Tutorial.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6dd93ba3",
   "metadata": {},
   "source": [
    "## Main routine for fitting release kinetic model to experimental concentration profiles in Figure 2.20 (A) and (B)\n",
    "\n",
    "## Procedure outline:\n",
    "1. Plot experimental data, i.e. concentration files\n",
    "2. Fit of kinetic model\n",
    "3. Plot experimental data together with model fit\n",
    "\n",
    "Original author: [Hendrik Naatz](mailto:hendrik.naatz@arcelormittal.com)\n",
    "Corresponding author: [Lutz Mädler](mailto:lmaedler@iwt.uni-bremen.de)\n",
    "\n",
    "Current maintainer: [Stefan Endres](mailto:s.endres@iwt.uni-bremen.de)\n",
    "\n",
    "Dependencies: `scipy`, `matplotlib`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2f13d3e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Library imports:\n",
    "import numpy as np\n",
    "import codecs, json\n",
    "import copy\n",
    "# Non std. library imports:\n",
    "import scipy.io\n",
    "import scipy.optimize\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Module specific imports:\n",
    "from dmcuo.load_settings import load_settings\n",
    "from dmcuo.set_model_params import set_model_params\n",
    "#from obj_fun import obj_fun\n",
    "from dmcuo.reaction_kinetic_ODE_system import reaction_kinetic_ODE_system\n",
    "from dmcuo.diffusion_controlled_release import diffusion_controlled_release\n",
    "from dmcuo.obj_fun import obj_fun\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00b59eac",
   "metadata": {},
   "source": [
    "# 1. Plot experimental data, i.e. concentration files\n",
    "\n",
    "The first step in the workflow is to simply visualise the experimental concentration. The file stored in `dmcuo/Data/dissolution_profiles_cu2p.json` serves as a template using the data published in the accompanying paper. When modelling new chemical systems, the `data_path` variable below can point to another `.json` data file with new experimental data before proceding to Step 2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "43beb902",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data.keys() = dict_keys(['max', 'mean', 'min', 'time'])\n"
     ]
    }
   ],
   "source": [
    "# First load the data\n",
    "data_path = 'dmcuo/Data/dissolution_profiles_cu2p.json'\n",
    "opts, params, colors = load_settings()\n",
    "## Load settings\n",
    "# Note: N_Nodes should be 2500 for sufficient precision, see `load_settings.py` for additional options.\n",
    "opts, params, colors = load_settings()\n",
    "\n",
    "## Read in dissolution profiles, i.e. sampling times (time) in hours\n",
    "# and dissolved Cu2+ species (c_cu2p) in mM, obtained via UV-Vis\n",
    "# measurements according to [DOI: 10.1002/anie.201916183]\n",
    "# load data from json:\n",
    "obj_text = codecs.open(data_path, 'r', encoding='utf-8').read()\n",
    "data = json.loads(obj_text)\n",
    "print(f'data.keys() = {data.keys()}')\n",
    "for d in data:\n",
    "    data[d] = np.array(data[d])  # convert lists back to numpy arrays\n",
    "\n",
    "#  Keys if the 4 data sets for labels\n",
    "data_keys = ['CuO', 'CuO + 1% Fe', 'CuO + 6% Fe', 'CuO + 10% Fe']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d9ded9d",
   "metadata": {},
   "source": [
    "In the next cell we plot the data, note that the experimental error bars are optional. If only one experiment was performed simply use a single value in the `mean` key and comment out the `yerror` and `ax.errorbar` lines:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5eeb55da",
   "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": {
      "text/html": [
       "<img src=\"data:image/png;base64,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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(13,)\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f863668a770>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "## Plot experimental data (concentration profiles)\n",
    "fig = plt.figure(1)\n",
    "print(data['time'][0].shape)\n",
    "markers = ['o', '^', 's', 'h']\n",
    "ax = plt.gca()\n",
    "for i in range(params.n_data):\n",
    "    print(i)\n",
    "    t = data['time'][i]\n",
    "    y = data['mean'][i]\n",
    "    ax.scatter(t, y, marker=markers[i], s=30, color=colors[i],\n",
    "                label=data_keys[i])\n",
    "    yerror = data['max'][i] - data['min'][i]\n",
    "    ax.errorbar(t, y, yerr=yerror, ls='none', color='Black',\n",
    "                 elinewidth=2, capthick=2, errorevery=1, alpha=1, ms=4, capsize=5\n",
    "                 )\n",
    "ax.set_xscale('log')\n",
    "ax.set_xlabel('Time t in h'#, fontsize=28\n",
    "              )\n",
    "ax.set_ylabel(r'Concentration $c_{Cu2+}$ in mM'#, fontsize=28\n",
