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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Filter out redundant frames"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Files to keep (one per unique slice location):\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935840_48_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134939481_80_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931387_42_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932855_23_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933684_39_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934981_63_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134943576_85_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931996_54_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937528_66_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933434_14_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930293_56_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936528_75_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934856_37_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931480_21_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935715_38_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930261_46_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932871_87_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935340_27_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933856_25_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134942654_84_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932480_1_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930511_55_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936762_65_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931668_59_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134928824_10_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936825_35_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932934_13_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935543_17_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934528_26_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933465_88_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933496_69_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134941810_8_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931215_22_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935215_5_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134940013_19_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932559_67_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134928964_90_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931090_43_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935590_78_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134939200_60_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134941560_62_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932246_53_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933012_2_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936715_3_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134940403_81_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932168_33_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134939841_74_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934809_47_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134938653_9_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933715_79_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936950_49_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930840_44_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936122_28_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931918_34_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937090_29_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134941294_82_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934153_11_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931355_52_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935621_6_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931605_51_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930855_58_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937950_16_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134940247_61_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931230_32_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931558_31_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936434_18_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933059_68_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134941106_72_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931840_20_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134928402_50_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937762_36_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134938747_73_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931793_41_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937294_15_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933262_24_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934637_12_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931137_57_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134944326_86_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936012_64_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937356_76_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134942591_83_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134942841_70_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134940966_7_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930699_30_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933981_89_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937622_4_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930480_45_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934715_77_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134940106_71_S138265_I280268.dcm\n",
"/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932105_40_S138265_I280268.dcm\n",
"Filtered files have been moved to: /home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices\n"
]
}
],
"source": [
"import pydicom\n",
"import os\n",
"import re\n",
"patient = \"114_S_4379\"\n",
"# Path to the directory containing the DICOM files\n",
"dcm_dir = f\"/home/ekd/ekd_research/pet_reconstruction/data/{patient}\"\n",
"\n",
"# Dictionary to store slices grouped by SliceLocation\n",
"slices_by_location = {}\n",
"\n",
"# Function to extract the number before 'S175525' in the filename\n",
"def extract_number_before_key(filename):\n",
" match = re.search(r\"(\\d+)_S1\", filename)\n",
" if match:\n",
" return int(match.group(1)) # Return the number before \"S175525\" as an integer\n",
" return None\n",
"\n",
"# Iterate through all DICOM files in the directory\n",
"for filename in os.listdir(dcm_dir):\n",
" if filename.endswith(\".dcm\"):\n",
" file_path = os.path.join(dcm_dir, filename)\n",
" \n",
" try:\n",
" # Read DICOM file\n",
" ds = pydicom.dcmread(file_path)\n",
" \n",
" # Check if the required tag 'SliceLocation' is present\n",
" if 'SliceLocation' in ds:\n",
" slice_location = ds.SliceLocation\n",
" \n",
" # Get the number before \"S175525\" from the filename\n",
" number_before_key = extract_number_before_key(filename)\n",
" \n",
" if number_before_key is not None:\n",
" # If slice location is already in the dictionary, add the number to its list\n",
" if slice_location not in slices_by_location:\n",
" slices_by_location[slice_location] = []\n",
" slices_by_location[slice_location].append((number_before_key, file_path))\n",
" except Exception as e:\n",
" print(f\"Failed to read {filename}: {e}\")\n",
"\n",
"# Now process the slices to remove redundant ones\n",
"files_to_keep = []\n",
"for slice_location, files in slices_by_location.items():\n",
" # Sort the files based on the number before S175525 (ascending)\n",
" sorted_files = sorted(files, key=lambda x: x[0])\n",
" \n",
" # Keep the one with the smallest number before S175525\n",
" files_to_keep.append(sorted_files[0][1])\n",
"\n",
"# Print the paths of the files to keep\n",
"print(f\"Files to keep (one per unique slice location):\")\n",
"for file_path in files_to_keep:\n",
" print(file_path)\n",
"\n",
"# Optional: If you want to move the filtered files to a new folder\n",
"new_dir = f\"/home/ekd/ekd_research/pet_reconstruction/data/{patient}/filtered_slices\"\n",
"os.makedirs(new_dir, exist_ok=True)\n",
"\n",
"for file_path in files_to_keep:\n",
" new_file_path = os.path.join(new_dir, os.path.basename(file_path))\n",
" os.rename(file_path, new_file_path)\n",
"\n",
"print(f\"Filtered files have been moved to: {new_dir}\")\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot layers"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "586ab2c9674241e4a7c2ead4a01aa4fa",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(IntSlider(value=44, description='index', max=89), Output()), _dom_classes=('widget-inter…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<function __main__.plot_slice(index)>"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pydicom\n",
"import os\n",
"import matplotlib.pyplot as plt\n",
"from ipywidgets import interact\n",
"import numpy as np\n",
"\n",
"# Path to the directory containing the filtered DICOM files\n",
"filtered_dir = f\"/home/ekd/ekd_research/pet_reconstruction/data/{patient}/filtered_slices\"\n",
"\n",
"# List to store DICOM images and their SliceLocations\n",
"slices = []\n",
"\n",
"# Read all the DICOM files in the filtered directory\n",
"for filename in os.listdir(filtered_dir):\n",
" if filename.endswith(\".dcm\"):\n",
" file_path = os.path.join(filtered_dir, filename)\n",
" \n",
" try:\n",
" # Read the DICOM file\n",
" ds = pydicom.dcmread(file_path)\n",
" \n",
" # Ensure that SliceLocation and PixelData are present\n",
" if 'SliceLocation' in ds and 'PixelData' in ds:\n",
" slice_location = ds.SliceLocation\n",
" image_data = ds.pixel_array\n",
" \n",
" slices.append((slice_location, image_data, file_path))\n",
" except Exception as e:\n",
" print(f\"Failed to read {filename}: {e}\")\n",
"\n",
"# Sort the slices by SliceLocation\n",
"slices.sort(key=lambda x: x[0])\n",
"\n",
"# Extract slice locations and image data for plotting\n",
"slice_locations = [s[0] for s in slices]\n",
"images = [s[1] for s in slices]\n",
"\n",
"# Plotting function\n",
"def plot_slice(index):\n",
" plt.imshow(images[index], cmap='gray')\n",
" plt.title(f\"Slice Location: {slice_locations[index]:.2f}\")\n",
" plt.axis('off')\n",
" plt.show()\n",
"\n",
"# Use ipywidgets to create an interactive slider\n",
