tri_inh_exc_stdp_jpnb.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tripartite with excitatory STDP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On the excitatory synapses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "from brian2 import *\n",
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from IPython.display import clear_output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Constants\n",
    "tau = 10*ms\n",
    "I = 1.1/ms\n",
    "gamma = 1/ms\n",
    "\n",
    "# Non-dimensionalized constants\n",
    "tp = tau/ms\n",
    "curr = I*ms\n",
    "g = gamma*ms\n",
    "out = curr/g  #should be > the threshold of firing\n",
    "\n",
    "# equation (1)\n",
    "eqs = '''\n",
    "dv/dt = I - gamma*v : 1\n",
    "'''\n",
    "\n",
    "# equation (2) \n",
    "eqs2 = '''\n",
    "dv/dt = ((I/gamma) - v)/tau : 1\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "start_scope()\n",
    "\n",
    "n_i = 90 # 3 groups of n_i/3\n",
    "n_e = 30\n",
    "\n",
    "seed(21)\n",
    "\n",
    "Gi = NeuronGroup(n_i, eqs2, threshold='v>1', reset='v = 0', method='exact')\n",
    "Ge = NeuronGroup(n_e, eqs2, threshold='v>1', reset='v = 0', method='exact')\n",
    "\n",
    "group1init = randint(0, 9, size=n_i)/10\n",
    "group2init = randint(0, 9, size=n_e)/10\n",
    "\n",
    "Gi.v = group1init\n",
    "Ge.v = group2init"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "matrix = zeros((n_i, n_i))\n",
    "\n",
    "def matcon(i,j):\n",
    "        matrix[i, j] = 1\n",
    "\n",
    "# each group of 30 to everything else\n",
    "for i in range(n_i//3):\n",
    "        for j in range(n_i//3, n_i):\n",
    "                matcon(i,j)\n",
    "for i in range(n_i//3, 2*n_i//3):\n",
    "        for j in range(2*n_i//3, n_i):\n",
    "                matcon(i,j)\n",
    "        for j in range(0, n_i//3):\n",
    "                matcon(i,j)\n",
    "for i in range(2*n_i//3, n_i):\n",
    "        for j in range(0, 2*n_i//3):\n",
    "                matcon(i,j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "# imshow(matrix, origin='lower');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "inh = 0.01\n",
    "exc = 0.01\n",
    "\n",
    "p = 0.8\n",
    "exc_matrix = choice(2, (n_e, n_i), p=[1-p, p])\n",
    "inh_matrix = exc_matrix.T\n",
    "\n",
    "\n",
    "\n",
    "si, ti = matrix.nonzero()\n",
    "se, te = exc_matrix.nonzero()\n",
    "si2, ti2 = inh_matrix.nonzero()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "# imshow(exc_matrix, origin='lower');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# imshow(inh_matrix, origin='lower');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "tau_stdp = 100*ms\n",
    "# gmax = .01\n",
    "# dApre = .01\n",
    "# dApost = -dApre * taupre / taupost * 1.05\n",
    "# dApost *= gmax\n",
    "# dApre *= gmax\n",
    "\n",
    "gmax = 1.0\n",
    "\n",
    "\n",
    "I1 = Synapses(Gi, Gi,\n",
    "              '''w : 1\n",
    "              dApre/dt = -Apre/tau_stdp : 1 (event-driven)\n",
    "              dApost/dt = -Apost/tau_stdp : 1 (event-driven)\n",
    "              ''', \n",
    "              on_pre='''Apre += 0.4\n",
    "              w = clip(w + Apost, 0, gmax)\n",
    "              v = out * (1-exp(-(tp * log(1/(1 - g*(v_post - inh*w)/curr)))/tp))''',\n",
    "              on_post='''Apost -= 0.4\n",
    "              w = clip(w + Apre, 0, gmax)\n",
    "              ''')\n",
    "\n",
    "# Excitatory synapses\n",
    "E1 = Synapses(Ge, Gi,\n",
    "              on_pre='''\n",
    "              v = out * (1-exp(-(tp * log(1/(1 - g*(v_post + exc)/curr)))/tp))''')\n",
    "\n",
    "# Inhibitory recurrent synapses\n",
    "I2 = Synapses(Gi, Ge,\n",
    "              '''w : 1\n",
    "              dApre/dt = -Apre/tau_stdp : 1 (event-driven)\n",
    "              dApost/dt = -Apost/tau_stdp : 1 (event-driven)\n",
    "              ''', \n",
    "              on_pre='''Apre += 0.4\n",
    "              w = clip(w + Apost, 0, gmax)\n",
    "              v = out * (1-exp(-(tp * log(1/(1 - g*(v_post - inh*w)/curr)))/tp))''',\n",
    "              on_post='''Apost -= 0.4\n",
    "              w = clip(w + Apre, 0, gmax)\n",
    "              ''')\n",
    "\n",
    "\n",
    "I1.connect(i=si, j=ti)\n",
    "\n",
    "E1.connect(i=se, j=te)\n",
    "\n",
    "I2.connect(i=si2, j=ti2)\n",
    "\n",
    "M1 = StateMonitor(Gi, 'v', record=True)\n",
    "Sp1 = SpikeMonitor(Gi)\n",
    "Wmon = StateMonitor(I1, 'w', record=True)\n",
    "# I1.w = 'rand() * gmax'\n",
    "# E1.w = 'rand() * gmax'\n",
    "# I2.w = 'rand() * gmax'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING    Came across an abstract code block that may not be well-defined: the outcome may depend on the order of execution. You can ignore this warning if you are sure that the order of operations does not matter. 8 lines of abstract code, first line is: '_Apost := Apost * exp(_lio_1 * (- (t - lastupdate))) (constant)'\n",
      " [brian2.codegen.generators.base]\n",
      "WARNING    Came across an abstract code block that may not be well-defined: the outcome may depend on the order of execution. You can ignore this warning if you are sure that the order of operations does not matter. 8 lines of abstract code, first line is: '_Apost := Apost * exp(_lio_1 * (- (t - lastupdate))) (constant)'\n",
      " [brian2.codegen.generators.base]\n"
     ]
    }
   ],
   "source": [
