collocalisation_localiser-convolve.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "949b6229-8c51-49eb-912d-0a71aed396a5",
   "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": 2,
   "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, convolve\n",
    "from skimage import restoration\n",
    "from skimage.morphology import closing, square\n",
    "\n",
    "from skimage import io, filters, measure #select and treshold ROIs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af47d23b-f4d7-4714-b1e4-2dffc332a967",
   "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": 3,
   "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",
    "            }"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3b636de-b945-4c20-9ff3-9c33b6414ccb",
   "metadata": {},
   "source": [
    "# Load file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0db943f3-6394-448e-af79-33cbcea3ac8b",
   "metadata": {
    "scrolled": true
   },
   "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": 5,
   "id": "1018a449-9f8d-48aa-8a42-87d777af088b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f4a4f295cf134dfe9e025f822a5a8f12",
       "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",
    "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",
    "####PARAMETERS\n",
    "kernel_size = 2\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",
    "\n",
    "#map = map - restoration.rolling_ball(map, radius=2)\n",
    "map = convolve(map, np.array([np.ones(kernel_size) for i in range(kernel_size)]))\n",
    "#map = map**2#multiply data with itself\n",
    "\n",
    "binary_mask = map > np.percentile(map, limit)\n",
    "\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": 6,
   "id": "672251e7-d400-469f-8d46-d943b7bfb144",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b05e3bc350994c038faea68882468fe2",
       "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"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "13a7ec3b97754d7fadc58aeba1506603",
       "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": "85ba21ffc6e84f28b2c5c382048adf0f",
       "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": 8,
   "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/convolve'\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)} ')\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_convolve.docx')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10448307-713b-4d1c-8197-7d0b731a0cde",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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