skdaccess/examples/Demo_Kepler.ipynb

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    "The MIT License (MIT)<br>\n",
    "Copyright (c) 2016,2017 Massachusetts Institute of Technology<br>\n",
    "\n",
    "Authors: Justin Li, Cody Rude<br>\n",
    "This software has been created in projects supported by the US National<br>\n",
    "Science Foundation and NASA (PI: Pankratius)<br>\n",
    "\n",
    "Permission is hereby granted, free of charge, to any person obtaining a copy<br>\n",
    "of this software and associated documentation files (the \"Software\"), to deal<br>\n",
    "in the Software without restriction, including without limitation the rights<br>\n",
    "to use, copy, modify, merge, publish, distribute, sublicense, and/or sell<br>\n",
    "copies of the Software, and to permit persons to whom the Software is<br>\n",
    "furnished to do so, subject to the following conditions:<br>\n",
    "\n",
    "The above copyright notice and this permission notice shall be included in<br>\n",
    "all copies or substantial portions of the Software.<br>\n",
    "THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR<br>\n",
    "IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,<br>\n",
    "FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE<br>\n",
    "AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER<br>\n",
    "LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,<br>\n",
    "OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN<br>\n",
    "THE SOFTWARE.<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Kepler Exoplanet Light Curve Time Series\n",
    "# Source: http://keplerscience.arc.nasa.gov\n",
    "# Light curve in relative flux versus phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from skdaccess.astro.kepler import DataFetcher as Kepler_DF\n",
    "from skdaccess.utilities.kepler_util import normalize\n",
    "from skdaccess.framework.param_class import *\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "kepler_fetcher = Kepler_DF([AutoList(['009941662'])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data for 1 star(s)\n"
     ]
    }
   ],
   "source": [
    "kepler_data = kepler_fetcher.output().get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "normalize(kepler_data['009941662'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
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       "                 TIME  TIMECORR     SAP_FLUX  SAP_FLUX_ERR      SAP_BKG  \\\n",
       "CADENCENO                                                                 \n",
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       "\n",
       "           SAP_BKG_ERR  PDCSAP_FLUX  PDCSAP_FLUX_ERR  SAP_QUALITY  PSF_CENTR1  \\\n",
       "CADENCENO                                                                       \n",
       "568           1.547178     0.995571        32.609024            0         NaN   \n",
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       "CADENCENO                                                           \n",
       "568                   NaN         NaN             NaN  388.145900   \n",
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       "CADENCENO                                                                     \n",
       "568              0.000016  584.520993        0.000033   0.001739   0.004915   \n",
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     "execution_count": 7,
     "metadata": {},
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   ],
   "source": [
    "kepler_data['009941662'].head()"
   ]
  },
  {
   "cell_type": "code",
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       "    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, fig.canvas.height);\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 overriden (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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\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": [
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\" width=\"800\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,4));\n",
    "data = kepler_data['009941662'].iloc[0:1000]\n",
    "plt.plot(np.array(data['TIME']) % 1.7636, data['PDCSAP_FLUX'],'.');\n",
    "plt.tight_layout();"
   ]
  }
 ],
 "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": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}