tuto_TNR_PR.ipynb

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    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Load-signals\" data-toc-modified-id=\"Load-signals-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Load signals</a></span></li><li><span><a href=\"#Compute-the-TNR-and-PR-of-stationary-signal\" data-toc-modified-id=\"Compute-the-TNR-and-PR-of-stationary-signal-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Compute the TNR and PR of stationary signal</a></span></li><li><span><a href=\"#Compute-TNR-and-PR-of-time-varying-signal\" data-toc-modified-id=\"Compute-TNR-and-PR-of-time-varying-signal-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Compute TNR and PR of time varying signal</a></span></li><li><span><a href=\"#Compute-TNR-and-PR-from-spectrum\" data-toc-modified-id=\"Compute-TNR-and-PR-from-spectrum-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Compute TNR and PR from spectrum</a></span></li></ul></div>"
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    "\n",
    "# How to compute tone-to-noise and prominence ratios according to ECMA method\n",
    "\n",
    "This tutorial explains how to use MOSQITO to compute the TNR and PR, indicating the proeminence of tonal components in a signal. For more information on the implementation of the metric, you can refer to the [documentation](../docs/tone-to-noise-prominence_ratio.md)\n",
    "\n",
    "The following commands are used to import the necessary functions."
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    "# Add MOSQITO to the Python path\n",
    "import sys\n",
    "sys.path.append('..')\n",
    "\n",
    "# Import numpy\n",
    "import numpy as np\n",
    "# Import plot function\n",
    "import matplotlib.pyplot as plt\n",
    "# Import multiple spectrum computation tool\n",
    "from scipy.signal import stft\n",
    "# Import mosqito functions\n",
    "from mosqito.utils import load\n",
    "from mosqito.sound_level_meter import noct_spectrum\n",
    "from mosqito.sq_metrics import pr_ecma_st, pr_ecma_tv, pr_ecma_freq\n",
    "from mosqito.sq_metrics import tnr_ecma_st, tnr_ecma_tv, tnr_ecma_freq\n",
    "\n",
    "# Import MOSQITO color sheme [Optional]\n",
    "from mosqito import COLORS\n",
    "\n",
    "# To get inline plots (specific to Jupyter notebook)\n",
    "%matplotlib notebook"
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    "## Load signals\n",
    "In this tutorial, the signals are imported from .wav files. The tutorial [Audio signal basic operations](./tuto_signal_basic_operations.ipynb) gives more information about the syntax of the import and the other supported file types. You can use any .wav file to perform the tutorial or you can download the [time varying signal](../tests/input/white_noise_442_1768_Hz_varying.wav) and the [sationary signal](../tests/input/white_noise_442_1768_Hz_stationary.wav) from MOSQITO that are used in the following."
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     "text": [
      "[Info] Signal resampled to 48 kHz to allow calculation.\n"
     ]
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       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\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",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<img 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\" width=\"572.85\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Stationary signal')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Define path to the .wav file\n",
    "# To be replaced by your own path\n",
    "path_st = \"../tests/input/white_noise_442_1768_Hz_stationary.wav\"\n",
    "# load signal\n",
    "sig_st, fs_st = load(path_st, wav_calib=0.01)\n",
    "# plot signal\n",
    "t_st = np.linspace(0, (len(sig_st) - 1) / fs_st, len(sig_st))\n",
    "plt.figure(1)\n",
    "plt.plot(t_st, sig_st, color=COLORS[0])\n",
    "plt.xlabel('Time [s]')\n",
    "plt.ylabel('Acoustic pressure [Pa]')\n",
    "plt.title('Stationary signal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Info] Signal resampled to 48 kHz to allow calculation.\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\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(\n",
       "            '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",
       "\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 = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(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 (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\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",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<img 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\" width=\"572.85\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Time varying signal')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Define path to the .wav file\n",
    "# To be replaced by your own path\n",
    "path_tv = \"../tests/input/white_noise_442_1768_Hz_varying.wav\"\n",
    "# load signal\n",
    "sig_tv, fs_tv = load(path_tv, wav_calib=0.01)\n",
    "# plot signal\n",
    "t_tv = np.linspace(0, (len(sig_tv) - 1) / fs_tv, len(sig_tv))\n",
    "plt.figure(2)\n",
    "plt.plot(t_tv, sig_tv, color=COLORS[1])\n",
    "plt.xlabel('Time [s]')\n",
    "plt.ylabel('Acoustic pressure [Pa]')\n",
    "plt.title('Time varying signal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute the TNR and PR of stationary signal\n",
    "The test signal consists in 2 tones at 442Hz and 1768Hz added to a white noise at 80 dB. The commands below are used to plot its 24th octave band spectrum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\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(\n",
       "            '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",
       "\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 = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(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 (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
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       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
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       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
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       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
