{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Inspection- Preprocessing - Unsupervised ML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This tutorial demonstrates the most important basic steps involved in the analysis of scanning electron diffraction data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data was acquired from a GaAs nanowire adopting the zinc blende structure and exhibiting type I twinning (i.e. on {111}) along its length. The region of interest contains a single nanowire comprising multiple crystals each in one of the two twinned orientations and near to a <1-10> zone axis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This functionaility has been checked to run in pyxem version 0.14.1 (April 2022). However, bugs are always possible, do not trust the code blindly, and if you experience any issues please report them here: https://github.com/pyxem/pyxem-demos/issues"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contents"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. <a href='#loa'> Loading & Inspection</a>\n",
    "2. <a href='#cal'> Alignment & Calibration</a>\n",
    "3. <a href='#vdf'> Virtual Diffraction Imaging</a>\n",
    "4. <a href='#ml'> Machine Learning SPED Data</a>\n",
    "5. <a href='#vec'> Peak Finding</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import pyxem and other required libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Changing the matplotlib background will give you interactive \n",
    "#%matplotlib qt5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:silx.opencl.common:Unable to import pyOpenCl. Please install it from: https://pypi.org/project/pyopencl\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import hyperspy.api as hs\n",
    "import pyxem as pxm\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='loa'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  1. Loading and Inspection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the SPED data acquired from the nanowire"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n",
      "  warnings.warn(\n",
      "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/io.py:572: VisibleDeprecationWarning: Loading old file version. The binned attribute has been moved from metadata.Signal to axis.is_binned. Setting this attribute for all signal axes instead.\n",
      "  warnings.warn('Loading old file version. The binned attribute '\n"
     ]
    }
   ],
   "source": [
    "dp = hs.load('./data/01/twinned_nanowire.hdf5', reader=\"hspy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inspect the dp object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Diffraction2D, title: , dimensions: (30, 100|144, 144)>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Specify that the data is electron diffraction data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dp.set_signal_type('electron_diffraction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inspect the signal type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ElectronDiffraction2D, title: , dimensions: (30, 100|144, 144)>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inspect the data type of the object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('uint8')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp.data.dtype"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inspect the metadata associated with the object 'dp'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Acquisition_instrument\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    TEM\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>beam_energy = 300.0</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>camera_length = 0.21000000000000002</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>scan_rotation = 277.0</li></ul>\n",
       "    </details></ul></details></ul><ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    General\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    FileIO\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    0\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>hyperspy_version = 1.7.5</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>io_plugin = hyperspy.io_plugins.hspy</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>operation = load</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>timestamp = 2023-10-26T10:27:31.436805-05:00</li></ul>\n",
       "    </details></ul></details></ul>\n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>original_filename = nanowire_precession.blo</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>time = (2014, 12, 8)</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>title = </li></ul>\n",
       "    </details></ul><ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Signal\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>signal_origin = </li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>signal_type = electron_diffraction</li></ul>\n",
       "    </details></ul>"
      ],
      "text/plain": [
       "├── Acquisition_instrument\n",
       "│   └── TEM\n",
       "│       ├── beam_energy = 300.0\n",
       "│       ├── camera_length = 0.21000000000000002\n",
       "│       └── scan_rotation = 277.0\n",
       "├── General\n",
       "│   ├── FileIO\n",
       "│   │   └── 0\n",
       "│   │       ├── hyperspy_version = 1.7.5\n",
       "│   │       ├── io_plugin = hyperspy.io_plugins.hspy\n",
       "│   │       ├── operation = load\n",
       "│   │       └── timestamp = 2023-10-26T10:27:31.436805-05:00\n",
       "│   ├── original_filename = nanowire_precession.blo\n",
       "│   ├── time = (2014, 12, 8)\n",
       "│   └── title = \n",
       "└── Signal\n",
       "    ├── signal_origin = \n",
       "    └── signal_type = electron_diffraction"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp.metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set important experimental parameters using the built in function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dp.set_experimental_parameters(beam_energy=300.0,\n",
    "                               camera_length=21.0,\n",
    "                               scan_rotation=277.0,\n",
    "                               convergence_angle=0.7,\n",
