LiberTEM/LiberTEM

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examples/live-plotting.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Live plotting for LiberTEM UDFs\n",
    "\n",
    "This example demonstrates the live plotting feature of LiberTEM that is introduced in release 0.7.0. It can update a plot with new results while LiberTEM processing is running.\n",
    "\n",
    "The data can be downloaded at https://zenodo.org/record/5113449.\n",
    "\n",
    "This notebook requires additional packages `bqplot`, `bqplot_image_gl` and `ipywidgets`. See also https://ipywidgets.readthedocs.io/en/stable/user_install.html#installing-in-classic-jupyter-notebook\n",
    "in case the plots don't show."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors\n",
    "import ipywidgets\n",
    "import IPython\n",
    "import numpy as np\n",
    "\n",
    "import libertem.api as lt\n",
    "from libertem.udf import UDF\n",
    "from libertem.udf.raw import PickUDF\n",
    "from libertem.viz.mpl import MPLLive2DPlot\n",
    "from libertem.viz.bqp import BQLive2DPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot classes\n",
    "\n",
    "Currently, LiberTEM implements three back-ends for live plotting:\n",
    "\n",
    "- `libertem.viz.mpl.MPLLive2DPlot` with a `matplotlib` back-end. It is the default since `matplotlib` is the most popular and mature plotting package for Python. It requires about 100-200 ms to display or update a plot, which only allows a few updates per second.\n",
    "- `libertem.viz.bqp.BQLive2DPlot` with a `bqplot_image_gl` back-end. It is much faster than `matplotlib` and can easily keep up with the full update rate of LiberTEM for a smoother and more responsive display.\n",
    "- `libertem.viz.gms.GMSLive2DPlot` for plotting within Digital Micrograph, Gatan Microscopy Suite. This only works using the Python scripting of recent GMS releases and is not demonstrated here.\n",
    "\n",
    "Additional plotting back-ends can be implemented by deriving from `libertem.viz.base.Live2DPlot`.\n",
    "\n",
    "Here we change the default class for live plotting to `BQLive2DPlot` and then change it back right away by assigning to the `plot_class` property of the LiberTEM `Context` object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We set the Context to use BQLive2DPlot for live plotting\n",
    "ctx = lt.Context(plot_class=BQLive2DPlot)\n",
    "\n",
    "# We change it right back to the default MPLLive2DPlot\n",
    "ctx.plot_class = MPLLive2DPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_base_path = os.environ.get(\"TESTDATA_BASE_PATH\", \"/home/alex/Data/\")\n",
    "ds = ctx.load(\"auto\", path=os.path.join(data_base_path, \"20200518 165148/default.hdr\"))\n",
    "\n",
    "# This internal method is used here to artificially create more partitions than necessary\n",
    "# for better demonstration of live plotting on machines with few cores.\n",
    "# This reduces performance, should NOT be used in production and can change without\n",
    "# notice in future releases.\n",
    "ds.set_num_cores(32)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Demo UDFs\n",
    "\n",
    "We implement three simple user-defined functions (UDFs) to demonstrate the various features and options for live plotting. They calculate a map of the navigation space with sum and maximum, a map of the signal space with sum and maximum, and a global maximum.\n",
    "\n",
    "See https://libertem.github.io/LiberTEM/udf.html for more information on UDFs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "class DemoNavUDF(UDF):\n",
    "    def get_result_buffers(self):\n",
    "        return {\n",
    "            'nav_sum': self.buffer(kind='nav', dtype='float32'),\n",
    "            'nav_max': self.buffer(kind='nav', dtype='float32'),\n",
    "        }\n",
    "    \n",
    "    def process_frame(self, frame):\n",
    "        self.results.nav_sum[:] = np.sum(frame)\n",
    "        self.results.nav_max[:] = np.max(frame)\n",
    "                \n",
    "\n",
    "class DemoSigUDF(UDF):\n",
    "    def get_result_buffers(self):\n",
    "        return {\n",
    "            'sig_sum': self.buffer(kind='sig', dtype='float32'),\n",
    "            'sig_max': self.buffer(kind='sig', dtype='float32'),\n",
    "        }\n",
    "    \n",
    "    def process_frame(self, frame):\n",
    "        self.results.sig_sum += frame\n",
    "        np.maximum(self.results.sig_max, frame, out=self.results.sig_max)\n",
    "        \n",
    "    def merge(self, dest, src):\n",
    "        dest.sig_sum += src.sig_sum\n",
    "        np.maximum(dest.sig_max, src.sig_max, out=dest.sig_max)\n",
    "        \n",
    "\n",
    "class DemoSingleUDF(UDF):\n",
    "    def get_result_buffers(self):\n",
    "        return {\n",
    "            'maximum': self.buffer(kind='single', dtype='float32'),\n",
    "        }\n",
    "    \n",
    "    def process_frame(self, frame):\n",
    "        self.results.maximum[:] = np.maximum(self.results.maximum, np.max(frame))\n",
    "        \n",
    "    def merge(self, dest, src):\n",
    "        dest.maximum[:] = np.maximum(dest.maximum, src.maximum)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The UDFs are instantiated and stored in a list for subsequent use."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "udfs = [DemoNavUDF(), DemoSigUDF(), DemoSingleUDF()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot all plottable channels\n",
    "\n",
    "Note how `Context.run_udf()` can execute several UDFs in one pass since release 0.7.0 by passing a list or tuple of UDFs.\n",
    "\n",
    "By setting `plots=True` you can plot all channels that have a 2D shape after applying `np.squeeze`. The `DemoSingleUDF` is not plotted since its only channel `maximum` is a single value. This triggers a warning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\weber\\Documents\\src\\LiberTEM\\src\\libertem\\api.py:1439: UserWarning: No plottable channels found for UDF #2: DemoSingleUDF, not plotting.\n",
      "  warnings.warn(\n"
     ]
    },
    {
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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "217fb056f6e040e3a03682873249cf7b",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2ad7bad29337471ca0391df0fc89d4ba",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "897e126627834da69ed97ff591507c52",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "# (output is ignored in nbval run because it somehow doesn't work with widgets)\n",
    "res = ctx.run_udf(dataset=ds, udf=udfs, plots=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Select specific channels\n",
    "\n",
    "We can specify which channels should be plotted by passing a nested list with channel names for each of the UDFs as the `plots` parameter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b8e332cfe6084393863570e0e6e3232c",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9889cd19af7747ed98dd203d12573752",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "691f91808b2c435e9591dcdf8a49ace7",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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7TEREhNelaiosW7bM3HbbbSY0NNQEBgaauLg4M2nSJPPDDz9U2vbcufXz8zNhYWGmY8eO5sEHHzTbtm2rtH3FZVnmzJlTedJ/Nn8XuwzMihUrzMCBA01MTIwJCgoyMTExZtiwYebbb7+t9HznXnrFGGPeeecd06ZNGxMcHGzi4+PNhx9+aIYMGWLatGlzwef8uR49epgbb7yx0vLY2FjTr1+/Ssv1s8vm/PDDD+a+++4zjRs3Ng0aNDApKSlm586dJjY21nOJnoMHDxqn02kGDBhQaX933nmnqV+/vvnXv/51WeMGcGUcxnDOHUDtlZ+fr0aNGunpp5++7Ldo66qbbrpJTZo0UVZWlq+HAuAXis8AAqg1qvpW74svvihJF73WXl1UWlpa6V9Uyc7O1qZNm6ycDwCXjjOAAGqNzMxMZWZmqm/fvmrQoIHWrl2rhQsXqnfv3vr00099Pbwat2/fPiUnJ+uee+5RTEyMdu7cqXnz5snpdGrr1q2KiIjQiRMnVFJSct59+Pv7n/eLNwDqLr4EAqDWaN++vQICAjR79mwVFhZ6vhjy9NNP+3poPtGoUSN16tRJf/7zn3Xs2DHVr19f/fr106xZszxfvhg8eLBWr1593n3ExsZq3759NTRiAL8UnAG03Ny5czVnzhy53W516NBBL7/8sm6++WZfDwvAVbJx48ZK10k8V0hIiLp161aDIwLwS0AAWuzdd9/ViBEjNG/ePCUmJurFF1/UokWLlJubq8jISF8PDwAAVBMC0GKJiYnq0qWL50K65eXlatasmSZMmKDf/e53Ph4dAACoLnwG0FIlJSXauHGjMjIyPMv8/PyUnJysnJycStsXFxd7/YsE5eXlOnHihCIiIir94/EAgF8+Y4yKiooUExMjPz8uCmIbAtBS33//vc6ePauoqCiv5VFRUZ5/v/VcM2fO1IwZM2pqeACAGnLw4EHPv8oCexCAuCQZGRmaNGmS535BQYGaN2+u7uqrAAX6cGQAgCtRplKt1Sdq2LChr4cCHyAALdW4cWP5+/srLy/Pa3leXp5cLlel7YODgxUcHFxpeYACFeAgAAGg1vn/3wDgYzx24k1/SwUFBalTp05asWKFZ1l5eblWrFihpKQkH44MAABUN84AWmzSpEkaOXKkOnfurJtvvlkvvviiTp06pfvuu8/XQwMAANWIALTY0KFDdezYMU2dOlVut1s33XSTli9fXumLIQAAoG7hOoC4IoWFhXI6neqpgXwGEABqoTJTqmwtUUFBgUJDQ309HNQwPgMIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAOug6dOny+FweN3atGnjWX/mzBmlp6crIiJCDRo00JAhQ5SXl+fDEQMAgJpEANZRN954o44cOeK5rV271rPuoYce0kcffaRFixZp9erVOnz4sAYPHuzD0QIAgJoU4OsBoHoEBATI5XJVWl5QUKA33nhDCxYs0O233y5Jmj9/vtq2bat169apa9euNT1UAABQwzgDWEft2rVLMTExatGihYYPH64DBw5IkjZu3KjS0lIlJyd7tm3Tpo2aN2+unJwcXw0XAADUIM4A1kGJiYnKzMxU69atdeTIEc2YMUO33HKLtm7dKrfbraCgIIWFhXk9JioqSm63+7z7LC4uVnFxsed+YWFhdQ0fAABUMwKwDurTp4/n5/bt2ysxMVGxsbF67733FBISckX7nDlzpmbMmHG1hggAAHyIt4AtEBYWphtuuEG7d++Wy+VSSUmJ8vPzvbbJy8ur8jODFTIyMlRQUOC5HTx4sJpHDQAAqgsBaIGTJ09qz549io6OVqdOnRQYGKgVK1Z41ufm5urAgQNKSko67z6Cg4MVGhrqdQMAALUTbwHXQQ8//LAGDBig2NhYHT58WNOmTZO/v7+GDRsmp9Op0aNHa9KkSQoPD1doaKgmTJigpKQkvgEMAIAlCMA66NChQxo2bJiOHz+uJk2aqHv37lq3bp2aNGkiSXrhhRfk5+enIUOGqLi4WCkpKXr11Vd9PGoAAFBTHMYY4+tBoPYpLCyU0+lUTw1UgCPQ18MBAFymMlOqbC1RQUEBH+uxEJ8BBAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIC10Jo1azRgwADFxMTI4XDogw8+8FpvjNHUqVMVHR2tkJAQJScna9euXV7bnDhxQsOHD1doaKjCwsI0evRonTx5sgaPAgAA+AoBWAudOnVKHTp00Ny5c6tcP3v2bL300kuaN2+e1q9fr/r16yslJUVnzpzxbDN8+HBt27ZNWVlZWrp0qdasWaOxY8fW1CEAAAAfchhjjK8HgSvncDi0ePFiDRo0SNJPZ/9iYmI0efJkPfzww5KkgoICRUVFKTMzU2lpadqxY4fatWunDRs2qHPnzpKk5cuXq2/fvjp06JBiYmIu+ryFhYVyOp3qqYEKcARW2/EBAKpHmSlVtpaooKBAoaGhvh4OahhnAOuYvXv3yu12Kzk52bPM6XQqMTFROTk5kqScnByFhYV54k+SkpOT5efnp/Xr19f4mAEAQM0K8PUAcHW53W5JUlRUlNfyqKgozzq3263IyEiv9QEBAQoPD/ds83PFxcUqLi723C8sLLyawwYAADWIM4C4JDNnzpTT6fTcmjVr5ushAQCAK0QA1jEul0uSlJeX57U8Ly/Ps87lcuno0aNe68vKynTixAnPNj+XkZGhgoICz+3gwYPVMHoAAFATCMA6Ji4uTi6XSytWrPAsKyws1Pr165WUlCRJSkpKUn5+vjZu3OjZZuXKlSovL1diYmKV+w0ODlZoaKjXDQAA1E58BrAWOnnypHbv3u25v3fvXn3zzTcKDw9X8+bNNXHiRD399NNq1aqV4uLiNGXKFMXExHi+Kdy2bVulpqZqzJgxmjdvnkpLSzV+/HilpaVd0jeAAQBA7UYA1kJfffWVbrvtNs/9SZMmSZJGjhypzMxMPfroozp16pTGjh2r/Px8de/eXcuXL9c111zjeczbb7+t8ePHq1evXvLz89OQIUP00ksv1fixAACAmsd1AHFFuA4gANRuXAfQbnwGEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwDWQmvWrNGAAQMUExMjh8OhDz74wGv9qFGj5HA4vG6pqale25w4cULDhw9XaGiowsLCNHr0aJ08ebIGjwIAAPgKAVgLnTp1Sh06dNDcuXPPu01qaqqOHDniuS1cuNBr/fDhw7Vt2zZlZWVp6dKlWrNmjcaOHVvdQwcAAL8AAb4eAC5fnz591KdPnwtuExwcLJfLVeW6HTt2aPny5dqwYYM6d+4sSXr55ZfVt29fPfvss4qJibnqYwYAAL8cnAGso7KzsxUZGanWrVvr/vvv1/Hjxz3rcnJyFBYW5ok/SUpOTpafn5/Wr1/vi+ECAIAaxBnAOig1NVWDBw9WXFyc9uzZo8cff1x9+vRRTk6O/P395Xa7FRkZ6fWYgIAAhYeHy+12V7nP4uJiFRcXe+4XFhZW6zEAAIDqQwDWQWlpaZ6fExIS1L59e7Vs2VLZ2dnq1avXFe1z5syZmjFjxtUaIgAA8CHeArZAixYt1LhxY+3evVuS5HK5dPToUa9tysrKdOLEifN+bjAjI0MFBQWe28GDB6t93AAAoHoQgBY4dOiQjh8/rujoaElSUlKS8vPztXHjRs82K1euVHl5uRITE6vcR3BwsEJDQ71uAACgduIt4Fro5MmTnrN5krR371598803Cg8PV3h4uGbMmKEhQ4bI5XJpz549evTRR3X99dcrJSVFktS2bVulpqZqzJgxmjdvnkpLSzV+/HilpaXxDWAAACzAGcBa6KuvvlLHjh3VsWNHSdKkSZPUsWNHTZ06Vf7+/tq8ebPuuOMO3XDDDRo9erQ6deqk//3f/1VwcLBnH2+//bbatGmjXr16qW/fvurevbtef/11Xx0SAACoQQ5jjPH1IFD7FBYWyul0qqcGKsAR6OvhAAAuU5kpVbaWqKCggI/1WIgzgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgRgLTNz5kx16dJFDRs2VGRkpAYNGqTc3Fyvbc6cOaP09HRFRESoQYMGGjJkiPLy8ry2OXDggPr166d69eopMjJSjzzyiMrKymryUAAAgI8QgLXM6tWrlZ6ernXr1ikrK0ulpaXq3bu3Tp065dnmoYce0kcffaRFixZp9erVOnz4sAYPHuxZf/bsWfXr108lJSX64osv9OabbyozM1NTp071xSEBAIAa5jDGGF8PAlfu2LFjioyM1OrVq3XrrbeqoKBATZo00YIFC3TXXXdJknbu3Km2bdsqJydHXbt21bJly9S/f38dPnxYUVFRkqR58+bpscce07FjxxQUFHTR5y0sLJTT6VRPDVSAI7BajxEAcPWVmVJla4kKCgoUGhrq6+GghnEGsJYrKCiQJIWHh0uSNm7cqNLSUiUnJ3u2adOmjZo3b66cnBxJUk5OjhISEjzxJ0kpKSkqLCzUtm3bqnye4uJiFRYWet0AAEDtRADWYuXl5Zo4caK6deum+Ph4SZLb7VZQUJDCwsK8to2KipLb7fZsc278VayvWFeVmTNnyul0em7NmjW7ykcDAABqCgFYi6Wnp2vr1q165513qv25MjIyVFBQ4LkdPHiw2p8TAABUjwBfDwBXZvz48Vq6dKnWrFmjpk2bepa7XC6VlJQoPz/f6yxgXl6eXC6XZ5svv/zSa38V3xKu2ObngoODFRwcfJWPAgAA+AJnAGsZY4zGjx+vxYsXa+XKlYqLi/Na36lTJwUGBmrFihWeZbm5uTpw4ICSkpIkSUlJSdqyZYuOHj3q2SYrK0uhoaFq165dzRwIAADwGc4A1jLp6elasGCBlixZooYNG3o+s+d0OhUSEiKn06nRo0dr0qRJCg8PV2hoqCZMmKCkpCR17dpVktS7d2+1a9dO9957r2bPni23260nn3xS6enpnOUDAMACXAamlnE4HFUunz9/vkaNGiXppwtBT548WQsXLlRxcbFSUlL06quver29u3//ft1///3Kzs5W/fr1NXLkSM2aNUsBAZf2dwIuAwMAtRuXgbEbAYgrQgACQO1GANqNzwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIwFpm5syZ6tKlixo2bKjIyEgNGjRIubm5Xtv07NlTDofD6zZu3DivbQ4cOKB+/fqpXr16ioyM1COPPKKysrKaPBQAAOAjAb4eAC7P6tWrlZ6eri5duqisrEyPP/64evfure3bt6t+/fqe7caMGaOnnnrKc79evXqen8+ePat+/frJ5XLpiy++0JEjRzRixAgFBgbqmWeeqdHjAQAANY8ArGWWL1/udT8zM1ORkZHauHGjbr31Vs/yevXqyeVyVbmPzz77TNu3b9fnn3+uqKgo3XTTTfr973+vxx57TNOnT1dQUFC1HgMAAPAt3gKu5QoKCiRJ4eHhXsvffvttNW7cWPHx8crIyNDp06c963JycpSQkKCoqCjPspSUFBUWFmrbtm1VPk9xcbEKCwu9bgAAoHbiDGAtVl5erokTJ6pbt26Kj4/3LL/77rsVGxurmJgYbd68WY899phyc3P197//XZLkdru94k+S577b7a7yuWbOnKkZM2ZU05EAAICaRADWYunp6dq6davWrl3rtXzs2LGenxMSEhQdHa1evXppz549atmy5RU9V0ZGhiZNmuS5X1hYqGbNml3ZwAEAgE/xFnAtNX78eC1dulSrVq1S06ZNL7htYmKiJGn37t2SJJfLpby8PK9tKu6f73ODwcHBCg0N9boBAIDaiQCsZYwxGj9+vBYvXqyVK1cqLi7uoo/55ptvJEnR0dGSpKSkJG3ZskVHjx71bJOVlaXQ0FC1a9euWsYNAAB+OXgLuJZJT0/XggULtGTJEjVs2NDzmT2n06mQkBDt2bNHCxYsUN++fRUREaHNmzfroYce0q233qr27dtLknr37q127drp3nvv1ezZs+V2u/Xkk08qPT1dwcHBvjw8AABQAxzGGOPrQeDSORyOKpfPnz9fo0aN0sGDB3XPPfdo69atOnXqlJo1a6Y777xTTz75pNfbtvv379f999+v7Oxs1a9fXyNHjtSsWbMUEHBpfycoLCyU0+lUTw1UgCPwqhwbAKDmlJlSZWuJCgoK+FiPhQhAXBECEABqNwLQbrwFjCtS8feGMpVK/BUCAGqdMpVK+r//nsMuBCCuSFFRkSRprT7x8UgAAP+OoqIiOZ1OXw8DNYy3gHFFysvLlZubq3bt2ungwYO8fVCFimslMj9VY34ujPm5OObowi42P8YYFRUVKSYmRn5+XBTENpwBxBXx8/PTtddeK0lcF/AimJ8LY34ujPm5OObowi40P5z5sxfJDwAAYBkCEAAAwDIEIK5YcHCwpk2bxsWjz4P5uTDm58KYn4tjji6M+cGF8CUQAAAAy3AGEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAHFF5s6dq+uuu07XXHONEhMT9eWXX/p6SD4xffp0ORwOr1ubNm0868+cOaP09HRFRESoQYMGGjJkiPLy8nw44uq3Zs0aDRgwQDExMXI4HPrggw+81htjNHXqVEVHRyskJETJycnatWuX1zYnTpzQ8OHDFRoaqrCwMI0ePVonT56swaOoPhebn1GjRlV6TaWmpnptU5fnZ+bMmerSpYsaNmyoyMhIDRo0SLm5uV7bXMrv1YEDB9SvXz/Vq1dPkZGReuSRR1RWVlaTh1ItLmV+evbsWek1NG7cOK9t6ur84NIRgLhs7777riZNmqRp06bpn//8pzp06KCUlBQdPXrU10PziRtvvFFHjhzx3NauXetZ99BDD+mjjz7SokWLtHr1ah0+fFiDBw/24Wir36lTp9ShQwfNnTu3yvWzZ8/WSy+9pHnz5mn9+vWqX7++UlJSdObMGc82w4cP17Zt25SVlaWlS5dqzZo1Gjt2bE0dQrW62PxIUmpqqtdrauHChV7r6/L8rF69Wunp6Vq3bp2ysrJUWlqq3r1769SpU55tLvZ7dfbsWfXr108lJSX64osv9OabbyozM1NTp071xSFdVZcyP5I0ZswYr9fQ7NmzPevq8vzgMhjgMt18880mPT3dc//s2bMmJibGzJw504ej8o1p06aZDh06VLkuPz/fBAYGmkWLFnmW7dixw0gyOTk5NTRC35JkFi9e7LlfXl5uXC6XmTNnjmdZfn6+CQ4ONgsXLjTGGLN9+3YjyWzYsMGzzbJly4zD4TDfffddjY29Jvx8fowxZuTIkWbgwIHnfYxN82OMMUePHjWSzOrVq40xl/Z79cknnxg/Pz/jdrs927z22msmNDTUFBcX1+wBVLOfz48xxvTo0cM8+OCD532MTfOD8+MMIC5LSUmJNm7cqOTkZM8yPz8/JScnKycnx4cj851du3YpJiZGLVq00PDhw3XgwAFJ0saNG1VaWuo1V23atFHz5s2tnau9e/fK7XZ7zYnT6VRiYqJnTnJychQWFqbOnTt7tklOTpafn5/Wr19f42P2hezsbEVGRqp169a6//77dfz4cc862+anoKBAkhQeHi7p0n6vcnJylJCQoKioKM82KSkpKiws1LZt22pw9NXv5/NT4e2331bjxo0VHx+vjIwMnT592rPOpvnB+QX4egCoXb7//nudPXvW6z8ckhQVFaWdO3f6aFS+k5iYqMzMTLVu3VpHjhzRjBkzdMstt2jr1q1yu90KCgpSWFiY12OioqLkdrt9M2Afqzjuql4/FevcbrciIyO91gcEBCg8PNyKeUtNTdXgwYMVFxenPXv26PHHH1efPn2Uk5Mjf39/q+anvLxcEydOVLdu3RQfHy9Jl/R75Xa7q3yNVayrK6qaH0m6++67FRsbq5iYGG3evFmPPfaYcnNz9fe//12SPfODCyMAgX9Dnz59PD+3b99eiYmJio2N1XvvvaeQkBAfjgy1VVpamufnhIQEtW/fXi1btlR2drZ69erlw5HVvPT0dG3dutXrc7X4P+ebn3M/D5qQkKDo6Gj16tVLe/bsUcuWLWt6mPiF4i1gXJbGjRvL39+/0jfu8vLy5HK5fDSqX46wsDDdcMMN2r17t1wul0pKSpSfn++1jc1zVXHcF3r9uFyuSl8oKisr04kTJ6yctxYtWqhx48bavXu3JHvmZ/z48Vq6dKlWrVqlpk2bepZfyu+Vy+Wq8jVWsa4uON/8VCUxMVGSvF5DdX1+cHEEIC5LUFCQOnXqpBUrVniWlZeXa8WKFUpKSvLhyH4ZTp48qT179ig6OlqdOnVSYGCg11zl5ubqwIED1s5VXFycXC6X15wUFhZq/fr1njlJSkpSfn6+Nm7c6Nlm5cqVKi8v9/yPzCaHDh3S8ePHFR0dLanuz48xRuPHj9fixYu1cuVKxcXFea2/lN+rpKQkbdmyxSuUs7KyFBoaqnbt2tXMgVSTi81PVb755htJ8noN1dX5wWXw9bdQUPu88847Jjg42GRmZprt27ebsWPHmrCwMK9vlNli8uTJJjs72+zdu9f84x//MMnJyaZx48bm6NGjxhhjxo0bZ5o3b25WrlxpvvrqK5OUlGSSkpJ8POrqVVRUZL7++mvz9ddfG0nm+eefN19//bXZv3+/McaYWbNmmbCwMLNkyRKzefNmM3DgQBMXF2d+/PFHzz5SU1NNx44dzfr1683atWtNq1atzLBhw3x1SFfVheanqKjIPPzwwyYnJ8fs3bvXfP755+ZXv/qVadWqlTlz5oxnH3V5fu6//37jdDpNdna2OXLkiOd2+vRpzzYX+70qKysz8fHxpnfv3uabb74xy5cvN02aNDEZGRm+OKSr6mLzs3v3bvPUU0+Zr776yuzdu9csWbLEtGjRwtx6662efdTl+cGlIwBxRV5++WXTvHlzExQUZG6++Wazbt06Xw/JJ4YOHWqio6NNUFCQufbaa83QoUPN7t27Pet//PFH88ADD5hGjRqZevXqmTvvvNMcOXLEhyOufqtWrTKSKt1GjhxpjPnpUjBTpkwxUVFRJjg42PTq1cvk5uZ67eP48eNm2LBhpkGDBiY0NNTcd999pqioyAdHc/VdaH5Onz5tevfubZo0aWICAwNNbGysGTNmTKW/XNXl+alqbiSZ+fPne7a5lN+rffv2mT59+piQkBDTuHFjM3nyZFNaWlrDR3P1XWx+Dhw4YG699VYTHh5ugoODzfXXX28eeeQRU1BQ4LWfujo/uHQOY4ypufONAAAA8DU+AwgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABY5v8BecIt+NGt8FAAAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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kEzZcoU43K5TEhIiLn99tvNjh07TEREhNelaiosW7bM3HbbbSY0NNQEBgaauLg4M2nSJPPDDz9U2vbcufXz8zNhYWGmY8eO5sEHHzTbtm2rtH3FZVnmzJlTedJ/Nn8XuwzMihUrzMCBA01MTIwJCgoyMTExZtiwYebbb7+t9HznXnrFGGPeeecd06ZNGxMcHGzi4+PNhx9+aIYMGWLatGlzwef8uR49epgbb7yx0vLY2FjTr1+/Ssv1s8vm/PDDD+a+++4zjRs3Ng0aNDApKSlm586dJjY21nOJnoMHDxqn02kGDBhQaX933nmnqV+/vvnXv/51WeMGcGUcxnDOHUDtlZ+fr0aNGunpp5++7Ldo66qbbrpJTZo0UVZWlq+HAuAXis8AAqg1qvpW74svvihJF73WXl1UWlpa6V9Uyc7O1qZNm6ycDwCXjjOAAGqNzMxMZWZmqm/fvmrQoIHWrl2rhQsXqnfv3vr00099Pbwat2/fPiUnJ+uee+5RTEyMdu7cqXnz5snpdGrr1q2KiIjQiRMnVFJSct59+Pv7n/eLNwDqLr4EAqDWaN++vQICAjR79mwVFhZ6vhjy9NNP+3poPtGoUSN16tRJf/7zn3Xs2DHVr19f/fr106xZszxfvhg8eLBWr1593n3ExsZq3759NTRiAL8UnAG03Ny5czVnzhy53W516NBBL7/8sm6++WZfDwvAVbJx48ZK10k8V0hIiLp161aDIwLwS0AAWuzdd9/ViBEjNG/ePCUmJurFF1/UokWLlJubq8jISF8PDwAAVBMC0GKJiYnq0qWL50K65eXlatasmSZMmKDf/e53Ph4dAACoLnwG0FIlJSXauHGjMjIyPMv8/PyUnJysnJycStsXFxd7/YsE5eXlOnHihCIiIir94/EAgF8+Y4yKiooUExMjPz8uCmIbAtBS33//vc6ePauoqCiv5VFRUZ5/v/VcM2fO1IwZM2pqeACAGnLw4EHPv8oCexCAuCQZGRmaNGmS535BQYGaN2+u7uqrAAX6cGQAgCtRplKt1Sdq2LChr4cCHyAALdW4cWP5+/srLy/Pa3leXp5cLlel7YODgxUcHFxpeYACFeAgAAGg1vn/3wDgYzx24k1/SwUFBalTp05asWKFZ1l5eblWrFihpKQkH44MAABUN84AWmzSpEkaOXKkOnfurJtvvlkvvviiTp06pfvuu8/XQwMAANWIALTY0KFDdezYMU2dOlVut1s33XSTli9fXumLIQAAoG7hOoC4IoWFhXI6neqpgXwGEABqoTJTqmwtUUFBgUJDQ309HNQwPgMIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAOug6dOny