"interact(plot_slice, index=(0, len(slices)-1))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Rename to slice location (internal Z axis)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932480_1_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1545.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933012_2_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1547.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936715_3_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1549.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937622_4_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1551.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935215_5_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1553.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935621_6_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1555.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134940966_7_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1557.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134941810_8_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1559.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134938653_9_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1561.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134928824_10_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1563.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934153_11_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1565.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934637_12_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1567.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932934_13_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1569.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933434_14_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1571.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937294_15_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1573.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937950_16_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1575.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935543_17_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1577.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936434_18_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1579.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134940013_19_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1581.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931840_20_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1583.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931480_21_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1585.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931215_22_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1587.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932855_23_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1589.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933262_24_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1591.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933856_25_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1593.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934528_26_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1595.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935340_27_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1597.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936122_28_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1599.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937090_29_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1601.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930699_30_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1603.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931558_31_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1605.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931230_32_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1607.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932168_33_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1609.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931918_34_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1611.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936825_35_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1613.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937762_36_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1615.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934856_37_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1617.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935715_38_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1619.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933684_39_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1621.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932105_40_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1623.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931793_41_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1625.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931387_42_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1627.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931090_43_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1629.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930840_44_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1631.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930480_45_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1633.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930261_46_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1635.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934809_47_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1637.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935840_48_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1639.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936950_49_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1641.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134928402_50_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1643.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931605_51_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1645.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931355_52_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1647.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932246_53_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1649.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931996_54_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1651.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930511_55_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1653.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930293_56_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1655.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931137_57_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1657.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134930855_58_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1659.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134931668_59_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1661.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134939200_60_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1663.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134940247_61_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1665.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134941560_62_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1667.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934981_63_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1669.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936012_64_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1671.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936762_65_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1673.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937528_66_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1675.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932559_67_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1677.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933059_68_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1679.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933496_69_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1681.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134942841_70_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1683.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134940106_71_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1685.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134941106_72_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1687.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134938747_73_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1689.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134939841_74_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1691.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134936528_75_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1693.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134937356_76_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1695.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134934715_77_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1697.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134935590_78_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1699.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933715_79_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1701.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134939481_80_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1703.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134940403_81_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1705.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134941294_82_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1707.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134942591_83_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1709.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134942654_84_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1711.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134943576_85_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1713.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134944326_86_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1715.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134932871_87_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1717.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933465_88_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1719.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134933981_89_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1721.50.dcm'\n",
"Renamed '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/ADNI_114_S_4379_PT_ADNI_Brain_PET__Raw_FDG_br_raw_20120124134928964_90_S138265_I280268.dcm' to '/home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/filtered_slices/1723.50.dcm'\n"
]
}
],
"source": [
"import pydicom\n",
"import os\n",
"\n",
"# Path to the directory containing the filtered DICOM files\n",
"filtered_dir = f\"/home/ekd/ekd_research/pet_reconstruction/data/{patient}/filtered_slices\"\n",
"\n",
"# List to store DICOM files with their SliceLocation\n",
"slices = []\n",
"\n",
"# Read all the DICOM files in the filtered directory\n",
"for filename in os.listdir(filtered_dir):\n",
" if filename.endswith(\".dcm\"):\n",
" file_path = os.path.join(filtered_dir, filename)\n",
" \n",
" try:\n",
" # Read the DICOM file\n",
" ds = pydicom.dcmread(file_path)\n",
" \n",
" # Ensure that SliceLocation is present\n",
" if 'SliceLocation' in ds:\n",
" slice_location = ds.SliceLocation\n",
" \n",
" # Add the slice and its file path to the list\n",
" slices.append((slice_location, file_path))\n",
" except Exception as e:\n",
" print(f\"Failed to read {filename}: {e}\")\n",
"\n",
"# Sort the slices by SliceLocation\n",
"slices.sort(key=lambda x: x[0])\n",
"\n",
"# Rename each file based on its SliceLocation\n",
"for idx, (slice_location, file_path) in enumerate(slices):\n",
" # Construct the new filename using SliceLocation, rounding it to a suitable number of decimal places (e.g., 2)\n",
" new_filename = f\"{slice_location:.2f}.dcm\"\n",
" \n",
" # Create the full path for the new filename\n",
" new_file_path = os.path.join(filtered_dir, new_filename)\n",
" \n",
" # Rename the file\n",
" os.rename(file_path, new_file_path)\n",
" print(f\"Renamed '{file_path}' to '{new_file_path}'\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Save as .npy"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Volume shape: (90, 128, 128)\n",
"Volume saved to /home/ekd/ekd_research/pet_reconstruction/data/114_S_4379/114_S_4379.npy\n"