    "                               exposure_time=10.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See how this changed the metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Acquisition_instrument\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    TEM\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Detector\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Diffraction\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>camera_length = 21.0</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>exposure_time = 10.0</li></ul>\n",
       "    </details></ul></details></ul>\n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>beam_energy = 300.0</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>camera_length = 0.21000000000000002</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>convergence_angle = 0.7</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>scan_rotation = 277.0</li></ul>\n",
       "    </details></ul></details></ul><ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    General\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    FileIO\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    0\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>hyperspy_version = 1.7.5</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>io_plugin = hyperspy.io_plugins.hspy</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>operation = load</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>timestamp = 2023-10-26T10:27:31.436805-05:00</li></ul>\n",
       "    </details></ul></details></ul>\n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>original_filename = nanowire_precession.blo</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>time = (2014, 12, 8)</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>title = </li></ul>\n",
       "    </details></ul><ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Signal\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>signal_origin = </li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>signal_type = electron_diffraction</li></ul>\n",
       "    </details></ul>"
      ],
      "text/plain": [
       "├── Acquisition_instrument\n",
       "│   └── TEM\n",
       "│       ├── Detector\n",
       "│       │   └── Diffraction\n",
       "│       │       ├── camera_length = 21.0\n",
       "│       │       └── exposure_time = 10.0\n",
       "│       ├── beam_energy = 300.0\n",
       "│       ├── camera_length = 0.21000000000000002\n",
       "│       ├── convergence_angle = 0.7\n",
       "│       └── scan_rotation = 277.0\n",
       "├── General\n",
       "│   ├── FileIO\n",
       "│   │   └── 0\n",
       "│   │       ├── hyperspy_version = 1.7.5\n",
       "│   │       ├── io_plugin = hyperspy.io_plugins.hspy\n",
       "│   │       ├── operation = load\n",
       "│   │       └── timestamp = 2023-10-26T10:27:31.436805-05:00\n",
       "│   ├── original_filename = nanowire_precession.blo\n",
       "│   ├── time = (2014, 12, 8)\n",
       "│   └── title = \n",
       "└── Signal\n",
       "    ├── signal_origin = \n",
       "    └── signal_type = electron_diffraction"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp.metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set another metadata item and check it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Acquisition_instrument\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    TEM\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Detector\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Diffraction\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>camera_length = 21.0</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>exposure_time = 10.0</li></ul>\n",
       "    </details></ul></details></ul>\n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>beam_energy = 300.0</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>camera_length = 0.21000000000000002</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>convergence_angle = 0.7</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>scan_rotation = 277.0</li></ul>\n",
       "    </details></ul></details></ul><ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    General\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    FileIO\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    0\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>hyperspy_version = 1.7.5</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>io_plugin = hyperspy.io_plugins.hspy</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>operation = load</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>timestamp = 2023-10-26T10:27:31.436805-05:00</li></ul>\n",
       "    </details></ul></details></ul>\n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>original_filename = nanowire_precession.blo</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>time = (2014, 12, 8)</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>title = GaAs Nanowire</li></ul>\n",
       "    </details></ul><ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Signal\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>signal_origin = </li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>signal_type = electron_diffraction</li></ul>\n",
       "    </details></ul>"
      ],
      "text/plain": [
       "├── Acquisition_instrument\n",
       "│   └── TEM\n",
       "│       ├── Detector\n",
       "│       │   └── Diffraction\n",
       "│       │       ├── camera_length = 21.0\n",
       "│       │       └── exposure_time = 10.0\n",
       "│       ├── beam_energy = 300.0\n",
       "│       ├── camera_length = 0.21000000000000002\n",
       "│       ├── convergence_angle = 0.7\n",
       "│       └── scan_rotation = 277.0\n",
       "├── General\n",
       "│   ├── FileIO\n",
       "│   │   └── 0\n",
       "│   │       ├── hyperspy_version = 1.7.5\n",
       "│   │       ├── io_plugin = hyperspy.io_plugins.hspy\n",
       "│   │       ├── operation = load\n",
       "│   │       └── timestamp = 2023-10-26T10:27:31.436805-05:00\n",
       "│   ├── original_filename = nanowire_precession.blo\n",
       "│   ├── time = (2014, 12, 8)\n",
       "│   └── title = GaAs Nanowire\n",
       "└── Signal\n",
       "    ├── signal_origin = \n",
       "    └── signal_type = electron_diffraction"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp.metadata.set_item(\"General.title\", 'GaAs Nanowire')\n",