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       "    };\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 = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
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       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
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       "\n",
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       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
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       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
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       "                    height = entry.contentBoxSize[0].blockSize;\n",
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       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\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",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<img 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eD0a2lhaV65sfUdsMaARIAkgCQjoF5yT8z0CZnW7UMQA1EJw4H927uIp1QvL8M3GTQa21ZGFkY6Kgn0aN5LIqlW80BObDGQESAJIAgL5/ebcCgCBdMgFvwTZ4GaIAdAMgUUIYOMp1fqF0MwAvWqpBxGmLSgm1KtRQ+lQrar1HbHFgEaAJIAkIKBfcE7O9wjsOH5cXoldIxGIAdCCNuqy7tMEp9QqPKVauRqfpm6QZci8aIxrl/WHj0iPhg3kqurVrOyCbTkAAZIAkgAHvOacoi8RMEvctkKkupKA+du2S+/GDaV9VZ5SrVyHD6EWqEJM4Rn1GR5oUF+uqVHdyi7YlgMQIAkgCXDAa84p+hKBzUePyuQ18dIGkepKAjSCvWejBnJlNZ5SrVyHWeuSJRZ1GdpWqSwqIXxf/RDpVLOGlV2wLQcgQBJAEuCA15xT9CUCZp37dnD/Vy9VUn7YslUehKv6arqqLV2GdxLXScLBg9IR5Grp7t1yd0iwdK5V09I+2FjgI0ASQBIQ+G85Z+hTBNajzv001Lm/Eu5/JQHzkMp2P1zV/6Cr2tJ1mA6Mk4F1Z5z+FyNL4I7genJ97VqW9sHGAh8BkgCSgMB/yzlDnyKQfOiQTE9IMk6oSgK+gbTtPXBVX0dXtaXrMHVtgmw4ckS61aktPyPu4rZ6deVGfE8jAp4gQBJAEuDJ+8JniUCuCCQeOCgzktYZJ3+tJPg18tnvgqu6C13VuWLnyQOT4tYaqYG3wwPwHbwt3evWkW74ohEBTxAgCSAJ8OR94bNEIFcE1iJYbSaC1vTkryRA89npqs4VNo8feAVaDDugyaABgV+BaN0EL8At8AbQiIAnCJAEkAR48r7wWSKQKwKx+/bLrOQU4+SvJODzDWlyKzanf9JVnSt2njwwdtVq2XPylCES9Ak0A25EPMBt8ArQiIAnCJAEkAR48r7wWSKQKwKarjYbOew3YFOqVrKEzElNk1vgpr6JrupcsfPkgZHRq+Tg6dPySJPG8gHwvh6k646QYE+a4LNEQEgCSAL4a0AELEVg5Z698vH6VCNgrSpIwMfrN9BVbSnCFxt7cWW0nDx/3qgZ8B48L5olcDeuBmhEwBMESAJIAjx5X/gsEcgVgeWQsp0D97Se/quABHyYkkpXda6oef7AoOUr5YorrjCuAzQG41oEYt6LVEwaEfAEAduTgFGjRsknn3wiByGaUbZsWbnvvvtk0qRJUrRoUQOHI0ihefzxx+Wnn36SMii0MXjwYBk0aJDbGBUqVEguXLjg9vN8kAg4HYE/03dnxgGoJ+D9ZLqqvfFOPLdshZQsXFh6QpJ5BoSDroEY0wMQZaIRAU8QsD0JWL9+vdSoUcMgAPv27ZN77rlHbrzxRnnxxRcNHHr37i2HkLc8Z84c2bJli3Tp0kU++OAD6d69u1s4kQS4BRMfIgKZCPyxa5d8lbbJyAioUqKE4aruAlf1XXRVW/aW/PXXX/LM0uVSqXhxeQiSzBd1Gari+4aW9cGGnIGA7UmA6zIpCVBPQHBwsLHRn0D6TMWKFSU6OloiIiKMR0eMGCFJSUkyb948t1aYJMAtmPgQEchE4Deo16k2gMrYVgYJuOiqrgFXNe+rrXpNzsE7+Sw8AZp9oYWDVKGxQ9Uq0gvxATQi4AkCAUEC3n33XRk6dKgcg3BG5cqVZcGCBdK6dWuJjY2VyMhIOXPmjOhmrvb111/L8OHDJTU11S2cSALcgokPEYFMBH5F6eBvIV6j+etKAkzhIJUOplmDwMlz52TQiiipXbqU3Adcp0A9UGs1PIySzTQi4AkCAUECzAmnpKTIZ599Jk8++aTUrFlTlixZYrj99TrAtEWLFknPnj0lPT09W5zGjRsn+mWaut30i0YEiIB7CCyAhO33RtGg+nBXl5C3EpOM4kFaRIhmDQJHz56VF5AdEFy2jCHJ/FpG1ca+oU2s6YCtOAaBgCIB5klfrwJ++eWXTE/AWfzCaBSt2ty5c2XYsGH0BDjmFedEfY3Azygd/CO+emDTrwRPwJtaTAj31T15X23ZUhyAPoDqBDQsVw5pgcEyERLCrSoFyWNhoZb1wYacgUDAkYAvvvhCRo4cKWlpaZkxATExMRIeHm6sqP4sMTGRMQHOeL85ywJA4N/wAsyHN6A3otbVEzA1PkHa4766N++rLVuNfadOyeiY1RJaobzcGRIsE2LXSERQkDzZlCTAMpAd0pDtScCMGTPk/vvvlyD8AmjAnwYGXnPNNaJxAmq9evUy0gTN7ICuXbvKrFmzmB3gkBec0/Q9At8jHmAB4gJUyS4I0euvr42XyCqVpQ/+m2YNAukIen4JtQOaVaxgkICXM75/pllTazpgK45BwPYk4KabbpKoqCg5efKkVEX98rvuukteeuklKVWqlLGISgAee+wxmT9/vpQuXVqGDBlCnQDHvN6caEEg8C1KB/+6Y6c8GnqRBEzGfXXrypXw37yvtmo9th8/bpz+W+Dwc3tIPRm3KlbCKlSQ/s1JAqzC2Cnt2J4EeHuhmB3gbYTZfqAhMBfpgYuRJvgE7qeDiheTV3Ff3RL31Y/zvtqypd5y9JhMWrPWIFdaSlivBpqULy/PhTezrA825AwESAJyWWeSAGf8InCW1iHwFUoH/7ErXZ5uGiYVQQJeMe6rK+K+Osy6ThzeUho8nJoWqNcsWjnQDBIcGNHc4chw+p4iQBJAEuDpO8PnicBlEdDSwSod3A/300oCeF9t/Quz/vBhmRaPrAtcgd4aXFeGRcVICFRTh7S4GABNIwLuIkASQBLg7rvC54iAWwho8SAtIvRc82YGCRjL+2q3cPPkoXUHD2XqL9xar64MhWZAPdRGeaHlRWVUGhFwFwGSAJIAd98VPkcE3ELgI1QNjNq7VwaGN5cKIAG8r3YLNo8eij9wQN5NSpZOqBzYHSRgsKEeWFqGt2rhUTt8mAhYRgJUp98dU9GektC7tosxJsAuK8Vx+gsCs1PWS8zefTIkIlzKgwTwvtr6lYnbtz+zMNPNIAEDUVa4JjKiRrZuaX1nbDGgEbCMBBRGScvcTOV3lQAcR3qLXYwkwC4rxXH6CwKz1qVI7P798iJc0+WLFTPuq+vjvnow76stW6JVIFkfgGzdULuW3Fy3jmhZYS0mNKZNK8v6YEPOQMAyElAG91GqxHc5UxLQsmXLS7T8/R1mkgB/XyGOz98QmAk39Vq4q9U1rSTA0LjH34ehvK+2bKlW7tkrH69PlZvq1JabQAL6oaywlm0e17a1ZX2wIWcgYBkJePHFF2XixIm5oqYV/CZMmJDrc/7yAEmAv6wEx2EXBN5JXCcJBw/KKLimlQTofXUd3FcP4321ZUu4DNkXnyILozsIQDd8PfPnMgRhFpfxkW0s64MNOQMBy0hAoMJFEhCoK8t5eQuBtxKSZB0qd46Fa7pc0WIycMVKqYX76hG8r7YM8v9Ch+FL6DGoUJBeCfSHJ6Bs0aIyoV1by/pgQ85AwKskQKV89+3bd0kp3rp169oKWZIAWy0XB+sHCExDwaD1h4/Iy3BN68Y0AEFrNUqVhGeA99VWLc9vUGT8GsqMd4cES+daNY2YgBKIy5rUPtKqLtiOQxDwCglYv3699OjRQ1atWvU3GM+fP28raEkCbLVcHKwfIDAVSnYboGj3ClzT5UAC+mODqlqyBDwDvK+2anl+RYGmb1Go6b4GIUgTrGFkBxRG5tVrHdpZ1QXbcQgCXiEBWqmvQYMGMmrUKKOEb0JCgowYMUI6d+5sVPWzk5EE2Gm1OFZ/QOA1aNpvgrb9RLimy4AEaNBa5RLF5aW2vK+2an1+QanmH1Cy+cGGDeTq6tVkCOIuziPweuqV7a3qgu04BAGvkAAt67tz504pgWjVCqhsdQj3g1rNr02bNpKammoraEkCbLVcHKwfIDAxbo1sPXZcXoNrujRIwMWgtWIIWuN9tVXL89PWbaJfvRo1lA7VqhoZGKfgZX3zqg5WdcF2HIKAV0hAtWrVZMuWLQYJCAkJkeXLl0t5VLjSUr9Hjx61FbQkAbZaLg7WDxCYEBsn24+fkClwTZcsUkSehSdAycCrDFqzbHXUC6DegD5NGqGIUBUZDi2Go2fPylsdr7SsDzbkDAS8QgJuu+02w+1/1113yRNPPGHoB6hIkMYDLF682FbIkgTYark4WD9A4OXVsbLrxEmZBtd0MQSrDUBMQHEGrVm6Mt9u2iy/7tgpj4U2kVYoJ6yqjAdOn5YZIAGqykojAu4i4BUSoKd9FQYqV66caIbAlClTDA/AwIEDRb0EdjKSADutFsfqDwiMRW37PadOGadSDVZj0Jr1q6KZAZoh8GRYqERUCpIxwHwvMH8bmBciCbAe8ABu0VISoBv++PHjJT4+3rj/HzZsmBSDWIidjSTAzqvHsRcEAqNwKt3vcipl0Jr1q/AFhIKWQDDomWZh0qxiRRmHSo278fdXYwKKFipkfYdsMWARsJQEPProo8b9/8033yw//fSTXH/99TJt2jRbg0cSYOvl4+ALAAG9nz6C+2k9laq9iKC1kwxas3QlPkW55mUZ5ZqbVCgv41fHyU4UcdPsANULoBEBdxGwlATUqlVLoqKiRP9fAwOvu+462bhxo7tj8cvnSAL8clk4KD9GIOumz6A16xdL6wZo/QAt19ywfDmZELsGwZjH5XUEY5ZCMCaNCLiLgKUkQGMANBXQtEqVKsl+VBOzs5EE2Hn1OPaCQCCr+1+D1g7q9cDVVxXEcAKyz9nJKNcMNdYhqMwYggqNk+LWypZjx2Qy0jJVm4FGBNxFwFISoJUEo6OjM2WCr7rqKuN6QIMETWvatKm7Y/OL50gC/GIZOAgbIZA1EJBBa9Yv3nvrkiVu/wEZhsqMdfB397U18RBoOmqkYWrRJhoRcBcBS0mAbpianuK66bsORH9G2WB3l4bPEQF7IqA69iVxLz0xQ8feDFqbjqC1Igxas2RRzUqNI1u1lJqlS4kp1axVBINQTZBGBNxFwFIS4G6ndnqOngA7rRbH6g8IZK1ol1U3wB/GaPcxvI1KjUkZlRqrQoPlzfhESTl8GNLMrSHRXMLu0+P4fYgASUAuYJME+PBtZFe2R0C9gM9AIbASTqMvZ9S2z6ogaPtJ+sEEXCs1VsKmb5ZvHoPyzdVACmhEwF0ELCUBZ5EWVNQlKGXJkiXy9ddfG9cDd955p5EtYDcjCbDbinG8BYmAFrFRT0BVbExjcSpVy1pLoCDHFyh9T1kbL2lHjsoE1GOogLoMMxKTJPHgIZRrbomyzaUCZZqchw8QsJQEuGYHzJs3z5AOfuihh0Q30k8//VQ++OADueeee3wwLeu6IAmwDku2FPgInL1wwahtXx2n0dE4lapNRlXBzagqOAlBa2UZtGbJS5A1G2BmUrKsPXBAhrdqIbVLl7akDzbiDAQsJQFlkapiFghq166djB49Wm655RYDyZ9//llGjhwpq1atshWyJAG2Wi4OtoAROHXuvAxcsVJq4TQ6AqdStayn1gIeYkB0b+oCmEWaZiFbIBbZAi8iW6AusgVoRMBdBCwlAa6egCqobJWeni6FM9SrLuCEoLoBBw8edHdsfvEcSYBfLAMHYRMEjuNKcAgUAuuWKY0NqYUx6jfWJkgq9EPGt0XkeglGrluxlGawpSkT/EFyiqzatz9TN8CKPtiGMxCwlARo6eA33njDiAEYO3asoRao2gFqp1Dconr16nIIEa12MpIAO60Wx1rQCBw9c0ZegGxwcNkyMrRFhDEcRq5bvypZtRc+SkmVqL17ZVBEc2kA0TYaEXAXAUtJwLXXXntJGctJkyaJXguo/fLLLzJmzBhZuXKlu2Pzi+dIAvxiGTgImyBwCMqAw6EQ2KBcWWxI4caozXQ2Rq5bt4gjo2OgwngmU4XxE8gIr4CM8IDmzaQxagnQiIC7CFhKAi7X6WHksGr2QOXKld0dm188RxLgF8vAQdgEgf3w+I1CWdvG0LMfAF17NVPYhpHr1i3isKhoOYH4C70OUPsMBYWWokdHs30AACAASURBVKDQs82bSmiFCtZ1xJYCHgGvk4ClS5dKx44dbQskSYBtl44DLwAE9qCc7ViUtQ3FafRZnErVGLlu/UJkrc+QtbSw9T2yxUBFwOskIGtRIbsBSRJgtxXjeAsSgV0oZ/syyto2q1gBte4v1glh5Lr1K5K1PsO/0jbK77vS5cmwUImoFGR9h2wxYBEgCchlaUkCAvbd58S8gICWs9X0tYigIHmyaajRgxm5PhQV74KRRkzLPwLPQpCpdNEiKBgUaTQ2d+MmWbxzlzwe2kRaVq6U/w7YgmMQ8DoJcNUOsCOqJAF2XDWOuaAQ2IpythNR1rYVTqOP4VSq9mHKeoneu4+R6xYuyjN/LpOKkGbWgkFq8zZtlkU7dsqjoY2ltc3iriyEhU3lAQGvk4A8jMmvPkIS4FfLwcH4OQJazlbL2rbFRvQINiQ1M3L9+fBm0qg8I9fzu4QXkILdL4s08/ebt8iC7TukT+NGElm1Sn674OcdhIDXSEBcXJx8+eWXhmDQRx99JPHx8YZWQGTkRfeVVXYaKUn9+vWTX3/9Vfbt2ye1a9eWF154QR5++GGjiyMQKXn88cflp59+MjQLBg8eLIMGDXK7e5IAt6Hig0RANhw+IlPjE6QdxMIebtLIQORTRK4vQ+T6cwgUbML0tXy/JWfOn5cBy1eiRkBJ1Aq4KM387y1bZf627dKrUUPpUK1qvvtgA85BwCskQDf//v37y3333SeffPKJsRGrXPCQIUNk8eLFlqJ7HHeQqkfQu3dvqV+/vqFD0K1bN/nmm2+kc+fOxr+rQNGcOXNky5Yt0qVLF6OGQffu3d0aB0mAWzDxISJgILD+0GGZlpAoV1atKj0bNzT+7fMNafJn+m7ph0DBpggYpOUPgZPnzsmgFVFGjQCtFaD289Zt8iO+ejRsIFdVr5a/DvhpRyHgFRIQFhYmn3/+ubRq1UoqVqxoSAWrRkDNmjVlL1StvG1asbBly5bGqV/7j46OloiIi+plI0aMkKSkJNECR+4YSYA7KPEZInARgXWoZPcWKtpdjY3oQWxIal8hcv0PRK4/3TRMmgdVJFT5ROAo/pa+AGnmYHg2h6JWgNoCeAG+hzfggQb15Zoa1fPZAz/uJAS8QgKCEBl8ABWt1Mzvz4G91qhRw+skQK8cGjZsKG+++abhGdDrhzOQMtXNXE1LGw8fPlxSU1PdWmeSALdg4kNEwEAg4cBBeSdpnXTCRnQfNiTjdw6R678hcp3pa9a8JIegFDgcioGuqoyLEA8wD3EB99UPkU41a1jTEVtxBAJeIQGdOnWS559/Xm6//fZMEvD999/L22+/LYsWLfIasFqzoGfPnrJjxw75z3/+IypUpG5/13oF2r8+o7EK2dm4ceNEv0zTNvWLRgSIQO4IrEUlu5moaHcdNqJ7sCGpfYPI9f8gcv0xpK+1Yvpa7iDm8kR2qoyLge9c4Hx3SLB0rlUz332wAecg4BUSEBMTIzfeeKN07dpVfvjhB7nnnntk4cKFRjlhvSLwhulG/dRTTxmxBxokWB5RyLGxsYYnQK8irrjiCqPbuXPnyrBhw+gJ8MYisE3HIxCLSnazUNGuKzaiO7EhqX2HE+pCnFT7NmksbarYSzbcHxd0N1QZx0GVsSnkgftBJljtD3havoLH5Y7genJ97Vr+OGyOyU8R8AoJ0LnqSVuD8TZv3ix169aVHj16SK1a3nk5lQA888wzsmLFCsMDoHEAaiegXqbfKykJD79YzGTkyJGSmJjImAA/fSE5LHsjEAM9gNnQBbgRG9Ft2JDUfsBd9S+4s2b6mjVruxPB0OMhyBSO+IqnEGehthSBl58hALN73TrSDV80IuAuAl4jAe4OwIrnlAD8+eefRuZBpUqXqmX16tXLyE4wswPUOzFr1ixmB1gBPNsgAlkQWIlKdh+jol23OrWle726xk+Zvmbta7INgkyvZhFkMsnXDSBft2eQL2t7ZWuBioDlJEAD7jRNr2nTptK6detLcJs4caK8+OKLlmKpaX/BwcFSHOpZRYoUyWxbPQ8zZ840CMBjjz0m8+fPl9JIqdE0ReoEWLoEbIwIZCKwfPdumZOaJrfgNHpTxomU6WvWviDZCTKZsRjXIiDz3oyATGt7ZWuBioClJEA3WtUGaNy4saxbt07uv/9+ee+99zI3ZzsWE2J2QKC++pyXNxD4E9eAn2/YKLfBC3AjvAFqZvragw3rI3WQ6Wv5xd0UZGoPZcDeUAhUS4E+w5uqzwChoJ4QDKIRAXcRsJQEtG3bVsaOHSu33HKL7NmzRx544AFDpU+Fe/SUbsc6AiQB7r5KfI4IIEBtFwLU0i4NUMtMX2uA9DWkCdPyh0AyxM+mJyRJR2z4D2Vs+KZ3oA2yL/oiC4NGBNxFwFISUAHRqq7peJqff9ddd8mFCxeMQDy9rz8KbXE7GUmAnVaLYy1oBLJLVTP/TVMGNXWQlj8EEiG+NiNxnfwDrv/7M1z/ZrBgcwRCP93sYrAgjQi4g4ClJKBOnToSFRVliAKZpul5miKokfqat68yv3YykgA7rRbHWtAIZHfq/x3pa/9C+tpdIcHShTns+V4i8/6/MwjV3RlaDPsgkjY6ZrU0Ll9OBoQ3z3cfbMA5CFhKAjQYT4MBBw4ceAmCJhH48ccf5TyKX9jJSALstFoca0EjkN39/38hGfwlpIM1al2j12n5Q2A1CqW9n7z+Ei2Go/C6vhAVc4mUcP564aedgoClJEDrAhxD+kpIyEWlMFdT2eBly5bJP/7xD1thSxJgq+XiYAsYgfkoYvNvfPVs1ABBahcL2Zg57LciWPCfGcGCBTxMW3cfjTTMD5GGqVgqpmqncbh6PktlQVtPkoPPFQEtKX0eX0UzJPFz/UAOD1hKAvI6CH/+HEmAP68Ox+ZvCPwIYaCfIQykUesava62HGWE56CcsGvaoL+N207jyQ5P3RD6LV0ulZAq/XJkGztNh2P1EIHtx47LCgTer4JH6IbatfMdZ0MSkMsCkAR4+IbycUcj8D0kghdAIvgRSAS3zZAIzk5AyNEg5XPyWpZZyzO7pmFqkwOWrZBihQvJ5Pbt8tkDP+5PCOxCPN3uEyeleqmS8juu1vR6TU1L4mmg7V0ZcSF5HTNJAElAXt8dfo4I/A2Bb1HE5tcsxYKykxImdHlHwKwTcCdiLLq6xFgMXRklZ85fkGlXdch74/yk3yCg3h0tvKUlovV708og3V6vgpRklytWLN/jJQkgCcj3S8QGiICJQHZlg7MLZCNieUdANwatzJg15XJU9CrZf/q0vN3xSimUUTAt773wkwWJwHZk0envUurhI8adf9vKlWXPqZNSrWRJoyZH2aJFLRseSQBJgGUvExsiAl8hC+APuCufRmGb5ihwo/Y/SdsakLT9e9AwUfMMgYXbt6My41Z5ABoB10ArwLSXV8fKLriN37iyvRQvXNizRvl0gSGQDne/6j6c++uCsW6n4c05gmwPPfvXLFUKV2uNpCYk771lPiUBTz/9tLzzzjvemotX2mVMgFdgZaMBioDeVeuddf9mTSWsYgVjlqbC3VVQuOtBSdt8r7xZi8E1A0MbnYyiQpuRnTWpXVspa4GbON8DZQM5IrAV61QY3poa2OSnrE0QVXzUO/4L+FIvTgWs3/W1axoy2/qcN82nJOCpp56Sd99915vzsbxtkgDLIWWDAYzAnPUbZDkilwc0byaNK5Q3ZrrpyFF5bW284dJ8JLRxAM/eN1PLLgNDe54WnyDr4T5+qW1rqVyihG8Gw17cQkDL3eu9fmG49rXI1qcosqXWBL8jyaj7EAx5/cEtwo2UvyLY9K/w8sbvOmifkgC30PKzh0gC/GxBOBy/RuCjlFSJgl7IQKjWNYR6ndoO3G++ErtGKGlrzdJ9hwyMhcjA6IsMjDYZGRja8jtwKSdAUnhkqxZedR9bMwtntHIekvlRe/cZAX4a5V8Vd/q7T540Tvd6138K+g76/bCWEQW2Zl4lAcnJybId91ddu3Y16gcou/Elw7HiNSMJsAJFtuEUBGZDyS4G+ctDcKoJKVvWmDYlba1d/bkIGFsMKebHw5pIS9RjMe2D5BTkju+/BHtre2ZrniBwAgJ5761LNrwzamWKFpFjZ89JcWz+j4WFIsivhPyAyP9Q1NzR6o8FZV4hAZs3b5Y777xTNmzYYGz+qiKolQR/+OEH+fjjjwtqrnnqlyQgT7DxQw5FYBb+6MXuPyAv4mRTFy5ONUraWvsyZBd8qT2oIJMKCT2Hqxh1M9O8i4Bu8qqGuQyYn0dQX3hQEN750lKicBGD+C6D218DNesgqO8+BHHWL1fWCPjT4D9/Ctz0Cgno1q2bXH311TJs2DCjcuBBuKgOHz4sERERsmXLFu+ujMWtkwRYDCibC2gEZiYly9oDB2Q4XNK1MyKaKWlr7ZJnF3ypPfwLmRkqJvMkTpkRlYKs7ZStXYLAHrj0tZzzAaRkqmno3v8y+f/3qF6BaRxMCT/O1vAKCdCNX+sI6AYaBHZ0AH8U1LKWGrbDe0USYIdV4hj9BYEZiUmSePCQjGrd0oh8VqOkrbWr8wnqBqxA/YAB4Qi+LP+/E78ZK+Cq1mhtz2xNEdiMSH4lu0dQIbcV9rru9epISQj4JB44aOg0qIcgCPLN6glrhLgYf9ds8AoJaNKkiSxcuFDq1auXSQL0auDWW2+VpKQkW71JJAG2Wi4OtoARmJ6QaEQ7j23TygiCMs2QtMWhYHIHStrmd4k+TFkv0Qg2GxwRbriYTTNTBx9q2EA6Vr9YvImWdwQOYUNfd+iQ8R7XR3yLbvBaJVPd/3rq7wSNBhVs8vdNPjcEvEICpk6dKp999pmMHz9eHnjgAfn2229l5MiR8tBDD8kzzzyT25j86uckAX61HByMnyNgpqm9jDS1Si5paippqyIob1LSNt8r+D4CAFcjANA17kIbzUlJMN8dOqwBzeFXr0oKyKzp4teTven61wC/23DAVd0LuwW6Z7eUXiEB2tFbb70lM2fOFA0SVI/Ak08+Kc8++6ztXieSANstGQdcgAhMgR5AGnQBJqCSXQX84TSNkrbWLUp2cRfa+p/p6SgstNEoL8ySzZ7hrXn8+t5qcR6tzqebv278EVC93Aj3/1ZU7tMKjRrFfy2K9pSC+z9QzHIScB55j4888oi89957Utzlj4BdASMJsOvKcdwFgcDkNVCtO/p31brxq+NkJ/Kkp0LS1p+DpAoCM0/7NOMuRiPuonpG3IW2EYU4gY8QL6AEQIkALWcENE5FT/rrEbCuan07jp+Q47jLVysHXf7uwE83fNPVr1H9ZfDvdnf9+8wTUK1aNdmxY4cUCQC2RBLAPyVEwH0EJsatMU5Nr7WPlNIuRU5McjARkrZWVD5zf0SB9+Sb8YmSgs0rqzJg3P79yEtPkc44qd6dz/KygYfaxRnp5p+IbDV192v6nmkq3FMPgXzq4m9duRJKMjun9oLlngAFdcSIEVIeUatDhw61/btEEmD7JeQEfIjAKzjx79ATfwec+Iv87w+puXGNa9NaqkAkhZZ3BKZCa37DkSPyCq5cKrp4W9chK+MtZGd0xCHsoUYN8t5BAHxS7+9/g0rfHuTr68leN/mz0KzRzJVDONWrNSxXTiKhuKjKllqdLxBP+e4spVdIQGRkpMTFxRkaAXXq1LkkeCIqKsqdcfnNMyQBfrMUHIgNEHhpVaykI4daAwD1D69pM5PWQT/g4CX6ATaYjl8O8TVcuWzK5solDcRAi9HoxtYHksJOtDO4jlYVPq1kqTr8WU3z+TWtsnOtGoaMdSAE9uV3nb1CAi6nCti7d+/8jtmnnycJ8Cnc7MzmCIyNWW2cvt5CTXvX6mezkdYWk01am82nWyDDfxV1GLahHsPrSLd0DVDbjmuYCbiOiYA2y5NNQwtkbN7uVAP4sm7cuvGrXPJ+vHf6/6rNXxLu/OtwLaKiSSrVew5eAH0fa0PRrzwrLF6yTF4hAd5+EXzZPkmAL9FmX3ZHwMwCmAES4PrH+jNI2i5FfvWzzZsaWum0vCNgBlm+gSBLV/lZVbEbC09MKCSDn4V0cKDZcYjzvAkdCvUwPRYaiuyTYqJz1jgIDTo1TU/4eh3Czd69N4AkIBecSALce5H4FBFQBAaviDKCrzQLwNW+RtGb31D05glI2ragpG2+Xpaxq+BtOQlvC65ctDStaYdx1z0sKsYo3KQFnALJ9J2agSqJKt6jFgQCUB93+vGoU3Eap3wlPpFVqkgVaFM0gIAS3fzurz5JAEmA+28LnyQCl0FA/1D3X7ocwWrFZHxk20ue/B7R2AtQ/vbhxo2kXdUqxDEfCOTkbTmJFLdBIGG1kDY4AumDdrQDp04befpaIlnz9E0zJZFrYm5ak0LLVaupV+CG2rWkG9IinRrYl991JgkgCcjvO8TPEwEDAXMTql26FAIAL92EfoHcqgZsPdiwvlxdvToRywcCw3HaPwrXuMZduJpZo0FPw+Og2Ggn0yA+lT1ehIh+jeIvjfTyPk0aSVO49leDFLyPEtUa/6AqiSrao/ElehWiHgAnpfN5Y01JAkgCvPFesU0HIqCBWaMQGKhFU54Pb34JAnoVoFcCd4UES5daNR2IjnVTVgnms5BgfiMbCeZn4YnRzXIidBrsYhrs9wUqIP6Jsrx6sg/Dxq6ZJGqaxrcNMr5nQAyeadYUpIDxJFavq+UkIDExUdatWydt2rSRkJAQQzp4/vz5RhnhUaNG2U5FkDEBVr9ybC9QEdA/1q/GrTXu/PXu39W07vpnG9Kke9060g1ftLwjMGj5SuPOW7MDstoQXAfoqTprTEbee8vfJ7Winkbq53RHr94jvSZaiC8N5BsI8qg6ErGI8v9202ajaI/a7cF14favnb/B8NPZImApCZg9e7b069fP2Py3bdsmAwYMMIoH3XTTTfLzzz/LddddJ9OnT7fVUpAE2Gq5ONgCREBlWDV6W+VWezZqeMlI1H2raYJ6f3t7cL0CHKW9u9ZT8wCQAJVenpTNaX9EdIwcOn1G3s6SnVEQs16BbJA5yAppgpO9VjZ0LSilaXw/bN6KE/8Bg7TofAZFNJdauO83Ta83Ug8fEZXsbYsYAQb7eWcVLSUBoUjb+OCDD6Rjx47y+++/S5cuXURLCCsp2Lp1q/HvSg7sZCQBdlotjrUgEdDT2yxUuOuC/Oy7ssjWrkUU98x1yUb51fsa1C/IYdq6b40FeGFltBEcN7xVi7/NZRxSBHWDzSrW5OtJ6xgmQs9AI/fVLrr5K0iNUiUlHXK98ZDu1U2+DK4uwuE5uq5GDSOHn+Z7BCwlAeVwf3MEqlWmlcaLehyiFqZl/bnvp+t5jyQBnmPGTzgTgcu5/DO9BFXhJWh8qZfAmWjlbdYbcDKeGp8gbaBv3ze0yd8aMWs3TIaXQAveFISdgnjPG1AuVEGjmxC1r/YrAv70Xt80PflrRL9W5HNVliyI8Tq9T6+SgCAoVx2Au4ckwOmvGefvBAQW4V53HlIB74MXoBP+uLvaZlRqm7wm3ijO8mg2m5cT8LFijibR0s31lmwqBZp1Bca3bSNBJf6XYmdF3+60sQ/BoVrqWMV7GuFQ+Fx4MyN1TyP+N6JUrwaPauXDWsggcRU6cqdtPuMdBCwlAVo6+Lnnnssc6VtvvSX9+/fP/G+NBziFl8BORk+AnVaLYy1IBEwtgD7QAojMogWwE6Vax8fGGXrtTzcLK8hh2rrveQiW0zS6nPQWzDLDo6ATUMOlzHB+J63KfJqrXxWFdqrja/mePbIbbv1+iNg33fhKALRapMr0quu/b2jjS2SN8zsGft47CFhKAvr06ZPrKD/88MNcn/GnB0gC/Gk1OBZ/RuALRP8vQRbAM03DpFlQxUuGern0QX+ek7+NTU/ZGkz3QosIqVe2zN+GNwsSurEoKZzTz/Myn1041WsVyCOIR8hqesevfWlw3+tr443yvNdUr2bEfVC8Jy9o+/4zlpIA3w//Yo9vv/22fPTRRxIfHy/du3eXuXPnZg5FYxQef/xx+emnn6QM6kUPHjxYBg0a5PZQSQLchooPOhyB2RB0iYGwy+CIcEi6lr0EDTOgrS6Cv15s+feANodD5/b0zcC/KUgPLImguqz2yfpUWbFnrwyAG16r5eXFkhC0p2WJNahvL+SJ9SpHv78am7sq9qmrPxwk77+o1KeleZugH11f/Xf19GjxIhKAvCBfMJ+xjASccCngcLmplLLQRWX2o2mIuln/+uuvkp6efgkJ0KqFh6A3PWfOHNmyZYuRsaAZDEoW3DGSAHdQ4jNEAGQ8IUmS8Ls2Gq5ovfd1Na30pqlt6koe3aYV4coDAnraHrBsBQL+isir7bIXA/oSoju6OT8Nb0zzLN4Yd7rUTf/l1bFyzqUMrwbuqcCTajy4pulp6t4ryABQAqBWD4csLRCVHTlxp28+UzAIWEYCdLN0J4/zPP4YeMvGjh0rCQkJmSRAiUlFMNPo6GhDrEhtxIgRkpSUJPPmzXNrGCQBbsHEh4iAcR+8GXXuJ7ZrK+WylGvV/PZ+OdQVIHTuIWBWCdSAu+eRU5+dmcGZOQUOqmu/YrHiUqJI4cyP61WNpu01Rj7/e0jj1NO9pnIqiVD9/mogbjmd7DXWY8uxoxKMokWXe869GfKpgkDAMhKgp2zTVBjoyy+/lOHDh0u9evWME/irr74q999/vzzxxBNem2dWEhAbGyuRkZFyBoxVN3O1r7/+2hhXamqqW+MgCXALJj5EBFDG9mJ1u+mQsy3iUt3OhOb55SukyBWF5LVslO4IX+4IxCMW4F3EBKhb/kGI72RnGpw3GtLNuiGrR8Y8mKkXQQM3NVVPpXifx3WBnuC/gucgDhoOf6Ex1es/DgW/qlDsG4HaD0zdy31NAuEJy0iAKxiNGjWSlStXiqYImrYfwSodOnRwe/PNC7hZScCSJUsMt79eB5i2aNEi6dmzp3FtkJ2NGzdO9Ms0PcHoF40IEIHLI6Ca9megaT8tG017/eSLELk5CU+gCtnQPEfgP9jAv0F2QG71FyZBunkLJJyHI/ZCI/fP4T5fhZqScMI3TaP6f0c9hwTc/5eDnkAdPKc/17906tIPRXQ/zRkIeIUEVKpUSVJSUqRy5cqZKO5F6ccmTZpcohtgNcQ5eQLOgvGajFiDBocNG+Y2GaEnwOpVYnuBiIAS5f64ry6LDeVVXAdkZ6NjVsk+lIpVSVsGjnn+FnyO7AstsvMUAu/CXQ5YWVsyrwRuhETzbZBo1tP+H4gT0KC+qyDpPBdEQjd+jfbXU7+SBa3Epyl/6h1oiAJQNOcg4BUS8Nhjj8natWuN+/c6deoYksETJ06UZs2ayfvvv+81dHOKCYiJiZHw8HCj35EjR4oWOWJMgNeWgQ07EAFViRuIwD9NGRvVOvvAv1dWx8kO3EnnFNnuQNg8mrIpBDQWgZWar5+TmemYQcWLSUscyBbjxK/kTMvwapEeVRXcjrt8teeaNzO0/WnORcArJOA0Kj+99NJLRlzAzp07pWbNmnLffffJ6NGjpQRqXVtt53CPpV/jx483gv4+//xzIwagGF74Xr16GVLGZnZA165dZdasWcwOsHoR2J6jETiA3/mR0aukAVIDByFFMDt7DYqBm5Bupp4C3Yxo7iOgUfsac6FSwBOAX2Go8F3OTKz1GfW6PAcXf6OMlEGzjkMHCDr1grATzdkIeIUE+BpS9QC43uNr/506dTKKGCkBUM+EljPWWgZDhgyhToCvF4j9BTwCO6ATr+limj/+FNLTsrPpqDCYjEqDuZ1kAx6sPEzQFGK6FVLB/8zQ479cM+raX4NAQi3jGwJipgWHXE2zBNSbkBuZyMNQ+RGbIWAZCdi+fbvUdqPes7vP+QuOjAnwl5XgOPwZgdTDh+UNqMq1x+mydw6nS1PtbhjuoDUQjZYzAtuPHZdquFrRCH3Nxx+FiP9COPy/EtmWUrx8cSxFwDIS4G6FwKxFhSydjRcaIwnwAqhsMuAQWIM0s/9DBPp1KBx0T5YywuZkP0xZL9F79xl14xsgTY2WPQIrofj3MZT/aqPIzp0hwbJ4x8UofhXs0cwAGhGwEgHLSEBR3FXdcccduY5NNQSO4l7QLkYSYJeV4jgLEoHlu/fInNQNRunY7Krb6djM6HZNT2takSloOa3XFGjwp6HinqtpDIVq9FdAsB+NCFiJgGUkIOudfE6DLAJBCs0asIuRBNhlpTjOgkTAzGG/GyfVzjixZmdzN24yItUfRynhligpTPs7AqYqYBUEUF+JdD4lVx3w/9fVqHGJyh+xIwJWIWAZCbBqQP7WDkmAv60Ix+OPCPy4Zav8vG279GrU0Ni0sjPzGY0Z0NiBQLU0BCOrMqJrlb+juNfX8ruqO6ZSvK1BggpnqCoeRGaFekk0UE9jABZu32Ho9HfDF40IeBsBkoBcECYJ8PYryPYDAYF/QZDmdwjSPBkWKhGV/qcU6jo33dy0Jv19DUKgTV8jEKb9tzloQN+ryMNX5b0IZErcCtl0deFrjr9W2TOtDqL1bw2uaygs/mvjRjl85tIyvS+3bS2VvJBOHZCgc1L5QoAkgCQgXy8QP0wEFIGPUlIlCqqgA8Ob56g4twKu7U8QN9ANcQPdkeoWaKaqidNRSTEFmRKamqcSyZrNryf//Tjth0KUpxXEezQ4cgO8Ba6mrn9N29MCTFqa9zlo+9OIgC8QIAkgCfDFe8Y+AhyBdxLXGRHsI1u1kJpZctLNqSejhodukrrh9cS1QaCZWeBHVRM1iG8pSM/PW7fJMQiZ1UVK5AAQpBIgBxdAFvSufz3IQrFChUGaykq7KlWM8r0rcWXQFJVPlTjQiIAvECAJIAnwxXvGPgIcgVchFLQNgkGT2kcaErXZmZ50X4Z0sGYGaIaAHUyr76nlJqpzDJr7qtK3F1X8noZYkpbhVTt17rzEHzwgzbCxl0JQNI0I+BsCXiMB33//1nrzNAAAIABJREFUvSHfuwfM9rfffpMVK1bIQZwUunXr5m8YXHY8jAmw1XJxsAWEwNAVUXIa1eqmXdk+s1hX1qGcxIl4EJ7TQjYjUebWn+04NnXNZPgNX6q2NwDu+ZyKHp3RyojwcKgksgb89W3SOEcM/HnOHJszEfAKCZg2bZq8/fbb8uSTT8rLL78sh+H2Uk3/vn37yvLly22FNEmArZaLgy0ABHQTHIDiQVqRbmyb1jmOQO/Mn8dzGgH/Wod2BTBS97qM3bdfVKZX3fim5ZT1oCf991ExVcvwhpQta2j0a0U+GhGwCwJeIQENGzaUhQsXSv369aUi3GDqAbiAU0IV3Hvt37/fLtgY4yQJsNVycbAFgMDukydl3KpYI/DtWVSlu5yNhfztHrjM37yqg0EGfGEpqFdw6MxppCVmn7roOoafcIevX2pXV68mTStUkPeSU6QCxHq05oHrBr8P83hvXQoq8h03vBvqLdACPzQiYCcEvEICdLPfvXu3sYGaMsFnkCdbt25dSU9PtxM+JAG2Wi0OtiAQyAz4wybbs/HlA/7eQKpcKiLjX0IKXGUfpcBpdUOtcjghsg3S9XIOuDusGv14tjBE+p9AqmMoCIDa7OT1ErNvnxHL0LZyZSM+YBOi+P/E3zIN5lPy8xgEkEryzr8gXj/2mU8EvEICbr75ZrnlllvkqaeeyiQB7733nqhk8Lx58/I5ZN9+nJ4A3+LN3uyHwHIQ/jmpaZeVDDZnZdYPuFwqoZUIHMXd/gsro40mH8FdfdsqlXNs/hsoGv4HMQA31q4ltwXXy3xuP078kxH0p225mkb6Xw91xBvwvCn8Y+XY2RYR8AUCXiEBGzZskC5dukj16tUlLi5O2rdvL1o98NdffzWuCOxkJAF2Wi2OtSAQMF3oDzVsIB3hQr+cfbtps/y6Y6cRPNfmMhuyVfNIxFXkDKQvqv2jRnW5v0H2f390g1cvgNrL8BhkzXDQu39N6dP8fvUElMP1gBKKnDIhrBo/2yEC3kbAKyRAB30S94Q//vijbNmyxbgGUM9A6Rzyh709yfy0TxKQH/T4WScg8CkEgJYh770/0v7CcikM5E6NASsx0zz9HzPu+Gvh3n44dAw04l9LGTeCKM/uEyflMwQBbkZkv7r2u6AK4l05VEG0clxsiwj4CwJeIwH+MsH8joMkIL8I8vOBjsD0hERJRvDdmNatpBqEci5nq6CW9wFKCneFG13L5KppOp5m4+cnqO4sAo+zCzT8v6RkWXPggJHep9kJKlKkqoWq6DcKaYoa9KcqfaVxn98Ed/sPwFNQmsF9gf7Kcn4uCFhGAiIjI93KjY2KirLVApAE2Gq5ONgCQEAzAzRDQDUCckuP23D4iEyNT5BIuNL74EpAxXhexuf1/8chWDCnXPzLTUuj81WbXwP3+qA4kev9/IjoGDl0+oy0hFxvLDKTihcuJKeh169WEZr+B/Gz4LJlZHBEeJ76LgC42SURsBQBy0jAxx9/nDmwtLQ0ef/99+Xhhx+WeiigoVcC+vNHH31U3C05bOks89EYSUA+wONHAx4BT3P/Na1uNNIEG5UrJ89HNBfNyZ+F07iansxrwGXvqb2Pz69GO2pKLrRKoZIJrdz3QlSMkb53Ldz8WqlPTYv3nIK2gar7qbb/iy0jcD1QxtNu+TwRCAgELCMBrmhcddVVMnPmTImIiMj85/j4eHniiSdk2bJltgKOJMBWy8XB+hgBdeUPQfS9bqzDcN+em6nb/rllK6Qq0gPH4uQ/DV6B9fAOqGUXWKikYRGqD6qevkrxZpXv3ZOhUaABenodoIV6NKdfyxnXQGneD9enSgeULdYI/pcgWaym6X8lixSWt6Hy1xnXEre7ZALkNn7+nAgEGgJeIQEVkF+7FxXFirrcrZ3GL2dV5BGreqCdjCTATqvFsfoagW0ZpXO1bO6T0Mx3x4ZAOljJwFAU2RkfG2ec2rWozlXYuHtkKSxkphRqu5VLFDdqDqi+wDyUJNa8/hNQ9VO1vttRlrc1cvi/2LAR8QmHjBgD0+5FoF8nZAZMWrMW1wGFZQAEja5An6fhDSgG4qDf04iAUxHwCgno2rWrNGrUSCZOnCjlEYGrG/+wYcMkOTlZFi9ebCusSQJstVwcrI8RWLv/gMxcl2xssvflkH6XdUjjcSLfiWJCzXCHn4gNXPPyF+C0Xx0n99FQ5TNN5YjNHP9gSPJqiV71IDQsX87IRjBN8/VfQVqfKdajwkC/bNsOMZ/dxiNDW4Tj3r+sERio5CAvcQc+hpXdEQGfIeAVErBt2za5//77jaJBZXDXduzYMbnyyiuNgkKaLmgnIwmw02pxrL5G4A+k230FkR11qavL3R1TN3wSTutq5eAt1I1/Utxa447+ddQUMKvtxSCTYDYyCcx7fr37jwPpMD93R0g9STty1FDsUy9AVtO0v32nTl9WIMid8fIZIhDICHiFBJiAbd26VXbt2iU1a9aUOnXq2BJHkgBbLhsH7WUE9K7+X2mbjPx6LbSTmxqf63C+Stsof+xKR55+OXkYQXwVIeX7Me7uV+7ZK8/gSqFZRhnemUjvW4v0PrM0r3oG3kpMMnL7tUZBbeT604gAEcgfAl4hASfg6svJSuUh+jd/U8zfp0kC8ocfPx2YCMzF6V9L7eptukbf90P1vPIIyHPHNJhwI8hDMwT7ma75/4IUfAly0K1Obbmlbh0j5fCV2DWirv6J7dpmpv1p7ICmE/qq+JA78+EzRMDOCHiFBOjGmVOwzXmweTsZSYCdVotj9QUCerc+Frn96r7Xu3g9yefXNNd/AjZ9JQXF8ffjZMbfiWsgQ/wA5IhpRIAIeAcBr5AA1QVwtZ07d8qECRPkjjvukEceecQ7M/FSqyQBXgKWzdoKgV3w7s2B0l6LoCBpUSnISLerC3f8iy1zTwt0Z6J6wlf3/xbED2nmQNWSJaQxgoq1QE9ZNz0M7vTDZ4gAEbgUAa+QgOxAPohCHhocqBkCdjKSADutFsdqJQJaQleL5mihnyjc1x/H3X8hdHAlUvmWIjr/Zrjt9YtGBIiAfRHwGQnYs2ePNG7cWA5lRAXbBTKSALusFMdpJQJ7T56SMatWX9JkMDJ9NuOkbpoq7dWl0p6VsLMtIuBzBLxCAoYOHXrJRDRQ8OeffxZVEpwzZ47PJ5mfDkkC8oMeP2sHBFR1TyP9u9WtLQ0g56v27y1bZT5y7a9F/r+64yviSz0C40AMDkBvX4MAJyAegEI7dlhhjpEI5IyAV0hAnz59LulRtQJatWolPXr0kGI2u98jCeCvT6Aj8AnS81bA3a+V9IZAWEcV+cZA318leF+GtG8l/Ldpei3wEZ5XcnCvm+JAgY4f50cE7IyAV0jAvn37pHI24h05/bs/A0gS4M+rw7F5isCnCO5T1bweiLjXU7zK7g5DkR0NxlNTRb72uPP/EZ4AzeN/Prz537rYCIGeWqVLGRK8NCJABOyNgFdIQDm4FI8cuVgUxNWCEFl8AOIfdjKSADutVmCNVXX5Z65bJ3eHhEirypXyPblT587LwBUrjXaeD2+GTb68LN6xU+Zu2iyainfkzFlZ4/L72Qs6/lqIh0YEiEDgIuAVElAWOt1HIQbialpASJUD96Omt52MJMBOqxVYY30ncZ0kIKtGq+D1grJefm0rgvomQp5XLQxFvvo1CzNS/VSYZzgqAGrVPSUBCQcOGp6BniABxXjazy/s/DwR8GsELCUBkZGRhosxNjbWiAFwNdUK0J/PmzfPrwHJOjiSAFstV8AMdju8ABPi1hjzaQjP2sCIv7vlc5us5t67Fssx7/PNzykRWIdsnfog7YMRC0AjAkTAeQhYSgI+/vhjo1LXU089JTNnzsxEUzfSatWqSefOnaUIgo/sZCQBdlqtwBmrFstZve+i16yCRuJDOtcTi0Yp789T0+Q2FPa5tmYN46N6z/8zIv4blCtrFN5RC4La3+NhTZjq5wm4fJYIBBAClpIAE5eEhARp3tzzk4s/4koS4I+rErhjUhL9GzT5v8E9fVlU2NOT/OEzZ2TaVR080sufgUI7WqZXrTNIwF0hwfI+xH9icR03APEAy9L3IPWvqCH2o/r8NCJABJyJgGUkYOHChXLDDTcYKM6fPz9HNG+66SZbIU0SYKvlsu1g06GlEYuTv5bY1VN6EWz+DzdpJEt27ZYUqPaNQbndarizd8fO4z5/8Ioo49GihQvJsbPnjI1ftQB2oh/Xcr3utMdniAARCFwELCMBevJXD4BaCKKZszONF9i4caPP0TyLqmXPPfecfPHFF6Kbet++fWXSpEluCZ2QBPh8uRzXoZ7+R8askoMQ4VGrjs1eS/NqqdzP4NJfunu3PIMgPq26Z5p+Jiehng2Hj8jU+AQJR0ne5vjMF6jOp94ArdRXCtdxE9tHOg5jTpgIEIHsEbCMBPgzwGPGjDEUC//973/LKVQ+u/7666Vfv37Sv3//XIdNEpArRHwgnwiYFfRqI/f+QeTv14G4VmEQZrUFuMP/Hnf59zUIkU41Lt7tf74hDa7+gzKyVUspmU2Mjan2d0/9EKPYz8joVVISLn+tzNcIQYbP5yHIMJ9T5MeJABHwUwQcQQLq1KkjM2bMkFtvvdVYhlmzZsk777xjZDHkZiQBuSHEn+cFgVV79xlBek82DTUCAL/bvEVurVdX/lmn9iXN6XMfpKyXLqimp/f6GvE/BK5+3dAfAmHoiPx+tTP4789ADvTk/9/0dONKYVTrllKjVCl5BWmAO3ANoHY1nleiQSMCRIAIKAKWkQAzPTA3WKOiLt5V+sq0eqGKFG3evFnq1atndBsdHS0dO3YU1S7ITfucJMBXK+WsfkwNAN2UVbt/PVz42RXk2XL0mExas9Y40T8RFio7j5+Q8bFxBliuqYNr9x+AsNDFCp3qQyiHoL8JkW2N9/t7EIwF23cYP7s7JFg6g1DQiAARIAKWkgBND3THevfu7c5jlj2zbds2qVu3rigZqIC8aLXU1FSjouFJ/PEt4aKLrj8bN26c8WWa3r3qF40IWInAcEj1HkLUf1HEqOjpXu/qX0UaoGtev/Z3HPEsQ1ZGi14VDIf7/8/03cZ1gGkvQdtftf7N9D/z39tVqWIEFqqlQb1zytqL8ToqENTUJbbAyjmxLSJABOyHgGWeAH+duukJ2LJli0EG1GJiYoyKhvQE+OuqBfa4jmJjfwEbu6u5btqu/64EVCP9lYZO6dBO5kD7X4v9mGV9b0GK3034eishyRD+0SuCOKQBaupfMESA1JRkaH/HUScga0GgwEaasyMCRCA3BLxGAjQI7/PPP5cdO3ZIrVq15MEHH5Rbbrklt/F45ecaE6AxAN27dzfaf//9940YAcYEeAVuNgoEdPP+FCd2LcF7C+76XS0Zm/V0bNoq2qPFeHSD7wNZ4EjIA2dnr8aukW3Hj8tkRPW/vjYe1wenZCgU/iaviZcqWvEP6YMaJ3AOfU69sn1mUKFrWyv37JH0EyeNuIPcrsC4gESACDgHAa+QgMmTJ8vrr78ujz76qHEPv3XrVmPjHThwoLzwwgs+R3f06NGiOgY//vijkR2gegZPP/00swN8vhKB0eFBxJJ8sWGj/APldJsjDS87240Nd9zqWEOIR0/wrhvvItzPz8M9/Z1Q89uFK6l46PWPad1KSkMcKDubhbv+WNz5P9M0TGYkrTNSCEdj438dJGAjanRooZ9P4CFQUjEogvK/gfGWcRZEwDcIeIUE6MlfU/IiIiIyZxEfHy833nijaA0BX5vqBDz77LOX6AQoUXHnRMTAQF+vln/3p0I8U+MTZRM236olS8hobN7mPb664RNRfOfeBvWhyLdbvtq4yZiM3vWXh0fAtI9SUiUKsr7PNm8qjVHJTy1rLIArCt9CPfBXVPurh9TBLSgCdBUq+/XAxr8Eef+qAVAeQYCHUQGwiyoDIi2QRgSIABFwFwGvkIAayGfWO/hiLn/49P5dvQLpSF+yk5EE2Gm1vD/WudjYF0PW17SncTo3vQFjV602XPUPw7Wv6n9mWd4BzZtJ4woXN3u18UjZU+U+de+XyeH07zoTrf73BsR/Tp+/YPxzD9z7X4WsghO4438Rd/16DaCmAkNtq1T2PgjsgQgQgYBBwCsk4M0335Tk5GSZOHGilMdJ5zBkT4cPHy5NmjQxTuR2MpIAO62Wd8eqJXfHrYqV0ojk12C8r0EItBJff5zozZ/pCFSQRwWANJdf7QF4Bq7B1YGaluh9ftkKpPB5VhRI6wdoqp+SB70WKJtBsGetSzHqAaiZmQLeRYGtEwEiEEgIeIUEVEF60iEEP13AH7wycGEew0lGXe+ar+9qexCs5O9GEuDvK2Td+C4nxau9/AJxnx+g3qcR+SrqMyZmteyHh0tFeZJQrEeL/ria6v/rKV0le+/OcNPrqX5i3FpD1OdppOvl10x9ACUm6llw54orv33y80SACAQOAl4hAX/88YdbCHXq1Mmt5wryIZKAgkTfd33rHb+m2XVH9Px1GaV3s/ZuRumbSnz/wT29bvy6oZ++cF5SIfij3ydAk0KtPaL9VyKdr1nFCtD+b2r8myncoyRCI/Xzaxqj8H/wBgSXLWN4J2hEgAgQAU8Q8AoJ8GQA/v4sSYC/r5A14/sXAux+R6Cdqu31DW0srStfere+D1klo3HyNyPztVd17ask7x78TK0c7vcHI3VPPQR6Sz8Ekfqa0lepRHG46ttkehKKQSBIn6tdurQ1g2crRIAIEIE8IuA1EqA6AatXrzauAlxNo/LtZCQBdlotQZT8GUN9T5X4PDG969d7fSUBWrxnaMuISzZpM62vG07w6i0wzcz51/82o/a/AqHYf+q0URdAiYOmFKrkr8r6asqgBhM2LF/Ok+HxWSJABIiAVxDwCgl4/PHH5YcffhB195dCARNX+/DDD70yEW81ShLgLWStb1c1+DXyXovq3IdgPHdtP07yo7BZ18K7qi78bxGAF4po/mcR1W/aZNzjbwahHd6qxd9O8B+vTzXc/tlJ8ppKflUh6qMeg76I4G/DCH53l4bPEQEi4GUEvEICKuJeNDExUWrWtH+hEpIAL7+BFjZv3tFXznC/59R0yqHDcv6vC5ka+kuR068V+LqisM5tEPBRIqFegf64xw/Dff4BnOpHxqwS3chVnS9r8J3ey2vUvpYAzmrmNYP+ewVE9L8c2SZbRT8LYWBTRIAIEAG3EfAKCWjevLksXbrUSA+0u5EE2GcF30ZgXxKyUtQmIVK+bEYO/mmk6h2AS17L6mrJ3aHIrdf7fE3tC0WK3/vJKUY5X3PTV9Gf9xBsVwd39i/gWuB36ALMRQDgDbVrye0gCZ7YH/isKRpk6vx78nk+SwSIABHwJgJeIQFLliyRt956S5566impVu1ivXPTmja9GCVtFyMJsMdK6aauhXb0/9Wewn18eEZKqp7G/0DQ38CI5nLs7DlE018suVsGsQOPhTUxouv1c6+BOBTDnb2mCmrVPZXkVeGfJRC4SoPGf3alfnNDx4wZUEXA8QgOrFD8f8qBuX2WPycCRIAIeBsBr5CAuXPnymOPPWaIBLmaulHPZwioeHtiVrVPEmAVkt5tx9xszdx81wC+CSjAo+I9WqmvECL/tAqfnvK1KI9pWWMAzPK7Kvd7BMGGQcU1