+FweN3atGnjWX/mzBmlp6crIiJCDRo00JAhQ5SXl+fDEQMAgJpEANZRN954o44cOeK5rV271rPuoYce0kcffaRFixZp9erVOnz4sAYPHuzD0QIAgJoU4OsBoHoEBATI5XJVWl5QUKA33nhDCxYs0O233y5Jmj9/vtq2bat169apa9euNT1UAABQwzgDWEft2rVLMTExatGihYYPH64DBw5IkjZu3KjS0lIlJyd7tm3Tpo2aN2+unJwcXw0XAADUIM4A1kGJiYnKzMxU69atdeTIEc2YMUO33HKLtm7dKrfbraCgIIWFhXk9JioqSm63+7z7LC4uVnFxsed+YWFhdQ0fAABUMwKwDurTp4/n5/bt2ysxMVGxsbF67733FBISckX7nDlzpmbMmHG1hggAAHyIt4AtEBYWphtuuEG7d++Wy+VSSUmJ8vPzvbbJy8ur8jODFTIyMlRQUOC5HTx4sJpHDQAAqgsBaIGTJ09qz549io6OVqdOnRQYGKgVK1Z41ufm5urAgQNKSko67z6Cg4MVGhrqdQMAALUTbwHXQQ8//LAGDBig2NhYHT58WNOmTZO/v7+GDRsmp9Op0aNHa9KkSQoPD1doaKgmTJigpKQkvgEMAIAlCMA66NChQxo2bJiOHz+uJk2aqHv37lq3bp2aNGkiSXrhhRfk5+enIUOGqLi4WCkpKXr11Vd9PGoAAFBTHMYY4+tBoPYpLCyU0+lUTw1UgCPQ18MBAFymMlOqbC1RQUEBH+uxEJ8BBAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIC10Jo1azRgwADFxMTI4XDogw8+8FpvjNHUqVMVHR2tkJAQJScna9euXV7bnDhxQsOHD1doaKjCwsI0evRonTx5sgaPAgAA+AoBWAudOnVKHTp00Ny5c6tcP3v2bL300kuaN2+e1q9fr/r16yslJUVnzpzxbDN8+HBt27ZNWVlZWrp0qdasWaOxY8fW1CEAAAAfchhjjK8HgSvncDi0ePFiDRo0SNJPZ/9iYmI0efJkPfzww5KkgoICRUVFKTMzU2lpadqxY4fatWunDRs2qHPnzpKk5cuXq2/fvjp06JBiYmIu+ryFhYVyOp3qqYEKcARW2/EBAKpHmSlVtpaooKBAoaGhvh4OahhnAOuYvXv3yu12Kzk52bPM6XQqMTFROTk5kqScnByFhYV54k+SkpOT5efnp/Xr19f4mAEAQM0K8PUAcHW53W5JUlRUlNfyqKgozzq3263IyEiv9QEBAQoPD/ds83PFxcUqLi723C8sLLyawwYAADWIM4C4JDNnzpTT6fTcmjVr5ushAQCAK0QA1jEul0uSlJeX57U8Ly/Ps87lcuno0aNe68vKynTixAnPNj+XkZGhgoICz+3gwYPVMHoAAFATCMA6Ji4uTi6XSytWrPAsKyws1Pr165WUlCRJSkpKUn5+vjZu3OjZZuXKlSovL1diYmKV+w0ODlZoaKjXDQAA1E58BrAWOnnypHbv3u25v3fvXn3zzTcKDw9X8+bNNXHiRD399NNq1aqV4uLiNGXKFMXExHi+Kdy2bVulpqZqzJgxmjdvnkpLSzV+/HilpaVd0jeAAQBA7UYA1kJfffWVbrvtNs/9SZMmSZJGjhypzMxMPfroozp16pTGjh2r/Px8de/eXcuXL9c111zjeczbb7+t8ePHq1evXvLz89OQIUP00ksv1fixAACAmsd1AHFFuA4gANRuXAfQbnwGEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwDWQmvWrNGAAQMUExMjh8OhDz74wGv9qFGj5HA4vG6pqale25w4cULDhw9XaGiowsLCNHr0aJ08ebIGjwIAAPgKAVgLnTp1Sh06dNDcuXPPu01qaqqOHDniuS1cuNBr/fDhw7Vt2zZlZWVp6dKlWrNmjcaOHVvdQwcAAL8AAb4eAC5fnz591KdPnwtuExwcLJfLVeW6HTt2aPny5dqwYYM6d+4sSXr55ZfVt29fPfvss4qJibnqYwYAAL8cnAGso7KzsxUZGanWrVvr/vvv1/Hjxz3rcnJyFBYW5ok/SUpOTpafn5/Wr1/vi+ECAIAaxBnAOig1NVWDBw9WXFyc9uzZo8cff1x9+vRRTk6O/P395Xa7FRkZ6fWYgIAAhYeHy+12V7nP4uJiFRcXe+4XFhZW6zEAAIDqQwDWQWlpaZ6fExIS1L59e7Vs2VLZ2dnq1avXFe1z5syZmjFjxtUaIgAA8CHeArZAixYt1LhxY+3evVuS5HK5dPToUa9tysrKdOLEifN+bjAjI0MFBQWe28GDB6t93AAAoHoQgBY4dOiQjh8/rujoaElSUlKS8vPztXHjRs82K1euVHl5uRITE6vcR3BwsEJDQ71uAACgduIt4Fro5MmTnrN5krR371598803Cg8PV3h4uGbMmKEhQ4bI5XJpz549evTRR3X99dcrJSVFktS2bVulpqZqzJgxmjdvnkpLSzV+/HilpaXxDWAAACzAGcBa6KuvvlLHjh3VsWNHSdKkSZPUsWNHTZ06Vf7+/tq8ebPuuOMO3XDDDRo9erQ6deqk//3f/1VwcLBnH2+//bbatGmjXr16qW/fvurevbtef/11Xx0SAACoQQ5jjPH1IFD7FBYWyul0qqcGKsAR6OvhAAAuU5kpVbaWqKCggI/1WIgzgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgRgLTNz5kx16dJFDRs2VGRkpAYNGqTc3Fyvbc6cOaP09HRFRESoQYMGGjJkiPLy8ry2OXDggPr166d69eopMjJSjzzyiMrKymryUAAAgI8QgLXM6tWrlZ6ernXr1ikrK0ulpaXq3bu3Tp065dnmoYce0kcffaRFixZp9erVOnz4sAYPHuxZf/bsWfXr108lJSX64osv9OabbyozM1NTp071xSEBAIAa5jDGGF8PAlfu2LFjioyM1OrVq3XrrbeqoKBATZo00YIFC3TXXXdJknbu3Km2bdsqJydHXbt21bJly9S/f38dPnxYUVFRkqR58+bpscce07FjxxQUFHTR5y0sLJTT6VRPDVSAI7BajxEAcPWVmVJla4kKCgoUGhrq6+GghnEGsJYrKCiQJIWHh0uSNm7cqNLSUiUnJ3u2adOmjZo3b66cnBxJUk5OjhISEjzxJ0kpKSkqLCzUtm3bqnye4uJiFRYWet0AAEDtRADWYuXl5Zo4caK6deum+Ph4SZLb7VZQUJDCwsK8to2KipLb7fZsc278VayvWFeVmTNnyul0em7NmjW7ykcDAABqCgFYi6Wnp2vr1q165513qv25MjIyVFBQ4LkdPHiw2p8TAABUjwBfDwBXZvz48Vq6dKnWrFmjpk2bepa7XC6VlJQoPz/f6yxgXl6eXC6XZ5svv/zSa38V3xKu2ObngoODFRwcfJWPAgAA+AJnAGsZY4zGjx+vxYsXa+XKlYqLi/Na36lTJwUGBmrFihWeZbm5uTpw4ICSkpIkSUlJSdqyZYuOHj3q2SYrK0uhoaFq165dzRwIAADwGc4A1jLp6elasGCBlixZooYNG3o+s+d0OhUSEiKn06nRo0dr0qRJCg8PV2hoqCZMmKCkpCR17dpVktS7d2+1a9dO9957r2bPni23260nn3xS6enpnOUDAMACXAamlnE4HFUunz9/vkaNGiXppwtBT548WQsXLlRxcbFSUlL06quver29u3//ft1///3Kzs5W/fr1NXLkSM2aNUsBAZf2dwIuAwMAtRuXgbEbAYgrQgACQO1GANqNzwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIwFpm5syZ6tKlixo2bKjIyEgNGjRIubm5Xtv07NlTDofD6zZu3DivbQ4cOKB+/fqpXr16ioyM1COPPKKysrKaPBQAAOAjAb4eAC7P6tWrlZ6eri5duqisrEyPP/64evfure3bt6t+/fqe7caMGaOnnnrKc79evXqen8+ePat+/frJ5XLpiy++0JEjRzRixAgFBgbqmWeeqdHjAQAANY8ArGWWL1/udT8zM1ORkZHauHGjbr31Vs/yevXqyeVyVbmPzz77TNu3b9fnn3+uqKgo3XTTTfr973+vxx57TNOnT1dQUFC1HgMAAPAt3gKu5QoKCiRJ4eHhXsvffvttNW7cWPHx8crIyNDp06c963JycpSQkKCoqCjPspSUFBUWFmrbtm1VPk9xcbEKCwu9bgAAoHbiDGAtVl5erokTJ6pbt26Kj4/3LL/77rsVGxurmJgYbd68WY899phyc3P197//XZLkdru94k+S577b7a7yuWbOnKkZM2ZU05EAAICaRADWYunp6dq6davWrl3rtXzs2LGenxMSEhQdHa1evXppz549atmy5RU9V0ZGhiZNmuS5X1hYqGbNml3ZwAEAgE/xFnAtNX78eC1dulSrVq1S06ZNL7htYmKiJGn37t2SJJfLpby8PK9tKu6f73ODwcHBCg0N9boBAIDaiQCsZYwxGj9+vBYvXqyVK1cqLi7uoo/55ptvJEnR0dGSpKSkJG3ZskVHjx71bJOVlaXQ0FC1a9euWsYNAAB+OXgLuJZJT0/XggULtGTJEjVs2NDzmT2n06mQkBDt2bNHCxYsUN++fRUREaHNmzfroYce0q233qr27dtLknr37q127drp3nvv1ezZs+V2u/Xkk08qPT1dwcHBvjw8AABQAxzGGOPrQeDSORyOKpfPnz9fo0aN0sGDB3XPPfdo69atOnXqlJo1a6Y777xTTz75pNfbtvv379f999+v7Oxs1a9fXyNHjtSsWbMUEHBpfycoLCyU0+lUTw1UgCPwqhwbAKDmlJlSZWuJCgoK+FiPhQhAXBECEABqNwLQbrwFjCtS8feGMpVK/BUCAGqdMpVK+r//nsMuBCCuSFFRkSRprT7x8UgAAP+OoqIiOZ1OXw8DNYy3gHFFysvLlZubq3bt2ungwYO8fVCFimslMj9VY34ujPm5OObowi42P8YYFRUVKSYmRn5+XBTENpwBxBXx8/PTtddeK0lcF/AimJ8LY34ujPm5OObowi40P5z5sxfJDwAAYBkCEAAAwDIEIK5YcHCwpk2bxsWjz4P5uTDm58KYn4tjji6M+cGF8CUQAAAAy3AGEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAHFF5s6dq+uuu07XXHONEhMT9eWXX/p6SD4xffp0ORwOr1ubNm0868+cOaP09HRFRESoQYMGGjJkiPLy8nw44uq3Zs0aDRgwQDExMXI4HPrggw+81htjNHXqVEVHRyskJETJycnatWuX1zYnTpzQ8OHDFRoaqrCwMI0ePVonT56swaOoPhebn1GjRlV6TaWmpnptU5fnZ+bMmerSpYsaNmyoyMhIDRo0SLm5uV7bXMrv1YEDB9SvXz/Vq1dPkZGReuSRR1RWVlaTh1ItLmV+evbsWek1NG7cOK9t6ur84NIRgLhs7777riZNmqRp06bpn//8pzp06KCUlBQdPXrU10PziRtvvFFHjhzx3NauXetZ99BDD+mjjz7SokWLtHr1ah0+fFiDBw/24Wir36lTp9ShQwfNnTu3yvWzZ8/WSy+9pHnz5mn9+vWqX7++UlJSdObMGc82w4cP17Zt25SVlaWlS5dqzZo1Gjt2bE0dQrW62PxIUmpqqtdrauHChV7r6/L8rF69Wunp6Vq3bp2ysrJUWlqq3r1769SpU55tLvZ7dfbsWfXr108lJSX64osv9OabbyozM1NTp071xSFdVZcyP5I0ZswYr9fQ7NmzPevq8vzgMhjgMt18880mPT3dc//s2bMmJibGzJw504ej8o1p06aZDh06VLkuPz/fBAYGmkWLFnmW7dixw0gyOTk5NTRC35JkFi9e7LlfXl5uXC6XmTNnjmdZfn6+CQ4ONgsXLjTGGLN9+3YjyWzYsMGzzbJly4zD4TDfffddjY29Jvx8fowxZuTIkWbgwIHnfYxN82OMMUePHjWSzOrVq40xl/Z79cknnxg/Pz/jdrs927z22msmNDTUFBcX1+wBVLOfz48xxvTo0cM8+OCD532MTfOD8+MMIC5LSUmJNm7cqOTkZM8yPz8/JScnKycnx4cj851du3YpJiZGLVq00PDhw3XgwAFJ0saNG1VaWuo1V23atFHz5s2tnau9e/fK7XZ7zYnT6VRiYqJnTnJychQWFqbOnTt7tklOTpafn5/Wr19f42P2hezsbEVGRqp169a6//77dfz4cc862+anoKBAkhQeHi7p0n6vcnJylJCQoKioKM82KSkpKiws1LZt22pw9NXv5/NT4e2331bjxo0VHx+vjIwMnT592rPOpvnB+QX4egCoXb7//nudPXvW6z8ckhQVFaWdO3f6aFS+k5iYqMzMTLVu3VpHjhzRjBkzdMstt2jr1q1yu90KCgpSWFiY12OioqLkdrt9M2Afqzjuql4/FevcbrciIyO91gcEBCg8PNyKeUtNTdXgwYMVFxenPXv26PHHH1efPn2Uk5Mjf39/q+anvLxcEydOVLdu3RQfHy9Jl/R75Xa7q3yNVayrK6qaH0m6++67FRsbq5iYGG3evFmPPfaYcnNz9fe//12SPfODCyMAgX9Dnz59PD+3b99eiYmJio2N1XvvvaeQkBAfjgy1VVpamufnhIQEtW/fXi1btlR2drZ69erlw5HVvPT0dG3dutXrc7X4P+ebn3M/D5qQkKDo6Gj16tVLe/bsUcuWLWt6mPiF4i1gXJbGjRvL39+/0jfu8vLy5HK5fDSqX46wsDDdcMMN2r17t1wul0pKSpSfn++1jc1zVXHcF3r9uFyuSl8oKisr04kTJ6yctxYtWqhx48bavXu3JHvmZ/z48Vq6dKlWrVqlpk2bepZfyu+Vy+Wq8jVWsa4uON/8VCUxMVGSvF5DdX1+cHEEIC5LUFCQOnXqpBUrVniWlZeXa8WKFUpKSvLhyH4ZTp48qT179ig6OlqdOnVSYGCg11zl5ubqwIED1s5VXFycXC6X15wUFhZq/fr1njlJSkpSfn6+Nm7c6Nlm5cqVKi8v9/yPzCaHDh3S8ePHFR0dLanuz48xRuPHj9fixYu1cuVKxcXFea2/lN+rpKQkbdmyxSuUs7KyFBoaqnbt2tXMgVSTi81PVb755htJ8noN1dX5wWXw9bdQUPu88847Jjg42GRmZprt27ebsWPHmrCwMK9vlNli8uTJJjs72+zdu9f84x//MMnJyaZx48bm6NGjxhhjxo0bZ5o3b25WrlxpvvrqK5OUlGSSkpJ8POrqVVRUZL7++mvz9ddfG0nm+eefN19//bXZv3+/McaYWbNmmbCwMLNkyRKzefNmM3DgQBMXF2d+/PFHzz5SU1NNx44dzfr1683atWtNq1atzLBhw3x1SFfVheanqKjIPPzwwyYnJ8fs3bvXfP755+ZXv/qVadWqlTlz5oxnH3V5fu6//37jdDpNdna2OXLkiOd2+vRpzzYX+70qKysz8fHxpnfv3uabb74xy5cvN02aNDEZGRm+OKSr6mLzs3v3bvPUU0+Zr776yuzdu9csWbLEtGjRwtx6662efdTl+cGlIwBxRV5++WXTvHlzExQUZG6++Wazbt06Xw/JJ4YOHWqio6NNUFCQufbaa83QoUPN7t27Pet//PFH88ADD5hGjRqZevXqmTvvvNMcOXLEhyOufqtWrTKSKt1GjhxpjPnpUjBTpkwxUVFRJjg42PTq1cvk5uZ67eP48eNm2LBhpkGDBiY0NNTcd999pqioyAdHc/VdaH5Onz5tevfubZo0aWICAwNNbGysGTNmTKW/XNXl+alqbiSZ+fPne7a5lN+rffv2mT59+piQkBDTuHFjM3nyZFNaWlrDR3P1XWx+Dhw4YG699VYTHh5ugoODzfXXX28eeeQRU1BQ4LWfujo/uHQOY4ypufONAAAA8DU+AwgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABYhgAEAACwDAEIAABgGQIQAADAMgQgAACAZQhAAAAAyxCAAAAAliEAAQAALEMAAgAAWIYABAAAsAwBCAAAYBkCEAAAwDIEIAAAgGUIQAAAAMsQgAAAAJYhAAEAACxDAAIAAFiGAAQAALAMAQgAAGAZAhAAAMAyBCAAAIBlCEAAAADLEIAAAACWIQABAAAsQwACAABY5v8BecIt+NGt8FAAAAAASUVORK5CYII=' 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      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "# (output is ignored in nbval run because it somehow doesn't work with widgets)\n",
    "res = ctx.run_udf(dataset=ds, udf=udfs, plots=[['nav_sum'], ['sig_sum', 'sig_max']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Apply a function to a channel\n",
    "\n",
    "Together with the channel name we can specify a function to apply to the channel before plotting. This can plot a channel that doesn't work with default plotting by transforming it into something plottable. Here we demonstrate this with the single-valued `maximum` channel.\n",
    "\n",