    "dp.metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ElectronDiffraction2D, title: GaAs Nanowire, dimensions: (30, 100|144, 144)>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the data to inspect it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 200x640 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dp.plot(cmap='inferno', vmax=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='cal'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Alignment & Calibration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apply distortion corrections to the data due to off-axis acquisition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[########################################] | 100% Completed | 2.50 ss\n"
     ]
    }
   ],
   "source": [
    "dp.apply_affine_transformation(np.array([[0.99,0,0],\n",
    "                                         [0,0.69,0],\n",
    "                                         [0,0,1]]),\n",
    "                               keep_dtype=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('uint8')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp.data.dtype"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Align the dataset based on the direct beam position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[########################################] | 100% Completed | 32.64 s\n",
      "[########################################] | 100% Completed | 1.99 ss\n"
     ]
    }
   ],
   "source": [
    "dp.center_direct_beam(method='cross_correlate',\n",
    "                      radius_start=2,\n",
    "                      radius_finish=5,\n",
    "                      half_square_width=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 200x640 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dp.plot(cmap='inferno', vmax=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Measure known interplanar spacing to obtain calibration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<hyperspy.drawing._widgets.line2d.Line2DWidget at 0x1574b0290>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dpm = dp.mean((0,1))\n",
    "dpm.plot(cmap='inferno', vmax=50)\n",
    "line = hs.roi.Line2DROI(x1=25.8525, y1=64.5691, x2=120.907, y2=77.0079, linewidth=5.49734)\n",
    "line.add_widget(dpm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trace = line(dpm)\n",
    "trace.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "recip_d111 = np.sqrt((3/5.6535**2))\n",
    "recip_cal = recip_d111 / 11.4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set data calibrations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dp.set_diffraction_calibration(recip_cal)\n",
    "dp.set_scan_calibration(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the calibrated data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 211.2x640 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dp.plot(cmap='inferno', vmax=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='vdf'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  3. Virtual Diffraction Imaging & Selecting Regions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Interactive VDF Imaging"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot an interactive virtual image integrating intensity within a circular subset of pixels in the diffraction pattern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "roi = hs.roi.CircleROI(cx=0.,cy=0, r_inner=0, r=0.07)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 211.2x640 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dp.plot_integrated_intensity(roi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the virtual diffraction image associated with the last integration window used interactively"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vdf = dp.get_integrated_intensity(roi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the virtual dark-field image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": [
     "nbsphinx-thumbnail"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 211.2x640 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vdf.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inspect the metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Acquisition_instrument\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    TEM\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Detector\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Diffraction\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>camera_length = 21.0</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>exposure_time = 10.0</li></ul>\n",
       "    </details></ul></details></ul>\n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>beam_energy = 300.0</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>camera_length = 0.21000000000000002</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>convergence_angle = 0.7</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>scan_rotation = 277.0</li></ul>\n",
       "    </details></ul></details></ul><ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Diffraction\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>integrated_range = CircleROI(cx=0, cy=0, r=0.07, r_inner=0) of GaAs Nanowire</li></ul>\n",
       "    </details></ul><ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    General\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    FileIO\n",
       "                    </li></summary>\n",
       "                    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details closed>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    0\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>hyperspy_version = 1.7.5</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>io_plugin = hyperspy.io_plugins.hspy</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>operation = load</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>timestamp = 2023-10-26T10:27:31.436805-05:00</li></ul>\n",
       "    </details></ul></details></ul>\n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>original_filename = nanowire_precession.blo</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>time = (2014, 12, 8)</li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>title = Integrated intensity</li></ul>\n",
       "    </details></ul><ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "                    <details open>\n",
       "                    <summary style=\"display: list-item;\">\n",
       "                    <li style=\"display: inline;\">\n",
       "                    Signal\n",
       "                    </li></summary>\n",
       "                    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>signal_origin = </li></ul>\n",
       "    \n",