    "              )\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9548d556",
   "metadata": {},
   "source": [
    "# 2. Fit of kinetic model\n",
    "\n",
    "Next we fit the parameteris of the kinetic model, it is essential to have good initial guess values, the guess values in the following cell worked well for the accompanying paper, new sytems might require new estimates. The boundaries of the optimisation routine should also be manually changed in the `set_model_params.py` file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7555e067",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Fit of kinetic model\n",
    "# Initial guess of model parameters\n",
    "k1 = 20  #% Dissolution rate constant for 0#% Fe\n",
    "k2 = 4  #% Dissolution rate constant for 1#% Fe\n",
    "k3 = 2.75  #% Dissolution rate constant for 6#% Fe\n",
    "k4 = 1  #% Dissolution rate constant for 10#% Fe\n",
    "ks = 1.25  #% Atomic surface concentration\n",
    "D_solid = 0.00005  #% Diffusion coefficient\n",
    "c1 = 2.25  # % C_CuO,0 inital concentration, always close to inital concentration given\n",
    "\n",
    "#% Initial values\n",
    "c2 = 0  #% C_Cu2+,0 initial concentration\n",
    "c3 = 5  #% C_AminoAcid,0 initial concentration\n",
    "c4 = 0  #% C_crystalization,0 initial concentration\n",
    "\n",
    "# % Set initial model parameters and boundaries (currently fixed to optimized\n",
    "# % value, these can be modified in `set_model_params.py` file:\n",
    "params_0, params_lb, params_ub = set_model_params(k1, k2, k3, k4, ks, D_solid, c1, c2, c3, c4)\n",
    "# % Number of fit parameters as defined in params_0\n",
    "nvar = len(params_0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eebbf74a",
   "metadata": {},
   "source": [
    "Next we compute the model paramters regressed to the data (note that this cell might take several minutes to run):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8679b6fb",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.10/site-packages/scipy/integrate/_ivp/common.py:46: UserWarning: `rtol` is too low, setting to 2.220446049250313e-14\n",
      "  warn(\"`rtol` is too low, setting to {}\".format(100 * EPS))\n",
      "/home/endres/iwt-projects/naatz/DissolutionModelCuO/dmcuo/dmcuo/radial_diffusion_PDE.py:31: RuntimeWarning: divide by zero encountered in double_scalars\n",
      "  \n",
      "/usr/lib/python3.10/site-packages/scipy/integrate/_ode.py:1350: UserWarning: lsoda: Excess accuracy requested (tolerances too small).\n",
      "  warnings.warn('{:s}: {:s}'.format(self.__class__.__name__,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.00000000000sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "00D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that isol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "n the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  rsol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      "1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that isol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "n the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that isol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "n the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that i\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      "n the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       (h = step size). solver will sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that isol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "n the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.] lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) \n",
      "sol2.t = [0.]\n",
      "and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      "and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that idata = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      "n the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that isol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      "n the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      "and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t +sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.00000000000sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "00D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that isol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "n the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      "sol2.y = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "sol2.t = [0.]\n",
      "data = {'max': array([[0.        , 1.70181741, 1.87717624, 1.94690033, 1.92696205,\n",
      "        1.93631995, 2.00662173, 2.0336764 , 2.04885592, 2.09324263,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94805307, 1.24506986, 1.36054964, 1.42090827,\n",
      "        1.4537595 , 1.65248135, 1.75257673, 1.79925364, 1.80149542,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59736974, 0.71563394, 0.77280676, 0.79713864,\n",
