collocalisation_localiser-gaussian.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "04dd049d-e3cb-45f4-bedd-bb78eaa4a3aa",
   "metadata": {},
   "source": [
    "## Load important libraries\n",
    "\n",
    "### If error -> prbably package is not installed\n",
    "\n",
    "### If using notebook insted of JupyterLab, try '%matplotlib nbagg' and restart the kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "aaae26d5-dc2c-4be6-9c68-64fef10677a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget\n",
    "import h5py as h5  #to open HDF type files\n",
    "import numpy as np #to work with numeric data\n",
    "import matplotlib.pyplot as plt #plotting\n",
    "import pandas as pd\n",
    "\n",
    "from scipy.ndimage import gaussian_filter\n",
    "from skimage.morphology import closing, square\n",
    "\n",
    "from skimage import io, filters, measure #select and treshold ROIs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a37dbc52-8b0a-4f17-9ffa-6c0fea655f50",
   "metadata": {},
   "source": [
    "## Data locations\n",
    "\n",
    "### Make sure the paths of each file is correct on the current machine, otherwise you may get an error here, or later in the script"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7198c6ed-7f0a-410c-8923-54b7c55fd7ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_sets = {13:r'C:\\Users\\mates\\OneDrive - elte.hu\\University\\Experiments\\Trieste\\2024\\results\\results\\scan13\\sdd12346\\xrf_flat_scan_13_aligned.h5',\n",
    "            16: r'C:\\Users\\mates\\OneDrive - elte.hu\\University\\Experiments\\Trieste\\2024\\results\\results\\scan16\\sdd12346\\xrf_flat_scan_16_aligned.h5',\n",
    "             20:r'C:\\Users\\mates\\OneDrive - elte.hu\\University\\Experiments\\Trieste\\2024\\results\\results\\scan20\\sdd12346\\xrf_flat_scan_20_aligned.h5',\n",
    "             25:r'C:\\Users\\mates\\OneDrive - elte.hu\\University\\Experiments\\Trieste\\2024\\results\\results\\scan25\\sdd12346\\xrf_flat_scan_25_aligned.h5',\n",
    "             28:r'C:\\Users\\mates\\OneDrive - elte.hu\\University\\Experiments\\Trieste\\2024\\results\\results\\scan28\\sdd12346\\xrf_flat_scan_28_aligned.h5',\n",
    "             30:r'C:\\Users\\mates\\OneDrive - elte.hu\\University\\Experiments\\Trieste\\2024\\results\\results\\scan30\\sdd12346\\xrf_flat_scan_30_aligned.h5',\n",
    "             41:r'C:\\Users\\mates\\OneDrive - elte.hu\\University\\Experiments\\Trieste\\2024\\results\\results\\scan41\\sdd12346\\xrf_flat_scan_41_aligned.h5',\n",
    "             47:r'C:\\Users\\mates\\OneDrive - elte.hu\\University\\Experiments\\Trieste\\2024\\results\\results\\scan47\\sdd12346\\xrf_flat_scan_47_aligned.h5',\n",
    "            }"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3b636de-b945-4c20-9ff3-9c33b6414ccb",
   "metadata": {},
   "source": [
    "# Load file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0db943f3-6394-448e-af79-33cbcea3ac8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = 30 #select the file from the list of available files\n",
    "\n",
    "f = h5.File(data_sets[sample],'r') #load the .h5 file\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af905f88-5a81-40d7-a035-4e92e55d5261",
   "metadata": {},
   "source": [
    "# Generate Binary mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1018a449-9f8d-48aa-8a42-87d777af088b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "914c8526e5bc4d7ca8e975beb1025146",
       "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=1000.0/>\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": [
    "#binary mask to generate for 'Fe_L' \n",
    "mask_element = 'Fe_L'\n",
    "\n",
    "map = f['xrf_flat_scan_{}_aligned'.format(sample)]['xrf_fit']['results']['parameters'][mask_element] #access the signal location in the file\n",
    "if np.isnan(map).any:\n",
    "    map = np.nan_to_num(map,nan=0)\n",
    "\n",
    "\n",
    "####PARAMETERS\n",
    "sigma = 1 #pixel size for the gaussian filter (also the value determines how many times the filter is performed -> i.e. if sigma =2, filtering is done for sigma=1 and sigma=2 and 2 filters merged\n",
    "limit = 98 #intensity threshold\n",
    "closing_value = 3 #pixel size for closing\n",
    "closing_bn = False #if True, closing mask becomes binary mask\n",
    "######\n",
    "\n",
    "\n",
    "data_sqrd = np.array(map) **2 #multiply data with itself\n",
    "\n",
    "binary_mask = None\n",
    "for i in range(sigma): #generate blured masks and merge them into a binary mask\n",
    "    blured_mask_instance = gaussian_filter(data_sqrd, sigma=i+1)\n",
    "    mask_instance = blured_mask_instance > np.percentile(blured_mask_instance, limit)\n",
    "\n",
    "    if binary_mask is None:\n",
    "        binary_mask = mask_instance\n",
    "    else:\n",
    "        binary_mask = np.logical_or(mask_instance, binary_mask)\n",
