From e7c39b834af9309b2a6767d4783e8049f421f58d Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Sun, 28 Jun 2020 08:30:58 -0400 Subject: [PATCH 01/25] Add seek_visualization file to dleedev --- seek_visualization.ipynb | 100 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 100 insertions(+) create mode 100644 seek_visualization.ipynb diff --git a/seek_visualization.ipynb b/seek_visualization.ipynb new file mode 100644 index 0000000..b8508ba --- /dev/null +++ b/seek_visualization.ipynb @@ -0,0 +1,100 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for image')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Import os\n", + "import sys\n", + "from pathlib import Path\n", + "\n", + "from mne_bids import make_bids_basename\n", + "# Define entities and the basename\n", + "subject = 'la02'\n", + "session = 'presurgery'\n", + "bids_basename = make_bids_basename(subject=subject, session=session, processing='robustfov', suffix='T1w.nii')\n", + "\n", + "# Define bids root and the file path to image\n", + "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")\n", + "img_fpath = bids_root / f'sub-{subject}' / f'ses-{session}' / 'anat' / bids_basename\n", + "\n", + "import nibabel as nib \n", + "import numpy as np\n", + "\n", + "# load image\n", + "img = nib.load(img_fpath)\n", + "img_data = img.get_fdata()\n", + "\n", + "# Re-orient image to RAS coordinates\n", + "ras_img = nib.as_closest_canonical(img)\n", + "ras_img_data = ras_img.get_fdata()\n", + "\n", + "# Visualize slices\n", + "import matplotlib.pyplot as plt\n", + "def show_slices(slices):\n", + " fig, axes = plt.subplots(1, len(slices))\n", + " for i, slice in enumerate(slices):\n", + " axes[i].imshow(slice.T, cmap=\"gray\", origin=\"lower\")\n", + "\n", + "slice_0 = ras_img_data[128, :, :]\n", + "slice_1 = ras_img_data[:, 94, :]\n", + "slice_2 = ras_img_data[:, :, 80]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for image\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From f5c6a714ae10e344da2bb946b0ea3f50b77d2407 Mon Sep 17 00:00:00 2001 From: Adam Li Date: Wed, 1 Jul 2020 22:22:48 -0400 Subject: [PATCH 02/25] Add notebook template. --- .../validation_of_postsurgicalmasking.ipynb | 218 ++++++++++++++++++ 1 file changed, 218 insertions(+) create mode 100644 notebooks/validation_of_postsurgicalmasking.ipynb diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb new file mode 100644 index 0000000..06843fe --- /dev/null +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -0,0 +1,218 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Determining the Correct Orientation of the Post-Surgical T1 MRI To Feed Into Seg3D\n", + "\n", + "Currently, Seg3D outputs segmentations as `.nrrd` files, which seem to also have a fixed RAS orientation. This is a problem if say we would like to overlay the T1 image of the Post-surgery onto the Pre-surgical T1 MRI.\n", + "\n", + "For example, if there is a left/right flip, then the surgical segmentation is on the wrong hemisphere of the brain. \n", + "\n", + "What our current workflow does is:\n", + "\n", + "0. robustfov: any \"neck\" is cropped out of the T1 MRI field of view\n", + "1. acpcdetect: T1 MRI is acpc aligned and RAS oriented \n", + "2. coregistration: the Post-surgical T1 (acpc, RAS) is coregistered onto the Pre-surgical T1 MRI (acpc, RAS)\n", + "3. Seg3D: the coregistered Post-surgical T1 MRI (acpc, RAS) is annotated and outputs a `.nrrd` file with the image volume mask of the surgical segmentation\n", + "4. coregistration: The coregistered Post-surgical T1 (acpc, RAS) on the pre-surgical T1 MRI is then again coregistered to the FreeSurfer T1 MRI (256^3 LIA orientation, or we can apply whatever process FreeSurfer does. the coregistration here is a hack)\n", + "5. Apply transformation matrix to the seg3d mask to map it correctly to the FreeSurfer space.\n", + "\n", + "Now, the coregistered Post-Surgical T1 from step 4 and the Freesurfer T1 MRI are in the same space and can be overlaid with anatomical masks, white matter masks, etc. \n", + "\n", + "## Validation\n", + "In order to confirm this flow, we currently have Post-Surgical T1 MRI annotated without acpc alignment. It auto orients to RAS. This poses some issues because then the coregistration transformation matrix we apply to get this image to FreeSurfer T1 image is incorrect.\n", + "\n", + "We want to run all the above steps, and do a quick visualization of each: Let us use `la02` as an example." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# load functions\n", + "import nibabel as nb\n", + "import numpy as np\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# define certain functions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load Data\n", + "\n", + "Load the data from step 0-5." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "### DEFINE FILE PATHS\n", + "# original T1 MRI nifti files\n", + "postt1_fpath = ''\n", + "pret1_fpath = ''\n", + "\n", + "# after running robust fov on both of them\n", + "robustfov_pret1_fpath = ''\n", + "robustfov_postt1_fpath = ''\n", + "\n", + "# after running acpcdetect on both of them\n", + "acpc_pret1_fpath = ''\n", + "acpc_postt1_fpath = ''\n", + "\n", + "# after coregistration\n", + "postonpre_t1_fpath = ''\n", + "\n", + "# etc.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# use nibabel and load\n", + "postt1 = nb.load(postt1_fpath)\n", + "# etc. fill in\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualization and Basic Analysis\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RobustFOV" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ACPC Detect" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## First Coregistration Post -> Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seg3D mask of the Post Coregistered to Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Second Coregistration Post -> Freesurfer Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seg3D mask mapped to Freesurfer Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "neurologic", + "language": "python", + "name": "neurologic" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + }, + "toc-autonumbering": true + }, + "nbformat": 4, + "nbformat_minor": 4 +} From e3c177532cc6fd1d1be1b09a06eaa3ccfdef4bc8 Mon Sep 17 00:00:00 2001 From: dlee0156 <47963020+dlee0156@users.noreply.github.com> Date: Tue, 7 Jul 2020 02:53:12 -0400 Subject: [PATCH 03/25] Add files via upload --- .../validation_of_postsurgicalmasking.ipynb | 48 +++++++++++++------ 1 file changed, 34 insertions(+), 14 deletions(-) diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb index 06843fe..aa69726 100644 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -29,23 +29,27 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# load functions\n", "import nibabel as nb\n", "import numpy as np\n", - "\n" + "import sys\n", + "from pathlib import Path\n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "# define certain functions" + "# define certain functions\n", + "from mne_bids import make_bids_basename\n", + "subject = 'la02'\n", + "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")" ] }, { @@ -59,22 +63,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "### DEFINE FILE PATHS\n", "# original T1 MRI nifti files\n", - "postt1_fpath = ''\n", - "pret1_fpath = ''\n", + "pret1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='T1w.nii')\n", + "pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / pret1_basename\n", + "\n", + "postt1_basename = make_bids_basename(subject=subject, session='postsurgery', suffix='T1w.nii')\n", + "postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / postt1_basename\n", "\n", "# after running robust fov on both of them\n", - "robustfov_pret1_fpath = ''\n", - "robustfov_postt1_fpath = ''\n", + "robustfov_pret1_basename = make_bids_basename(subject=subject, session='presurgery', processing='robustfov', suffix='T1w.nii')\n", + "robustfov_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / robustfov_pret1_basename\n", + "\n", + "robustfov_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='inT1', space='RAS', suffix='T1w.nii.gz')\n", + "robustfov_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / robustfov_postt1_basename\n", "\n", "# after running acpcdetect on both of them\n", - "acpc_pret1_fpath = ''\n", - "acpc_postt1_fpath = ''\n", + "acpc_pret1_basename = make_bids_basename(subject=subject, session='presurgery', space='RAS', suffix='T1w.nii')\n", + "acpc_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / acpc_pret1_basename\n", + "\n", + "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii')\n", + "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", "\n", "# after coregistration\n", "postonpre_t1_fpath = ''\n", @@ -84,12 +97,19 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# use nibabel and load\n", "postt1 = nb.load(postt1_fpath)\n", + "pret1 = nb.load(pret1_fpath)\n", + "\n", + "robustfov_pret1 = nb.load(robustfov_pret1_fpath)\n", + "robustfov_postt1 = nb.load(robustfov_postt1_fpath)\n", + "\n", + "acpc_pret1 = nb.load(acpc_pret1_fpath)\n", + "acpc_postt1 = nb.load(acpc_postt1_fpath)\n", "# etc. fill in\n", "\n" ] @@ -195,9 +215,9 @@ ], "metadata": { "kernelspec": { - "display_name": "neurologic", + "display_name": "Python 3", "language": "python", - "name": "neurologic" + "name": "python3" }, "language_info": { "codemirror_mode": { From 676fe573f00662af87f6089f2503e7a52ff10cee Mon Sep 17 00:00:00 2001 From: dlee0156 <47963020+dlee0156@users.noreply.github.com> Date: Wed, 8 Jul 2020 20:27:37 -0400 Subject: [PATCH 04/25] Add files via upload --- ...alidation_of_postsurgicalmasking (1).ipynb | 241 ++++++++++++++++++ 1 file changed, 241 insertions(+) create mode 100644 notebooks/validation_of_postsurgicalmasking (1).ipynb diff --git a/notebooks/validation_of_postsurgicalmasking (1).ipynb b/notebooks/validation_of_postsurgicalmasking (1).ipynb new file mode 100644 index 0000000..65db621 --- /dev/null +++ b/notebooks/validation_of_postsurgicalmasking (1).ipynb @@ -0,0 +1,241 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Determining the Correct Orientation of the Post-Surgical T1 MRI To Feed Into Seg3D\n", + "\n", + "Currently, Seg3D outputs segmentations as `.nrrd` files, which seem to also have a fixed RAS orientation. This is a problem if say we would like to overlay the T1 image of the Post-surgery onto the Pre-surgical T1 MRI.\n", + "\n", + "For example, if there is a left/right flip, then the surgical segmentation is on the wrong hemisphere of the brain. \n", + "\n", + "What our current workflow does is:\n", + "\n", + "0. robustfov: any \"neck\" is cropped out of the T1 MRI field of view\n", + "1. acpcdetect: T1 MRI is acpc aligned and RAS oriented \n", + "2. coregistration: the Post-surgical T1 (acpc, RAS) is coregistered onto the Pre-surgical T1 MRI (acpc, RAS)\n", + "3. Seg3D: the coregistered Post-surgical T1 MRI (acpc, RAS) is annotated and outputs a `.nrrd` file with the image volume mask of the surgical segmentation\n", + "4. coregistration: The coregistered Post-surgical T1 (acpc, RAS) on the pre-surgical T1 MRI is then again coregistered to the FreeSurfer T1 MRI (256^3 LIA orientation, or we can apply whatever process FreeSurfer does. the coregistration here is a hack)\n", + "5. Apply transformation matrix to the seg3d mask to map it correctly to the FreeSurfer space.\n", + "\n", + "Now, the coregistered Post-Surgical T1 from step 4 and the Freesurfer T1 MRI are in the same space and can be overlaid with anatomical masks, white matter masks, etc. \n", + "\n", + "## Validation\n", + "In order to confirm this flow, we currently have Post-Surgical T1 MRI annotated without acpc alignment. It auto orients to RAS. This poses some issues because then the coregistration transformation matrix we apply to get this image to FreeSurfer T1 image is incorrect.\n", + "\n", + "We want to run all the above steps, and do a quick visualization of each: Let us use `la02` as an example." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# load functions\n", + "import nibabel as nb\n", + "import numpy as np\n", + "import sys\n", + "from pathlib import Path\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# define certain functions\n", + "from mne_bids import make_bids_basename\n", + "subject = 'la02'\n", + "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load Data\n", + "\n", + "Load the data from step 0-5." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "### DEFINE FILE PATHS\n", + "# original T1 MRI nifti files\n", + "pret1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='T1w.nii')\n", + "pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / pret1_basename\n", + "\n", + "postt1_basename = make_bids_basename(subject=subject, session='postsurgery', suffix='T1w.nii')\n", + "postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / postt1_basename\n", + "\n", + "# after running robust fov on both of them\n", + "robustfov_pret1_basename = make_bids_basename(subject=subject, session='presurgery', processing='robustfov', suffix='T1w.nii')\n", + "robustfov_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / robustfov_pret1_basename\n", + "\n", + "robustfov_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='inT1', space='RAS', suffix='T1w.nii.gz')\n", + "robustfov_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / robustfov_postt1_basename\n", + "\n", + "# after running acpcdetect on both of them\n", + "acpc_pret1_basename = make_bids_basename(subject=subject, session='presurgery', space='RAS', suffix='T1w.nii')\n", + "acpc_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / acpc_pret1_basename\n", + "\n", + "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii')\n", + "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", + "\n", + "# after coregistration\n", + "postonpre_t1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='CT.nii')\n", + "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'ct' / postonpre_t1_basename\n", + "\n", + "# etc.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# use nibabel and load\n", + "postt1 = nb.load(postt1_fpath)\n", + "pret1 = nb.load(pret1_fpath)\n", + "\n", + "robustfov_pret1 = nb.load(robustfov_pret1_fpath)\n", + "robustfov_postt1 = nb.load(robustfov_postt1_fpath)\n", + "\n", + "acpc_pret1 = nb.load(acpc_pret1_fpath)\n", + "acpc_postt1 = nb.load(acpc_postt1_fpath)\n", + "\n", + "postonpre_t1 = nb.load(postonpre_t1_fpath)\n", + "# etc. fill in\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualization and Basic Analysis\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RobustFOV" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ACPC Detect" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## First Coregistration Post -> Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seg3D mask of the Post Coregistered to Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Second Coregistration Post -> Freesurfer Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seg3D mask mapped to Freesurfer Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + }, + "toc-autonumbering": true + }, + "nbformat": 4, + "nbformat_minor": 4 +} From c95b38f4e7ed58a3ac5bccf761d7927bfd821930 Mon Sep 17 00:00:00 2001 From: dlee0156 <47963020+dlee0156@users.noreply.github.com> Date: Fri, 10 Jul 2020 02:57:37 -0400 Subject: [PATCH 05/25] Add files via upload --- ...alidation_of_postsurgicalmasking (3).ipynb | 487 ++++++++++++++++++ 1 file changed, 487 insertions(+) create mode 100644 notebooks/validation_of_postsurgicalmasking (3).ipynb diff --git a/notebooks/validation_of_postsurgicalmasking (3).ipynb b/notebooks/validation_of_postsurgicalmasking (3).ipynb new file mode 100644 index 0000000..461fd06 --- /dev/null +++ b/notebooks/validation_of_postsurgicalmasking (3).ipynb @@ -0,0 +1,487 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Determining the Correct Orientation of the Post-Surgical T1 MRI To Feed Into Seg3D\n", + "\n", + "Currently, Seg3D outputs segmentations as `.nrrd` files, which seem to also have a fixed RAS orientation. This is a problem if say we would like to overlay the T1 image of the Post-surgery onto the Pre-surgical T1 MRI.\n", + "\n", + "For example, if there is a left/right flip, then the surgical segmentation is on the wrong hemisphere of the brain. \n", + "\n", + "What our current workflow does is:\n", + "\n", + "0. robustfov: any \"neck\" is cropped out of the T1 MRI field of view\n", + "1. acpcdetect: T1 MRI is acpc aligned and RAS oriented \n", + "2. coregistration: the Post-surgical T1 (acpc, RAS) is coregistered onto the Pre-surgical T1 MRI (acpc, RAS)\n", + "3. Seg3D: the coregistered Post-surgical T1 MRI (acpc, RAS) is annotated and outputs a `.nrrd` file with the image volume mask of the surgical segmentation\n", + "4. coregistration: The coregistered Post-surgical T1 (acpc, RAS) on the pre-surgical T1 MRI is then again coregistered to the FreeSurfer T1 MRI (256^3 LIA orientation, or we can apply whatever process FreeSurfer does. the coregistration here is a hack)\n", + "5. Apply transformation matrix to the seg3d mask to map it correctly to the FreeSurfer space.