]
}
],
"source": [
"import pydicom\n",
"import numpy as np\n",
"import os\n",
"\n",
"# Path to the directory containing the filtered DICOM files\n",
"filtered_dir = f\"/home/ekd/ekd_research/pet_reconstruction/data/{patient}/filtered_slices\"\n",
"\n",
"# List to store slices with SliceLocation and pixel data\n",
"slices = []\n",
"\n",
"# Load and process each DICOM file\n",
"for filename in os.listdir(filtered_dir):\n",
" if filename.endswith(\".dcm\"):\n",
" file_path = os.path.join(filtered_dir, filename)\n",
" \n",
" try:\n",
" # Read the DICOM file\n",
" ds = pydicom.dcmread(file_path)\n",
" \n",
" # Ensure SliceLocation is available\n",
" if 'SliceLocation' in ds:\n",
" slice_location = ds.SliceLocation\n",
" pixel_data = ds.pixel_array\n",
" \n",
" # Append SliceLocation and pixel data\n",
" slices.append((slice_location, pixel_data))\n",
" except Exception as e:\n",
" print(f\"Failed to read {filename}: {e}\")\n",
"\n",
"# Sort slices by SliceLocation\n",
"slices.sort(key=lambda x: x[0])\n",
"\n",
"# Stack slices into a 3D volume\n",
"volume = np.stack([slice_data[1] for slice_data in slices])\n",
"\n",
"# Transpose the volume to (128, 128, 90)\n",
"volume = np.transpose(volume, (1, 2, 0))\n",
"\n",
"print(f\"Volume shape after transpose: {volume.shape}\")\n",
"\n",
"# Save or visualize the volume\n",
"# Example: Saving as a NumPy file\n",
"output_path = f\"/home/ekd/ekd_research/pet_reconstruction/data/{patient}/{patient}.npy\"\n",
"np.save(output_path, volume)\n",
"print(f\"Volume saved to {output_path}\")\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Generate simulated low dose images"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed 014_S_4039.npy -> Low-dose saved as low_dose_014_S_4039.npy\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed 114_S_4379.npy -> Low-dose saved as low_dose_114_S_4379.npy\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed 027_S_4964.npy -> Low-dose saved as low_dose_027_S_4964.npy\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed 002_S_5018.npy -> Low-dose saved as low_dose_002_S_5018.npy\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed 052_S_5062.npy -> Low-dose saved as low_dose_052_S_5062.npy\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed 014_S_4615.npy -> Low-dose saved as low_dose_014_S_4615.npy\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed 052_S_4959.npy -> Low-dose saved as low_dose_052_S_4959.npy\n"
]
},
{
"data": {
"image/png": 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mzBnr//7v/6zQ0NACz68lS5ZYAKynn366UP1r0KCB1bBhQ+v48eP55unj7KujR49atWvXtvf/oEGDHPPHjRtnAbAWLlxov3f69GmrRYsWVmJioqMvS5cutYKCgqwJEyYY17lmzRprz549jveOHTtm1a9f37rwwguLtB0UGA4ePGgBsDZv3mzt2bPnnP/bvHmzBcA6ePDg+d50KgPeeOMNC4D1008/ne+u5NO+fXurYcOG+d4/deqUdd9991kArIcffvg89KxghfnbBsAaNWpUKfWsYFOmTLHi4uKsIUOGWADy/W0bNWqU1/fPhbJ2fefG12vbsqBBgwZWkyZNrJMnT9rv/fOf/7SCgoKs3377zX7v22+/tU6fPu347LfffmsBsP75z38WuJ6rr77aioqKso4ePepz32bNmmUBsKZPn55v3tGjR4v8d8t0Th8/ftyKiYmx2rVrZ505c8Z+/5NPPrEAWM8//7yjrbS0NCslJcXau3evcZ2LFi3K995bb71lAbBee+21Im0HueO11FmMpPmp8ePH48iRI3j11VdRvXp1x7xq1arhP//5Dw4fPoxx48bZ73seB163bh1uu+02VK1aFVdddZVjnnT06FE88MADqFatGiIjI3HDDTfgr7/+8ik3X7t2bVx//fX47rvvcMUVV6By5cq46KKL8PbbbzvWsX//fvz9739H48aNERERgaioKKSlpeGXX34p0n7ZtGkTLrzwQtSqVSvfvPj4eONn3bLkv//+O9LT01G9enWEhYWhXr16+Oc//+lY5q+//kL//v2RkJCA0NBQNGzYEK+//nqh+j5kyBDceOONaNu2bYHLHjp0KN9jwCXp/fffR0JCAm666Sb7verVqyM9PR0fffQRjh8/DgBISUnJt6+DgoLQvXt3HD9+HJs3bzauZ8aMGQgKCir0E0GbNm1CixYtEBISkm9eQcfZzbhx43DmzBn8/e9/9zp/yZIlqF69Ov7v//7Pfi84OBjp6enIysrCt99+a78/adIkJCYmYsiQIbAsC3l5eV7bbNiwIapVq+Z4LzQ0FNdeey3+/PNPHDp0yNhnz8/e999/j2HDhtnxwRtvvBF79uxxLOv5mfzyyy/RtGlTVK5cGQ0aNMCHH35oL7N582YEBQVh4sSJ+db1ww8/ICgoCO+++66xT0REHj///DPS0tIQFRWFiIgIXH311Y4IdU5ODipUqIDnn3/efm/v3r0IDg5GXFyc4xH+e++91346oSg862nQoAFefPFFHDx40J536tQpPPnkk6hTpw5CQ0NRu3Zt/OMf/7D/1nmsWLECqampqFatGsLCwpCSkoL+/fs7ljlz5gwmTZqEhg0bonLlykhISMDdd9+NAwcOFNjH4vxtc6th9MUXX6B9+/aIjIxEVFQUWrRokS/etnz5cnTp0gXR0dEIDw9H+/bt8f333xfYX4/9+/fjsccew5gxYxATE2Nc1rIs5Obmlno8Y/fu3cjIyEBCQgIqV66MJk2a4K233nIsc/nllzuuewCgcePGCAoKwurVq+33Zs6ciaCgIPz2228+rz8nJwf9+vVDdHQ0YmJi0LdvX9eY0ddff422bdvacfZu3brlW9ehQ4fw4IMPonbt2ggNDUV8fDyuueaafKUDintsAWDdunVYt24dBg4ciIoV/xdeue+++2BZlqOEQrt27RAc7PzvZ7t27RAbG1vg/tq1axcWLVqEm266qVBRxU2bNgGA/QSPVLly5SIVFy7onF6zZg1ycnJwyy23OP7/dP311yMiIgLvvfee/d7vv/+OL774AsOHD0dcXByOHTuGkydPel2vt9pbnrSIL+ebr///8vy+WLx4Me6++27ExcUhKioKffr0cfyu6tu3L6pVq+a1v507d0a9evUK7BOVfbxh5Kc++eQT1K5d2/XmQrt27VC7dm189tln+eb17NkTR44cwTPPPGPMCPfr1w8vvPACrr32Wjz33HMICwvDdddd53MfN27ciJtvvhnXXHMN/v3vf6Nq1aro16+fo77S5s2bMXfuXFx//fWYMGEChg8fjl9//RXt27cvUua4Vq1a2LFjh6NOTHGsXr0aLVu2xNdff4277roLkydPRvfu3fHJJ5/Yy2RnZ6NVq1b46quvMHjwYEyePBkXX3wxMjIyMGnSJJ/WM3v2bPzwww+OG3xu7rzzTkRFRaFy5cro2LHjOakh8fPPP+Pyyy/P90f/iiuuwJEjR/DHH38YP5+VlQUA+W6GSCdPnsSsWbPQpk0b1K5du1D9q1WrFhYuXIg///yzUJ9zs337djz77LP2ee7N8ePHvc4LDw8HAKxcudJ+b+HChWjRogWef/55VK9eHZGRkUhKSsKLL77oU3+ysrIQHh5ut12Q+++/H7/88gtGjRqFe++9F5988onXGkwbNmzALbfcgrS0NIwdOxYVK1ZEz5497boeF110Ea688kpMnz4932enT5+OyMhIdOvWzac+UemwSiFz7/lHVBhr165F27Zt8csvv+Dhhx/G448/ji1btqBDhw5Yvnw5ACAmJgaNGjXC4sWL7c95aobs378f69ats99fsmSJT1+omFSoUAG33norjhw5gu+++85+f8CAARg5ciQuv/xyTJw4Ee3bt8fYsWPRq1cve5ndu3ejc+fO2Lp1Kx599FG88MIL6N27d74agnfffTeGDx+OK6+8EpMnT8add96J6dOnIzU11fU/iR4l/bftzTffxHXXXYf9+/djxIgRePbZZ9G0aVPMmzfPXubrr79Gu3btkJubi1GjRuGZZ55BTk4O/u///i9fXMbN448/jsTERNx9990FLnvRRRchOjoakZGRuP3225GdnV3k7fPV0aNH0aFDB/z3v/9F7969MX78eERHR6Nfv36YPHmyvVzbtm0d58X+/fuxdu1aBAcHY8mSJfb7ni+QLr30Up/Wb1kWunXrhv/+97+4/fbb8dRTT+HPP/9E37598y371VdfITU1Fbt378bo0aMxbNgw/PDDD7jyyisdNwPvueceTJkyBT169MDLL7+Mv//97wgLC3PcVCiJYwucvSYEgL/97W+O95OTk3HhhRfa893k5eUhLy/PeE0InK0HdObMGfTu3dvnvgGwv7h8++23S+xvVUHntOdmsrfrwrCwMPz88884c+YMANh1KRMSEnD11VcjLCwMYWFhSEtL86lIvS/X1JIv///yGDx4MH777TeMHj0affr0wfTp09G9e3d7P95xxx3Yt28f5s+fn69PX3/9NW6//Xaf+lTWBfy1VEk8pkRlS05OjgXA6tatm3G5G264wQJg5ebmWpb1v8eBZaTIwzPPY+XKlRYA68EHH3Qs169fv3yPQXseTd+yZYv9Xq1atSwA1uLFi+33du/ebYWGhloPPfSQ/d6xY8fyPbq6ZcsWKzQ01BozZozjPfjw2O6aNWussLAwC4DVtGlTa8iQIdbcuXOtw4cP51tWP7LsbR3t2rWzIiMjrW3btjk+Kx8/zcjIsJKSkvI9ZtqrVy8rOjraOnLkiLHPR44csWrWrGmNGDHCsiz36Nn3339v9ejRw5o2bZr10UcfWWPHjrXi4uKsypUrW6tWrTKuo7CqVKli9e/fP9/7n332mQXAmjdvnutn9+3bZ8XHx1tt27Y1rsPz2O7LL79c6P5NmzbNAmCFhIRYHTt2tB5//HFryZIl+c4lX918881WmzZt7NfwEkm7//77reDg4HwRvF69elkArMGDB1uWZVn79++3AFhxcXFWRESENX78eGvmzJlWly5dLADWK6+8YuzLhg0brMqVK1t33HFHgf32/Ox16tTJcU4OHTrUqlChgpWTk2O/5/mZ/OCDD+z3Dh48aCUlJVnNmjWz3/vPf/5jAXA8Yn7ixAmrWrVqVt++fQvsE5UOz2PUmzZtsnbv3n3O/23atKlMPkZN54cvkbTu3btbISEhjmj8zp07rcjISKtdu3b2e4MGDbISEhLs18OGDbPatWtnxcfHW1OmTLEs6+zflaCgIGvy5MkF9s0tkuYxZ84cC4DdVmZmpgXAGjBggGO5v//97xYA6+uvv3Z8zrTNnpi1jsbMmzfPNTIjFeZvW0HXYjk5OVZkZKTVsmXLfPEez9+LM2fOWHXr1rVSU1Mdf0OOHDlipaSkWNdcc42xv5ZlWb/88otVoUIFa/78+ZZluUfPJk2aZA0ePNiaPn269f7771tDhgyxKlasaNWtW7fEf6/o67tJkyZZAKx33nnHfu/EiRNW69atrYiICPs6efbs2RYAa926dZZlWdbHH39shYaGWjfccIN1yy232J+97LLLrBtvvNHn/sydO9cCYI0bN85+79SpU1bbtm3zXXc2bdrUio+Pt/bt22e/98svv1jBwcFWnz597Peio6PzXadIJXFsPcaPH28BsLZv355vXosWLaxWrVoZP//kk0/mi/R707x5cyspKanQ13JHjhyx6tWrZwGwatWqZfXr18+aNm1akUsU+HJO79mzxwoKCrIyMjIcn/39998tABYA+/8FDzzwgH1d2KVLF2vmzJnW+PHjrYiICKtOnTpe/48iZWRkWBUqVLD++OOPAvvu6/+/PL8vmjdvbp04ccJ+31N+4aOPPrIs62zphQsvvNBx/luWZU2YMMEKCgqyNm/eXGCfyjJeS53FJ4z8kCemEhkZaVzOMz83N9fx/j333FPgOjzfPt13332O9++//36f+9mgQQPHt4HVq1dHvXr1HDGl0NBQ+ymW06dPY9++fYiIiEC9evXyPVbri4YNGyIzMxO33347tm7daj8RlJCQgNdee61Qbe3ZsweLFy9G//79UbNmTcc8z+OnlmXhgw8+QNeuXWFZFvbu3Wv/S01NxcGDBwvcjmeffRYnT57EP/7xD+Nybdq0wfvvv4/+/fvjhhtuwKOPPoply5YhKCgII0aMKNS2FeTo0aNeC2d6HhE+evSo1895vhnKycnBCy+8YFzHjBkzUKlSJaSnpxe6f/3798e8efPQoUMHfPfdd3jyySfRtm1b1K1bFz/88EOh2lq0aBE++OCDAp8GGzBgACpUqID09HT88MMP2LRpE8aOHYs5c+YA+N8+8cTP9u3bh6lTp+Lvf/870tPT8dlnn6FBgwZ46qmnXNdx5MgR9OzZE2FhYXj22Wd93oaBAwc6Holu27YtTp8+jW3btjmWS05OdhTC9zx+/PPPP9vfYKWnp6Ny5cqOp4zmz5+PvXv3+s03Sf7ECvRvxahMOn36NL788kt0794dF110kf1+UlISbrvtNnz33Xf2tUnbtm2RnZ2N9evXAzj79Ea7du3Qtm1b+6mO7777DpZlFfsJIwB2wWXPtdTnn38OABg2bJhjuYceeggA7Ce1PbGUTz/91PVJodmzZyM6OhrXXHON43qgefPmiIiIwKJFi4x9K8m/bQsWLMChQ4fw6KOP5ov3eP5eZGZmYsOGDbjtttuwb98+u7+HDx/G1VdfjcWLF9tPSbh54IEHkJaWVmCR4iFDhuCFF17Abbfdhh49emDSpEl46623sGHDBrz88suF2rbC+vzzz5GYmIhbb73Vfq9SpUp44IEHkJeXZ0fKPeeX54m3JUuWoEWLFrjmmmvsczEnJwdr1qwp1Ln4+eefo2LFirj33nvt9ypUqJDvmnrXrl3IzMxEv379EBsba79/2WWX4ZprrrHPVeDs+bh8+XLXp/FL4th6eK5v3K4L3a4JgbP78oknnkB6eroj0q/98ccfWLlyJXr16pXv6faChIWFYfny5Rg+fDiAs0/WZWRkICkpCffff3++aGlBfDmnq1WrhvT0dLz11lv497//jc2bN2PJkiW45ZZb7IL6+rowMTERn332GdLT0/H3v/8dr732GjZt2mQcAXHGjBmYNm0aHnroIXvAmYL48v8vj4EDBzoGALj33ntRsWJF+1wLDg5G79698fHHHzvKJEyfPh1t2rRBSkqKT30q6wL9Woo3jPyQ50ZQQfVN3G4s+fLDvW3bNgQHB+dbtjCjcembLABQtWpVRzb2zJkzmDhxIurWrYvQ0FBUq1YN1atXx+rVqx31BQrjkksuwX//+1/s3bsXq1evxjPPPIOKFSti4MCBhRqu3POLtVGjRq7L7NmzBzk5OXYtKfnPM8LV7t27XT+/detWjB8/Hk8//bRj1BBfXXzxxejWrRsWLVqE06dPuy6Xl5eHrKws+5+ub6OFhYV5/QN77Ngxe743999/P+bNm4epU6eiSZMmxv589NFHSE1NRVxcnLEvblJTUzF//nzk5ORg8eLFGDRoELZt24brr7/euM+lU6dO4YEHHsAdd9yRb+Q57bLLLsOMGTOwadMmXHnllbj44ovx/PPP2zeaPMfPs28qVaqEm2++2f58cHAwbrnlFvz555/Yvn17vvZPnz5tjy73/vvvF2pED/2zVrVqVQDIVzPj4osvzler7JJLLgEA+7HomJiYfEM4T58+HRdccIHxYo+IyGPPnj04cuSI1/oWl156Kc6cOYMdO3YA+N9/0pcsWYLDhw/j559/Rtu2bdGuXTv7P+lLlixBVFSU/XelsH/TJM9/3jzXRp7rHX19k5iYiJiYGPvGe/v27dGjRw888cQTqFatGrp164Y33njD8bdyw4YNOHjwIOLj4/NdE+Tl5fn0t6kk/rYB/6vrYrqG2bBhA4CzdUp0f6dOnYrjx48br8VmzpyJH374Af/+97997pd02223ITExscBrs/379zuOd2GvD7dt24a6devmuxHhiZR5jnFCQgLq1q3rOO885+LOnTuxefNmfP/99zhz5kyhbhht27YNSUlJ+a7z9M+Hpx9uPzeeGz7A2bqLa9asQY0aNXDFFVdg9OjRjhsCxT22kue6xu260O2a8Pfff8eNN96IRo0aYerUqcZ1eL6kKmwczSM6Ohrjxo3D1q1b7RGj69WrhxdffBFPPvmkz+0U5pz+z3/+g2uvvRZ///vfUadOHbRr1w6NGzdG165dAeS/LkxPT3ecgz179kTFihVdbwYvWbIEGRkZSE1NxdNPP+3zNvjy/y8PfRMqIiICSUlJjqhcnz59cPToUfsL0vXr12PlypW44447fO4TlW0VC16Eypvo6GgkJSU5CvB5s3r1alxwwQX5ir2V1pCMbkOlyrurzzzzDB5//HH0798fTz75JGJjYxEcHIwHH3zQ528+TOtv3LgxGjdujNatW6Njx46YPn16vqHdi8PTx9tvv91rFh04e6PBzciRI3HBBRegQ4cO9i9nz5Mee/bswdatW1GzZk3jty01atTAiRMncPjwYdfCfv/6178cQ9zXqlXLmJtOSkrCrl278r3vec/bzYwnnngCL7/8Mp599tkC/4jMnTsXR44cKfKFgRQeHo62bduibdu2qFatGp544gl88cUXrsdDevvtt7F+/Xr85z//ybc/Dh06hK1btyI+Pt6uJXTzzTfjhhtuwC+//ILTp0/j8ssvxzfffAPgfzdeYmNjUblyZcTExOT7GfAULT1w4EC+P+h33XUXPv30U0yfPr3QN2Z8+VkrjD59+th1tRo3boyPP/4Y9913X6G/9aNzr7S+sSqr34pR+ZecnIyUlBQsXrwYtWvXhmVZaN26NapXr44hQ4Zg27ZtWLJkCdq0aWP/Dirs3zRpzZo1APJ/AaZvpmtBQUF4//33sWzZMnzyySeYP38++vfvj3//+99YtmwZIiIicObMGcTHx3utAwcg3yAlJsX52+YrzzXM+PHj0bRpU6/LmL7MGj58OHr27ImQkBB7/3sKOe/YsQMnTpwo8MuPGjVqYP/+/cZlbrrpJsfAEn379s03QElJueqqq7Bw4UIcPXoUK1euxMiRI9GoUSPExMRgyZIl+O233xAREYFmzZqdk/X7Kj09HW3btsWcOXPw5ZdfYvz48Xjuuefw4YcfIi0trdjHVkpKSgJw9hqwRo0ajnm7du3CFVdcke8zO3bsQOfOnREdHY3PP/+8wFTEjBkzUK9ePTRv3tynPpnUqlUL/fv3x4033oiLLroI06dPNz7dLRXmnI6OjsZHH32E7du3Y+vWrahVqxZq1aqFNm3aoHr16vZTiZ7lExISHOuqUKEC4uLivN7I+eWXX3DDDTegUaNGeP/99x3FxgtS0teEDRo0QPPmzfHOO++gT58+eOeddxASElKkhEBZFejXUrxh5Keuv/56vPbaa/juu+/skc6kJUuWYOvWrT4VIPSmVq1aOHPmDLZs2eK4+7xx48Yi99mb999/Hx07dsS0adMc7+fk5Phc3M0XnkJ93m6CuPE8Ru+5uPTGU9D49OnTRboRtX37dmzcuNHxyL6HJw544MAB46gjmzdvRuXKlY1/+Pv06eM4Twq6adi0aVMsWbIEZ86ccdwkWL58OcLDw+2bIx4vvfQSRo8ejQcffBCPPPKIsW3g7DdJERERuOGGGwpctjAKe5y3b9+OkydPeh1Z4+2338bbb7+NOXPmoHv37vb7ISEhjqeRPN+Meo5/cHAwmjZtip9++gknTpxwjHbjeXRc/6dh+PDheOONNzBp0iTHI/MlbePGjbAsy/EfI08Bc1l4vEuXLqhevTqmT5+Oli1b4siRI/wmiYh8Vr16dYSHh9sxM+n3339HcHCw4z+ebdu2xeLFi5GSkoKmTZsiMjISTZo0QXR0NObNm4dVq1Y5bhAV9m+ax+nTpzFjxgyEh4fbn/dc72zYsMFRxDg7Oxs5OTn5RgJt1aoVWrVqhaeffhozZsxA79698d5772HAgAGoU6cOvvrqK1x55ZUl+uVcUa5h6tSpA+DsNYzb0+GeZaKioop0DbNjxw7MmDHDa6Tm8ssvR5MmTZCZmen6ecuysHXr1gJvvvz73/92/Ke6ME/gAmeP8erVq/Nd0/z+++/2fI+2bdvijTfewHvvvYfTp0/bNyqvuuoq+4ZRmzZtXP9T7rb+hQsXIi8vz3Gtpn8+PP1w+7mpVq0aqlSpYr+XlJSE++67D/fddx92796Nyy+/HE8//TTS0tKKfWwlzw2nFStWOG4O7dy5E3/++ScGDhzoWH7fvn3o3Lkzjh8/joULF9o3nNwsX74cGzduxJgxY4rVT61q1aqoU6eO8TpeK8o5XbNmTftLwJycHKxcuRI9evSw53tugv3111+Oz504cQJ79+7Nd024adMmdOnSBfHx8fj888+LlEDw1YYNG9CxY0f7dV5eHnbt2oVrr73WsVyfPn0wbNgw7Nq1CzNmzMB1111nP81O5R+/DvZTw