    "        \n",
    "closed_binary_mask = None  \n",
    "if closing_value > 0: #closing is optional\n",
    "    closed_binary_mask = closing(binary_mask, square(closing_value))\n",
    "\n",
    "fig, axes = plt.subplots(1,2, figsize=(10,5))\n",
    "axes[0].imshow(binary_mask, cmap='gray')\n",
    "axes[0].set_title(\"binary mask\")\n",
    "\n",
    "if closed_binary_mask is not None:\n",
    "    axes[1].imshow(closed_binary_mask)\n",
    "    axes[1].set_title(\"closed binary mask\")\n",
    "    # binary_mask = closed_binary_mask\n",
    "\n",
    "if closing_bn == True:\n",
    "    binary_mask = closed_binary_mask"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc296324-cd82-4e48-b3a9-acc6167c98a0",
   "metadata": {},
   "source": [
    "# Apply binary mask, and generate locations\n",
    "\n",
    "### The elements list must be three items long!\n",
    "### In the 'ratios' calculation, the first element's intensities will be divided with the second, and third element, respectively"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "672251e7-d400-469f-8d46-d943b7bfb144",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cc8181d314914044abd68aa908aef4ef",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\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": "b1fe3109e7674d0da2ddbc93cee23a1a",
       "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": "82d69dfefda5410897e07c9372763f2e",
       "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=1000.0/>\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": [
    "from skimage import io, filters, measure\n",
    "\n",
    "####parameters####\n",
    "elements = ['Fe_L', 'Mn_L', 'N_K'] #specify the elements to work with\n",
    "area_limit = 4 #area size cutoff\n",
    "####\n",
    "combined_df = [] #target for numerical values\n",
    "figs = {} #target for plots\n",
    "\n",
    "for element in elements:#iterate through elements\n",
    "    element_map = f['xrf_flat_scan_{}_aligned'.format(sample)]['xrf_fit']['results']['parameters'][element] #open data\n",
    "    labels = measure.label(binary_mask) #generate labels the masks\n",
    "    properties = measure.regionprops(labels) #collect their properties\n",
    "    #plot the elemental map...\n",
    "    fig, axes = plt.subplots(1,2, figsize=(10,5))\n",
    "    axes[0].imshow(element_map, cmap='gray')\n",
    "    axes[0].set_title(f'Original Image of {element}')\n",
    "    #...and plot the binary mask\n",
    "    axes[1].imshow(binary_mask, cmap = 'gray')\n",
    "    axes[1].set_title('Binary Mask')\n",
    "    figs[element] = fig\n",
    "    for prop in  properties: #access the properties of each area\n",
    "        if prop.area > area_limit: #check that the area is over the specified limit\n",
    "            minr, minc, maxr, maxc = prop.bbox #prepare the coordinates for the bounding boxes\n",
    "            # Draw rectangles on the original image\n",
    "            rect1 = plt.Rectangle((minc, minr), maxc - minc, maxr - minr,\n",
    "                                 fill=False, edgecolor='red', linewidth=2)\n",
    "            axes[0].add_patch(rect1)\n",
    "\n",
    "            # Draw rectangles on the binary mask image\n",
    "            rect2 = plt.Rectangle((minc, minr), maxc - minc, maxr - minr,\n",
    "                                 fill=False, edgecolor='red', linewidth=2)\n",
    "            axes[1].add_patch(rect2)\n",
    "\n",
    "            # Annotate on the original image\n",
    "            y, x = prop.centroid\n",
    "            axes[0].text(x, y, prop.label, color='red', fontsize=8, ha='center', va='center')\n",
    "\n",
    "            # Annotate on the blurred image\n",
    "            axes[1].text(x, y, prop.label, color='red', fontsize=8, ha='center', va='center')\n",
    "    #show the plot\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    #collect the properties of the masks and assign them as keys for the numeric values for each area\n",
    "    data = element_map\n",
    "    roi_data = [\n",
    "            {\n",
    "                'Label': prop.label,\n",
    "                'Area': prop.area,\n",
    "                'Mean': np.mean(data[prop.slice]),\n",
    "                'Min': np.min(data[prop.slice]),\n",
    "                'Max': np.max(data[prop.slice]),\n",
    "                'SD': np.std(data[prop.slice])\n",
    "            }\n",
    "            for prop in properties if prop.area>area_limit\n",
    "        ]\n",
    "    #generate a dataframe\n",
    "    df = pd.DataFrame(roi_data, index=[prop['Label'] for prop in roi_data])\n",
    "    combined_df.append(df) #and append them to a list\n",
    "out = dict(zip(elements,combined_df)) #finally generate a dict where the elements are keys and dataframes are values\n",
    "\n",