\n", + "\n", + "Now, the coregistered Post-Surgical T1 from step 4 and the Freesurfer T1 MRI are in the same space and can be overlaid with anatomical masks, white matter masks, etc. \n", + "\n", + "## Validation\n", + "In order to confirm this flow, we currently have Post-Surgical T1 MRI annotated without acpc alignment. It auto orients to RAS. This poses some issues because then the coregistration transformation matrix we apply to get this image to FreeSurfer T1 image is incorrect.\n", + "\n", + "We want to run all the above steps, and do a quick visualization of each: Let us use `la02` as an example." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# load functions\n", + "import nibabel as nb\n", + "import numpy as np\n", + "import sys\n", + "from pathlib import Path\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# define certain functions\n", + "from mne_bids import make_bids_basename\n", + "subject = 'la02'\n", + "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")\n", + "\n", + "def show_slices(slices):\n", + " fig, axes = plt.subplots(1, len(slices))\n", + " for i, slice in enumerate(slices):\n", + " axes[i].imshow(slice.T, cmap=\"gray\", origin=\"lower\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load Data\n", + "\n", + "Load the data from step 0-5." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "### DEFINE FILE PATHS\n", + "# original T1 MRI nifti files\n", + "pret1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='T1w.nii')\n", + "pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / pret1_basename\n", + "\n", + "postt1_basename = make_bids_basename(subject=subject, session='postsurgery', suffix='T1w.nii')\n", + "postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / postt1_basename\n", + "\n", + "# after running robust fov on both of them\n", + "robustfov_pret1_basename = make_bids_basename(subject=subject, session='presurgery', processing='robustfov', suffix='T1w.nii')\n", + "robustfov_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / robustfov_pret1_basename\n", + "\n", + "robustfov_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='inT1', space='RAS', suffix='T1w.nii.gz')\n", + "robustfov_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / robustfov_postt1_basename\n", + "\n", + "# after running acpcdetect on both of them\n", + "acpc_pret1_basename = make_bids_basename(subject=subject, session='presurgery', space='RAS', suffix='T1w.nii')\n", + "acpc_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / acpc_pret1_basename\n", + "\n", + "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii')\n", + "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", + "\n", + "# after coregistration\n", + "postonpre_t1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='CT.nii')\n", + "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'ct' / postonpre_t1_basename\n", + "\n", + "# etc.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# use nibabel and load\n", + "postt1 = nb.load(postt1_fpath)\n", + "pret1 = nb.load(pret1_fpath)\n", + "\n", + "robustfov_pret1 = nb.load(robustfov_pret1_fpath)\n", + "robustfov_postt1 = nb.load(robustfov_postt1_fpath)\n", + "\n", + "acpc_pret1 = nb.load(acpc_pret1_fpath)\n", + "acpc_postt1 = nb.load(acpc_postt1_fpath)\n", + "\n", + "postonpre_t1 = nb.load(postonpre_t1_fpath)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualization and Basic Analysis\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RobustFOV" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_robustfov_pret1 = nb.as_closest_canonical(robustfov_pret1)\n", + "ras_robustfov_pret1_data = ras_robustfov_pret1.get_fdata()\n", + "ras_robustfov_pret1_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for image')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_robustfov_pret1_data[128, :, :]\n", + "slice_1 = ras_robustfov_pret1_data[:, 80, :]\n", + "slice_2 = ras_robustfov_pret1_data[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for robust fov pre T1 image\")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_robustfov_postt1 = nb.as_closest_canonical(robustfov_postt1)\n", + "ras_robustfov_postt1_data = ras_robustfov_postt1.get_fdata()\n", + "ras_robustfov_postt1_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for robust fov post T1 image')" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_robustfov_postt1_data[128, :, :]\n", + "slice_1 = ras_robustfov_postt1_data[:, 80, :]\n", + "slice_2 = ras_robustfov_postt1_data[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for robust fov post T1 image\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ACPC Detect" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_acpc_pret1 = nb.as_closest_canonical(acpc_pret1)\n", + "ras_acpc_pret1_data = ras_acpc_pret1.get_fdata()\n", + "ras_acpc_pret1_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for ACPC detect pre T1 image')" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_acpc_pret1_data[128, :, :]\n", + "slice_1 = ras_acpc_pret1_data[:, 80, :]\n", + "slice_2 = ras_acpc_pret1_data[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for ACPC detect pre T1 image\")" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189, 1)" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_acpc_postt1 = nb.as_closest_canonical(acpc_postt1)\n", + "ras_acpc_postt1_data = ras_acpc_postt1.get_fdata()\n", + "ras_acpc_postt1_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "Invalid shape (1, 189, 160) for image data", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mslice_1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mras_acpc_postt1_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m80\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mslice_2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mras_acpc_postt1_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m94\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 5\u001b[1;33m \u001b[0mshow_slices\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mslice_0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mslice_1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mslice_2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 6\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msuptitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Center slices for ACPC detect post T1 image\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m\u001b[0m in \u001b[0;36mshow_slices\u001b[1;34m(slices)\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mslices\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mslice\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mslices\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0maxes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mslice\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"gray\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morigin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"lower\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0mslice_0\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mras_robustfov_pret1_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m128\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\__init__.py\u001b[0m in \u001b[0;36minner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1597\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0minner\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1598\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mdata\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1599\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msanitize_sequence\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1600\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1601\u001b[0m \u001b[0mbound\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnew_sig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\cbook\\deprecation.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 367\u001b[0m \u001b[1;34mf\"%(removal)s. If any parameter follows {name!r}, they \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 368\u001b[0m f\"should be pass as keyword, not positionally.\")\n\u001b[1;32m--> 369\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 370\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 371\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\cbook\\deprecation.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 367\u001b[0m \u001b[1;34mf\"%(removal)s. If any parameter follows {name!r}, they \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 368\u001b[0m f\"should be pass as keyword, not positionally.\")\n\u001b[1;32m--> 369\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 370\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 371\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py\u001b[0m in \u001b[0;36mimshow\u001b[1;34m(self, X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, shape, filternorm, filterrad, imlim, resample, url, **kwargs)\u001b[0m\n\u001b[0;32m 5677\u001b[0m resample=resample, **kwargs)\n\u001b[0;32m 5678\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5679\u001b[1;33m \u001b[0mim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_data\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5680\u001b[0m \u001b[0mim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_alpha\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malpha\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5681\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_clip_path\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\image.py\u001b[0m in \u001b[0;36mset_data\u001b[1;34m(self, A)\u001b[0m\n\u001b[0;32m 688\u001b[0m or self._A.ndim == 3 and self._A.shape[-1] in [3, 4]):\n\u001b[0;32m 689\u001b[0m raise TypeError(\"Invalid shape {} for image data\"\n\u001b[1;32m--> 690\u001b[1;33m .format(self._A.shape))\n\u001b[0m\u001b[0;32m 691\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 692\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_A\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mTypeError\u001b[0m: Invalid shape (1, 189, 160) for image data" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_acpc_postt1_data[128, :, :]\n", + "slice_1 = ras_acpc_postt1_data[:, 80, :]\n", + "slice_2 = ras_acpc_postt1_data[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for ACPC detect post T1 image\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## First Coregistration Post -> Pre" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189, 1)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_postonpre_t1 = nb.as_closest_canonical(postonpre_t1)\n", + "ras_postonpre_t1_data = ras_acpc_postt1.get_fdata()\n", + "ras_postonpre_t1_data.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seg3D mask of the Post Coregistered to Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Second Coregistration Post -> Freesurfer Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seg3D mask mapped to Freesurfer Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + }, + "toc-autonumbering": true + }, + "nbformat": 4, + "nbformat_minor": 4 +} From a879cef017a84b5475dfad3d8b5e4d0b58f6fb44 Mon Sep 17 00:00:00 2001 From: dlee0156 <47963020+dlee0156@users.noreply.github.com> Date: Thu, 16 Jul 2020 20:21:12 -0400 Subject: [PATCH 06/25] Delete validation_of_postsurgicalmasking (1).ipynb --- ...alidation_of_postsurgicalmasking (1).ipynb | 241 ------------------ 1 file changed, 241 deletions(-) delete mode 100644 notebooks/validation_of_postsurgicalmasking (1).ipynb diff --git a/notebooks/validation_of_postsurgicalmasking (1).ipynb b/notebooks/validation_of_postsurgicalmasking (1).ipynb deleted file mode 100644 index 65db621..0000000 --- a/notebooks/validation_of_postsurgicalmasking (1).ipynb +++ /dev/null @@ -1,241 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Determining the Correct Orientation of the Post-Surgical T1 MRI To Feed Into Seg3D\n", - "\n", - "Currently, Seg3D outputs segmentations as `.nrrd` files, which seem to also have a fixed RAS orientation. This is a problem if say we would like to overlay the T1 image of the Post-surgery onto the Pre-surgical T1 MRI.\n", - "\n", - "For example, if there is a left/right flip, then the surgical segmentation is on the wrong hemisphere of the brain. \n", - "\n", - "What our current workflow does is:\n", - "\n", - "0. robustfov: any \"neck\" is cropped out of the T1 MRI field of view\n", - "1. acpcdetect: T1 MRI is acpc aligned and RAS oriented \n", - "2. coregistration: the Post-surgical T1 (acpc, RAS) is coregistered onto the Pre-surgical T1 MRI (acpc, RAS)\n", - "3. Seg3D: the coregistered Post-surgical T1 MRI (acpc, RAS) is annotated and outputs a `.nrrd` file with the image volume mask of the surgical segmentation\n", - "4. coregistration: The coregistered Post-surgical T1 (acpc, RAS) on the pre-surgical T1 MRI is then again coregistered to the FreeSurfer T1 MRI (256^3 LIA orientation, or we can apply whatever process FreeSurfer does. the coregistration here is a hack)\n", - "5. Apply transformation matrix to the seg3d mask to map it correctly to the FreeSurfer space.\n", - "\n", - "Now, the coregistered Post-Surgical T1 from step 4 and the Freesurfer T1 MRI are in the same space and can be overlaid with anatomical masks, white matter masks, etc. \n", - "\n", - "## Validation\n", - "In order to confirm this flow, we currently have Post-Surgical T1 MRI annotated without acpc alignment. It auto orients to RAS. This poses some issues because then the coregistration transformation matrix we apply to get this image to FreeSurfer T1 image is incorrect.\n", - "\n", - "We want to run all the above steps, and do a quick visualization of each: Let us use `la02` as an example." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# load functions\n", - "import nibabel as nb\n", - "import numpy as np\n", - "import sys\n", - "from pathlib import Path\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# define certain functions\n", - "from mne_bids import make_bids_basename\n", - "subject = 'la02'\n", - "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load Data\n", - "\n", - "Load the data from step 0-5." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "### DEFINE FILE PATHS\n", - "# original T1 MRI nifti files\n", - "pret1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='T1w.nii')\n", - "pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / pret1_basename\n", - "\n", - "postt1_basename = make_bids_basename(subject=subject, session='postsurgery', suffix='T1w.nii')\n", - "postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / postt1_basename\n", - "\n", - "# after running robust fov on both of them\n", - "robustfov_pret1_basename = make_bids_basename(subject=subject, session='presurgery', processing='robustfov', suffix='T1w.nii')\n", - "robustfov_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / robustfov_pret1_basename\n", - "\n", - "robustfov_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='inT1', space='RAS', suffix='T1w.nii.gz')\n", - "robustfov_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / robustfov_postt1_basename\n", - "\n", - "# after running acpcdetect on both of them\n", - "acpc_pret1_basename = make_bids_basename(subject=subject, session='presurgery', space='RAS', suffix='T1w.nii')\n", - "acpc_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / acpc_pret1_basename\n", - "\n", - "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii')\n", - "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", - "\n", - "# after coregistration\n", - "postonpre_t1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='CT.nii')\n", - "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'ct' / postonpre_t1_basename\n", - "\n", - "# etc.