wr+1x3n4quqnwYGtKlWShxo18C4IbJ0IEAEi4CECXiEBWjtg3Lhx8tBDD0lJFDuxs5EE2GP15sFdvwh5+9cgKHAJ7vjNTV3v659fvtIQ7dGMAU3P0+sB1fNXPf503P2XKlxEOtWsLnWz3OnPTEqWtSjuo6bxAneGBOcJDB2DEuDL1QfIU8P8EBEgAkQgnwh4hQRURo61qgHqBmp3IwnwzQrqRhm9d58Uhzu+VeVKHndqCvmMReCenvw1ze81VO/TAL+XEejnak0R7NcvQ7znch3tQrCfBgkaOf/I6w8pW9bjcfEDRIAIEAF/RsArJGDkyJFGZoCW67W7kQR4bwX17l2r4m3Efbue3s08/dexeZfEfX12pp+5gK/CLgTTTPGrguj9cXDZT8V9/oYjR1DhryWuAU7I7JT1hp5/Kv5N7X6kD2oZYHdsMbwFOi5NOeRJ3h3E+AwRIAJ2QsArJCAyMlLWrFkjWk0wa2BgVFSUnfAxvBlaA4FmPQILt++Q75CTb5q66s8A60EI4GuATTs7+2nrNlkADf9hyNfXaH+1H6Hn/zP+7SYI+dwCIR+z9G4vlNvVDXwB+umJ7/+L4MAdiANQ9T4G6Fm/nmyRCBAB+yHgFRLw8ccf54hE7969bYUSSYD3lmtGYpIkovCO3re3ROCcBvf9G5t8Tid1le59Ccp+er9vBv6dx/cjo1cZwXsvY3MPgkbAmv0HjAyAVpWCEPX/l6HlPwypfpqnfwyBeiZ58N7M2DIRIAJEwB4IeIUE5DT1devWSVhY/iun+RLaQCYB6lrXAji1SpeSK7OkcvoC4+FRMXLk7Fl548r2RtCeuXlrcN8DDf8eSa9u/RjEDaip7r6q95lV9FyL9Gi63wi0fQIBgCURY3ASG/8bV3XwWErYFxiwDyJABIhAQSLgdRKgtQO++OILmT17tsTExMhZ/NG3kwUyCVCd/WHYLGuUKolyuK18uizH8B6oaE9NuPRH4u5ezSzSowF4GoinppH86h04AC9ALE74mrKn1wZ78d+ad/9FWprhTXgc+f7qTTDNvBLQ/y6I+fkUTHZGBIgAEcgjAl4jAb///rtonQDVDDiFP9gqHDRo0CAJCQnJ41AL5mOBTAK2HD0mk9asNTZWTZnzpa2HdO+0hERpCx39R6Cnr6aeiUEQ/PkL/5vSob0RiKeBearWZ1rvxg1lJ4L9NB0wPKiixB84iBz+YjKuTetLggW1jsBYXB2otUW2yiOoDEgjAkSACBCBSxGwlARs375dPvroI2Pz1+9vuukm6dGjh0EAEhISpGrVqrbDP5BJgOl+15P1NLjLfWm/QU73642b5DYE8t2IgD7TpqD0rqrz6aZepWQJpPvFGRH+j4U2QR5/aZTlLSEbDh+RqfEJmZ95plmYNEO9iqz2ZnyipECw6lb08U+XPnw5T/ZFBIgAEfBnBCwlAUWQ1hUEqdYxY8bI/fffL5Uy3LOaJaDZAiQB/vUq/LELuvZpm4xBTQcJKOJDXYfPUjfI0t17jLK6zXGiN+1LSPxqFL9u+pWx4b8atybz/t98RlMEX8BVwnHc9V9ZraoR+Z+dqeqfxjz0adzYIBQ0IkAEiAAR8KInQBUC582bJ9WrVzc8AD179pRGjRoZqYIkAf736n2P9DxNn1NzLbjji5GapXlfQVW9ipDkNW0JCMAXIAKa7ncS8QDqMbinfohcV7PGJcPSioEJuArQWICcNAV8MQ/2QQSIABGwMwKWegIUCK0X8NlnnxlXAqtXrxbVDNCrgPj4eNvFA+h8Avk64JP1qYaOvpoq7VX1kcSznuQHQspXVf1UGMi1NO8mXAW8hiuB6hiLZg6YEr9lMioC2vmXjWMnAkSACPgbApaTANcJrl27Vj744AP5/PPPjeBA9Q68++67/obBZccTyCRgOgLzkhGgpzYU0fjBXpTFTYcE70oQDu1PMwKWQ1a6IQSBtLKfq53SUr8IDlQtADUG9dnq14WDJQJEwGYIeJUEmFhoWuB3331neAfmz59vK4gCmQSo8I4W0FHrDy39MGjqW22rkNevhXpUHjirdYJ0r8rxZjUVDdJ0QfVM1Acx8WWsgtXzZ3tEgAgQAX9GwCckwJ8ByG1sgUwC1CWvJ2+1R5FC1xqpdFaauv0HLFthnOrVvd++ahXR4j16z79q3355qmkoqv1ZTzysnAPbIgJEgAgEMgIkAbmsbqCSAN38lQSY9iAU+q6GUl9+TdX5VK9frxYOnT4jw6NjJBglelX8x/XuP7/98PNEgAgQASKQfwRIAhxKAnafOCnjVl8U01G7I7ieXF+7Vr7eKBX7eQO5+ZqaNwaBhidACCaviYeHoRI8DU3y1TY/TASIABEgAtYjQBLgUBKQggC9NxEYqJr9qrV/IwjAbSAC+TFTfEjbeCIs1Cj5Oys5RTojve9upPnRiAARIAJEwL8QIAlwKAnQSP2PkSKohXi2o7zuPxCkp9X7sjMtv5sOz0ErnOhVyjc702p+41fHGVcBaneHBBvuf1UFvAvfd0GlQBoRIAJEgAj4FwIkAQ4lAQsh6/zd5q0SCe3+aETw6//3ydDwd4VEXfxjVq1GtP5paYSUPlX3U73+6ig6pJK/pTPy95fv3i1zUtOkBKr2abyBnv6VMGhmQF+02wbt04gAESACRMC/ECAJcCgJ+BdU+X6HOp/q6v+wZSu09yvIM0gTNE2vCPSqwCwylB1MZUEAVN63Yfly8hru/jcdPSr3wu3/L5z+W0A+umjhQkbp30HQAmgAAkEjAkSACBAB/0KAJMChJOC9dckSh9K8T+Lufia+13z8wRnle6P37pVP1m8wNngN8tOKfRo4qCd71esPR7GeZdD9X4rTv6b+PYlUP63YVxVa/9qGlgiuXboUvAJFZAM+ryV/g0r8TxrYv34FOBoiQASIgHMRIAlwKAmYjBLCm1FKWKv1qbu/Btz7o1q3MtAwi/sEQdNfIwD2nz4tWTX+9bmpaxOMTV4JxEZ4AW6uW8fQ/NdywPq5UigodQCf1eJEhX1YnMi5v86cOREgAkTAMwRIAgqIBGj63GKcsK9BQF75YsU8W7V8Pq1R+8OiYuQ4lBynd7xSnoOgj2rzv9qurdHyNJTpXY9yvaa5eglcu05EbMCMpHWZ/2TWH9AAwZ2QCVYiUA5zM9vN57D5cSJABIgAEbAYAZKAAiIBS9N3y2cb0uT24LpyQ+3aliyrluAtV6yotMwo4ZxToyrLOz0hyQj0ex739UNXRsmZ8xdkGk7saiMg8HMYQj/q/le1P43075xNdL8GDWqp3+3HTxiCQENbRhhQ+a0oAAASaElEQVSffxfEQIMH1Vz/3ZJJshEiQASIABGwDAGSgAIiAQtRwvc7lPLtis31Tmyy+bVjONXrXbxG52tZYA3qy8lmrUuR2P37kQ3QCFkBVWRszGrZA61+ddsbUr9QEqyC+30t36tk5dnmTaVsDt6KtYgr+D/EFPRq3BCywFWNLs2gQ/2+ZaUglPsNze/0+HkiQASIABHwAgIkAQVEAjQi/5dt2w2pXpXsza+Z4j/ajgb7RWDzzc4OnzmDk/4qKQWy8Arc/0oWJsWtNQr8KHlQMvEy3Plh0PTvj83fHdOUQCUfpv0H1xzfbNps/Oe1NWrIvQ0oFOQOjnyGCBABIuBrBGxNAhISEmTQoEGyatUq2Y+T7VEEp5WBW9rVtHTxK6+8IofgAu/atatR2rhSLu5y1897q3aAeVq2SlJXi/KoMI9aO5zuH8YpPztT4qEExNUDYZYU1jt9FQXSbIHLiQfl9pLGoTjQe1AKVLNCjji3/vhzIkAEiAARyBsCtiYBKSkp8ueff0q1atWke/fufyMBixcvlnvuuUcWLVokjRo1kr59+8p5nFq/+eYbt9HyFgn4BGp9K6Da1xQn7n5unrgvN+jPINSjKXtqOV0JqKt/DFz/Gu2v2v7VkN6n9j427NXYuIcivS/tyFHjFJ8flb9t8Cq8Cu+Cmnnl4DbgfJAIEAEiQAR8hoCtSYCJ0ubNmyUkJORvJKBnz55SBafiqVOnGo+mpqZKWFiY7NmzR4IgZuOOeYsEmHn6IWW1wt7FgLr82GtI+duElD8NxNuMTVjL9IZnmWPSwUPydmKSNIa4z4Dw5pndmQSiP8SC1hw4IBpgeLkrhdzGqZkPg5EmqDYQ/aiYEI0IEAEiQAT8D4GAJgEtWrSQgQMHSu/evTORLw2t/IULF0rHjh3dWg1vkQDTBa9iO6NxKs+P6Ql/0IqVSMm7wogvmJ2yXq5EkF5PBOu5mkk8HoGMb1sXGd9vcfJXed9HQxsjEHCPrMPVyajWLaEdUCrPwxqE4MKT8Lq81La1VEaQIY0IEAEiQAT8D4GAJgENGjSQKVOmyO23356JfK1atYy4gH/+85/Zrsa4ceNEv0zTNDj9stpMsR7VCMhvHv0+RPaPhptf8/m1ZO9wpPhlTc0zAgKhDVCqaBGZENlWirhkD5hxAkogtKbAftQJ0HTBy2UY5IbH20hB1MJE4yPbXNJXbp/jz4kAESACRMB3CPgtCbj22mvljz/+yBEJ1405p+sA9QRo4GCvXr0y29HAwQULFhS4J+AlyOymo+JecWzGb2Tk5+d12TVNT4P5NNNAKwEOgPiPqvVNRLS/aeZGfz1SEu8ICb6kqz927ZKv0jYZdQT+jaDB8sWLQSHwonBQXu0krgRUY0DrC9CIABEgAkTAPxHwWxLgCVyXiwmoCre4egPUNmzYIKGhoX4REzAcp/JDOJ2rvQXVvsI5lOh1Bwdzg78PxXs6Ibdfg//2wjvwpstp3lTxGwNp4GqQCHa1aAQofohARc1U0ADBrDED7oyBzxABIkAEiID9ELA1CVBvwGlEum/ZssXY3Pft2yd6519cNe+xqWp2wL333puZHfDoo4/KWeTB+0N2wEDcmWt+vdprOLGbJXnz8grNTl4vMZj78+HNpFH58vJmfKKkHD6cmQGwGx6HcfA81MQd/0jc9We1BKj7vQOVvzLwHhzDCb4jsi0eapR/7YK8zIWfIQJEgAgQAd8hYGsSYHoAssK1adMmCQ4ONv5ZdQLGjx9v6ARcf/31fqEToOSl39LlYkYa5DV4bgfu3Bdt34lqgPvlDEr/mmRiDioALkcGhEb7h6FEsOkp0AI/+pXVNiIt8PW18cY/q96/xhW0gleARgSIABEgAoGNgK1JgC+WxhvZAeoBUE+AacNatpA6ZUp7PJ03UOgnFYV+isDrcWW1qvJAhvLgT1u3iX49hP/uiDiBidD333rsuIxs1VJqosRvVjsPUqLiRVpESL0ALPvr8VLwA0SACBABWyJAEpDLsnmDBBxCcR6N4DdtANz4jeHG98Rc0wI12r9Ekf/J9i7fvUfmpG6Qbijrq+RAMwdUGGg0rgL0moRGBIgAESACREARIAkoABKQjjK7L0Gf37S8CPPsQhuq8d8IQjzPuwj/aJtmHYH2VatIHcRIzIUOwI21a8ltwfX41hMBIkAEiAARyESAJKAASMBm1DiYvObiHbxab5cKfO6+mysR0f8xIvq7IOVPJX5dzdQN0FLB6iHQsr6DUDK4Af6bRgSIABEgAkTARIAkoABIQDKCFKdDTMe0e5Hady1S+zyxuSgWtBhFg7LT5j+HIMHnoBVQEfn+J8+dN/L1p3RoR9EeTwDms0SACBABByBAElAAJMCssqeFfjRIsDtEevT+3tVU4U+1AzRYLzubujZBNhw5ckkhINfnXHUIQiuUl2ebN3PA68wpEgEiQASIgCcIkAQUAAlYgcC9TxC4VwOiPbtQute1rK8OR4P+RiBwUEnACET0l0T+vpoShlV79xnpe/pzrRXwOk74hbIJ9nsd1w0bce2g1h1pgd2ySQ305EXhs0SACBABIhB4CJAEFAAJ+B1u/H/Bna9lhJNwNZBVnOcgBJBGRK8yRnZtjepyL6SA1f7A577C51T0ZycCA/XO/3nc9WdnH6KIUDQIgxor+QXeLy5nRASIABGwAgGSgAIgAaZ4T0ek7y2FV0DlelWgx7QNyP2fCg0ANU3oG9IiXIJRHMiMAzCf64I4grsQT5Cdfb95iyzYvsMoAqTegvwUA7LiRWMbRIAIEAEi4H8IkAQUAAn4Dhv0QmzQqt6noj7qEejXvGnmSMzrAs3tV8nf8KCK8lTTMJmFIkGxKBak1wQq8JNdUKDZyJJd6fIFBICaQH/gOegQ0IgAESACRIAIZEWAJKAASMCX2Jz/i026BxT9Pt2QJiFly8gA5PqfgG6/lhbWSn7zt20XLQik7v+qJUrI2LatkVa4VjYfPQZCECrrDx02AgqLIbgwO1Mtgolxa42qgh3gcaARASJABIgAESAJ8PAd8IZi4EcpqRK1d6+h7f9WYpJUx4m/IUR/NPd/TJtW8sPmrcbPByCifzbu9pUcTENFQI0TOIoCSNPxfXbBgB5OjY8TASJABIiAwxGgJ6AAPAEzk5Jl7YEDMhw1AybidF/WSAP8Sw6fOSsPN24kS9LTJQ1FfV7G6X82CMMmRPnr9yr/WxEVEsdHtnH4a8vpEwEiQASIgBUIkAQUAAmYhqC/9Qj+041dXfZ60jcrCnZGsN8qlAU+evacceJXVUCN8u8DcvAhvm9QrizU/8KtWHu2QQSIABEgAg5HgCSgAEiAWdVvcvtI455/36nTmaNQrf9tKBFcBXEA40ASfkB8gGYTXI1qgH+m75a2lSvLI6GNHf7acvpEgAgQASJgBQIkAQVAAsauWi17Tp4yTvqvQdRHN/2sFoaMgf7IGFiKjf8zBA9q3EA6MgWyCgtZ8RKwDSJABIgAEXAmAiQBBUACXlwZLSeh/vcmSMAbuBpIxdWAmqkgqN/ryf9BZA+YFQHNYd6DjIHrPKwz4MxXm7MmAkSACBCB3BAgCSgAEvA8ivsULVxIJrdvJ2aQYBAC/tpWqWzoB6jdjrK/N6D8r1kR0Bzm4xAVaglxIRoRIAJEgAgQgfwiQBLgYxKgdQH6LV2eeeevgX+aGhgJAtCyUiWZlZxijOhR3Pu3xv2/igI9h+cvZIzzhRYRUg+6AjQiQASIABEgAvlFgCTAxyRAMwEGr4gSDQAc1qqF/H979x9TVRnHcfwLzRIEnfzSwkqHLFABc5YWq2FK2vQP2NDZQlnTrVZbMVgtm7ZRWLaBWxbjn6w0NhbLf6Ri6sYu5uZSKn+kBSo2NdlMTRL5A1P6nqOw1PQe7n04h+N9P9v9ozjnOcfX87j78fCc79Nw7LgEOjvtwkBZCQmyuvXangFvTc+Wh+Kufdmv0foA53Q/Aaute3ymjNaCQjQEEEAAAQTCFSAEuBwCzuuX+Wr9Up+sm/+U6eY/p3RRYPMfp6VIQ0CMVv9btadV/taCQFa9/9jruwf2v1JolQu21hFQKCjcac/5CCCAAAKWACHA5RBw+lKPVP68T6aNHSuvTM285er7dW+Art5eeVp3D+xvX+q2w7t1o6FEXTfwHoWC+JuLAAIIIGBIgBDgcgjo0EqAVQcO2msAXnzE2fv+TbrJUKN++p8eGBp7ukEAAQQQiHABQoDLIeDQ+b+k5vCv8pS+Avi8vgLopO3RhYNf6ALCwQQHJ/1yDAIIIIBAZAsQAlwOAdabANYbAc89OMHeBdBJu6i/HqjVbYStc6zFgzQEEEAAAQRMCBACXA4B1iLAr4//LkWTJsozqQ+YGEP6QAABBBBAICQBQoDLIaBR9wJo0r0ASnRDoFkpySENGichgAACCCBgQoAQ4HIIqNd9AL7X/QBenZIpUxPGmhhD+kAAAQQQQCAkAUKAyyHgU60I+NPZc/JmTpZMjI8PadA4CQEEEEAAARMChACXQ8BHBw9JW1eXvKvbBCfpdsE0BBBAAAEEvBIgBLgcAt7XQkGntGBQtVYEjLleEdCrwee6CCCAAAKRLUAIcDkEvH29LPDHWv43SssA0xBAAAEEEPBKgBDgcgh4XbcRHql7BHw46zGvxpzrIoAAAgggYAsQAlwMAb1Xrkjp7h/k/tgYWTPjUaYgAggggAACngoQAlwMATfvIOjpyHNxBBBAAIGIFyAEuBgCTnZ3ywf7DkiOlv59aUpGxE8+ABBAAAEEvBUgBLgYAn67cEE2/HJYcselyAvpk70dea6OAAIIIBDxAoQAF0NA659n5bO2dnl2QqoUTHw44icfAAgggAAC3gr4OgRs2rRJampqpK2tTWJjY2XRokVSVVUlY8aMGVCtra2VtWvXygX9V/i8efNk48aNkpiY6Fg9Ojparl696vj4Ox3Y0tkpXx07LoUaAPI1CNAQQAABBBDwUsDXIcD6gs/MzJTZs2dLT0+PFBcXS1JSkmzevNk2bW5ulsWLF8uOHTskPT1dVqxYIVd0hf6WLVscm5sMAd+dOCnf6Kd4cpo8OX6c43vgQAQQQAABBIZCwNch4GaQrVu3SmlpqXR0dNg/WrZsmSQnJ8v69evt/z5y5IgdGs6cOSMJujjPSTMZAhr0KUBAnwa8nJkh2YnOru/kHjkGAQQQQACBUATuqhBQXl4u7e3t0tjYaFvk5ORIWVmZlJSUDNiMGjVKtm/fLrm5uY68TIaAz3U9wF5dF1CePU3SRo92dH0OQgABBBBAYKgE7poQ0NTUJEuXLpVdu3ZJVlaW7ZWWlibV1dVSUFAw4JeammqvC1iwYMH/mlZUVIj16W99fX1ifUy0T/TNgMO6NuGdGdNlvK5hoCGAAAIIIOClwLANAXl5edLS0nJbm/9+Mff/7r+hoUHmzp07cI71JMB6OrB8+fKB/xcXFyfbtm3z5EnAun375UT3JbtkcPyIEV6OO9dGAAEEEEDA/2WDrQBQVFQk9fX1Mn/+/BuG1FoTkJKSYj8NsNrRo0clIyPDszUBa/b+KFbVwA25T8g9bB7EXz8EEEAAAY8Fhu2TACcugUBACgsLpa6uThYuXHjLKVZAWLJkycDbAStXrpTLly979nZAme4bEK1f/lW6jTANAQQQQAABrwV8HQLmzJkjO3fulJiYmBscu7U8b3+zXiOsrKy06wTk5+d7VifgH6018JruIJg8cqRUzJzh9bhzfQQQQAABBPz/64ChHkNTbwd09fbKqj2tMik+Tt7IyR7q26Z/BBBAAAEEggr4+klA0D+dgQNMhYCL+muIb7VQUMJ992rZ4AkG7owuEEAAAQQQCE+AEBDEz1QICG+YOBsBBBBAAAHzAoQAQoD5WUWPCCCAAAK+ECAEEAJ8MVG5SQQQQAAB8wKEAEKA+VlFjwgggAACvhAgBBACfDFRuUkEEEAAAfMChABCgPlZRY8IIIAAAr4QIAQQAnwxUblJBBBAAAHzAoQAQoD5WUWPCCCAAAK+ECAEEAJ8MVG5SQQQQAAB8wKEAEKA+VlFjwgggAACvhAgBBACfDFRuUkEEEAAAfMChABCgPlZRY8IIIAAAr4QIAQQAnwxUblJBBBAAAHzAoQAQoD5WUWPCCCAAAK+ECAEBBmmqKgosT40fwr09fUxfv4cumF718ypYTs0vrwxr+cTIcDAtMnLy5NAIGCgpzt3Yeo64fQz2HOdHG/imNv14cetoJ14mJhsJq8Tal+DPc/p8cGOC+fnfptTwf6sJuaS1YfJ64Ta12DPc3p8sOPC+bnX8+lfi8PWXe1an7QAAAAASUVORK5CYII=\" width=\"572.85\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Amplitude [dB re. 2e-5Pa]')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compute spectrum\n",
    "plt.figure(3)\n",
    "spectrum, freqs = noct_spectrum(sig_st, fs_st, fmin=24, fmax=12600, n=24)\n",
    "plt.semilogx(freqs, 20*np.log10(spectrum/2e-5), color=COLORS[0])\n",
    "plt.xlabel(\"Frequency [Hz]\")\n",
    "plt.ylabel(\"Amplitude [dB re. 2e-5Pa]\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The spectrum obviously shows a high-level tonal component.\n",
    "\n",
    "To study this tonal component, the functions \"tone_to_noise_ecma\" and \"prominence_ratio_ecma\" are then used with 4 parameters:\n",
    "\n",
    "- The signal type (stationary / non-stationary),\n",
    "- The signal values,\n",
    "- The sampling frequency,\n",
    "- The prominence criteria (if True the algorithm only returns the prominent values according to ECMA 74)\n",
    "\n",
    "The commands below shows how to compute the TNR and PR of a steady signal by using the functions from MOSQITO. The scripts computes the ratios in dB and returns both the total and individual values (with specification of the tonal frequency). There is no need to enter the frequency of the potential tonal components, the algorithm automatically detects them according to Sottek method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tone-to-noise ratio:  [31.401783924919087 26.880648899489813]  dB at  [442.0 1768.0]  Hz\n",
      "T-TNR:  [32.71505359]  dB\n",
      "Prominence ratio:  [30.72207589020224 26.837393316444093]  dB at  [442.0 1768.0]  Hz\n",
      "T-PR: [32.21062984] dB\n"
     ]
    }
   ],
   "source": [
    "# Tone-to-noise Ratio calculation\n",
    "t_tnr, tnr, prom, tones_freqs = tnr_ecma_st(sig_st, fs_st, prominence=True)\n",
    "# Prominence Ratio calculation\n",
    "t_pr, pr, prom, tones_freq = pr_ecma_st(sig_st, fs_st, prominence=True)\n",
    "\n",
    "\n",
    "# print the results\n",
    "print(\"Tone-to-noise ratio: \" , tnr , \" dB at \", tones_freqs, \" Hz\")\n",
    "print(\"T-TNR: \", t_tnr,\" dB\")\n",
    "print(\"Prominence ratio: \" , pr , \" dB at \", tones_freq, \" Hz\")\n",
    "print(\"T-PR:\", t_pr,\"dB\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results can also be plotted, with the prominence limit to indicate either the tones are proeminent or not."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\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(\n",
       "            '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",
       "\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 = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(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 (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\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",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"894.4499999999999\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x1d11a43dee0>,\n",
       "  <matplotlib.axis.XTick at 0x1d11a43deb0>,\n",
       "  <matplotlib.axis.XTick at 0x1d11a41b9d0>,\n",
       "  <matplotlib.axis.XTick at 0x1d11cd9c4c0>,\n",