    "run(800*ms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
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       "\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",
       "    fig.rubberband_canvas.style.cursor = msg['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",
       "            var img = evt.data;\n",
       "            if (img.type !== 'image/png') {\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",
       "                img.type = 'image/png';\n",
       "            }\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",
       "                img\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 https://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",
       " * https://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.key === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.key;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.key !== 'Control') {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    else if (event.altKey && event.key !== 'Alt') {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k' + event.key;\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\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"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.binaryType = comm.kernel.ws.binaryType;\n",
       "    ws.readyState = comm.kernel.ws.readyState;\n",
       "    function updateReadyState(_event) {\n",
       "        if (comm.kernel.ws) {\n",
       "            ws.readyState = comm.kernel.ws.readyState;\n",
       "        } else {\n",
       "            ws.readyState = 3; // Closed state.\n",
       "        }\n",
       "    }\n",
       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('error', updateReadyState);\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",
       "        var data = msg['content']['data'];\n",
       "        if (data['blob'] !== undefined) {\n",
       "            data = {\n",
       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
       "            };\n",
       "        }\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(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",
       "    // 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"
    },
    {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(Sp1.t/ms, Sp1.i, '.b', markersize=5)\n",
    "xlabel('Time (ms)')\n",
    "ylabel('Neuron index')\n",
    "text(30, n_i+8, 'e = {}    ||    i = {}    ||    n = {}    ||    p = {}'.format(exc, inh, n_i, p))\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hist(I2.w / gmax, 20)\n",
    "# xlabel('Outer Inh Weights / gmax');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hist(I1.w / gmax, 20)\n",
    "# xlabel('Inner Inh Weights / gmax');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "# shape(Wmon.w[:, 7000]) #synapses * time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.animation import FuncAnimation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "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_device_pixel_ratio', {\n",
       "                device_pixel_ratio: fig.ratio,\n",
       "            });\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",
       "    rubberband_canvas.addEventListener(\n",
       "        'dblclick',\n",
       "        on_mouse_event_closure('dblclick')\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",
       "    fig.rubberband_canvas.style.cursor = msg['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",
       "            var img = evt.data;\n",
       "            if (img.type !== 'image/png') {\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",
       "                img.type = 'image/png';\n",
       "            }\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",
       "                img\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 https://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",
       " * https://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.key === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.key;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.key !== 'Control') {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    else if (event.altKey && event.key !== 'Alt') {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k' + event.key;\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\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"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.binaryType = comm.kernel.ws.binaryType;\n",
       "    ws.readyState = comm.kernel.ws.readyState;\n",
       "    function updateReadyState(_event) {\n",
       "        if (comm.kernel.ws) {\n",
       "            ws.readyState = comm.kernel.ws.readyState;\n",
       "        } else {\n",
       "            ws.readyState = 3; // Closed state.\n",
       "        }\n",
       "    }\n",
       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('error', updateReadyState);\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",
       "        var data = msg['content']['data'];\n",
       "        if (data['blob'] !== undefined) {\n",
       "            data = {\n",
       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
       "            };\n",
       "        }\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(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",
       "    // 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=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fig = plt.figure(figsize=(5,5))\n",