       "    <ul style=\"margin: 0px; list-style-position: outside;\">\n",
       "    <li style='margin-left:1em; padding-left: 0.5em'>signal_type = </li></ul>\n",
       "    </details></ul>"
      ],
      "text/plain": [
       "├── Acquisition_instrument\n",
       "│   └── TEM\n",
       "│       ├── Detector\n",
       "│       │   └── Diffraction\n",
       "│       │       ├── camera_length = 21.0\n",
       "│       │       └── exposure_time = 10.0\n",
       "│       ├── beam_energy = 300.0\n",
       "│       ├── camera_length = 0.21000000000000002\n",
       "│       ├── convergence_angle = 0.7\n",
       "│       └── scan_rotation = 277.0\n",
       "├── Diffraction\n",
       "│   └── integrated_range = CircleROI(cx=0, cy=0, r=0.07, r_inner=0) of GaAs Nanowire\n",
       "├── General\n",
       "│   ├── FileIO\n",
       "│   │   └── 0\n",
       "│   │       ├── hyperspy_version = 1.7.5\n",
       "│   │       ├── io_plugin = hyperspy.io_plugins.hspy\n",
       "│   │       ├── operation = load\n",
       "│   │       └── timestamp = 2023-10-26T10:27:31.436805-05:00\n",
       "│   ├── original_filename = nanowire_precession.blo\n",
       "│   ├── time = (2014, 12, 8)\n",
       "│   └── title = Integrated intensity\n",
       "└── Signal\n",
       "    ├── signal_origin = \n",
       "    └── signal_type = "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vdf.metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save the virtual dark-field image as a 32bit tif"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vdf.change_dtype('float32')\n",
    "vdf.save('vdfeg.tif')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Form multiple images using a VDF Generator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import the VirtualImageGenerator class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyxem.generators.virtual_image_generator import VirtualImageGenerator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the VDFGenerator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vdfgen = VirtualImageGenerator(dp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate 10 annular VDF images between 0 and 1 reciprocal angstroms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vdfs = vdfgen.get_concentric_virtual_images(k_min=0,\n",
    "                                        k_max=1,\n",
    "                                        k_steps=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the VDF images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 211.2x640 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vdfs.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save the stack of VDF image as a 32bit tif stack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vdfs.change_dtype('float32')\n",
    "vdfs.save('vdsfeg.tif')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Select a region in the scan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the data with an adjustable marker indicating where to crop the scan region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<hyperspy.drawing._widgets.rectangles.RectangleWidget at 0x157384150>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 211.2x640 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reg = hs.roi.RectangularROI(left=50, top=630, right=290, bottom=870)\n",
    "dp.plot(cmap='inferno', vmax=50)\n",
    "reg.add_widget(dp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Crop the dataset based on the region defined above"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dpc = reg(dp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate the mean diffraction pattern from the selected region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dpcm = dpc.mean((0,1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the mean diffraction pattern from the selected region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dpcm.plot(cmap='inferno', vmax=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='ml'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## 4. Unsupervised learning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Perform singular value decomposition (SVD) of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dpc.data =dpc.data+1 # Sometimes the SVD Solver won't converge if there are a lot of zeros. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decomposition info:\n",
      "  normalize_poissonian_noise=True\n",
      "  algorithm=SVD\n",
      "  output_dimension=None\n",
      "  centre=None\n"
     ]
    }
   ],
   "source": [
    "dpc.data = dpc.data.astype('float64')\n",
    "dpc.decomposition(True, algorithm='SVD')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Obtain a \"Scree plot\" by plotting the fraction of variance described by each principal component"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'GaAs Nanowire\\nPCA Scree Plot'}, xlabel='Principal component index', ylabel='Proportion of variance'>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dpc.plot_explained_variance_ratio()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the decomposition results and have a look at them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:hyperspy.drawing.mpl_he:Navigation sliders not available. No toolkit registered. Install hyperspy_gui_ipywidgets or hyperspy_gui_traitsui GUI elements.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dpc.plot_decomposition_results()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Perform non-negative matrix factorisation (NMF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decomposition info:\n",
      "  normalize_poissonian_noise=True\n",
      "  algorithm=NMF\n",
      "  output_dimension=4\n",
      "  centre=None\n",
      "scikit-learn estimator:\n",
      "NMF(n_components=4)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/sklearn/decomposition/_nmf.py:1710: ConvergenceWarning: Maximum number of iterations 200 reached. Increase it to improve convergence.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "dpc.decomposition(True, algorithm='NMF', output_dimension=4,)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the NMF results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:hyperspy.drawing.mpl_he:Navigation sliders not available. No toolkit registered. Install hyperspy_gui_ipywidgets or hyperspy_gui_traitsui GUI elements.\n"
     ]
    },
    {
     "data": {
