*ddx)\n",
    "    sxx2=((1-0.5*dt*ddz)*sxx2+C13*dt*d('z',vz,'-'))/(1+0.5*dt*ddz)\n",
    "    sxx = sxx1 + sxx2    \n",
    "\n",
    "    szz1=((1-0.5*dt*ddx)*szz1+C13*dt*d('x',vx,'+'))/(1+0.5*dt*ddx)\n",
    "    szz2=((1-0.5*dt*ddz)*szz2+C33*dt*d('z',vz,'-'))/(1+0.5*dt*ddz) \n",
    "    szz = szz1+szz2 \n",
    "\n",
    "    sxz1=((1-0.5*dt*ddx)*sxz1+C44*dt*d('x',vz,'-'))/(1+0.5*dt*ddx)\n",
    "    sxz2=((1-0.5*dt*ddz)*sxz2+C44*dt*d('z',vx,'+'))/(1+0.5*dt*ddz)\n",
    "    sxz = sxz1+sxz2    \n",
    "          \n",
    "    # Update velocity\n",
    "    #vx=vx+(dt/rho)*(d('x',sxx,'+') + d('z',sxz,'-'))\n",
    "    #vz=vz+(dt/rho)*(d('x',sxz,'-') + d('z',szz,'+'))\n",
    "            \n",
    "#    curl = d('z',vx,'+') - d('x',vz,'-')\n",
    "#    vol = d('x',vx,'+') + d('z',vz,'-')            \n",
    "                       \n",
    "    # Update pressure\n",
    "\n",
    "    #sxx=sxx + dt*C11*d('x',vx,'-') + dt*C13*d('z',vz,'-')  \n",
    "    #szz=szz + dt*C13*d('x',vx,'-') + dt*C33*d('z',vz,'-')\n",
    "    #sxz=sxz + dt*C44*(d('z',vx,'+') + d('x',vz,'+'))  \n",
    "    \n",
    "    seismo_vx[0:m,tt]=vx[0:m,pml]\n",
    "    seismo_vz[0:m,tt]=vz[0:m,pml]\n",
    "                \n",
    "        # Plot every time step (nt)\n",
    "    if (tt % idisp) == 0:\n",
    "        #plt.title('Time Step (nt) = %d' % n)    \n",
    "        curlp.set_data((np.sqrt(vx[pml:m-pml,pml:n-pml]**2+vz[pml:m-pml,pml:n-pml]**2)).transpose())\n",
    "        f1.set_title(\"Time Step (nt) = %i\" % (tt))\n",
    "        divp.set_data((vx[pml:m-pml,pml:n-pml]+vz[pml:m-pml,pml:n-pml]).transpose())\n",
    "        vxp.set_data(vx[pml:m-pml,pml:n-pml].transpose())\n",
    "        vzp.set_data(vz[pml:m-pml,pml:n-pml].transpose())\n",
    "        plt.gcf().canvas.draw()\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Plot Shot gathers 5 pts below free surface\n",
    "    \n",
    "fac=0.05\n",
    "ymx=abs(seismo_vx).max()\n",
    "clim=np.array([-fac*ymx, fac*ymx])\n",
    "plt.ion()\n",
    "fig2 = plt.figure()\n",
    "plt.title('Common Shot Gather (horizontal component phone)')\n",
    "plt.xlabel('x-grid')\n",
    "plt.ylabel('nt')\n",
    "im = plt.imshow(seismo_vx[pml:m-pml,:].transpose(),vmin=clim.min(), vmax=clim.max(), animated=True,\n",
    "                interpolation=\"nearest\", cmap='seismic',extent=[0,(m-2*pml)*dx,nt*dt - t0,0],aspect = 'auto')\n",
    "fig2.colorbar(im)\n",
    "plt.show()\n",
    "plt.savefig(\"DFDT_het_2D_vx.png\", bbox_inches='tight')\n",
    "\n",
    "fac=0.025\n",
    "ymx=abs(seismo_vz[pml:m-pml,:]).max()\n",
    "clim=np.array([-fac*ymx, fac*ymx])\n",
    "plt.ion()\n",
    "fig3 = plt.figure()\n",
    "plt.title('Common Shot Gather (vertical component phone)')\n",
    "plt.xlabel('x-grid')\n",
    "plt.ylabel('nt')\n",
    "im = plt.imshow(seismo_vz[pml:m-pml,:].transpose(),vmin=clim.min(), vmax=clim.max(), animated=True,\n",
    "                interpolation=\"nearest\", cmap='seismic',extent=[0,(m-2*pml)*dx,nt*dt - t0,0],aspect = 'auto')\n",
    "fig3.colorbar(im)\n",
    "plt.show()"
   ]
  }
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