      "        0.90279962, 0.98148399, 1.025954  , 1.01772368, 1.05651056,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.34044858, 0.38457369, 0.40459676, 0.42601389,\n",
      "        0.41986828, 0.47828531, 0.5460153 , 0.57802178, 0.60816787,\n",
      "        0.72061349, 0.76472437, 0.74335344]]), 'mean': array([[0.        , 1.62860165, 1.83684412, 1.91019723, 1.91966707,\n",
      "        1.93097585, 2.00204807, 2.02989875, 2.04653074, 2.08234468,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.94217662, 1.2190105 , 1.35575389, 1.40794332,\n",
      "        1.44224305, 1.63146615, 1.72476416, 1.78191397, 1.80042407,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59688394, 0.712765  , 0.76533348, 0.79114235,\n",
      "        0.89429602, 0.96786638, 1.01458404, 1.01318619, 1.05209645,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.33035153, 0.37423397, 0.38796681, 0.4063836 ,\n",
      "        0.40717056, 0.45760539, 0.5157716 , 0.55133279, 0.5969479 ,\n",
      "        0.68046204, 0.74803808, 0.74204085]]), 'min': array([[0.        , 1.55538589, 1.796512  , 1.87349413, 1.91237208,\n",
      "        1.92563174, 1.99747441, 2.0261211 , 2.04420557, 2.07144673,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.93630016, 1.19295115, 1.35095813, 1.39497837,\n",
      "        1.4307266 , 1.61045095, 1.69695158, 1.7645743 , 1.79935272,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.59639813, 0.70989606, 0.75786019, 0.78514605,\n",
      "        0.88579242, 0.95424877, 1.00321408, 1.00864871, 1.04768234,\n",
      "        0.        , 0.        , 0.        ],\n",
      "       [0.        , 0.32025448, 0.36389425, 0.37133686, 0.38675332,\n",
      "        0.39447283, 0.43692546, 0.48552789, 0.5246438 , 0.58572794,\n",
      "        0.6403106 , 0.7313518 , 0.74072826]]), 'time': array([[  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  96. ,\n",
      "        186. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   7.5,  24. ,  48. ,  72. ,\n",
      "        144. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,  24. ,  72. , 144. , 192. ,\n",
      "        240. ,   0. ,   0. ,   0. ],\n",
      "       [  0. ,   1.5,   3. ,   4.5,   6. ,   8. ,  24. ,  48. ,  72. ,\n",
      "         96. , 186. , 210. , 234. ]])}\n",
      "opts = <dmcuo.load_settings.load_settings.<locals>.Opts object at 0x7f7fabf1a1a0>\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =  0.0000000000000D+00\n",
      " lsoda--  above warning has been issued i1 times.  \u0000\u0000\n",
      "       it will not be issued again for this problem\u0000\u0000\n",
      "      in above message,  i1 =        10\n",
      " lsoda--  at t (=r1), too much accuracy requested  \u0000\u0000\n",
      "       for precision of machine..  see tolsf (=r2) \u0000\u0000\n",
      "      in above,  r1 =  0.0000000000000D+00   r2 =                  NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/endres/iwt-projects/naatz/DissolutionModelCuO/dmcuo/dmcuo/reaction_kinetic_ODE_system.py:11: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  dcdt[1-1] = -k[l] * (1/k[5] * (c[8-1]/(c[7-1] + c[8-1])) * c[5-1]) ** (m/2) * c[3-1] ** (n/2)\n",
      "/home/endres/iwt-projects/naatz/DissolutionModelCuO/dmcuo/dmcuo/reaction_kinetic_ODE_system.py:13: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  dcdt[2-1] = k[l] * (1/k[5] * (c[8-1]/(c[7-1] + c[8-1])) * c[5-1]) ** (m/2) * c[3-1] ** (n/2)\n",
      "/home/endres/iwt-projects/naatz/DissolutionModelCuO/dmcuo/dmcuo/reaction_kinetic_ODE_system.py:15: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  dcdt[3-1] = -2 * k[l] * (1/k[5] * (c[8-1]/(c[7-1] + c[8-1])) * c[5-1]) ** (m/2) * c[3-1] ** (n/2)\n",
      "/home/endres/iwt-projects/naatz/DissolutionModelCuO/dmcuo/dmcuo/reaction_kinetic_ODE_system.py:17: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  dcdt[4-1] = -k[l]/c[5-1] * (1/k[5] * (c[8-1]/(c[7-1] + c[8-1])) * c[5-1]) ** (m/2)  \\\n",
      "/home/endres/iwt-projects/naatz/DissolutionModelCuO/dmcuo/dmcuo/reaction_kinetic_ODE_system.py:20: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  dcdt[5-1] = -n_particle/c[5-1] * 8 * np.pi * c[4-1] * k[l] * (1/k[5] * (c[8-1]/(c[7-1] + c[8-1]))  \\\n",
      "/home/endres/iwt-projects/naatz/DissolutionModelCuO/dmcuo/dmcuo/reaction_kinetic_ODE_system.py:25: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  dcdt[7-1] = k[l] * (1/k[5] * (c[8-1]/(c[7-1] + c[8-1])) * c[5-1]) ** (m/2) * c[3-1] ** (n/2)  \\\n",
      "/home/endres/iwt-projects/naatz/DissolutionModelCuO/dmcuo/dmcuo/reaction_kinetic_ODE_system.py:28: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  dcdt[8-1] = -1/k[5]/c[5-1] * n_particle * 8 * np.pi * c[4-1] * k[l] * (1/k[5] * (c[8-1]/(c[7-1] + c[8-1])) \\\n",