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "# use nibabel and load\n", - "postt1 = nb.load(postt1_fpath)\n", - "pret1 = nb.load(pret1_fpath)\n", - "\n", - "robustfov_pret1 = nb.load(robustfov_pret1_fpath)\n", - "robustfov_postt1 = nb.load(robustfov_postt1_fpath)\n", - "\n", - "acpc_pret1 = nb.load(acpc_pret1_fpath)\n", - "acpc_postt1 = nb.load(acpc_postt1_fpath)\n", - "\n", - "postonpre_t1 = nb.load(postonpre_t1_fpath)\n", - "# etc. fill in\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Visualization and Basic Analysis\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## RobustFOV" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## ACPC Detect" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## First Coregistration Post -> Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Seg3D mask of the Post Coregistered to Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Second Coregistration Post -> Freesurfer Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Seg3D mask mapped to Freesurfer Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.6" - }, - "toc-autonumbering": true - }, - "nbformat": 4, - "nbformat_minor": 4 -} From 4e733c5be2f3547b11e66ff8c970b1b894b7a8d7 Mon Sep 17 00:00:00 2001 From: dlee0156 <47963020+dlee0156@users.noreply.github.com> Date: Thu, 16 Jul 2020 20:21:24 -0400 Subject: [PATCH 07/25] Delete validation_of_postsurgicalmasking (3).ipynb --- ...alidation_of_postsurgicalmasking (3).ipynb | 487 ------------------ 1 file changed, 487 deletions(-) delete mode 100644 notebooks/validation_of_postsurgicalmasking (3).ipynb diff --git a/notebooks/validation_of_postsurgicalmasking (3).ipynb b/notebooks/validation_of_postsurgicalmasking (3).ipynb deleted file mode 100644 index 461fd06..0000000 --- a/notebooks/validation_of_postsurgicalmasking (3).ipynb +++ /dev/null @@ -1,487 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Determining the Correct Orientation of the Post-Surgical T1 MRI To Feed Into Seg3D\n", - "\n", - "Currently, Seg3D outputs segmentations as `.nrrd` files, which seem to also have a fixed RAS orientation. This is a problem if say we would like to overlay the T1 image of the Post-surgery onto the Pre-surgical T1 MRI.\n", - "\n", - "For example, if there is a left/right flip, then the surgical segmentation is on the wrong hemisphere of the brain. \n", - "\n", - "What our current workflow does is:\n", - "\n", - "0. robustfov: any \"neck\" is cropped out of the T1 MRI field of view\n", - "1. acpcdetect: T1 MRI is acpc aligned and RAS oriented \n", - "2. coregistration: the Post-surgical T1 (acpc, RAS) is coregistered onto the Pre-surgical T1 MRI (acpc, RAS)\n", - "3. Seg3D: the coregistered Post-surgical T1 MRI (acpc, RAS) is annotated and outputs a `.nrrd` file with the image volume mask of the surgical segmentation\n", - "4. coregistration: The coregistered Post-surgical T1 (acpc, RAS) on the pre-surgical T1 MRI is then again coregistered to the FreeSurfer T1 MRI (256^3 LIA orientation, or we can apply whatever process FreeSurfer does. the coregistration here is a hack)\n", - "5. Apply transformation matrix to the seg3d mask to map it correctly to the FreeSurfer space.\n", - "\n", - "Now, the coregistered Post-Surgical T1 from step 4 and the Freesurfer T1 MRI are in the same space and can be overlaid with anatomical masks, white matter masks, etc. \n", - "\n", - "## Validation\n", - "In order to confirm this flow, we currently have Post-Surgical T1 MRI annotated without acpc alignment. It auto orients to RAS. This poses some issues because then the coregistration transformation matrix we apply to get this image to FreeSurfer T1 image is incorrect.\n", - "\n", - "We want to run all the above steps, and do a quick visualization of each: Let us use `la02` as an example." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# load functions\n", - "import nibabel as nb\n", - "import numpy as np\n", - "import sys\n", - "from pathlib import Path\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# define certain functions\n", - "from mne_bids import make_bids_basename\n", - "subject = 'la02'\n", - "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")\n", - "\n", - "def show_slices(slices):\n", - " fig, axes = plt.subplots(1, len(slices))\n", - " for i, slice in enumerate(slices):\n", - " axes[i].imshow(slice.T, cmap=\"gray\", origin=\"lower\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load Data\n", - "\n", - "Load the data from step 0-5." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "### DEFINE FILE PATHS\n", - "# original T1 MRI nifti files\n", - "pret1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='T1w.nii')\n", - "pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / pret1_basename\n", - "\n", - "postt1_basename = make_bids_basename(subject=subject, session='postsurgery', suffix='T1w.nii')\n", - "postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / postt1_basename\n", - "\n", - "# after running robust fov on both of them\n", - "robustfov_pret1_basename = make_bids_basename(subject=subject, session='presurgery', processing='robustfov', suffix='T1w.nii')\n", - "robustfov_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / robustfov_pret1_basename\n", - "\n", - "robustfov_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='inT1', space='RAS', suffix='T1w.nii.gz')\n", - "robustfov_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / robustfov_postt1_basename\n", - "\n", - "# after running acpcdetect on both of them\n", - "acpc_pret1_basename = make_bids_basename(subject=subject, session='presurgery', space='RAS', suffix='T1w.nii')\n", - "acpc_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / acpc_pret1_basename\n", - "\n", - "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii')\n", - "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", - "\n", - "# after coregistration\n", - "postonpre_t1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='CT.nii')\n", - "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'ct' / postonpre_t1_basename\n", - "\n", - "# etc.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "# use nibabel and load\n", - "postt1 = nb.load(postt1_fpath)\n", - "pret1 = nb.load(pret1_fpath)\n", - "\n", - "robustfov_pret1 = nb.load(robustfov_pret1_fpath)\n", - "robustfov_postt1 = nb.load(robustfov_postt1_fpath)\n", - "\n", - "acpc_pret1 = nb.load(acpc_pret1_fpath)\n", - "acpc_postt1 = nb.load(acpc_postt1_fpath)\n", - "\n", - "postonpre_t1 = nb.load(postonpre_t1_fpath)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Visualization and Basic Analysis\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## RobustFOV" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(256, 160, 189)" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-orient to RAS coordinates\n", - "ras_robustfov_pret1 = nb.as_closest_canonical(robustfov_pret1)\n", - "ras_robustfov_pret1_data = ras_robustfov_pret1.get_fdata()\n", - "ras_robustfov_pret1_data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Center slices for image')" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# visualize center slices\n", - "slice_0 = ras_robustfov_pret1_data[128, :, :]\n", - "slice_1 = ras_robustfov_pret1_data[:, 80, :]\n", - "slice_2 = ras_robustfov_pret1_data[:, :, 94]\n", - "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for robust fov pre T1 image\")" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(256, 160, 189)" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-orient to RAS coordinates\n", - "ras_robustfov_postt1 = nb.as_closest_canonical(robustfov_postt1)\n", - "ras_robustfov_postt1_data = ras_robustfov_postt1.get_fdata()\n", - "ras_robustfov_postt1_data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Center slices for robust fov post T1 image')" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# visualize center slices\n", - "slice_0 = ras_robustfov_postt1_data[128, :, :]\n", - "slice_1 = ras_robustfov_postt1_data[:, 80, :]\n", - "slice_2 = ras_robustfov_postt1_data[:, :, 94]\n", - "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for robust fov post T1 image\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## ACPC Detect" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(256, 160, 189)" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-orient to RAS coordinates\n", - "ras_acpc_pret1 = nb.as_closest_canonical(acpc_pret1)\n", - "ras_acpc_pret1_data = ras_acpc_pret1.get_fdata()\n", - "ras_acpc_pret1_data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Center slices for ACPC detect pre T1 image')" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# visualize center slices\n", - "slice_0 = ras_acpc_pret1_data[128, :, :]\n", - "slice_1 = ras_acpc_pret1_data[:, 80, :]\n", - "slice_2 = ras_acpc_pret1_data[:, :, 94]\n", - "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for ACPC detect pre T1 image\")" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(256, 160, 189, 1)" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-orient to RAS coordinates\n", - "ras_acpc_postt1 = nb.as_closest_canonical(acpc_postt1)\n", - "ras_acpc_postt1_data = ras_acpc_postt1.get_fdata()\n", - "ras_acpc_postt1_data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "Invalid shape (1, 189, 160) for image data", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mslice_1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mras_acpc_postt1_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m80\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mslice_2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mras_acpc_postt1_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m94\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 5\u001b[1;33m \u001b[0mshow_slices\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mslice_0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mslice_1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mslice_2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 6\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msuptitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Center slices for ACPC detect post T1 image\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m\u001b[0m in \u001b[0;36mshow_slices\u001b[1;34m(slices)\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mslices\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mslice\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mslices\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0maxes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mslice\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"gray\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morigin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"lower\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0mslice_0\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mras_robustfov_pret1_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m128\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\__init__.py\u001b[0m in \u001b[0;36minner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1597\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0minner\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1598\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mdata\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1599\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msanitize_sequence\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1600\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1601\u001b[0m \u001b[0mbound\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnew_sig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\cbook\\deprecation.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 367\u001b[0m \u001b[1;34mf\"%(removal)s. If any parameter follows {name!r}, they \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 368\u001b[0m f\"should be pass as keyword, not positionally.\")\n\u001b[1;32m--> 369\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 370\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 371\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\cbook\\deprecation.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 367\u001b[0m \u001b[1;34mf\"%(removal)s. If any parameter follows {name!r}, they \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 368\u001b[0m f\"should be pass as keyword, not positionally.\")\n\u001b[1;32m--> 369\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 370\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 371\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py\u001b[0m in \u001b[0;36mimshow\u001b[1;34m(self, X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, shape, filternorm, filterrad, imlim, resample, url, **kwargs)\u001b[0m\n\u001b[0;32m 5677\u001b[0m resample=resample, **kwargs)\n\u001b[0;32m 5678\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5679\u001b[1;33m \u001b[0mim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_data\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5680\u001b[0m \u001b[0mim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_alpha\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malpha\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5681\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mim\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_clip_path\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\image.py\u001b[0m in \u001b[0;36mset_data\u001b[1;34m(self, A)\u001b[0m\n\u001b[0;32m 688\u001b[0m or self._A.ndim == 3 and self._A.shape[-1] in [3, 4]):\n\u001b[0;32m 689\u001b[0m raise TypeError(\"Invalid shape {} for image data\"\n\u001b[1;32m--> 690\u001b[1;33m .format(self._A.shape))\n\u001b[0m\u001b[0;32m 691\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 692\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_A\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mTypeError\u001b[0m: Invalid shape (1, 189, 160) for image data" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# visualize center slices\n", - "slice_0 = ras_acpc_postt1_data[128, :, :]\n", - "slice_1 = ras_acpc_postt1_data[:, 80, :]\n", - "slice_2 = ras_acpc_postt1_data[:, :, 94]\n", - "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for ACPC detect post T1 image\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## First Coregistration Post -> Pre" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(256, 160, 189, 1)" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-orient to RAS coordinates\n", - "ras_postonpre_t1 = nb.as_closest_canonical(postonpre_t1)\n", - "ras_postonpre_t1_data = ras_acpc_postt1.get_fdata()\n", - "ras_postonpre_t1_data.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Seg3D mask of the Post Coregistered to Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Second Coregistration Post -> Freesurfer Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Seg3D mask mapped to Freesurfer Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.6" - }, - "toc-autonumbering": true - }, - "nbformat": 4, - "nbformat_minor": 4 -} From 5c82adb24ef092fe4ff0c63d589f47dad2aaf947 Mon Sep 17 00:00:00 2001 From: dlee0156 <47963020+dlee0156@users.noreply.github.com> Date: Thu, 16 Jul 2020 20:21:40 -0400 Subject: [PATCH 08/25] Delete validation_of_postsurgicalmasking.ipynb --- .../validation_of_postsurgicalmasking.ipynb | 238 ------------------ 1 file changed, 238 deletions(-) delete mode 100644 notebooks/validation_of_postsurgicalmasking.ipynb diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb deleted file mode 100644 index aa69726..0000000 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ /dev/null @@ -1,238 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Determining the Correct Orientation of the Post-Surgical T1 MRI To Feed Into Seg3D\n", - "\n", - "Currently, Seg3D outputs segmentations as `.nrrd` files, which seem to also have a fixed RAS orientation. This is a problem if say we would like to overlay the T1 image of the Post-surgery onto the Pre-surgical T1 MRI.\n", - "\n", - "For example, if there is a left/right flip, then the surgical segmentation is on the wrong hemisphere of the brain. \n", - "\n", - "What our current workflow does is:\n", - "\n", - "0. robustfov: any \"neck\" is cropped out of the T1 MRI field of view\n", - "1. acpcdetect: T1 MRI is acpc aligned and RAS oriented \n", - "2. coregistration: the Post-surgical T1 (acpc, RAS) is coregistered onto the Pre-surgical T1 MRI (acpc, RAS)\n", - "3. Seg3D: the coregistered Post-surgical T1 MRI (acpc, RAS) is annotated and outputs a `.nrrd` file with the image volume mask of the surgical segmentation\n", - "4. coregistration: The coregistered Post-surgical T1 (acpc, RAS) on the pre-surgical T1 MRI is then again coregistered to the FreeSurfer T1 MRI (256^3 LIA orientation, or we can apply whatever process FreeSurfer does. the coregistration here is a hack)\n", - "5. Apply transformation matrix to the seg3d mask to map it correctly to the FreeSurfer space.\n", - "\n", - "Now, the coregistered Post-Surgical T1 from step 4 and the Freesurfer T1 MRI are in the same space and can be overlaid with anatomical masks, white matter masks, etc. \n", - "\n", - "## Validation\n", - "In order to confirm this flow, we currently have Post-Surgical T1 MRI annotated without acpc alignment. It auto orients to RAS. This poses some issues because then the coregistration transformation matrix we apply to get this image to FreeSurfer T1 image is incorrect.\n", - "\n", - "We want to run all the above steps, and do a quick visualization of each: Let us use `la02` as an example." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# load functions\n", - "import nibabel as nb\n", - "import numpy as np\n", - "import sys\n", - "from pathlib import Path\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# define certain functions\n", - "from mne_bids import make_bids_basename\n", - "subject = 'la02'\n", - "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load Data\n", - "\n", - "Load the data from step 0-5." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "### DEFINE FILE PATHS\n", - "# original T1 MRI nifti files\n", - "pret1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='T1w.nii')\n", - "pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / pret1_basename\n", - "\n", - "postt1_basename = make_bids_basename(subject=subject, session='postsurgery', suffix='T1w.nii')\n", - "postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / postt1_basename\n", - "\n", - "# after running robust fov on both of them\n", - "robustfov_pret1_basename = make_bids_basename(subject=subject, session='presurgery', processing='robustfov', suffix='T1w.nii')\n", - "robustfov_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / robustfov_pret1_basename\n", - "\n", - "robustfov_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='inT1', space='RAS', suffix='T1w.nii.gz')\n", - "robustfov_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / robustfov_postt1_basename\n", - "\n", - "# after running acpcdetect on both of them\n", - "acpc_pret1_basename = make_bids_basename(subject=subject, session='presurgery', space='RAS', suffix='T1w.nii')\n", - "acpc_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / acpc_pret1_basename\n", - "\n", - "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii')\n", - "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", - "\n", - "# after coregistration\n", - "postonpre_t1_fpath = ''\n", - "\n", - "# etc.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "# use nibabel and load\n", - "postt1 = nb.load(postt1_fpath)\n", - "pret1 = nb.load(pret1_fpath)\n", - "\n", - "robustfov_pret1 = nb.load(robustfov_pret1_fpath)\n", - "robustfov_postt1 = nb.load(robustfov_postt1_fpath)\n", - "\n", - "acpc_pret1 = nb.load(acpc_pret1_fpath)\n", - "acpc_postt1 = nb.load(acpc_postt1_fpath)\n", - "# etc. fill in\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Visualization and Basic Analysis\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## RobustFOV" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## ACPC Detect" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## First Coregistration Post -> Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Seg3D mask of the Post Coregistered to Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Second Coregistration Post -> Freesurfer Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Seg3D mask mapped to Freesurfer Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.6" - }, - "toc-autonumbering": true - }, - "nbformat": 4, - "nbformat_minor": 4 -} From d80edabef59d32cf1f37c7b8e69256e44ec1a6ff Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Thu, 16 Jul 2020 20:25:38 -0400 Subject: [PATCH 09/25] Add file --- validation_of_postsurgicalmasking.ipynb | 519 ++++++++++++++++++++++++ 1 file changed, 519 insertions(+) create mode 100644 validation_of_postsurgicalmasking.ipynb diff --git a/validation_of_postsurgicalmasking.ipynb b/validation_of_postsurgicalmasking.ipynb new file mode 100644 index 0000000..6c04a38 --- /dev/null +++ b/validation_of_postsurgicalmasking.ipynb @@ -0,0 +1,519 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Determining the Correct Orientation of the Post-Surgical T1 MRI To Feed Into Seg3D\n", + "\n", + "Currently, Seg3D outputs segmentations as `.nrrd` files, which seem to also have a fixed RAS orientation. This is a problem if say we would like to overlay the T1 image of the Post-surgery onto the Pre-surgical T1 MRI.\n", + "\n", + "For example, if there is a left/right flip, then the surgical segmentation is on the wrong hemisphere of the brain. \n", + "\n", + "What our current workflow does is:\n", + "\n", + "0. robustfov: any \"neck\" is cropped out of the T1 MRI field of view\n", + "1. acpcdetect: T1 MRI is acpc aligned and RAS oriented \n", + "2. coregistration: the Post-surgical T1 (acpc, RAS) is coregistered onto the Pre-surgical T1 MRI (acpc, RAS)\n", + "3. Seg3D: the coregistered Post-surgical T1 MRI (acpc, RAS) is annotated and outputs a `.nrrd` file with the image volume mask of the surgical segmentation\n", + "4. coregistration: The coregistered Post-surgical T1 (acpc, RAS) on the pre-surgical T1 MRI is then again coregistered to the FreeSurfer T1 MRI (256^3 LIA orientation, or we can apply whatever process FreeSurfer does. the coregistration here is a hack)\n", + "5. Apply transformation matrix to the seg3d mask to map it correctly to the FreeSurfer space.\n", + "\n", + "Now, the coregistered Post-Surgical T1 from step 4 and the Freesurfer T1 MRI are in the same space and can be overlaid with anatomical masks, white matter masks, etc. \n", + "\n", + "## Validation\n", + "In order to confirm this flow, we currently have Post-Surgical T1 MRI annotated without acpc alignment. It auto orients to RAS. This poses some issues because then the coregistration transformation matrix we apply to get this image to FreeSurfer T1 image is incorrect.\n", + "\n", + "We want to run all the above steps, and do a quick visualization of each: Let us use `la02` as an example." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# load functions\n", + "import nibabel as nb\n", + "import numpy as np\n", + "import sys\n", + "from pathlib import Path\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# define certain functions\n", + "from mne_bids import make_bids_basename\n", + "subject = 'la02'\n", + "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")\n", + "\n", + "def show_slices(slices):\n", + " fig, axes = plt.subplots(1, len(slices))\n", + " for i, slice in enumerate(slices):\n", + " axes[i].imshow(slice.T, cmap=\"gray\", origin=\"lower\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load Data\n", + "\n", + "Load the data from step 0-5." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "### DEFINE FILE PATHS\n", + "# original T1 MRI nifti files\n", + "pret1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='T1w.nii')\n", + "pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / pret1_basename\n", + "\n", + "postt1_basename = make_bids_basename(subject=subject, session='postsurgery', suffix='T1w.nii')\n", + "postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / postt1_basename\n", + "\n", + "# after running robust fov on both of them\n", + "robustfov_pret1_basename = make_bids_basename(subject=subject, session='presurgery', processing='robustfov', suffix='T1w.nii')\n", + "robustfov_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / robustfov_pret1_basename\n", + "\n", + "robustfov_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='inT1', space='RAS', suffix='T1w.nii.gz')\n", + "robustfov_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / robustfov_postt1_basename\n", + "\n", + "# after running acpcdetect on both of them\n", + "acpc_pret1_basename = make_bids_basename(subject=subject, session='presurgery', space='RAS', suffix='T1w.nii')\n", + "acpc_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / acpc_pret1_basename\n", + "\n", + "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii')\n", + "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", + "\n", + "# after coregistration\n", + "postonpre_t1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='CT.nii')\n", + "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'ct' / postonpre_t1_basename\n", + "\n", + "# etc.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# use nibabel and load\n", + "postt1 = nb.load(postt1_fpath)\n", + "pret1 = nb.load(pret1_fpath)\n", + "\n", + "robustfov_pret1 = nb.load(robustfov_pret1_fpath)\n", + "robustfov_postt1 = nb.load(robustfov_postt1_fpath)\n", + "\n", + "acpc_pret1 = nb.load(acpc_pret1_fpath)\n", + "acpc_postt1 = nb.load(acpc_postt1_fpath)\n", + "\n", + "postonpre_t1 = nb.load(postonpre_t1_fpath)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualization and Basic Analysis\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RobustFOV" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_robustfov_pret1 = nb.as_closest_canonical(robustfov_pret1)\n", + "ras_robustfov_pret1_data = ras_robustfov_pret1.get_fdata()\n", + "ras_robustfov_pret1_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for image')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_robustfov_pret1_data[128, :, :]\n", + "slice_1 = ras_robustfov_pret1_data[:, 80, :]\n", + "slice_2 = ras_robustfov_pret1_data[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for robust fov pre T1 image\")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_robustfov_postt1 = nb.as_closest_canonical(robustfov_postt1)\n", + "ras_robustfov_postt1_data = ras_robustfov_postt1.get_fdata()\n", + "ras_robustfov_postt1_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for robust fov post T1 image')" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_robustfov_postt1_data[128, :, :]\n", + "slice_1 = ras_robustfov_postt1_data[:, 80, :]\n", + "slice_2 = ras_robustfov_postt1_data[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for robust fov post T1 image\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ACPC Detect" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_acpc_pret1 = nb.as_closest_canonical(acpc_pret1)\n", + "ras_acpc_pret1_data = ras_acpc_pret1.get_fdata()\n", + "ras_acpc_pret1_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for ACPC detect pre T1 image')" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_acpc_pret1_data[128, :, :]\n", + "slice_1 = ras_acpc_pret1_data[:, 80, :]\n", + "slice_2 = ras_acpc_pret1_data[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for ACPC detect pre T1 image\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_acpc_postt1 = nb.as_closest_canonical(acpc_postt1)\n", + "ras_acpc_postt1_data = ras_acpc_postt1.get_fdata()\n", + "ras_acpc_postt1_data_squeezed = np.squeeze(ras_acpc_postt1_data, axis=3)\n", + "ras_acpc_postt1_data_squeezed.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for ACPC detect post T1 image')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_acpc_postt1_data_squeezed[128, :, :]\n", + "slice_1 = ras_acpc_postt1_data_squeezed[:, 80, :]\n", + "slice_2 = ras_acpc_postt1_data_squeezed[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for ACPC detect post T1 image\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## First Coregistration Post -> Pre" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_postonpre_t1 = nb.as_closest_canonical(postonpre_t1)\n", + "ras_postonpre_t1_data = ras_acpc_postt1.get_fdata()\n", + "ras_postonpre_t1_data_squeezed = np.squeeze(ras_postonpre_t1_data, axis = 3)\n", + "ras_postonpre_t1_data_squeezed.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for first coregistration image')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_postonpre_t1_data_squeezed[128, :, :]\n", + "slice_1 = ras_postonpre_t1_data_squeezed[:, 80, :]\n", + "slice_2 = ras_postonpre_t1_data_squeezed[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for first coregistration image\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seg3D mask of the Post Coregistered to Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Second Coregistration Post -> Freesurfer Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seg3D mask mapped to Freesurfer Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + }, + "toc-autonumbering": true + }, + "nbformat": 4, + "nbformat_minor": 4 +} From e3bcab7af3550d603e5f25fe0fd084507a5ac1cf Mon Sep 17 00:00:00 2001 From: dlee0156 <47963020+dlee0156@users.noreply.github.com> Date: Thu, 16 Jul 2020 20:28:27 -0400 Subject: [PATCH 10/25] Add files via upload --- .../validation_of_postsurgicalmasking.ipynb | 519 ++++++++++++++++++ 1 file changed, 519 insertions(+) create mode 100644 notebooks/validation_of_postsurgicalmasking.ipynb diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb new file mode 100644 index 0000000..6c04a38 --- /dev/null +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -0,0 +1,519 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Determining the Correct Orientation of the Post-Surgical T1 MRI To Feed Into Seg3D\n", + "\n", + "Currently, Seg3D outputs segmentations as `.nrrd` files, which seem to also have a fixed RAS orientation. This is a problem if say we would like to overlay the T1 image of the Post-surgery onto the Pre-surgical T1 MRI.\n", + "\n", + "For example, if there is a left/right flip, then the surgical segmentation is on the wrong hemisphere of the brain. \n", + "\n", + "What our current workflow does is:\n", + "\n", + "0. robustfov: any \"neck\" is cropped out of the T1 MRI field of view\n", + "1. acpcdetect: T1 MRI is acpc aligned and RAS oriented \n", + "2. coregistration: the Post-surgical T1 (acpc, RAS) is coregistered onto the Pre-surgical T1 MRI (acpc, RAS)\n", + "3. Seg3D: the coregistered Post-surgical T1 MRI (acpc, RAS) is annotated and outputs a `.nrrd` file with the image volume mask of the surgical segmentation\n", + "4. coregistration: The coregistered Post-surgical T1 (acpc, RAS) on the pre-surgical T1 MRI is then again coregistered to the FreeSurfer T1 MRI (256^3 LIA orientation, or we can apply whatever process FreeSurfer does. the coregistration here is a hack)\n", + "5. Apply transformation matrix to the seg3d mask to map it correctly to the FreeSurfer space.\n", + "\n", + "Now, the coregistered Post-Surgical T1 from step 4 and the Freesurfer T1 MRI are in the same space and can be overlaid with anatomical masks, white matter masks, etc. \n", + "\n", + "## Validation\n", + "In order to confirm this flow, we currently have Post-Surgical T1 MRI annotated without acpc alignment. It auto orients to RAS. This poses some issues because then the coregistration transformation matrix we apply to get this image to FreeSurfer T1 image is incorrect.\n", + "\n", + "We want to run all the above steps, and do a quick visualization of each: Let us use `la02` as an example." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# load functions\n", + "import nibabel as nb\n", + "import numpy as np\n", + "import sys\n", + "from pathlib import Path\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# define certain functions\n", + "from mne_bids import make_bids_basename\n", + "subject = 'la02'\n", + "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")\n", + "\n", + "def show_slices(slices):\n", + " fig, axes = plt.subplots(1, len(slices))\n", + " for i, slice in enumerate(slices):\n", + " axes[i].imshow(slice.T, cmap=\"gray\", origin=\"lower\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load Data\n", + "\n", + "Load the data from step 0-5." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "### DEFINE FILE PATHS\n", + "# original T1 MRI nifti files\n", + "pret1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='T1w.nii')\n", + "pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / pret1_basename\n", + "\n", + "postt1_basename = make_bids_basename(subject=subject, session='postsurgery', suffix='T1w.nii')\n", + "postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / postt1_basename\n", + "\n", + "# after running robust fov on both of them\n", + "robustfov_pret1_basename = make_bids_basename(subject=subject, session='presurgery', processing='robustfov', suffix='T1w.nii')\n", + "robustfov_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / robustfov_pret1_basename\n", + "\n", + "robustfov_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='inT1', space='RAS', suffix='T1w.nii.gz')\n", + "robustfov_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / robustfov_postt1_basename\n", + "\n", + "# after running acpcdetect on both of them\n", + "acpc_pret1_basename = make_bids_basename(subject=subject, session='presurgery', space='RAS', suffix='T1w.nii')\n", + "acpc_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / acpc_pret1_basename\n", + "\n", + "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii')\n", + "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", + "\n", + "# after coregistration\n", + "postonpre_t1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='CT.nii')\n", + "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'ct' / postonpre_t1_basename\n", + "\n", + "# etc.