    "# ax = fig.add_subplot(111)\n",
    "\n",
    "# def animate(frame_num):\n",
    "#     clf()\n",
    "#     timer = frame_num\n",
    "#     hist(Wmon.w[:,timer], 20)\n",
    "#     xlabel('Weight / gmax')\n",
    "\n",
    "# anim = FuncAnimation(fig, animate, frames=1000, interval=1)\n",
    "# show()\n",
    "# Wmon.w[:,num] = data[num]\n",
    "%matplotlib notebook\n",
    "from matplotlib.animation import FuncAnimation\n",
    "data = Wmon.w #shape(A x 8000 = running time)\n",
    "number_of_frames = 8000\n",
    "\n",
    "def update_hist(num, data):\n",
    "    plt.cla()\n",
    "    plt.hist(data[num])\n",
    "\n",
    "fig = plt.figure()\n",
    "hist = plt.hist(data[0])\n",
    "\n",
    "animation = FuncAnimation(fig, update_hist, number_of_frames, fargs=(data, ))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "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_device_pixel_ratio', {\n",
       "                device_pixel_ratio: fig.ratio,\n",
       "            });\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",
       "    rubberband_canvas.addEventListener(\n",
       "        'dblclick',\n",
       "        on_mouse_event_closure('dblclick')\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",
       "    fig.rubberband_canvas.style.cursor = msg['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",
       "            var img = evt.data;\n",
       "            if (img.type !== 'image/png') {\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",
       "                img.type = 'image/png';\n",
       "            }\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",
       "                img\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 https://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",
       " * https://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.key === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.key;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.key !== 'Control') {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    else if (event.altKey && event.key !== 'Alt') {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k' + event.key;\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\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"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.binaryType = comm.kernel.ws.binaryType;\n",
       "    ws.readyState = comm.kernel.ws.readyState;\n",
       "    function updateReadyState(_event) {\n",
       "        if (comm.kernel.ws) {\n",
       "            ws.readyState = comm.kernel.ws.readyState;\n",
       "        } else {\n",
       "            ws.readyState = 3; // Closed state.\n",
       "        }\n",
       "    }\n",
       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('error', updateReadyState);\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",
       "        var data = msg['content']['data'];\n",
       "        if (data['blob'] !== undefined) {\n",
       "            data = {\n",
       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
       "            };\n",
       "        }\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(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",
       "    // 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=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "n = 100\n",
    "number_of_frames = 1000\n",
    "data = np.random.rand(n, number_of_frames)\n",
    "\n",
    "def update_hist(num, data):\n",
    "    plt.cla()\n",
    "    plt.hist(data[num])\n",
    "\n",
    "fig = plt.figure()\n",
    "hist = plt.hist(data[0])\n",
    "animation = FuncAnimation(fig, update_hist, number_of_frames, fargs=(data, ) )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 1000)"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shape(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "index 200 is out of bounds for axis 0 with size 100",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Input \u001b[1;32mIn [80]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m200\u001b[39;49m\u001b[43m]\u001b[49m\n",
      "\u001b[1;31mIndexError\u001b[0m: index 200 is out of bounds for axis 0 with size 100"
     ]
    }
   ],
   "source": [
    "data[200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "shape(Wmon.w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Wmon.w[6000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 5400 synapses over 8000 timepoints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hist(Wmon.w[:,5000], 20)\n",
    "# xlabel('Weight / gmax')\n",
    "# n_iterations = 500\n",
    "\n",
    "# for i in range(n_iterations):\n",
    "#     clear_output(wait=True)\n",
    "#     hist(Wmon.w[:,i], 20)\n",
    "#     xlabel('Weight / gmax')\n",
    "# show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from matplotlib.animation import FFMpegWriter\n",
    "# %matplotlib inline\n",
    "# fig = plt.figure()\n",
    "# ax = plt.axes(projection='3d')\n",
    "\n",
    "# metadata = dict(title='randomseed', artist='k')\n",
    "# writer = FFMpegWriter(fps=60, metadata=metadata)\n",
    "\n",
    "# with writer.saving(fig, \"gameoflife.gif\", 100):\n",
    "#     for tval in range(0,1000):\n",
    "#         ax.plot(yf[0:tval,0],yf[0:tval,1],yf[0:tval,2])\n",
    "#         writer.grab_frame()"
   ]
  }
 ],
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