    "The same channel can be plotted several times with a different function. This is particularly useful to plot the absolute value and the phase angle for complex numbers: `('chan', np.abs)`, `('chan', np.angle)`. Here we demonstrate this with thresholding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Just some thresholding for demonstration\n",
    "def larger(x):\n",
    "    return x > 9.3e4\n",
    "\n",
    "def smaller(x):\n",
    "    return x < 9e4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "55c37c8559a249749c2f7f29d9abca04",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a4d5cf822e2a4316ab85d4d951e67c07",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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zet3LL79cl19+uZ544gm98sorysjI0Kuvvqpf/epXno9jv/u+f9+K9/lQXFzsWfEFmhs+AgbO0saNG/W73/1OiYmJysjIkPTtLSMGDhyoF154oc6PV8/nn5S67rrrVF1drT/+8Y9e488++6wcDoeuvfbaH3z+I488osrKyjpvpeLv719rJWTu3Ll1rrJ07dpVPXr00PLly7V8+XK1adNGV155pdecQYMGKSgoSPPnz6+1Wvbiiy+qqqrqR+utsW/fPt1+++0KCgrSgw8+WK/n1Pgpt4E5m/ekLklJSYqOjtbChQtVVVXlGV+2bFmtVboRI0boiy++0MKFC2sd55tvvtGJEyd+9PUCAwOVlJSkHTt21Ku+utSskp3Zd0FBgfLz82vN9fPz080336y1a9dq6dKlqqqqOuvzQI8ePVrrPf7FL34hSZ6Pgdu3by9/f39t3brVa97zzz9/Vq91Nnbu3KmUlJQGOz7gS6wAAj/gzTff1O7du1VVVaXS0lJt3LhReXl5at++vd544w2vjy/nzZun/v37q0ePHrrrrrvUsWNHlZaWKj8/X59//rk++OCD81LTkCFDdNVVV+nhhx/WZ599pp49e+pvf/ub1qxZo4kTJ6pTp04/+PyaVcC67uN3ww03aOnSpXI6nerWrZvy8/P197//3fOx4neNHDlS06dPV0hIiMaOHSs/P+//p4yJidH06dP1yCOP6Morr9TQoUN1wQUX6J133tGf//xnXXPNNXXerLioqEgvv/yy3G63ysrKVFhYqL/85S9yOBxaunTpWf8FluzsbC1ZskTFxcVnfSHI2b4n3xUUFKRHH31UEyZM0NVXX60RI0bos88+0+LFi9WpUyevFbbbbrtNr732mu655x5t2rRJ/fr1U3V1tXbv3q3XXntNb731lteNyb/PsGHD9PDDD8vlcp3TR+U33HCDVq5cqRtvvFHXX3+9iouLtWDBAnXr1s1zDuaZRo4cqblz52rGjBnq0aOH53zU+lqyZImef/553XjjjerUqZOOHTumhQsXKiIiQtddd52kb8/Tu+WWWzR37lw5HA516tRJ69atq3Ve5Ply6NAh/fOf/1RWVlaDHB/wOZ9cewz8zNXc0qNmCwoKMnFxcea///u/zR/+8AfjcrnqfN6///1vM2bMGBMXF2cCAwPNhRdeaG644Qbz+uuv1zr2d2958X23TMnMzDRhYWFeY8eOHTOTJk0y8fHxJjAw0HTu3Nk89dRTXreVMcb7NjBn2rt3r/H39691G5ijR4+aO+64w7Rq1cqEh4ebtLQ0s3v3btO+fXuTmZlZ53Fq3qNt27bV/WYaY15++WVz+eWXm7CwMBMcHGy6dOliZs6c6XXLHGP+75YeNVtAQICJiooyycnJJjs72+zbt6/Wseu6nc13/ZTbwNT3PfmxWwfl5uaa9u3bm+DgYNO3b1/z9ttvm969e5vBgwd7zTt9+rSZPXu26d69uwkODjYtW7Y0vXv3NjNnzvTc+qamzqysrDpfq7S01AQEBJilS5d6jQ8YMMB079691vzMzEzTvn17z2O3221mzZrlqbdXr15m3bp1teadOT8hIaHO2xPVR1FRkRk9erRp166dCQ4ONjExMeaGG24wO3bs8Jp3+PBhk56ebi644ALTsmVLc/fdd5sPP/ywztvAfPdn5of6r+vnZP78+eaCCy743p91oKlzGHOezi4HANSb2+1W69atddNNN9X5ke9PNXbsWH3yySf6xz/+cd6PbYNevXpp4MCBevbZZ31dCtAgOAcQABrYqVOnap3j9tJLL+nIkSO1/hTc+TJjxgwVFhbq7bffbpDjN2fr16/X3r17lZ2d7etSgAbDCiAANLDNmzdr0qRJuuWWWxQdHa2ioiL96U9/UteuXbVz507PTZebo8OHD//gBTNBQUGKiopqxIoASFwEAgANrkOHDkpISFBubq6OHDmiqKgojRkzRk8++WSzDn+S1KdPnx+8VcuAAQO0efPmxisIgCRWAAEADejtt9/+3huBS9/+FZLevXs3YkUAJAKg9ebNm6ennnpKJSUl6tmzp+bOnau+ffv6uiwAANCAuAjEYsuXL9fkyZM1Y8YMFRUVqWfPnkpLS2uw+2oBAICfB1YALZacnKw+ffp4/qKE2+1WQkKCJkyYoKlTp/7gc91utw4ePKgWLVrwh9IBoAkyxujYsWOKj4+vdRN3NH9cBGKp06dPa+fOnV63OfDz81Nqamqdf+6poqLC8yeZJOmLL75Qt27dGqVWAEDDOXDggNq2bevrMtDICICW+uqrr1RdXa3Y2Fiv8djYWO3evbvW/JycHM2cObPWeH9dpwAFNlidAICGUaVKbdNf1aJFC1+XAh8gAKJesrOzNXnyZM9jl8ulhIQEBShQAQ4CIAA0Of//BDBO47ETAdBSrVq1kr+/v0pLS73GS0tLFRcXV2t+cHCwgoODG6s8AADQgDjr01JBQUHq3bu3NmzY4Blzu93asGGDUlJSfFgZAABoaKwAWmzy5MnKzMxUUlKS+vbtq+eee04nTpzQHXfc4evSAABAAyIAWmzkyJE6fPiwpk+frpKSEv3iF7/Q+vXra10YAgAAmhfuA4hz4nK55HQ6NVDDuAgEAJqgKlOpzVqj8vJyRURE+LocNDLOAQQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEwGYoJydHffr0UYsWLRQTE6Phw4drz549XnNOnTqlrKwsRUdHKzw8XOnp6SotLfVRxQAAoDERAJuhLVu2KCsrS9u3b1deXp4qKyt1zTXX6MSJE545kyZN0tq1a7VixQpt2bJFBw8e1E033eTDqgEAQGNxGGOMr4tAwzp8+LBiYmK0ZcsWXXnllSovL1fr1q31yiuv6Oabb5Yk7d69W127dlV+fr4uv/zyHz2my+WS0+nUQA1TgCOwoVsAAJxnVaZSm7VG5eXlioiI8HU5aGSsAFqgvLxckhQVFSVJ2rlzpyorK5WamuqZ06VLF7Vr1075+fk+qREAADSeAF8XgIbldrs1ceJE9evXT5dccokkqaSkREFBQYqMjPSaGxsbq5KSkjqPU1FRoYqKCs9jl8vVYDUDAICGxQpgM5eVlaUPP/xQr7766k86Tk5OjpxOp2dLSEg4TxUCAIDGRgBsxsaPH69169Zp06ZNatu2rWc8Li5Op0+fVllZmdf80tJSxcXF1Xms7OxslZeXe7YDBw40ZOkAAKABEQCbIWOMxo8fr1WrVmnjxo1KTEz02t+7d28FBgZqw4YNnrE9e/Zo//79SklJqfOYwcHBioiI8NoAAEDTxDmAzVBWVpZeeeUVrVmzRi1atPCc1+d0OhUaGiqn06mxY8dq8uTJioqKUkREhCZMmKCUlJR6XQEMAACaNgJgMzR//nxJ0sCBA73GFy1apNtvv12S9Oyzz8rPz0/p6emqqKhQWlqann/++UauFAAA+AL3AcQ54T6AANC0cR9Au3EOIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYAaIEnn3xSDodDEydO9IydOnVKWVlZio6OVnh4uNLT01VaWuq7IgEAQKMhADZzhYWFeuGFF3TppZd6jU+aNElr167VihUrtGXLFh08eFA33XSTj6oEAACNiQDYjB0/flwZGRlauHChWrZs6RkvLy/Xn/70Jz3zzDO6+uqr1bt3by1atEjvvPOOtm/f7sOKAQBAYyAANmNZWVm6/vrrlZqa6jW+c+dOVVZWeo136dJF7dq1U35+fmOXCQAAGlmArwtAw3j11VdVVFSkwsLCWvtKSkoUFBSkyMhIr/HY2FiVlJTUebyKigpVVFR4HrtcrvNaLwAAaDysADZDBw4c0P33369ly5YpJCTkvBwzJydHTqfTsyUkJJyX4wIAgMZHAGyGdu7cqUOHDumyyy5TQECAAgICtGXLFuXm5iogIECxsbE6ffq0ysrKvJ5XWlqquLi4Oo+ZnZ2t8vJyz3bgwIFG6AQAADQEPgJuhgYNGqR//etfXmN33HGHunTpoilTpighIUGBgYHasGGD0tPTJUl79uzR/v37lZKSUucxg4ODFRwc3OC1AwCAhkcAbIZatGihSy65xGssLCxM0dHRnvGxY8dq8uTJioqKUkREhCZMmKCUlBRdfvnlvigZAAA0IgKgpZ599ln5+fkpPT1dFRUVSktL0/PPP+/rsgAAQCNwGGOMr4tA0+NyueR0OjVQwxTgCPR1OQCAs1RlKrVZa1ReXq6IiAhfl4NGxkUgAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQJgM/XFF1/o1ltvVXR0tEJDQ9WjRw/t2LHDs98Yo+nTp6tNmzYKDQ1Vamqq9u7d68OKAQBAYyEANkNHjx5Vv379FBgYqDfffFMff/yxnn76abVs2dIzZ86cOcrNzdWCBQtUUFCgsLAwpaWl6dSpUz6sHAAANIYAXxeA82/27NlKSEjQokWLPGOJiYme/zbG6LnnntMjjzyiYcOGSZJeeuklxcbGavXq1Ro1alSj1wwAABoPK4DN0BtvvKGkpCTdcsstiomJUa9evbRw4ULP/uLiYpWUlCg1NdUz5nQ6lZycrPz8/DqPWVFRIZfL5bUBAICmiQDYDP3nP//R/Pnz1blzZ7311lv69a9/rfvuu09LliyRJJWUlEiSYmNjvZ4XGxvr2fddOTk5cjqdni0hIaFhmwAAAA2GANgMud1uXXbZZZo1a5Z69eqlcePG6a677tKCBQvO+ZjZ2dkqLy/3bAcOHDiPFQMAgMZEAGyG2rRpo27dunmNde3aVfv375ckxcXFSZJKS0u95pSWlnr2fVdwcLAiIiK8NgAA0DQRAJuhfv36ac+ePV5jn3zyidq3by/p2wtC4uLitGHDBs9+l8ulgoICpaSkNGqtAACg8XEVcDM0adIkXXHFFZo1a5ZGjBihd999Vy+++KJefPFFSZLD4dDEiRP1+OOPq3PnzkpMTNS0adMUHx+v4cOH+7Z4AADQ4AiAzVCfPn20atUqZWdn67HHHlNiYqKee+45ZWRkeOY89NBDOnHihMaNG6eysjL1799f69evV0hIiA8rBwAAjcFhjDG+LgJNj8vlktPp1EANU4Aj0NflAADOUpWp1GatUXl5Oed1W4hzAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEwGaourpa06ZNU2JiokJDQ9WpUyf97ne/kzHGM8cYo+nTp6tNmzYKDQ1Vamqq9u7d68OqAQBAYyEANkOzZ8/W/Pnz9cc//lG7du3S7NmzNWfOHM2dO9czZ86cOcrNzdWCBQtUUFCgsLAwpaWl6dSpUz6sHAAANIYAXxeA8++dd97RsGHDdP3110uSOnTooD//+c969913JX27+vfcc8/pkUce0bBhwyRJL730kmJjY7V69WqNGjXKZ7UDAICGxwpgM3TFFVdow4YN+uSTTyRJH3zwgbZt26Zrr71WklRcXKySkhKlpqZ6nuN0OpWcnKz8/Pw6j1lRUSGXy+W1AQCApokVwGZo6tSpcrlc6tKli/z9/VVdXa0nnnhCGRkZkqSSkhJJUmxsrNfzYmNjPfu+KycnRzNnzmzYwgEAQKNgBbAZeu2117Rs2TK98sorKioq0pIlS/T73/9eS5YsOedjZmdnq7y83LMdOHDgPFYMAAAaEyuAzdCDDz6oqVOnes7l69Gjh/bt26ecnBxlZmYqLi5OklRaWqo2bdp4nldaWqpf/OIXdR4zODhYwcHBDV47AABoeKwANkMnT56Un5/3l9bf319ut1uSlJiYqLi4OG3YsMGz3+VyqaCgQCkpKY1aKwAAaHysADZDQ4YM0RNPPKF27dqpe/fueu+99/TMM8/ozjvvlCQ5HA5NnDhRjz/+uDp37qzExERNmzZN8fHxGj58uG+LBwAADY4A2AzNnTtX06ZN07333qtDhw4pPj5ed999t6ZPn+6Z89BDD+nEiRMaN26cysrK1L9/f61fv14hISE+rBwAADQGhznzz0MA9eRyueR0OjVQwxTgCPR1OQCAs1RlKrVZa1ReXq6IiAhfl4NGxjmAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgDYBG3dulVDhgxRfHy8HA6HVq9e7bXfGKPp06erTZs2Cg0NVWpqqvbu3es158iRI8rIyFBERIQiIyM1duxYHT9+vBG7AAAAvkIAbIJOnDihnj17at68eXXunzNnjnJzc7VgwQIVFBQoLCxMaWlpOnXqlGdORkaGPvroI+Xl5WndunXaunWrxo0b11gtAAAAH3IYY4yvi8C5czgcWrVqlYYPHy7p29W/+Ph4/eY3v9EDDzwgSSovL1dsbKwWL16sUaNGadeuXerWrZsKCwuVlJQkSVq/fr2uu+46ff7554qPj//R13W5XHI6nRqoYQpwBDZYfwCAhlFlKrVZa1ReXq6IiAhfl4NGxgpgM1NcXKySkhKlpqZ6xpxOp5KTk5Wfny9Jys/PV2RkpCf8SVJqaqr8/PxUUFDQ6DUDAIDGFeDrAnB+lZSUSJJiY2O9xmNjYz37SkpKFBMT47U/ICBAUVFRnjnfVVFRoYqKCs9jl8t1PssGAACNiBVA1EtOTo6cTqdnS0hI8HVJAADgHBEAm5m4uDhJUmlpqdd4aWmpZ19cXJwOHTrktb+qqkpHjhzxzPmu7OxslZeXe7YDBw40QPUAAKAxEACbmcTERMXFxWnDhg2eMZfLpYKCAqWkpEiSUlJSVFZWpp07d3rmbNy4UW63W8nJyXUeNzg4WBEREV4bAABomjgHsAk6fvy4Pv30U8/j4uJivf/++4qKilK7du00ceJEPf744+rcubMSExM1bdo0xcfHe64U7tq1qwYPHqy77rpLCxYsUGVlpcaPH69Ro0bV6wpgAADQtBEAm6AdO3boqquu8jyePHmyJCkzM1OLFy/WQw89pBMnTmjcuHEqKytT//79tX79eoWEhHies2zZMo0fP16DBg2Sn5+f0tPTlZub2+i9AACAxsd9AHFOuA8gADRt3AfQbpwDCAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEANkFbt27VkCFDFB8fL4fDodWrV3v2VVZWasqUKerRo4fCwsIUHx+vMWPG6ODBg17HOHLkiDIyMhQREaHIyEiNHTtWx48fb+ROAACALxAAm6ATJ06oZ8+emjdvXq19J0+eVFFRkaZNm6aioiKtXLlSe/bs0dChQ73mZWRk6KOPPlJeXp7WrVunrVu3aty4cY3VAgAA8CGHMcb4ugicO4fDoVWrVmn48OHfO6ewsFB9+/bVvn371K5dO+3atUvdunVTYWGhkpKSJEnr16/Xddddp88//1zx8fE/+roul0tOp1MDNUwBjsDz1Q4AoJFUmUpt1hqVl5crIiLC1+WgkbECaIHy8nI5HA5FRkZKkvLz8xUZGekJf5KUmpoqPz8/FRQU+KhKAADQWAJ8XQAa1qlTpzRlyhSNHj3a8394JSUliomJ8ZoXEBCgqKgolZSU1HmciooKVVRUeB67XK6GKxoAADQoVgCbscrKSo0YMULGGM2fP/8nHSsnJ0dOp9OzJSQknKcqAQBAYyMANlM14W/fvn3Ky8vzOr8jLi5Ohw4d8ppfVVWlI0eOKC4urs7jZWdnq7y83LMdOHCgQesHAAANh4+Am6Ga8Ld3715t2rRJ0dHRXvtTUlJUVlamnTt3qnfv3pKkjRs3yu12Kzk5uc5jBgcHKzg4uMFrBwAADY8A2AQdP35cn376qedxcXGx3n//fUVFRalNmza6+eabVVRUpHXr1qm6utpzXl9UVJSCgoLUtWtXDR48WHfddZcWLFigyspKjR8/XqNGjarXFcAAAKBp4zYwTdDmzZt11VVX1RrPzMzUo48+qsTExDqft2nTJg0cOFDStzeCHj9+vNauXSs/Pz+lp6crNzdX4eHh9aqB28AAQNPGbWDsRgDEOSEAAkDTRgC0GxeBAAAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYJkAXxeApskYI0mqUqVkfFwMAOCsValS0v/9PoddCIA4J8eOHZMkbdNffVwJAOCnOHbsmJxOp6/LQCNzGKI/zoHb7dbBgwdljFG7du104MABRURE+LqsBuFyuZSQkNCse5Tos7mxoU8bepQark9jjI4dO6b4+Hj5+XFGmG1YAcQ58fPzU9u2beVyuSRJERERzfoXsGRHjxJ9Njc29GlDj1LD9MnKn72I/AAAAJYhAAIAAFiGAIifJDg4WDNmzFBwcLCvS2kwNvQo0WdzY0OfNvQo2dMnGhcXgQAAAFiGFUAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAnLN58+apQ4cOCgkJUXJyst59911fl/ST5OTkqE+fPmrRooViYmI0fPhw7dmzx2vOqVOnlJWVpejoaIWHhys9PV2lpaU+qvine/LJJ+VwODRx4kTPWHPp8YsvvtCtt96q6OhohYaGqkePHtqxY4dnvzFG06dPV5s2bRQaGqrU1FTt3bvXhxWfverqak2bNk2JiYkKDQ1Vp06d9Lvf/c7rb7s2xT63bt2qIUOGKD4+Xg6HQ6tXr/baX5+ejhw5ooyMDEVERCgyMlJjx47V8ePHG7GLH/dDfVZWVmrKlCnq0aOHwsLCFB8frzFjxujgwYNex2gKfeLniQCIc7J8+XJNnjxZM2bMUFFRkXr27Km0tDQdOnTI16Wdsy1btigrK0vbt29XXl6eKisrdc011+jEiROeOZMmTdLatWu1YsUKbdmyRQcPHtRNN93kw6rPXWFhoV544QVdeumlXuPNocejR4+qX79+CgwM1JtvvqmPP/5YTz/9tFq2bOmZM2fOHOXm5mrBggUqKChQWFiY0tLSdOrUKR9WfnZmz56t+fPn649//KN27dql2bNna86cOZo7d65nTlPs88SJE+rZs6fmzZtX5/769JSRkaGPPvpIeXl5WrdunbZu3apx48Y1Vgv18kN9njx5UkVFRZo2bZqKioq0cuVK7dmzR0OHDvWa1xT6xM+UAc5B3759TVZWludxdXW1iY+PNzk5OT6s6vw6dOiQkWS2bNlijDGmrKzMBAYGmhUrVnjm7Nq1y0gy+fn5virznBw7dsx07tzZ5OXlmQEDBpj777/fGNN8epwyZYrp37//9+53u90mLi7OPPXUU56xsrIyExwcbP785z83RonnxfXXX2/uvPNOr7GbbrrJZGRkGGOaR5+SzKpVqzyP69PTxx9/bCSZwsJCz5w333zTOBwO88UXXzRa7Wfju33W5d133zWSzL59+4wxTbNP/HywAoizdvr0ae3cuVOpqameMT8/P6Wmpio/P9+HlZ1f5eXlkqSoqChJ0s6dO1VZWenVd5cuXdSuXbsm13dWVpauv/56r16k5tPjG2+8oaSkJN1yyy2KiYlRr169tHDhQs/+4uJilZSUePXpdDqVnJzcpPq84oortGHDBn3yySeSpA8++EDbtm3TtddeK6n59Hmm+vSUn5+vyMhIJSUleeakpqbKz89PBQUFjV7z+VJeXi6Hw6HIyEhJzbdPNI4AXxeApuerr75SdXW1YmNjvcZjY2O1e/duH1V1frndbk2cOFH9+vXTJZdcIkkqKSlRUFCQ55dvjdjYWJWUlPigynPz6quvqqioSIWFhbX2NZce//Of/2j+/PmaPHmyfvvb36qwsFD33XefgoKClJmZ6emlru/hptTn1KlT5XK51KVLF/n7+6u6ulpPPPGEMjIyJKnZ9Hmm+vRUUlKimJgYr/0BAQGKiopqsn2fOnVKU6ZM0ejRoxURESGpefaJxkMABOqQlZWlDz/8UNu2bfN1KefVgQMHdP/99ysvL08hISG+LqfBuN1uJSUladasWZKkXr166cMPP9SCBQuUmZnp4+rOn9dee03Lli3TK6+8ou7du+v999/XxIkTFR8f36z6tF1lZaVGjBghY4zmz5/v63LQTPARMM5aq1at5O/vX+vK0NLSUsXFxfmoqvNn/PjxWrdunTZt2qS2bdt6xuPi4nT69GmVlZV5zW9Kfe/cuVOHDh3SZZddpoCAAAUEBGjLli3Kzc1VQECAYmNjm3yPktSmTRt169bNa6xr167av3+/JHl6aerfww8++KCmTp2qUaNGqUePHrrttts0adIk5eTkSGo+fZ6pPj3FxcXVuiCtqqpKR44caXJ914S/ffv2KS8vz7P6JzWvPtH4CIA4a0FBQerdu7c2bNjgGXO73dqwYYNSUlJ8WNlPY4zR+PHjtWrVKm3cuFGJiYle+3v37q3AwECvvvfs2aP9+/c3mb4HDRqkf/3rX3r//fc9W1JSkjIyMjz/3dR7lKR+/frVuoXPJ598ovbt20uSEhMTFRcX59Wny+VSQUFBk+rz5MmT8vPz/jXu7+8vt9stqfn0eab69JSSkqKysjLt3LnTM2fjxo1yu91KTk5u9JrPVU3427t3r/7+978rOjraa39z6RM+4uurUNA0vfrqqyY4ONgsXrzYfPzxx2bcuHEmMjLSlJSU+Lq0c/brX//aOJ1Os3nzZvPll196tpMnT3rm3HPPPaZdu3Zm48aNZseOHSYlJcWkpKT4sOqf7syrgI1pHj2+++67JiAgwDzxxBNm7969ZtmyZeaCCy4wL7/8smfOk08+aSIjI82aNWvMP//5TzNs2DCTmJhovvnmGx9WfnYyMzPNhRdeaNatW2eKi4vNypUrTatWrcxDDz3kmdMU+zx27Jh57733zHvvvWckmWeeeca89957nqtf69PT4MGDTa9evUxBQYHZtm2b6dy5sxk9erSvWqrTD/V5+vRpM3ToUNO2bVvz/vvve/1Oqqio8ByjKfSJnycCIM7Z3LlzTbt27UxQUJDp27ev2b59u69L+kkk1bktWrTIM+ebb74x9957r2nZsqW54IILzI033mi+/PJL3xV9Hnw3ADaXHteuXWsuueQSExwcbLp06WJefPFFr/1ut9tMmzbNxMbGmuDgYDNo0CCzZ88eH1V7blwul7n//vtNu3btTEhIiOnYsaN5+OGHvQJCU+xz06ZNdf4sZmZmGmPq19PXX39tRo8ebcLDw01ERIS54447zLFjx3zQzff7oT6Li4u/93fSpk2bPMdoCn3i58lhzBm3jAcAAECzxzmAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGCZ/wdgM7zQhwRqfAAAAABJRU5ErkJggg==",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8d37bb99cfca480da8ba4589856af84f",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5f9870c1a5824284a3600c8f1c4df22f",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "# (output is ignored in nbval run because it somehow doesn't work with widgets)\n",
    "plot_list=[\n",
    "    ['nav_sum', ('nav_sum', larger), ('nav_sum', smaller)],\n",
    "    [],\n",
    "    [('maximum', lambda x: x.reshape((1, 1)))]\n",
    "]\n",
    "\n",
    "res = ctx.run_udf(dataset=ds, udf=udfs, plots=plot_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Custom plot setup\n",
    "\n",
    "If we want to have more control over the plots and their layout, we can instantiate plots separately and pass them to `run_udf()` via the `plots` parameter. This also allows to set additional parameters such as the title. Note how `MPLLive2DPlot` passes additional keyword arguments, in this case the color map `cmap` and the `norm`, to `matplotlib.pyplot.imshow`.\n",
    "\n",
    "The UDF passed to the live plot via the `udf` parameter has to be the same instance that is later run in `run_udf()` to ensure that results are assigned to the correct plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "live_plot = MPLLive2DPlot(\n",
    "    dataset=ds,\n",
    "    udf=udfs[1],\n",
    "    # We add 1 for log scale display since there are zeros in the result\n",
    "    channel=('sig_sum', lambda x: 1 + x),\n",
    "    title=\"1 + x, log scaled display\",\n",
    "    # These parameters are passed to imshow()\n",
    "    cmap='inferno',\n",
    "    norm=matplotlib.colors.LogNorm()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "23fcc52a5bd641aab39456a87b97fed3",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1c8bdca9220>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "# (output is ignored in nbval run because it somehow doesn't work with widgets)\n",
    "live_plot.display()\n",
    "# We can access and modify the matplotlib objects, in this case to add a color bar\n",
    "live_plot.fig.colorbar(live_plot.im_obj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run the UDF, showing live results in the plot above\n",
    "res = ctx.run_udf(dataset=ds, udf=udfs, plots=[live_plot])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gridded display\n",
    "\n",
    "Here we use `bqplot` and arrange the plots in a grid. The same method can also be used with `MPLLive2DPlot` if the output method of `matplotlib` is  switched to use `ipywidgets`. Just install `ipympl`, replace `%matplotlib nbagg` at the top of the notebook with `%matplotlib widget` and restart the kernel.\n",
    "\n",
    "Note that at the time of writing this notebook, a `MPLLive2DPlot` combined with display method \"widget\" will only update live if it is created and displayed separately, not if this is done automatically in `run_udf()` ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "# (output is ignored in nbval run because it somehow doesn't play nice with bqplot)\n",
    "\n",
    "live_plots = [\n",
    "    BQLive2DPlot(dataset=ds, udf=udfs[0], channel='nav_sum'),\n",
    "    BQLive2DPlot(dataset=ds, udf=udfs[0], channel=('nav_sum', larger)),\n",
    "    BQLive2DPlot(dataset=ds, udf=udfs[0], channel=('nav_sum', smaller)),\n",
    "    BQLive2DPlot(dataset=ds, udf=udfs[1], channel='sig_sum'),\n",
    "    BQLive2DPlot(dataset=ds, udf=udfs[1], channel='sig_max'),\n",
    "    BQLive2DPlot(dataset=ds, udf=udfs[2], channel=('maximum', lambda x: x.reshape((1, 1)))),\n",
    "]\n",
    "\n",
    "outputs = []\n",
    "\n",
    "for p in live_plots:\n",
    "    # We capture the display of the widget with ipywidgets.Output() to arrange it later\n",
    "    output = ipywidgets.Output()\n",
    "    with output:\n",
    "        p.display()\n",
    "        # Some bqplot-specific tweaks to reduce white space between plots\n",
    "        p.figure.fig_margin={'top': 50, 'bottom': 0, 'left': 25, 'right': 25}\n",
    "        p.figure.layout.height = '300px'\n",
    "    outputs.append(output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cdc87451e6d64b9fb943d0b0462de2c3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HBox(children=(Output(), Output(), Output())), HBox(children=(Output(), Output(), Output()))))"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "# Display the captured outputs in a grid\n",
    "ipywidgets.VBox([\n",
    "    ipywidgets.HBox(outputs[:3]),\n",
    "    ipywidgets.HBox(outputs[3:]),\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### What it looks like\n",
    "\n",
    "The gridded layout is currently not preserved when saving the notebook. This PNG shows a screenshot:\n",
    "\n",
    "![title](live-plotting-grid.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = ctx.run_udf(dataset=ds, udf=udfs, plots=live_plots)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### User-defined plotting\n",
    "\n",
    "In some cases one may want to plot results that are based on combining several channels of a UDF. As a specific example, when strain mapping with https://libertem.github.io/LiberTEM-blobfinder/ one may want to plot the angle between the `a` and `b` vectors in the fit result. `Live2DPlot` allows to pass a callable as the `channel` argument that will receive a complete UDF result together with a `damage` buffer that indicates which part of the navigation space has already been processed.\n",
    "\n",
    "The callable is expected to return an `ndarray` together with `damage` that indicates the positions in the result that hold valid data. If the result is derived from `kind='nav'` buffers, the `damage` parameter of the function can be passed through. If the result is derived from other buffers, i.e. the entire result array contains valid data, the function can just return `True` for the damage.\n",
    "\n",
    "Here we will plot the ratio between sum and max for demonstration purposes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def nav_ratio(udf_result, damage):\n",
    "    # We use the damage to exclude invalid data\n",