      "/home/endres/iwt-projects/naatz/DissolutionModelCuO/dmcuo/dmcuo/reaction_kinetic_ODE_system.py:29: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  * c[5-1]) ** (m/2) * c[3-1] ** (n/2) * params.M_CuO/params.rho_CuO-k[l] * (1/k[5] \\\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Input \u001b[0;32mIn [16]\u001b[0m, in \u001b[0;36m<cell line: 16>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     13\u001b[0m     obj \u001b[38;5;241m=\u001b[39m obj_fun(params_0, data, params, opts, colors)\n\u001b[1;32m     14\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m obj[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m---> 16\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mscipy\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptimize\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mminimize\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams_0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolors\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     17\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrest = \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mres\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m     18\u001b[0m params_f \u001b[38;5;241m=\u001b[39m res\u001b[38;5;241m.\u001b[39mx\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/optimize/_minimize.py:676\u001b[0m, in \u001b[0;36mminimize\u001b[0;34m(fun, x0, args, method, jac, hess, hessp, bounds, constraints, tol, callback, options)\u001b[0m\n\u001b[1;32m    674\u001b[0m     res \u001b[38;5;241m=\u001b[39m _minimize_cg(fun, x0, args, jac, callback, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions)\n\u001b[1;32m    675\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m meth \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbfgs\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m--> 676\u001b[0m     res \u001b[38;5;241m=\u001b[39m \u001b[43m_minimize_bfgs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mjac\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallback\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    677\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m meth \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnewton-cg\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m    678\u001b[0m     res \u001b[38;5;241m=\u001b[39m _minimize_newtoncg(fun, x0, args, jac, hess, hessp, callback,\n\u001b[1;32m    679\u001b[0m                              \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions)\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/optimize/_optimize.py:1322\u001b[0m, in \u001b[0;36m_minimize_bfgs\u001b[0;34m(fun, x0, args, jac, callback, gtol, norm, eps, maxiter, disp, return_all, finite_diff_rel_step, **unknown_options)\u001b[0m\n\u001b[1;32m   1319\u001b[0m pk \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39mnp\u001b[38;5;241m.\u001b[39mdot(Hk, gfk)\n\u001b[1;32m   1320\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m   1321\u001b[0m     alpha_k, fc, gc, old_fval, old_old_fval, gfkp1 \u001b[38;5;241m=\u001b[39m \\\n\u001b[0;32m-> 1322\u001b[0m              \u001b[43m_line_search_wolfe12\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmyfprime\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mxk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgfk\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1323\u001b[0m \u001b[43m                                  \u001b[49m\u001b[43mold_fval\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mold_old_fval\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mamin\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1e-100\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mamax\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1e100\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1324\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m _LineSearchError:\n\u001b[1;32m   1325\u001b[0m     \u001b[38;5;66;03m# Line search failed to find a better solution.\u001b[39;00m\n\u001b[1;32m   1326\u001b[0m     warnflag \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m2\u001b[39m\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/optimize/_optimize.py:1100\u001b[0m, in \u001b[0;36m_line_search_wolfe12\u001b[0;34m(f, fprime, xk, pk, gfk, old_fval, old_old_fval, **kwargs)\u001b[0m\n\u001b[1;32m   1086\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   1087\u001b[0m \u001b[38;5;124;03mSame as line_search_wolfe1, but fall back to line_search_wolfe2 if\u001b[39;00m\n\u001b[1;32m   1088\u001b[0m \u001b[38;5;124;03msuitable step length is not found, and raise an exception if a\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   1095\u001b[0m \n\u001b[1;32m   1096\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   1098\u001b[0m extra_condition \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mextra_condition\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[0;32m-> 1100\u001b[0m ret \u001b[38;5;241m=\u001b[39m \u001b[43mline_search_wolfe1\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfprime\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mxk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgfk\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1101\u001b[0m \u001b[43m                         \u001b[49m\u001b[43mold_fval\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mold_old_fval\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1102\u001b[0m \u001b[43m                         \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1104\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ret[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m extra_condition \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m   1105\u001b[0m     xp1 \u001b[38;5;241m=\u001b[39m xk \u001b[38;5;241m+\u001b[39m ret[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m*\u001b[39m pk\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/optimize/_linesearch.py:84\u001b[0m, in \u001b[0;36mline_search_wolfe1\u001b[0;34m(f, fprime, xk, pk, gfk, old_fval, old_old_fval, args, c1, c2, amax, amin, xtol)\u001b[0m\n\u001b[1;32m     80\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39mdot(gval[\u001b[38;5;241m0\u001b[39m], pk)\n\u001b[1;32m     82\u001b[0m derphi0 \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mdot(gfk, pk)\n\u001b[0;32m---> 84\u001b[0m stp, fval, old_fval \u001b[38;5;241m=\u001b[39m \u001b[43mscalar_search_wolfe1\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     85\u001b[0m \u001b[43m        \u001b[49m\u001b[43mphi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mderphi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mold_fval\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mold_old_fval\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mderphi0\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     86\u001b[0m \u001b[43m        \u001b[49m\u001b[43mc1\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mc1\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mc2\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mc2\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mamax\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mamax\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mamin\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mamin\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mxtol\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mxtol\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     88\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m stp, fc[\u001b[38;5;241m0\u001b[39m], gc[\u001b[38;5;241m0\u001b[39m], fval, old_fval, gval[\u001b[38;5;241m0\u001b[39m]\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/optimize/_linesearch.py:160\u001b[0m, in \u001b[0;36mscalar_search_wolfe1\u001b[0;34m(phi, derphi, phi0, old_phi0, derphi0, c1, c2, amax, amin, xtol)\u001b[0m\n\u001b[1;32m    158\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m task[:\u001b[38;5;241m2\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFG\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m    159\u001b[0m     alpha1 \u001b[38;5;241m=\u001b[39m stp\n\u001b[0;32m--> 160\u001b[0m     phi1 \u001b[38;5;241m=\u001b[39m \u001b[43mphi\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstp\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    161\u001b[0m     derphi1 \u001b[38;5;241m=\u001b[39m derphi(stp)\n\u001b[1;32m    162\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/optimize/_linesearch.py:75\u001b[0m, in \u001b[0;36mline_search_wolfe1.<locals>.phi\u001b[0;34m(s)\u001b[0m\n\u001b[1;32m     73\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mphi\u001b[39m(s):\n\u001b[1;32m     74\u001b[0m     fc[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m---> 75\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[43mxk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43ms\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mpk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:267\u001b[0m, in \u001b[0;36mScalarFunction.fun\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m    265\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39marray_equal(x, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mx):\n\u001b[1;32m    266\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_update_x_impl(x)\n\u001b[0;32m--> 267\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_fun\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    268\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:251\u001b[0m, in \u001b[0;36mScalarFunction._update_fun\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    249\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_update_fun\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    250\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf_updated:\n\u001b[0;32m--> 251\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_fun_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    252\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf_updated \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:155\u001b[0m, in \u001b[0;36mScalarFunction.