Sentinel_2_Product_Page.ipynb

{
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  {
   "cell_type": "markdown",
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   "source": [
    "# Sentinel 2a and Sentinel 2b\n",
    "\n",
    "#### Background: \n",
    "The full SENTINEL-2 mission comprises twin polar-orbiting satellites in the same orbit, phased at 180Â° to each other. The mission carries optical sensors and monitors variability in land surface conditions between the two orbiting satellites there is a return period of 5 days.\n",
    "\n",
    "The Surface Reflectance product has been corrected to account for variations caused by atmospheric properties, sun position and sensor view angle at time of image capture. These corrections have been applied to all satellite imagery in the Sentinel-2 archive. This is undertaken to allow comparison of imagery acquired at different times, by different sensors, in different seasons and in different geographic locations. These products also indicate where the imagery has been affected by cloud or cloud shadow, contains missing data or has been affected in other ways. Near Real-Time capability provides analysis-ready data that is processed on receipt using best-available ancillary information to provide atmospheric corrections.\n",
    "\n",
    "#### Bands Available\n",
    "\n",
    "-  nbar_red\n",
    "-  nbar_green\n",
    "-  nbar_blue\n",
    "-  nbar_nir_1\n",
    "-  nbar_swir_2\n",
    "-  nbar_swir_3\n",
    "\n",
    "#### How to use this notebook\n",
    "\n",
    "This note book has been designed to interogate available Sentinel data on stored on the public facing DEA (Digital Earth Australia). \n",
    "\n",
    "What capabilties are sampled.\n",
    "\n",
    "-  This app will utilise the case study area selected on the landing page.\n",
    "-  Explore Sentinel 2 data through the band indices. \n",
    "-  User able to export out into csv or excel an output containing interogated data.\n",
    "-  User is able to export loaded case study as netcdf\n",
    "        \n",
    "\n",
    "The jupyter app allows users to draw a polygon or point over a case study display a stacked plot, and summarise data in a table. \n",
    "\n",
    "\n",
    "### To execute a cell - click on the cell and push cntrl + enter\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%store -r"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Macros have been loaded in to this environment and are essentially python code that builds app user interface, and code that uses the ODC python API to retrieve a datacube for interogation. The above command loads into the work space the apps that have been created.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sentinel App.\n",
    "\n",
    "This app will load data sentinel 2a and 2b products, the app filters imagery for clouds and cloud shadow over the area selected in the select_case_study_region app, and enables users to compare band indices over the same line graph.\n",
    "\n",
    "Please Select a Band index on the above the map, information corresponding to the selected band index will be displated in the information tab.\n",
    "\n",
    "Please use the draw point tool to select a single pixel region the tool will compile corresponding band index information into a table and add the information into a band index graph.\n",
    "\n",
    "Please use the draw polygon tool to select a region the tool will summarise  corresponding band index information then compile into a table and add the information into a band index graph.\n",
    "\n",
    "Each interogation will be compiled into the same table and displayed on the same graphs.\n",
    "\n",
    "\n",
    "### This app also retrieves data from the public facing DEA before it loads. Do wait!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
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      },
      "text/plain": [
       "VBox(children=(Output(layout=Layout(border='1px solid black')), ToggleButtons(description='Product:', options=…"
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       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
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       "    } 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",
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       "            warnings.textContent = (\n",
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       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
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       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
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       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
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       "\n",
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       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
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       "\n",
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       "        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",
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       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
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       "\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",
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       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
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       "        var option = $(\n",
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       "\n",
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       "    this.message = status_bar[0];\n",
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       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
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       "\n",
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       "\n",
       "\n",
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       "    var format_dropdown = fig.format_dropdown;\n",
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       "    fig.ondownload(fig, format);\n",
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       "\n",
       "\n",
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       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
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       "    var x0 = msg['x0'] / mpl.ratio;\n",
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       "    y1 = Math.floor(y1) + 0.5;\n",
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       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
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       "\n",
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       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
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       "\n",
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       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
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       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
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       "        cursor = 'pointer';\n",
       "        break;\n",
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       "        break;\n",
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       "        break;\n",
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       "\n",
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       "    fig.message.textContent = msg['message'];\n",
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       "\n",
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       "    // Request the server to send over a new figure.\n",
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       "\n",
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       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
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       "    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",
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       "\n",
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       "                (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=\"999.999985098839\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unable to interpolate unknown values.\n",
      "Unable to interpolate unknown values.\n"
     ]
    }
   ],
   "source": [
    "sentinel_band_indices_app"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
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 },
 "nbformat": 4,
 "nbformat_minor": 2
}