    "    # Avoid divide by 0\n",
    "    where = damage & (np.abs(udf_result['nav_max'].data) > 1e-12)\n",
    "    result = np.divide(\n",
    "        udf_result['nav_sum'].data,\n",
    "        udf_result['nav_max'].data,\n",
    "        where=where\n",
    "    )\n",
    "    return result, damage\n",
    "\n",
    "def sig_ratio(udf_result, damage):\n",
    "    # Avoid divide by 0\n",
    "    where = np.abs(udf_result['sig_max'].data) > 1e-12\n",
    "    result = np.divide(\n",
    "        udf_result['sig_sum'].data,\n",
    "        udf_result['sig_max'].data,\n",
    "        where=where\n",
    "    )\n",
    "    return result, True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "55fca9011e03430090b5c08bb87ee42a",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fb76bd75d0f0469cb14133a1c30a265d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "# (output is ignored in nbval run because it somehow doesn't work with widgets)\n",
    "live_plots = [\n",
    "    MPLLive2DPlot(dataset=ds, udf=udfs[0], channel=nav_ratio),\n",
    "    MPLLive2DPlot(dataset=ds, udf=udfs[1], channel=sig_ratio),\n",
    "]\n",
    "\n",
    "for p in live_plots:\n",
    "    p.display()\n",
    "    p.fig.colorbar(p.im_obj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = ctx.run_udf(dataset=ds, udf=udfs, plots=live_plots)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Region of interest (ROI)\n",
    "\n",
    "The shape of result buffers can depend on the ROI in some cases. The most notable example is `libertem.udf.raw.PickUDF`. For that reason we should pass the ROI to the constructor of `Live2DPlot` subclasses if the UDFs will be run with a ROI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "roi = np.zeros(ds.shape.nav, dtype=bool)\n",
    "roi[0,0] = True\n",
    "pick_udf = PickUDF()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "835c4feeeac649bbac9c3a048a08446e",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'intensity': <BufferWrapper kind=single dtype=uint8 extra_shape=(1, 256, 256)>}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "# (output is ignored in nbval run because it somehow doesn't work with widgets)\n",
    "# This just works, the ROI is handled correctly internally\n",
    "ctx.run_udf(dataset=ds, udf=pick_udf, roi=roi, plots=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b64d2c7ba99d4eb19e3529bbf575838e",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "# (output is ignored in nbval run because it somehow doesn't work with widgets)\n",
    "# Here we have to pass the ROI\n",
    "# If this was omitted, the PickUDF would allocate memory for the entire dataset and the plot would try to display that!\n",
    "live_plot_pick = MPLLive2DPlot(dataset=ds, udf=pick_udf, roi=roi, channel='intensity')\n",
    "live_plot_pick.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'intensity': <BufferWrapper kind=single dtype=uint8 extra_shape=(1, 256, 256)>}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ctx.run_udf(dataset=ds, udf=pick_udf, roi=roi, plots=[live_plot_pick])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the first axis of the result of `PickUDF` matches the number of entries in the ROI that are `True`. If this is a single one, this axis is \"squeezed out\" with default plotting. If functions are used to transform the result, this is the responsibility of the user. If more than one entry in the ROI is `True`, the result can't be plotted with default methods since it can't be squeezed to 2D anymore."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "Invalid shape (1, 256, 256) for image data",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[24], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# NBVAL_RAISES_EXCEPTION\u001b[39;00m\n\u001b[0;32m      2\u001b[0m \u001b[38;5;66;03m# Error, wrong shape!\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m \u001b[43mctx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_udf\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdataset\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mudf\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpick_udf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mroi\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mroi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mplots\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43m[\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mintensity\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mlambda\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\Documents\\src\\LiberTEM\\src\\libertem\\api.py:984\u001b[0m, in \u001b[0;36mContext.run_udf\u001b[1;34m(self, dataset, udf, roi, corrections, progress, backends, plots, sync)\u001b[0m\n\u001b[0;32m    982\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m tracer\u001b[38;5;241m.\u001b[39mstart_as_current_span(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mContext.run_udf\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m    983\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m sync:\n\u001b[1;32m--> 984\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_sync\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    985\u001b[0m \u001b[43m            \u001b[49m\u001b[43mdataset\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdataset\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    986\u001b[0m \u001b[43m            \u001b[49m\u001b[43mudf\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mudf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    987\u001b[0m \u001b[43m            \u001b[49m\u001b[43mroi\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mroi\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    988\u001b[0m \u001b[43m            \u001b[49m\u001b[43mcorrections\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcorrections\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    989\u001b[0m \u001b[43m            \u001b[49m\u001b[43mprogress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprogress\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    990\u001b[0m \u001b[43m            \u001b[49m\u001b[43mbackends\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbackends\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    991\u001b[0m \u001b[43m            \u001b[49m\u001b[43mplots\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mplots\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    992\u001b[0m \u001b[43m            \u001b[49m\u001b[43miterate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    993\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    994\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    995\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_run_async(\n\u001b[0;32m    996\u001b[0m             dataset\u001b[38;5;241m=\u001b[39mdataset,\n\u001b[0;32m    997\u001b[0m             udf\u001b[38;5;241m=\u001b[39mudf,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1003\u001b[0m             iterate\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m   1004\u001b[0m         )\n",
      "File \u001b[1;32m~\\Documents\\src\\LiberTEM\\src\\libertem\\api.py:1227\u001b[0m, in \u001b[0;36mContext._run_sync\u001b[1;34m(self, dataset, udf, roi, corrections, progress, backends, plots, iterate)\u001b[0m\n\u001b[0;32m   1225\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m enable_plotting:\n\u001b[0;32m   1226\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m tracer\u001b[38;5;241m.\u001b[39mstart_as_current_span(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mprepare_plots\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[1;32m-> 1227\u001b[0m         plots \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_prepare_plots\u001b[49m\u001b[43m(\u001b[49m\u001b[43mudfs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdataset\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mroi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mplots\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1229\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m corrections \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m   1230\u001b[0m     corrections \u001b[38;5;241m=\u001b[39m dataset\u001b[38;5;241m.\u001b[39mget_correction_data()\n",
      "File \u001b[1;32m~\\Documents\\src\\LiberTEM\\src\\libertem\\api.py:1466\u001b[0m, in \u001b[0;36mContext._prepare_plots\u001b[1;34m(self, udfs, dataset, roi, plots)\u001b[0m\n\u001b[0;32m   1454\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m channel \u001b[38;5;129;01min\u001b[39;00m udf_channels:\n\u001b[0;32m   1455\u001b[0m         p0 \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mplot_class(\n\u001b[0;32m   1456\u001b[0m             dataset,\n\u001b[0;32m   1457\u001b[0m             udf\u001b[38;5;241m=\u001b[39mudf,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1464\u001b[0m             ),\n\u001b[0;32m   1465\u001b[0m         )\n\u001b[1;32m-> 1466\u001b[0m         \u001b[43mp0\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdisplay\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1467\u001b[0m         plots\u001b[38;5;241m.\u001b[39mappend(p0)\n\u001b[0;32m   1468\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m plots\n",