__init__.<locals>.update_fun\u001b[0;34m()\u001b[0m\n\u001b[1;32m    154\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mupdate_fun\u001b[39m():\n\u001b[0;32m--> 155\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf \u001b[38;5;241m=\u001b[39m \u001b[43mfun_wrapped\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/optimize/_differentiable_functions.py:137\u001b[0m, in \u001b[0;36mScalarFunction.__init__.<locals>.fun_wrapped\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m    133\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnfev \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m    134\u001b[0m \u001b[38;5;66;03m# Send a copy because the user may overwrite it.\u001b[39;00m\n\u001b[1;32m    135\u001b[0m \u001b[38;5;66;03m# Overwriting results in undefined behaviour because\u001b[39;00m\n\u001b[1;32m    136\u001b[0m \u001b[38;5;66;03m# fun(self.x) will change self.x, with the two no longer linked.\u001b[39;00m\n\u001b[0;32m--> 137\u001b[0m fx \u001b[38;5;241m=\u001b[39m \u001b[43mfun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    138\u001b[0m \u001b[38;5;66;03m# Make sure the function returns a true scalar\u001b[39;00m\n\u001b[1;32m    139\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39misscalar(fx):\n",
      "Input \u001b[0;32mIn [16]\u001b[0m, in \u001b[0;36mobj\u001b[0;34m(x, data, params, opts, colors)\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mobj\u001b[39m(x,data, params, opts, colors):\n\u001b[1;32m     12\u001b[0m     params_0 \u001b[38;5;241m=\u001b[39m x\n\u001b[0;32m---> 13\u001b[0m     obj \u001b[38;5;241m=\u001b[39m \u001b[43mobj_fun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mparams_0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     14\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m obj[\u001b[38;5;241m0\u001b[39m]\n",
      "File \u001b[0;32m~/iwt-projects/naatz/DissolutionModelCuO/dmcuo/dmcuo/obj_fun.py:91\u001b[0m, in \u001b[0;36mobj_fun\u001b[0;34m(params_x, data, params, opts, colors, diffusion)\u001b[0m\n\u001b[1;32m     88\u001b[0m  sim.append(sol1.y)\n\u001b[1;32m     89\u001b[0m  sim2.append(sol2.y)\n\u001b[0;32m---> 91\u001b[0m  # % Plot intermediate results for each iteration step\n\u001b[1;32m     92\u001b[0m  #NOTE: plt.pause(0.01) can do this if needed, however, I would not recommend\n\u001b[1;32m     93\u001b[0m  #      this in any simulation loop for performance considerations. - Stefan Endres\n\u001b[1;32m     94\u001b[0m # #%% Save model results for plot\n\u001b[1;32m     95\u001b[0m  model['t'].append(sol1.t)\n\u001b[1;32m     96\u001b[0m  model['c_cu2p_1'].append(sol1.y)\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/integrate/_ivp/ivp.py:580\u001b[0m, in \u001b[0;36msolve_ivp\u001b[0;34m(fun, t_span, y0, method, t_eval, dense_output, events, vectorized, args, **options)\u001b[0m\n\u001b[1;32m    578\u001b[0m status \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    579\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m status \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 580\u001b[0m     message \u001b[38;5;241m=\u001b[39m \u001b[43msolver\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstep\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    582\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m solver\u001b[38;5;241m.\u001b[39mstatus \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfinished\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m    583\u001b[0m         status \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/integrate/_ivp/base.py:181\u001b[0m, in \u001b[0;36mOdeSolver.step\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    179\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    180\u001b[0m     t \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mt\n\u001b[0;32m--> 181\u001b[0m     success, message \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_step_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    183\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m success:\n\u001b[1;32m    184\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstatus \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfailed\u001b[39m\u001b[38;5;124m'\u001b[39m\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/integrate/_ivp/rk.py:163\u001b[0m, in \u001b[0;36mRungeKutta._step_impl\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    161\u001b[0m         step_accepted \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m    162\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 163\u001b[0m         h_abs \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mmax\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mMIN_FACTOR\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    164\u001b[0m \u001b[43m                     \u001b[49m\u001b[43mSAFETY\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m \u001b[49m\u001b[43merror_norm\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43merror_exponent\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    165\u001b[0m         step_rejected \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m    167\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mh_previous \u001b[38;5;241m=\u001b[39m h\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# % Definition of fit function (RMSE) to minimize in file obj_fun\n",
    "obj_fun(params_0, data, params, opts, colors)\n",
    "# % Fitting of model parameters with minimum root mean square error (params_f) using\n",
    "\n",
    "# Compute the bounds sequence for the specified bounds:\n",
    "bounds = []\n",
    "for plb, pub in zip(params_lb, params_ub):\n",
    "    bounds.append([plb, pub])\n",
    "    \n",
    "# Wrapper for the solver:\n",
    "def obj(x,data, params, opts, colors):\n",
    "    params_0 = x\n",
    "    obj = obj_fun(params_0, data, params, opts, colors)\n",
    "    return obj[0]\n",
    "\n",
    "res = scipy.optimize.minimize(obj, params_0, args=(data, params, opts, colors))\n",
    "print(f'rest = {res}')\n",
    "params_f = res.x\n",
    "# For this example, we should get params_f = params_0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40dde8ae",
   "metadata": {},
   "source": [
    "# 3. Plot experimental data together with model fit\n",
    "\n",
    "Finally we plot the model with the fitted parameters and compare the resutls to the experimental data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "be762e3d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.10/site-packages/scipy/integrate/_ivp/common.py:46: UserWarning: `rtol` is too low, setting to 2.220446049250313e-14\n",
      "  warn(\"`rtol` is too low, setting to {}\".format(100 * EPS))\n"
     ]
    }
   ],
   "source": [
    "# First we compute a higher resolution output for the model, starting with 3000 spatial points:\n",
    "tSpan = np.linspace(0, data['time'][-1][-1], 3000)\n",
    "tl = data['time'].shape[0]\n",
    "data_time = copy.copy(data['time'])  # temporary variable\n",
    "data['time'] = []\n",
    "for l in range(tl):\n",
    "    data['time'].append(tSpan)\n",
    "    \n",
    "# Now we can compute the model output using the model contained in `obj_fun`: \n",
    "[minSquareError, model, sol2] = obj_fun(params_f, data, params, opts, colors)\n",
    "\n",
    "# \n",
    "data['time'] = data_time\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7efa770b",
   "metadata": {},
   "source": [
    "Finally we plot the results. The solid line is the model output with diffusion, the striped line is the results kinetic withtout the diffusion component:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9d8abdc5",
   "metadata": {
    "scrolled": false
   },
   "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": {
      "text/html": [
       "<img src=\"data:image/png;base64,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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f8633d56e60>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# %#% Plot final model fit and experimental data (concentration profiles)\n",
    "fig = plt.figure(2)\n",
    "markers = ['o', '^', 's', 'h']\n",
    "ax = plt.gca()\n",
    "for i in range(params.n_data):\n",
    "    print(i)\n",
    "    t = data['time'][i]\n",
    "    y = data['mean'][i]\n",
    "    ax.scatter(t, y, marker=markers[i], s=30, color=colors[i],\n",
    "               label=data_keys[i])\n",
    "    yerror = data['max'][i] - data['min'][i]\n",
    "    ax.errorbar(t, y, yerr=yerror, ls='none', color='Black',\n",
    "                elinewidth=2, capthick=2, errorevery=1, alpha=1, ms=4, capsize=5\n",
    "                )\n",
    "    ax.plot(model['t'][i][1:], model['c_cu2p_1'][i][2-1][1:], '--', color=colors[i])\n",
    "    ax.plot(model['t'][i][1:], model['c_cu2p_1'][i][2-1][1:] + model['c_cu2p_2'][i][1:], color=colors[i])\n",
    "ax.set_xscale('log')\n",
    "ax.set_xlabel('Time t in h'  # , fontsize=28\n",
    "              )\n",
    "ax.set_ylabel(r'Concentration $c_{Cu2+}$ in mM'  # , fontsize=28\n",
    "              )\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c16d51bd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}