    "ratios = pd.DataFrame({\n",
    "    f'{elements[0]} / {elements[1]}': out[elements[0]]['Mean'] / out[elements[1]]['Mean'],\n",
    "    f'{elements[0]} / {elements[2]}': out[elements[0]]['Mean'] / out[elements[2]]['Mean']\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba5c7478-42ce-451e-8293-059b98310501",
   "metadata": {},
   "source": [
    "# Generate docx report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "86104cb4-2dec-4fe8-90b7-413c0f475b0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pandas.plotting import table\n",
    "from docx import Document\n",
    "from docx.shared import Inches\n",
    "from docx.enum.table import WD_TABLE_ALIGNMENT\n",
    "from docx.enum.text import WD_ALIGN_PARAGRAPH\n",
    "from PIL import Image\n",
    "\n",
    "import os\n",
    "\n",
    "save_location = f'Sample {sample} data output/gaussian'\n",
    "if not os.path.isdir(save_location.split('/')[0]):\n",
    "    os.mkdir(save_location.split('/')[0])\n",
    "if not os.path.isdir(save_location):\n",
    "    os.mkdir(save_location)\n",
    "\n",
    "\n",
    "\n",
    "document = Document()\n",
    "document.sections[0].left_margin = Inches(0.5)\n",
    "document.sections[0].right_margin = Inches(0.5)\n",
    "document.add_heading(f'Sample {sample} report', 0)\n",
    "document.add_heading('Binary Mask', 1)\n",
    "\n",
    "\n",
    "Image.fromarray(binary_mask).save(save_location +'/' + 'binary_image.png')\n",
    "document.add_picture(save_location +'/' + 'binary_image.png', width=Inches(5))\n",
    "last_paragraph = document.paragraphs[-1] \n",
    "last_paragraph.alignment = WD_ALIGN_PARAGRAPH.CENTER\n",
    "document.add_paragraph(f'binary image generated from {mask_element} signal')\n",
    "document.add_paragraph(f'signal limit was {round(limit,4)} th percentile, gaussian filter(sigma: {sigma})')\n",
    "\n",
    "document.add_page_break()\n",
    "\n",
    "for element in elements:\n",
    "    document.add_heading(f'{element} signal',1)\n",
    "    document.add_paragraph(f'identified {element} accumulations')\n",
    "    figs[element].savefig(save_location+'/'+f'{element}.png')\n",
    "    document.add_picture(save_location+'/'+f'{element}.png', width=Inches(7))\n",
    "    last_paragraph = document.paragraphs[-1] \n",
    "    last_paragraph.alignment = WD_ALIGN_PARAGRAPH.CENTER\n",
    "\n",
    "    data = out[element]\n",
    "\n",
    "    table = document.add_table(rows=1, cols=len(out[element].columns))\n",
    "    table.style = 'Table Grid'\n",
    "\n",
    "    #add header\n",
    "    hdr_cells = table.rows[0].cells\n",
    "    hdr_cells[0].text = 'Label'\n",
    "    hdr_cells[1].text = 'Area'\n",
    "    hdr_cells[2].text = 'Mean'\n",
    "    hdr_cells[3].text = 'Min'\n",
    "    hdr_cells[4].text = 'Max'\n",
    "    hdr_cells[5].text = 'SD'\n",
    "        \n",
    "    for rows in data.values.tolist():\n",
    "        row_cells = table.add_row().cells\n",
    "        row_cells[0].text= str(int(rows[0]))\n",
    "        row_cells[1].text= str(int(rows[1]))\n",
    "        row_cells[2].text= str(round(rows[2],3))\n",
    "        row_cells[3].text= str(round(rows[3],3))\n",
    "        row_cells[4].text= str(round(rows[4], 3))\n",
    "        row_cells[5].text= str(round(rows[5],3))\n",
    "    document.add_page_break()\n",
    "    \n",
    "document.add_heading(f\"Ratios of {element[0]} with other elements\", 1)\n",
    "table2 = document.add_table(rows=1, cols=2)\n",
    "table2.style= 'Table Grid'\n",
    "\n",
    "hdr_cells2 = table2.rows[0].cells\n",
    "hdr_cells2[0].text = f'{elements[0]} / {elements[1]}'\n",
    "hdr_cells2[1].text = f'{elements[0]} / {elements[2]}'\n",
    "\n",
    "for rows in ratios.values:\n",
    "    row_cells2 = table2.add_row().cells\n",
    "    row_cells2[0].text = str(round(rows[0],3))\n",
    "    row_cells2[1].text = str(round(rows[1],3))\n",
    "    \n",
    "document.add_page_break()\n",
    "document.add_heading(\"Calculations\", 1)\n",
    "table3 = document.add_table(rows=1, cols=3)\n",
    "table3.style= 'Table Grid'\n",
    "\n",
    "hdr_cells3 = table3.rows[0].cells\n",
    "hdr_cells3[0].text = 'Element'\n",
    "hdr_cells3[1].text = 'Mean'\n",
    "hdr_cells3[2].text = 'SD'\n",
    "for element in elements:\n",
    "    row_cells3 = table3.add_row().cells\n",
    "    row_cells3[0].text = element.split('_')[0]\n",
    "    row_cells3[1].text = str(round(out[element]['Mean'].mean(),3))\n",
    "    row_cells3[2].text = str(round(out[element]['Mean'].std(),3))\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "document.save(save_location+'/'+f'Sample_{sample}_report_gaussian.docx')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a09f7ffa-7cc4-424f-94fd-43cfa33a1435",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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