4cPR1hYGO6++27s27fPMW///v245557EB4ebud5Cys1NRUA8uXKC6pLU1gVKlTId7d19uzZ+X6p+mrJkiVeawt4sriFGf6xevXqaNeuHV5//fV8ESJPnytUqIAePXrggw8+8PoHqaDH5J966inMmTPH8c/z6OzDDz+MOXPm2BcH3tr65Zdf8PHHH6Nz587Gpz8uuugidOrUyf7n7QaJdPPNNyM7O9sx5PrevXsxe/ZsdO3a1ZFjnzlzJh544AH07t0bEyZMMLbr2Y6vvvoKN954o8+jgGkLFy70+n5hj3OvXr3y7X/PI7fXXnst5syZg5YtW7p+fsOGDXjllVdw/fXXO26i3XLLLTh9+rRjyN5jx45h+vTpaNCggeNid/z48fjXv/6Ff/zjHxgyZIjrug4ePIjff/+9yFFN4OzFnWf7gLP1zd5++200bdrUMVx1xYoVceutt2LWrFl488030bhxY+OTckREUoUKFdC5c2d89NFHjid/srOzMWPGDFx11VWOJ2Lbtm2LrVu3YubMmXbUJzg4GG3atMGECRNw8uRJRwSosH/TgLM3ix544AH89ttveOCBB+z1e/5jpOvYef6eeUaHPXDgQL7rFc9/pD1RnfT0dJw+fdprBObUqVOuw6h7lNTfNuDskNeRkZEYO3asHSf38GxH8+bNUadOHfzrX/+yo3pSQdcw3v5+3nLLLQDOfukyceJEY1tTpkzBnj170KVLF+N6mjdv7jjeDRo0MC6vXXvttcjKysLMmTPt906dOoUXXngBERERaN++vf2+5zx77rnncNlllyE6Otp+f+HChVixYkWha2lde+21OHXqFKZMmWK/d/r06XzX1ElJSWjatCneeustx7myZs0afPnll/a5evr06XzXAvHx8UhOTrbPxeIeW6lhw4aoX78+Xn31VUf5gylTpiAoKMgRvz98+DCuvfZa/PXXX/j88899qrvjuTlz2223+dwn6ZdffsHevXvzvb9t2zasW7euUD83hTmnvRkxYgROnTqFoUOH2u916NDBfvJQ/iy++eabOH36NK655hr7vaysLPuafv78+canEjdt2mRHT4vq1Vdfdfy/acqUKTh16hTS0tIcy916660ICgrCkCFDsHnzZta09DN8wshP1a1bF2+99RZ69+6Nxo0bIyMjAykpKXZud+/evXj33XftbxgKq3nz5nZRwn379qFVq1b49ttv7acRCnp021fXX389xowZgzvvvBNt2rTBr7/+iunTp3t94sYXzz33HFauXImbbrrJ/g/uqlWr8PbbbyM2NhYPPvhgodp7/vnncdVVV+Hyyy/HwIED7X382Wef2d8wPPvss1i0aBFatmyJu+66Cw0aNMD+/fuxatUqfPXVV8ZHrb09HeZ5mqhFixaOJ1tuueUWhIWFoU2bNoiPj8e6devw6quvIjw8vFAFkn1x8803o1WrVrjzzjuxbt06VKtWDS+//DJOnz7t+Jb3xx9/RJ8+fRAXF4err74632P4bdq0yXcsZ86ciVOnThUrjtatWzekpKSga9euqFOnDg4fPoyvvvoKn3zyCVq0aGHnxwtSv3591K9f3+u8lJQUx/4Hzj6W27NnT9SsWRNbtmzBlClTEBsbi1deecWx3N13342pU6di0KBB+OOPP1CzZk3897//xbZt2/DJJ5/Yy82ZMwcPP/ww6tati0svvRTvvPOOo51rrrnGfoR5zpw5uPPOO/HGG2+gX79+Pm2fdskllyAjIwM//fQTEhIS8PrrryM7OxtvvPFGvmX79OmD559/HosWLcJzzz1XpPXRuRfoj1HT+fX66687hmj3GDJkCJ566iksWLAAV111Fe677z5UrFgR//nPf3D8+HGMGzfOsbznP+Dr16/HM888Y7/frl07fPHFFwgNDS2wzpx08OBB+/fpkSNHsHHjRnz44YfYtGkTevXq5bih06RJE/Tt2xevvvoqcnJy0L59e/z4449466230L17d/vb97feegsvv/wybrzxRtSpUweHDh3Ca6+9hqioKPs/8u3bt8fdd9+NsWPHIjMzE507d0alSpWwYcMGzJ49G5MnT3b851orqb9twNknSyZOnIgBAwagRYsWuO2221C1alX88ssvOHLkCN566y0EBwdj6tSpSEtLQ8OGDXHnnXfiggsuwF9//YVFixYhKirK8TdL038jAdjXRmlpaY4nxWvVqoVbbrkFjRs3RuXKlfHdd9/hvffeQ9OmTYv8NLyvBg4ciP/85z/o168fVq5cidq1a+P999/H999/j0mTJjniUhdffDESExOxfv16R1Hqdu3a2U9QF/aGUdeuXXHllVfi0UcfxdatW9GgQQN8+OGHXr8AGj9+PNLS0tC6dWtkZGTg6NGjeOGFFxAdHY3Ro0cDOBuZv/DCC3HzzTejSZMmiIiIwFdffYWffvrJrr1T3GPrrV833HADOnfujF69emHNmjV48cUXMWDAAMeTeb1798aPP/6I/v3747fffsNvv/1mz4uIiMh3zpw+fRozZ85Eq1ativx/lgULFmDUqFG44YYb0KpVK0RERGDz5s14/fXXcfz4cXu/+aIw5/Szzz6LNWvWoGXLlqhYsSLmzp2LL7/8Ek899ZTj91VoaCjGjx+Pvn37ol27drjjjjuwfft2TJ48GW3btsVNN91kL9ulSxds3rwZDz/8ML777jt899139ryEhATHzaWrr74aAHyO43pz4sQJXH311UhPT8f69evx8ssv46qrrsqXAKhevTq6dOmC2bNnIyYmxr6R7i8C/lqqCCOrUTmyevVq69Zbb7WSkpKsSpUqWYmJidatt95q/frrr/mWdRvqVM6TDh8+bA0aNMiKjY21IiIirO7du1vr16+3AFjPPvusvZweytWyzg7reN111+Vbjx7q9NixY9ZDDz1kJSUlWWFhYdaVV15pLV261Kch7735/vvvrUGDBlmNGjWyoqOjrUqVKlk1a9a0+vXr5xja11tf3NaxZs0a68Ybb7RiYmKsypUrW/Xq1bMef/xxxzLZ2dnWoEGDrBo1atjH4eqrr7ZeffVVY3+9WbRokQXAmj17tuP9yZMnW1dccYUVGxtrVaxY0UpKSrJuv/12a8OGDYVehy/2799vZWRkWHFxcVZ4eLjVvn37fMMJe4692z9vx6tVq1ZWfHy8derUqSL37d1337V69epl1alTxwoLC7MqV65sNWjQwPrnP/9pD49bHAC8Dlfbq1cvq0aNGlZISIiVnJxs3XPPPa7DtmZnZ1t9+/a1YmNjrdDQUKtly5bWvHnzHMt4fu7c/i1atMhe1rOv5T51G9racw7Jz3t+JufPn29ddtllVmhoqFW/fv1855nUsGFDKzg42Przzz8Ne4vOB89QsH/88Ye1a9euc/7vjz/+KJNDwdL5UdDv/h07dliWZVmrVq2yUlNTrYiICCs8PNzq2LGj9cMPP3htMz4+3gLg+J363XffWQCstm3b+ty39u3bO/oSERFh1a1b17r99tutL7/80utnTp48aT3xxBNWSkqKValSJatGjRrWiBEjrGPHjtnLrFq1yrr11lutmjVrWqGhoVZ8fLx1/fXXWytWrMjX3quvvmo1b97cCgsLsyIjI63GjRtbDz/8sLVz505j3wvztw2ANWrUKPu1t2sxyzo7NHybNm2ssLAwKyoqyrriiiusd99917HMzz//bN10001WXFycFRoaatWqVctKT08vcBh0b9yuNQcMGGA1aNDAioyMtCpVqmRdfPHF1iOPPFIif7M1fX1nWWf/Jt95551WtWrVrJCQEKtx48au15Q9e/a0AFgzZ8603ztx4oQVHh5uhYSEWEePHi10n/bt22fdcccdVlRUlBUdHW3dcccd1s8//+z1Wumrr76yrrzySvuYde3a1Vq3bp09//jx49bw4cOtJk2aWJGRkVaVKlWsJk2aWC+//HK+9ZbksZ0zZ47VtGlTKzQ01Lrwwgutxx57zDEku2X9b1h3b/9q1aqVr8158+ZZAKznn3++0P3x2Lx5szVy5Ej7+rJixYpW9erVreuuu876+uuvi9yuh9s5/emnn1pXXHGFFRkZaYWHh1utWrWyZs2a5drOu+++azVp0sQKDQ21EhISrMGDB3v9uXb7p8/pWrVq5dunvv7/y/P74ttvv7UGDhxoVa1a1YqIiLB69+5t7du3z2v/Z82aZQGwBg4c6LqN5Q2vpc4KsqyyeiuLyqPMzEw0a9YM77zzTokULCai0lG7dm00atQIn376qc+fadasGWJjY11jEnT+5ObmIjo6GuvXry+wmGhJOHToEOrVq4eDBw+6FtcnIiKisu/NN9/EnXfeiZ9++smukVaQjz76CN27d8fixYsL/ZRdWcVrqbNYw4iK7OjRo/nemzRpEoKDg9GuXbvz0CMiKi0rVqxAZmYm+vTpc767QkRERETn0WuvvYaLLrrIazkNKt9Yw4iKbNy4cVi5ciU6duyIihUr4osvvsAXX3yBgQMH5htWk6gkHDx40OuNSkkWZzbZv38/Tpw44Tq/QoUKhRriOFCsWbMGK1euxL///W8kJSXZxR6pbLICPXdPRHSenD59usDi0REREed0lKviKOv9L8n+nThxwlhTFACio6NLdHRDf/Hee+9h9erV+OyzzzB58uQSq2NblgT6tRRvGFGRtWnTBgsWLMCTTz6JvLw81KxZE6NHj8Y///nP89018lNDhgxxjCzmja+/bG+66SZ8++23rvNr1apVrEKB/ur999/HmDFjUK9ePbz77ruoXLny+e4SERFRmbNjxw6kpKQYlxk1alShii6XprLe/5Ls3w8//OAYPt6b4gwq4s9uvfVWREREICMjA/fdd9/57k5AWbx4McaPH4+VK1di165dmDNnTr7C7L/99hseeeQRfPvttzh16hQaNGiADz74ADVr1vR5PaxhRETlxrp167Bz507jMp06dfKprZUrV+LAgQOu88PCwnwaipmoLPLk7n/77bdSy91feumlZS53T0R0vhw7dswxipU3F110UZFH/j3Xynr/S7J/Bw4cwMqVK43LNGzYEElJSYXqI5VvZf1a6osvvsD333+P5s2b46abbsp3w2jTpk244oorkJGRgVtvvRVRUVFYu3YtWrVqhfj4eJ/7dd5uGL300ksYP348srKy0KRJE7zwwgu44oorzkdXiIiI/EpZv8ihksFrKSIionOjPF1LBQUF5bth1KtXL1SqVAn//e9/i9Wv81L0eubMmRg2bBhGjRqFVatWoUmTJkhNTcXu3bvPR3eIiIj8kid3Xxr/qHTxWoqIiOjcK+1rqdzcXMe/48ePF7rPZ86cwWeffYZLLrkEqampiI+PR8uWLTF37txCt3VenjBq2bIlWrRogRdffBHA2Q2qUaMG7r//fjz66KMFfv7MmTPYuXMnIiMj/bKwFhER+R/LsnDo0CEkJycjOPjcfl/j+VZs3bp1pfatWIMGDfiEUSnitRQREQWaQLiW0nypxaWfMMrKykJSUhLCw8Px1FNPoWPHjpg3bx7+8Y9/YNGiRWjfvr3P/Sr1otcnTpzAypUrMWLECPu94OBgdOrUCUuXLvWpjZ07d3IULiIiKpd27NiBCy+8sFTWFegje/grXksREVEg8+drqR07dji+fAsNDS10W2fOnAEAdOvWDUOHDgUANG3aFD/88ANeeeWVsn3DaO/evTh9+jQSEhIc7yckJOD333/3+pnjx487HsXihSkREZVXpfEtFfk3XksREVEg8+drqaioqGI/rV2tWjVUrFgx3xNLl156aYHF4rXzUsOosMaOHYvo6Gj7X2GGgSMiIipLGP+h84HXUkRE5C94LWUWEhKCFi1aYP369Y73//jjD9SqVatQbZX6E0bVqlVDhQoVkJ2d7Xg/OzsbiYmJXj8zYsQIDBs2zH6dm5vLx6iJiIgKwEiaf+K1FBERUekoq9dSeXl52Lhxo/16y5YtyMzMRGxsLGrWrInhw4fjlltuQbt27ewaRp988gm++eabQq2n1J8wCgkJQfPmzbFw4UL7vTNnzmDhwoVo3bq118+Ehobaj2aVxCNaREREROUVr6WIiIgC24oVK9CsWTM0a9YMADBs2DA0a9YMI0eOBADceOONeOWVVzBu3Dg0btwYU6dOxQcffICrrrqqUOsp9SeMgLMb07dvX/ztb3/DFVdcgUmTJuHw4cO48847z0d3iIiI/FJZ/VaMio/XUkREROdeWb2W6tChQ4Gf6d+/P/r371+cbp2fG0a33HIL9uzZg5EjRyIrKwtNmzbFvHnz8hVvJCIiIqL8eC1FRERE59p5uWEEAIMHD8bgwYPP1+qJiIj8Xln9VoxKBq+liIiIzq1Av5YqF6OkERERERERERFR6TlvTxgRERHRuRXo34oRERERFUegX0vxCSMiIiIiIiIiInLgE0ZERER+KtC/FSMiIiIqjkC/luITRkRERERERERE5MAbRkRERERERERE5MBIGhERkZ8K9MeoiYiIiIoj0K+l+IQRERERERERERE58AkjIiIiPxXo34oRERERFUegX0vxCSMiIiIiIiIiInLgE0ZERER+rKx+Y0VERERUHgTytRSfMCIiIiIiIiIiIgc+YUREROSnAj13T0RERFQcgX4txSeMiIiIiIiIiIjIgU8YERER+alA/1aMiIiIqDgC/VqKTxgREREREREREZEDnzAiIiLyU4H+rRgRERFRcQT6tRSfMCIiIiIiIiIiIgfeMCIiIiIiIiIiIgdG0oiIiPxUoD9GTURERFQcgX4txSeMiIiIiIiIiIjIgU8YERER+alA/1aMiIiIqDgC/VqKTxgREREREREREZEDnzAiIiLyU4H+rRgRERFRcQT6tRSfMCIiIiIiIiIiIgc+YUREROSnAv1bMSIiIqLiCPRrKT5hREREREREREREDnzCiIiIyE8F+rdiRERERMUR6NdSfMKIiIiIiIiIiIgc+IQRERGRnwr0b8WIiIiIiiPQr6X4hBERERERERERETnwhhERERERERERETkwkkZEROSnAv0xaiIiIqLiCPRrKT5hRERERKVq8eLF6Nq1K5KTkxEUFIS5c+c65vfr1w9BQUGOf126dHEss3//fvTu3RtRUVGIiYlBRkYG8vLyHMusXr0abdu2ReXKlVGjRg2MGzfuXG8aERERkd/gDSMiIiI/5flWrDT+Fcbhw4fRpEkTvPTSS67LdOnSBbt27bL/vfvuu475vXv3xtq1a7FgwQJ8+umnWLx4MQYOHGjPz83NRefOnVGrVi2sXLkS48ePx+jRo/Hqq68WbicSERFRwCqr11KlhZE0IiIiKlVpaWlIS0szLhMaGorExESv83777TfMmzcPP/30E/72t78BAF544QVce+21+Ne//oXk5GRMnz4dJ06cwOuvv46QkBA0bNgQmZmZmDBhguPGEhERERF5xyeMiIiI/FR5/lbsm2++QXx8POrVq4d7770X+/bts+ctXboUMTEx9s0iAOjUqROCg4OxfPlye5l27dohJCTEXiY1NRXr16/HgQMHSry/RERE5H/K87VUSeATRkRERFQicnNzHa9DQ0MRGhpa6Ha6dOmCm266CSkpKdi0aRP+8Y9/IC0tDUuXLkWFChWQlZWF+Ph4x2cqVqyI2NhYZGVlAQCysrKQkpLiWCYhIcGeV7Vq1UL3i4iIiCiQ8IYRERGRnyrtkT1q1KjheH/UqFEYPXp0odvr1auXPd24cWNcdtllqFOnDr755htcffXVxeorERERka8CfZQ03jAiIiKiErFjxw5ERUXZr4vydJE3F110EapVq4aNGzfi6quvRmJiInbv3u1Y5tSpU9i/f79d9ygxMRHZ2dmOZTyv3WojEREREdH/sIYRERGRnyrt3H1UVJTjX0ndMPrzzz+xb98+JCUlAQBat26NnJwcrFy50l7m66+/xpkzZ9CyZUt7mcWLF+PkyZP2MgsWLEC9evUYRyMiIiKfBHoNI94wIiIiolKVl5eHzMxMZGZmAgC2bNmCzMxMbN++HXl5eRg+fDiWLVuGrVu3YuHChejWrRsuvvhipKamAgAuvfRSdOnSBXfddRd+/PFHfP/99xg8eDB69eqF5ORkAMBtt92GkJAQZGRkYO3atZg5cyYmT56MYcOGna/NJiIiIipXGEkjIiLyU2U1d79ixQp07NjRfu25idO3b19MmTIFq1evxltvvYWcnBwkJyejc+fOePLJJx1PLE2fPh2DBw/G1VdfjeDgYPTo0QPPP/+8PT86OhpffvklBg0ahObNm6NatWoYOXIkBg4cWMytJSIqHhnd1YMFEFHZUlavpUoLbxgRERFRqerQoYPxwmj+/PkFthEbG4sZM2YYl7nsssuwZMmSQvePiIiIiBhJIyIiIiIiIiIihU8YEfmBoKAgr9P6G/yy+qgjEZ0bgf4YNRFRWSRjaIynEZVtgX4txSeMiIiIiIiIiIjIgU8YERER+alA/1aMiIiIqDgC/VqKN4yI/IBbJE1OA85fRIyrEREREZ1fjKERUVnGSBoREZEf83wzdi7/EREREfmrsngttXjxYnTt2hXJyckICgrC3LlzXZe95557EBQUhEmTJhV6PbxhRERERERERERUThw+fBhNmjTBSy+9ZFxuzpw5WLZsGZKTk4u0HkbSiIiI/FSg5+6JiIiIiqOsXkulpaUhLS3NuMxff/2F+++/H/Pnz8d1111XpH7xhhFROaRrExXlc77WN+J/BImIiIiIiM49XdcsNDQUoaGhhW7nzJkzuOOOOzB8+HA0bNiwyP1hJI2IiMhPlUbmnnWMiIiIyF+V9rVUjRo1EB0dbf8bO3Zskfr93HPPoWLFinjggQeKtf18woiIiIiIiIiI6DzbsWMHoqKi7NdFebpo5cqVmDx5MlatWlXkZIoHbxgRlSH6B9rXH3C3qFlh2pNPCJw5c8br+95eF/R+Qev1tQ0iKryymrsnIjpX5H+0AA5bT0TFU9rXUlFRUfl+jxXWkiVLsHv3btSsWdN+7/Tp03jooYcwadIkbN261ee2SjySNnbsWLRo0QKRkZGIj49H9+7dsX79escyx44dw6BBgxAXF4eIiAj06NED2dnZJd0VIiIionKH11JERERUVHfccQdWr16NzMxM+19ycjKGDx+O+fPnF6qtEr9h9O2332LQoEFYtmwZFixYgJMnT6Jz5844fPiwvczQoUPxySefYPbs2fj222+xc+dO3HTTTSXdFSIiIqJyh9dSREREZJKXl2ffDAKALVu2IDMzE9u3b0dcXBwaNWrk+FepUiUkJiaiXr16hVpPiUfS5s2b53j95ptvIj4+HitXrkS7du1w8OBBTJs2DTNmzMD//d//AQDeeOMNXHrppVi2bBlatWpV0l0iOmeKkgk1fcYUIQsODnZdTpLLyWkAqFChguvnZAzt9OnTXt/Xr0t6NDVTGxy5jajwGEkrn3gtRWRmip2ZImimmEdRomu+xt8YkyMqv8rqtdSKFSvQsWNH+/WwYcMAAH379sWbb75ZYv065zWMDh48CACIjY0FcLYA08mTJ9GpUyd7mfr166NmzZpYunQpL3KIiIiIBF5LERERkdShQ4dC3WQqTN0i6ZzeMDpz5gwefPBBXHnllWjUqBEAICsrCyEhIYiJiXEsm5CQgKysLK/tHD9+HMePH7df8648ERFRwcrqt2LkO15LERERnT+Bfi1V4jWMpEGDBmHNmjV47733itXO2LFjER0dbf+rUaNGCfWQiIiIqOzitRQRERGdL+fsCaPBgwfj008/xeLFi3HhhRfa7ycmJuLEiRPIyclxfDOWnZ2NxMREr22NGDHCzuQBZ78V44UOnS9u9YNM9YdMQ92bahPJmkNyWtcmcqt1VLGi80dctqHvYp86dcqeljWM9HLytVs9Iz1P10HytR6R23K+1lUiCnSB/q1YecdrKaLCkz8rAPDnn3/a0/LJuqIOW92gQQN7et26da7zfK2rJJV0jSUiKr5Av5Yq8SeMLMvC4MGDMWfOHHz99ddISUlxzG/evDkqVaqEhQsX2u+tX78e27dvR+vWrb22GRoaiqioKMc/IiIiIn/EaykiIiIqC0r8CaNBgwZhxowZ+OijjxAZGWln6aOjoxEWFobo6GhkZGRg2LBhiI2NRVRUFO6//360bt2aRRqJiIhKUKB/K1Ze8VqKiIiobAj0a6kSv2E0ZcoUAGerdktvvPEG+vXrBwCYOHEigoOD0aNHDxw/fhypqal4+eWXS7orREVmipC5LadjYvK1jIKZIml62PtKlSp5ndZtyF8wvsbfNDnP119YpuVkTOzEiROOeTL+Jpfztb/y8/q1jNPp9svqL2IiIonXUkRnySfh5LSMmRU0T0fUPEwRL1PsTL42Pakn++HrE326T0V5ErAkYm26DcbhiAJXid8w8uU/ZJUrV8ZLL72El156qaRXT0RERP9foH8rVl7xWoqIiKhsCPRrqXM6ShoREREREREREZU/52yUNCIiIjq/Av1bMSIiIqLiCPRrKd4wIkLhhrqXr01D3ct5puVMdZAqVvzfj6hsw9ch7Avzi8etDpLmViPJVB9J12aSfZR0G251m+R+AZw1knR9I1nTyG0/AWX3lzQREVGg0PWGZB0gWUdHL2eqsSPr8RSl/pCpPc2tfV+3y1Q7SM9zq9vkax0kX9sjosDGSBoRERERERERETnwCSMiIiI/FeiPURMREREVR6BfS/GGEQUsU5zKNNS9jEOZhrp3W5cmfzmYhoR3G4pevzbFrnztk6/c4mma7ofeTrc25OfkMTFF1/Q8uS65D037Wh6TsvrLm4iIqLwwxbjkPB2nksPbm2JXpnW5xcSKOnS8KSbmtpzsA+CMqMnlfI2TeVvW7TMlsV2+tmE6lkRUPvGGERERkZ8K9G/FiIiIiIoj0K+lWMOIiIiIiIiIiIgc+IQRBSxTnErG0PSIXCEhIfa0jELpu8Juo3P5OsKZt365teEWoTJF0orKrU+FiaS53UE3RddMI81JOkLo9rmTJ0+6rktOl9W7/US+CPRvxYiobDDFk0xRKBnlkvE0zdfRzyTTSGBFiXEVxrls39dYX1HXVZSYHFF5FujXUnzCiIiIiIiIiIiIHPiEERERkZ8K9G/FiIiIiIoj0K+l+IQRERERERERERE58AkjCihuQ7PrOkXytZ4na/WY6g+51cQpzFD3bnWBdA0ftzvSplpHpn7I9k01geS07qvcZl0vSL5220+6j3Jab7+pv27HWfdX99GNW70oorIo0L8VI6Jzq6jDqMth5SVTjR1f6xkVtV6S2zxTe74OP6/7K7fFV77WDjLVgSrqulibiAJZoF9L8QkjIiIiIiIiIiJy4A0jIiIiIiIiIiJyYCSN/JqOHcm4UqVKlexpHTszRa3k44IyxmSKpMnP6PbkukNCQhzzQkNDvS5nitBJuk+nTp3y2nfdX9mPiIgIx3JVqlSxp+U+lG0DwLFjx+zpQ4cOOebJR5uPHz/u2oZb/Etvl2n/usXVTLE2OW3aT6Z+EJUFgf4YNRGVPLe4VmFiTDJ6Zopaua3XFLMy9UNG4XT/3Ob52j+9rNs04D7UvY7qFSVOVhLxMV9jfb5ixI3Ks0C/luITRkRERERERERE5MAnjIiIiPxUoH8rRkRERFQcgX4txRtG5HdkJElHtWTUSk7r5UzxJ7dIkl5O9kNGt+Q0AISFhdnT+pHdmJgYezoyMtKelrEwAAgPD4c3Ok514sQJe/rIkSOOeTIOJttLSEhwLBcbG2tPy23Ujxfv2bPH67R+nZeX57V/uk9ynt4u0/