      "image/png": 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VmZlp1atXz0pISHAtHzZsWKGP/7mP0X333WfVrFnTbT1JVmxsrJWUlORadvjwYcvHx8caP368a9k111xjVa9e3crIyHAbd3R0tNvjPnnyZEuSlZiYeN7H5lwrVqywJFkTJ050Wz5nzhxLkvWvf/3L7X6EhoZeMHP27NmWJOvNN9/M97WsrCy3j8I4nU4rKyvL+vrrry1J1o8//uj29bFjx1qSrBUrVliWZVl//PGH5XA4rH79+rmt16NHD6tZs2YXHPO58p6DkyZNsizLsu6++24rNDTUOnTokGVZljV69GhLknXs2LHzjv/PP/+0JFlLlixxfS3vtuc+5o8++qgVFBRkOZ1Oy7KK/r1JSUmxAgICrLFjx1qWZVn79++3JFnDhg2zgoODrfT0dMuyLOvBBx+04uPj893H9957L9/YRo0a5bbN9evXW5Ksl19+2W35X3/9ZQUHB1vPPPPMeR5Nyzp+/Lh13XXXWZIsSZa/v7/Vpk0ba/z48VZycrLbuu3bt7fat2/v+vy1116zJFnLly93W+/hhx/ON/777rvPkmTNnTvXbd1u3bpZ9evXL3R8OTk5VlZWljV27FgrOjra9T0oaDzlxenTpy1J1pEjR6y0tLQS/Thy5Ei+33HegGbqPKyzZsC7d+/WL7/8orv/770Bs7OzXR/dunXToUOHXG3E8uXLdf3116tBgwaFZq9Zs0YNGzZUy5Yt3Zb3799flmVpzZo1bsu7devmVnHnZZ/7F3/e8nPPfrryyivVtGlTt2V9+/ZVUlKSfvjhh2KNqWXLlkpMTFSfPn20ZMmSEjlLqbiPT/fu3eXr6+v6vEmTJpKkP//8s1jb3bVrlw4ePKh+/fq5Pd5hYWHq1auXNmzYoNTUVEm5z4Fx48apYcOGCggIkJ+fnwICAvTbb79p586drtt+9dVXhT7+RXX99dcrPDzc9XlsbKwqV67sun8pKSnasmWL/v73vysgIMBt3Oe2Nddcc40k6Y477tDcuXN14MCBIo0h7zE/d3fs7bffrtDQUK0+983JbUhMTJS/v7/bx5azLuz7xx9/qG/fvoqLi5Ovr6/8/f3Vvn17SXJ77C3Lcu3au/HGGyVJtWvXVocOHbRgwQIlJSW51m3ZsqV+/PFHPfroo/riiy/cvlYcL774orKysvTCCy8Uus7Ro0c1cOBAVa9eXX5+fvL391fNmjXzjT/PLbfc4vZ5kyZNlJ6e7tqlX9TvTUhIiFq3bq1Vq1ZJyt3dGBUVpaefflqZmZmu5nXVqlVFPvmmV69ebp8vXbpUDodD99xzj9vrZFxcnJo2bXrBM2ejo6P1zTffaPPmzXrppZd066236tdff9Xw4cPVuHHj877efP311woPD1eXLl3clvfp06fA9R0OR76fjyZNmuR73VizZo06deqkyMhI1/Nt1KhROnHiBGd+n8Uqx80Uk6lCpKSk6MSJE4qPj5ckVzU9dOjQfC/yjz76qCS5fsiPHTumatWqnTf/xIkTBe7iytveiRMn3JZXrFjR7fO8X5iFLU9PT3dbHnfu1ePPWpa3raKOqV+/fpo5c6b+/PNP9erVS5UrV1arVq3cdhPYVdzHJzo62u3zwMBASVJaWlqxtyup0G07nU7XrtrBgwdr5MiR+vvf/67PPvtMGzdu1ObNm9W0aVO37Z44ceK8j39RnHv/pNz7mLedU6dOybKsAk+WOHdZu3bttHjxYmVnZ+vee+9VtWrV1KhRI33yySfnHcOJEyfk5+enmJgYt+UOh0NxcXH5vidFUaNGDUn5J73h4eHavHmzNm/erNGjR7t97cyZM/rb3/6mjRs36sUXX9TatWu1efNmLVy4UJL793zNmjXas2ePbr/9diUlJSkxMVGJiYm64447lJqa6nafhw8frsmTJ2vDhg3q2rWroqOj1bFjR7dJXFHUqlVLjz76qN555x399ttv+b7udDp10003aeHChXrmmWe0evVqbdq0yXWMX0HP2Qs9v4vzvenUqZM2bNiglJQUrVq1SjfccIOio6N19dVXa9WqVdqzZ4/27NlT5MnUuT8rR44ccT0Xz32t3LBhQ5H/+GrRooWGDRumefPm6eDBg0pISNDevXvzHYR+thMnThTpZyBPSEiIgoKC3JYFBga6vX5u2rRJN910kyTp7bff1nfffafNmzdrxIgRkor/GoNLU7k/m68wy5YtU05OjuvgxkqVKknKfcHtWcibJ9evX1+SFBMTo/379583Pzo6WocOHcq3/ODBg27bM+Vw3vsYFrAs74W6OGO6//77df/99yslJUXr1q3T6NGj1aNHD/3666+uv7DtKO3H5+ztSip02z4+PqpQoYIk6d///rfuvfdejRs3zm2948ePK+qsN9+Ojo4+7+NvQoUKFeRwOAo8HqWg7dx666269dZblZGRoQ0bNmj8+PHq27evatWqpdatWxe4jejoaGVnZ+vYsWNuv7Qty9Lhw4ddjVdxXH311apQoYI+++wzt8fR19fXdZbttm3b3G6zZs0aHTx4UGvXrnW1UZIKPLbp3XfflSRNmTJFU85926n/+/rDDz8sKfdA98GDB2vw4MFKTEzUqlWr9Nxzz6lz587666+/inWW2vPPP6+ZM2fqueee05XnXPNu27Zt+vHHH/X+++/rvvvucy3fvXt3kfPPVZzvTceOHTVy5EitW7dOq1evdk1WO3bsqJUrV6p27dquz4vi3JMbKlWqJIfDoW+++cY16TtbQcsuxN/fX6NHj9bUqVPzPR/OFh0d7XY8WB47P2uzZ8+Wv7+/li5d6jbxWrx4sceZl6rSaI5opi4i+/bt09ChQxUZGel6oa1fv77q1aunH3/8US1atCjwI283TNeuXfXVV1+5HYR8ro4dO2rHjh2uXWx5PvzwQzkcDl1//fVG79P27dv1448/ui37+OOPFR4erquuusrjMYWGhqpr164aMWKEMjMztX379kLHUJy2qLQfnzz169dX1apV9fHHH7v90KakpGjBggWuM/yk3F8i5/5iWLZsWb7dZtdff32hj78poaGhatGihRYvXqzMzEzX8jNnzhR41l+ewMBAtW/f3nXA7datWwtdN++Xa971mvIsWLBAKSkpRf7le7aAgAA9/fTT2rZtW76DfguT98v73Mf+3DNvT506pUWLFqlt27b66quv8n3kneVV0C/nqKgo9e7dW4899phOnjzpOuu0qKKjozVs2DDNnz8/3y/3oo6/OIrzvWnZsqUiIiI0bdo0HT582LX7s1OnTtq6davmzp2rhg0bulrg4urRo4csy9KBAwcKfJ1s3LjxeW9f0B8y0v92f55vXO3bt1dycrKWL1/utrygi6kWlcPhkJ+fn9thBGlpafroo488zsSlp9w3U9u2bXPt0z969Ki++eYbvffee/L19dWiRYvc/sp766231LVrV3Xu3Fn9+/dX1apVdfLkSe3cuVM//PCD5s2bJ0kaO3asli9frnbt2um5555T48aNlZiYqBUrVmjw4MG64oorlJCQoA8//FDdu3fX2LFjVbNmTS1btkyvv/66HnnkEV1++eVG72d8fLxuueUWjRkzRlWqVNG///1vffnll5owYYJrclDUMT344IMKDg5W27ZtVaVKFR0+fFjjx49XZGTkeduJvBfRCRMmqGvXrvL19VWTJk3cjvHJU9qPTx4fHx9NnDhRd999t3r06KGHH35YGRkZmjRpkhITE/XSSy+51u3Ro4fef/99XXHFFWrSpIn+85//aNKkSfl28Q4aNEgzZ85U9+7d9eKLLyo2NlazZs3SL4bfO3Ls2LHq3r27OnfurKeeeko5OTmaNGmSwsLCdPLkSdd6o0aN0v79+9WxY0dVq1ZNiYmJeuWVV9yOOyrIjTfeqM6dO2vYsGFKSkpS27Zt9dNPP2n06NFq3ry5+vXr59G4hw0bpl9++UXPPvus1q1bpzvvvFO1atVSRkaG/vjjD73zzjvy9fV1PU/btGmjChUqaODAgRo9erT8/f01a9asfJPVWbNmKT09XU8++WSBV6WOjo7WrFmz9O6772rq1Km6+eabXdedi4mJ0Z9//qlp06apZs2aqlevXrHv16BBg/Taa6/l+8V+xRVX6LLLLtOzzz4ry7JUsWJFffbZZ7Z2kxfne+Pr66v27dvrs88+U+3atV2XM2jbtq0CAwO1evVqPfnkkx6PpW3btnrooYd0//33a8uWLWrXrp1CQ0N16NAhffvtt2rcuLEeeeSRQm/fuXNnVatWTTfffLOuuOIKOZ1O/fe//9XLL7+ssLCw817U9r777tPUqVN1zz336MUXX1TdunW1fPlyffHFF5LyX1qhKLp3764pU6aob9++euihh3TixAlNnjzZo4btUleem6lyfzZf3kdAQIBVuXJlq3379ta4ceOso0ePFni7H3/80brjjjusypUrW/7+/lZcXJx1ww035Dsb6a+//rIeeOABKy4uzvL397fi4+OtO+64wzpy5IhrnT///NPq27evFR0dbfn7+1v169e3Jk2a5HYW2blnCuXJOwtt3rx5Bd6vs89SrFmzptW9e3dr/vz51pVXXmkFBARYtWrVsqZMmZLv/hVlTB988IF1/fXXW7GxsVZAQIDrvv3000/5xnf2mWoZGRnWP/7xDysmJsZyOByWJGvPnj2uMZ59Np/dx8eycs+CGz16dL7lBT2OZ4/Tsixr8eLFVqtWraygoCArNDTU6tixo/Xdd9+5rXPq1ClrwIABVuXKla2QkBDruuuus7755psCz+jZsWOHdeONN1pBQUFWxYoVrQEDBlhLliwp8tl8jz32WL6xF/SYLVq0yGrcuLEVEBBg1ahRw3rppZesJ5980qpQoYJrnaVLl1pdu3a1qlat6nred+vWzfrmm2/O+1hZlmWlpaVZw4YNs2rWrGn5+/tbVapUsR555BHr1KlTbusV9Wy+s3366afWzTffbMXGxlp+fn5WeHi41axZM2vIkCHWL7/84rbu999/b7Vu3doKCQmxYmJirH/84x/WDz/84HbGVrNmzazKlSu7nd14rmuvvdaqVKmSlZGRYb388stWmzZtrEqVKrkevwEDBlh79+4977jP9xz817/+5XqNOftsvrznQ3h4uFWhQgXr9ttvt/bt25fvOVvYmYB5P+d5Pz+WVfTvjWVZ1iuvvGJJsh588EG35XlnmH766acF3seCzuYr7CzFmTNnWq1atbJCQ0Ot4OBg67LLLrPuvfdea8uWLQWun2fOnDlW3759rXr16llhYWGWv7+/VaNGDatfv375zpAu6Gdt3759Vs+ePa2wsDArPDzc6tWrl/X555/nO1OysOdo3v06977Ur1/fCgwMtOrUqWONHz/eevfdd/N9D8r72XwHDx60zpw5U6IfBw8e9Mqz+RyW5a3TPJhSq1YtNWrU6Ly7e3BpysrKUrNmzVS1alWtXLmyrIcDlIlx48bp+eef1759+y54chCKLykpSZGRkTp48GCJvy1YUlKS4uPjdfr0aa96C7Jyv5sPuJQMGDBAN954o2v365tvvqmdO3cW+SrewMXu1VdflSTXe66uWbNG06dP1z333MNEqoRZ5Xg3H5Mp4BKSnJysoUOH6tixY/L399dVV12lzz//nDfsRrkREhKiqVOnau/evcrIyFCNGjU0bNgwPf/882U9NFzC2M0HAAA8lrebb//+/aWym69atWpet5uPSyMAAADYwG4+AABgW3k+ZopmCgAAwIYyaaacTqcOHjyo8PDwfG9FAAAAPGNZlpKTkxUfH+/RRUrtbru8NlNlMpk6ePCgRo0aZTQz781nTTD5nmlS7jvcm5SSkuLVed6ssHeP94TT6TSWVRL8/f29Mkvy3hfEPBkZGcayTD92pvPOfvshu0y/xYrpP7bPfVNju859o3k7TF+2Yf78+VwKohSVyWQq7z3sAACAeWXxe7Y8N1NlcswUu/YAACg5/J4tXZzNBwAAbKOZAgAAgEdopgAAgG00UwAAAPAIzRQAADDCW5ujkkYzBQAAYAPNFAAAsI1jpgAAAOARmikAAGAbzRQAAAA8wmQKAADABnbzAQAA29jNBwAAAI/QTAEAANtopgAAAOARmikAAGBbeW6mymwylZOTYzTPz8/cXQkKCjKWJUkxMTFG8zIzM43mlSeffPKJsaz+/fsby5KkjIwMo3kmnyemX8B8fLy7FA8ICDCWZfq+ZmVlGc3z1l9Okvc/70z+jG3cuNFYFkofzRQAALCtPDdT3v3nIQAAgJejmQIAALbRTAEAAMAjNFMAAMA2mikAAAB4hGYKAADYRjMFAAAAj9BMAQAA22imAAAA4BGaKQAAYBvNFAAAADxCMwUAAGyjmQIAAIBHmEwBAADYwG4+AABgG7v5AAAA4BGaKQAAYFt5bqbKbDKVmZlpNC8rK8tYlsPhMJYlmR1bSeTBM6a/D/7+/kbz/PzM/Xg7nU5jWSUhOzvbaF5QUJCxrPT0dGNZkhQQEGA0rzwx/Ys4NTXVWFZMTIyxLJQ+mikAAGBbeW6mOGYKAADABpopAABgG80UAAAAPEIzBQAAbKOZAgAAgEdopgAAgBHe2hyVNJopAAAAG2imAACAbRwzBQAAAI/QTAEAANtopgAAAOARmikAAGAbzRQAAAA8QjMFAABso5kCAACAR5hMAQAA2MBuPgAAYBu7+QAAAOCRMmumHA6H0bxKlSoZy0pPTzeWJUlOp9Nonr+/v9E8XJqys7ONZfn6+hrLkqSsrCyjeaGhoUbzUlJSjGWZ/nk1/Zd5eXo9SU1NNZpXtWpVY1lpaWnGssoKzRQAAAA8wmQKAADYltdMlfRHcXTu3FmhoaFyOBzy8fFRlSpVtHz5crd1nE6nOnToIF9fXzkcDkVFRWnJkiXF2g6TKQAAcEn6z3/+oz59+mjx4sWaPXu2nE6nbr75Zh09etS1Tvfu3fX1119ryJAhWrhwoSIiItSzZ08dPHiwyNvhbD4AAGCbNx4zdfz4cbfPGzdurIYNG2rOnDl64okn5HQ6tXLlSnXp0kUTJ06UJHXs2FGRkZF6+umnNWvWrCJth8kUAAC4qBw4cEBJSUmuzyMiIhQREXHB2+W1TdWqVZMkrVu3Tk6nU/fee69bVlxcnDZs2FDk8TCZAgAAtpVmM9WwYUO35e3bt9fatWvPe1un06m7775bERERuu222yRJu3btkiTVr1/fbd2oqCgdO3asyONiMgUAAC4qO3bsUHh4uOvzorRSTZs21fHjx7V+/fp8X/PxcT+EvLiTQiZTAADAttJspqpWrVqkCVSeJk2aaOfOnVqzZo2uueYa1/K8Rmrnzp1q1qyZa/np06cVGRlZ5HzO5gMAAJckp9OpJk2aaPv27Vq+fLnatWvn9vV27drJx8dHH330kWvZmTNndPjwYV177bVF3g7NFAAAsM0bz+bLm0hNmzZNsbGx+umnnyTlHoBesWJF+fj46KabbtLy5cs1bNgwXXvttUpISJCPj48mTZpU5O0wmQIAAJek7du3S5IGDRrktnzAgAF65513JEnLli3TDTfcoMmTJ8vpdCoyMlLz589XfHx8kbfDZAoAANjmjc1UUdb38fG54JmAF8ywdWsAAIByjmYKAADY5o3NVGmhmQIAALCBZgoAANhGMwUAAACPMJkCAACwgd18AADAtvK8m6/MJlNBQUFG85KTk41lORwOY1lS7rtPm5SWlmY0LykpyViW0+k0luXtzn1jTLsyMjKM5vn5mfvxzszMNJYlSTk5OUbzUlNTjeaZfOxMv56Yft6lp6cbzfNmwcHBRvOOHz9uLKtRo0bGslD6aKYAAIBt5bmZ4pgpAAAAG2imAACAbTRTAAAA8AjNFAAAMMJbm6OSRjMFAABgA80UAACwjWOmAAAA4BGaKQAAYBvNFAAAADxCMwUAAGyjmQIAAIBHaKYAAIBtNFMAAADwCM0UAACwjWYKAAAAHqGZAgAAttFMAQAAwCM0UwAAwLby3EyV2WQqKCiorDZ9QTk5OUbz9u/fbzTPNJPfi9TUVGNZ3s70D7W/v7/RPJMCAwON5jkcDqN56enpRvNM3l/TYwsICDCal52dbTTPm2VkZBjNq1ixorGsffv2GctC6WM3HwAAgA3s5gMAALaV5918NFMAAAA20EwBAADbaKYAAADgEZopAABgG80UAAAAPEIzBQAAbKOZAgAAgEdopgAAgG00UwAAAPAIzRQAALCNZgoAAAAeoZkCAAC20UwBAADAIzRTAADANpopAAAAeIRmCgAA2Faem6kym0ylp6cbzfPzM3dXTGZJ0rZt24zm1ahRw2iew+Ewmlde/Pvf/zaa16dPH6N5JoWGhhrNy8rKMpoXGBhoNM/kC3ZAQICxLEny9fU1mjdv3jyjed7M9Gudyd9jsbGxxrJQ+mimAACAbeW5meKYKQAAABuYTAEAANjAbj4AAGCEt+6GK2k0UwAAADbQTAEAANs4AB0AAAAeoZkCAAC20UwBAADAIzRTAADANpopAAAAeIRmCgAA2EYzBQAAAI/QTAEAANtopgAAAOARmikAAGAbzRQAAAA8QjMFAABso5kCAACAR8qsmTI9u8zKyjKWlZmZaSxLktq0aWM07+jRo0bz/P39jebBM+Hh4UbzTD6P09PTjWVJUmBgoNE8X19fr83LyckxliWZfa2TpIcffthY1ltvvWUsSzL/2hQVFWU0z+FwGMv6/fffjWWVFZopAAAAeIRjpgAAgG00UwAAAPAIkykAAAAb2M0HAABsYzcfAAAAPEIzBQAAbKOZAgAAgEdopgAAgG00UwAAAPAIzRQAALCNZgoAAAAeoZkCAAC20UwBAADAIzRTAADANpopAAAAeIRmCgAA2EYzBQAAAI/QTAEAANvKczNVZpMpf39/o3kmH+Dw8HBjWZKUlJRkNC8kJMRonsnvRUREhLEsSTpz5ozRPKfTaSwrISHBWFZJiIyMNJY1adIkY1mSNHz4cKN52dnZRvN8fMyV9qGhocayJPP3dcqUKcayYmNjjWVJUk5OjtE8k99XSQoLCzOWZfr7itJFMwUAAGwrz80Ux0wBAADYQDMFAACM8NbmqKTRTAEAANjAZAoAAMAGdvMBAADbOAAdAAAAHqGZAgAAttFMAQAAwCM0UwAAwDaaKQAAAHiEZgoAANhGMwUAAHAJmjFjhmJjY+Xr6yuHw5Hvjdbr1q0rh8Ph9lHcN7GmmQIAALZ5azN16tQp1atXT/fdd58mTZpU4DqVKlXS6tWrXZ+HhoYWaxtMpgAAwCVr1KhRGjVqlCQVOpny8/NTkyZNPN4GkykAAGBbaTZTBw4cUFJSkmt5RESEIiIiPM49fPiwfHx85Ofnpzp16mjBggW68sori3x7JlMAAOCi0rBhQ7fP27dvr7Vr13qU1b17d1WoUEFNmzbVDz/8oMmTJ+vqq6/W0aNHizxBYzIFAABsK81maseOHQoPD3ctt9NKvfLKK67/33bbberVq5eaN2+uF198URMnTixSRplNpjIzM43m1a5d21iW0+k0liVJMTExRvP++OMPo3l2noTnOrt2NcH09+LEiRPGsi6//HJjWZL5U34DAwONZc2cOdNYliRlZGQYzTN5X00LDg42mmf6eTJr1ixjWSNHjjSWJeUex2KSj4/ZE9h37dplLMtbT/n3VlWrVjX6u+tszZo1k7+/v37++eci34ZmCgAA2OatZ/MV12+//aasrCxVr169yLdhMgUAAC5Zhw8f1tdff+36fOfOnZozZ45q1Kih2rVrq0ePHnrooYfUsGFDbdmyRSNHjpSPj4/GjBlT5G0wmQIAALZ5azM1e/ZsJSQkuD5fsmSJlixZossuu0ybNm3S3r17NXDgQFmWJV9fX9WqVUuzZs1SfHx8kbfBZAoAAFyyBg0apEGDBhX69ePHj9veBpMpAABgm7c2U6WB9+YDAACwgckUAACADezmAwAAtrGbDwAAAB6hmQIAALbRTAEAAMAjNFMAAMA2mikAAAB4hGYKAADYRjMFAAAAj9BMAQAA22imAAAA4BGaKQAAYBvNFAAAADxSZs1UpUqVjOaZnK36+/sby5KkqKgoo3lVq1Y1mmdyfCdPnjSWJUmJiYlG86Kjo41lLViwwFiWJCUkJBjNGz9+vLGsMWPGGMuSpLS0NKN5Jr+vkpSammosy8fH7N+soaGhRvN8fX2NZcXFxRnLksy3EH5+Zn/l7dixw1iW0+k0llVWaKYAAADgEY6ZAgAARnhrc1TSaKYAAABsKFYzdfr0aS1atEjffPON9u7dq9TUVMXExKh58+bq3Lmz2rRpU1LjBAAAXoxjpi7g0KFDevDBB1WlShWNHTtWKSkpatasmTp27Khq1arpq6++0o033qiGDRtqzpw5JT1mAAAAr1GkZqpp06a69957tWnTJjVq1KjAddLS0rR48WJNmTJFf/31l4YOHWp0oAAAwHuV52aqSJOp7du3KyYm5rzrBAcHq0+fPurTp4+OHTtmZHAAAADerkiTqQtNpOyuDwAALm40U8V04MABfffddzp69Gi+C409+eSTRgYGAABwMSj2ZOq9997TwIEDFRAQoOjoaDkcDtfXHA4HkykAAFCuFHsyNWrUKI0aNUrDhw83/jYJAADg4lSed/MVezaUmpqqu+66i4kUAACAPJhMDRgwQPPmzSuJsQAAgItUXjNV0h/eqNi7+caPH68ePXpoxYoVaty4sfz9/d2+PmXKFGODAwAA8HbFnkyNGzdOX3zxherXry9J+Q5ABwAA5U95Pmaq2JOpKVOmaObMmerfv38JDAcAAODiUuzJVGBgoNq2bVsSYwEAABep8txMFfsA9KeeekozZswoibEAAABcdIrdTG3atElr1qzR0qVLdeWVV+Y7AH3hwoXGBgcAAC4O5bmZKvZkKioqSj179rS94ZycHNsZJZUXHBxsLEuS0tLSjOa9+uqrRvMGDBhgLCs8PNxYlpS7W9mk1NRUY1kpKSnGsiQpJCTEaN7/+3//z1iW6evKmf4ZS09PN5rn5+fRO20VyPR9zcjIMJp37h/EdgwZMsRYliRNnTrVaF5QUJDRvM6dOxvL+uKLL4xlofR59HYyAAAAZyvPzRSXMQcAALCh2JOpI0eOqF+/foqPj5efn598fX3dPgAAQPnDFdCLoX///tq3b59GjhypKlWqcKFOAABQrhV7MvXtt9/qm2++UbNmzUpgOAAA4GLEMVPFUL16da+9MwAAAKWt2JOpadOm6dlnn9XevXtLYDgAAOBixDFTxXDnnXcqNTVVl112mUJCQvJdo+TkyZPGBgcAAODtij2ZmjZtWgkMAwAAXMzK8zFTxZ5M3XfffSUxDgAAgItSkY6ZKu7bZph+mw0AAABvVaTJVN26dTVu3DgdPHiw0HUsy9KXX36prl27avr06cYGCAAAvB8HoF/A2rVr9fzzz+uFF15Qs2bN1KJFC8XHxysoKEinTp3Sjh07tH79evn7+2v48OF66KGHSnrcAAAAXqFIk6n69etr3rx52r9/v+bNm6d169bp+++/V1pamipVqqTmzZvr7bffVrdu3Yy/uzwAAPB+HIBeRNWqVVNCQoISEhJKajwAAAAXlWKfzQcAAHCu8txMsU8OAADABpopAABgW3lupspsMuV0Oo3mJScnG8tKS0szliVJ4eHhRvNMH7Nm8i2AMjIyjGVJUmpqqtG89PR0Y1nPPfecsSzJ/M+Er6+vsaykpCRjWZIUEhJiNM80k98L068n48ePN5o3YsQIY1mvvvqqsSxJcjgcRvOysrKM5pl8PcnOzjaWhdJHMwUAAIzw1uaopBX7mKkVK1bo22+/dX3+2muvqVmzZurbt69OnTpldHAAAADertiTqaefftpV+f/8888aMmSIunXrpj/++EODBw82PkAAAOD9uAJ6MezZs0cNGzaUJC1YsEA9evTQuHHj9MMPP6hbt27GBwgAAODNit1MBQQEuA4KXrVqlW666SZJUsWKFY0fpAoAAC4ONFPFcN1112nw4MFq27atNm3apDlz5kiSfv31V1WrVs34AAEAALxZsZupV199VX5+fpo/f77eeOMNVa1aVZK0fPlydenSxfgAAQCA96OZKoYaNWpo6dKl+ZZPnTrVyIAAAAAuJkWaTCUlJSkiIsL1//PJWw8AAJQfXAH9AipUqKBDhw6pcuXKioqKKvCqtJZlyeFwKCcnx/ggAQAAvFWRJlNr1qxRxYoVXf83fYl/AABwcaOZuoD27du7/t+hQ4eSGgsAAMBFp9hn840cObLAXXmnT59Wnz59jAwKAADgYlHsydSHH36otm3b6vfff3ctW7t2rRo3bqy9e/eaHBsAALhIlOdLIxR7MvXTTz+pVq1aatasmd5++209/fTTuummm9S/f3+3N0AGAAAoD4p9nanIyEjNnj1bI0aM0MMPPyw/Pz8tX75cHTt2LInxAQCAi0B5PgC92M2UJM2YMUNTp05Vnz59VKdOHT355JP68ccfTY8NAADA6xV7MtW1a1e98MIL+vDDDzVr1ixt3bpV7dq107XXXquJEyeWxBgBAICX45ipYsjOztZPP/2k3r17S5KCg4P1xhtvaP78+bylDAAAKHeKfczUl19+WeDy7t276+effy5yTkhISHE3fV6hoaFG80waOXKk0bzhw4cbzQsICDCWlZaWZixLMv888fHxaM92gZ5//nljWZL0wgsvGM0z+X2Ni4szliVJZ86cMZrn51fsl7JSyzM9NtPPE5M/Y0FBQcayJO9/nkRFRRnLCgwMNJZVVjhmypBKlSqZjAMAAPB6xZ6m5+TkaOrUqZo7d6727dunzMxMt6+fPHnS2OAAAMDFgWaqGF544QVNmTJFd9xxh06fPq3BgwerZ8+e8vHx0ZgxY0pgiAAAAN6r2JOpWbNm6e2339bQoUPl5+enPn366J133tGoUaO0YcOGkhgjAADwcpzNVwyHDx9W48aNJUlhYWE6ffq0JKlHjx5atmyZ2dEBAAB4uWJPpqpVq6ZDhw5JkurWrauVK1dKkjZv3nxJnI0AAACKj2aqGG677TatXr1akvTUU09p5MiRqlevnu6991498MADxgcIAADgzYp9Nt9LL73k+n/v3r1VvXp1fffdd6pbt65uueUWo4MDAAAXh/J8Np/tK5i1atVKrVq1MjEWAACAi47Zy8ECAIByqTw3U0avgA4AAFDe0EwBAADbaKYAAADgkWJPpvr3769169aVxFgAAAAuOsWeTCUnJ+umm25SvXr1NG7cOB04cKAkxgUAAC4iXLSzGBYsWKADBw7o8ccf17x581SrVi117dpV8+fPV1ZWVkmMEQAAwGt5dMxUdHS0nnrqKW3dulWbNm1S3bp11a9fP8XHxyshIUG//fab6XECAAAvRjPloUOHDmnlypVauXKlfH191a1bN23fvl0NGzbU1KlTTY0RAADAaxX70ghZWVn69NNP9d5772nlypVq0qSJEhISdPfddys8PFySNHv2bD3yyCNKSEgwPmAAAOCdvLU5KmnFnkxVqVJFTqdTffr00aZNm9SsWbN863Tu3FlRUVHnzQkKCirups8rMzPTWFblypWNZUnS5MmTjeYNHTrUaN6IESOMZQUHBxvLkqSMjAyjeWlpacayAgICjGVJUmxsrNG8vD9uTDD58yVJERERRvN8fX2N5qWkpBjLutBrYXE5nU6vzYuLizOWJUlJSUlG8xYsWGA0z+TzxPTrCUpXsSdTU6dO1e23337eyVCFChW0Z88eWwMDAAAXj/J80c5iT6b69etXEuMAAAC4KPF2MgAAwLby3EzxdjIAAAA2MJkCAAC2eet1pmbMmKHY2Fj5+vrK4XBo+PDhbl93Op3q0KGD6+tRUVFasmRJsbbBZAoAAFyyTp06pXr16mnIkCEFfr179+76+uuvNWTIEC1cuFARERHq2bOnDh48WORtMJkCAAC2eWszNWrUKH377beaOHFivq85nU6tXLlSXbp00cSJE3Xbbbdp27Ztcjqdevrpp4u8DQ5ABwAAF5UDBw64XYcsIiLCo+vXrVu3Tk6nU/fee69bVlxcnDZs2FDkHCZTAADAttI8m69hw4Zuy9u3b6+1a9cWO2/Xrl2SpPr167stj4qK0rFjx4qcw2QKAABcVHbs2OH2Lg9231XBx8f9qKfiTgqZTAEAANtKs5mqWrWqkbelymukdu7c6fb2eKdPn1ZkZGSRczgAHQAAlEvt2rWTj4+PPvroI9eyM2fO6PDhw7r22muLnEMzBQAAbPPWK6AfPnxYX3/9tevznTt3as6cOapRo4Zat26tm266ScuXL9ewYcN07bXXKiEhQT4+Ppo0aVKRt8FkCgAAXLJmz56thIQE1+dLlizRkiVLdNlll2n37t1atmyZbrjhBk2ePFlOp1ORkZGaP3++4uPji7wNJlMAAOCSNWjQIA0aNKjQr/v4+Hh0JuDZmEwBAADbvHU3X2ngAHQAAAAbaKYAAIBtNFMAAADwSJk1U+np6UbzKlasaDTPpOJc+Ksozr4ehgmJiYnGss69iqxdWVlZRvPi4uKMZaWmphrLkqQPP/zQaN7gwYONZYWEhBjLkqTg4GCjednZ2UbzKlWqZCzL6XQay5KkF154wWje2LFjjWWdPHnSWJYkVa5c2Wje448/bjTvpZdeMpaVkZFhLKus0EwBAADAIxwzBQAAbKOZAgAAgEdopgAAgG00UwAAAPAIzRQAALCNZgoAAAAeoZkCAAC20UwBAADAIzRTAADANpopAAAAeIRmCgAA2EYzBQAAAI/QTAEAANtopgAAAOARmikAAGCEtzZHJY1mCgAAwAYmUwAAADaU2W6+gIAAo3k5OTnGsjIzM41lSVJYWJjRvOjoaKN5R44cMZZVsWJFY1mSdPToUaN5Jr+3o0aNMpYlmX0OS2brdtNjy87ONpoXGRlpNM/k/R04cKCxLEmaPn260TxfX19jWTVq1DCWJUl+fmZ/RaWnpxvNgzsOQAcAAIBHOAAdAADYRjMFAAAAj9BMAQAA22imAAAA4BGaKQAAYBvNFAAAADxCMwUAAGyjmQIAAIBHaKYAAIBtNFMAAADwCM0UAACwjWYKAAAAHqGZAgAAttFMAQAAwCM0UwAAwDaaKQAAAHiEZgoAANhGMwUAAACPlFkzlZWVZTTP19fXWFZYWJixLMn8TLpbt25G815//XVjWfv27TOWJUmhoaFG81JTU43mmeTv7280z+l0Gssy/TORnp5uNM/kfZWktLQ0Y1nTp083liVJfn5mX7aHDRtmLMvk67AkBQQEGM2LiIgwmgfkYTcfAACwjd18AAAA8AjNFAAAsI1mCgAAAB6hmQIAALbRTAEAAMAjNFMAAMA2mikAAAB4hGYKAADYRjMFAAAAj9BMAQAA22imAAAA4BGaKQAAYBvNFAAAADxCMwUAAGyjmQIAAIBHaKYAAIAR3toclTSaKQAAABtopgAAgG3l+ZipMptMpaamGs0LCgoymmeSv7+/0bwlS5YYzTt69KixrJiYGGNZknTmzBmjeUlJScayXnzxRWNZknTq1CmjeTNmzDCWZfr7YPoF0fTPmMm8gIAAY1mSlJKSYjQvODjYWFZycrKxLEn68MMPjeY988wzRvOAPOzmAwAAsIHdfAAAwLbyvJuPZgoAAMAGmikAAGAbzRQAAAA8QjMFAABso5kCAACAR2imAACAbTRTAAAA8AjNFAAAsI1mCgAAAB6hmQIAALbRTAEAAMAjNFMAAMA2mikAAAB4hGYKAADYRjMFAAAAj9BMAQAA28pzM1Vmk6lKlSoZzQsODjaWlZ2dbSxLkjIzM43mJSUlGc3LyckxlhUUFGQsS5LOnDljNC8mJsZY1qlTp4xlSZKPj9mieNiwYcayxo0bZyxLMvuck6SsrCyjeSa/F/7+/sayJCk0NNRo3sKFC41l7dy501iWZP71ZMyYMUbzgDw0UwAAwLby3ExxzBQAAIANTKYAAABsYDcfAACwjd18AAAA8AjNFAAAsI1mCgAAAB6hmQIAALbRTAEAAMAjNFMAAMA2mikAAAB4hGYKAADYRjMFAAAAj9BMAQAA22imAAAA4BGaKQAAYIS3NkcljWYKAADABiZTAADAtrxjpkr6ozg6dOggh8Ph9uHr62v8vrObDwAAXLICAwO1adMm1+f+/v7Gt1Fmk6mMjAyjednZ2cayqlSpYixLMr8P2cfHbKEYGhpqLCs1NdVYliT5+Zl9ipocn+mxPffcc0bzJk6caCzL9HMuLS3NaJ7p8Zn8Xpj8Pkjm72uXLl2MZdWsWdNYliT16dPHaJ7p3zsOh8NY1qVwrFFpns134MABJSUluZZHREQoIiKiwNs4HA41adKkRMfFbj4AAHBRadiwoapXr+76uOWWWwpdNz09Xb6+vvL391eNGjW0du1a4+NhNx8AALCtNJupHTt2KDw83LW8sFbqhhtu0DXXXKNrr71Wv//+u8aNG6eOHTvql19+Ub169YyNi8kUAAC4qFStWrXQCdTZRo0a5fZ5//79VaVKFQ0dOlRLliwxNh528wEAgHKhcuXKioqK0u7du43mMpkCAAC2eeOlEc6VlJSkxMRExcbGGrrXudjNBwAALkktWrRQv3791Lx5c/3222967rnn5HQ69c9//tPodphMAQAA27zxjY6PHj2qwYMHy+l0ysfHR3FxcVqyZInatm1rdFxMpgAAwCVp3759pbIdJlMAAMA2b2ymSgsHoAMAANhAMwUAAGyjmQIAAIBHaKYAAIBtNFMAAADwCM0UAACwjWYKAAAAHqGZAgAAttFMAQAAwCM0UwAAwLby3Ew5rDIYWVJSkkaMGGE0s3LlysayQkJCjGVJUmRkpNG8oKAgo3lpaWnGslJSUoxlSVJGRobRvMTERGNZTqfTWJYkpaamGs2bNGmSsazs7GxjWZLk52f27zjT4/PWF2xJCg0NNZqXlZVlLOuyyy4zliVJffv2NZpn+nk3fvx4o3kmnT59WhEREaWyraSkJEVGRuqKK66Qr69viW4rJydHv/zyS6nev6KgmQIAALaV52aKY6YAAABsoJkCAAC20UwBAADAIzRTAADANpopAAAAeITJFAAAgA3s5gMAALaxmw8AAAAeoZkCAAC20UwBAADAIzRTAADANpopAAAAeIRmCgAAGOGtzVFJo5kCAACwgWYKAADYxjFTAAAA8AjNFAAAsI1mCgAAAB4ps2YqMDDQaF5KSoqxrODgYGNZkhQQEGA0z7SoqChjWampqcayJCkzM9NonsPhMJaVlZVlLEuSMjIyjOb5+Zn78fbxMft3l9PpNJpnmsm/fk0+5yTpzJkzRvNGjBhhLGvnzp3GsiSzY5OkkJAQo3lwRzMFAAAAj3DMVBkJDg7W1VdfrapVq8rX11dJSUn6/vvvdfLkSUlS/fr11bBhQ4WEhCgxMVGbN2/W0aNHy3jUAAAUrDw3U0ymykBAQIC6du2qw4cPa9WqVUpPT1d4eLhrl1atWrXUokULbdy4UceOHVO9evXUsWNHffrpp0Z3ZwIAAPuYTJWBRo0aKSUlRd9//71r2dmTpAYNGmj37t3avXu3JGnLli2Kj4/X5Zdfrq1bt7pl3XjjjTp16pRycnJUt25dOZ1O/fbbb/rpp5/yrWNZlurUqSOn06kff/xRe/bsUcuWLVWjRg1lZGRo69atOnz4cAnfewDApag8N1McM1UGqlWrphMnTqhdu3a6/fbb1aNHD9WrV09S7oG+0dHROnjwoNttDh06pJiYmALz6tSpo+zsbK1YsUI//PCDGjdurLi4uHzrZGRkaMWKFdq1a5datmypdu3a6dixY1q1apUOHz6sli1bytfXt2TuNAAAlygmU2UgPDxc9evXV3JyslavXq1du3bpmmuuUZ06dRQYGCgfHx+lp6e73SYtLa3QswwTExP1888/Kzk5WXv27NGJEyfyTaYSExO1bds2JScna/v27crJyVFGRoZ2796tM2fOaMeOHQoMDFRkZGSJ3W8AwKUrr5kq6Q9vxG6+MnLixAnXLruTJ08qKipK9evX16FDhyTlrzLPd3r1qVOn3D5PS0tTUFBQoetYlqWMjAwlJia6luWdlm/6khUAAFzqaKbKQFpamk6fPu227PTp0woNDVVGRoacTme+FiooKEhpaWkF5hV0zZ5zJ18FrVOU2wEAgPNjMlUGjh07poiICLdlEREROnPmjJxOp06cOKH4+Hi3r1epUkXHjh0rzWECAFBk5Xk3H5OpMrBjxw7FxMSoUaNGCg8PV+3atVWvXj3t2rVLUu5VhOvWrau6desqMjJSLVq0UGhoqH799dcyHjkAADgXx0yVgRMnTuirr77SVVddpaZNmyo5OVlbtmzRnj17JEl79+5VYGCgmjRpouDgYCUmJmr16tVcYwoA4LXK86URmEyVkQMHDujAgQOFfn3Xrl2upup8vvzyy3zLvv766wuus3jx4nzL5s2bd8HtAQAAd0ymAACAbeW5meKYKQAAABsuuWbq8ccfV3h4uK0MHx+zc0zTeaaZvBxCTk6OsSwp/18hZ86c0bvvvmt0GwAA+8pzM3XJTabCw8O5ijcAACg1l9xkKjk52XYGzZTnSqOZAgB4H5qpS8irr75qO6NSpUoGRvI/lStXNppnenJm8i1kzn2DZruSkpKM5gEAYFqZTaZ8fX2N5oWFhRnLMt2uFPY2MJ4yvRvT39/fWJbp9/Yz/TxJTU01lnXu+x/aZXqSPGrUKGNZCxcuNJYlSd98843RvKioKKN5WVlZRvNMCgkJMZo3fvx4Y1mXX365sSxJuuOOO4zmzZgxw2ge3JXnZsq79z8BAAB4uUtuNx8AACh9NFMAAADwCM0UAACwjWYKAAAAHqGZAgAAttFMAQAAwCM0UwAAwDaaKQAAAHiEyRQAAIAN7OYDAAC2sZsPAAAAHqGZAgAARnhrc1TSaKYAAABsoJkCAAC2lUYr5a3NF80UAACADTRTAADANpopAAAAeKRMmilvnVkCAHApKIvfs+W5mXJYZTCy/fv3q3r16qW9WQAAyoW//vpL1apVK5VtJSUlKTIyUhEREXI4HCW6LcuylJSUpNOnTysiIqJEt1UcZdJMxcfH66+//lJ4eHiJP/AAAJQXlmUpOTlZ8fHxZbLtS2EbniiTyZSPj0+pzZgBAChPIiMjy3oI5Q5n8wEAANvKczPF2XwAAAA20EwBAADbaKYAAADgESZTQDm3du1aORwOJSYmepyxa9cuxcXFKTk52dzACnD06FHFxMTowIEDJbodAMVnWVapfHgjJlNAOdemTRsdOnTI1hlAI0aM0GOPPabw8HCDI8uvcuXK6tevn0aPHl2i2wGA4iiTi3YCuHTs379fderU0R9//FEqlzz5+eef1bJlSx08eFAVKlQo8e0BOL+8i3YGBweXykU709LSvO6inTRTgJc4duyY4uLiNG7cONeyjRs3KiAgQCtXriz0dsOGDdPll1+ukJAQ1alTRyNHjlRWVpak3BeeTp06qUuXLq56PDExUTVq1NCIESMk5d/N9+eff+rmm29WhQoVFBoaqiuvvFKff/55odufO3eumjZt