PlotScriptJosephus.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "animated-punishment",
   "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",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\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 (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=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-679fad2d7413>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     71\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     72\u001b[0m     \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0madd_n_rows\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 73\u001b[0;31m     \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplotObject\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.7\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscm\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mscm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-1-679fad2d7413>\u001b[0m in \u001b[0;36mplotObject\u001b[0;34m(df, ax, fig, alpha, scm)\u001b[0m\n\u001b[1;32m     46\u001b[0m         ax.plot(df.index, df.iloc[:, i],\n\u001b[1;32m     47\u001b[0m                 \u001b[0;31m# label = 'Layer ' + str(df.shape[1]-i),\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 48\u001b[0;31m                 color= scm.to_rgba(df.shape[1]-i, alpha=alpha))\n\u001b[0m\u001b[1;32m     49\u001b[0m     \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     50\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.7/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1743\u001b[0m         \u001b[0mlines\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_lines\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1744\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mline\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlines\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1745\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_line\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1746\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_request_autoscale_view\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mscalex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mscalex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscaley\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mscaley\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1747\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mlines\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.7/site-packages/matplotlib/axes/_base.py\u001b[0m in \u001b[0;36madd_line\u001b[0;34m(self, line)\u001b[0m\n\u001b[1;32m   1960\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_set_artist_props\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1961\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mline\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_clip_path\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1962\u001b[0;31m             \u001b[0mline\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_clip_path\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpatch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1963\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1964\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_update_line_limits\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.7/site-packages/matplotlib/artist.py\u001b[0m in \u001b[0;36mset_clip_path\u001b[0;34m(self, path, transform)\u001b[0m\n\u001b[1;32m    752\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mRectangle\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    753\u001b[0m                 self.clipbox = TransformedBbox(Bbox.unit(),\n\u001b[0;32m--> 754\u001b[0;31m                                                path.get_transform())\n\u001b[0m\u001b[1;32m    755\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_clippath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    756\u001b[0m                 \u001b[0msuccess\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.7/site-packages/matplotlib/patches.py\u001b[0m in \u001b[0;36mget_transform\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    258\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    259\u001b[0m         \u001b[0;34m\"\"\"Return the `~.transforms.Transform` applied to the `Patch`.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 260\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_patch_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0martist\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mArtist\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    261\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    262\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_data_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.7/site-packages/matplotlib/patches.py\u001b[0m in \u001b[0;36mget_patch_transform\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    790\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    791\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_patch_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 792\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_update_patch_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    793\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_rect_transform\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    794\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.7/site-packages/matplotlib/patches.py\u001b[0m in \u001b[0;36m_update_patch_transform\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    772\u001b[0m         \u001b[0mrot_trans\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtransforms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAffine2D\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    773\u001b[0m         \u001b[0mrot_trans\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrotate_deg_around\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mangle\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 774\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_rect_transform\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtransforms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mBboxTransformTo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbbox\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    775\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_rect_transform\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mrot_trans\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    776\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.7/site-packages/matplotlib/transforms.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, boxout, **kwargs)\u001b[0m\n\u001b[1;32m   2517\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"'boxout' must be bbox\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2518\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2519\u001b[0;31m         \u001b[0mAffine2DBase\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2520\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_boxout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mboxout\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2521\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_children\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mboxout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.7/site-packages/matplotlib/transforms.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1701\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1702\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1703\u001b[0;31m         \u001b[0mTransform\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1704\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_inverted\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1705\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.7/site-packages/matplotlib/transforms.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, shorthand_name)\u001b[0m\n\u001b[1;32m    114\u001b[0m             \u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m \u001b[0mwhen\u001b[0m \u001b[0mDEBUG\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    115\u001b[0m         \"\"\"\n\u001b[0;32m--> 116\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_parents\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    117\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    118\u001b[0m         \u001b[0;31m# TransformNodes start out as invalid until their values are\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.colors as clrs\n",
    "import matplotlib.cm as cm\n",
    "\n",
    "# data with 2 columns\n",
    "X = np.linspace(0,2,1000)\n",
    "Y1 = X**2 + np.random.random(X.shape)\n",
    "Y2 = Y1 + 1\n",
    "Y3 = Y2 + 1\n",
    "Y4 = Y3 + 1\n",
    "Y5 = Y4 + 1\n",
    "df = pd.DataFrame([Y1, Y2, Y3, Y4, Y5]).transpose()\n",
    "df.columns = [\"Y1\", \"Y2\", \"Y3\", \"Y4\", \"Y5\"]\n",
    "\n",
    "def add_n_rows(df, n):\n",
    "    X = np.linspace(0, 2, n)\n",
    "    Y1 = X**2 + np.random.random(X.shape)\n",
    "    Y2 = Y1 + 1\n",
    "    Y3 = Y2 + 1\n",
    "    Y4 = Y3 + 1\n",
    "    Y5 = Y4 + 1\n",
    "    new_df = pd.DataFrame([Y1, Y2, Y3, Y4, Y5]).transpose()\n",
    "    new_df.columns = [\"Y1\", \"Y2\", \"Y3\", \"Y4\", \"Y5\"]\n",
    "    res_df = pd.concat([df, new_df], axis=0)\n",
    "    res_df.index = range(res_df.shape[0])\n",
    "    return res_df\n",
    "\n",
    "def create_color_step_obj(cmap_name, n):\n",
    "    \"\"\"\n",
    "    Return scalarMap object with n colors in gradient from color map\n",
    "    given in cmap_name.\n",
    "    \"\"\"\n",
    "    cmap = plt.get_cmap(cmap_name)\n",
    "    values = range(n)\n",
    "    cNorm  = clrs.Normalize(vmin=values[0], vmax=values[-1])\n",
    "    scalarMap = cm.ScalarMappable(norm=cNorm, cmap=cmap)\n",
    "    return scalarMap\n",
    "\n",
    "# update function\n",
    "def plotObject(df, ax, fig, alpha =0.7, scm=None):\n",
    "    ax.clear()\n",
    "    for i in range (0, df.shape[1]):\n",
    "        ax.plot(df.index, df.iloc[:, i],\n",
    "                # label = 'Layer ' + str(df.shape[1]-i),\n",
    "                color= scm.to_rgba(df.shape[1]-i, alpha=alpha))\n",
    "    fig.canvas.draw()\n",
    "    return fig, ax\n",
    "\n",
    "\n",
    "# colors\n",
    "cmap_name = \"jet\"\n",
    "scm = create_color_step_obj(cmap_name, df.shape[1])\n",
    "\n",
    "# initialize figure and interactivity\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "plt.ion()\n",
    "\n",
    "# initialize canvas\n",
    "fig.show()\n",
    "fig.canvas.draw()\n",
    "\n",
    "# set labels and legend\n",
    "ax.set_xlabel('Index')\n",
    "ax.set_ylabel('Tem, C', color='r')\n",
    "# plt.legend (bbox_to_anchor=(1.4,0.89), fontsize='xx-small', loc='upper right', ncol=2)\n",
    "\n",
    "while True:\n",
    "    df = add_n_rows(df, 2)\n",
    "    fig, ax = plotObject(df, ax, fig, alpha=0.7, scm=scm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "reliable-giant",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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