GSr2V/dSTNbUQ602hqOkIn11VWf+kTERGdC4WJGbnFvIo6EpipHzLmZYrCydetW7d2bW/p0qU+tWEaac0thmaKrpnaKMz+cGNqw9dR4xg1I/I/vGFERETkpwL9WzEiIiKi4gj0aynWMCIiIiIiIiIiIgc+YUREROTHyuo3VkRERETlQSBfS/GGEfkFt7pFvg5Tr8k6Rb4O9a5rE8k6QG7TgDMXfsEFFzjmJSUleV1Or6ty5cr2tK7NI8n9JIe9B5zbKesl6T5FR0fb00ePHrWn9+/f71hu165d9vTOnTsd83bv3m1PHzx40J7WNYxk+zk5Ofb0gQMHXJfTNYzkdsl5FSpUcCwn95ue50b/8XA7N4iIiPyFr/VsfB2O3tc25LQeft7XPrVq1cqerlGjhmPe2rVrvU4PGDDAsZy8btEaNmzo9X3TumR/Zc0iAFi3bp3Xz+hl5fbL2kZ6uWXLlrn2XfZD71+3ekm+1ixibSOi8os3jIiIiPxUoOfuiYiIiIoj0K+lWMOIiIiIiIiIiIgc+IQR+QUZJ5JxLTlkPeCMqMl4kmk4dx1xkuuS7ckYFwDExcXZ03Io+oiICMdyiYmJ9vQll1zimCfjYDImdfz4ccdysv9yuSpVqjiWk9E1GbsDnNss+5iQkOBYTkb5jhw5Yk8nJyc7lktJSbGnZQRNv5ZRM9keAOTl5dnT8nHobdu2OZbLysqypw8fPuyYd/LkSXvaNOy93G/yGMsYn36t43/yNeNpVBYE+rdiRFTyihtPKuyy3ui4m4zL6/iXjInt2LHD6/sAsHTpUq/zZs2a5VguPT3dntbbIeNqqamp9vT8+fMdy7n1Q/dd9km2p9s0xf/kvjH1SdKxtqIc56KeG0RlTaBfS/EJIyIiIiIiIiIicuANIyIiIiIiIiIicmAkjYiIyE8F+mPURERERMUR6NdSvGFE5ZKuHSPrFsk6PaGhoY7lZP0ZWdtG1u8BzMOvy7pIMp9dvXp1x3Lx8fFe51WtWtWxnKxTVK9ePcc8WRdI/hI5dOiQYzn5WvY3PDzcsZysuSS3H3DW/pH7Tf/yknWG5Gd0DSeZw09KSnLtr8y16/pDsr6RbEPXgZLHf+fOna7r0tvsxtf6Q77WMNJ1sMrqHwQiIqKCyCHXi1qbxtf6NnJIeDnEvKzLAzhrB+mh6efNm2dPt27d2p6WdYQAoGfPnva0vIaZMGGCa99ljSH9Wk6b6irJ7df1kuTn1q5d65gn6xHJPsn9BDj3jVv9KcB5XDXdplsbvmJ9I6LygzeMiIiI/FSgfytGREREVByBfi3FGkZEREREREREROTAJ4yo3JBxHxlBApwxMTmth0SXw9HLaR0Zku3r+JOMl8kh5xMTEx3LyUhatWrV7GkdSYuNjXWdJx/ZldsvtxFwxsFOnz5tT+s4ndwfppiU3Df6UWEZSdu/f789rY+JjJDJbQSc+0PupxMnTjiWk5E0+fi5XpfcN3qbs7Ky7GkZT9MxRF/pGFpRuEXeyuo3C1R+Bfq3YkTkOxlJMkWX5HWBnDYtZ1qXjJDp6JZczi3GBQAZGRn2tI5PyRiabF/Hydza19s1depU1/7KdZm236390aNHO5abPXu217YB5zGS5L7QbSxbtsx1Odmejuu5Rc/0NvoaNWMMjcqTQL+W4hNGRERERERERETkwCeMiIiI/FSgfytGREREVByBfi3FG0ZUZplGQtOjf8nXMpIko1X6tYxk6dHUZDRMjmIGABdddJHXeTp2JR/LjYmJsad1xE3Gy+QoZrqPkoydAc7Rv2RkTO9D2b6Of0nyF5aObsnXx44ds6f37t3rWO7o0aOubdSsWdOelvE0HSeT+1DO09svX+ttrlKlij29Z88ee/rAgQOu/ZX70/TLW/dXvpb90KOzyf66HeOC1k1ERORREqNOyc+5xdOKSo7oBThH/JKRcx19kuuWn0lPT3csN23aNHtaR7ckGUPT+0mOpibjabrvMoY2f/5813XJz+nlZAxP9nfixImuy+n+yj62atXKnpaxM23o0KGu7cnR1PQ82Ucd5ZNMUT635UxM5zVHWiMqHbxhRERE5KcC/VsxIiIiouII9Gsp1jAiIiIiIiIiIiIHPmFERETkpwL9WzEiIiKi4gj0ayneMKLzTg71Lqf10OmVK1f2Oq0/J+sU6RpGkqxtI+voAEDt2rXt6fr16zvmXXzxxfa0rFuk6w9VrPi/Hy/ZX71dcjn9i0LW1ZF1b3RWWw5vL2sY6VpPMu+t6wDJfSg/FxkZ6VhO1hqQtYny8vIcy+Xk5NjTsk4T4KwRJfe97q/cb3KePl6yHpM+DrIOQ1ZWlj29bds2x3KyTsK+ffvsadM5pOslydd6nhtf/ziU1T8iRER0/vlaw0XWxNHDzxelroxb27p9PUy7W40gWadIk7WD9HKyT7IWD+Csd2Sq4SPbMK1LktcYug1Zt0jvmwEDBtjTo0ePtqf1fjLVMJL9kp/Ty8maQ7IW0ezZsx3LyX7MmjXLtR9yvabtl8ffdG7p80m+NtXPYt0iotLBSBoRERERERERETnwhhEREZGf8jxGXRr/CmPx4sXo2rUrkpOTERQUhLlz59rzTp48iUceeQSNGzdGlSpVkJycjD59+mDnzp2ONmrXro2goCDHv2effdaxzOrVq9G2bVtUrlwZNWrUwLhx44q8L4mIiCjwlNVrqdLCSBqVOhl9ApzRHRnP0kPdy1iTjvvI2JCMJ+kfPBlDS0pKsqfr1KnjWK5evXr2dN26dR3zkpOT7WkZf9LRJblu2V8dBZPDqut5MuYlh2bXQ8LLSJpsQ+9r2V891L3sh4ydyf0EOIeOl9ssh6zXfdf93bVrlz0tj6tcL+CM5B07dsxrH/TndCRNHj95bmzatMmx3OrVq+3pNWvW2NMyxgY4t1nvX/laHnPdX7djpM9X3b5UVv+oEPni8OHDaNKkCfr374+bbrrJMe/IkSNYtWoVHn/8cTRp0gQHDhzAkCFDcMMNN2DFihWOZceMGYO77rrLfi0jtLm5uejcuTM6deqEV155Bb/++iv69++PmJgYDBw48NxuIFEZJSM+Ok7ka8THbeh0/TdczpOxMMAZk5JxKtNQ7HKejFYBzpiU3g4Zr5J91G3ICNnUqVPt6Z49e7r2Xbfh674ZNmyYa/u+rkvG5uSxlO8Dzv0rY2gTJkxwLCe3X5PbJeOEmtzmZcuWee2fbk8zxdCIqPTxhhEREZGfKquFGtPS0pCWluZ1XnR0NBYsWOB478UXX8QVV1yB7du3o2bNmvb7kZGRSExM9NrO9OnTceLECbz++usICQlBw4YNkZmZiQkTJvCGEREREfmkrF5LLV68GOPHj8fKlSuxa9cuzJkzB927dwdw9kGDxx57DJ9//jk2b96M6OhodOrUCc8++6zj4QdfMJJGREREJSI3N9fxz1Q0vjAOHjyIoKAgxMTEON5/9tlnERcXh2bNmmH8+PGOJyeXLl2Kdu3aOZ46TE1Nxfr16/M99UhERERUnnie1n7ppZfyzZNPa69atQoffvgh1q9fjxtuuKHQ6+ETRlTqTJE0OYKYjqTJ5WQ8C3BGjWS0SkbQAGecrHHjxvZ0o0aNXJeTI3oBztG6THEiGUMyRcHkqGaHDx92zJPbKefpEcnka73fJBmFkusFnPEvGQ1MSEhwLBcREWFPy23UMUG5Lr1dMuYl25CjzgHOYyn7J4834Nynuh9yRDX5JIKOIcp1yz7p45qdnW1P6/NQ9tctnqbbl/tJr0u2xwgaFUVpfyumoxCjRo1yjLxTFMeOHcMjjzyCW2+91RF3eOCBB3D55ZcjNjYWP/zwA0aMGIFdu3bZMYusrCykpKQ42vL8PsvKysr3u50o0OhYkFucyjQSlvyMHp1Mfk7PK8pIWBkZGfa0jk/J3z16u2T7sh96vfK1jIyZRnjTbbhFrfQ+lNtiGk2sS5cu9vS8efNc1yWja5rsv2xPj4Qm96GOnck4nNwWPdKa3B9y9Dt9vNzOIT3PFFGUn+OIaXQuldUnjErqae2C8IYRERERlYgdO3Y4LvBNN7B9cfLkSaSnp8OyLEyZMsUxT/6H7rLLLkNISAjuvvtujB07ttjrJSIiIvInbk9rF4Q3jIiIiPxUaX8rFhUVZfxGuDA8N4u2bduGr7/+usB2W7ZsiVOnTmHr1q2oV68eEhMTHU8EAv97QtCt7hERERGRVNrXUvqJudDQ0GJ/Eeb2tLYvWMOIiIiIyhTPzaINGzbgq6++QlxcXIGfyczMRHBwMOLj4wGcjVAsXrzYER1dsGAB6tWrxzgaERERlUk1atRAdHS0/W/s2LHFas/0tLYv+IQRlQpZz0XXMJL1cuS0Xk7WqdE1bGStF3kHVtffkXWLZB774osvdixnqjkkX8v+ytpGgHN4Z9knfddY1h/StYkOHTpkT8visXr7ZY0ceddYP3Io+6HrCslcv1yX3EYAjv+4yTb00PHyc7rWjyw4K/uu795XrlzZnpa1fuTx1u3rIrtyu2Tf9RMG8tyQn8nJyXEsJ2sp6cK5+lzx0DWM5Pklz3Pdd7k/WMOIiqKs5u7z8vKwceNG+/WWLVuQmZmJ2NhYJCUl4eabb8aqVavw6aef4vTp03bds9jYWISEhGDp0qVYvnw5OnbsiMjISCxduhRDhw7F7bffbt8Muu222/DEE08gIyMDjzzyCNasWYPJkydj4sSJJbfhRGWQr3VfTJ8zLSdr2MhaN7pOj6xnU9T1NmjQwGt7a9eudW1D1xVyG95e7yf5Wl4HFKbGjls/dI2hAQMG2NN6eHvJVJtIzpMRXb1v3GpTpaenu7an25A1iGT9JVONOrmNrVq1csyTdZv0PnQ7V3w9DqxnRCWttK+lSjLeX9intb3hDSMiIiIqVStWrEDHjh3t157/7PTt2xejR4/Gxx9/DABo2rSp43OLFi1Chw4dEBoaivfeew+jR4/G8ePHkZKSgqFDhzr+0xQdHY0vv/wSgwYNQvPmzVGtWjWMHDkSAwcOPPcbSERERFQEJRXvl09rL1q0yKentb3hDSMiIiI/VVafMOrQoYPxMwW1d/nll2PZsmUFrueyyy7DkiVLCtU3IiIiIo+yei1V3Ke1fcUbRnTOuMXQTNElOa1/aGTcR0eS5OdkDOuSSy5xLHfFFVfY040aNbKndT0Lua5jx465zpPbValSJcdy8vFBGUnScTIZO9u7d69j3pEjR7yuSz+aWKVKFXtaDg+v706b+ivJ2NWePXsc89y2X0bw9Dy5jYAzyiZjXTKCBjgjZLK/+tyQ8/S5Ide9ZcsWezopKcmxXEREhD1du3Zte3r79u2O5WQRXXl8AOe+kRE6HUmT2ymn9XKyfb3N8rWOb7otR0RE5VdRYjemGI+eJ1/LKJhpXTKSJmNcgDP6r4emd+uHjrW5DTkvnyYEnJEpuV4gf7zK7X29bm9tA0DPnj3taTkUvW5T7w9p6NCh9rRbZEy/1v2V+17GyfRQ927HUvdPtqH3hYyhyTZM65LHXO8nE7lu074hCnTFfVrbV7xhRERERERERERUThT3aW1f8YYRERGRnyqrj1ETERERlQeBfi0VXPAiREREREREREQUSPiEEZUKUw0jWX9GzpM1YADnXVdd60XW8LngggvsaZmlBoBLL73Unq5evbpP/dXDyst+yWl9V1jWAZJ1i3Sdot27d9vT+/btc8yTw8XLGju61k94eLiXrXDWCgKc9X30EO6yLpIshCbXq9ct942uiWSq25SXl+e1j3oIe7kuORSuPiYy166Htpfrku3rNhITE+3p+Ph4e1rn7jdv3mxP6/pOcl1yX+tzWe4bud/1OSSPv67NpF8TeRPo34oR+RNTPRc5z1RzyNeaMHJIeFmzB3AOpT5t2jR7WtYbMrUHAKmpqfa0rM2j+y7rEckaO3o4d1nPZ+rUqY55siaOXM5UE0hui66XZKpTJPsvrx9k297W7aHrL8n6Sbofs2bNsqflNsp9q/sk96FebsKECfa0rk0kyc/p5WTdogEDBtjTug6Uia/nstv5azqvfa39RSQF+rXUOX/C6Nlnn0VQUBAefPBB+71jx45h0KBBiIuLQ0REBHr06OEoJEtEREREvI4iIiKi8+ec3jD66aef8J///AeXXXaZ4/2hQ4fik08+wezZs/Htt99i586duOmmm85lV4iIiAKO51ux0vhHJY/XUUREROdXoF9LnbNIWl5eHnr37o3XXnsNTz31lP3+wYMHMW3aNMyYMQP/93//BwB44403cOmll2LZsmVo1arVueoSnWN6aG+3GJqMOwHOSI78jI7cuMV4ACAhIcGerlu3rj1dv359x3IydiTJKJFet44uuQ1Hr2NXMpImp/VQ7HLdcoh5wPlooltkDHCPpOntOnbsmD2th7qX21m1alV7Wu8zOU9GrXQ8yxR/k/2Q2yj3E5B/n3ro4y/PLxnj0uuW0/r8ksdVnk86kibjalu2bHHMczt/dUxOvpbHUp9rcp5uQ7ZfVv/AEFHR8TqKNF+HFXcbsr6geZI8j/R6ZaxJRpBMw8hrsg0ZeZs4caLrZ9xibLo903bJ5UzkNuvPyPiXjlq5xdD0MPVyv8lt0ZE0+TkZGQOcsTwZw5MRfk1ul47uyb7r/SvXJWNoOtbmFj3T7ZmOpYwD+hovk8vpfW2KShJRwc7ZE0aDBg3Cddddh06dOjneX7lyJU6ePOl4v379+qhZs6brL/Hjx48jNzfX8Y+IiIjMAv1bsfKsJK+jAF5LERERFUWgX0udkyeM3nvvPaxatQo//fRTvnlZWVkICQlBTEyM4/2EhARkZWV5bW/s2LF44oknzkVXiYiIiMqUkr6OAngtRURERIVX4jeMduzYgSFDhmDBggX5RnIqqhEjRjhGBsjNzc0XE6GyR0bIZNxHnxdynozd6LusMq4TFxfnmCdHP2vRooU9rUdJkxfYcrQyHQWT/dAjssk4lJzWy8m4loxJ6RGzTNElt2icftxYxqTkftOxMzkimY5uyfbltByBDgAiIyPtaRmv0/ExOSKZHv1MRuXkftNxPfla7gu9r32Nv8n9q4+DJPevfrRZjsKn/8MmY3mm+JvcVzJ2prdL/mz4OlofkVZWv7Ei787FdRTAayl/UJSnwkyjqelrJLf29TWHjCTJ2JX+vIwn6aiVW3u6T5IcFUz3SW6nbkNGkmQUSv99l32UfdfLSXr0M7msjJ2ZPuc2Yhrg3C69LhkTM0UN5c+5aQQyud90vNBtJDvTaGomsr86Mib3oRxdz9d4mq/tERVGIF9LlXgkbeXKldi9ezcuv/xyVKxYERUrVsS3336L559/HhUrVkRCQgJOnDiR7z+Q2dnZrvVlQkNDERUV5fhHRERE5G/OxXUUwGspIiIiKrwSf8Lo6quvxq+//up4784770T9+vXxyCOPoEaNGqhUqRIWLlyIHj16AADWr1+P7du3G799ICIiosIprUx8IH/zVtJ4HUVERFR2BPq1VInfMIqMjESjRo0c71WpUgVxcXH2+xkZGRg2bBhiY2MRFRWF+++/H61bt+bIHkRERBTQeB1FREREZcU5KXpdkIkTJyI4OBg9evTA8ePHkZqaipdffvl8dIVKkBxSHHAOdW4aOlzeTZW1WPRd1rCwMHta111o2bKlPd2+fXt7WtabAZw1fOQQ7rr+jqzvo+sKyZo48pF+WW8GcNawkVlwnQuXy+l9KOtXyLx+9erVHcslJyd77a88BoBzO/U2y8/JPum6QnI75bbI+j36ta4RJY+DPB90DZ/w8HCv07r+kjxvZNuAs46T3L+6DV37yEPXKapZs6Y9resayIKz8vzS65L7Ws7T55BbXSndhqyRVFa/nSCiksPrKPKV/jvlNhS5Jq85dE0gWc/G1+Hn9TxZS0iuS9f9cRumXtffke3r/son72SfdP0dt1o/ej+Zhq2XNXJM9Yxk+126dPH6PgBMmzbNntbbJfeH3H7Tk4by2OlzwzTKottyel0ZGRleP6PrCsnt1P2Q+9tUm8lXvp7zHDmSyLtSuWH0zTffOF5XrlwZL730El566aXSWD0REVFACvTHqP0Fr6OIiIjOj0C/lirxotdERERERERERFS+nZdIGvkPGfHRcSIZQ9NRG8ktnqPjWREREfZ0nTp1HPP+9re/2dMXX3yx17YB53DupiiYfK3v9sr4kyniJR9t3b17t9dpwBnX0uuSMSw5vL0eallGz2Q8KTQ01LFcXFycPa2PiRxxR+43HUmT7WdnZ9vTu3btciy3d+9ee1rGwgDnvpL90OeQ3FcyCijjiYAzrqWHsJev5Tmkl5NRNrkv9HLykXX9eLiMpMlzTT/mLM8hX89DHUmT+0pOy7aJAv1bMaLyztdIjtvQ4ToKJOk4kVv7+n23IeF13MfXCJlcTrcho1xynhz2Hsj/91iSfTTFqeS6TMPPm46DW+RLbqOJ3i7ZRx1rW7ZsmT3ds2dPe1rvQ9mnYcOGeX0fMG+X237T65owYYI9bYruSTKe6K1fbuvyNWrm9pnCfI4CW6BfS/EJIyIiIiIiIiIicuATRkRERH4q0L8VIyIiIiqOQL+W4g0jKhYZmdERJxmHkvE0/cPgNiKZjlNFRkba0wkJCY55ciQr2Z4pCiXpKJSkY20yQiTb08vJWJOMbulImhxNS8eOZBxKLqfbkDEk+RkdT5IRN70uuS1yXXIacG6nHCVNbi/g3PemWJuOfLmtS7av+y4javrxYhnlk+erPl6yj24j/AHOEemaNWvmmCePi4zk6X3odt7o4yW3U494J1/LNnSsraz+8SEiClSmaI2JjF3pz8gYmkmrVq3saT0qlowayYiTHKkLcEaIZBvp6emO5eQ1gh7dVrYhI0g6kiX3lSniJKN3ppiR3Id6ObkP5Ty9b/Vot5KMnpmOid6nHjqeJWNouj09upiHjnTJz8n9q7dDnlOmfritF3AeZ7djrOfp2KQ8p0w/G0WJaxYmXkhEZ/GGERERkZ8K9G/FiIiIiIoj0K+lWMOIiIiIiIiIiIgc+IQRERGRnwr0b8WIiIiIiiPQr6V4w4gKRddHMdV6kUO/y1osuo6QrL8if1B0nRq39gBn/RmZydb1cWRdJF+HWJfDo+t1yb7r7ZKfO3DggD2t6yrJmkt6uHjZpqzho2suyW2WtaTkPiuIrM0kM926ro5sU+4Lvf2yvWPHjjnmyf3mVosHcG6L6ZeoXJc+D2XGXa5Ltyf7L88HvQ9lDQVdV+iSSy6xp9evX29Py3pGgPOYm+o5yZ83Uw0jeT7oNsrqHx8iokBV1Lopppo4sk6LXE7Xm5Hr1kO9yxpGs2fPtqczMjIcy8l5shaNHtpe1yOSZE0bU50e2b5cTvZVz9Pk323ZR107Z+jQofb0xIkT7Wld60jW2NG1fiS5r03HTrahzw3Zd73Nch/Kad2GPAfkftJ1peS65DEGnPvAVCNK18XykDWxAOe54fYZwFlza9myZa7Lmcj9UdT6YUSBjJE0IiIiIiIiIiJy4BNGREREfirQH6MmIiIiKo5Av5biDSMqFB1JM8WfdGzMQ8eO9GsP01D3eph2GdeKi4uzp00xHvnord4uGfGS8SHAGSmT0zLGBjhjWDLupCNecjv1PpP9krErGXHT7cth5PW6ZFxJx8SysrLsabktel+Hh4e7tuFGH2PZX73vJTlPTutfqPIYyf0EOLdZ7hu5HUD+c8Wtf/K1jDgCQExMjD0dGxvrdb2Ac//KY2Q6XvrnQZ4rsu+6DdN+IyKi88/X4cFNQ727RYb0cqZh5WVMSMaYRo8e7VhORqhknEgPe2+KZLnFmvT7MkIl29P7ScbLdH+nTp3qtT29Lvk5Hddza0+vS37OFP+S8TLZDx2tkzEsGc/Sn5PtmyJ0kh7qXn5uwIABjnmzZs2yp3WUT5LbL4+R7oM8H2T8D3DuU/k5Ha+UbZgic27Lab7+HBIFGt4wIiIi8lOB/q0YERERUXEE+rUUaxgREREREREREZEDnzAiIiLyU4H+rRgRERFRcQT6tRRvGFGh6DoqsoaRnNbLypo1evh1WXPFVLdI1qmRNYsAYPfu3fZ01apV7Wldp0YOWy9rzOj6S6baRLKmj+yH/Azge30ft+HRAee+0bV53Npwqx2l+yjrNAFAXl6ePS3r3uiaOG7HS+9rWbdH7wtZm8dUw0eS26iHjpef0zWn3PpUvXp1xzz5S9qtdhQA7N+/356W+0y3IbPwkZGRjuVkDSrT9svaT6Z6XPJnz1QHiYiIyh7TsN++1vrxtZ6LrHWj68oMGzbMnpb1YvRw7nJd8jPavHnzXNuQNXJkzRpdB0leq5jq9Mj+yhpDgHP/yn7oekFuNZL0uvSQ85Jb3SJZ9wlw1ouS03o/yXpBpro68lhmZGQ45vlaV0mSNYv0sm7HBHD2X26XPq7yHJowYYJjntxXss6S3n63mkOmnyHTeWOqzUQUyHjDiIiIyE8F+rdiRERERMUR6NdSrGFEREREREREREQOfMKICiTjOToyZRqyW8ZpZAxNR4bk52ScSg9ZLucdPXrUMU8OCS+jUQkJCY7l5DwZQ9PbJeNKOtIj+yv7oaNrcjm5L0yxKx1/ksvKdel9I5eT/dUxQbnvdUxMRpwiIiLsaf34rmzT1J7cvzryJ88H2V/TOSTPNT3UvTx+ptikjCTK6CLg3Kdyvfq4ykexdaxP9j8uLs6ejo+PdywnY23ymMv1As5t0ftG7oOQkBB72hQhNJ175J8C/VsxovLG19hNUduT0SUdf3Ibfl0PMS9jQjLipGNXMq6m4z4yNmaKE7lFqPSQ8G5RKD1Pfk5vl4wnyX2h+y6XMx0veY2gY3Ju8TrdntynpnXJaR2Zc1tOX8PI/aHnydddunRxXU62r88Ht3Xp887t3NDc4poy7qYV5WdIr6uobVD5FejXUnzCiIiIiIiIiIiIHPiEERERkZ8K9G/FiIiIiIoj0K+leMOICmSKAsnXOrolX5tGrpJxGjmKgo7xyHiZjEwBzriWHDFNx5NkrE3+UMo+AM7okh5NS26XXK+OE+3du9ee1qNpudEjyMkR2eS+1hEvuW4ZcdLRNdModG5xQL1v5PbLGJqObsnXOq4m+yun9TkkY3JyWvdJvtbnhhyhTO43PZqcHEFN7id9zstjovenXHdycrI9nZ2d7VhOvpYj1+n9ZPq5kVE7uS2mGKIp/kdEROeHKe5iite4adCggT29bNkyxzwdQ5PcRozSI2bJqJmMD+mIl6SjS3K7TBEvGd1yG8UMcMaaTLE2OU9H12Q/ZJxKj/Dl1jbgPlqdHBUOcO5TuS496pjc13q73OJqblEt3T+9D+V26mMp95U8lqbzU/Zv2rRpjnnyPJT7XZPL6f7K6J1pJDT5Ob0u0znlthxRoGEkjYiIiIiIiIiIHPiEERERkZ8K9MeoiYiIiIoj0K+l+IQRERERERERERE58Akj8krWZpG1Y3TdFzlP13qRtWnkHVPdRkxMjD2dkpJiT9etW9ex3AUXXGBP63yy7Ies2XLgwAHHcnJYcVljp1q1ao7lZC0aWdtGLytrDsnaQYCzbpGcNu1DXbNG7kPZd72crH1jqh0laxPpu9iy/251mnSfZP2dffv2OZaT+17XcDLVLZLkvpH1h2SNKcBc+0oOby+3X+8buZ3h4eGu65LzdM0ptxpZe/bscSwnax7IWle6Pblv5PEHnHWbZN0ifVxlm24/k+S/Av1bMaLzydehuH2tPyPn6doxbuvSNVtkrR9Z60jPk+3r4dHlPNNw9qbtHz16tNf16npJ8u+7bE9vl6k2j2l/+KIww8+7HSNd60