       "  <matplotlib.axis.XTick at 0x1d11cd9c970>],\n",
       " [Text(100.0, 0, '100.0'),\n",
       "  Text(442.0, 0, '442.0'),\n",
       "  Text(1000.0, 0, '1000.0'),\n",
       "  Text(1768.0, 0, '1768.0'),\n",
       "  Text(10000.0, 0, '10000.0')])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prominence criteria\n",
    "freqs = np.arange(90,11200,100)\n",
    "limit = np.zeros((len(freqs)))\n",
    "for i in range(len(freqs)):\n",
    "    if freqs[i] >= 89.1 and freqs[i] < 1000:\n",
    "        limit[i] = 8 + 8.33 * np.log10(1000/freqs[i])\n",
    "    if freqs[i] >= 1000 and freqs[i] < 11200:\n",
    "        limit[i] = 8 \n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(freqs, limit, color='#e69f00', linewidth=2,dashes=[6,2],label='Prominence criteria')\n",
    "plt.bar(tones_freqs, tnr,width=10, color='#69c3c5')  \n",
    "plt.legend(fontsize=16)                      \n",
    "plt.grid(axis='y')\n",
    "plt.ylabel(\"TNR [dB]\")\n",
    "            \n",
    "\n",
    "plt.title(\"Discrete tones TNR values \\n  (Total TNR = \"+str(np.around(t_tnr, decimals=1))+\" dB)\", fontsize=16)\n",
    "plt.legend()\n",
    "\n",
    "# Frequency axis\n",
    "plt.xlabel(\"Frequency [Hz]\")\n",
    "plt.xscale('log')\n",
    "xticks_pos = [100,1000,10000] + list(tones_freqs)\n",
    "xticks_pos = np.sort(xticks_pos)\n",
    "xticks_label = [str(elem) for elem in xticks_pos]\n",
    "plt.xticks(xticks_pos, labels=xticks_label, rotation = 30)   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute TNR and PR of time varying signal\n",
    "The commands below shows how to compute the TNR and PR of a time varying signal using the functions from MOSQITO. Only the TNR results are plotted, but the PR plots can be obtained by the exact same way just by replacing \"tnr\" by \"pr\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\scripts\\github_svn\\mosqito_martin\\mosqito\\sq_metrics\\tonality\\tone_to_noise_ecma\\_spectrum_smoothing.py:79: RuntimeWarning: invalid value encountered in true_divide\n",
      "  smoothed_spectrum[:,i] = 10 * np.log10(spec_sum / len(bin_index[(bin_index<stop[j]) & (bin_index>(stop[j]-m))]))\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\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(\n",
       "            '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",
       "\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 = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(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 (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\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",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"894.4499999999999\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x1d11cdc4370>,\n",
       "  <matplotlib.axis.XTick at 0x1d11cdc4340>,\n",
       "  <matplotlib.axis.XTick at 0x1d11cda8e80>,\n",
       "  <matplotlib.axis.XTick at 0x1d11ce3a550>,\n",
       "  <matplotlib.axis.XTick at 0x1d11ce3aa60>,\n",
       "  <matplotlib.axis.XTick at 0x1d11ce35160>,\n",
       "  <matplotlib.axis.XTick at 0x1d11cd912e0>],\n",
       " [Text(0, 0, '0'),\n",
       "  Text(1, 0, '0.5'),\n",
       "  Text(2, 0, '1'),\n",
       "  Text(3, 0, '1.5'),\n",
       "  Text(4, 0, '2'),\n",
       "  Text(5, 0, '2.5'),\n",
       "  Text(6, 0, '3')])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# TNR calculation\n",
    "t_tnr, tnr, promi, freqs, time = tnr_ecma_tv(sig_tv, fs_tv, prominence=False, overlap=0)\n",
    "\n",
    "# PR calculation\n",
    "t_pr, pr, promi, freqs, time = pr_ecma_tv(sig_tv, fs_tv, prominence=False, overlap=0)\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.pcolormesh(np.nan_to_num(tnr), vmin=0)\n",
    "plt.colorbar(label = \"TNR value in dB\")\n",
    "plt.title(\"Tone-to-noise ratio (all discrete tones)\", fontsize=14)\n",
    "plt.xlabel(\"Time [s]\")\n",
    "plt.ylabel(\"Frequency [Hz]\")\n",
    "freq_axis = np.logspace(np.log10(90),np.log10(11200),num=1000)\n",
    "freq_labels = [90,200,500,1000,2000,5000,10000]\n",
    "freq_ticks = []\n",
    "for i in range(len(freq_labels)):\n",
    "        freq_ticks.append(np.argmin(np.abs(freq_axis - freq_labels[i])))\n",
    "plt.yticks(freq_ticks, labels=[str(elem) for elem in freq_labels])\n",
    "nb_frame = np.floor(sig_tv.size / 0.5*fs_tv)\n",
    "plt.xticks([0,1,2,3,4,5,6],labels=[\"0\",\"0.5\",\"1\",\"1.5\",\"2\",\"2.5\",\"3\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute TNR and PR from spectrum\n",
    "The commands below shows how to compute the TNR and PR from a frequency spectrum either in complex values or amplitude values using the functions from MOSQITO. \n",
    "The input spectrum can be either 1D with size (Nfrequency) or 2D with size (fNrequency x Ntime). The corresponding time axis can be either the same for all the spectra, with size (Nfrequency) or different for each spectrum with size (Nfrequency x Ntime)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\scripts\\github_svn\\mosqito_martin\\mosqito\\sq_metrics\\tonality\\tone_to_noise_ecma\\_tnr_main_calc.py:181: RuntimeWarning: divide by zero encountered in log10\n",
      "  Ltot = 10 * np.log10(spec_sum)\n",
      "d:\\scripts\\github_svn\\mosqito_martin\\mosqito\\sq_metrics\\tonality\\tone_to_noise_ecma\\_tnr_main_calc.py:188: RuntimeWarning: invalid value encountered in log10\n",
      "  Ln = 10 * np.log10(10 ** (Ltot / 10) - 10 ** (Lt / 10)) + 10 * np.log10(\n",
      "d:\\scripts\\github_svn\\mosqito_martin\\mosqito\\sq_metrics\\tonality\\tone_to_noise_ecma\\_tnr_main_calc.py:188: RuntimeWarning: divide by zero encountered in log10\n",
      "  Ln = 10 * np.log10(10 ** (Ltot / 10) - 10 ** (Lt / 10)) + 10 * np.log10(\n"
     ]
    }
   ],
   "source": [
    "# Compute multiple spectra along time\n",
    "f, t, spectrum = stft(sig_tv, fs=fs_tv)\n",
    "\n",
    "# TNR\n",
    "t_tnr, tnr, promi_tnr, freqs_tnr = tnr_ecma_freq(spectrum, f, prominence=False)\n",
    "# PR\n",
    "t_pr, pr, promi_pr, freqs_pr = pr_ecma_freq(spectrum, f, prominence=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tutorial generation date: March 30, 2022\n"
     ]
    }
   ],
   "source": [
    "from datetime import date\n",
    "print(\"Tutorial generation date:\", date.today().strftime(\"%B %d, %Y\"))"
   ]
  }
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