6jaRev/99xUVFaUvvvhCDRo0UFhYmLp06aJDhw651unfv7/+/ve/a9y4cYqNjVVUVJReeOEFZWdn6+mnn1bFihVVrVo1zZw50217jRs3VlxcnBYtWlTERxYAShaTKcBLxMTEaObMmRozZoy2bNmiM2fO6J577tGjjz6qm266qdDbhYeH6/3339eOHTv0yiuv6O2339bUqVMlSQ6HQx988IE2bdqk6dOnS5IGDhyo2NhYjRkzpsC8xx57TBkZGVq3bp1+/vlnTZgwQWFhYYVuf926dWrRokW+5ampqZo8ebI++ugjrVu3Tvv27dPQoUPd1lmzZo0OHjyodevWacqUKRozZox69OihChUqaOPGjRo4cKAGDhyov/76y+12LVu21DfffFPomACgNHFpBMCLdOvWTQ8++KDuvvtuXXPNNQoKCtJLL7103ts8//zzrv/XqlVLQ4YM0Zw5c/TMM89IkqpWraq33npL/fr105EjR/TZZ59p69at8vf3LzBv37596tWrlxo3bixJqlOnznm3v3fvXl199dX5lmdlZenNN9/UZZddJkl6/PHHNXbsWLd1KlasqOnTp8vHx0f169fXxIkTlZqaqueee06SNHz4cL300kv67rvvdNddd7luV7VqVW3duvW84wJQusrzpRGYTAFeZvLkyWrUqJHmzp2rLVu2KCgo6Lzrz58/X9OmTdPu3bt15swZZWdn5zuW4Pbbb9eiRYs0fvx4vfHGG7r88ssLzXvyySf1yCOPaOXKlerUqZN69eqlJk2aFLp+WlpagWMMCQlxTaQkqUqVKjp69KjbOldeeaV8fP5XkMfGxqpRo0auz319fRUdHZ3vdsHBwUpNTS10TABQmtjNB3iZP/74QwcPHpTT6dSff/553nU3bNigu+66S127dtXSpUu1detWjRgxQpmZmW7rpaam6j//+Y98fX3122+/nTfzH//4h/744w/169dPP//8s1q0aKEZM2YUun6lSpV06tSpfMvPbb4cDke+vyoLWqegZU6n023ZyZMnFRMTc977AaB0cWkEAF4hMzNTd999t+688069+OKLGjBggI4cOVLo+t99951q1qypESNGqEWLFqpXr16BE7AhQ4bIx8dHy5cv1/Tp07VmzZrzjqN69eoaOHCgFi5cqCFDhujtt98udN3mzZtrx44dRb+TBmzbtk3Nmzcv1W0CQGGYTAFeZMSIETp9+rSmT5+uZ555Rg0aNNCAAQMKXb9u3brat2+fZs+erd9//13Tp0/Pd5bbsmXLNHPmTM2aNUs33nijnn32Wd13330FtkmSNGjQIH3xxRfas2ePfvjhB61Zs0YNGjQodAydO3fW+vXrlZOT49mdLqa8lu18B+UDKH00UwDK3Nq1azVt2jR99NFHioiIkI+Pjz766CN9++23euONNwq8za233qqEhAQ9/vjjatasmb7//nuNHDnS9fVjx45pwIABGjNmjK666ipJ0ujRoxUfH6+BAwcWmJmTk6PHHntMDRo0UJcuXVS/fn29/vrrhY67W7du8vf316pVq2zc+6JbsmSJatSoob/97W+lsj0AuBAu2gnAttdff11LlizRF198UeLbatmypQYNGqS+ffuW+LYAXFjeRTv9/f1L5aKdWVlZXnfRTs7mA2DbQw89pFOnTik5OblE31Lm6NGj6t27t/r06VNi2wCA4qKZAgAAHstrpvz8/EqlmcrOzva6ZopjpgAAAGxgNx8AALCtPF8BnWYKAADABpopAABgG80UAAAAPEIzBQAAbKOZAgAAgEdopgAAgG00UwAAAJeou+66y/V2NyEhIXr11VeN5jOZAgAARliWVaIfnnjqqac0Z84c9e3bV5999pnq16+vJ554QuvXrzd2v3k7GQAA4LG8t5MpTcV5O5mwsDDVrFlT27dvdy0LDAzUVVddZWxCxTFTAADgonLgwAElJSW5Po+IiChwcnXmzBmlpKSoR48ebssbNGignTt3GhsPu/kAAIDHAgICFBcXV2rb8/f3V8OGDVW9enXXxy233FLgur/++qskqU6dOm7LK1eurNTUVGNjopkCAAAeCwoK0p49e5SZmVkq20tPT8+3rQvt8nM4HG6fW5aVb5kdTKYAAIAtQUFBCgoKKpVtFfVYKUm6/PLLJUm///672/Jjx44pODjY2JjYzQcAAC5JYWFhCg0N1bJly9yW79y5Uw0aNDC2HSZTAADgkjVgwABt375d999/v5YuXaqrrrpKmZmZmjx5srFtcGkEAABwSbvrrrs0f/585eTkKDg4WBMmTNATTzxhLJ/JFAAAgA3s5gMAALCByRQAAIANTKYAAABsYDIFAABgA5MpAAAAG5hMAQAA2MBkCgAAwAYmUwAAADYwmQIAALCByRQAAIANTKYAAABs+P+TgDoKb3Q/cgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dpc.plot_decomposition_results()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='vec'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  5. Peak Finding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Perform peak finding on all diffraction patterns in data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[########################################] | 100% Completed | 3.47 ss\n"
     ]
    }
   ],
   "source": [
    "peaks = dpc.find_peaks(method='difference_of_gaussian',\n",
    "                       min_sigma=1.,\n",
    "                       max_sigma=6.,\n",
    "                       sigma_ratio=1.6,\n",
    "                       threshold=0.04,\n",
    "                       overlap=0.99,\n",
    "                       interactive=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check the peaks object type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BaseSignal, title: GaAs Nanowire, dimensions: (24, 24|ragged)>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "peaks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at what's in the peaks object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[array([[60, 58],\n",
      "        [70, 61],\n",
      "        [61, 69],\n",
      "        [71, 72],\n",
      "        [82, 73],\n",
      "        [73, 82],\n",
      "        [83, 84]])]\n",
      " \n",
      "[array([[59, 58],\n",
      "        [70, 61],\n",
      "        [61, 69],\n",
      "        [71, 71],\n",
      "        [82, 73],\n",
      "        [73, 82],\n",
      "        [83, 84]])]\n"
     ]
    }
   ],
   "source": [
    "print(peaks.inav[0,0].data)\n",
    "print(\" \")\n",
    "print(peaks.inav[1,1].data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "coaxing peaks back into a DiffractionVectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyxem.signals.diffraction_vectors import DiffractionVectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:hyperspy.signal:The function you applied does not take into account the difference of units and of scales in-between axes.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[########################################] | 100% Completed | 105.83 ms\n"
     ]
    }
   ],
   "source": [
    "peaks = DiffractionVectors.from_peaks(peaks,center=(72,72),calibration=recip_cal)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot found peak positions as an overlay on the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "peaks.plot_diffraction_vectors_on_signal(dpc, cmap='gray', vmax=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Form a diffracting pixels map to show where peaks were found and plot it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:hyperspy.signal:The function you applied does not take into account the difference of units and of scales in-between axes.\n",
      "WARNING:hyperspy.io:`signal_type='diffraction_vectors'` not understood. See `hs.print_known_signal_types()` for a list of installed signal types or https://github.com/hyperspy/hyperspy-extensions-list for the list of all hyperspy extensions providing signals.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[########################################] | 100% Completed | 106.79 ms\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:hyperspy.io:`signal_type='signal2d'` not understood. See `hs.print_known_signal_types()` for a list of installed signal types or https://github.com/hyperspy/hyperspy-extensions-list for the list of all hyperspy extensions providing signals.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "crystim = peaks.get_diffracting_pixels_map(binary=False)\n",
    "crystim.plot(cmap='viridis')"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3"
  },
  "widgets": {
   "state": {
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    "fb5ae80c36384f049ed13c49801cd8f6": {
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   "version": "1.2.0"
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 },
 "nbformat": 4,
 "nbformat_minor": 4
}