jWKpL1ojRfa/O41YTSTMPZy8/p80ufA76Q26VrIsnjnJ6e7tqG7Ife1/L8lesy1Sky/dyYfvZYwyiwBfq1FJ8wIiIiIiIiIiIiBz5hRERE5KcC/VsxIiIiouII9Gsp3jAiAPnjZPK123DrgDMmpIcYl3EaOU8PCS9jaPLRZv2otIyu6RiTjJfpaJgkh0SXcSc9FLt8rSNkcpj2qlWr2tM6uqb3qVt7bsOj6zZknEgvJ/ev/GVTmIiTbF8+9quPl2xfxrh07Ezua31MZBtu55pet+mx4djYWHs6MTHRMa969er2tIxx6SHs9f7w1lfAHKdzO8/1kLxu5408j4H8sTk38lyW5xPg3Kdu5yQREZU8XyNpbp/RTNE1ef0k/4brKJBso2fPno55Mq4jI0OmodPlPH3dJqNGOmo2dOhQe1rGs+R2AM7h2E2xKFMkS/bLFE+S82S8Tu9D+Tn9991tOR3X8zXW5xa70svK80H3V0bP1q5da0/r/STn6fNVHi/dR0lulzyuOk4mt2XChAmOefI4y+03rVdui+676efQ7efS9HNIFGh4w4iIiMhPBfq3YkRERETFEejXUqxhREREREREREREDnzCiADkj6q4jU6lo1sy4qPjOW4RKhnpAoCLL77Ynm7Tpo09femllzqWk/EcObKUbl/GsPSdWhk7kvEhHYWSr+U2anK/6e03jf4lyT7q/so+6sifWxum2JmMhsnjAzj3r9wuHd2S/ZDtyQga4D46l2aKTLmdhzr+Jx8Jl/E0wHm+yf1hGv1Nx7ok+TkdIZNtyHn6XJA/R/Kx55ycHMdybuerfm06l+U+lMvpPpXVbzWoeAL9WzGi88ktJmWKxZjiNJIpTiTnmUbW0m3Mnj3bnjbFxObNm2dPy7+/uu8yQqTjRDKuZopC6ZibL8vpUbd0HM5DR9zkSGZym/W6ZMSrqNElt2Mk97vukya3WX5O98lt5Da9/abI47Jly7yuS8f65Ha57U/AuQ91rM8tJqb3jWzD158v08+DryMUcsS0wBPo11J8woiIiIiIiIiIiBz4hBEREZEfK6vfWBERERGVB4F8LcUnjIiIiIiIiIiIyIFPGAUwWS9G146RNVzCw8PtaV3DSNZE0bVuZJuyjkpYWJhjuZiYGHs6OTnZnr7gggscy+3fv9+ePnDggGNeaGio1z7qui+y5o6s9SI/Dzi3X9cwkrV+5LTeflnDR9aiMdVV0jWHZBuy73q7ZH9NQ6fLdeu6QvK1PF6mukpym/X2y/7q7ZJtmGo4yc+ZaiLJbdY1fGStHll/SA/xKvehrJekj79sXx8H2V95buiaSPKcj4uLs6d1bS65zSZy+3Wf3GoYERFR6THVPZH1UXTNHlk7xtTe6NGj7WlZi8hUl0UOWQ8468zooc4lWbemS5cu9rSsRaTJPun+yvozsi4N4KxbY6rnI5eTNZYA932v25P7SvZDD2ffqlUr17bd6gXpNuRxNtVwknTNIb1PvbWn25Rt6LpSw4YNs6d13Sc5T07r87Vhw4b2tDyfpk6d6rWvQP5aWm51hfRysn15LPV+0tvptm5TfS95LFnPiAINbxgRERH5qUAv1EhERERUHIF+LcWvm4mIiIiIiIiIyonFixeja9euSE5ORlBQEObOneuYb1kWRo4ciaSkJISFhaFTp07YsGFDodfDJ4wIQP6oiozhyAiZjufIaJBpmG7TsN9ynmxPRpr0ax1xkpEf+aio7q+MJMk2TDEuU4zHFEmT/TVFi2QfTREnOWy9jmTJ2JEpgiS3U+9DebxkGyZy6Hg9TL1pSHi3CJW+sy7blEPO6+Mq97U+DnK/yeXksdP9lfNkfAxw7ht9zkvynNRDxlapUsWeltuYnZ3tWO7QoUNe+6fXLc8HfS677WvTuUb+I9C/FSMqK0zRFRnr0RE0t0iObs8thqb//sgYjym6IyNpOuIk25fxLxlHApwxIVP8S25Lenq6YzkZjZLbordLxsxNMTE5rWNibn3S+8ltOHfdppynl5MROrl/TVEoHdeT541peHj5Wp4nOk4mj3nPnj0d8+TnTP2VbcjomtwOwLn9ptik6ZjL/SHb1+sy/ey5zdPvu+1f3XdG1PxTWb2WOnz4MJo0aYL+/fvjpptuyjd/3LhxeP755/HWW28hJSUFjz/+OFJTU7Fu3TpH+Y2C8IYREREREREREVE5kZaWhrS0NK/zLMvCpEmT8Nhjj6Fbt24AgLfffhsJCQmYO3cuevXq5fN6GEkjIiLyU55vxUrjHxEREZG/KY/XUlu2bEFWVhY6depkvxcdHY2WLVvme1qxIHzCiIiIiIiIiIjoPNPRxtDQ0HwjehckKysLAJCQkOB4PyEhwZ7nK94wCmBuw94Dzhox8gTVdU9k7RRdp0fOk23oE16uW9bE2b9/v2O5vLw8r20Dzm2R9Wd0jRm3mku6/o7so17XgQMH7GmZmZe1cgBnLR1ZO0fXcJIZUlkvCnBul6xno/srt0W2r9fla/0dSdf6kZ+T26iXk+vSw8rL/SvPNV1/R55T8vjr/ST3jf4lGx4e7nVdOncuj7M8z2W9If05U90quY2yDwBQtWpVr/3Vheh27drltX+As+aQqYaRW/0wU3vkP8pq7p4oEOj6Lh7675TbkN16Wbmcr3V6NFljRtcc0rV6PKZNm+Z4LWvTyHXp9mRNJF0vSJL1bPRw7nI7ZRu6/o6pho9bXSFf29A1nGQbertkm6bjIK8fTXWV5DEx1ZIyve+2/fp4y+3XTyDIYyTrG+l6QbJN2YauiSTPDV2bSPZD7idNnoeyxpKul2U69yS3n1eNdYoCT2lfS8mfNwAYNWoURo8efc7X74Y3jIiIiIiIiIiIzrMdO3Y4bvwW9ukiAEhMTARwdkCdpKQk+/3s7Gw0bdq0UG2xhhEREZGfKo+5eyIiIqKyorSvpaKiohz/inLDKCUlBYmJiVi4cKH9Xm5uLpYvX+4YLdMXfMIogMnoio4uucWEdIzFLXYFOCMK8kTXw5RHRkba0zIWIyNIep4eVl1Gl2SUTUeG3Pqk43QyGqfn7d69257+66+/vL6v25B918MYysiTji7J/W2KbrnFxHSEUL7WMUS5b2R7cjv0PNk//R9GuZ26H3JbTNvl1j8dyZOPB+tHheX5JvevPg5y3fKYmIap1/Pc4pD6F7381kBmi/XPhozy6XNZti/Xq3+W5Wu5zaZImq9xRSIicufrUNxun9Hk53ScSg5HL6NLOlokI2m6HzJSJmM9Ogrh1kcZM9Lt637I+M+8efMKbFvP0zEm+Vpvl5wn+6EjWTLWZDpe8nWrVq0c89ziT3q7fI0ryn1qiiHK9kxDwsvl5PYCzuMvzycgfxzOjdzXMq6mzw3ZJx0hk/E12Uf9n1y3wr06Jif3k6/nl15O/ryZIm6+rouoJOTl5WHjxo326y1btiAzMxOxsbGoWbMmHnzwQTz11FOoW7cuUlJS8PjjjyM5ORndu3cv1Hp4w4iIiMhPsYYRERERUdGV1WupFStWoGPHjvZrT12vvn374s0338TDDz+Mw4cPY+DAgcjJycFVV12FefPm5fvSvCC8YUREREREREREVE506NDBeJMpKCgIY8aMwZgxY4q1Ht4wCmBuoycBzriSPBF17ExGYfQoSzKGExsba0/XrFnTsZyM5MgIjo77yMc8dXRLjqIgR8zSMTHZf3l31RRx05EsOUqajL/t3bvXtQ1JR8EkU0xIHi/dX0lGl9z6oNvT3Ebg0vPkuaGPl2lENrms7IceTU2el25ROMB5/Pfs2eOYJ/eVPF/1SGsyhibn6dHv5Dmk1yWHqZTrkuc/AMTFxdnTERER9rR+7N10nOX+cJvWbchzXo9qZzpXiEra4sWLMX78eKxcuRK7du3CnDlzHI9IW5aFUaNG4bXXXkNOTg6uvPJKTJkyBXXr1rWX2b9/P+6//3588sknCA4ORo8ePTB58mTHz9Tq1asxaNAg/PTTT6hevTruv/9+PPzww6W5qUQAzKN4maIwpviaJGM9MpKjo0WyvQEDBjjmyXiVjImZ+itjQXpkH7mcjtDp2JC3z2iyDR1j0iO0SfIaQbZvitCZ9vuyZcvsaR0tk300jX7nFl0y7WvNbYQ6vV3yuMrImB6BTB5L08hw+ji7cYvC6b7reKFblE33SUbUZLxQb5evo6SZjoPsk9wWfR4zhkb+iEWviYiI/FRZLXp9+PBhNGnSBC+99JLX+ePGjcPzzz+PV155BcuXL0eVKlWQmprquCHeu3dvrF27FgsWLMCnn36KxYsXY+DAgfb83NxcdO7cGbVq1cLKlSsxfvx4jB49Gq+++mrRdiYREREFnLJ6LVVa+IQRERERlaq0tDSkpaV5nWdZFiZNmoTHHnsM3bp1AwC8/fbbSEhIwNy5c9GrVy/89ttvmDdvHn766Sf87W9/AwC88MILuPbaa/Gvf/0LycnJmD59Ok6cOIHXX38dISEhaNiwITIzMzFhwgTHjSUiIiIi8o5PGBEREfmp0v5WLDc31/FPx5h9sWXLFmRlZaFTp072e9HR0WjZsqUdmVi6dCliYmLsm0UA0KlTJwQHB2P58uX2Mu3atXPEMlNTU7F+/XpHtJiIiIjIDZ8wooDia+0YWX9G1ovRF/9ynq5hI+vAJCYm2tN16tRxLCez0FWrVrWn9RDjsm6RrtMi6yXJ2iz79u1zLCf/kyCn9XaZ6gC51TfSw57LH3pZi0fXi5I1gXS9HDl8vGxP17aR+0MeB13rR79266+c1vvarW6Rrs0kt0vXy9H1rtzakPtK9l1vhzyWum2ZZY+MjLSnZc0iwHm+JSUl2dO6/pA8/n/99Zdj3q5du+xp09D0bvW4ZO0VIP/PpeR2vDT5cy73r+ln3u34EBVE17YYNWpUviG5C+KpBSbr23lee+ZlZWUhPj7eMb9ixYqIjY11LJOSkpKvDc88+feGqKhMw2i71fBxq9/jjVtdFV2baOrUqfa0/DnUtVhk/RVd68Zt6HQ9nLn8mZbt67pC8nO6joz82+zr/jDVxHFbTr+W9Xx8rT+j3zcNYe9W30gv51bfyFQDR2+zfC3rD+nl3Oob6bpPpn0qj6Xs47Rp0xzLudXSkjWxgP+N5qT7DjjPjZ49e3rtO+CswSXbK2odIdNx8PXn11TfiKi84g0jIiIiP1XaQ8Hu2LHDcdEtb+YTERERlTelfS1V1jCSRkRERCUiKirK8a8oN4w8T6RmZ2c73s/OzrbnJSYm5hsF89SpU9i/f79jGW9tyHUQERERkTs+YRRgZDxFxn30Rb2Mq5jiSfK1HqZdRm1ktKB27dqO5WrWrGlPuw1tDjjjTzqSJaM8cuhw3V8ZZdq2bZs9rf/jIaNhpkiWjLLpmJSM+Mj9a4oZ6fibjLnJdekInYx8yX6YjpeOHcnXpjvcphiaW3umaJxbxE33V07r/SSPl4wJAmeH3vaQ55Q+v+RTETLKqGMx8lgeOnTIMU/+TMnzUMcr4+Li7Gm5D3VcUdLHxO0Y6Z9Dtzik/hmSn9PHoax+40EFK4/fiqWkpCAxMRELFy5E06ZNAZyNByxfvhz33nsvgLPxiJycHKxcuRLNmzcHAHz99dc4c+YMWrZsaS/zz3/+EydPnrR/7y5YsAD16tVjHI1KjK/DwJviKaYojJwn4y6m+JeMGulImoz16AjprFmzvH5uwoQJjuXchlU3RcH0UOduw5Sb2jCRsSbTPpTRONNQ96b33aKGun23bdRtmoZzl691NFBHuby1p5eT8/Q55BaTA4CJEyfa0zLWJ6c1GRnr0qWLY55sX69L9ld+Tm9XRkaG1+VMx8s0T9LHSx5XU3SPMTT/VB6vpUrSOXnC6K+//sLtt9+OuLg4hIWFoXHjxlixYoU937IsjBw5EklJSQgLC0OnTp2wYcOGc9EVIiIiKmPy8vKQmZmJzMxMAGcLXWdmZmL79u0ICgrCgw8+iKeeegoff/wxfv31V/Tp0wfJycno3r07AODSSy9Fly5dcNddd+HHH3/E999/j8GDB6NXr15ITk4GANx2220ICQlBRkYG1q5di5kzZ2Ly5MmOWhdlGa+liIiI6Hwr8RtGBw4cwJVXXolKlSrhiy++wLp16/Dvf//b8W3euHHj8Pzzz+OVV17B8uXLUaVKFaSmpuYrGkxERERFV1ZH9lixYgWaNWuGZs2aAThbsLRZs2YYOXIkAODhhx/G/fffj4EDB6JFixbIy8vDvHnzHE/uTZ8+HfXr18fVV1+Na6+9FldddRVeffVVe350dDS+/PJLbNmyBc2bN8dDDz2EkSNHYuDAgSWwZ88tXksRERGVDWX1Wqq0lHgk7bnnnkONGjXwxhtv2O/JUUosy8KkSZPw2GOPoVu3bgCAt99+GwkJCZg7dy569epV0l0iQcZOZLRGXoTr13qEK1/a1m3IkaZkHAdwRtckHS2S9COlcl0yaiNHGQOco2nJ2JEeYjkvL8+e1tsv41Ryno5/yaiRjPjo5WR0S8+T0Sv5nwC9XaYYmqSjRpKvo27JNnxtzxRJM8Xk3NowxbP08XKLVOrlfN3X1atXt6f1SGsyvibPc/kZwBlRk+e56dj5ynRMTKOkybiajvyV1T9gVH516NChwN8zY8aMwZgxY1yXiY2NxYwZM4zrueyyy7BkyZIi9/N84bVU+WGKk7lFfEyjc5kiM/JzetSx1NRUr58xxWf0umSESMaV9GhaMjIk+6S3X8bfTDExX+N6kukzpnXpCJlbm/IzevvlaHJyVDTAub9NI2b5GrWT/Zg9e7brunyNtfk6EphpZLjo6GjX/srooRwZzbS9ev/KfshpeX7qdcn+yWhlQet222++jozna8SNqDwr8SeMPv74Y/ztb39Dz549ER8fj2bNmuG1116z52/ZsgVZWVno1KmT/V50dDRatmzpmsUlIiKiwgv0b8XKK15LERERlQ2Bfi1V4jeMNm/ejClTpqBu3bqYP38+7r33XjzwwAN46623AABZWVkA8heSTUhIsOdpx48fR25uruMfERERkT/itRQRERGVBSUeSTtz5gz+9re/4ZlnngEANGvWDGvWrMErr7yCvn37FqnNsWPH4oknnijJbhIRERGVSbyWIiIiorKgxG8YJSUl5csHX3rppfjggw8AAImJiQCA7OxsJCUl2ctkZ2fbw+dqI0aMcIxqkpub6zqkJznpeiayhoms9aNrGMl5vtaO0euStYlk3lkPZy7rxbgNI6/7rvvhVptGD3suRUZG2tN62HNZwyUnJ8cxT+4POa1rOEmyNo+uD2MaSt2tDpLmVqenMPWM5LpMn5PLmbj1Sc+TTDWM5LTug9yHpu0y1V9y22+6r7L2l2c0Jm+vZd0uXafLbf/KtgHnz4o+T2Qbpu2X5Dz5Mw44axqZ2qDypbQecS6rj1GXV7yWKltMdUpMQ6y71R9yq8ujP6OX7dmzp+vnZN0WOfy6rnsj6fii27bImj2As+aMabt8rQPktj81tzoyep4m6zvJ/WE6XrLvhYl5utVW0vvGrZaSafv1Z+TPr6mP8hpc1lwybb8m+6/PB1/IYwA461vJ81UvK9ebkZHhWG7atGn2tK81nPTxcatbpPeNrhnm7TOm9qh8C/RrqRKPpF155ZVYv369470//vgDtWrVAnC2aGNiYiIWLlxoz8/NzcXy5cvz/cLwCA0NRVRUlOMfERERkT/itRQRERGVBSX+hNHQoUPRpk0bPPPMM0hPT8ePP/6IV1991R7qNigoCA8++CCeeuop1K1bFykpKXj88ceRnJyM7t27l3R3iIiIAlagfytWXvFaioiIqGwI9GupEr9h1KJFC8yZMwcjRozAmDFjkJKSgkmTJqF37972Mg8//DAOHz6MgQMHIicnB1dddRXmzZuXLxZFJU9GTXyNUJmGbJcnto7MyMhXtWrV7Gk9FLmMnsmh7uXQ9rq/ep6M7shh0Pfv3+9YTj4eKvurv2k9cuSI67rc9o3en7J9U8RJx7Ak2aaMVulIlozhuUXmCuJ2bpjOE9M8t7YB576R0Sh9Dsn+y/2k1yvb0FErSbah1yXPAVlIVsY9AOCCCy6wpz2xEA8ZbZTt62Msj5fsr7cCth76XJbxTbkuvW/czgG9n+Rr3YbpHCWiksdrqbKtKEO9m+JUprbdolY64iVjRzKe5GtMDnCPGuk+yPblZ3SfTNwiRKY2duzY4TrPFI1z2x8ynqU/J7dZx5FM8TfZD1NMSrbpa0SxVatWjnky1qXnuS0n12WKWpriqvI46OXkUPduTzsCztiZjtPJz8n9qY+X3GYZNdTnta8/e7JPcp8BzvPGLZ6m12Vajqg8KfEbRgBw/fXX4/rrr3edHxQUhDFjxmDMmDHnYvVEREQEfitWnvFaioiI6PwL9GupEq9hRERERERERERE5ds5ecKIiIiIzr9A/1aMiIiIqDgC/VqKN4z8nK/DY+vaRLKukKy3YqplomvCRERE2NMyJy2H7wactVhkvaADBw649vHQoUOOebJN2fecnBzHcnpIew9ds0UOb65rvchl3WrsaLLmkF7OVCPKbd/r5dxqJBX1F4+vtYnkevVn5Dx9Hspl5b7Ww8rLelTy2Ontl8df13dyqwOl63zExsba0/Hx8fZ0XFycY7nw8HC4keel3Pd638j+yvpbuhZAzZo17eldu3Y55u3du9eelvvXdG641T3Sbfj6e4OIKBD4Ojy2qf6QW20b/TldH0fO87UmiqwjU5g6KrKGi6xNpPsk+9+zZ097Wtd9kbVo9Dy3ujK6no1bzR1d60hus96/bvte13eSy5nqUcl9ajpeptpEbnWQijoUu+lzbvWN9DbK13r/yuMij6veRrdzSNfHkusaMGCAY57b5/Ryw4YN87reCRMmOJabNm2aPW3aT/ocldyOq6k2FZG/4A0jIiIiPxXo34oRERERFUegX0uxhhERERERERERETnwCaMA4xY1McVYZBSqMHc+ZRsyWqXXJeM6Miaj+yrbkFElwBnrcou4Ac5Yk4wF6XiOjC7JyBDgPmy7Hr5cRuNMw77L5XQbcltMx0G+LolokSmSpo+f2/ummJRbbE4fB7mv5DHX+0nuGx35k8dZRt6qVKniWE5G1GQb+vFlOe/w4cOOeW77Ta9LPsIst1lH0lJSUuzpP/74wzFPxi1N54bbz6FezhSppPKtrH5jReQP5O9zU9zF13k6JiTjP3I4cxkFA9wjXqaYmCn+lZ6e7rqc7IdpiHXZDxkZAtzjXzqq5RYNk+vV6/I18qfjQ2770DT8vN4uub9l33UsTM4znUO+DtMu29D7TLapo2Zuy+kImeyHbENGAfXnZHv63JCv9bGU56hcTvdJ9iM6Otqe1tsv+6iPpdt+8zVqZoou+nouU/kQyNdSfMKIiIiIiIiIiIgceMOIiIiIiIiIiIgcGEkLMDImZIodycfu3Ebg0q/1PBm1OnLkiOtyMq5TtWpVe1rHjvbt22dP60dg5WsZQ5MRHL1uGXfSo3NJelQ3GV2ScSK5vZopGiajQLoNGaEzxa7cRuTS21WUeKFpOV9HZDNF7eS5oSNpplHY3Pqh1yVfm0ZTk/tajkAmzzvAGVGUj0ADznNKth8TE+NYTh4HOeqaHoEtISHBdV1yX/n6Myr3hSm6Rv4j0As1Ep0LbhEiX0fFMsXTdIxFxnVM0SUZmTH1ScZ6ZPQHcEbPZD90JE3Ok23oPrnFkwD3+I8pMiTbcBtlrCCmEencjosp4iZH4NJtyully5a5LudrXFHvGz3Kmxv5OR3/cmvPFJ+So5DpPrhFzfQ1jKS33y0aZ4ohmqKWRWE65nJab788zoyg+Y9Av5biE0ZEREREREREROTAJ4yIiIj8VKB/K0ZERERUHIF+LcUnjIiIiIiIiIiIyIFPGAUYtxpGuj5MUWrnaHJZ2Z6u0yNrAsl6Rnpd8nO6roysiaNr2PjSPzlkO2CuiSNr08h6NroGjNv+1cvJfaOHaZf9ksuZhrCXtW30cZXzTEPTy/b1ukzz3JaTfQecdYsOHTrkU3/lMdH1hyRT3Sr5OX0eys/JfaPrT8k6W5GRkY55sv+m80suJ9elt8utNpV+LadN9bKkwvwsyzbL6rcf5F2gfytGdC641dIp6jDasj09fLeskWIa9txtaHpdp0jWX9HrksOUyzowpho7JrJPvtbp0cvJ/uttdmMaEt1UB8qtTo1pmHrN7TjoPrnVcDL1qTBDuLsxHX/ZhjwXAN/3vTxv5LHT2y+301SbyPS+bH/WrFle39frljWWAOd2+VpXStK1qUzHksqvQL+W4hNGRERERERERETkwCeMiIiI/FSgfytGREREVByBfi3FG0YBzNehyOW0KYKkozAyTiTjPvv373csJ+NK8jN6iPFq1arZ0zriI/sl42k6niTjT6bl5L4xRc10HyUd+fHQUai8vDyv/QPyR7m89QFwRpnkPB1xkn3Sx8vtfNDnRlF+men9K/e9PJahoaGO5WTkz9fYld7vclnTdrktJyOTABAREWFPJyYmOubJiJqM3ZmGsJfHXx/vnJwce1qfN24/i/qYu8XJChNJIyIi72QExRRPkXRUxRSFkbGh1NRUe1rHk6ZOnWpPy2HP58+f71jObdhzU391xEfGeHT7bu2ZIlNym03xL9O+Nu1DGeuTUStT/Evup8JEwdxiSHrfuu1rU6zR1IZcTsfJ3IaZ10PCyzb0ueE2bH10dLRjObeomV5ObqeeJ8k2hg0b5pjnFn8zxTr1vpDbLJfzNU5qitqZ5hGVJ7xhRERE5KcC/VsxIiIiouII9Gsp1jAiIiIiIiIiIiIHPmEUYGSMRcZudBRGLufr6Ek6TiRfy+UOHjzoWE6ODBYSEmJP60dUZfyrevXqjnkyhiPjTnrUMbldcp6OTJkiT3Jdsr864iPblPNk/wBnDE3GkwDnvpdxPTmt+2EaJU1uv95mX0c/cxuFznSemCJZct/o5dxGfzON3KYjWZUqVfI6bYr1yXXpkdBiY2PtaX2OylH+5LpMI/7J2JmcBpyjAeoYplu8Tq4XcB+hT/fJLUIJlN1vPIiIzge3kabcYkaA7yNr6TZatWrl9TM6uiRjaKZ4kmkEtXnz5tnTXbp0saf1dZuMCZlGhZKxLt2G2zbr7Zf9l+uV8TzAGTXS+0YeI7dRzPRyppHb3EauM32uqOeGrzEp2b6Ok7nRsT65T/Xxku2bRj+TZD/0eSi3eejQoY55o0eP9rouX0dqM53XppHhTMdcMs2T7fkaayMq63jDiIiIyE8F+mPURERERMUR6NdSjKQREREREREREZEDnzAiIiLyU4H+rRgRERFRcQT6tRRvGAUY07DabsuZyPoounZKTEyMPR0XF2dP66HoZW2WAwcO2NN6GHFZH0bXsJE1fEzDyst1yRpGplo/pno+cp6uK+RWL0hvl6xp5FYfCHCvxQM4h36X83QtJreaSHpZuT90rSNJ9td0zuh9KJf19ZyU/dXrkp/Tx1yeG6Y+yfbl/oyIiHAsJ+fp4yXPL7k/5Wd0/2V/9XbJc0PXvpJ1x4qy3/T2yzZM5zwRUaBzq01jqnVjqmciP6fr6shaebKujK4x47ac7pNbTSDAWbdI1gTKyMhwLCfrwJjq5Zhqzsj9Jvukhz13Gzpeb5epdoxsw61mDeA8XrL+UmGGQ3frh67143Y+mJbztV6SqU+mulLz58/3+hnAWe9I1hzS65VtynXpc0Gea9OmTXPMk5+TTNsv6fqSJrINX2tEyfNE10QqzLlCVF7whhEREZGfCvRvxYiIiIiKI9CvpVjDiIiIiIiIiIiIHPiEUYBxiwL5OiS6adjz0NBQx7yqVava0/LR1oSEBMdycijxvXv32tOmuI/uh1xWRmt0JCssLMyelo+s6hiTjPuYhp+X/dAxMTnPFOuSdDTObVh5vS65XW4RLN0nHUmTr2UbR44ccSwn96/c76bYmSb3h4xa6XXJfshYlz5evsYG5XpN57JbxE+vW/dDtuE2DTj3dWRkpD2tY2emaKB8LY+J3i75WvZDx9jczmsq3wL9WzGic80UJ3OLE+nl3D4DOCMvMhqmo0tyOXl9o4czl0OMmyI+sv1hw4Y5luvZs6fX5XTsyLTNMnZkirXJeaa4jylOJCNEsr86TiSHlZfbIj+v+6GHcJeROrf2AHM0TjJFHt0+p/e129D0+vPyuOr+yn7IbfQ1JqfPVx2Hc+u/qQ23Y6n7JM81U4RMt+/WJ7eII2A+D6n8CvRrKT5hREREREREREREDnzCiIiIyE8F+rdiRERERMUR6NdSfMKIiIiIiIiIiIgc+IRRgPG1bpGuueLLcrrWixyOPC4uzp7WNYzcatPImkWarm8kaw7Jz+k6LbImjFyvrg/ja/0dydd9psk+6RpGbvP0vg4PD7en5Xbp2j5yv5mGn5f1qPR26To7HqbaOXqePC7Hjx+3p/Uxl31y659uz1TPSG6LXs6tXpTukzzX9L6pUqWK1/b19sttkW0cOnTIsZw+RpJsUx5XvS63c0hvP2sY+adA/1aM6FwrSo0ZXedE1sjR82QdHFlLSA8/L1+7DUuu5+n6O7JujdwuWdsGAGbPnu21bV0DRrava9a41S0y1YSR7cv9Aji33zQ0val+lN6nHnJIed2+6Zib+uQrX2vsyHn6HJL9kPP0PjTVNzLtN1+W0+ek7NPEiRMd80aPHu21vfnz57u2KbdfLyfPQ12PylT7yG052SfWLAoMgX4txSeMiIiIiIiIiIjIgTeMiIiIiIiIiIjIgZG0AOZrJM00PLiMuOj4jHztNhS7tzY9TJEh3Xe5rIw46fiYXreHHmLeNPy4jCTJdclp/Vp+xhQZ0v3wdTkZQ5OxKL39eth6Scbc5LQ+DocPH3Ztvyhk+6aooVsUTtOxPkmek6a4ntxGva9l/C8yMtIxT0bl5DHRx9ztZ0qvS/ZX/3y5baev0UDTcuQ/Av0xaqJzzRRj8ZWMu+jIjIxuTZ061Z5u2LChYzm3qJlpqHsdC5PLyvZNER+3vgLOyJPsO+AerzJFvGR7OhYn95seOt1tXa1atXJdl9zGadOm+dSeiT5eep+6tS3jT3q73KJROkLoFo3TETxf429yXTqSJdctzwdTpC0jI8PxWu9vt3W5bb+MtAHOfR0dHe2Y57bN+jx0i/yZIpTkP8rqtdTp06cxevRovPPOO8jKykJycjL69euHxx57rMilUrzhDSMiIiIiIiIionLiueeew5QpU/DWW2+hYcOGWLFiBe68805ER0fjgQceKLH18IYRERGRnyqr34oRERERlQdl9Vrqhx9+QLdu3XDdddcBAGrXro13330XP/74Y4n2izeM/FxJnNymSJqko1sykpWXl+d1GnCOQiVHiTI95q2jUPJzsn3TSGty3+i+y3iSjkLJuJKcp+NUso9yWh8TUwxNxpBkxEnGogDniHTysVlTJE9vs4yhuY3iBTj3qWxPb4ds33QemmKNbqN66X2tR41zI/thiqRJ8ngDwN69e13XKyN0VatWtaf18dKjvLn1QfbXFFfzdR+aYp2+jqBIRET/4+vIVfKaRl/f6BiaG7cRuABnhEpGcHRkxjSalIxNucWz9Dw5+pmOXc2aNcvrZzS3kdB0/2VkTu8zX2NCptiVfC2ndXtyO91GeytoObeIVlFHeJP0uSHbkDE8Hc+Sx9IUDdTHWXI7Xro9OU+fXzK+KD9n+jmRbejtd4taAu7H3Fc6gmaKtRH5Sp87oaGhXv/v0KZNG7z66qv4448/cMkll+CXX37Bd999hwkTJpRof3jDiIiIyE+V1W/FiIiIiMqD0r6WkjXpAGDUqFH5anMBwKOPPorc3FzUr18fFSpUwOnTp/H000+jd+/eJdov3jAiIiIiIiIiIjrPduzY4XhazS2ZMGvWLEyfPh0zZsxAw4YNkZmZiQcffBDJycno27dvifWHN4yIiIj8FJ8wIiIiIiq60r6WioqK8ikiOXz4cDz66KPo1asXAKBx48bYtm0bxo4dyxtGVHRuNVxMw367fR5w1qnR9VfchpyXdV4001DkbjWBdJuyxo7OgLrVqdHvyzpIuoaNrFsk+6GHOXcb9ly/L2vT6Do1spaQ/MVRrVo1x3Lx8fH2tMykHzlyxLGcPA56XXLfu00Dzn0tzyG9LrlvdL0k+Tm3/aSXk+3pOj2yj6aaUJKpho88//W65HJ6m/ft22dPy/0UGRnpWK5KlSr2tDz3cnJyHMvJ46V/JuV+M9Uwkq/5n3oiopLla00ct894ey25DWGv25b1grp06WJP63ou8nPp6emOebLOjv6cJIe3l3WQ3IaKB/LXjpF1ZUz1guRQ8r7W8NHLyf1rakNeP8lt0X2XQ8cPGDDAMU/WCDL9h8+t5o7+jOn88nVIeNknuT99PV8B5z6Q/dXnp2xffkYeb91HHb+Ry8p1yf0OOI+XPHf18ZJtmH4eilIvSvP1eBGVhCNHjuT7f1SFChXy1WktLt4wIiIi8lN8woiIiIio6MrqtVTXrl3x9NNPo2bNmmjYsCF+/vlnTJgwAf379y/RfvGGERERERERERFROfHCCy/g8ccfx3333Yfdu3cjOTkZd999N0aOHFmi6+ENIz+n71TKR9RkTEg/uiZjPaahuGUbOibmFiGTMRu9rqSkJHtaxrEAZ/xn165djnky/iMf+dTxNxkvk1Eg3ScZO9NtuMWpdH99JbffFLWKiYmxp+WQ7QAQFxdnT8tHYHV7cvt11EzGpmRkSkfy5P6Q06Yh4U3xL7dzEnCP/Onh7CVTxM1EHofw8HB7Wj9SLPe9HpJWFqWT2yWHqgWc+1Ru86FDhxzLyX16rr/Z4BMi/qmsfitG5I9MkRNfh5XXQ4fLqI2OP0n675G3zwPAtGnT7GlT7EzG1ebNm+eY5xZr0n8vZdTIFAWSy+n+ZmRk2NOzZ892XZfcv8uWLXNdl6T3mYwhyUia/rwcrUjGvQDntphiV24xND1MuzwfTEO4yxiW3odyf/gatdLrkq9lNMx0Xstt1Ot1i7gBzmsmHUOTZAxT0tFI07rc4oqmfW1azq1tKt/K6rVUZGQkJk2ahEmTJp2bDv1/RfufFRERERERERER+S3eMCIiIiIiIiIiIgdG0gKMfNTNFCeTUSZTxEe2YYp1mSJeMgoko1CxsbGO5WQkTY9OtWfPHq/t6b7L7Zf91bErOU8/Hij3jYxG6ZiUjPKZRqRzaxtwxsZk3ElOA84IlYyW6YiX3L/yM4DzcVu5nF6XfMRWjuql96GMU+l+SHLf6FibfC37oY+rbEPHK91GEzMtJ88hvf1y3+hoYEREhD3tFpMEnOeX3DemSJ7+uZHLukX8TMsxQhQ4eKyJzh3T6FSmEanc6Dbk52ScxjTqlIyT6ZHQhg4dak/rmJSMMsn2dHTLbYQzub2ar/EcHfGR8SLZhm5PRrdM+1DS8SQZNZIjwZnib3pELre+66ih24hcpv2k25DLuh07wBmbM+1DSUfB3EYaM53XbjE2wD26B7hvi16XPLdN22+a58Z0vHzdh+RfAvlaik8YERERERERERGRA58wIiIi8lNltVAjERERUXkQ6NdSfMKIiIiIiIiIiIgc+IRRgPG1hpGs4eLr8Oi6/oys06Lb96UNWfcIcNYtysvLc50na73oWjeyJpBpXbL+kCbrDJlqPcntkvP0cPYmbu2HhIQ4lpO1c2JiYlzbO3r0qOs8WftI1u3RdXXkuuV5ousvmfrrVnNI73fZvmxD14uS9Hnodiz1+/JzpvpWsvZTtWrVHPPksZV9N/1syHm6/pA8r/U56vY5vV1u+1qvq6x+q0HFE+jfihGda0WpiWKq9aPJWi+mejm+rku2ofsu1+U2xLyeJ+kh5mX7rVu3dszTbXrI2kGAe70kTbavaxNJcht1bSb5OdkPXVfJVH9HknV7dBt6Oz3kkPLePlcUy5Yts6fluWHqk66R5VarSh8TeX6Ztt/t+Os2ZPuFaUMaNmyYPa2Pl9v+Ne131i0KPIF+LcUnjIiIiIiIiIiIyIFPGBEREfmpQP9WjIiIiKg4Av1aijeMAphbPA3IH6Epbvsy4qSHc5dRJhn/0fGpQ4cO2dMHDhxwzJPRHdl3HROTUSbTMPUyrqP3jVtMTEeB5GvdvmQaEl2uS7YhI2iA87FqGZPS0S0ZDZSRKcAZZZP90FEo2ScZE9PbKNelfwGaIn+S2zHS8Td5jHR/3eJaOiYn25R91+3Jc1RHI+Wj07I9fRzkPLd4ml6X/nmQfZTbb4pG+hpJK6t/sIiIyitfIy464iOHBJcRHB3xkq8nTJhgT3fp0sWn9WryukJH4WSfTPE6GX+SnwGccSU5T0ehZEzKFEGSn9N9cluX3v6MjAyvbegh4adOneraDxlrmzVrlj09e/Zsnz6jj7/so94ut4iePjfkvpHt6WihXE4fczlPfs50XpvOVxnr0zE8ydf+DhgwwJ7WkUT581DUn0PTPCJ/xxtGREREfirQvxUjIiIiKo5Av5ZiDSMiIiIiIiIiInLgDSMiIiI/5flWrDT+FUbt2rURFBSU79+gQYMAAB06dMg375577nG0sX37dlx33XUIDw9HfHw8hg8fXiJxaiIiIiKPsnotVVoYSQswvtYzka9lTRRdH0V/TpJ1WmR9nOrVqzuWk7ng/fv329OyRgtgrtMSFhZmT8tssa6VI2vOyNo0pmHadQ0jSdfSkdz2m/5lYNouWbdHDtluqr9jer9KlSr2dGRkpGOePC6yXs6ePXscy7kNdW+qYaSPpVsdKE0eF3ksT5w44VhO7kO9Lrf16n0o1yX3td5P8rWuAyX7Ifurt1G2L6d1fS/582X6eSjKH5iy+keJAsNPP/3kOIfXrFmDa665xlEr5K677sKYMWPs1/Ln4/Tp07juuuuQmJiIH374Abt27UKfPn1QqVIlPPPMM6WzEUQFcBsSXNdAka9NQ93LukK6nsu8efPsaVk7ZvTo0a79kzWGAPf6O7r+jFtdGd132V9dO0bWEjLtG12Pxm0501D3brWPZM0i0zxZA6cgcl9NmzbNdTnZR7dpwFwvR+57Uy0ptzb0umR7uuaUW90i3YZbPSZ9rsnjpdflVmdIb2N6errXfph+hnTbbnW8fD0OplpHRP6ixJ8wOn36NB5//HGkpKQgLCwMderUwZNPPpmvoOrIkSORlJSEsLAwdOrUCRs2bCjprhAREVEZVL16dSQmJtr/Pv30U9SpUwft27e3lwkPD3csIy/Mv/zyS6xbtw7vvPMOmjZtirS0NDz55JN46aWX8t1QLo94LUVERERlQYnfMHruuecwZcoUvPjii/jtt9/w3HPPYdy4cXjhhRfsZcaNG4fnn38er7zyCpYvX44qVaogNTU132hEREREVHTl4THqEydO4J133kH//v0dT+ZNnz4d1apVQ6NGjTBixAjHaJhLly5F48aNkZCQYL+XmpqK3NzcfKMslUe8liIiIiobysO11LlU4pG0H374Ad26dcN1110H4GydgnfffRc//vgjgLM7fNKkSXjsscfQrVs3AMDbb7+NhIQEzJ07F7169SrpLpHgNnS2KVom4zQ64iTb0LUjZIRGRsbkBb5eTg4jrr8llhEiHSeS3zzLaJR8HBoAsrOz7Wn5nw8dLZLbqWNtbvEn/UMu96mvESy9Lrmdptic3JZ9+/bZ03oodnmMdIQsNjbWnpbRPdMxd4un6dem80vS65L7wy3upftkGsJe9knHvyIiIuxpuS90hFLGK2XEDzBHyCS3qKE+X+X+1dFIuc2m+JveV94+T1RS9OP4oaGh+X7XaHPnzkVOTg769etnv3fbbbehVq1aSE5OxurVq/HII49g/fr1+PDDDwEAWVlZ+f6WeF5nZWWVwJacX7yWKj9McTJf4ymmIbtlxEcOdS5jNrqNYcOG2dP6BqpcTg+dLl+bIj5yOdm+jvvIbdHbJeNFcp7eLh1XcltOxs70umQcSvZdx926dOliT8s4mY5CydiZjuvJKJ+MTOl1yaHkU1NTvW4HYB5W3u380vtMXlssW7bMtT3TkPNyntxm3Ya+jnFr2205wHmM5H7Sx0HuU3mM9fabfg7dfn5NUUCiQFPiTxi1adMGCxcuxB9//AEA+OWXX/Ddd98hLS0NALBlyxZkZWWhU6dO9meio6PRsmVL15zy8ePHkZub6/hHREREZqX9rViNGjUQHR1t/xs7dmyBfZw2bRrS0tKQnJxsvzdw4ECkpqaicePG6N27N95++23MmTMHmzZtOmf7qizhtRQREVHZwCeMStijjz6K3Nxc1K9fHxUqVMDp06fx9NNPo3fv3gD+982ft28G3b4VHDt2LJ544omS7ioRERGVoB07drg+8enNtm3b8NVXX9lPDrlp2bIlAGDjxo2oU6cOEhMT7adtPDxPkCYmJhal62UKr6WIiIioLCjxG0azZs3C9OnTMWPGDDRs2BCZmZl48MEHkZycjL59+xapzREjRjger83Nzc33KCoVnozP6LiL2yhpOu4jlzt+/Lhj3u7du+1p+Xhoo0aNHMvJuJqM4MhYFOCMqOm4moz/yDZkfAhwRrJycnJc25PbrONqclm5Xh3Jk5+T+01Ht0x3k+W+kdM6diT7JPebKZKmj5c8lrLv+j98btsi+6fXpbfRbehrX++smyKEur+yX7Lvur/y8ei4uDiv7+s2dK0Qub9ln2TsTJP7Xbcnj6WpkK9clynWJ9el93VZ/VaDiqe0vrHyrCMqKqpQj/K/8cYbiI+Pt6NXbjIzMwEASUlJAM5GIp5++mns3r0b8fHxAIAFCxYgKioq32g85RGvpcoPU2TIbfSvwjzd5RbrklEdwBkT8jUmp6M7biNX6eiajKHJz8hoFeCMV+k23Pqkf3+47UO3kc+A/MfBbQQ1HZOScTLZXz3SnFxOTgPOGJrcT3q7ZB/lU4EDBgxwLCdHv9PXI/IckNslY2d6XfL3o95+04h38nNyOVPNOFP8UX7ONFqbpPehjgO6LecWf9TrNv3t4hOZga20r6XKmhK/YTR8+HA8+uijdn6+cePG2LZtG8aOHYu+ffva3/xlZ2fbF36e102bNvXapi81EIiIiKj8OHPmDN544w307dvXcRN406ZNmDFjBq699lrExcVh9erVGDp0KNq1a4fLLrsMANC5c2c0aNAAd9xxB8aNG4esrCw89thjGDRokF9cL/BaioiIiMqCEq9hdOTIkXxPP1SoUMH+ZjslJQWJiYlYuHChPT83NxfLly93vVNMREREhVeWc/dfffUVtm/fjv79+zveDwkJwVdffYXOnTujfv36eOihh9CjRw988skn9jIVKlTAp59+igoVKqB169a4/fbb0adPH4wZM6bY+6ws4LUUERFR2VCWr6VKQ4k/YdS1a1c8/fTTqFmzJho2bIiff/4ZEyZMsC8Ig4KC8OCDD+Kpp55C3bp1kZKSgscffxzJycno3r17SXeHiIiIyqDOnTt7vTiqUaMGvv322wI/X6tWLXz++efnomvnHa+liIiIqCwo8RtGL7zwAh5//HHcd9992L17N5KTk3H33Xdj5MiR9jIPP/wwDh8+jIEDByInJwdXXXUV5s2bZ6zzQSVPXqjrYc91TSMPU30UXWPlr7/+sqdlPlvWhwGc2XL5uLyuc2Oq5yK3xa0mEuCsPyPXpbdLvtZ1m+S+0d8AS7K+T9WqVe1pnUGX69L73a1GkI4VyOVkf3UNI7nfZA0nADhw4IA9bRrqXRaUlcdIn0OyvpPb+aTn6WMuj6s8lvq4mmopRUZG2tNyu/TvG1nvSh6viIgIx3Ky9pOuISH3rzxGOhcv5+3bt8+e3rp1q2M5OU/vG7dzVO8bt59zfbzK6rcaVDyBnrsvr3gtVT6ZhpWX3Gq0eGtD1l+RNYL0cm61WPS69NDkbv2VQ8yb6tTIv4O6T7Juja6X5FabSJP9l9eLphpOEydOdMyT1zHyc3rfyP7KGkm6fo2p9pfezoLeB5zHdcKECY55brWDAPfjopfztf6Or/V85LHTtYncasjpmlNyH5pqf5lqaUny/xl6Obld+vx3qxFWVKx15J8C/VqqxG8YRUZGYtKkSZg0aZLrMkFBQRgzZozfPDpOREREVFJ4LUVERERlQYnfMCIiIqKyIdC/FSMiIiIqjkC/luINowDmayRNztPRLRnJkhEkANi/f789LR+bTUhIcCwnY22yPR3Bkcvpx0bdIjm6DdlH0xDj8nOmbZbzdBTKM9QzcLZAqYeMdGkydqf7KNelY1LVq1f32j8d3Tt06JDXacD5mLaMNOjj5RYh00PCHzlyxJ7W0TjJ15iUnue2nN5mGSGT0TU5DTj3qSmSJrdFr0vuA7mcji7K/bZ79257esuWLY7l9CP3kjzn5bboSJrcflOEkIiIisfXSItpqHtNxnVk1ErHeORrGcEyLWeKLsnh3HUES7Yvt9k0PLqOt8sImYwdyWiRbl8up4efl+syxfVkXEkfL/m5nj17ev28Xk7vw9mzZ9vTs2bNsqd1FMptm3XRenkd4Ot5otuQ61q2bJk9reNjcn/ofWiKA0py+2Wf0tPTXdel6XPAW3uA8/8W8jO6bVPUTs6T7Zuia75G94j8RYmPkkZEREREREREROUbnzAiIiLyU4H+GDURERFRcQT6tRRvGBEAcyTNFM+SMTF9kh8+fNie3rlzpz29adMmx3JJSUn2tBxBTbcXHh7u9TOA85FQGeva9f/au/sgK6ozj+O/4W14nRkGnBkmArKuCRLxJaLIkmTNSomJMevGDatLlMqSWHGHRCAvxGwUookkbq2bMhpMYiqkamU1VkkSqQ0bRIW1AogQoohBVFaIMIOKzAAqb9P7BzvNcx6mmzszd+7M3P5+qm5V39t9T58+3Xc4dJ/nObt3B9vZMKGk8DTPHqMUhv8MGjQoXvYz07zvfe+Ll21Img0f8/Xww3xtiJPdb2VlZbCdHeptjzFtxiwfTmXPc9oMX/baaGhoSNyXDcPybWjf22U/I5293tJmSbNl2BAsX197/GkzCdl62FnWpPD8+XW2XjYk04fr2RnqbBian0XF/obS6ujbzUr6LROSBgD55UOGksJYfGhNWihQ0vf8dnZdWphMWjiNDcOaO3duvJw265Rd50OJbB19/yYprMuHvyXNumVnFvP19cflQ7SS6mu3SwsFs9vZ0D0pOQwtLZzMludnE0urr203W76fPS1p1jx/XtOum6TZ8NJmmrPnzreTDSlM+93Y/q2/5m2fKS2czErbV1u+d6rPgWLCDSMAAIpU1p+KAQAAdETW+1LkMAIAAAAAAECAEUYAABSprD8VAwAA6Iis96W4YQRJ6dPK22WfKyUtT439no193rFjR7CdjUm2eYp8jpmk3EFSOKW9zeFj6yCFeXtsDpe03Dk+T43dl80/5PPq2DxDtr5peaBsDie/zh6/zTEkhcdij9Efv+Xra9+n7SvpnPvybJv6c5lUL7+dfW+X/fm3bA4rKbwe7HVoj1EKz5f9jmfj3e316tnzbPMZSdKbb74ZL9scRvX19cF2NveR/33Z8u06e0369+QtAoDCSco/lOv06FLYR0rKRZNWhs8JZPPg2JxFfl82F40vw25ny/O5c2wZaXmQrrjiinjZ57qxOX1srp+ZM2cG29lcNz4Xj20PO+27z49ky7T7zTXHjiQtWLAgXk47fpt/x7Zh2r5yzW/l2e/5c27ZY0nLR5Ur+51p06YF6+6+++542eeYsteD5etkr8v25hJKy9uUhLxFyBpuGAEAUKSy/lQMAACgI7LelyKHEQAAAAAAAAKMMIKkk+9o2qm4bUiLD+Ox4Uk+1MqWYac69+E5NgzHTkU/fPjwYDsb/uNDmuzwULsvX18b1mTL8+FUdl1NTU2wzoao7d+/P172U6fbkKykkDG/nQ2L8u9t2JGfnta+t23jz4ltDx9OZUPt7Hn1bW2vFTuUt7a2NtjO7ruhoSFYlxTyWFFREWxn39t293W37fvGG28krrPXsj8Pdgp7254+JNFeQz6U0baHvf59mJy9Xm14mt/O1t2HpNn3Sccohe3bXZ9coPNk/akY0F0khZalbZe2zk8rb//dstOD+2na7fd8aI0t34ZM+fra97Z8HxaVaxkPPPBAq/XzdfLrkvjtbCiTraMPhbJhUmnT1Nv3PlzPngdbvm9rG6Jmj9HXyYdhWUlTwvsy7HmwIXlp7eTra8u0x7h27drE+tnzmlZe2rWRdg3ZMu12aWF9aSGfdp3/HdrwRdvWyIas96UYYQQAAAAAAIAAN4wAAAAAAAAQICQNAIAilfVh1AAAAB2R9b4UN4zQKpsTxeZA8flRbE4cm/cmrQyb90eS9uzZEy/bfC4+n43dl885ZMu308D7aeptXhmbf8bmPZKkoUOHxss2r5Kvh83N43MzJeV38nmVrKTp5qXwmH0+G/sHxpZv8xJJ0uDBg+NlP4W9/Z4tz+dmsvVIyzm1a9euxPraMu114suorq6Ol+10r/YcS+F16fM2Je3XH7895nfeeSde3rdvX7CdLd/Xw7ahXed/G7Yedtlen54vw7aprbu/hshhBADdS9q03Gk5Viyfmygp/4qfRt3mX0nLl2Tz29i8N75Mu53NIyOFx+mnlbeS8vn4Mm2OIT9Nu92Xbxu7ztY3bZp6n7fIsvl3fBl2SnibE8jnIvr85z/f6r7S8jT5fEm2bew5SduXbUN/jGnnKMkll1wSvLdtk5bDaO7cuYn19eevhc/facu0y75OaXmWksrzv0PyFiHLuGEEAEAR40YhAABA+2W5L0UOIwAAAAAAAAQYYYRWJYW4+JC0tPCfpGm//dThdkitnUbeT59pw8R8qJVl9+VDhixbhp9i3U7b7qdwtyFE9nt2v54Nf/J1t+3hhzbX19fHyzaczN/l9uelhQ9jsvWw5UlhW9nyfEiaZc+Jn2LeXhs21FAKh/3afflzbsMSbXihD0m0ZfhjtvU6ePBgvOzb0G6XdO1KJ4cvWvaYbZ1siJsUnvN333231e/4OvqwPnucto6+vvZ9lp+OZFXW4+6Bnsb3A+y/i/bfzrSpyNOmc/ehNpYNBbKhSz4cx763oVBpYVw+nCgp/Mkfvz0WG5KVFLYkSXPmzAne25CktGnlbRsmhXF5vj1tnzYt/M22lT1Gb+bMma3W3bPn2ZeXdN3YUH9fx7QyfAhZElu+D6ezx++vUTuFvV3nwyttWJvdLi3U0rPtYZfbUgaKX9b7UowwAgAAAAAAQIARRgAAFKmsPxUDAADoiKz3pbhhhFOyF6+fxcm+92FCNoTGbmdDcKQw7MqGfw0ZMiTYzoar2WW/rQ0T8/uy7FBZH+5jy3j77beDdfb9W2+91ep3JGnQoEHxsg1V8qFb9nt2ZjEpnKHLto0NBfPr7HnwdbLSZpqzQ3t9G9rrwZaRNkuen5HMni8b8ubbJmlmOP8H1e7bh9rZtrfrfGiZDcmz7enDGm15adeNDcPz5/WNN96Il+2sgf58+fKT2N+X/4121398AADH+fAyK21GNStpFicfdmX7Pr/85S8T62HDjnx4kg27sqFhNnxKCkOo0kKSbHlpx5s2i5ctz4duJc1+ltbudl++DW3b+OOyfvazn8XLNszKS5uRLq1tkkIPfWigPU5b37RQOH9