      "File \u001b[1;32m~\\Documents\\src\\LiberTEM\\src\\libertem\\viz\\mpl.py:93\u001b[0m, in \u001b[0;36mMPLLive2DPlot.display\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m     91\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m ui_events() \u001b[38;5;28;01mas\u001b[39;00m poll:\n\u001b[0;32m     92\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfig, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxes \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots()\n\u001b[1;32m---> 93\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mim_obj \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43maxes\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimshow\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\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[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     94\u001b[0m     \u001b[38;5;66;03m# Set values compatible with log norm\u001b[39;00m\n\u001b[0;32m     95\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mim_obj\u001b[38;5;241m.\u001b[39mnorm\u001b[38;5;241m.\u001b[39mvmin \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n",
      "File \u001b[1;32m~\\miniconda3\\envs\\lt312\\Lib\\site-packages\\matplotlib\\__init__.py:1478\u001b[0m, in \u001b[0;36m_preprocess_data.<locals>.inner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1475\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[0;32m   1476\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minner\u001b[39m(ax, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m   1477\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1478\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mmap\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msanitize_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\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[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1480\u001b[0m     bound \u001b[38;5;241m=\u001b[39m new_sig\u001b[38;5;241m.\u001b[39mbind(ax, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m   1481\u001b[0m     auto_label \u001b[38;5;241m=\u001b[39m (bound\u001b[38;5;241m.\u001b[39marguments\u001b[38;5;241m.\u001b[39mget(label_namer)\n\u001b[0;32m   1482\u001b[0m                   \u001b[38;5;129;01mor\u001b[39;00m bound\u001b[38;5;241m.\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(label_namer))\n",
      "File \u001b[1;32m~\\miniconda3\\envs\\lt312\\Lib\\site-packages\\matplotlib\\axes\\_axes.py:5759\u001b[0m, in \u001b[0;36mAxes.imshow\u001b[1;34m(self, X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, interpolation_stage, filternorm, filterrad, resample, url, **kwargs)\u001b[0m\n\u001b[0;32m   5756\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m aspect \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[0;32m   5757\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mset_aspect(aspect)\n\u001b[1;32m-> 5759\u001b[0m \u001b[43mim\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mset_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   5760\u001b[0m im\u001b[38;5;241m.\u001b[39mset_alpha(alpha)\n\u001b[0;32m   5761\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m im\u001b[38;5;241m.\u001b[39mget_clip_path() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m   5762\u001b[0m     \u001b[38;5;66;03m# image does not already have clipping set, clip to axes patch\u001b[39;00m\n",
      "File \u001b[1;32m~\\miniconda3\\envs\\lt312\\Lib\\site-packages\\matplotlib\\image.py:723\u001b[0m, in \u001b[0;36m_ImageBase.set_data\u001b[1;34m(self, A)\u001b[0m\n\u001b[0;32m    721\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(A, PIL\u001b[38;5;241m.\u001b[39mImage\u001b[38;5;241m.\u001b[39mImage):\n\u001b[0;32m    722\u001b[0m     A \u001b[38;5;241m=\u001b[39m pil_to_array(A)  \u001b[38;5;66;03m# Needed e.g. to apply png palette.\u001b[39;00m\n\u001b[1;32m--> 723\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_normalize_image_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43mA\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    724\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_imcache \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m    725\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstale \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
      "File \u001b[1;32m~\\miniconda3\\envs\\lt312\\Lib\\site-packages\\matplotlib\\image.py:693\u001b[0m, in \u001b[0;36m_ImageBase._normalize_image_array\u001b[1;34m(A)\u001b[0m\n\u001b[0;32m    691\u001b[0m     A \u001b[38;5;241m=\u001b[39m A\u001b[38;5;241m.\u001b[39msqueeze(\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m)  \u001b[38;5;66;03m# If just (M, N, 1), assume scalar and apply colormap.\u001b[39;00m\n\u001b[0;32m    692\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (A\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m A\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m3\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m A\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m] \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;241m3\u001b[39m, \u001b[38;5;241m4\u001b[39m]):\n\u001b[1;32m--> 693\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInvalid shape \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mA\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m for image data\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m    694\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m A\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m3\u001b[39m:\n\u001b[0;32m    695\u001b[0m     \u001b[38;5;66;03m# If the input data has values outside the valid range (after\u001b[39;00m\n\u001b[0;32m    696\u001b[0m     \u001b[38;5;66;03m# normalisation), we issue a warning and then clip X to the bounds\u001b[39;00m\n\u001b[0;32m    697\u001b[0m     \u001b[38;5;66;03m# - otherwise casting wraps extreme values, hiding outliers and\u001b[39;00m\n\u001b[0;32m    698\u001b[0m     \u001b[38;5;66;03m# making reliable interpretation impossible.\u001b[39;00m\n\u001b[0;32m    699\u001b[0m     high \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m255\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m np\u001b[38;5;241m.\u001b[39missubdtype(A\u001b[38;5;241m.\u001b[39mdtype, np\u001b[38;5;241m.\u001b[39minteger) \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;241m1\u001b[39m\n",
      "\u001b[1;31mTypeError\u001b[0m: Invalid shape (1, 256, 256) for image data"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8a01a93b29b14444a5849bc28965b470",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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95s2bN7w2NDQUERHjx4+Pl19+OS688MKjzquuro7q6ur3eHoAoBzcATzDVVVVxaxZs6Kjo2N4bWhoKDo6OqKpqemo4y+++OJ48cUXo6ura/jxqU99Kq655pro6ury1i4AJOAO4BjQ2toaixcvjtmzZ8ecOXNizZo1cfjw4ViyZElERCxatCimTZsW7e3tUVNTE5dccsmI888777yIiKPWAYCxSQCOAQsWLIj9+/fHypUro7u7O2bOnBlbtmwZ/sGQvXv3RkWFm70AwO+NK4qiKPcQnHn6+vqirq4uent7o7a2ttzjAHCCXMdzc1sIACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQE4Bixdu3amD59etTU1ERjY2Ns27btmMeuX78+5s6dGxMmTIgJEyZEc3PzOx4PAIwtAnAM2LhxY7S2tkZbW1vs2LEjZsyYES0tLfHGG2+MevzWrVvj+uuvjx/96EfR2dkZDQ0N8clPfjJ++ctflnhyAKAcxhVFUZR7CN6dxsbGuOKKK+Khhx6KiIihoaFoaGiIW2+9NZYvX/5Hzx8cHIwJEybEQw89FIsWLTqu5+zr64u6urro7e2N2tradzU/AKXnOp6bO4BnuIGBgdi+fXs0NzcPr1VUVERzc3N0dnYe19/x5ptvxltvvRXvf//7j3lMf39/9PX1jXgAAGcmAXiGO3DgQAwODkZ9ff2I9fr6+uju7j6uv+P222+PqVOnjojIP9Te3h51dXXDj4aGhnc1NwBQPgIwudWrV8eGDRvi6aefjpqammMet2LFiujt7R1+7Nu3r4RTAgDvpfHlHoB3Z+LEiVFZWRk9PT0j1nt6emLy5MnveO79998fq1evjh/+8Idx2WWXveOx1dXVUV1d/a7nBQDKzx3AM1xVVVXMmjUrOjo6hteGhoaio6MjmpqajnnefffdF/fee29s2bIlZs+eXYpRAYDThDuAY0Bra2ssXrw4Zs+eHXPmzIk1a9bE4cOHY8mSJRERsWjRopg2bVq0t7dHRMQ//dM/xcqVK+OJJ56I6dOnD3+v4Pve97543/veV7bXAQCUhgAcAxYsWBD79++PlStXRnd3d8ycOTO2bNky/IMhe/fujYqK/7vZ+81vfjMGBgbiM5/5zIi/p62tLb785S+XcnQAoAx8DiAnxedHAZzZXMdz8z2AAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAAEAkhGAAADJCEAAgGQEIABAMgIQACAZAQgAkIwABABIRgACACQjAMeItWvXxvTp06OmpiYaGxtj27Zt73j89773vbj44oujpqYmLr300ti8eXOJJgUAyk0AjgEbN26M1tbWaGtrix07dsSMGTOipaUl3njjjVGPf+GFF+L666+PG2+8MXbu3Bnz58+P+fPnx89+9rMSTw4AlMO4oiiKcg/Bu9PY2BhXXHFFPPTQQxERMTQ0FA0NDXHrrbfG8uXLjzp+wYIFcfjw4fjBD34wvPbxj388Zs6cGevWrTuu5+zr64u6urro7e2N2tra9+aFAFAyruO5jS/3ALw7AwMDsX379lixYsXwWkVFRTQ3N0dnZ+eo53R2dkZra+uItZaWlnjmmWeO+Tz9/f3R398//Ofe3t6I+P0FBIAzz9vXb/eBchKAZ7gDBw7E4OBg1NfXj1ivr6+P3bt3j3pOd3f3qMd3d3cf83na29vjnnvuOWq9oaHhJKYG4HTxP//zP1FXV1fuMSgxAchxWbFixYi7hgcPHowPfOADsXfvXheOd9DX1xcNDQ2xb98+b7G8A/t0fOzT8bFPx6e3tzfOP//8eP/731/uUSgDAXiGmzhxYlRWVkZPT8+I9Z6enpg8efKo50yePPmEjo+IqK6ujurq6qPW6+rqXGCPQ21trX06Dvbp+Nin42Ofjk9FhZ8Hzci/9TNcVVVVzJo1Kzo6OobXhoaGoqOjI5qamkY9p6mpacTxERHPPffcMY8HAMYWdwDHgNbW1li8eHHMnj075syZE2vWrInDhw/HkiVLIiJi0aJFMW3atGhvb4+IiNtuuy2uvvrqeOCBB+K6666LDRs2xE9/+tN45JFHyvkyAIASEYBjwIIFC2L//v2xcuXK6O7ujpkzZ8aWLVuGf9Bj7969I27xX3nllfHEE0/EXXfdFXfccUf8xV/8RTzzzDNxySWXHPdzVldXR1tb26hvC/N/7NPxsU/Hxz4dH/t0fOxTbj4HEAAgGd8DCACQjAAEAEhGAAIAJCMAAQCSEYAc09q1a2P69OlRU1MTjY2NsW3btnc8/nvf+15cfPHFUVNTE5deemls3ry5RJOW14ns0/r162Pu3LkxYcKEmDBhQjQ3N//RfR0rTvTr6W0bNmyIcePGxfz580/tgKeJE92ngwcPxtKlS2PKlClRXV0dF110UYr/9k50n9asWRMf+tCH4uyzz46GhoZYtmxZ/O53vyvRtKX34x//OObNmxdTp06NcePGvePven/b1q1b42Mf+1hUV1fHBz/4wXj88cdP+ZyUUQGj2LBhQ1FVVVU89thjxX/9138VN910U3HeeecVPT09ox7/k5/8pKisrCzuu+++4qWXXiruuuuu4qyzzipefPHFEk9eWie6TzfccEOxdu3aYufOncWuXbuKv/mbvynq6uqK//7v/y7x5KV1ovv0ttdee62YNm1aMXfu3OLTn/50aYYtoxPdp/7+/mL27NnFtddeWzz//PPFa6+9VmzdurXo6uoq8eSldaL79J3vfKeorq4uvvOd7xSvvfZa8eyzzxZTpkwpli1bVuLJS2fz5s3FnXfeWTz11FNFRBRPP/30Ox6/Z8+e4pxzzilaW1uLl156qfjGN75RVFZWFlu2bCnNwJScAGRUc+bMKZYuXTr858HBwWLq1KlFe3v7qMd/9rOfLa677roRa42NjcXf/u3fntI5y+1E9+kPHTlypDj33HOLb3/726dqxNPCyezTkSNHiiuvvLL41re+VSxevDhFAJ7oPn3zm98sLrjggmJgYKBUI54WTnSfli5dWvzlX/7liLXW1tbiqquuOqVzni6OJwC/9KUvFR/96EdHrC1YsKBoaWk5hZNRTt4C5igDAwOxffv2aG5uHl6rqKiI5ubm6OzsHPWczs7OEcdHRLS0tBzz+LHgZPbpD7355pvx1ltvjelfxn6y+/SVr3wlJk2aFDfeeGMpxiy7k9mn73//+9HU1BRLly6N+vr6uOSSS2LVqlUxODhYqrFL7mT26corr4zt27cPv028Z8+e2Lx5c1x77bUlmflMkPEanp3fBMJRDhw4EIODg8O/SeRt9fX1sXv37lHP6e7uHvX47u7uUzZnuZ3MPv2h22+/PaZOnXrUhXcsOZl9ev755+PRRx+Nrq6uEkx4ejiZfdqzZ0/8x3/8R3zuc5+LzZs3x6uvvhpf/OIX46233oq2trZSjF1yJ7NPN9xwQxw4cCA+8YlPRFEUceTIkbjlllvijjvuKMXIZ4RjXcP7+vrit7/9bZx99tllmoxTxR1AKJPVq1fHhg0b4umnn46amppyj3PaOHToUCxcuDDWr18fEydOLPc4p7WhoaGYNGlSPPLIIzFr1qxYsGBB3HnnnbFu3bpyj3Za2bp1a6xatSoefvjh2LFjRzz11FOxadOmuPfee8s9GpSNO4AcZeLEiVFZWRk9PT0j1nt6emLy5MmjnjN58uQTOn4sOJl9etv9998fq1evjh/+8Idx2WWXncoxy+5E9+nnP/95vP766zFv3rzhtaGhoYiIGD9+fLz88stx4YUXntqhy+Bkvp6mTJkSZ511VlRWVg6vffjDH47u7u4YGBiIqqqqUzpzOZzMPt19992xcOHC+PznPx8REZdeemkcPnw4br755rjzzjtH/K70rI51Da+trXX3b4zyVc9RqqqqYtasWdHR0TG8NjQ0FB0dHdHU1DTqOU1NTSOOj4h47rnnjnn8WHAy+xQRcd9998W9994bW7ZsidmzZ5di1LI60X26+OKL48UXX4yurq7hx6c+9am45pproqurKxoaGko5fsmczNfTVVddFa+++upwIEdEvPLKKzFlypQxGX8RJ7dPb7755lGR93Y0F0Vx6oY9g2S8hqdX7p9C4fS0YcOGorq6unj88ceLl156qbj55puL8847r+ju7i6KoigWLlxYLF++fPj4n/zkJ8X48eOL+++/v9i1a1fR1taW5mNgTmSfVq9eXVRVVRVPPvlk8atf/Wr4cejQoXK9hJI40X36Q1l+CvhE92nv3r3FueeeW/zd3/1d8fLLLxc/+MEPikmTJhVf/epXy/USSuJE96m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      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NBVAL_RAISES_EXCEPTION\n",
    "# Error, wrong shape!\n",
    "ctx.run_udf(dataset=ds, udf=pick_udf, roi=roi, plots=[[('intensity', lambda x: x)]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "601e8ab44c7f44c590eb2ff93e7f670f",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'intensity': <BufferWrapper kind=single dtype=uint8 extra_shape=(1, 256, 256)>}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "# (output is ignored in nbval run because it somehow doesn't work with widgets)\n",
    "# Works, we squeeze the extra axis out\n",
    "ctx.run_udf(dataset=ds, udf=pick_udf, roi=roi, plots=[[('intensity', lambda x: x.squeeze())]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We have a ROI with two entries\n",
    "roi[0, 0] = True\n",
    "roi[-1, -1] = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\weber\\Documents\\src\\LiberTEM\\src\\libertem\\api.py:1439: UserWarning: No plottable channels found for UDF #0: PickUDF, not plotting.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'intensity': <BufferWrapper kind=single dtype=uint8 extra_shape=(2, 256, 256)>}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# No plot shown since the result is 3D now\n",
    "ctx.run_udf(dataset=ds, udf=pick_udf, roi=roi, plots=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
   "name": "python3"
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  "language_info": {
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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       "colors": [],
       "extrapolation": "constant",
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       "reverse": false,
       "scale_type": "linear",
       "scheme": "RdYlGn"
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VLjqwDAw6+sU1Or7sJTrm7vE5lac5OsOgLzpUGiA6UaIZOoRPGTp9Xww6O/FQOr7sJTqM3Sc6hE8ZOoHXEjojqSM6g7EXOtyG3jlI2Ac6FSsIOkkUCzpi+jk6ALZCOknR6jlSQBs6SrIMOtgOWDozY0I6pcPWORUrCDrfowM6qnfgOWAgNTq7dB86Gt8ROohlITqM3Sc6yFQ5OoRPGTodVxg6LNUzOn1fDDpJ0eo53IbeOVyorjmoO105q7PjOJfjvDgMWlk4IW0gOG0ATzfxmaU16WZ4NvGZJTfpZng28ZmlNfGZpTbxmaU28ZmlNfGZJTbxmaU18ZklNvGZpTXxmaU18ZmlNvGZpTXxmaU28ZmlNfGZJTbxmaU18ZmlNQAAAADxmaU18ZmlNelmeDbxmaU18ZklNgAAAADxmSU2AAAAAPGZpTXpZng28ZmlNelmeDbxmSU2AAAAAPGZpTUAAAAA8ZklNvGZpTUAAAAA8ZmlNvGZpTXxmaU16WZ4NvGZpTVtAM828ZklNulmeDbxmSU28ZklNvGZpTbxmaU18ZklNvGZJTbpZng28ZklNvGZJTbxmaU18ZklNvGZpTZSQJs3zqbENxSNBjjxmaU4l+O8OOBBBTnVllE5ToV0OecxkjnifYg5utadOce2tznEPrE5TEnxORAVgDlLUI45x7a3OcICrjnqqZg5mR/AOd7C4Tks1bM5BWrMOYs/pjlOhfQ5+sW1OVR8njmrs+M5EQ7jOdDixzmrWAI6BWrMORPvBDoRswE6nw/NORJRAzp74Og5zGrBOR71mTltAM85ObXNOTQBxDkl5SY6iGUhOoXtGjqB1xI6pv/ZObdX+jl/mw865FcNOu6/IDpJFAs6he0aOuE66Dncht45WTAoOojHHzqjh1M6yy6+ORlBEDp+WO85TO4POhj+7zlZMCg6hUj8OWL6OTo5F0w6xD4xOnwjCTruvyA6v4onOh1XGDqQ8y86ToX0OVyoLjrEPjE66Cr1OYJ1FDofkxs6LNUzOkUvgjos1TM60OJHOsQ+MTryNyc6tl4XOiRHJTrjdus54TpoOnYsXzqETxk6q1gCOrt0HzpM7g868jcnOviJMjrl9Q46j1UuOu2DHTpLUA46ZhBCOuJ9CDoaOvM5iMcfOuE66Dm2G/c5ZdS+OWqIyDmNeyk6QUNcOpZFOzqzQXI6GxuVOo17qTqySI86x7a3OhsblTq5k306f2qQOihdrTp74Gg6GxsVOg34WjoAGEE6KzcyOu4hHzoe9Rk64TroObGqDTruIR86ElEDOkjYBzrt3v45tSIUOr+KJzp74Og5fv0NOnTw2zmF7Ro6hykeOoJ1FDpazik68PsjOm88Ujp8Iwk6re/mOUacBDo+adc5f5sPOoMM+Tnrovs5FSsIOm880jnLLj46hoscOo63LDpi+jk6HLkWOr+KJzp4qwI6kZExOi0RNzrl9Q46yfI6OucxEjpKsgw6FSsIOn1fDDp08Ns5dw0BOqq6ADqF7Ro6T2YWOhj+7zkvTTo66Cr1OeRXDTq7dB86he0aOrYb9zltAM85crTYOe9dIjpi+jk6JyEqOlJAGzrtgx067d7+ObAMDDq5OBw65u7xOcHGqjkQFQA5KF2tOEoNbjjpZvg3UkCbN/GZpTbxmSU28ZmlNelmeDbpZng28ZklNvGZJTbxmSU28ZklNulmeDbxmaU18ZmlNfGZpTXxmaU18ZklNgAAAADxmSU28ZmlNfGZJTbpZng28ZklNvGZpTXxmSU2AAAAAAAAAADxmSU26WZ4NvGZJTbxmSU28ZklNvGZpTXpZng28ZmlNfGZJTbpZng28ZklNvGZJTZtAM826WZ4NgAAAADpZng28ZklNvGZpTUAAAAAAAAAAPGZpTXxmaU1AAAAAPGZpTXpZng28ZmlNfGZJTbxmaU18ZmlNulmeDYAAAAA8ZklNulm+Daz5hA4ghMWOP95PzjVltE46Wb4OMsuPjlApVo5cXhVOfZNrzm2Xpc5PS1UOV7ksTnJ8ro5G32TOVH9+jkzxcA5o4fTOTGJvTlytNg54n2IOZfjvDlEYAE6aEzFOUoN7jkY/u85lae5OeE66DmCdRQ6ObXNOTh5yjlTOf455LLuOdfS1Dn/eb85E0rmOXK02DlVuKE5HvWZOUeV5zmm/9k5e4UHOoOxFzpUfB46q1gCOvRzKjpqiMg5gDkROgxa2Tn7ATk67d7+ObiaGjpxeNU5iGUhOqXD1jl/mw864d8GOviJMjqFSPw5r24KOohlITpLUA46H+78OShdLTqC0PU5FI0GOvrFNTrGGDY6EQ5jOrJIDzpl1D46710iOh+TGzourzg6nw9NOsZ6NDofkxs6gdcSOrsSITqYgT46Lq84OhKCgjqVpzk6jXspOrZeFzrHtjc6FSsIOrf8GDodVxg6FI0GOoHXEjqdNUg6RzoGOlPeHDoFzEo6MOs7On+bDzoBVEQ6iGUhOojHHzrOpkQ6T8gUOoOxFzr5JzQ69HMqOis3Mjq61h06RGABOktQDjpgIDU6zMw/OkQdYTof7nw68cqkOq9uijp3aGI6RJGAOnjcgTodiJc6uJqaOkRggToRDmM6RLtiOrHbjDpe5DE6CoBUOn1fDDp5SQQ6SNgHOichKjp7hQc6WTAoOoHXEjoELsk5IDEdOkRgATp8Iwk6BC7JObTf8zmIZSE6VlYjOoLQ9TmqugA63WcAOuBBBTqIxx86LNUzOoMM+TlI2Ac6FwUNOrPmEDoXBQ06q7PjOSaDKDos1TM6tSIUOkc6Bjp7hQc6XuQxOrt0Hzp8Iwk6YVw4OlsKLTruvyA6fRzsORSNBjpFWeQ5iGUhOiOpIzq5OBw68ZmlOUacBDo78dA5re/mOauz4zmAlPI5pv/ZOcZ6NDotEbc5gwz5OXzBCjruIR86H+78ORj+7znCAi46fV8MOozdJzrkVw06bzzSOUqyDDr7ATk6uxIhOqg73Tmjh9M5fCOJOQLyRTmlw9Y4e+BoOKuz4zeQ8683bQDPNvGZJTbpZng28ZmlNvGZJTbxmSU28ZmlNfGZJTbxmSU2AAAAAAAAAADxmaU1AAAAAPGZJTcAAAAAAAAAAPGZpTbxmaU1AAAAAG0AzzbxmaU18ZmlNvGZpTXxmSU28ZmlNulmeDbxmSU2AAAAAPGZJTbxmaU1AAAAAG0AzzZtAM828ZklNvGZpTbxmSU26WZ4NvGZpTbxmSU28ZmlNfGZpTXxmaU18ZklNvGZpTXxmaU2bQDPNulmeDYAAAAA6WZ4NvGZpTbpZng26WZ4NvGZJTbxmSU28ZmlNm0ATzeQ8683kPMvOAxaWThmEMI4xD4xORo6czkXwmw547mLOS0RtznpZvg55fWOOeE66DlLUI45L026ORlBkDmTa7Y5UkCbOdWW0TnEPrE5nJfGOURgATo0AcQ5LRG3ObBn7TmaW8M5GjrzOZkfwDmvK+o5O/HQOR2y+TlQBJg56Wb4OVkwqDnewuE536MDOkxJ8TmJA6M5L026OTPFwDnmkxA6MYm9ORj+7znxmaU5FI0GOoJ1FDoFasw5WTAoOkzuDzoVKwg6thv3ORx29jkvTbo5gJTyOS9NOjpQBBg6H+78OTvx0DmF7Ro6bQBPOlAEGDrEPjE6E0rmObywIjpJ0eo5vU4kOrSEEjqAORE6gdcSOpGRMTrdJGA65LJuOoXtGjqgrU46SdHqOfknNDr8nzo69HMqOgOQRzrqqRg6Z65DOkS7YjoFakw6lAk4Oi0RNzrchl46d2hiOoOxFzq7EiE6V/QkOsFkLDrxmSU6XUYwOin7Ljr0ESw66qkYOpNrNjooXS06EBUAOojHHzq7EiE6KF0tOiRHJToY/u85zMw/Oqq6ADqqugA6R5XnORfC7DnnMRI6jrcsOoITFjoqmTA6q4mBOuaTkDqvboo6x+e2OquzYzpZMKg6vOGhOoiWoDq4y5k6vX+jOi9+uTp5eoM6XUYwOiRHJToVKwg6G30TOulm+Dm2G/c5CERROhZnCzrGGDY6hykeOht9Ezq5k/057iEfOvPVKDq0hBI65zESOqz2Azpe5DE64d8GOktQDjp8Iwk6HVcYOh2y+TmDsRc62A7YObGqDTrOpkQ6T8gUOu6/IDq7dB866M8TOnF4VTqM3Sc6NZ9FOuHfBjqNeyk6uJoaOugq9Tn0ESw6RB3hOeBBBToe9Rk6SRQLOhsbFTq61h06aExFOvWvLToT7wQ6JEclOhj+7zktEbc53gUCOg6W3DlKDe45Ic8eOqtYAjqe08k59HMqOkX+AjpR/fo5H+78OYITFjriGwo6UMH3OR2y+Tm1IhQ6vU4kOkl2CTrpCxc6rjIHOuJ9CDrHtrc5YCA1OQVqzDjBxqo4ghMWOC9NOjjxmaU26Wb4NvGZJTbxmSU2AAAAAPGZJTbxmSU28ZklNvGZpTXxmaU1AAAAAPGZpTUAAAAA8ZklNvGZJTYAAAAA8ZmlNQAAAADpZng28ZmlNfGZpTbxmaU26WZ4NvGZpTXxmSU28ZmlNgAAAADxmaU18ZmlNfGZpTUAAAAA8ZklNvGZpTXxmSU3AAAAAAAAAADxmSU28ZklNvGZpTUAAAAA8ZklNvGZpTUAAAAA8ZklNulm+DYAAAAAAAAAAPGZJTbxmSU28ZmlNfGZpTUAAAAAs+YQN7PmEDez5hA4RGABOJfjvDiX47w4E0pmOXwjiTmcl8Y54n2IOcQ+sTkOltw53sLhOehtlTnHtrc5JeWmOcnyujlxeFU5RGCBOYkDozmTa7Y5HLmWOZfjvDkTSuY54TroOTm1zTl+WO85Cx7WOe9dojkl5aY53WcAOtDixzkELsk5GjrzORSNBjqhS9A50OLHOZWnuTmvK+o5Nj3HOUxJ8TkJ4tI536MDOncNATq1wBU6o4fTOR1XGDrifQg6o4fTOXwjCTp8Iwk6wcYqOuO5CzobGxU666L7OeaTEDqVpzk6RB3hOeRXDTobfRM6hE8ZOiaDKDqySA8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