t2G1taJgP3bIhemnl2+P05yEpbNDvy7Zpe2ZCS5PrbIVAFnDDCACAIpX1p2IAAAAdkfW+FDmMAAAAAAAAEGCEEQAARSrrT8UAAAA6Iut9KW4Y4ZTSchjZPDU+34rNP2PLsLlypHCK8ddffz1etjmAJGn48OHxcm1tbbDO5jSyeWBs2VKYj8fm1fH5d+z062lTwtvp0v2U6DZHjq2Tb0PbHr4M+95u5+s7YMCAeNmeB5sfyJfhp3q36+x5tTl7pLDd0vJF2fxOfp2tv80R1K9fv2A721Z+Sl4rrQybj8jW3f9RtterbU/7fSnMs+TzINljfumll+Jln0/A5jSy16i/NnyeKcteG/Y8+zxI9lwCALpGrnmKfO6UpCnRc83F4qeft7l50nLM2PJ97iCb38aW4fMo5ToVu90uLdeR7Qf440/Lq2Nz4tjt/L/NabmEkuqbdl4tXyfbbnZdWp4i34Z2W5vryJ8vew3Y9vXHb8uYNm1a4jrL983s9Wvr53M4JU1nLyXnZrr77ruD7ZJ+A23JP5T0m8r19wVkASFpAAAAAAAAPcjrr7+uz372sxo2bJgGDBig8ePH69lnn83rPhhhBABAkcr6MGoAAICO6K59qbfffluTJ0/Wxz72Mf32t7/Vaaedpm3btp00m3ZHccMIp5QWkmbDYnz4jA0NsmFSPuzKhtDs3bs3Xt6xY0ewXU1NTbx81llnJa6zITg+HMceiw3j8SFTdjp7O+25Z0OXfOiWbSsbuuTb0IZn+TA824Z2KtwRI0YE29mQPNu+/g/Pnj174uWGhgYlscdVVVUVrLPDd2397LmTwnZLG9prj6uioiJYZ68bGybowx9tPfx1aLe162xomRSeP7udDXeTwnNpQ8sk6cUXX4yXN2/eHC9v27Yt2M62vS3Phxra9/5atr8bey376wsA0PVyDXFJm6Y819AaGxrmw3NsGJIPXbJ1nDNnTrw8d+7cYLuksDZfv1xD6Gz5PhTs85//fLxsj8WHZyVNxS5Jl1xySat193Wy/ZGk0Cpfhq+HDflKCxOz58G2kw8TtOX7eiSdy7SwNttOfl+27v647LZpx2WvAVs/27ZSeI58uJv9ni0v17DOtN9J2veAnub73/++Ro4cqZ///OfxZ2PGjMn7fghJAwCgSLU8FSvECwAAoNgUui/V1NQUvHzO1Ba/+c1vNGHCBH3mM59RVVWVLrjgAv30pz/N+/FzwwgAAAAAAKCLjRw5UuXl5fFr4cKFrW736quvatGiRTrrrLP03//937rpppv05S9/Wb/4xS/yWh9C0nBK9slxWliMD6exIT42rMeHDNlwMDtzlw2fkqRXXnklXvYzO9iZrOyQVR+6ZOthZ6fy4Vl2tivPhn/Z/fpZx2x72DvDfjsbQuRn5LL1t+FaQ4YMCbaz62xImj8OG9bl19nzZcPQ7MxiUjis2NbPh6T52bose45seJ0fsmzD2ux14kcz2Lb259yus2FoabOf2bbwIV72OO1MaJL03HPPxcs2DM1fy/YasMfS3pA0e86ZFQ1Wd427B5CbXENyktb5kBsbauX7UnbbtWvXxss2LExKnjHLhzGl1dfOVmZn8fJhUkmhW75sH4Zm2eOys3r5Muw6G57lt7PH79vCvrfnzodu2fLtfpPa1n9HCtvKzlzn62v7VjNnzoyX02a18+35wAMPtFq+77fZ68vOjOZn67PXSlpYW67hZWnXmq2TP2YgF4XuS+3cuTO4pn16jBbNzc2aMGGC7rzzTknSBRdcoM2bN+v+++/XjBkz8lYvRhgBAAAAAAB0sbKysuCVdMNoxIgRwY1ZSTr77LNPygPcUYwwAgCgSDHCCAAAoP26a19q8uTJ2rp1a/DZSy+9pNGjR+ezWowwAgAAAAAA6CnmzJmjtWvX6s4779TLL7+sJUuW6Cc/+Ynq6uryuh9GGKFN0vKj+Jw1SVOT+xxGNl+MLcPH3dscRnbad0k6evRovPyXf/mX8bKfEn7w4MHxss1htG/fvmC7N954I172uW6GDRsWL9vp3NPuCtv8Oz53kD3mtOnibfk2Z43/nv2OZ/flM+7bc5Q0xbwUXgO23X15tgybY0mSTjvttHjZxpb7utt92dxBvp0sWye/rc1T5Pdl4/Bt3qLdu3cH223fvj1efvHFF4N1L7/8crxs8xb5vFX2uGyeIp/DyNbdH5etI3mLkKS7PhUDkJukvD2+j2Tf22X7b6wU5oTx62xOnOXLl7f6edq+bC4eKTmfjxTmyLHHlVaGzXvk8y/lOl18Wk4o2w+w63xuprQp7O06Ww9//ElT0/vjSsvblJTfyec6spLyGUnSz372s3jZ5kTy5U+bNi1eTsu5ZPMW+brba8+XkWverqTr0GtPHqS08pA93bUvddFFF2np0qW65ZZbdPvtt2vMmDH6wQ9+oOnTp+e1XtwwAgAAAAAA6EE++clP6pOf/GSn7oMbRgAAFKnu+lQMAACgJ8h6X4obRuiQpPAkKQx/eu+99+JlGxbk2TAmH3Zlw8Sef/75YJ3dt62TDUGTwqG49kfpw6nS6mvLTwsFs+ts+JCdKl4Kj9PvK+kPhw+Ts3WyoWV+u6Tjl8LQs/79+yduZ8PrbDv5kEQbNuinXR0xYkS8bEP8bHlS2B52qLAP3bJ19+fS1t+eIz/jgD1me629+uqrwXZ2StZt27YF6xoaGuJlG4aWFjJmrxMfamfrbq8h/767/gMDAOiYpLAbPzNOUhhPW0J17LZpU6fb9za0KC3szK+z07Tb0K20ac9t2Jk/Lhuu5iWFbvnp3C0bkmVDsKQw1MqHfyWFhqW1tV3229m2SQsTS/vcvrfhXz78zYYD+rZJuo7S6mvL8HVKO8/tCQ3LNXQtDWFoQOtIeg0AAAAAAIAAI4wAAChSWR9GDQAA0BFZ70sxwggAAAAAAAABRhghb3yeFpvTxuac8blYbN4Wm8PI32W1uX5sjhlfvs3bY/PjSGFOHBurbfPy+Dr6etj3NneOz2Hk8+y08FOs27w9vh42r05a29gcTrYePoeTjaevqqoK1tn2tefE55KydbTH4nMY2fPg8x/YdbY8n9/JHvNpp52mJEl1kpLzbPn62vxDmzdvjpfXr18fbPfcc8/Fy6+//nqwzu7bnqOka8GvS7vm/XlIy4sEtMj6UzGgmKTlC0rKv+Jzu+Sap8X2F+6+++5gnc1NZHPipE37vnbt2mCdzcFkt2tLHqSk+vrcPHZd2hT2Nv+O77ck1d1ORe/ru3z58njZ50FKyiVk+6ZS2Ka2bF9fmxNozZo1iXW3uZ78ebXl2TxNfp29huw1KYV5lmwb2uOVTr4ectHea7k9OZEAK+t9KUYYAQAAAAAAIMAIIwAAilTWn4oBAAB0RNb7UtwwQt6khUnZsCsfSmPDxGyIl59i3vJhbW+99Va8bIfl2pAuSXr77bfjZRvGtGvXrmA7OzW7L8Pu24Z/VVZWBtvZY7HhT77uBw4ciJd92JGd+n3QoEHxsg+1s9ulTec+dOjQVusuhe2xb9++VusuhefV7sueY0kaMGBAvOyni9+7d2+8bMPQfBk2pM4OKU4L8bLtKYXn8uDBg/Hyq6++GmxXX18fL2/atCle/uMf/xhsZ4dV+xA62962jvZ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"text/plain": [
"<Figure size 1200x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed 027_S_4962.npy -> Low-dose saved as low_dose_027_S_4962.npy\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed 027_S_4802.npy -> Low-dose saved as low_dose_027_S_4802.npy\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed 027_S_4801.npy -> Low-dose saved as low_dose_027_S_4801.npy\n"
]
}
],
"source": [
"import numpy as np\n",
"import os\n",
"import random\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Function to simulate low-dose PET\n",
"def simulate_low_dose(image, dose_reduction_factor=200):\n",
" \"\"\"\n",
" Simulates low-dose PET by applying Poisson noise.\n",
" Args:\n",
" image (numpy.ndarray): Original PET image.\n",
" dose_reduction_factor (int): Factor by which the dose is reduced.\n",
" Returns:\n",
" numpy.ndarray: Simulated low-dose PET image.\n",
" \"\"\"\n",
" lambda_factor = 1 / dose_reduction_factor\n",
" low_dose_image = np.random.poisson(image * lambda_factor)\n",
" return low_dose_image\n",
"\n",
"# Paths for input and output folders\n",
"input_folder = \"/home/ekd/ekd_research/pet_reconstruction/data/volumes/DF1\"\n",
"output_folder = \"/home/ekd/ekd_research/pet_reconstruction/data/volumes/DF200\"\n",
"os.makedirs(output_folder, exist_ok=True)\n",
"\n",
"# Iterate over each .npy file\n",
"for file_name in os.listdir(input_folder):\n",
" if file_name.endswith(\".npy\"):\n",
" # Load the original PET image\n",
" file_path = os.path.join(input_folder, file_name)\n",
" original_image = np.load(file_path)\n",
" \n",
" # Simulate low-dose PET\n",
" low_dose_image = simulate_low_dose(original_image, dose_reduction_factor=200)\n",
" \n",
" # Save the simulated low-dose image\n",
" output_path = os.path.join(output_folder, f\"{file_name}\")\n",
" np.save(output_path, low_dose_image)\n",
"\n",
" # Visualize a random slice for comparison\n",
" slice_idx = random.randint(0, original_image.shape[2] - 1)\n",
" plt.figure(figsize=(12, 6))\n",
"\n",
" # Original slice\n",
" plt.subplot(1, 2, 1)\n",
" plt.title(f\"Original Slice {45} - {file_name}\")\n",
" plt.imshow(original_image[:,:, 45], cmap='gray')\n",
" plt.colorbar()\n",
"\n",
" # Low-dose slice\n",
" plt.subplot(1, 2, 2)\n",
" plt.title(f\"Low-Dose Slice {45} - low_dose_{file_name}\")\n",
" plt.imshow(low_dose_image[:,:, 45], cmap='gray')\n",
" plt.colorbar()\n",
"\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
" print(f\"Processed {file_name} -> Low-dose saved as low_dose_{file_name}\")\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Quantize Validation Set"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 0 .npy files to process\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Quantizing files: 0it [00:00, ?it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Verification:\n",
"Input folder size: 0.00 KB\n",
"Output folder size: 0.00 KB\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"import os\n",
"import numpy as np\n",
"from pathlib import Path\n",
"from tqdm import tqdm\n",
"\n",
"def batch_quantize_npy(\n",
" input_folder: str,\n",
" output_folder: str,\n",
" scale: float = 0.006370724644511938,\n",
" zero_point: int = 0,\n",
" dtype: np.dtype = np.int8\n",
") -> None:\n",
" \"\"\"\n",
" Quantize all .npy files in a folder using given scale and zero point.\n",
" \n",
" Args:\n",
" input_folder: Path to folder containing float .npy files\n",
" output_folder: Path to save quantized .npy files\n",
" scale: Quantization scale factor\n",
" zero_point: Quantization zero point\n",
" dtype: Output data type (default: np.int8)\n",
" \"\"\"\n",
" # Create output folder if it doesn't exist\n",
" Path(output_folder).mkdir(parents=True, exist_ok=True)\n",
" \n",
" # Get list of all .npy files\n",
" npy_files = list(Path(input_folder).glob('*.npy'))\n",
" \n",
" print(f\"Found {len(npy_files)} .npy files to process\")\n",
" \n",
" # Process each file\n",
" for file_path in tqdm(npy_files, desc=\"Quantizing files\"):\n",
" # Load float array\n",
" float_array = np.load(file_path)\n",
" \n",
" # Quantize\n",
" quantized_array = np.round(float_array / scale + zero_point).astype(dtype)\n",
" \n",
" # Create output path with same filename\n",
" output_path = Path(output_folder) / file_path.name\n",
" \n",
" # Save quantized array\n",
" np.save(output_path, quantized_array)\n",
" \n",
" # Verify results\n",
" print(\"\\nVerification:\")\n",
" print(f\"Input folder size: {sum(f.stat().st_size for f in Path(input_folder).glob('*.npy')) / 1024:.2f} KB\")\n",
" print(f\"Output folder size: {sum(f.stat().st_size for f in Path(output_folder).glob('*.npy')) / 1024:.2f} KB\")\n",
"\n",
"# Example usage:\n",
"input_folder = \"/home/ekd/ekd_research/pet_reconstruction/data/volumes_split/val/DF1\"\n",
"output_folder = \"/home/ekd/ekd_research/pet_reconstruction/data/volumes_quantized/val/DF1\"\n",
"\n",
"batch_quantize_npy(\n",
" input_folder=input_folder,\n",
" output_folder=output_folder,\n",
" scale=0.006370724644511938,\n",
" zero_point=0\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"plt.rcParams.update({\n",
" 'font.size': 20, # Default font size for text\n",
" 'axes.titlesize': 22, # Font size for plot titles\n",
" 'axes.labelsize': 20, # Font size for x and y labels\n",
" 'xtick.labelsize': 18, # Font size for x-axis tick labels\n",
" 'ytick.labelsize': 18, # Font size for y-axis tick labels\n",
" 'legend.fontsize': 20 # Font size for legend\n",
"})\n",
"\n",
"# Data arrays\n",
"training_losses = [\n",
" 0.0314, 0.0218, 0.0196, 0.0169, 0.0154, 0.0156, 0.0141, 0.0140, 0.0139, 0.0140,\n",
" 0.0134, 0.0135, 0.0131, 0.0127, 0.0130, 0.0131, 0.0128, 0.0130, 0.0132, 0.0124,\n",
" 0.0124, 0.0130, 0.0127, 0.0117, 0.0124, 0.0122, 0.0124, 0.0120, 0.0120, 0.0120,\n",
" 0.0122, 0.0121, 0.0117, 0.0122, 0.0118, 0.0120, 0.0116, 0.0118, 0.0117, 0.0113,\n",
" 0.0117, 0.0116, 0.0115, 0.0114, 0.0112, 0.0113, 0.0113, 0.0110, 0.0112, 0.0113,\n",
" 0.0109, 0.0111, 0.0116, 0.0111, 0.0109, 0.0111, 0.0108, 0.0107, 0.0107, 0.0106,\n",
" 0.0110, 0.0111, 0.0110, 0.0105, 0.0104, 0.0106, 0.0107, 0.0105, 0.0107, 0.0109,\n",
" 0.0106, 0.0107, 0.0105, 0.0107, 0.0103, 0.0103, 0.0106, 0.0105, 0.0103, 0.0104,\n",
" 0.0102, 0.0104, 0.0104, 0.0102, 0.0103, 0.0101, 0.0101, 0.0106, 0.0102, 0.0102,\n",
" 0.0103, 0.0101, 0.0101, 0.0101, 0.0101, 0.0101, 0.0100, 0.0100, 0.0101, 0.0101,\n",
" 0.0102, 0.0102, 0.0100, 0.0100, 0.0099, 0.0100, 0.0100, 0.0101, 0.0100, 0.0100,\n",
" 0.0099, 0.0100, 0.0101, 0.0101, 0.0099, 0.0099, 0.0100, 0.0099, 0.0099, 0.0101\n",
"]\n",
"\n",
"losses = [\n",
" 0.0306, 0.0194, 0.0179, 0.0166, 0.0158, 0.0155, 0.0144, 0.0145, 0.0142, 0.0141,\n",
" 0.0136, 0.0139, 0.0134, 0.0131, 0.0130, 0.0132, 0.0129, 0.0130, 0.0131, 0.0126,\n",
" 0.0124, 0.0128, 0.0127, 0.0119, 0.0124, 0.0122, 0.0123, 0.0120, 0.0120, 0.0121,\n",
" 0.0124, 0.0122, 0.0117, 0.0123, 0.0119, 0.0119, 0.0117, 0.0119, 0.0117, 0.0116,\n",
" 0.0117, 0.0118, 0.0117, 0.0116, 0.0113, 0.0116, 0.0115, 0.0112, 0.0114, 0.0114,\n",
" 0.0112, 0.0113, 0.0116, 0.0114, 0.0113, 0.0113, 0.0111, 0.0109, 0.0110, 0.0109,\n",
" 0.0112, 0.0113, 0.0113, 0.0108, 0.0107, 0.0109, 0.0110, 0.0108, 0.0110, 0.0112,\n",
" 0.0109, 0.0110, 0.0108, 0.0110, 0.0106, 0.0107, 0.0109, 0.0108, 0.0106, 0.0107,\n",
" 0.0105, 0.0108, 0.0106, 0.0105, 0.0106, 0.0104, 0.0104, 0.0108, 0.0105, 0.0106,\n",
" 0.0106, 0.0105, 0.0105, 0.0104, 0.0103, 0.0104, 0.0103, 0.0103, 0.0103, 0.0104,\n",
" 0.0106, 0.0106, 0.0103, 0.0102, 0.0103, 0.0103, 0.0104, 0.0104, 0.0103, 0.0103,\n",
" 0.0102, 0.0103, 0.0105, 0.0104, 0.0103, 0.0102, 0.0103, 0.0103, 0.0102, 0.0104\n",
"]\n",
"\n",
"# Epochs\n",
"epochs = list(range(1, len(training_losses) + 1))\n",
"\n",
"# Plot\n",
"plt.figure(figsize=(10, 6))\n",
"plt.plot(epochs, training_losses, label='Std Conv', color='blue')\n",
"plt.plot(epochs, losses, label='DWS Conv', color='red')\n",
"\n",
"# Labels, title, and legend\n",
"plt.xlabel('Epoch')\n",
"plt.ylabel('Training Loss')\n",
"plt.grid(alpha=0.5)\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"\n",
"# Show plot\n",
"plt.show()\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|