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# use nibabel and load\n", + "postt1 = nb.load(postt1_fpath)\n", + "pret1 = nb.load(pret1_fpath)\n", + "\n", + "robustfov_pret1 = nb.load(robustfov_pret1_fpath)\n", + "robustfov_postt1 = nb.load(robustfov_postt1_fpath)\n", + "\n", + "acpc_pret1 = nb.load(acpc_pret1_fpath)\n", + "acpc_postt1 = nb.load(acpc_postt1_fpath)\n", + "\n", + "postonpre_t1 = nb.load(postonpre_t1_fpath)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualization and Basic Analysis\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RobustFOV" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_robustfov_pret1 = nb.as_closest_canonical(robustfov_pret1)\n", + "ras_robustfov_pret1_data = ras_robustfov_pret1.get_fdata()\n", + "ras_robustfov_pret1_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for image')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAADjCAYAAAB+QFQfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9eZhdVZX+/zl3rjvXXJVUVWpIZSyqwpSEQJgkCQjdIIOiCC22YLcijl/tpmmFtm0bW2hF9AEFxZ8oKIMISENsBEEgEMlAIAkZa57r1q07z+f3R9XanIoIth3aWOz3eeqpO57p7rP2Wu9619qGaZpoaGhoaMwt2P7cB6ChoaGhcfihjbuGhobGHIQ27hoaGhpzENq4a2hoaMxBaOOuoaGhMQehjbuGhobGHIQ27hp/0TAMo9kwDNMwDMfM8/8yDONv/g/3//eGYYwYhpEwDKPyMGzvVcMwTj0Mh6bxDoehde7vXBiG8QHgM8ASIA5sA75imuZv/5fbvQ5YaJrmB//XB/nW+2oGDgJO0zQLb/f+Dtm3E4gBq03T3P5/uW8NjbeC9tzfoTAM4zPAN4B/A2qBJuA7wLl/zuMCEC/8LwC1gAd49X/6RWMa+v7TePtgmqb+e4f9ASEgAVz0Jp+xAf8A7AcmgJ8BFTPvNQMm8DdALzAO/NPMe2cCOSA/s4/tln3eAQwBA8C/AvaZ9z4EPAv8JxAB/vUNjmcl8DumPeUR4KZDjsUx8/wp4COW710B7GI6MtkJHDPz+jzgfmCMac//6rfa1yHHswhIzuw7Afx65vU1wGZgaub/Gst3ngK+MnOuaaajm0O32w2cMfP4OuBe4K6Z498xs99/BEaBPmC95buXW871APDRQ7b9+ZnrPwh8ZObYF8685wa+PvN7jgC3AmV/7rGq//70vz/7Aei/P8OPPm2AC2IQ/8BnPgVsAhpmbvzbgLtn3hOD+j2gDOgCssDSmfevA+46ZHsPzmzDB9QAL4rxmTHuBeATgOONjArwPHDpzGM/01TImxp34CKmJ5LjAQNYCCxgeuJ6Cfgi4AJaZ4zhhjfb1xsc06H7rgAmgUtnzuP9M88rLcfWCyyfed/5BtvsZrZxzwAbZj7//zE9Ef0T4GR64jpo+e7ZQNvMuZ4CpHh9MjsTGJ7Ztxf4EbON+zeAh2bOIQA8DHz1zz1W9d//4j7/cx+A/vsz/OhwCTD8Fp/ZBbzL8ryeaW/cYTFqDZb3XwQunnk8y7gzTV9krUZ7xvA9OfP4Q0DvWxzP08D1QNUhr7+ZcX8c+OQbbGvVoftj2hv+wZvt6w22c+i+LwVePOQzzwMfshzbv7zFNg817r+yvPdXTEcJEvEEZvYf/gPbelDOH/i+1VgzPdGZM/8NpqOQNsv7J1gnDv33l/enOb93JiaAqrfgthcAPzcMI2oYRpRpY19k2lALhi2PU0x7uX9oW05gyLK925j24AV9b3HMf8s0JbHbMIzNhmGc8xafB2hkmlZ6o+OZJ8cyczzX8Pq5/Sn7gmmqp+eQ13qA+Zbnb3Weh2LE8jgNjJumWbQ8h5nrbhjGWYZhbDIMIzJzTu8GqizHZt239XE10978S5br8djM6xp/ofhLSVxpHF48z3S4fx5w3x/4TB/wYdM0nz30jRmFypvhUAlWH9Oee5X5hxUtbyrbMk1zL/D+mSTk+cB9f4T0sI9pmuKNXj9ommb7/2Rfpmkm32J/g0xPHFY0MW0o1ebfYht/EgzDcDOdQ7gM+IVpmnnDMB5k2iuHaa69wfKVRsvjcaYniuWmaQ68Hcen8X8P7bm/A2Ga5hTTfPO3DcM4zzAMr2EYzhnP72szH7sV+IphGAsADMOoNgzjj1XSjADNogYxTXMI2AjcaBhG0DAMm2EYbYZhnPLHHrNhGB80DKPaNM0SEJ15ufhm3wFuBz5nGMaxM+qUhTPn8yIQMwzjC4ZhlBmGYTcMo8MwjOP/F/sCeBRYZBjGBwzDcBiG8T5gGfDIH3ue/wu4mM6NjAEFwzDOAtZb3v8ZcLlhGEsNw/Ay/fsDMHOe3wP+0zCMGgDDMOYbhrHh/+C4Nd4maOP+DoVpmjcxrXG/lmmD0AdcxTRPC/BNphNsGw3DiDOdXF31R27+3pn/E4ZhbJl5fBnTBmgn00nG+5jm8f9YnAm8ahhGYubYLjZNM/NmXzBN816m1Sk/YVpB8iDTip8i0/z1CqYTlONMTwShP3VfM/ubAM4BPss09fV54BzTNMf/B+f5J8E0zThwNdNGfBL4ANO/n7z/X8DNwJPAPqajN5iOqAC+MPP6JsMwYsB/A4vf7uPWePugi5g0NN6BMAxjKfAK4H4TqkzjLxjac9fQeIfAMIz3GIbhMgyjHLgBeFgb9rkLbdw1NN45+CjTFNx+pnMIf//nPRyNtxOaltHQ0NCYg9Ceu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchOPPfQAAhmGYhmEAYJqmet1mm557SqWSfE79P/RzpVIJwzDUZy3bVp83TXPWc+vr1u3bbDbsdjvBYBCHw4HL5VLfMwwDu91ONpvFZrNRLBYZHx8nn8+rY3ij47Duz3oepVIJm82mHst7h14L6/vWbRz62UNfP3T/NptNnbNpmtjt9lnPgXHTNKv/0G+loaHxl4EjxbjjcrkoFAo4nU7y+TwOx/ShORwOPB4PsVgMp9NJqVSiVCrhdDrJZDJqG3a7HZfLRS6Xw263/96EIM8dDgemaeJwONR2bDYb+Xwep9PJZZddxpIlS1i4cCFutxvTNGlsbCSfz/Paa6+xfv16HA4HExMTuFwu8vk8Bw4c4OWXX2ZiYgKAnp4eNm/eTH9/P4VCgampKcLhMNFoVO1XJgbZhmEYOBwO7HY7NpsNp9NJMpnEbrcDkMvl8Hg85HI5NdmUSiVloIvFImVlZeTzeWWoc7mc2iZAsVjE4XDgcDhIp9N4vV5yuRyGYVAoFMjn8wA9/xe/uYaGxtsLw+od/tkOwjBMm82Gx+OhUChQLBaVgTNNUxnCXC5HIBAAIJFIYLfbcTgc6nOpVAqbzaa+m8vlZn3fbrdTKBSU9x0IBKisrOS0005j9erVOJ1Ojj/+eBYuXEixWCQWi3HgwAG2bt3Kli1bSKfTJBIJ2tvbCQQCVFRU0Nrayrp16xgaGmJ0dJTh4WFyuRzz589ncnKSaDTK4OAgQ0ND/PznP2dwcJBsNkuhUMBms+Fyuchms8qoZ7NZNSE5nU6cTiepVEoZaGCWh2+aJm63m2w2q94PBALE43Hcbjc2m41MJkNZWRmpVAqXy4XT6SSdTuP3+9Vr8XhcPPeXTNM87v/sx9fQ0HhbcMQYd5fLhcPhoFAoKIpBjJgYasMwCAQCuFwuRkdHcbvdlJWVzfLqYdqLNwyDYrFIsVhUj+Uzfr8fh8PB2WefzTHHHENNTQ1r1qyhqqpKRQCbN2/mq1/9KplMhqGhIUZGRpg/fz4+n49kMonH48E0TRKJBJ/85CcpLy/nqKOOAqCtrY1MJkNPTw/5fJ6xsTEymQwjIyNcddVVlJWVMTU1hcfjwTAMZexN01Tb93q9ygu32+0qmjFNk0KhAIDf7yeZTAKvRyTFYhG3243T6SSbzYo3jtfrJZ1O43a7KRQKFAoF3G632q7NZiORSIA27hoacwJHjHEXGsbtdlMqlSgWixQKBeXRlpWVKWNVKBTweDzKG3e73aRSKTU5iJcrk4LdblfbOe+88zjllFMA6OrqoqqqiqamJjZt2sRvfvMbHn/8cbLZLIsWLSKbzeL1ehkdHWV0dJRoNAqAz+cjGAwSi8VoaWmhqamJSCRCNBqlp6eH5uZm3vOe93D22WdTWVmpzvPgwYPs2bOHeDzOP//zPzMwMIDT6SSRSCgaKpfL4ff7icfjOJ3OWVSVvB4IBMjn8+RyuVkTn0yGcq6AomwkLyGUUKlUIp/PK6rHMAyZCLRx19CYAzgijLvNZjOdTid2u51MJqO8UEn+OZ1OXC7XrORnNpud5Y0fSrsYhoHX61W0Q1dXFx0dHaxevZo1a9awefNmPvjBDwKwZ88ePvGJT9Db28tJJ51EIBAgEonw7LPP4vf7SSQSBINBstksNTU1BINB+vv78fl8RKNRkskkTU1N1NXVKTokEonQ3t7OsmXLeM973kNTUxMAv/3tb/F6vTz33HPcf//9vPrqq6RSKQAKhYIywDCdL3C73cpYx+NxSqUSLpcLu91OOp1WxlsmNqGlJIHqcrnUdcpkMuoa+v1+8vk8LpdL7T+Xy4E27hoacwJHjHEXT9PhcChjVSwWlXEHSKfTKiFZXl7O5OSkfF8ZwmKxCKC8UYfDwamnnsqFF17IypUryeVytLW1EQ6H+eEPf8gTTzxBLBajq6uLHTt2MDQ0RCAQoKysTCVEe3t7CYfD+Hw+JicnmTdvHtFoVFEc5eXlVFVVUSwW2bZtG6FQCI/HQ1dXF4lEgsbGRg4cOMCaNWv4whe+AEBvby+xWIyysjL+4z/+gxdeeIH9+/crfl3oJOHdhV6RSc/63G63q/OVCEcS1DabTdEvpVKJsrIyNRGm02k8Hg/JZFLx/WjjrqExJ3BEqGXg9cSg0CqiJDFNk2w2SyAQmJVEjMVi+P1+xVWbpkkmk1EGzu12U1lZSVNTEx/72Mfw+Xzk83mOPfZYvvOd7/C9732PhQsXUldXx8svv8zw8DCZTIaWlhay2SyRSIRcLkcqlSKZTFJXV0cikaCmpobx8XE8Ho/iyqPRKLlcTtFHfr+fTCZDMpkkHo9z1113UVVVxeLFi1m7di35fJ5///d/59RTTyUWi/G5z32OgYEBBgcH+dnPfsZDDz1EWVmZ8uCLxaJKuno8HjKZjLpO1j/JLTgcDkXZWL31UqlEOp0GXp8QZQKxJmQ1NDT+8nFEGPdDteFisDOZDD6fT9E1InEUCqJQKMwySkJDZLNZQqEQf/3Xf82KFStYvnw5sViMFStWsGfPHr7//e/T3NzMwoULeeGFF5g3bx4vvfQSgUBAJWpHR0cplUqMjIyo7bvdbhoaGqisrCSbzZJIJCgvL2dqagrDMIhGoyQSCcrKyjAMg2QySTabxe124/F42LhxI2eeeSaGYXDzzTeTyWRYtWoVCxcuxOPxEAgEWLduHT6fj/vuu09RKuKVezweFb1IklWug3DnkmMQz1/4ebm+Et3IhCG0j8vlUoZfQ0PjLx9HDC0jNEypVFL6a6EjysrKlA5bPHNReWQyGeXNOp1OQqEQV199NQsWLKCjo4OBgQEaGhro6Ojg8ccf57rrrmP9+vVs3LhRSQX37t1LbW0to6OjpNNpUqkUa9euxev1UllZSVlZGel0mnw+T3l5OeFwmGw2y65du6ipqWHp0qXk83kqKip49tln6e7uZmxsjHg8rhKqLpeLU089lVdffZW9e/eyaNEi6uvrSaVSGIbBueeey3nnncczzzxDLBYD4Ic//CG/+tWvyGazOBwOUqkUZWVlioaxFjVZIx9rkZfkL+TamaZJWVkZ8Xgcl8sFoOSWM5OrpmU0NOYAjoj2A6ZpqsIch8OhPHnhifP5vNKEiyECVKJQDJ14+4sXLyYcDtPY2EhlZSUdHR088cQT3HDDDVx00UX89Kc/pb6+nuHhYSYmJvD7/UxMTBCJRKiqqmLt2rUcc8wxhMNhYDqS8Pl8uN1utV/R2dvtdgYHB9m7dy8vvPAC7e3tnHPOOSxcuFBtU6Sbxx57LIsWLaKzs5PBwUFee+016uvr6evr46tf/SoPPvggJ554otLfX3LJJTQ0NKg8QjgcVlJISbxKlCPVp/l8Xqlg5P1SqURFRQXFYhGfz0cqlVIRUalUUuehoaExd3BEeO6GYZiSNLUaKqmcFANklTZaK01TqZQq3HniiSeoq6ujp6eHdevWASjN+oUXXsi//Mu/YLfblTcuRrK6uprGxkaCwSBut5sFCxYwMDCgqkSF+xdPvlAoqKKpcDhMKpVSMkafz8dTTz3FySefzODgIHfccQc1NTWYpsmJJ55IZ2cnoVAIgKGhIR544AFWr16Ny+WiqqqKT3ziE1RXV/PII4+QzWa5/PLLFWUlEYpIJK2VqzabbZZiRrx46/tCW0m0IxGTbBvtuWtozAkcMcZdeF8p0BGvXKpLxRM9tHeKKGrsdjunnHIKF198MUcddRQdHR3Y7XaeeuopbrrpJk444QS+/e1v4/P5AFi8eDEvvfQSNTU1LF68mHnz5qmkpKhYUqmUkj329vYqSmTRokVK7hgKhSgvLycejytaqVQqqe95PB6OP/54UqkUzzzzDL/+9a8pFAosWbKEdevW0dnZSSKRIJfLcfvtt7Nq1Sp2797NNddcw+mnn86TTz4JwLe+9S1++ctfqusjfLy1tYC8LhOAJFGdTqfi3B0Oh0rOWumcXC6njbuGxhzCEUHLAMqIA3g8nlnNwCQBmEqlVBJRkozpdFr1UFm7di2tra10dXVht9t57LHHlGHfvHkzVVVVlJWV4XK52LZtG0uXLmXx4sVUVFRQUVGhCoM8Hg9DQ0PYbDZF20g1qM1mY3R0lEKhQCaTYWJignw+TywWIxqNEggE8Pl8GIZBXV0dhmHw8ssvs3//fs444ww6Ojrw+/1Eo1H++7//m+9+97skEgmi0ShnnXUWzz77LOvWrePqq6/mF7/4BdXV1SSTST796U//njRUaChrsZdMMMLT22w21Ucmm80Sj8dxOByUlZWp6EiKnDQ0NOYOjhjP3efzKY5YuHdRc2SzWeWJikrE5/Mp42az2fjbv/1bjjnmGI455hi6uroAuPzyy+no6GBsbIwnnniC6upqJicnyWQyLF26FL/fT01NDZFIhLGxMfL5PNXV1WSzWdrb2+nr65PCHoaHh0mn00rD7vF4SCQSuFwuSqUStbW1DAwM4PF4qK6uVvSOaZrE43HlnZeXl9PQ0EBPTw8///nPmZycxO/309bWxvnnn8+BAweIx+PU1NSQy+U46qij6Onp4YQTTuDAgQN84QtfUBSLaN2leAtQlIxMBKZp4vF48Pl8ZLNZlTg1DAOfz0cmk1He/YxaRnvuGhpzAEeMFBJQNEyhUFB9UA7t4ii9U0QCKRTIypUrcbvd/PKXvwRgcHCQ1atX09PTw09/+lMWL17MyMiI4sRbW1vJ5XK43W7i8TgrV65UlEY4HOaVV14hn88TDAYZGRlR/WCki2NLSws7d+4EoKGhgXg8Tm1tLdFolHg8zq5duzjmmGPYt28f1dXVTE1NUSwWeeWVV/D7/dTX1/PJT34Sm83G008/zY4dO7j11lvx+/2sXr0ar9fL7373O1pbW1myZAnHHnssY2NjXH311dx+++1MTEwoL97abEzaC4h3n8vlZiWkpSpVchnSrM3aYVNDQ+MvH0dELC4KEPEiC4WCMkRCxUgiVXhkMWZerxen00lZWRnBYJAVK1aoZmLRaJRNmzbhcDhIJpPs2bOH5cuXc+KJJ6peLtlsVtE1pmkyNTXFyMgIuVyOqqoqCoUCgUBAtTGIRCKqx41Uj6bTaSXRLC8vx2azUV5ernT6U1NTjI6OkslkcLvd+P1+YrEYe/bsYe/evZxyyim8733vY//+/cRiMTZt2sSSJUu46KKLiEajfPe73+W5556jvb2d2tpaTjvtNNVnXiSjkiSW84JplY88j8Vi5PN5isWius6ZTEZ12vxDfeA1NDT+MnFEGHfDMBRvLvyv6NjFaAq/bk24+nw+EokE119/PaVSiXA4zLvf/W4efPBB9uzZw69//WvS6TStra0MDw9z1VVXUV9frwyhVLA2NTXhcDgYGhpSnR5ra2uJx+NEIhEKhYJKnjocDiorKxkdHVVUSy6Xo6Ghgfnz55NKpZR6JxQKzero6PV6cblc2Gw2IpEI+/bto6enh/3799Pd3c0tt9xCfX0927dv57Of/Sz33Xcf8+fPZ8OGDTz77LPY7Xa6urpYt24dzc3Nqp2AyEBzudwsFY3ISIWikQSsNGWTVgbj4+NK866hoTE3cEQYd0D1NhFKQVZDkgSqGEgx+ACpVIrTTz+d2tpampubVeFOd3c3ZWVlRKNRysvLeeWVVxRnHQ6HsdlsBAIBgsGgMmqiGpEeNYODg2rSCYfDs3hrUe+UlZWpgqBsNqu4a+k5L1GG1+uloqJCVbVOTEzgcDioqqqipqaGAwcOUFFRwVNPPcXFF1/MRz7yEbLZLFu3bmVsbIxHH32Uuro6vv71r7NkyRKqq6u58MILqa2tndV+QdQ+0gZYKlStDcSEopFipmKxiN/v/72VozQ0NP6ycUQkVO12uym6c0kAiqcuBl3aD0gfcqEcHnvsMfL5PKFQiJUrV/LlL3+ZxsZGbrzxRo466igOHjwIQEtLCwsWLGDevHmMjIwo6sTr9dLX10ckEsHhcBCLxSgWi0xNTdHQ0EBvby81NTWkUim1IlRdXZ0q5Y9EIjidTubNm6e6SQotFAgE6OnpmcXtCz8uDchisRg+nw+n00lLSwvxeJxkMslpp53G1q1bue222zj66KOpqalhyZIl7N69m5tvvllJKv/u7/5uVl2AwFqpKs3BpFYAUDSXTGCS60AnVDU05gTe0nM3DOP7hmGMGobxiuW16wzDGDAMY9vM37st7/2jYRj7DMN4zTCMDX/MQZimqToUWvXb1j+Xy4Xf71c0hN1u59ZbbyWXy7FixQpWrlypSvmvvfZaGhoa+M1vfsO+fftYsGABra2tlJWV8dprr80qitqxY4dKTqbTaSYmJhgbG8M0TdVMLBqN4nQ68Xq9rFixghUrVtDZ2cnw8DBVVVV4PB4mJiZUgzObzUYwGGR0dJTa2lpFn3i9XtVud/HixaolgKhoent7FTW0detWtm3bxp133smWLVs4ePAgW7duZfHixVxyySWsXbuWVCrFhRdeqKiYbDar6BjpPyP9d+x2O16vV/Xlcbvdquq2urpaSyE1NOYY/pg7+k7gzDd4/T9N01wx8/cogGEYy4CLgeUz3/mOYRhvWdcu7Qfg9SSgyCGFLxYFjdAQ4XCYxYsX09bWxvDwMDDdi8Xn87F8+XJCoRD5fJ66ujqCwaDaj8PhwO12EwqFiEQiisaQplnC8Q8PDyuvF2YreXK5HIlEQiUnpWJUesIITSKFUPPmzcPv9+PxeFQCWFooOJ1OJa0UY5/NZunu7mbJkiW89tprLFiwQKlsdu7cyYIFC5RO/6STTiIYDKoktPSRkaSzzWZTendrkzVJCksCWxt3DY25hbeUQpqm+bRhGM1/5PbOBe4xTTMLHDQMYx+wEnj+rb54qKQvmUwqWZ8YJatxXrRoET09PbS0tNDW1sZFF11EKBTi0Ucf5cwzz2TLli10dnYyf/581blRkrVlZWX09vaqtrzDw8OzuiqWSiVaW1uZnJzEMAyCwSDxeBy73U4ikcDr9ZLJZNSSf+FwWLX6FW27FFcJ5y7qH6mQFYj3LEog4fN9Ph+7d++mVCpx5ZVXUigUuOGGG2hubmbfvn3kcjkuvvhipRSSyUn2D68viC0TplTPSgJWjlOS1IcbhmGYMsHIPmdenyXdPFSpY11VSt4TisnaLE1eP/R71ufWRV+sOPS59NmR45XITorCZMlD677lv3X7hx67XGd5bK0MPnR7b3Sch8LansO6wpZ1gRb5b70OxWJx3DTN6jfduMacwv9G536VYRiXAb8DPmua5iQwH9hk+Uz/zGtvCSsvLQP/0AU8xECk02mOP/54GhoaVI8Wp9PJKaecwl133cWePXuIRCKqrUChUCCZTCqDLNWmMmnE43FVySnSxkgkorzsXC5HsVikrKwMmL4JY7EYoVBIrZAUDAbJ5/Mkk0kqKiqUPDGRSNDS0sLk5KSiT8TTr6ysVKof6Ubp9XqJxWLMnz+fcDjM+Pg4pVKJ448/nlwuh8/nY2Jigvb2dm644Qa++c1vctJJJ/H4448rT9zaOlmiIFHNSA5DDJasrfp2NQ6ztimW6ESMnxyn9bpK8tzn86njlUnfajQl+S7GUiSf1lWnANWHSBRC1jUDnE4nVVVVOBwOWlpaWL9+PUuWLFFrBeRyOSorK5mYmGBgYICpqSnuvfdehoeHmZqaolAoKJpQ8hYyOVuLzIRmlMlCINXB1oldahBk2/JYGuvJGJLfTNYVELmuCBKsi6rPHEfP2/IDaxyx+KMSqjOe+yOmaXbMPK8FxgET+DJQb5rmhw3D+DbwvGmad8187g7gUdM073+DbV4JXDnz9FjxyIXmkBsYUPJB0XSfeeaZfOlLXyISiXDaaacB8LWvfY2f/OQnrF27lscee4zjjjuO5cuXk8lkiMfj7N+/H5fLRVtbG319fRSLRbXQ9djYmEraSjMtUaKEQiF8Ph/Dw8OEQiGqq6tVcdXY2JjynOfPn8/Y2Bh+v5/h4WEMw6CiooLGxkZefPFFvF4vXq+X/fv3K8pIqiS1hOsAACAASURBVG59Pp8yDNIeQJYIdDgcBINBcrkcS5cu5dOf/jTNzc0Ui0XOOussvF4vTU1NPPjgg/zqV7/6Pc9Nrl06nVbUl9vtVglW6wQwQxUdtoSqzWYz5Vq53W6i0agyRpKHkGMTIywtnrPZrKKYnE7nrAXArTUKkhSWfvRvtGasUHx2u51sNktHRwdf/OIXede73sXY2BiVlZUYhsELL7xAPB5nZGSEbdu2sX37dnK5HB0dHSxbtowPf/jDuFwukskkiUSC22+/nc2bN7N582acTifJZPL3POtDF5Sx0mCSlAdUYzrpty+GWca85GYkwvV6vbO6olrzVDKByUItMxOkTpS/w/Anee6maaoVLAzD+B7wyMzTfqDR8tEGYPAPbOO7wHfh9WX2hF+3hsDWnili4JcvX87k5CQtLS2Mjo7yqU99isHBQXbv3o3D4aCrqwun08n4+Dijo6MEAgGqq6sJhUIUCgUaGxtJJpMkk8lZypmxsTGlVff7/YyPj5PNZgkGg1RXVyvDOTo6SlNTE5WVlaRSKRYsWKAKg8T7lpt0y5Yt6kZOpVLqHKWlQjabJZlMqjYGVVVVqg9MWVkZoVCIiooKDMNQ+vdbb72VVatWcd9993H66adTKpXo7Ozk6aefplAozPIOJdKx5gxkApHEMqj1U98WiKGW/Qutlc/nFSUlkZlEReIRi8cqE5HH48HhcDA5OakmLhkz1shAcg25XA6v14vdbuff//3fWbNmDR0dHYyMjPD4449zxx13kE6nCYfDKpcii66IhPW5556jt7eXF198keHhYQqFAp/73Of4/Oc/Ty6XU07C3Xffzb/+678qKkx+B8l5GIahFniRLqKyehigpLgyEYgXL43dZD1f67q54v37/X6y2Sx+v5/JyUk16Yk8V6+09c7Dn5RFMwyj3vL0PYAoaR4CLjYMw20YRgvQDrz4R2xPDWprDxlAJTCt64E2NDRgGAZjY2P09PTg9XrZtWsX7e3t9PT0UF5eTjqdZs+ePcqIyLbi8Tjj4+PKKxaNdzQaVYuE+P1+tThHsVgkFospr880TUWnSMJVGnXJe+KpikcZi8WUJyULU8fjcSYnJ+nt7eXgwYPs27eP/v5+hoaGFAVUV1enmn3JJFIqlbjggguYmJigvr5eyTlXrVqlDJp8X1oOBAKBWZ6c0ELW9WrFgzzcECMlhlg8cKHYhL6QRLYUmEm+QorbkskkuVxOSUX9fr9aTUqS7RLtyXgShdOll17Kli1buPLKK1m4cCGf/OQnWb9+PT/4wQ+UJPSkk05i6dKllJeXk8vlqKioUGvllpWV0dTUpPr9eDwefvrTn3LRRRfxb//2b8A0/XPssceyadMmLrzwQtXzKBQKqd9QkvCyclcwGFSRoSx6Lgl8t9uN2+3G5XKpjqMSqYgjIDSgRA3FYpFoNDrrM+LQaLzz8Ja0jGEYdwOnAlXACPClmecrmKZluoGPmqY5NPP5fwI+DBSAT5mm+V9vdRA2m82Um1Fu5kOTTW63m3Q6TTAY5KmnniKfz3Pcccdx0003UV5ezi233MKqVat44IEHOP744xkdHaWrq4uamhp2797NunXriMViPPfcc8o4SNguDbVEhVNRUcHw8LDqBjk5OanWZc1kMjQ3NytDksvlWLRoEQcOHCAUCqn2Aj09PVRVVTE4OKjaJwi9UywWGRwcpKKigqmpKcrLy7Hb7UxOTqp1TmWxkK6uLrZu3aqiFqFWvv/971NXV0ehUOD8889n3bp13HvvvfzoRz/6PVpCwnrxnKWlgkx8knCemQQPW/jucDhMr9dLMplUnrj0tJEGZzNjZhadZF3cWyYga14gn88rGkeSyS6XS3m1Ml5uu+02NmzYgMfj4cknn+Rb3/oWxWKRtrY2Nbn19fWxe/dupY5qamrixBNPJJlMsmrVKl5++WWi0SgbN27E6XSyePFi3G43zc3NRKNRBgcHWbp0KalUikQiwX/+539SV1eHx+Ph3nvv5Ytf/KKqcpZkfiQSwePxqBW1JOLwer1MTU2pSU/ORSIBOXcZA1L7YV1tSygruXYSBWta5p2HI6KIyWazmaImEbWH8JQS0mYyGWU8H330UWw2GytWrOCLX/yiqkB94YUX1IIXK1euJJPJEIlEiMfjhMNhent7mZycVKH1ggULOHjwINXV1ar514EDB0in05SXl+PxeBgdHaWyslKtXFRVVaUULlNTU+pmKi8vV/xubW0tmzdvJhwO093drWSRML04R1VVFcPDw6oj5LJlywiFQjz99NMAaoLzeDw0NTXR1dXF0NAQr732Gl6vl0KhQGtrK/fccw9HH300tbW1jI2Ncf311/OpT32K5557TiXeJGHq9/uJRCKqE2RlZSWTk5O43W61etPhNu52u92UaEu8cEmUSm5Fflu/3z9r0ZVDF0sXI1VeXq4K3MSoW1suBINB/H4/jzzyCF1dXfT393PFFVdgt9sJBoM4HA7Ky8vZtGkTqVSKvXv3EggEaG1tZfny5VRUVBAKhRgdHVVURjAYpK2tjd/85jds3ryZeDxOLBajpaWFlpYWGhoaVB5namqKtrY27rzzTlwuF4888gjf+9732Lx5s0rsh0Ih5cULHSbnKVGV1HsIXWWlnCRJLc6G0FalUkl1S02lUlRUVBCNRsXwH1bjbhiGaZXPysQsSXKrYyZ4K1WROCTW71tftyqADlULyXuH5jwOzUFZ9y/Hc6hy6Y1US9b33mi71n0f6pjK963H8IeOybodK95oW5Zjf8PGUEeEuFl4Q+uFczgc6uYXT69UKtHS0qI8mgMHDjA8PMz27dsZHx9n+/btVFZWcswxx9DY2Mi+ffvYv3+/8mBEmeL3+1VZfm1tLdlslv7+fpxOp1paz+PxEI1GVXMuoVYmJydVclQqS2UwyOpGU1NTAIyPjzM+Pk4mk6GiooJgMIjT6cTv9+N0OvH5fKpFsChzbDYbXq+XcDhMJpNh//79Kj9QKpUYGhpS7Qs6OzspFots3bqVmpoahoaGWL9+PfA6zys96KPRKIDyCKPRKPl8Xhmwt4OWERmoGAHR4ZdKJUVPWVeIstvtqvMmMKv9hGEYyigmEglFqRkzLRak+dvnP/95+vr6eO655/jYxz7GZZddxtKlS7nssstob29ncnKS7373u1RUVHDSSSfx7ne/m4aGBlKpFN3d3Tz//POq58++fftUhPfjH/+YV155hWAwSGVlJevXr+ecc87B4/Hw4IMP0t/fz2mnncaFF15IqVTivPPO49RTT2XhwoXcfPPNbNu2TfX6F+Mr7aOFRpFks4xvaXEh/03TVPJbuaaBQEAVp5WVlSl+XRQ1VvXU4YTkqWQ8SR2Hz+cjEAhQUVGhGtlJAZ8ctyiHpPeSFC/KIvGy5oJQUzKWgVktSCSvIGshi8GW73i93lnN9OQ6S4JeJkOJfoSelGMU5ZGIJmR7ooayti+RbUhrE/m+y+XC5/MpeyY5o0AgoNRaYgeEHZCkuKzhLNsuLy8nGAzOahJ46CRgxRHhuRszy+xZdd7CyVoX7LDb7Vx11VV8+MMfxufz8eqrr3LrrbcSjUYpFov09vbS2dnJ5ZdfzqOPPqoaYjkcDlasWEE6nVbrpgYCAdW2QJQvU1NT2O12KioqGB8fV7JM6fGez+dpb2/H6XTS1NTEnj17yGazLFy4UClsDh48SCaTYd++fezduxefz8eSJUtYuXIlyWSS559/ntHRUWpqahgdHcXn83H22WcTjUZ5+OGHqa+vZ+HChQwPDzMwMIDT6aS6upry8nK2b9+ublyPx8Nxxx3HXXfdhcfjYd68eZx11lmsWLGC97znPeoaStgv7ZIlghBKSQayfJa3QS0jXqfw6x6Px7ogt7rhrIoo4dJFCik0UjabxefzKQrC4/EQDAbp6Ojg4YcfBuB973sf9fX12Gw2TjjhBDZu3MiWLVvYsWMHa9asYe3atezevZvBwUHcbrda2/bpp5+mqqqK9vZ2NaFs3bpVLcaybt06isUiExMT6ncWhVM4HOaRRx6hubmZd73rXVx44YXceOONBAIBPB4Pl112Gaeeeiq33HIL1157rYpKJCIRqWZVVRWGYTA+Pq6MkEggxfDE43H8fr8anxIZSYK8UChQUVGhaKqZBPRh9dzlt7XKQeV3teaiJDcFry/WnsvlKCsrI5FI4Pf7VfQhxlQcEkGhUFCfkyS51SZYz1vsiDyG171uiYbkHpLxViwWVV7KulaE5DOsUYLsR5xQQMmeRX4qFJzkTzKZjJq45bzFgbUm3eV+8Hq9qhV3LBab1SBQxoIcK0CxWDyyPXdAzbpiBISWkVm8rKyMiooKIpEImUyGDRs2MDw8rBbcaG1tJRgMMjQ0hNvtpqqqSvHMDoeDqakpEokEwWCQbDZLOBxmcHBQGQ1rGCyLYrtcLurr66mtrVVhsMjuxDMVAySyRtM0lVcm25WBUltbS0tLi7oJpDVwMBhUCbDm5mY1yYyNjdHf38/w8LBa/zQWizE5OUlfX5/qSTMyMqImxvr6erVf8XBkcAqNIRJD8azfjq6QEj6K6kU4fukhJJ6S3EjCN0vdgNPpVDeuRBiiYReOOZ1Os2rVKh5++GHS6TTnnnsujY2N1NXV0dDQwN133819991HJpPhox/9KDabjcrKSs4//3zOPvts2tvbVTK6s7NTjUWZsOUGO+WUU6iqqsJutxMIBOjs7OTDH/4wbW1tJBIJDh48yFlnnUUul+Oee+7hjjvu4N3vfreSJ37961/nt7/9LVdddRWXXnqp8hQlqpTxJl1FReNubUhXKpWIxWIqAnI6ncrTk8jHMAyqq6uZmJiY1db57YDQjel0Wt1nVnpG2mCIARNhgFXtI8cmSXerQRXK0Fqpbq1fkAkEXs9FiOET79cauaTTaZX/EcdG9iM0mUyaEinLPST3UzabnbWIkNCK8Xh8Vi5Jjlv2I9GDx+NRbVQAdf/JhCP3+NTUlMqxeb1eJYXNZrNq/IvB/0M4Ioy7QJJtMuvKBZHBUywWWbt2LeXl5SxdupTbbruNwcFBGhoamJyc5IQTTqCtrY0DBw6wd+9eRkZGVEdHkaAZhsHAwIDy4mtqapSBlRl5bGxMcaMdHR0A1NTUKJlkd3c3ExMTjI+PY5qmSr7u2rWLbDbLsmXL6Ojo4JxzzmH16tXs3r1bqTkWLFjAmjVrWLVqFY2NjTgcDsLhsFJ5LF26dJZCSDyWkZFp9anf71cTyq5du1izZg2pVIr29na2b9/OAw88wIc+9CEV9cjgkwE6NTWlwlFZ5FuqaQ83xDuR/YokUfrcCMcsE49o0a3JXrlJ5L/NZsPv9xMOhznppJP42c9+xj333MOnP/1pLr/8cpqamjjvvPPYuXMn1157LQMDA1x33XV0dXXR2dnJpZdeqtpPwPRCK4lEgoULFxIOh4nFYjQ1NSm1U3l5ufLMpENoa2srK1asIBaLsXTpUo499licTifLli3jgx/8IJdeeilPPPEE11xzDel0mqqqKs4880weeughzjvvPL71rW8xOTlJMBjE4/EoGkEcB7vdrn4zuQ/Ek5Xnwr/LBCeGwOl0kkgklLRTxtLbATkWoWXE43Y4HGqSElWa/O7SiVScIfGyS6USiURiVi2AeNti5K1JeDm3Q1V2sqKbbNfqXMhxSpRhLT7zer0AymCbpqnyW9bJVugRazQpxyltQEqlEoFAQN1rQj9K63CJ+OR3hNcrpBOJhHJk5HeVHJzkq2Tys1b0vxGOiJWY4PUkgniadrtdzbJyY4mn19LSor7X0dFBPp9n9erVqvilt7dXNfCSUEp+DLfbTWVlJf39/aqSVEIzh8PBggULyOVy7Ny5Uy2Xt3PnThoaGggEAjQ2NqqVlFpaWhgfHycQCPDaa6+RyWRYvHix8pYaGxtVjmD37t2sX78ep9PJyMgI1dXV1NXVqXVYrWGgTBjz589n3rx5vPjii2riEc26hLSRSIRdu3axdOlSDhw4QG1tLQsWLFDXTDwDMRRy40ioWCwWqaysVH1xDvdvKuu3WnvNS3huDaklkpBjlWMXCaTclDabTUU9Dz30EH6/n+uvv57u7m5CoRBHHXUUN954Ixs3buTjH/84ExMTPProoxx77LFkMhnKy8tpbm5WkZdhGExMTNDU1KS8x0gkQkVFxaxmdnV1dYrnTKVSVFVVqYR9Q0MDr776Ki0tLTgcDqLRKOeccw47duxg06ZN6mZfvXo19fX1XHnllXzjG99g9+7daoIXLTugFlARCaR4tBLVWheukTHucDhIp9PKeIoXKsoiMSKH87cVz9ZaoCbGrLKykng8rqIPv98PoKqVJe8iFIU1mrMaa2tSXSY5iQKForA2F5RxI46hTJqNjY10dHSoSMPhmO4Am81mCYVCTE5OKqdNbIJQXhJZiad8aLGZUERTU1NqjQkpEhQHB15vseLxeDBNU9VSyLWQCN5a0Z3L5dQ9JBNJMBgkmUy+qWGHI8S4y40uoYackAxmq3cny8bBdEK1qqqKvr4+ysvLMU1TGTzh1+rr6wmFQqrbolU6J9z4smXL1KwsyQ65cQ/luILBoEqCyIwfCoUYHh6moaEBmB5QExMTLFmyhFwux6pVq9i4caOaib1eL2NjYyohBdMhq/R8t9lstLa20tzcrOgjORY5bhk44i1t376dhoYGBgcHOXjwoKKUZKFsMRJW+aHcnNYk3uGGleIS3lhkjeJNSVdMSZTKNbQu3C2eXCAQYOXKlTz88MMUi0U+9KEPMT4+zsUXX8zDDz/M5z//eerq6vjABz7AkiVLsNvtPPLIIyxYsIBQKKT6/0h4LMmvYDCIaZo0NjZy0kknMTw8jNPpVNXNou4Jh8Oqu2cqlaKyspKdO3eqwrlwOKwWVV++fDkXXHAB999/P9/+9rc5+uijWbt2LSeffDI33HADZ5xxBqOjo3z1q1/lG9/4hvrtJUchxybjXTw9KViSBL5QVBKii1F/I0XH4YKMH7knZQIWOlUiLTHCmUwGr9er8gClUol4PK4W4hHlkDhx8LrkVcautV5FXpfWHWJwr7jiCurr61WNiMvlYmxsjF27dtHY2EipVFJrHTc2Nqo6mRUrVqiK4fr6egYGBli4cCHZbJZIJMIdd9zBrl27VP5A2qVIctjqjMjvJ1SSHLtEV9ZJUSayRCKh6jWkqlmKG633gkwCcl+8GS1zRBh3MaBSrCKGS258m82Gz+ejoaGBZDJJeXk5L7zwgkqkPvvss2o90uHhYVV8Ismv1tZWRkdHMU2T5uZmXC4XFRUV7NixQ83IVj223+/n6KOPxuVyUV1dPav9gN1uJxaLKe9PeL6Ojg4KhQL79+9X+vaBgQEmJyfx+XysWrVKJVglQSresrQ9sNls9Pf309zcrCISj8ejMvYOh4NEIkEmk6Gqqkqpec466ywee+wxmpub2bJlCxs2bKCjo4OXXnpJeRqSQJb9iNckEkRrAutwQbhi6Scvz8UrkskyFospGWQmkyGdTlMsFqmtrSUWiykuUq6TJE4/8pGPkMvluOWWW/i7v/s7BgYGWLVqFW1tbRx99NGk02nmzZvH/PnzVWK5urpahecLFy4kEolQX19PZWUluVyO+fPnUyqVVBdOOcb6+nomJibw+XyMj49TKBSYmJgAoKqqitdee00lBaUiOpPJ8Oyzz7JixQoymYyiCo8//niuueYaPve5z7F27Vr+8R//kddee437779fTWJivKxVpuKZy4QuFbtiIMVTFi9ejIS1YvlwwqrIkbEJKDWYeOKAijpF9SO0l0TNMs6FQhE5qEQz1gS07E9yXueffz5nnHEGyWSS8fFxWlpaiMVi9Pb2smPHDvbs2UNtbS333nuv+p40zJPkfEVFhboPgsEgJ598MpFIhMbGRrxeL5/5zGcIh8Ps3buXa6+9lmAwSCKRUK08rAo/66QkKj/x1g+NXiWRLuckv5215Yqo26yTfjQanZWEfSMcEcYdUINAZkYJv60Xqb29XRmhVCrF+Pg4Y2NjAExOTirZkMjLSqUSkUiE5cuXKxWCtYtiOBymWCwqxUwqlVKyxfr6evbs2UNNTQ2hUIje3l4qKysVr5lKpdTKSg0NDdTW1tLf3z9LHSBFUVI5uHDhQnbu3Km8emk7PDo6SjweJxAIMD4+rmSTcqMLfSCdKaWC1uFwqNYIra2tVFVVKU5+/vz5bNu2TQ0iGYDWZlTi+Uni93DDMAzFW8pvLK2O5bcQIyQTsRSBWcv6c7kck5OTeDwetSj5f/zHf/DXf/3XNDY28vd///dMTU2pfkKtra2kUikWLVqEYRh0dHQwOTmJzTbd2qCtrU2NC6G/0uk0LS0tymsLBAL88Ic/ZPXq1ezbt08ZTuE9Q6EQS5cupaenh7a2NtVnKBAIMDg4qDj87du309/fz8TEBF1dXYyNjfFf//Vf7Ny5k89+9rN85jOfIRAIcOedd/Kxj32Ms88+WymzXC6XuqnFUFpVREJder1eotGoMojJZFJ5gTKpHW7MFEap6EAcEUn4WfsFyXWTzqyiqjk0kpTIWupdhIIUmsntdlNeXk5TUxNf+9rX2LJlCxUVFeRyOQYGBnj22WcZGhpicHCQSCQyq0aip6dHUURiG0TWmEwm1e8nCf37779f3WuyTsRHP/pRNmzYwP/7f/+Po48+mv3793PLLbfQ19envHOZSMUjF49e1GlSdWylVYRWku9K0aHQQGLQJakbiUQU3XzEc+7WGUwGsGEYisOTkz3uuOMYHR0FYMeOHWzfvp2pqSlOPfVUpSUVD3z16tUqnJbqQwmNhGdevny5MsTS+wVe13wvWrRI9ZmRQRSLxQiHwySTSfbu3atULgsWLGDJkiXcfvvtKqnz6quvquZhUrhTV1enCpZOP/10vF4vu3fvxu/309TUxOTkJFu3bmXp0qW4XC5efvllRkZGVPgnnktZWRlVVVVMTU2xfft2VqxYwfbt21m+fDkbN25k7dq1bN68maGhIeUJWAePJO9kUL4dobvdblecqjy3FqWZpqlWojIMQ4XYMpnJOKisrFQtImw2G9/4xjd47rnnaGho4KqrrqK6upr3vve9NDQ0kE6nmZqaor5+ukOGeGOyL4DBwUHFW0o7CukrJDRVd3c35eXlqp1zOp2murqaQqFAOBymUChQW1uLz+dj+/bttLS0UFNTg2ma1NfXKw+0q6uLLVu2cOKJJ3Luuecq4/O73/2Oj3zkI9x8883EYjHuv/9+LrjgAm666Sa+8pWvsH//fsXxCycrvLTQMhJVCA0pfLRMABUVFW+rzl08b4myhT4QSkYmdcm9hEIhJSywqrNk0pfo0qq6kXxCIBDgy1/+MtXV1YyOjtLT08OPf/xjxsbGGB0dxe12k0qllPxRHB/Jn4RCITV+hP6SpHpLS4saX/l8nnA4rGjh0dFRQqEQyWSSm266iW9+85uUl5ezZMkS7rjjDmpqaujq6uLKK69k9+7dygsXoyz3nVWaKY8PPU8rLZPL5ZRzK8ocgFAopGjrt4rIjgjjDq8rK2RGsupJi8Uiq1atUisgDQ4OYpomnZ2dHDhwgAULFlAoFPjtb39LV1cXpVKJAwcOKE10PB4nFAqpweh2u5WBs2a7Q6EQL774IqVSifb2dlVUI8UVExMTVFRU4HK56Ovrw+fzqUSXaMg7OzsZGhpi3rx5jI+PEwqFFAcrxq5YLHL88cfzwgsv0N3dzbx581RBkah7hoaGGB4eprGxkZqaGgYGBhgcHMTj8ahWw+Pj4yqpk0ql6OnpIRAIqHC+o6OD7u5uNVisskKZ7GTAvV31DsIxys0vSSRrQYv1hpbXJeQV2mbJkiXYbDa2bdvGbbfdxq5duzjrrLOYmpri7LPPVt06JZFeV1eHYRhEo1HlRYqaQlbPkhtJllEslUqUl5ezf/9+GhsbicVixGIx1V1Ujl+KWIQykbV0hR+dmpoiGo1SKpXYvXs3Ho+Hs88+m/Hxcerq6nA6nQSDQaLRKD/4wQ/4m7/5G+6//36CwSCXXnopdrudK664Qql0RI5pVUkIDy3erXDaMN1CWVYQs1IjhxOiZZekvIxtSQRKrkfoBlGPyMQu9Izc35LfkKIkmSAMw6C1tZUvfelLvPTSS7zrXe/irLPOoqGhgfe+97185zvfoVgsKu+6WCxSUVGhHDxRw+3cuZORkRGVbLXb7SpSSyQSDA4Osm/fPhU5Ll26VEmOJYc1MTFBT08PqVSKWCzGySefzKmnngrAbbfdxquvvqrWXhBZq0x+QtnIfSgGH35/rYJUKqX4fKEwrRr+eDyuRApvhiPGuEtFl3DE1uor6QficrkoLy/noYceUkoCSSpK8jWbzVJVVaVKxEV5IKqLUCikONzBwUH8fj/9/f1EIhE1OKX3usy8YuALhekWwOPj49TX16sbZ2BggPLycmXgq6qq6O7uZv78+cyfP5+JiQnFH4ZCIUWTdHZ2Eg6Hqa+vZ2RkhImJCXUDyMQUCoUoFos0NjYyPDxMIBBQno5wl5lMRi0NKDRVKBRS3qt4BjLIrJ6VNbQ+3LB6XjKYrck+6ZsuiSwJ58VjlWR6WVkZL730EvF4nBdffJFXXnmFH/3oR9jtdk444QRaWloIh8Oqd3+hUKC/v1/J04RPl4pHoS/kNwWYP3++qn6tqakBpiOcl156iZNPPplEIqHoApfLpaK88fFxjjrqKHVTptNp1XPG5XJx5pln0tbWxujoKI2NjUoRFgwGKS8vZ3h4mCuuuIJrr72WJ598knXr1vGBD3yAhx56iGeeeQZAKcas6h2ZPADFExcKBTX5yDlJsdXhhnjjcg9IhCT3jFVpIrke6+9v1atLXk08ekmOlkolrrvuOvL5PPX19dxyyy2USiV+8IMfUCgU+MUvfqE6syYSCdauXUtXV5eqY3E4HNTV1TE2NkZTUxPZbJbjjjsOu93OM888fY2ZNAAAIABJREFUQ1NTExUVFRQKBaqrq9U9bbfbqa6uVs0E165dq5LHpmnS09PDM888w5e+9CX8fj933323oojuuusu+vr6+OxnPzsrapLkskxkEtlZjb11bWiptwFUIrZYLCqnRwz7EU/LyKAA1IwlN7x4mtJyV5auAxgZGaG+vp58Pq+KfMbHx2lvbwdQnpboa0dHR9XapmNjYxSLRRoaGuju7iYcDqtZeHh4GLvdTnl5uZoUDMNg4cKFvPjii4TDYTUI/H4/+/bto7GxkXQ6rcqvu7u7VQn76tWrlWJAWtiK6kE8zOrqaoaHh1X4arfbqaysVJI4a2JqZGSEXC5HXV2d4t8mJyeVWka49K6uLhVSiucsrYll/6KDliTW4YR4IuKhp9PpWUofiTjkRrJq3EVNMzk5yQUXXADAnXfeyZ133snLL7/Mz3/+czZs2MBpp52mvOaysjIOHjxINBolmUwqDXsgEKBUKlFbW6tyMsIBy+QhRqq6uppEIkFFRQUDAwOq3bLQLuJ0yCLo4i1LLUZvb6/yTufNm4dhGPT19amukrJIzMDAgOolX19fz5NPPsmqVat4//vfz913383VV1/Nk08+qagKqUqVcN0a7lu5buFunU4nBw4coFgsKqrycEP0+OK5S5Qm964kWCXvInk0a+JRJjuJgoVazeVyXHLJJbz00kucfvrpXHfddTz00EOMjY1x5ZVXsnjxYiorK9mwYQMOh4ODBw+q6y0FXJJ7iUQiqosqvF5IJCuxydoJsri9qFckcSl5KZi2KcuWLSMej/PAAw+we/du7rnnHh577DFuu+02HnroIWw2Gx//+Mf58Y9/rOyHcO9C21jlnZKHkPyIMBZCY8HrikIZazJm30ziesS0H7DqRq2r98gM9tOf/pS2tjY6Ozu55pprGB4e5vnnn6erq0slCeUCrl+/nkKhwNatW5mcnFQXSgyKcKznnnuuUtucccYZRCIR8vk8jY2NbN26ldraWjVYQqEQu3fvJpvNqo6T+/btY3JykqOOOkopeqRQamhoSHl74jkuW7ZM3dzCd0vv8CeeeILLLrtMJZJ27dpFMplUFa+lUom+vj5qamqw2WwcPHhQRTpVVVWqDcLdd99NQ0MD//RP/0Q2m+XKK69Uob0UZkgIL5QUYJXSHbYydcMwTFlW0OfzKTmn6H3FUEoyTiZjuZaJRIL6+npuv/121q5dyyWXXMKqVav453/+Z97//vdz0UUXKY8xEAgobXUmk6G/v19VuYbDYcWnSz+asbEx1V9IrnMymaSvr09FP/PmzWPTpk00NzfT1NSEzWajpqZGTdCmaTI1NaW4XbvdrmoSXC4X7e3tykiIwRgcHOTBBx+c1T/e7/ezf/9+YrEYy5Yto7Ozk+uvv56jjz6avr4+1fddvD1rbxThsGWitLZykCh2bGyMXC53WNsP2O12UwyhJL6l2EdoBSk8FDVcMBhUEae1khRQ9JY0tfv4xz/O4sWL8fl8PPnkkzzzzDMUCgUuuOACIpGIaqVcKEyvaJbP50mlUng8HlWDIFJVMaKix8/lcvT39yuDabfbWbZsmVKSlUolxsfHicViqiGgeM3Cc4sMs1QqKeFCV1cXkUiEzs5OrrrqKm688UZuuukm5UiGQiG1poO1x74oh8T+SdQu+T5hEaRDrfDugHDvb+i+HxGeO6ilwFQWXgYGoMKV/v5+Ojs72b9/v2rTunLlSsVfSjGCJEQDgQDpdJrBwUFqa2tncbHhcJixsTFaW1uZmprC7/crflaSn/JjS4WrzWaju7tbeaQDAwPU1dVxwQUX4Pf7lZRxaGiISCTCwYMH6e7u5qijjlLaaHi9LN+afKmurlazvHiWgCpwkkpWMeSZTEZx0uLBySAWT04aG0lySNogyGtCzYga43BXMhqGoRKBEj6KxynSRpGeyqAH1PEYhsFPfvITTjrpJG666SaGhoYYGRnh3HPPpaurC4BwOKxC+MnJSbUQyyuvvKK0w7W1tfT29qrFNzweDzU1NYyPj6tmTOJhj46OqiX0pJDpgQce4IILLsDhcKieLbKQihQNhcNhFZEEg0Ha29tVAnZkZIR8Pq+M+1/91V+pZlFPPvkkCxYsUIuyn3zyyfzmN78B4B/+4R/46Ec/qoyBNYkmY0cmmmKxSHV1taIUXS7XrPqItwMS7UmbA5lwpFZFok2pGBU9utCiVsoOpiWUPp+PG264gTVr1rBx40Z+97vfsXfvXqqqqujq6sI0TZYsWaIaaw0PDytvf9u2/5+6L49uuzyzvpJsy5tkbZZk2bJl2ZYXbCchcYgNCRCgkLIOUzpth6F0KKUtHTrTmbZ0TuFrpwwMPW0PbWc6DJS2DC1bC10StpSEbCQhIdiJ492Wd2uxtdqWbNmWvj+c++RnpkC/TvgO/Z3DgRBHkfS+7/M+z33uvU+H+O+XlZVJRpxMJuHz+QSm5QUInIWXBgcHsW7dOszNzUn/LRwOo7e3F0ajEbOzs7IGRUVFqKiowMTEhJy3eDyO//qv/5L+y89//nNs3LgRDzzwAO644w7k5uaK26kSYqMOBIBciCQ5sMFKoRovL+6DPwsqJDcfqVDKW12ZgSwtLcHr9Qo2x8yaZU51dTVOnTolNyV9Vpg90XOFWVgsFpNDqlRKRiIR2O126HQ6TE9Pi22uWq3G97//fSwvL+Oiiy7CkSNHJAOur6+XLLG1tRUrKyuIRCIIBAJ4/vnn0dfXB7/fj5aWFrjdbkxMTIikempqCna7HcFgEDk5OSgrKxP2zGuvvSYb66qrroLP58PY2Jh0/5kxxWIxlJeXw263w2Kx4Pjx49i+fbtcUErmAi8ZYqLKDXYuH/YAmJExS6OYiZkfISNa9rIBzolWAGC327FlyxY88sgjuPbaa1FdXS0XI1V7bJRlZ2ejtbUV4XAY09PTCIVCWF5elmEbwGp5TQprLBYTqhqtHMii6e7uRnNzMwYGBmA2mzE8PAyTyYSKigr5jLFYDAaDAbFYDFu2bJFxi8vLy4hGo7Barejs7BQeNgN/e3s7amtrRfjk8/lw9OhRgVA2bNiA6upqjI2NrTFMIzEAAMxms8wHJgRpMpkQiUSkInq/MHfqJ9iwZlKmZMKwwmFlxESFe58NQzLivvrVryIajcowG4vFgpdeeglut1sSPtJkmdAEAgEsL69aeI+OjmJ8fFyEatQssBfBJIZQr8FgkH6ZUj/AC4Hnwul0wul0isHg0NAQDh8+DIfDIWaCdXV12LNnD15++WWYTCbYbDbccsstmJubw1e+8hV576xmSHHk5Uj4hywZMmUSiQT0er1YjDPDV9pS/KHnAxHc+SjlxYRj2KChxzo72IQ06PNOLI+0uWQyidnZWaE/ki8LrIqGmOUAkIBCfJuubMx+2fxkNkQpdUFBgTR/uGHsdjsymYwoYl0uF2644QYMDAxg//79eOutt+BwOOT2ZqDLz8/HzMwMHA4H5ubm5LUtFotY/AKQz8VmIzPx4uJiacrk5OQI7Y8YtlL4QRUh1YPvl/cIee5sNjLL1Wg0QiclS4UKUeUEI7VajZaWFgwPD8ulXV9fD7/fvwZ2Ieau5Fbb7XaxkqBHDP3zCYcAkNcBIJOu2Lw/dOgQLrvsMpjNZimJT58+DZfLBZfLBQAy7GR6elookry0AoEA8vLyMDY2hpGREZw+fVoETYuLi8Lk0Gg0qK+vR19fH1555RXccccd+MxnPoNHHnkEt9xyC/7pn/5Jkh4aXfEJh8MAzmKyS0tLYu+s1DMQuz1XDxMEOmLSUItZMZv1wNmZveRt8/eV83SNRiM+//nPw2KxSEBfWFjA0aNHYTKZUFVVBQAySL6mpkagMAZjuq2qVKvzi/ke2UOZnZ0V7JxJFW1IWNVptVpYrVZotVqpxkKhEKLRKLq6ulBUVCTNe4/Hg6ysLOltcM83NDTgxz/+MWKxGE6dOoWPf/zjWFpawj/+4z+uaZiSYquc38Cm/dsvZvaHlINq/izYMkpFHgMOgwA9sEkxm5+fR3d3N7Zs2QK/3y8ZuNFoREFBATZu3Cg3ZDQaRUFBwZoxfI2NjUIrJA+YvOTl5WXJoicnJyXIkI1BTJcGUwzoRqMRAORAk4qVSqUQCoVgsVhQXl6OzZs3Y3h4GI899hg2b96MWCyGhYUFdHR0CGOGTpAmk0kWkq/v9/uRl5cHp9MprJ2xsbE1vFoqWOnA5/F40NHRIbxxAGtcLZlBvV/ryoBEqwEKsYLBoAjL6IBHmEalUiEQCODLX/4yAOCZZ57B/v370d7ejk9+8pNCS+WIwZycHPj9frH5pX0roS0GN/ZllN4whNu0Wi2qqqrg8XgwOzsr0FdFRYVQ9qqrq1FUVISioiL5Ozlgvbi4WJhWOp0Oc3NzgqtOTk7C5XKJL1F3dze0Wi2ampowNzeHvr4+pNNpGAwGbNq0Ce3t7di0aRUe37FjB/71X/91zYBzZpdkFZG/zYqHP8vA935QIUktBVYFhGySAvgfYhw2WAk1MFsnnJifn4+77roLDQ0NyM3NxaFDh6Q/dPDgQVx88cUIhUJQq9UCMSrnG7CPlZubK/ArAGGmVVRUIBqNoq6uDsvLy5icnAQAuFwuSeboKqvEuLVaLWZnZ0VkSM8Ymr2R3jk6Oiq+MBSqUSSZTCaxf/9+VFZWygXD70/JbOL3xcQrPz9fzj+rUVYdSr3LnwUswxtdaR7E0oVc9QsuuACHDh2CWq2G0+nE8PCwUOjUajX6+vrQ3Ny8JvsjVj07O4vx8XHodDrYbDaBNDjRJ5lMYm5uDhUVFThw4AA2bNiARCKBrq4ubNu2DcFgcI3bXn5+Po4dOwaLxSJZSG5uLk6dOiUNLZoCzc7OSnCx2+249957sXPnTsGjt2zZgvHxcbhcLik5CwsLYTQaEY1GJfsmTllSUoL8/HyEQiFho1DFm8lk4PV6BeNvamoSUzPyyIGz3i3EbN8vhWpBQQGi0ajItYHVw6/T6WQ2LUtTg8EgP6NSqdDc3AxgtbI6duwYmpubsXnzZhgMBrz00kuwWq3Izs6G3+8XZgT9S3JycjA2NgaVSoXy8nLxRycmHA6H5WKgWjAej8Nms0mDlI2r/Px8bNu2TSCR2dlZpFIplJSUIBaLoaysTKiJ7M/QQZLeJcy2s7OzMTg4KBO++vr6sLS0hGeeeQYWiwUulwunT5/G3r17AQA1NTWoqanB0aNHYbPZBEPnRcl9R/dEDsem9w0z/nP98OJWeq3QJoO+5VRsKtWnyt4KMWSj0YjbbrsN3/nOd2TfLi4uor29HR6PB3V1daIMrq+vx9LSEsbGxgR6tVgsUukzE49Go3C5XDAYDCgvL5cqjpAtCQ0ul0v0KawwCfGtrKxAr9fD4/EIk4cVIC8uVnSkTabTaTidTiwsLOCVV15BW1sbTpw4AZfLhY997GM4cuQIOjo6JHMnMsFKnlAV2XVMfJl8Km0o+HPv9HwggjsFEcqSBIAEd35w3vicWAJAWBdUj5JnzJtdpVKJLwgvEWYMdGEklupyuRAMBpGXl4doNCpudtnZ2TAajaIELCoqwosvvoiOjg5YLBa0tLSIaVhLSwsGBgZEdm42m4UnC0AyygsvvBDd3d2iaCR/NZFIrAk29NwIhUIiGGFmRhET+bIUgsRiMbjdboRCIWHqAGcb0wwOSjrd+/UoKXLKxhT/XmUjl1a8qVQK11xzDZxOJ5555hloNBp4PB7U19ejuLgYRUVFWL9+PTo7O5GTk4OWlhaRtieTSVitVjkAhNqIX/KgEGundJ8OneFwGF6vF/39/VheXobf70dFRQV2794Np9Mpk3u4D3noqYEoKCjA+Pi4vD6HmM/NzcHn82FgYAButxs2m032cXZ2NrZv347s7GxMT09jenoaS0tLuP322/Hoo4/ixhtvxNDQkAx3Yd+EnHBWKsyGeU7U6tWZrWfgR41Kpfo9ABdW5x5/NJPJRFSr0eH7AD4MIAHg1kwm89Z7rSv7HPF4XOAFwmq8MHNzc2WvceAJEzdS/xYXF3HHHXfg4YcfxlVXXYWnn35a7DcikQjcbjc0Gg3KysowOTkpDBiTySSBlUFZp9MJv76qqgozMzPCkkkkEhgeHhYBGDUByWQSTU1NkljyZ8lQY5acSqUwNDQkn2d6eho1NTUwGAxwOp1y2ZERZLPZ0NPTg5WV1WEufr8fP/jBD/DlL38ZJ0+elH4iqzAmZ1xPEiuY5PIiYwKh1I680/OBCO5kjgCQW58HXq1Ww2AwwOPxICcnBxMTE/B4PDLhho6CdrsdExMTGB8fh16vh16vx+TkJObn52EymVBeXi4zRAsLC+HxeKRjzaao1+tFPB5HJrM6RGNgYAANDQ0yWo9eFA8++CBOnjyJ3NxcjI6OCsZdWVkp0uTu7m4MDAygq6tL3Cu3bNmC3NxczMzMwGq1oqSkRKbW9/b2isLUbDZL9p9KpRAOh+Hz+RCJRGA0GlFYWIhTp05hdnYWOTk5aG1tRUdHhzTiOPBaq9VKE06p/CWzgZemMjs41+tKyIBwkVqtloNPTi+DPz8vm+WbNm3Crl27UFpaKlVLIpGA1WpFbW0t8vLy0NfXJ9YCarUa1dXVCAaDKCkpkRKYbBbaDhM+YWIwPDyM8fFxbN26Fd3d3di0aRNKSkoEz15ZWZH95/P54HQ6ZT2YjXImLfcvoQquAWEnrjtdTD0eD/x+PwAIa8rn82Hv3r0oLS0FAHEzZMBWQjR8f0yCqGugCV88Hmd2VwLgmUwm828qlepuAHcD+CqAHQBqzvxzAYD/PPPvd30ymQyi0ahUzlRfApAKhxCK0oufwZH4vNPphMlkwmc+8xl873vfEyilo6NDFL61tbXw+XxIpVJrmG0Mksq9lZubiwsuuEA0JzSGm5+fh9vtRk9Pj4gKqX4lVAQAAwMDsFqta3pF8Xgco6OjAM5WKD6fDxqNBg6HA+FwGHq9HktLS5ifn0cwGMTk5KSYF9LT6Atf+ALuvvtu5OXl4YEHHhABE2mPzMxJ8eT3xnjIv1tpofBuzwdiWAdvSXJM2VFmVqPT6cQ3m4GSWfXCwsIa03xaE8zNzaGxsRFNTU2SybNLT7ECM35mIdFoFIlEAtXV1ZKhORwOaUZlZ2fj8OHDOHjwIDZv3oytW7dKUyUcDqOvr09Kzg0bNgh+7PV6cezYMbzxxhtiF0wPHYpvmpubEQ6HEQ6HZVIL8UBaFwQCAcHT+RlKS0tRVFSE6upqTE9PQ6vVIhwOS1OXFDlS1gCs8d1mM5JMlnP9sCRX0jspAWd1xYqCDnjJZFIaaHV1dWLjrNGsOnLyfbvdbtx4441wu92oq6tDVVWV2OQCZ6l1nIu7vLw6LCGRSMBgMAg3mpf7hg0bcOrUKWliud1u1NTUoKKiQoRjjz32GJqamtDe3i6KYzIZqDymWyczv1gsBovFgvPPPx/btm1DdXW1VDRarRYVFRXweDwwGo3IyspCfX09CgsLsXnzZjz77LOw2WzYvn27ZOjcM2SNKX16uJ+VbopnqlwDgMfPLMvjAG4489/XA/jvzOpzFIBBpVKV/DFrSxiQFFAyn5hlKvcUkzeeDyYdn/vc5zA3N4cbb7wR4+PjcDgc8v6XlpZgt9tx6tQpoT7Pzc2ht7cXg4OD6O3tFeppRUUFDAYDCgoKhJ21uLiIvr4+8aCi339FRYVoHhjIR0dHBeZlP4VukmygVldXC0S0efNmpNNpDA4OIhqNorOzE11dXTh16hRGR0eh1+tx8cUX48CBAzIXwmaz4cknn8R1110nM2d5gQCQXyupobRA4X5RjjR8L4/+D0RwJ1yiZAIob/eVlRWUl5cLJ9Xj8aC9vR1OpxPNzc3QarUIBAIIBoOiKLTb7eIi19jYiImJCahUKgwODiIQCGByclIOSGFhIerq6tDQ0CCsja6uLng8HlRUVKCkpEQag0888QT0ej3cbjf6+vqER59MJhGJRPDaa6/h1VdfRX5+Ptra2lBeXi6N4D179uCJJ55ALBZDKBQSk6r5+Xk0NTXBbrdjeHhYGsVsMJpMJlRWVmJ0dBQ+nw/Dw8MiWNmwYYPYIFOGTb8O9giIbZKBwiyHCjf+8348Sn8gslXYEFOWzFx3Vh8OhwMA5LJfWlpCZWUlksmkNI5LSkpQWFgowZVNRbJVMpkMwuEwYrGY+JYAEI57QUGBMKays7NRU1ODBx54AN/61rdEQQqsKqGPHDmCj370o3jrrbdwyZnB19FoFPF4XDJvBiWDwSAqVvrCR6NRxGIx+Hw+UWCS+UHfGL1ej/z8fFgsFlitVkxPT+PEiROw2+248MILRZijVqulqqDQBYBUsjxH7F+duayyMpmM78z79AGwnlmiUgDjiiWbOPP/3vNhggJgTWNeCR3y/XCvKWGa+vp6pFIp3HzzzWhtbYVOp0N3dzc6OjrQ2dkpiVNFRQVsNhuKi4sF/hgeHkZtba1MsSooKEBDQwPcbrdUuouLi3CdGVmZm5uLrq4uFBQUoLGxUYRDKpUKfX19KCgoEAM7Qpc6nQ5dXV0yjQuAQKH0jYlGo1IdNDY2YvPmzbj88ssFy2fCyOZvJBKBzWbDXXfdJRRQ7n32J1QqlTRzmfDwIifUzKrof4W5q1SqnwC4BkAwk8k0nvl/JgDP4Bzid0rpMgDBCym9Hh8fRzQaxdjYmAzBIEMhHA5LM8xut6O4uFh8xOfm5lBUVIQtW7bgtddeQyKRwI033iiUQmK1nJ3odrvh9/tlJBwZCBqNRhonDQ0Nwniw2+2orKxEeXk58vLy0N/fj1AohIMHD6K+vh7AanCgYnXXrl2Ynp7GTTfdJB4YZAZt3bpVhBgUGVFxqaRvLi8v44YbbpDmHjvuVN/RXIhlHTfI9PS0YM9suBUVFb0vU5j4kH2QTqeFE81f8zBxD5D3S2gGWL0cFhYWUFlZidLSUgkQwWAQp06dwsrKCtra2qSBevr0aZlTy++GGQ//7PDwsNAyS0pKpLH7ox/9CCMjI8jKysLExATKysqEVUNGB734l5eXUVdXJ95DZKQoxWrE/2nQxp/t7+9Hfn4+srOzhdZLjFWtXp1JYLFYEA6HkZ29OufWbrcL7MCSnGQDZu7K2Z586EvDS+wPPH8oOvxB2bpKpfoMgM8ofi37iRAY8WByt3k50wKEOHEqlcIll1yCz33uc7jrrrukWj1w4ABUKhU2b96MgYEBoTrzO7fZbMIm6+/vF1iHFgskB6hUKoTDYaRSKTgcDoFPDx8+jIqKCqnwZmZmBDa0WCxIp9Pi008IkyaBTOBYsanVatTX1yOdTqO8vBxer1eSiBMnTqC5uRl2ux2//OUvcdNNNwnb7tFHH8Xll1+OZDKJhx9+WC5s7gFi/DzXRDZI92a1qxQH/qHnj8ncfwbgqrf9v7sB7MlkMjUA9pz5NbAWv/sMVvG793zI+CAOBkA805kxT01NwePxCI+XohhCElRs5efno7i4WBYskUjIYWlqahLLYDYriM/PzMzIDTozMwONRoNwOIxkcnWo7vz8vPBl6etQXl4Ol8uF4uJiOaAejweNjY3o6OhAXl4eDAbDGlpjUVGROMsxc+ci0uRMOV6NqjUGybKyMrS0tEjwI6RCHJ1BRElBBCB2qMRs+Z2T5aEooTUqler3KpVq4My/jWfWSKVSqX6gUqkGVSrVKZVKdf57rSsDDisFKu8Y6NmMo3kYXRXZGAQga3j11VfD5/OhsLAQAwMDiMfjWFlZgdvtlibtxMSEQDc9PT0YHR2F3+9He3s73nrrLcFAWbGRSUIGwsjICFZWVoT5kJ2djccffxzt7e2orq4W91EaY/Hv0mq1iMfjQqFcWVmRQS28nAGInSzXbGVldSAJX48PfVnI4y8rK5NmH1+HWTp9h2hxy9Ke/6ysyHyBZcItZ/4dPPPXTQBwKpatDMDUO6znI5lMZlMmk9mkhGFIJ2XfhswVZVa6vLw6i5QXLKuXY8eOybnVarW49NJLBR5zuVy44IILkJ+fD51Oh9LSUtFGGAwG1NbWCszKvUSmEisWri/ZMjabTax5s7OzsWfPHiFVmM1maXIbjUaB3Mj6WV5ehsvlEm0CUQKlEprDeEidrq+vxxVXXIG9e/ciHo9LI3jbtm3SR+F+YE+CimmlwJBnVBnoiWq80/OewT2TyRwAEH7b/74e5xi/443LTcLglE6vDtxobGyUQRQrKyuiHrNarXA4HDAajWhra5NsSKVSoaenBwcOHEAoFEIikYDb7YbT6URXV5dgcPTpSCQS8Pl8OH78OBYXF9Hd3Y3Z2Vm0t7fL+3n66aextLSEnp4e2O121NTUiIqVLJ1gMChVB43NdDod6urqZDAAh4KQdsXM3GAwoLq6eo14gYsXi8XgcrlkJiqDC4MJMWwOJWaX3mw2C+VPKR5ReMnI4TvzlOAcXdxKKuvCwoJweCnQYpYUiUTW+N6srKzOo0wkEigoKJAJVr29vTh69Ch27dqFvr4+6cX4fD50dnbKTEweAHqnj4yMiEBMrVZjenpaWA3MhFne87LR6XTYtWsXJicnRcySlZWFwsJCmcTEbJjUS41GIzN3Ozs70dPTgyNHjmBqakrYGfSKoZkb10ytVmN0dBQzMzPiZ5OVlSW9h1gsJl5FbLqxjCdsxeExnCXMYHsmuEcBfPLM0nwSwG/P/PfvANxy5vLeAiBG+Oa9HuL6BoNBmB/ct2QQKQMYAIFu0uk0fvCDH+DVV1+Fx+PB0NAQHn30URw9ehRarRZXX301CgsLpV9BKC8nJwft7e3yek1NTXC5XDCZTOLempOTA4fDAZ1OJ5UUOejZ2dkoLi5GeXk58vPzceGFF65u+jOMtYKCAlRVVQnZgknQ7OwsjEajXBwMsKFQSISO4XBYLrfW1lb4fD5Eo1Hs3LkTd9xxh/D84/E4vv71r+O+++5Dc3OzXIRKczKNRiNcd/6eMuCbTCaBa97p+VMxd9sdyNQOAAAgAElEQVS5xO+Y4SktLpWZfGFhoTg1Er81GAyi6iosLERjYyPKysoki3a5XFhaWsKtt94q4oNwOIyPfexj2LZtGxYWFjA0NCQNMLoJjoyMYHp6WgKPz+dDR0cHHnzwQcFgs7KycMMNN0j5xKycPFcAWL9+PWKxGFQqFSoqKuBwOKDX62X2amlpKbKysoTNMD8/L5kpWREsaUOhEM477zwpeYn1kiWxsLAgtDK1Wo3i4mIUFhZiZGQEXq9X5PdUqZL/zPGCvFDPPOes8cZATtiHClJ+X+z66/X6NcMWOGP2rbfekgrNaDTCZrMBAK655hq0tbVhcXERs7OzCAQCkuGEQiGMj49jZmYGLpcLubm5qKqqgs1mEyGcWq0Wj31ehMFgUHBUVjcVFRW48MILEQqF5HLi+6fhVzQalUEuDPrAasBLp1ftq30+H2ZmZjA7O4vi4mLE43FMT09jZGQEk5OTCAQCOH78OObm5nDkyBG8/vrrQsGzWCwAzlZeSkdFvV4vVDoGHGL5/D6o4QDgA3CFSqUaAHAFgH87s0wvAvACGATwKIDPv9d55dqSwcGGH+EgXq4qlUrwcCYg5MJ/9KMfxeDgICorKxEMBvH6668LnMb+EU34Ojo6MDk5Kf2kSy+9VHB09iympqbWGHv5fD6YzWaUl5cLrZhVGW2gm5qapGpgRcXJaW63GyqVCmVlZdDr9aJsDofDqK6uhtvthsPhkCCbSCSkB8T+A32ILr74Ynzve9/DE088AYPBIE32Z599Fps2bRKtDJNIwnwUwrHaoVkZ1flKncEfes41FfJ/hd8xsyTDQqm8JH5OxSpLah5OQh/kmrIES6fTaGxsFPySUv/KykqMjY0JXzydTkvWzUxsamoK6fTZKThs7NIjgxspK2t1IHZFRQWCwaDcspOTk6ipqZHXKC0tRSaTkQuIi6UcAJFKpeB2uzE/Pw+LxSK0QavVCp/PJwGDnGg6DpI7zgyKWSEvHQYlBng28QCsYazgbY03lUr1Xhf3O2Z5bBiR9qi8wGl/yr4CYRAA4itDvJ0BkoGZlzxFX/v27cPImaEkhLVINbRarcK06u7uRl5enrh8hkIhsdQ1Go2CEcfjcVEYEyriOjFzU6vVYi9AaIuNVJvNhv7+frn8yW6inoK9E2bZnPIUjUZlhuvAwAC2bt0qMCKZRoS5CCXRrpaURKVfPXnwZ77zlUwmc9kfWKMMgDvfaQ3f6VGpVAJtMvgwIaHAh1g7KbtsVhKuvOeee1BeXi57kIIk5QBzXsqRSASvv/460uk0tm3bhuzsbGk65+TkyJ8jNZqcd2DtoG2y0v75n/8ZN998M1paWmTMY01NjXgh8XwvLi6iqKgIVqtVVK5TU1OIx+Pi0Pq73/0OFosFF110EUwmEwoKCjA1NQWfzyf+Vrm5uWhpacH999+Pz3/+83A4HGhvb4fBYBBrYZ5fQjA8t4QmySRjFc4L9J2ePzW4B1QqVcmZw/8n43cAHjmzUVZBwTMCH/JWNZpVv/RgMAiXyyWbhk1Scow1Go0sLj/8qVOn0NDQALV6dWIRp9YzM8vPz4fD4YDP5xOqFEVN/II5dzMWi2HHjh3o6urCxMQEamtr8cQTT6ChoUFc4piBK3GwqakpuUyysrKwceNGtLS0CJOHDz9vJpNBZWWlTNY5892goqJCmC+EcAYGBpBMJrFjxw5RaRIb5IYnrbKyslKMyojvKoMFcLbEfpfnj7q4335pk39OuIT4uhJDJDuAzVYqAZ1OJ06ePCk84EQige3bt0sQJJ1s3bp1SCaTOHHiBLxeL7Zt2yaNt4WFBVRXV2Nubg6lpaXiBDk7OwuLxSIQF3FijUYjDbOBgQHprTBzZjOQF4nP54PL5cLIyMgaeIRmdNFoFDMzMwI7+v1+9PX1IR6Po6SkRAYzE0qx2WwoLCzE2NiYGMJxnViZUR9AXF1JKyVVjnoCBrVz/RAiWFlZkYpV6RtDQSJw1p2V7+Oee+7B1772NTzxxBMIh8P48pe/DJPJhLa2NlitVgQCAZSVlcksYA7jOe+88xAIBOB2uxEIBBCNRsVyorS0VC5um80m9EK1Wg2LxSJrw9jxla98RSpBs9ksVNvS0lKpHKln4GVDWI6JJM98Q0OD0H1NJhOKi4sRDodx+eWXSyN2cnISP/7xj3HddddJ36e8vBw7duyA2WzGvffeC71eL5YWyoYq3TOZ2TNJey/68p8a3H+HVdzu3/A/8bsvqFSqp7EqhPij8TsKbMgp5wcjUyEQCMhkIpa+5IATLyXzhR7ppNtx9FoymRTxE2XagUAABoMB4+Pj8uUx847H40gkErj44ouh0WhkWAP56A0NDdKYYXZB6wDCScyguTgs5VUqlQg24vG44PVUMxJ3J0WRirTh4WEkk0nJeHgpkAOvbL4CwOTkJJxOJyYnJ4U5Q84538fbnuX/zcWtvLTVanWGlzV7CwxQDOJcb6oCWW5XVFTIlJzs7Gy8/PLLcLlcSCaTqK2tle9Hr9eL/P+aa65BOBzG/v37UVZWhvLycpmNSg46L3CuI/cT8Vxlg5laA8rC4/E4ysrKZH5pOBxGXV0dhoaGZH04Y3diYkKYKhqNBuvXr4dWq4XL5UIoFEIgEEB9fT1CoZCU2larVdY+EonI0G4Awi5SStOVPQqeFyVFjiU91+BcPgzmfE9kI2UyGbHeplWxSqUS3QjFfsrXqaqqwhVXXAG32w2Xy4WamhpR+TKJ45S0VCqFZ555Bps2bRKYk15JqVRK5qHyDOp0OtECEJOnejknJ0egrfPOO08M+YxGowyKsdlsAn+UlpYiGo1icnJyjXvjtm3bJLlUq9XSp8nJyRGWEyvshx56CA6HA1//+teRyWRE8Eg2GyFa+tXzO2SFxCSMJIp3e/4YKuRTAC4BYFGpVBMA/g9Wg/qzKpXqNgBjAG468+MvYpUGOYhVKuSn/tjNonSuU3JN2VBlE8rpdKK0tBRdXV2wWq2CvcdiMSwtLSE/P18M7bOzs8VQnzh9KBQSutLAwIAcwNzcXDQ1NaGnp0dKSeLRr732mmSCO3bswL59+5BMJjE0NISSkhJMTk6Kk5xOpwMAeL1eXHjhhXJYKYGnVzjFVuwncAoQm8bAarbGLIZYOzMLKmZTqRR8Ph/Gx8fXNLWIhZpMJgmivOnJOVd+5wpsnI23c3Jxs6tPXjlLXVZdSjEX153N8qGhITlso6OjcDqdAmmwSRwKhYQGR4m43W5HKBQSh8BwOCzZkMPhEEoam7ZqtRo2m02UrVNTU/B6vWIQNTk5icrKSrlQGOQjkYgcdKX39vT0NPx+v1Bo+edycnJQXV0N4Oz0seLiYpjNZjnIiUQCH/7wh/HTn/4UWq1W+jxkYxGWY+bMxiWhNladhCRYMZzrhzRIBh2l/SxnBxM+JD1XpVLhIx/5CD72sY/hW9/6FjweD5588kkEAgE0NTVhcnISb775Jkwmk6wDKyvXGRdOj8eD48ePw2azoa6uDhMTEygoKBCLDrvdvoZsMTo6KtUOGW9LS0s4ceIEqqurodfrUVxcjN7eXjGUI6uLitDCwkJMTk4iPz8fExMTSCQSmJycxMDAAK6++mpxkY1Go8jKykJlZaVQJoeGhgQu1mq1+Pa3v4277rpLvIn4fRE+415h341VIgCpGkkbV5q3/aHnPYN7JpP5+Dv81jnF70j0pwMa4RNmlul0GvPz8xgcHJSNzgVgxq30gSD+plKpMDQ0BKvVCp1Oh0gkAp/PB71ej7GxMRiNRng8HhEmUT5MGIFq19raWhm6ceedd+LgwYMSrObm5lBcXCzq0WQyiZmZGTm0tOQdHx+XDjizgeXl1fmNZGPwEqMAx2KxiO/MwsICysvL5TBzgtDY2Nj/uEQIv0xOTqKwsFAaQrRiZebBDF/BdWfj7X99cXPt2CxSBnYAgrFz8/L3yJahHcDQ0BDq6+uxdetWeL1eFBcXQ6fTiQOi3++H3W7HysrqIHWfzydc8uXlVU91KlKDwaCIQNiHIIZtt9sxOjoqFravvPIKNm/eLDxrNqYNBgMGBwdlsDYbZwy+zMLJoKJt7fj4OEKhEMrKylBVVYWxsTGpLNlTYNAma4oXMvtBwFnGCQAJRIRl+Dn5+Zg10wb4XD6swFgZkOvPmcUApMfCM80RmKOjowiHw+jq6sInP/lJDA8Py5kYGxvDzMyMDOAwmUzSQ5mbm4NKtTrpbHR0VCiOhIF6enqkf+P3+yW25OfnIx6PS/ZOujHtRnJyclBaWirMGDb2Ca0VFRUhNzcX1dXVOHHihKhqAUiisry8LJcEzzFpmIxPJ06cEH69z+fDhz/8YUQiEaEys3qgOy4RBO5VNs75eh94V0g+bNBwU3Jjs+RkKcKgPzc3J7iZkj/t8/lQXl4u2ZLJZAIA8Ytg4AuFQlhaWsK6deswMzMj7nLKxiNVbq2trWIfrFKp8OEPfxjj4+Pin0Lq1PLyMnQ6nTjTsftO3nokEpFLgdknAwx/jn9/QUHBmiHDhYWF8t65KWkxq6RRsdm1uLiIhoYGDA8PI5VKyQFktkclI/++M1nAOWu88XIk1EWxGC8YrimzZzICdDodenp6cM011wh1rbu7GzfffDOMRiNMJtMa1SOHHGg0GhQUFAhNcXx8XC4Cqjpp00rKHDFiYFVsRr61w+GQ5mVNTQ2CwSA0Gg1KSkrEG4iNLtpksCIkHstG4xVXXIF0Og2Hw4HKykoJimTCULCWm5uLsbExEcAx26TDIaEf7iUmPGymKx0uSSpghXCuH1YEhEzo7Mn1VqvVorlg5ZROp2XIyfr164XkUF9fLxWm3W4XaxDCZL29vdBqtTCZTDjvvPNw9OhRcRDlkByeSwDCjGHvxu/3i3CP389DDz2Evr4+PPDAAzIzgS6jPGNFRUUAIBcHky+tVotQKITGxkaUlJRApVKhu7tbJqXRA4k9FTbhX3/9dVRVVWH37t04fPgwbrhhlYh23XXX4Uc/+pE4hXKIUCwWE/to9gmZsLJH9W7+Mh+Y4E5qFUuTwsJCESZQacgylx133vSkTpG/vbKyIl7fLNmZHZaUlKCzs1M2kFJUwUxbp9NhZWXVW95isaCtrQ06nQ6Tk5MiKqmsrITf7xfmDpuXwGqmWllZiby8PHi9XvmMZBQwwFPkoiytWMJyDBvffyAQQENDA4LBoHTJFxYWcPjwYbjdboyNjcnGJeOHWDQZGXx/DATRaPQ9b///zUPcl3xsXkCEyRjMefDo7MnGILAq6PH7/UilUjIqb2JiArFYDPF4HNXV1VhYWEAkEkE4HMZ5552H/Px8lJSUyObPz88XV0GqRg8dOoQLL7xQxEGERWj3m0ql0NraKpc0oRuW0Kw6lEE9o3CKpKkWobrKykoxHiOsxAbv6OioGNXxEh4YGJC1fPrppyW7JH99cXFRLiJm/MqESKlYfS+DqT/l4fsh7kv4TelSyAoiJydHII+pqSn5vV//+tcoKSnBc889h6amJtkjpCLSNDAnJ0cM944cOSKjJfV6PbxerwzbUVYxbK6ShcS9QC779u3b4XA4sGvXLgBAY2MjTp8+LcJBsvNKS0slJrCaT6VSMJlM6Ovrw9jYGPx+v2D6ShX2iRMnoFarxfgtkUhgbGwMDocDhw4dQmtrK4BV2iYFXjyvXGde0LzUecGzl/FuQ1g+EMGdQQA4O29ROUSBm4ZDESKRCPR6vXSOiacDWGOoTwk0s2pSz/gllpWVydRzt9stTAf6kyhVhOTy8sBSXKDMHM1mM0ZHR0UQQZFDXl4egsGgwBPRaBQ2m22Npws5wGQG2Gw25OfnY2xsDNPT01IuUgJNyltubi6mpqbkz5HOR6YCs0Ly5zmKjUGVEA3N2s7lwyqMmRU3MNkChKhYNrPEJ6546NAhdHR0wGazwel0QqvVoq+vD9XV1QIzTU1NISsrC+Pj42hoaMDExASqq6vlcBsMBmFXZGWtjtYjNjsxMSHrQ7ra0NCQKJZfeuklXHnllTJce2pqShwivV6vCMS4X4qKimS/xONxwZ7dbrdY9pKJk5eXh87OTnEvHB4extzcnPi1b9myBSqVCtdeey127tyJiYkJgVZY8TFgsVdBphebcmRqvBsu+6c+rD4AiFiKEKnSnpbWGmSA1dXV4SMf+QjsdrvAH6w46KVC738mbuXl5XKWeebJTsnOXh08TiwdgMCjarUaPt9qW4hw7dNPPy3V+8mTJ7G8vCxDe2jwxf3I/h1hEP4e+yuLi4uYmZnBxMSEfAaO5eRw7YqKCiwuLko2DkCmPPF1KbqknTMrEH6v7KUpLX5JPvn/yXP/kx9CBeR6KvFayrtZvuv1erhcLgwMDMDpdIo5E7nixcXF8sXNzMwgk8kgGAxKU5JwTWtrK4LBIBYWFuB2u+H1emG321FdXY2DBw+isLAQNTU14luSTqdRV1cnI7lIXaNDZSAQQHFxsWQT5ChTaMFSixmc2+0GAMH/cnNzhXbHTJRcdmZfubm5sNvt4ivPbEZJ5WNmzv/W6/VreO+8pGg6lUqlJEidy4cUw0xmdc4oLx1yoInRKumjrD52796NVCqFtrY2LC8vi80zWSfElHkRUM1I3NThcKCkpAQWi0XUyOPj4+jt7ZWG2+zsLBwOBxKJBJqamuTnEokEdu/ejXQ6jTfffFMGgZSUlCASiWBiYgKzs7M4duyYNMK0Wi3+8i//EjMzMwCAjRs3Cn2TXuIOh0NsgYeHhzE5OSmHtampCTabTcbFXX755YhGo3A6nUgmk9i9e7dUrAozMGHHsKGptHcmjksq6rl8eD5ZLSirYO4xpQ0ADdUikQh+9atf4Z577hFoSqNZHdhCOImXPL2QTp8+Db1eL2I0pWVHOp3G8PCwwJo1NTXIzc0V22Xuv3Q6jV/+8pcCCdLXiOZfb7zxBurq6rBx40YAEIV5LBaDx+NBf38/srKy4PF4xFY5NzcXnZ2dACDJHiG6RCKB2dlZ9PT0yCUHrAblvr4+eX8+nw/t7e2C0zOgk2DAaoEwl9LegRYe7/R8IIK7EpsFztKsuClZrtM+oKenB3l5eTh9+jSuuuoqRKNR8dOen5+H1WpFXl4exsfHEYvFEI1GhT/KAOF2u2VqEod5nDp1Cjt27EA6nUZXV5cIoQCgqqpK+Mj0ETGZTCKE4YR7ACguLhanQI1Gg6mpKbS3t2Pr1q3Izc2VmZ1suM3MzIiAQ8lV1+l0sNvtSCQScDgcAp+QfTI/P4/KykocOXJEmoFarVZ+rri4WIILsTo2LJUZ0vuFy3ItaZCWm7s6JZ7lM0VKvISYtWdnZ2P//v245pprUF9fj/3798Pj8cjwkfHxcVitVvEDoaUx2TNkT+Tl5cHn86Gvr08ooDwYAGAymeTAPPjgg7jssstQUVGBU6dO4ciRIzCbzcIxpqoQWGVCxWIxVFdXY8+ePWhoaEAgEMBXv/pV/M3f/A0WFxdRU1MjPYZUKoWysjLxL/f5fALVUNFYX1+P5eVlvPHGG1haWh0ETyon9yb7N8r+jJKlApw17mLwV0JI5/JhMsLEi70UnmNm2awYufeYQKhUKrmIOeaO8n4O03a73VIV5+TkyDBw0h/ZbGTAtlgsOHbsGCKRiExsmp+fF9ZNRUWFGBCyaiW3HVidocsh2cz4tVot2tvbodfr1wRTpT6DgZ6MLdpt+P1+ga8ozANWE9Zt27YhEAigv79fYFZWt/wZZRBXXtoklLyXVfcHwvIXgEAnvJmIqRPLpOkSALHrJauClElmD5yKRDjn4MGDwg/dv3+/SJrLy8uh0+mg1WpFOs6SvKSkBEtLSxgcHEQymZTNSrEDFYbEvYaGhhAIBET5STolJdFsxCgpVoFAAMlkEmazGdFoVBwwOQqMr0HLUR4QWsUmEgn09fUJT/vtxmE8XKSJslnLDHBubu7/RcT0//xwM9I8i9AP8W2uGQMxDwzfayKRQEVFBZqbm2Gz2fD73/9elL8TExOYn59HV1cXXn/9dWHCUJm4tLQkwrTh4WHk5+fD5/OtmdNKfQGzs7feekvGoLW2tkqyQSXozMwM9u/fL97/fr8fGzduFErjjTfeiM7OTiwvL6Orq0sOfFFREerq6lBRUYHa2lp4PB6ZEkW19MmTJ3Hs2DFxISwsLMQnPvEJHDp0CD/72c+ERsvmHr9LJR7Lvcg+DoeRvBcf+k95mLkrmVeEDXiZELphYCL1FAB6enpQW1uLvr4+5ObmytyEkZER9PX1YXp6GoODg5ifn0djYyM8Ho8ox9mXWl5eRjAYFBdHTka78MIL4Xa7JaDqdDq4XC45E0yatFqtWFCQgMELoaioCOvWrUN1dTWuu+46zM7O4q233pIkAlilD69fvx7bt29HU1MTtmzZIpWIWq1GQ0MDXC4XtFotLBaLwJPJZFLG+tFWQZnoMFOnNkZZpWXO2Djn5+fLOXrH83fOV/1PfNh44y3Ngw+sQjanTp2C1+tFVVWVHLqZmRkp9zkDlaO/ZmdnodPp0NjYiEsvvVReny56TqdT/B+KioqwtLQ6GGBxcRHFxcUYHByE0+lELBZDZ2enDGDgwrHsXFlZEfOr3/zmNzK8mRcC1aRZWVl4+eWXBWumuyFfjw5zNKMiPud0OqVRnEgkMDg4iMXFRZn0wwPAakfpK2K320XhazAY1lRHxA65mVjmnuuHG1OpYqSAhJkP2QkMoirV6tDsp556CsAqs8LpdGJubg6PPvooNm7cKNkRzcP6+vpQVFSEaDSK8fFxCfhFRUVoaGiQS5m9CNo0kz737LPPymsWFhZCrVajsrIS69evF1x1z549OH36NHbt2iWTeUjZ48AYNl0PHTq0ZvQbL5TFxUVpyFdWVmJkZASvvfaaMEy8Xi9uuukmYUb5/X7ZE0ajURgyVEPysmS/iI1VAOJRrlRDn6uH66gMMMSymYnygmEzEoAE9/vvvx+VlZWYn58X7v+6deuwZcsWbN++HS0tLWhsbERDQwMcDgc8Ho/QQ7mXzGaz+Cft3bsXdXV10gQnnZCXaE5ODpqammCxWGA2myXWsH/X1NSEoqIiEUWGw2GMjo6KB9Ds7CwGBwfh9/vlUqZYSqvVyvS0LVu2YPPmzTAajcKFt1qtAjWFQiFotVpMTEzg8ssvRyQSwUsvvSR9EwDC4CLcx8ucyS/57u/VKP9AwDLMvFkus0nAAGo0GqXL3tjYiJ6eHmi1WrFEZRbMUrmrqwsajQYVFRUyVi8ej8uA7KNHj6Kurk5UnoFAQOYgsvnZ3NyMoaEh8RB3Op1iBctGHUUGqVQKwWAQVqsVv/3tbwWzv+qqqzA+Po6//du/xdzcHH7605/C6/Vi06ZNYvxUVFQkTbTx8XGUlZXJODZuzNHRUSnHZmdnMTExgYWFBezbtw+BQEAydZZoi4uLqKysxJVXXone3l5hCyg1A8qqiBnC+7GufG3y/Y1Go7wX4olsdGu1WrF8sFgs6O3tFTZJJBLBFVdcgZ07d8qfJfecnPJgMCh7IZVKYXBwEHa7HWazGbW1tZI5+nw+GAwGzM/PC21x/fr1qKurA7Bano+OjsJsNqOsrEyguUsuuQTPP/+8eOuz6ZZMJjE4OCiCuqWlJWzcuBFqtRrBYFB+xmg0YmZmBn6/HwaDAYFAAEajUYavZ2VloaurC+effz70ej327t0rvjyEtGgvkE6nBeKgoC0ej0vpz32g7G28H4/S/phZOvcSIS+SEbKzs/Ef//EfsNls+OIXvyiWGi+88AI+9KEPCTuNEEU4HIbf75fXIOREzvzCwgJaW1vR09OD5uZmbNiwAYFAALt375bvpaysDC6XC5FIBBaLBevXr0ckEoHdbofX60VfXx9aW1tlPmo4HEZ9fb30pIqKitDe3o76+nrpbYVCIYTDYRl0TTJAMplEdXU1LBaLqJRJ2mDc+MUvfoGvfe1r+Lu/+zsMDw/j61//uqjjKUAjXZdxkWI/ejWxkf5+ecuc04dvmmUdPxTLTmLuxPRYAhIHdTqd2Ldvn1i+knPLJkR2djaCwSDWrVsn/iPA6uajBzNH0gWDQXi9XjEJI3xAWIUblwEynU5L4yccDkuGnUqlcOTIEWg0Ghw5cgRtbW1obGzE/Pw8ampq8Nxzz8lCUTTD982ZsJnM2YHDbDpSuk45PO1GgVUnQkrq7XY78vPzodfrpR+gbLpycyiHkpzrh9UXL22lwIyNclIRl5aWBFskvdBqtWJgYACbNm0SGKq1tRXPPvssbrjhBvT390uQZHZKGimZSFynV199VXoXdXV1QlP73e9+J81mMolokUCIKJVKIRAIQKVSYXR0VCZ3RSIRNDU1IZVKwWKxiJtoc3MzksmkeMhbrVasX78eJ06ckM8/MjIiDIv8/HwYjUY88sgjuPXWW2GxWLBt2zY8//zzePzxxzE/P49YLLamMZ7JZEQ1TSYJv2NmlErc9v14otGoMDyU/TKydIgLAxCDNfZ3jh49irvvvhtGoxEPPvigMFOIiXMsHSnFyvUkXTAej8NiseDOO++UqpxWAgywwGqPhNmuXq/HxMQESkpKBFZj/ywcDsPj8Qjsc/z4cVRUVKC4uBgDAwO47bbbUFtbi1AohOzsbGzYsEFG/5HpNjo6KlYpLpcL4XBYLooXXngBTU1N2LhxI44dO4aXX34Ze/fulc/FTJzwjFKcye+WkDVh1D8Lnruym09+Lz+gTqfD1NQU8vLyUF9fL/xaj8eDjo4OHD9+HDMzM2hoaMCmTZvWTKSfn5/HW2+9hba2NpjNZpw4cQLXX389wuEwbDYbjEYjvF7vGmpVXV0dgsEgjh8/jpMnT+Kuu+4SahYbO+SrM7gDq5kC2Tic48iy7uDBg/jGN76BZ599Fo888ogYXy0tLcHlciGdTov/B+XODDhU29F9Uq1WY3x8XBgj2dnZotYEVhd8w4YNUKlUcDgcCAQC/+N7Bc5yod/Ph41awj/E/bORhV0AACAASURBVCkQIw+bzA5iymQTDAwMoLW1FW1tbTh58iQaGhpw8OBB9Pf3w2q1SqBLpVLwer1oaWlBLBZDMpkUZhIzapbFXV1dwtqhujSdTmNiYkIGJcRiMckWyWIIh8MCn4yNjcFqtaK/v1842bSA5XtixkwFJbHxWCwmVQfhKcrkaXlhtVqlSmN/hN8nGT3BYBB5eXlQq9Vy+VPJyEDKROn9eLhOtKhlgJ+fn5ekg8EIOGuA9e1vfxvLy8vYsmUL/H6/JDhkPWk0q4MweHEyKx4ZGRFYqqWlRaoUwlU8DzabTdZIp9Nh48aNCIVCGBkZQTAYhMfjwa5du1BZWYkPfehDWF5etYqur68XePDZZ59FY2MjamtrMTY2Bo/Hg6qqqjXkAKIKS0tLMh1qZWVFeoLJZBJ2ux179+5Fe3s7dDodmpubsW3bNvzLv/wLBgcHkZWVJUkjE1n2FejRwwSJa8+Ej+rbd3o+EMGdjUKW7hQ+kItNe00GL6PRCOCsopUSbirKyL6Ix+MSgKlorKurQ3NzMw4dOoRMJiMq0vHxcZSUlEg5xcNVWlqKnJwcwWN5uNmszM7ORlNTE37zm99INx+A/P00ClteXsYLL7ywxuCfzoxsFDGwJJNJMf7Py8sTAVdPT49QwsgkikQigmGHw2FpsFVVVSE/P19emxmx0gJAmZ2+11SXP3VdlcGbJSzLTH5PvIw5AYvlfGFhIW66adX9IBgMoqCgAH19fdi8eTN++9vf4nOf+xw0mtXpVhwrODY2homJCREK0SOIDKa3K1VLS0sRCoUwNTWFw4cPw2azYWFhAfPz81i3bp003sfGxsQFkJftLbfcgv7+fgwNDWFubk4GySQSCZjN5jVTkbinJicnodVqMTQ0JAwRlUqFgwcP4tOf/jRSqRQ+85lVU01qNHhJ89Jg5arEt2kZy0qVF/gfg83+qWurUqkEQ+b7YAAnq0TJfwcggfTBBx/ERRddhIceegjpdBr33nsvtm3bBqfTCbvdDo/Hg4WFBRw4cABmsxldXV0oLS2Fw+GQPg09kpT0UDbuI5GITFcjI0an02Hz5s2Ynp7G8vIy1q9fj2AwiOnpaQwPD4sC3WQyYdOmTcjJyUFHRwcKCgpQVlaGoqIiacovLi4iHo+jt7dX1OO8mN1uN6anp9Hd3Y2+vj6cf/75WFpaws6dO2EwGHDffffhsccek/Vk05QwNHsXTCiVthb8OcbIPwv7AZYmvOlZZrJU9vl8gsVzdJ5Wq0VBQQGam5vh8/mgUqmk3J2enhaBi1K2v2nTJgwODqK0tFQGapvNZvT09GBlZQU9PT2IxWLi4U6ePMs+vieHwyFCJ7VajUsvvRSHDh2SUYBTU1NCu/R4PPj973+PAwcOyOFTCjhI8VN+bjZBKW8/fvw4YrEY2traxDOjtLQURUVF4mxJpSQD4/DwMEwmk1C4+DmYCfBCJTPpXD/MNhjIuSnp0EkIhK53tExQ2kYw6yspKYFGo0FLSws6OjqwvLyM119/HVu3bhXeO6diURDDS43fD6sIDsyenp6GxWKRIRpUlnKwi8PhwNjYGA4cOCAy8MbGRszOzqK1tRWdnZ3SOF23bh0ymQymp6fFvIrrRx/6iooKJBIJJJNJmEwmaLVaeL1evPbaa3jooYeQSCRw5513incQ2VcMnrx8yd0mns4Ex2QySabHpiuNp841Y4b0ZVZgSjycyQLXUWmfQdYPAHR2dqKurg7f//738fOf/xxvvPEGWlpasLKygnA4jEQiAZvNhkAggG3btgGA9FCoUlWpVHJBzs7OQqvVIhAIQK/Xw2QyYWpqSnxj4vG4GMKdf/75mJubg9vtFkERGVsM1HR15OWQTCZlsEYikUBXVxcymYxQmIeHhzE2Nob169cjNzcXb7zxBtra2vDiiy/i7//+70Wv0N3dLZcQYSpm69zv1Azw/zO5BLCmyn235wPBlmGDiBl2MpmUIMjMVaPRSGlaXV0tB9NoNMJqtaK6uloCNr2jfT4fmpqaYLfbBZqg2nNpaQl+vx+hUEi48fRev/TSS/H4449jYmJCMnTSj6iaJZ5JRWhtba34Nnd0dECr1eKHP/wh/uqv/gr79u2Tn+PBDIVC8Pv9gslxXiuzD2D1Ejl58iT27duHpqYmtLS0YGpqCr29vWhubsZll10mTUSygEpLS6VUpK+0ssnFQ8lMGsCa/z6XDy8aBituVlY/OTk50Ol00mdRq9VSUczPz+OCCy6Q19qzZw/GxsZk0LharcaxY8fQ1dWFwcFBpFIpWK1WuN1ulJSUoLy8XJrofr8fY2NjUt7TWbS6uloGaRsMBskql5eX4XQ60dvbKwfLZDLB4/EgNzcXLpdLTMA4L/PYsWPiKUJbClJe2XvQarVobGwUnYPX68XJkyeh0WgwOTkpldvTTz8NACJO0mq1wugCIKIhQjAAZMKWkgHFbO/9yNxZOSohBY6OBCDVGW1ASGogVDY/P48vfOELeOyxxxCNRvH9738fWVlZ+N73voe+vj54vV54vV7k5OSgpqYGdrsdVVVVKCkpEcdXNnBnZmYkkyXjilARp6CFw2Hk5eWJCRmthwndGo1GSbCI9+fl5aGgoEBsIliR7N69G0NDQ2hubsZ55523BjJpamrC7OwsnnrqKZkFG4lEcNddd+HAgQOYmprCgQMHZB3ZcwIgFxapvOyX8NcApDrjOX635wORudNjhIoxAPKBKGgAIIpPej8QpqEqEAD6+/vR0tKCrq4uFBQUIBwOi3vf4uKiqOQ4xooDH9h8zM/Px/DwsAQZ8u+ZubH5yWYqs82VlRUp2woKCuDxeFBSUoI33nhDGoLEbEltovKVToNvd0mcmppCMBjEF77wBXF49Pv9MpxCqSzlBmcjllgoIS82oyl64SZR2ii8H+vK74cQEMtKAMJ/Vnq7GI1GkXDn5OTg8OHDaGtrw9jYGKqqqjAxMYEnn3xSZOcnT57Epz71KSSTSWmcUdTEyoA0M+LcR48ehd1uB7BqIfsXf/EXmJ6eRmFhIQoKCvDcc88JZTUrK0vmbPp8PjQ2NiIejyMrKwtHjhxBJBLBkSNHAAC33347HA6HDOpWqVTwer0YGxtDSUkJTpw4AY/HI97mbrdbDNH42Z5++mn09fUhmUzi+eefh9lsRiKREMiK7IhMJiMe+UtLS8KsSqVSAm8yq+f5OZcPKy1ezPRzIUZOpSp9evhrQqncH6+99hpyc3PxxS9+EYODg9i/fz/27NmDT3ziE2hubsbKyoow2UhR5fljQKeDKjHvWCwmClTO4KWqtLS0VGab0sqDZnokNdDegNUbDQYPHz4sHjrz8/NiXbFu3ToMDg5KTOC+m5ycxGc/+1kMDg6iv78fk5OTeOaZZ8SGgxe/MvHjvlVeyKT4Ur0KQEgI75aUfWCCOzMMBh0KMLhRcnJyEI/HcfLkSZSUlKCjo0NgF5rzZGVloaWlBa+++iry8vKwfv16WQQOR1Y2qwwGA/R6Paanp2E2myVz6O/vR1FRkWSSWVlZEoRpv8ugNDMzA71ej3Q6LWb+VqsVGzduxOTkpPiLz87O4rOf/SyefPJJRCIRMehXqVTo6+uD3W4XjJ5Yfm1tLT7ykY+gp6dHvg/grJ1BJBLBX//1X+Pxxx+HzWaDzWZDbW0tDhw4ILQ/yrUZWJVufYQulOZE5/pR+shTxMHPwk0OQBq/xJLpo01GVHd3t5ToLLMHBgaQSCTEsoAwxYEDBzAwMIDLLrsMs7OziMfjOO+88/DCCy+gtbUV3/3ud3H06FG88MILGBoakr0BrFrRVlVVwWw2Y2BgAOeffz5GRkbQ3NwMj8eDkydP4rbbbpOk4x/+4R/ksxqNRvz3f/83brrpJglm+/fvRygUgtFohMvlQnd3t/h9A8Add9wBv9+PQ4cO4dOf/jTeeOMNfOlLX5LeDIMokx/6x+j1emHysMlIewmDwSBiJla+53pYB3C24ubZVQqmSA8Ezl4EDHxK36hXX30Vt956K7xeL775zW/ia1/7Gk6cOIEnnngC3/jGNwAA7e3tSKfTuOCCC6DVatHZ2SkeQBUVFeKLziYk9SekGFqtVlitVoyPjyOdXh0uzZ6URqPByMgIampq1jCuFhYWROOg0Whw4sQJRCIRWK1WpNNpYboVFRXh5MmTMBgMKCwsxHe/+11oNBrU19fjxRdfxMDAAJ577jmo1Wo8+eSTMiCHdF5lb1HJkNFqtdIg53lhpq8Uhr3b84EI7nzDygYRv2il6xxv0IqKCmRnZ2NychJ1dXXi+7Ju3ToZ1MHOc3l5OXbv3o2KigpYLBaZUUkPduL2FClx0/D2NplMssDcmNy4hDtI2xsZGRHJu16vR3NzMxYXF/H8889Dr9eLKOP555+X25kHIhwOo7i4WC6LTCaD3bt3y2VE+l0ymRTGDJ0fnU4nxsfHpQHk8/mgVqthNpvXKEPfbkDE6ocB/1xn76wgGIDYkGYpTIqnWq2WSVEUZKVSKVEKFxUVCZRiMBhwwQUXoKenB/fddx/uu+8+/PSnP5XZtgzms7Oz8Hq9KCwsxJVXXil0t23btuHNN99EQ0MDWlpaZI7l/fffj3//93/H/v37MTw8LA1Ru92Oj3/84/B6vXjmmWdwySWXoLGxEY888ghWVlZwzz334KKLLsLLL78MYJUp8sMf/lDm5C4uLiKZTOI3v/kN7rjjDpSVlcnAh66uLrS1teEXv/gF7r33XhnvtrS0hFdeeQW5ubky3IUUQ0Ja7NmQ3kf6HivNVColkNf7oVAFzg4cIR9cOaZSWTlRhMefZ8bKi//222/Hfffdh+LiYjzwwAMoLi7GN7/5TXi9Xvz617/G/fffL+SGjo4OxONx1NTUoKCgAOXl5TJZiZCm1WrFxMQEnE4nEokEfve734kBXDweRzgcxsjIiPR0+BpUnhuNRhQUFAi0s7KygsrKSsmc2WvTarWIRqP4zne+g9raWklI7rzzTnzqU5/Cvn37cODAAXznO98RlhjVp8BZWObt9h/KecM8q6xQqB1h7+zdng9McGe2zo3BLIUj0VQqFU6fPi2DZnfu3CndZIfDgeHhYbhcLvh8PlEwvv766xgeHsaGDRuwtLQkm4zGPnSSI4b11FNPoaysTKCh5eVl1NfXSyAmBsoblSb6Wq1Wuubj4+NwOp0wm83o7OzE4cOHcfnll4sY5+DBg2IfQP4rF5HDeclAMJvNcLvdMJlMiMfj2L9/vygODx8+jKqqKkSjUWzduhUjIyMYGBjAwMAAjEajcIFJ+2PGwL+L0ND74TvCR6VSCVuH2cjblZSsHpi5KLPBTGZ1wDWwCr1deeWV+OUvf4kvfelLePPNN7GysoL77rtPlMnpdFoYLT/5yU/gdDqh0+nQ0dGB7u5uOBwO3H777bj++uvxiU98Anv37hUGksFgwOnTp1FaWoprrrkGS0tLuOKKK8SOora2Fj09PZibm8PRo0cRCATw4osvorKyEr///e8lcyY8x0Zbc3MznE4n9uzZg+9+97swGo3YsWMHmpqacMstt+BTn/oU6uvrMTo6iv7+fvh8PhnnyMZrJBIRj5p0Oi1NZ3rAM0Nm83p+fl76HFR8U6J/Lh8mN4S7mDgQZiVrjWpOVoaEB5nJLy0t4atf/Sqeeuop7Nq1C1/60pcwPT2Nn/zkJ7j66qvx+c9/HrfffrvMP2VFQ8rnysoKSkpKpAk/MTEh2fXKygquvfZahEIh/OQnP4HL5YLJZEJDQ4Nw6xcWFmQuKsfzZTIZ0c1wLKXD4cDs7CyOHDmCbdu24bnnnsObb76J7du3Y+fOnbj++utx2223YceOHXj11VcxOjqKV155RezIGYyVe5wVp9Ivht8Tk4OCggJpFvNz/zGK8g9EcGfQ4YFnY5W3GalUfX19mJmZwbXXXovjx4/j0UcfFTxPrVbjlVdeQX19vahJW1tb5ZZkd5mTiSg/JvY+NjaGyy67DC+88MIaJzl6UhAiUhqaKTH3iYkJmXBPF8Hu7m6Mj4/LfFMAGB4ehlqtFq91BjFieSyjp6en5RBv3rxZYJbKykpYLBZUV1fDarXi4YcfxgUXXACdTofLL78cGo0GDz/8MB555BFcddVVcLvdqK+vx9GjR4Udo2zsKmmi5/ph05RCDOL+xBCV+CvZH7xE+d1QBHPTTTfhxIkTyGQyMvaQsvZTp05J05uDS2666Sb09vYiEAigpaUFH/rQhzAyMiLe2k899RS8Xi+mpqaQSCRw6tQp/PCHP8Tx48fh8XjEZnbfvn0ymrG4uBhbt25FKpVCVVUV1q1bh+XlZaxbtw69vb2oqKhAd3c3lpeX0dbWJmZgRqMRN9xwA26++Wbs2bNH/llcXBQ+NxMVBur+/n757rKysoTJwcSEWR8hBOLZFDlxX/F7fD8eJgns7QAQ+ifhNU654ufgOgMQARTZIrfeeivuvPNOzM7O4oEHHsADDzyAxx9/HHv37sXOnTvFS+Y///M/pYJR2jpEo1FEIhGYzWZ5fc5FYCU1MzODqqoq9Pf3Q6PRiH10PB7HyMgIFhcXYTabJdk4ffo0iouLUVpaKnqSPXv2oKurC9FoFOeffz7Wr1+P559/HsCq2v1Xv/oVJicncffdd6+pYJSNbiaUJI/wu1FSrQFIRc2Yw4uSkM6fheUvb3ne/spyniUIu9oAcP311+NnP/vZGuOr/9veu0dXWV953J8n9+Sck5zknCQnITdyJYQgEm4iiAxIReu1Ym1narV12hn7dmxnVls7s5Yzs7SX1VWd6ji+U/VV7Gi1tRVLKeooaEUQQiBAAgkk5EZObicn95N78rx/JHv7hBHFlki057sWC3I4OXnyXPZv//b+7u93eHiYzs7OGUNEslq2tLTMsBqz2Ww4HA61vsvIyMAwDBYvXkxpaakGf2EmCB9VZIWlJiaBS0bKJyYmVMNZxsplklIawiLsLw+rqAZmZGRw4sQJXaWtzSEZze7o6NAGL0w9TE6nk76+PkpLS7nsssvUEHvPnj3cfvvteDweHWOWhdBKmZwN0TBAt5OSQYq0sdC8RDVR6sFyzex2O0lJSTN6AMXFxdTU1HDgwAHWrVtHXV0daWlp9Pb2KuVQdgL9/f3a1B4aGuLmm2/G7XazdetWNm7ciM/no6amRpUaxTt1z5496vqzatUqhoeH1YN369atat8WFxdHZmYmV1xxBQ0NDSQmJrJz505+//vfEwgEqKys5MyZMxw7dkyvt5RKrrzySm688UZCQ0M5evQoy5cvV4kIv9/PE088AUzVmSV4ixG2NNGF2ij/L6yokZERZZJIM1ueq9mAPA+yg7VOmAPK4BIWj+icyzMuz7ckWBERETz++OMUFhaSlpZGSUkJX/7ylxkbGyM1NZU77riD/Px8vv/973PfffeRlJSkMySA+gOMjo7qMySa6zabjfnz55OQkDCDXOFwOOjp6dEymdvtnjEB6nQ6iYqKwuv18sgjj6isid/v51vf+hY+n4/77ruPgYEBOjo6lBl3//336+8mDVhAY5wscrJzlgAu8cTaYwO06iDxUHo6n4gJVQmeksFLTVEunDQDa2triYyMpKSkhKKiIvbu3Ut6errWz4aGhqiursbn81FYWEhmZianTp2ioaGBZcuWcfLkSXU3b2lpob29nezsbPbs2UNOTg75+fl0dHTQ0dFBcXExGRkZGizkphFdEtk62+12/H4/hmFwxRVXMD4+Tl9fn2bztbW1mqHI75GQkKCiZ/KQSNYpD+fg4CALFiwgOztbyz7C5Y+KiqKqqoobb7yR06dP09jYyNjYGNu3b2fp0qUsW7ZMVQ5LSkpobm7mwIED2pyWLbWwVD5Io+JPhSwgoh8jP0N2EPKzhQkhlExREBTOr2zxk5KSWLFiBZWVlarPIywC6Y00NTXh9/u55pprsNvtLF68GIfDwapVq2hsbOTAgQPccssthISE0NzcjGlOeXb29/fz4osvcvz4cQoLC1mzZg1PPfUUaWlp5Obmqjk5TAmZ/cd//Ae33nrrjISisrISmJJa9vv9JCcns337dkJCQkhJSdEMfGhoSCdxf/vb35KXl0dfX5/qJ/X09Oj5ksWxq6tLGTJWWQ6raYfYwEnWLDVkq97MhYRMylpVDM+Wkob3Fjdp+MoiLs+87Nikb1BaWsrGjRvJzs7m4Ycfpri4mJUrV9LR0cGzzz7Lo48+yr/9279x1VVX8frrrzM2NsaaNWu4+uqrGRwcxOl06iRne3s7p0+f5vLLL6enp4fR0Snj+MrKSjIzMzl69Khe3+LiYi3viS7Qz372MxYvXqy7/cLCQu688062bNmidfqKigrKy8vZunUre/fu1R2XlHwlOxfI7ywLvrC5pOco7Cf5PimhSiyUBUPO4bkwJ4K7taEq3FkpxciqFxoaqjrOcqJuueUWDh06xK5du1izZg1ut5udO3dy9913ax323XffVd9KUeRzOp0a2LOysrT+3djYqM2Zjo4Oli1bplog4eHhdHZ2Kt1MZDonJiY4ePCgviZ12f7+frKzs8nNzeXEiRN0dnbS2dmpgbu7u1tZECLBe+bMGWV+ZGRkYJomGzduVN6zuP2EhISwfPlyEhISyMjI4N///d8ZGxtTCd/y8nLcbjd33303jz76qAarY8eO6TZetrQywTkb2buU2eT3kzqrmK7IVl20gyTTFI603MwNDQ3k5OTgdDrZsmULjzzyCNu2bePmm2/G5/NRUlJCZGQkra2teDwezXCHh4fJzc1VJtKzzz7Ls88+i8/nU4u+w4cPs3LlStrb2ykpKSE7O5tf/epXfO9736O9vZ2qqiq2bdumxumSeCxdupSWlhZtfn/uc59TCmt4eLiK2+Xn52tgkOy0ubmZefPmqSdoaWkpvb29Oo0rtLvR0VEVnRImkEwhA++rw2Q17pDBtdnqq8iQkpTbZEdovX7W3a+UKIR6KAu/JHXCjhJqYGNjI9dff72SJe655x6cTidbt24lOTmZ48eP09DQQEVFhZZsu7u7ufzyy/F4PBrgPR4Pv/jFL8jNzeXFF1/UkovYNQ4MDLB8+XLa29vp7Oykv79fm6wyjXrfffexevVqAJqbm6mqqgKm6LGf/exnZyy2UmaKjIxUQThrSVd2MXJtpEkq51GSOMnM5fmxztfI0J6wrt4PcyK4C6wUINm6WceapSGXmpoKgMvl4q677uL555+nu7ubrKwsHA6HZqQ+n091PJqbm3Vb6HK5NMiJUp/b7VZGR1NTk3LphXMt9X9ZeEJCQvShPXPmDGFhYTrtmJqaOkNaoK6ubsbxy3ZLuudSO+vu7tYMNSYmhsbGRt5++20dXRcOs9PpJDExkZSUFMrLy3U0X6RnTdOkpaWFnTt3sm7dOk6dOsWiRYu0OSQ3oPXBn41BF0ApXCKsJAYP1m2ozWZjZGREmUhSX87LywOmhjtOnDhBRUUFTU1NuFwuNm/eTFdXF1/96ld5/PHHSUlJ4fLLL6esrIz29nYuueQS3G43pmlSUFDA5OQkVVVVjI2N8c477xAfH692hSdOnNDyVEhICI899hhvv/02Dz74IHV1dTzyyCNUVVWRmZmpGj8yqdrb28uCBQtUAhimBuWOHTvGkiVL2LFjB1u2bFH+/fbt2/nrv/5rVq9eze7du2lpacFms/GDH/yAr3/969x+++2cPHlyxo5OnovQ0FBVS5TdjiQxIkBmbdZbhfZmAzJnIcFcaslyvEJftg5biZ6RZK5y30kGKtO8ERER2lsIDQ3l2LFj/MM//AMjIyN86UtfYuHChYSEhPCTn/wEmGq4v/XWW/zud7/j5Zdf1kZkdHS0JgZ79+4lMzNTk6Du7m56enrIzc3l4MGDKjwm8w6bN2/m85//PBkZGZSWlvLrX/+amJgY4uLiiIqK4otf/CJer1d3pFbZXjkHch5kdyWLoCxs1qxdYp9VrVUWBeHhC31adsNCM34//FnB3TCMBqAfmADGTdNcZhhGAvArIAtoAG41TfPcy8s0ZKsuWZ3Uy+QXmZycpLOzk9OnT7N//37Wr1/Pxo0baW9v50c/+hEPP/wwNTU1bNq0ie3bt3Prrbfyi1/8gtjYWGpra3G5XDoIIzK9omcik6qFhYWqSCelAECzTUBrYbLdEjelyMhIFi5cyOWXX64XS7LQyckpXWaRB5A/UndzuVwqF5CZmUlYWBiHDh2ipKSEyspK1q5dy+TkJK2traSmppKTk0NkZCS7d+/mD3/4gz4Asv0WKuRbb73FDTfcwMDAAG1tbWRmZtLe3j4j47M2uC40rNPGcpNap1GtzICQkBBtkIp8cm1trW5tH330UZqamigsLNSdj9Pp5PDhw5SVlXHnnXeSnJzM3r17ueaaa4iIiGD79u1s2rSJu+66iyeffJLBwUG1Y0xJSaG0tJSlS5cSHh6Oz+ejra2Nm266SdUy/+u//ovXXnuNTZs26QLp8/k4ffo0WVlZer2EdSEYHBzk7//+72loaGD16tVUVlbicrkoKytjZGSE4uJidu7cicvlUp58c3MzTqeTXbt2MTExgcPh0MVQ+NVy/PKsSIYnPrlyz6akpKiGjiwQFzrAS2CSnaYw3SSTl3KDlDDhPU9QYYpIgiHsDylDSclBFigJmEIGeOaZZzQISqK0bNkyioqK+MpXvsL4+JRBfVpaGmvWrHnf4xfl13379pGeno7dbqe1tZUTJ07o72C323nsscfo6urizJkzlJeX09PTo7RUSQasOyeYKaVijQVyraRCIZz80dFRbYLL+2R3LWw82dEIi9A6qHguXIjMfb1pmp2Wr+8Fdpmm+WPDMO6d/vp7H/QBsnpZa7+ywlmDfEjIlBKjz+dTF/P6+npycnLYvHkzzz33HCUlJRw9epSamhry8vJwu934/X6Gh4fp6OggLy9PmzwjIyOqATM+PuXQYm2kdnd36xCN6EzL1isQCJCQkEB5eTn9/f0s44xaLQAAIABJREFUXLhQs+awsDC8Xi8JCQmamcr2U7akUhsVxojD4WDevHl6I4uMQGpqqloFDg8P43K5SE5O5t1331XpUaF1jY2N4XK5dNgqLCyMHTt2cPfdd9PV1UVGRoZK1wIzxuNnQ1sGUDd40ZARkSSZFJYHIjk5mZ6eHvXSlK3nm2++yaZNm0hPT2d0dFQ1WSYnJ/H7/WzYsIErr7yS/fv3U1dXx5IlS6itraWkpIQf//jH2O12Fi5cCEwxGUSyV8b9ExISaG9vp7i4mEWLFnHkyBGqqqpoampiy5YtXHXVVVRXV5OamkpLS4vqo1RUVGCz2cjOziYQCJCcnExLSwupqam88cYbDAwMkJ6erl6u//u//0tcXBx/+7d/y0svvURubi4pKSncfPPNLF68mNtuu42nn36aqKgofvKTn2i5THTrpfkotEgxpZEGNbzHO/f7/ZoVS3nmQkPKBiMjI+p7CigVVIKWdfhKpivl++SZkJKdaNCcvdOzNqQlIZHFTPoLpaWllJeXz6Dfut1usrKymDdvHjExMSoQ6HA4cDqdqj3zq1/9SkswdXV1OptgLTUJrVK+7u/vn1E2sT7LgJIwRABM4lhcXJw2laVmLlm7zIGEhoaq+qScJ1nEpNQDKMPqXJiNsswNwJXT/34GeIsPCe7w3rCSrEpyEWW1gqkMet++fbhcLg4fPswVV1yBYRh0dnYyOTnJbbfdxrPPPkt+fj7PPvss3/jGN9T2LiwsjNzcXN06yudKdhMdHU14eLiaZEdFRf2fJlZPTw8JCQnAFAe1vLyc2traGU2uLVu2UF9fz3PPPac/V2zP5AIKv1W4rcJLXrdundYTr732WkpLS4mIiKCnpwe3201JSQm9vb1UVVVRXl5Ob28vHo+HjRs3zmiiJSQksH//fh1gioiIIDMzU92fZKGwDjTNhiqkDCMJ40O23LKlTExMxOfzER8fr3XFvr4+bDYbfX191NTUKI0vPT2duro6DMMgMzOToaEhkpKSeOmll+jt7aWvr4/a2lr+8Ic/0NLSQlFRkV6rtrY2Fi5cSGJiombuor0j2aD46Eo2aa1tyvZYBmQCgYBKTickJHDw4EF1DAI4cOAARUVFqkuzfPlynUhua2vT4bna2lrWrl3L8uXL1fxheHiY7u5u3cXIOZSsT0occr7k3ErDLSEhQe0dY2JiNCOcDVi1ieS6Tk5OGWuIHLDsdMWbVBYgGVKU45ZMVwbrrMM+Us+WkqhVhwre20XI+ZHFo729Hb/fz4EDBzQjll2qfC3UQ0CzdTkW2cGJhpQEWYlH0jOSpEWE8ax0bvk/OTfWyXvxZAbUjlPMWEZHR2eYcghxQBRB5Xf+IPy5hVYT+F/DMA4ZhvG16deSTdNsnT7prUDS+XyQnGwJ7lZVNHnYQkOnjC8kGwdUPEustTZu3Kj+p/v27dOpOWlESRkmJiZGqYrycNTV1RETE0NNTQ0ej0et7yRTlK2YZCbV1dVa90pNTeW73/0uUVFRxMfHExsbq1v19evXz1h9BwYGdJWXbWhvby+NjY1qBrBt2zYcDgcbNmzg6quv5tprr6WtrY3q6mp27dqlWbcoQ3o8Hm3kzJ8/n29/+9vcc889hIWF8eijj2qWc911183osk9MTOjk44WGlARkQAQgKSlpRjNXFkbJUuVcR0ZG0tTUpM1k0zRZvXo14+PjNDU1adNteHiYm2++WWvPtbW1HDx4kBdffFGPo7e3lwceeEANjGNjY3Uxa2lpITExUR+moaEhmpqaSE5OprGxkYiICNVpP3r0qCYGY2NjWpKQbPP+++/nhz/8IUuWLCE1NVUVSV944QXuu+8+vvKVr9DR0UFcXBxOp5N58+bR3d3Nb37zGyYnJ4mLi6Ouro5f//rXmrmLHIcEGtM0tdQhwzFWVcauri4duIGpfoUIlX0QDMO42jCMk4Zh1E7vuD8UkhBZpyvlHrTOLVgpf1KaEXokvGd8I+U7CVoSFCVpkWt+dkPWSpmWe0UWG/m3BHE5DtlRiBigZOQTExNKr7ayjKy0ROGYWz2RZQGTnZ2UUmSRkAxc/rbuBuS+l2TPqlsl07CSlEivQhrnH4Q/N7hfbprmUmAz8A3DMK443280DONrhmGUGYZRJquajOLLqieroXWVlobHqVOngKmsTLK09vZ2fv7zn3Pq1Cny8/NV63lgYIBAIMDQ0BBtbW0qw5qYmMiCBQtITk7G7Xbj8XhYsGABxcXFOhZvHWsGtDkihtpOpxObzcbq1as1UxSKY1tbG3a7XZXmzGk5AzHlldqazWZTal4gEGD+/PkkJSXpzSfZUCAQoK+vj4GBAYaGhrDZbLS3t+vNLmPoQksTf8fx8XGam5sZHR3F4/GoqJJkHZK5X2gIQ8RKd4P3HnBp+IlaoFBNhXcs2/jq6mrVkJEsVnZD6enpvPLKKwwPD1NUVMThw4f1s2T7+vrrr3P48GE1G+/q6qK7u1v1daRMJouyZJAZGRn6QPX19ZGTk4Pf7ycuLk6btJIdf+9732NgYIA33niD5ORk6uvrSU9P5/jx46xZs4bBwUHefvtt1qxZQ05OjpqbO51Oli1bptx4KbfBFE9czpvD4VAKrdfr1YSkt7dXKaUS3KQ/JdnxhwmHGYYRCvwXU8/xQuALhmEs/KDvMU1TueoStKy1Zgme0jiXgCZiV7IDCQkJ0RKSZOdy/1olPiT4ysIhu194b7cvmbjszq2DkZJNyzFa+edy/eWYJJjK4iCZsrW0JLsA8VKQZFQWOhE1tPLSZZGVxqmV0GA1x5YFUzSDZPdolWKRc/RB+LOCu2maLdN/dwDbgBVAu2EYKdMnIAXoOMf3Pm6a5jLTNJcBSgu0aiZI/Uyyell5W1paiImJoba2loSEBBobGzl69Chr167lwQcf5OqrryY5OZmKigp+97vfcezYMXp7ezl8+DAtLS2Ul5dTVlZGenq6juoLX1dOdFpamo6TS/AUEbJjx47x9NNPKxc/NTWVSy65hIaGBnbv3k1NTQ3t7e1ER0dTVlaG1+vllltu0QBlmlOmIULTW7x4MQUFBaqZIzeqw+Ggo6MDr9eruwrxG83JycFut7Nq1SoN+vPmzcPlcmnGERsbi8vlIjExkeeffx6bzYbX69XFUsaZpQRxoSHnze/36/SoVfRINGZk2ysPndDDDGNKVE1MjQFKSkqU7eDz+SgoKCA9PZ0f/OAH2O12duzYofKw4qXZ0NDA+vXraWhooKGhgYmJCYqLizXIiOZ3RESEanmLBozcg+KaNTk5qRRaKdm1tbVRUFCgvZWTJ0+SkJDAyMgI9957L1lZWcDUIFZISAjHjh2joqKClJQUXfyHh4c5ePAghw8f1qA0OTmpAUHMtvv6+mY0W0NCpkTERCRMzrsEJhnZ/xCsAGpN06wzTXMUeIGp8uo5IZTHs59NK9ND7imrFEJMTIy6YFnH6WWHIkFWFg1rP0iSIWEAyfMq7wVm0Cslq5davpRkZNcmTduQkBBV6rQ2hWUuRZIRK8PMOrVuVb2UhVYSU9m1SPw4ewGxMmDkuZDnAFAlTDmvkgjKTvODSjN/cnA3DMNmGIZD/g1sAiqB7cCXp9/2ZeB35/uZshpJcJMpO6GFSaOjqqoKt9tNfX0969evx2azMTEx5X/a2tpKVlYW0dHR5Obm0tHRoQ9gQ0MDfr+fM2fOKO0pImLKNk+0nAHVg4+OjlZZALl4XV1duliEhU1pbcfHx3Po0CHNikU2oLOzk/379+uNEBcXh8vlwuPx8O1vf1ubnIsXL6a4uFiNvTs7O/H7/dhsNgYGBkhJSWHBggXKyZUJ1/z8fJ1UlQdBGjGSnYsWh3XHkJaWpjosEtglI7mQkAdEmr2Tk5N0dXXpJK/wwuPj4/VBkz9CTUxKSuKdd97hlltuUeqa0+kkOTmZpKQkqqurSU9PZ9++fbrbE4ONvr4+7rrrLoqLi2lvbycuLg6Hw8Hw8DDHjh1T/X6Xy6WBc2BggMsvv1wVASUICXPKMAy8Xi8NDQ3Exsaq3Z9pmlRXV3PDDTdgt9u56667uPHGG3nrrbd44YUXqK6uxu/36xxFYWEhhw4dIjs7m9jYWKqrq9m+fTt9fX3Ex8fP4IZLsLQOJskCYJqmJhmyCLW1tSkvWgL/h2AecMbydfP0a+eEZM/yb7mPrLVsCdjAjCBrTaLkObcGVMnmpRcmpRo5J4Aqm0p507oDkCYsoIufLCRSM7fWrK2CdlZ2nswLnF3GlP+Xr607Uuuuwio9IO+xlo6kRyC7aFmkpD8n502OUZ4pK9Ptg/DnNFSTgW3TJygM+KVpmq8ahnEQ+LVhGF8FmoAt5/NhcjNI19y6lZeTKUFi27ZtLF++XF2E7r33Xh599FFtVhw9epTk5GR+//vfk5eXR3l5Ofn5+aSmpmqHWYaSxMZP2CXR0dE0NjayevXqGYbJQ0NDREZG8s477+BwODQj7uzsZM2aNQQCAfbv309fXx9VVVU6bQhTmWN9fT2RkZGsX7+eNWvW8OCDD/KP//iPxMfHU19fT319ve5cRD5BykriDiT85/Hxcb72ta/p4ifTjOK52t3drcF9yZIl7Nq1i/7+fh0q+eIXv8j9998PMEM4bTYgQ18SAOShlIdDzMRlgZYtq7BAJicneeONN7jxxhtxuVxUVlaSn5+vQl/ii7p69Wp8Ph9erxeXy8Wll17K0aNHKSwspKmpiTNnzmite3h4mL6+PjU2T0xM1BpwSkoKk5OTLFiwgO3btyvVTPTKx8fHyc3Npa6uTgfghNVwySWX0NnZybJly0hISKCpqYkjR44oDVfcoEzTpKOjg5tvvlkVImUSVco8Zz/wAF1dXTrBLJotom0OKCNDSnmmaWoS8iF4v/Tv/9wQ03016a2NDA8PV1r///38eK2KlO+3O3y/77HKE0uZ42zF0rO/tnyOe2hoqNP6PitN1frzrMcjn2ftPUlp5eyfZxUWfL/fS2in1u+Zfq8b6LS+/2zFTvmec3kbn90bM00z833fyJ8R3E3TrAMueZ/X/cCGj/JZ0siQFdjafJHmhWxb5MbeuXMnBQUFfPaznwXQDrw4Igkd8jvf+Q5DQ0Ps3buXK664Qk0aZDrN2oiMjY3VqcOenh7i4uJmCP6Mj4/T3t6u6nEDAwNkZmbS0NBASUkJtbW17Ny5k1dffZVLL72UjRs3snDhQlatWkVoaCh+vx+n08n27duVsnjgwAHi4+NpaGjQ4aOQkBDi4uKoqalRIaPu7m5dYNavX8+pU6fweDy43W7NKsV+LDw8HL/fz8TEhI7Yy+IZHx+vhiIy7CINpQvdVJWt++TkJPHx8YyMjOh5k9KQ6M1LQJPAHggEsNlsVFdXz2iE5ufnKxc+NjaWtLQ0amtrqaqq4tSpUyrjcPToUb7zne8A8JOf/ISioiLefPNNioqK1J1KJA/q6uoIDQ1l6dKlZGVl8dprrxEWFkZxcbHeb3KPCcUvNHTK+lEG3aT/8dBDDwFw+PBhjh8/ruyHuLg44uPjiY6Oxul04vf7WbNmDb/5zW+4++67+dd//Vctb8iWXhZd6QFIBik7ztDQKUVGYacI+0mmsUNDQ3G5XDM0lc6BZiDd8nUa0HL2m0zTfBx4fPralklJdS5hrh4XfPzHNids9iRLsY7XynY0OjpaMzgrM6GyshK3262fIaupBIKCggKGh4f54Q9/SHd3t9IDq6urycjIYP78+VRVVSn7BZhRy7S6n4h1l9Tmu7u7cbvdjI6OUlxcDEwtFp2dnezZs4fh4WEKCwtxOBwkJCRo99zlcrFhwwa+//3vU11dTXh4OC6Xi7GxMRYuXEhycrLWH5uamujt7aWtrY2Ojg7l4Xs8Hnw+H2VlZbzzzjucPHlSxaxEh0IaPGKOIVmxbDm7urqU+21tBp3ntTpvVoX8TBmisRqbx8XFaXYu03zh4eFqHC72ifCehZzH42F8fJy4uDgdhBF3LKmjOp1OZVKIQ9eSJUvYt28fERER7Nq1SzVGxF92eHgYh8NBZmamlr6OHz9ObGysykl0d3dTUFCgwdbr9eJ2uxkcHCQjI4OGhgY93rGxMWpqaujq6lI+tPxMmWr1+Xxs376d+Ph4XnjhBR1Oklr12NgYDodjxk5WatWy3Q8EAkqblPMsdWmhlUpJ8ENwEMgzDGO+YRgRwG1MlVeD+ARjTsgPSGZpdUKRUWoJ8tZGqwRZyQLtdjuf+9zneOGFFzTLl/LDk08+yfXXX09tbS3vvvsuYWFhvPXWW6SmppKWlsaLL77IZz7zGaKiomhtbVXBfdne1tXVkZSUhNvt5pVXXmHp0qWMj4+zaNEiBgcHlc72/PPPExoaSklJCVFRUaxbt06dhWRISWp/QmX80Y9+RCAQwO12MzAwgMvlYuHChTqgJdmX1JePHDmicgfCef3v//5vRkdHmT9/Pvn5+Sp2JsGuoaEBj8eD1+vVoGG321mxYgUNDQ1qtn0+Rh0WVsVVTGV7Bw3D2G6a5olzfY/D4dBMWZqDYk8mJQhr4JbMXTLmrq4u0tPTKS0tZdOmTdTW1lJTU6N1br/fj91uVzNpqbuapskDDzzAN7/5TS699FJSUlL45S9/ybx585QH7/P5aJh2WYqPj2fnzp2qFLljxw4+//nP4/V61b5QasTj4+P09vZSW1vL6tWrSU9PZ8eOHdx777388Y9/pKmpSZkkGRkZau4SERGhsxPLly/nxRdfZPPmzSxevJjKysoZJvBSUnG73Tr0IgmM1GozMzNpbm6mv79fEyBhdMjOx8pS+oDnb9wwjP8HeA0IBZ4yTfP4h94QQcxpzInMHdAMWTrWZ2tUw3tTcVK6iYyMVEbE4OAgOTk52pgZGBggPz+ff/7nf2bJkiWsWrWK2tpabrrpJqKiosjPzyciIoL8/Hz++Mc/UltbS319PW1tbTQ2NjIwMKBBJzIykrKyMtLS0lSDu7m5mZSUFLZt28bDDz+Mz+fTGv6VV16p0ganTp1idHSU7u5uHn30Ue644w6eeeYZ5cjCe/W1trY2pUO2tLRQX1/PsmXLsNlsVFVVqfSodO4lSArv+Q9/+AOvvvoqXq+XmpoaysvLNRtMTk7WRVJ4t5/73Od0+38e2R18RFZFaGiocvpFllhKS8LvtTbLxTxFmmp9fX1ERkZSVVXFT3/6UwD+7u/+DkC5zfJeu92O2+3m+PHjM+htP/3pT6mpqaG3txev18vY2Bgej4eQkClrxkAgoPTY8PBwWltb6evrIyUlheeee04Ns2NjY1UXfNGiRQAqwXzkyBHuvfdeduzYQVlZGUNDQ6o31N/frzuV4eFhYmJiKCoqYmJiQnddP//5z3n55Ze1HBMWFqasCOHaDw4O6uIYFhZGSkrKjFqyTHQKgyUvL0+bhucjPWCa5k7TNPNN08wxTfMH53EvPH4e77kYmKvHBR/zsc2J4C5BW2Dlt8uAgPVryTS7u7uVE/zb3/6WY8eO0dfXR3R0NB6Ph9HRKaux7OxsGhoaeOedd5SXWlpaqmqRISEhNDQ00NHRQVNTE21tbTpYI40uccmRba7H46Gzs5PXXnuN22+/nQceeIDHHntMG39+v1/pe2FhYZw4cYLw8HBsNhtOp5P29nZVL+zu7lYnHylBSInhyJEj+Hw+WltbVQRNRqnHx8fp7+/XYC1yDGfOnKGmpobTp0/T1NRETEwMK1euVFZCVFQUHR0dREREaHnkPOvtH4lVIaUTucYimiZlIpgqYaSlpen5knMgjJCEhAT8fj8ZGRnvHcS8edTV1REXF6clC9EGiYuL48iRI9TV1anr09atWzXACfVQ7qWcnBxCQkJUsln04K3DOOIW1djYqI14l8ulu7ulS5dSXFxMRUUFycnJ1NbW4na7iY+PZ2xsTLXWxWFLDL+//e1vc+jQIb3GwrQQQ47IyMgZkhjp6em6M5UFOyoqSv+WsldMTAwtLS3abD3PhfsjYbr+PucwV48LPv5jM2aLJfGRDsIwTBktFsqXTGpZ7eCkCSfv+8xnPsOGDRu45ZZbSEtL4/nnn6epqYmRkRFSU1P1oVq8eDG7d+8mKiqKq666imPHjvHQQw+xfv16jhw5olIDUo4ZGxvj61//OqOjo/j9fgYHBzlw4ACBQIBrr72W5uZmfvjDH3LDDTdwzz338MUvfpGWlha2bdtGXV2dBim73c7WrVvV+k2mzgA1ObDq5oiGc2Jiok7OtbW1aeC2GkvIIENXV5cqWkZGRuLz+ZS1IT2DZcuWYbfbdbgqLy9PvS6feuopLYtNswMOnavpYxjGFuAzpmneNf31l4AVpml+0/IeK6OiAPADnWd/1hyAm7+s48o0TTNxFj43iDmKOVFzl0xE6HFW7Qkr4V94sNJ06uzspKOjQzOTL3zhCzz00EM60SmyBE1NTURERJCUlERNTQ2JiYksXrwYn88HoBLAQr8UOmJ/f7+yKYQWGRMTw759+0hNTWXVqlXcdtttNDY2snv3bioqKlQOoKuri8OHDxMSEkJqaqoqNco2HZihByN6GtKElV6Cx+PB7/fT2dlJRkaGBvmuri4ApULK+L6wOESjRQyjExMTOXDggLr6LFu2jMHBQXWFP89F/kNZFVZGxfS1nZPsheBx/WkwDONq4GGmavNPmqb544/55z8FfBboME1z0fRr76tEa0yxBB4GrgEGgTtM0zw8S8eVDvwC8ACTwOOmaT58MY9tTpRl4D09Z5ngEnEgm832f3SNhUVTUVFBXFwc9fX1+jkiv2q328nKyiI0NFRpkEePHiUnJ4eYmBhycnLIzc1l7dq15Obm0t7erlthl8vFkSNHCAQCKuAvFLO4uDjy8vK49dZbWbNmDU6nk9bWVo4cOUJsbCxxcXGkpaVhmqbWf2VgSmhuMvkmmbxk3TKiLLz1yclJbSqnpaWRmJhIXl4ecXFx5ObmsmzZMnJyctSPNRAIKM1ucHBQOeS9vb34/X5WrVpFZmYmHR0dZGdnY5qm9inOE0FWxV8w/hSZglnAVuDqs14TJdo8YNf01zB1nHnTf74G/L+zeFzjwD+ZplkIrGJKjmXhxTy2OZG5ywiyNEslAJrTmhVW7QeZghMWgGEY7Nq1i8suuwyYoiSKzow0LRMTE7nyyispLS3l5Zdf5rHHHiM6OponnniCtWvXEh8fz5tvvqkMlfHxcXp6etTGTQZcLrvsMlasWMENN9xAV1cXu3fv5vbbb8dut7No0SLN+mtqalQLIjIyUq34RPd9aGhohjolvDdMJAMcMqkmvG0ZzsnNzdWGmZRS9u7dS05OjkouyBj48PAwcXFx2Gw2GhsbVS53YmKCBx98kEsvvVTFqeQcf8h1CrIq/rKhDXUAwzCkoX5OttSFhmmabxuGkXXWy+dSor0B+IU5lTnuNwzDaRhGijktbHiBj6sVEMHEfsMwqpjqR120Y5sTmbvIDgh9TIaGpAkngxui7Cb8aRnmsNqI2e12HWeXGnNycjJDQ0NccsklDA0NqdjW2NgYe/bsYfny5axZs0aV50SxMBAIqJFAWFgYCxcu1IZue3s7AwMDpKamkpiYqNrkskBUVlaqToSwYqKiorShB6i4V0REhLJaRKtCsnbhScfHx9PY2KhiZ3a7nYSEBJYuXUpeXh4rVqzQKdRAIMDk5KS6ukuTVgSzZLxZ2CofheceZFXMOubqccGfIFPwMeFcSrQX5XinF59LgQMX89jmRHAXeQGrTrEMNVnFdSRjtzJn/H6/sgQArr76ajXndbvdhIWFkZ6ezq5du8jJyWH+/PnExcVx9OhRduzYwbZt23A6nRQUFLB69WrlhEtZQxacdevW0dPTw44dOzh16hT79u1jZGSEXbt2qSSA0NciIyNpa2tTSU9jWkHONE1aW1sZGRkhOzt7hjCaDOcIU0N6Dk6nU8s6kvknJCRw8uRJNYPOzs6mqKiItWvXUlJSohK+sliIwqUsopOTkyQlJWltX6iIs3Rt52SwCh7Xn4TzkimYQ/jYj9cwDDvwW+Bbpml+kEvKrB/bnAnuwmm3lmgka5YxcdFQlvJHeHg4zc3NMz5Lpg6dTicwpTnd1NSkXqghISG8/PLLrF+/Xr9HtNmlcenxeIiIiCAmJoaUlBSV3JTa+549e/jCF75AZWUl9fX1dHZ2qhiWOLrExsYq7TI8PFz9UYV6KLxuoSGGh4crEyYkJER586dOnVJRNHEQamtrU9708ePH1WCgsLCQ1atXq8xATEwMSUlJqiwpzlA9PT0UFBRoWWi2AnsQnzqcl0zBRcC5lGg/1uM1DCOcqcD+nGmaL13sY5sTwR3QDFkai5LJiySslFokcxf9jPr6ekJCQjh9+jQAGRkZ9PX1kZWVRXd3t+p619fX4/P5aGlp4YUXXqCyspIHHniAEydOkJ2dzT/90z8xPDysxhJScxerPb/fT0hICAUFBdx000288cYb1NXVcf3119Pe3q5qdKIul5CQoLx2KYOIO42o00lZSSZyxVghMzOTkpISsrOztfEp9XKbzcb+/fspKytTl5f8/HwWLVpEaGgoxcXF2niWCUmRH46Pj9dGdXx8PHa7nbKyslnRcv8oMgWzAcMwnjIMo8MwjErLawmGYbxuGEbN9N/x068bhmE8Mn2sxwzDWDqLx5VuGMabhmFUGYZx3DCMe+bKsZ0H5mpD/VxKtNuB26fP4Sqgdzbq7TB1nYD/D6gyTfOhuXBscya4G9O6JzI6brXdk8k7abZaBcbEbu748ff6esPDw3i9XrVNE23t48ePExkZyaZNm9i1axd33HEHBQUFvPrqqxQUFJCXl8fatWtxOBzYbDY6Ozvp6urC4/HgdDpJTU3lwIEDOoWalJTEpk2b6O7u1rF34Y/X19erjZbI14rWiMvloqGhgaKiIuXEWx1WJicncTqdREVFERERQUpKCqmpqUxMTLB9+3ZaW1uprq7mqaeeoqOjg6effpqtW7fqUJWYlSnjAAAOPUlEQVQxrRApXHe73c6CBQvIz88nMTGRlStXEhYWRlNTE/CeBswFvJZBVsW5MedYFecL0zTHAWmoVwG//rgb6oZhPA+8CxQYhtFsTKnP/hi4yjCMGqakMYSeuROoA2qBJ4C7Z/HQLge+BPyVYRhHpv9cczGPbU6wZSSwSAMSUP9Fqb/LIJPUsYU1EwgE8Hq9aogAU2bLra2tOpYvE4zDw8Pk5OTQ1dVFbm4uzz//PIWFhRQVFXHixAltoqalpeHz+XQydmhoiJaWFtra2khKSuLJJ5/k0ksvpaioSOmTkg3X1dXhdrtpbW3Fbrdjmibt7e3KT5dR/Ouuu46Ojg7S09Pxer0Y07ZbotceFRWFx+PRwC/2aQMDA/T09ChtUmRwY2NjZ2i4JCYmMj4+TltbGxs2bGD58uU0NjbidDqJiYmhq6uL8vJyPZcfpj/yERFkVZz7uOYcq+KjwDTNnUwFposC0zS/cI7/+j9KtNPn7Buze0T6s97h/evocJGObU4Ed2CGYYQwYkT325x2IJHhIsmORXi/q6uL/fv3c9NNNxESEkJOTg5VVVV885vf5Oc//7nKpYov6rZt24iKiqK5uZny8nKuv/56Tp06xQsvvKCGGj09PRQXF3PmzBk1GkhPTyc0NJSOjg4CgQAVFRXs2bOHm266ifHxcSoqKujt7SUhIUF9Xvv6+lSZcWRkhGuuuYb58+ezceNGPB4Pb731FnfddRetra0MDQ1RXV3N+Pg4e/fuxefz4fF4tAErY+knTpzQxe7gwYMsX76cI0eOMDg4yPDwMLfffrv6fV533XUkJSXNMHhoaGjQHQ+gi9gFdGN6PybAygv14X8GZjAXDMP4MObCrAbQD2JVXOxjC+KTjzkT3IXqKCqQMhIv9WDR95CGqtAkAfbv38+dd96pSpHx8fEsXryYN954gyVLltDX18epU6eor69XvXTRsnE4HGzdupWtW7dy6NAhbDYbe/fuJRAIkJiYyMDAAF1dXcybNw+3262lk1deeYWOjg7mzZtHX18fqampM6ZR+/r6NAN3OBwMDQ3xne98h4SEBAoKCpg/f77qqOzYsYPQ0FCys7NJSUlhYmKCf/mXf+HAgQO8+eabqn0zMTHBTTfdxFe+8hWeeeYZysrKGBkZISMjg5SUFN544w08Hg8xMTF861vfYnJykqamJm1OS4NWSkZyDs7H1eUjIsiq+LAfeBar4gPKYp+0cxnEHMGcqLkLFVIapVYnc0BLBlL+kIxedK1bW1sZHBykrKwMgMTERBISEmhtbeXEiRNK+7Pb7Vx11VVKlUxLSyMhIYG0tDQ8Hg+XXHKJDvkkJSUxMTFBT0+PCk319vYyMTGhGXJcXJzqooscrJhpWweGBgcHKSgoICEhgXnz5hEZGUl7eztPPPEEk5OTfP7zn6eoqIjs7GyioqK03i/Tp/39/UoHbWpqYnx8nOuuu460tDQuueQSTNNU1/UVK1YwMTFBVVUVhw4dIikpidbWVhobGykvL6empkbZRtK4tno2XiAEWRUfgLnGqgji04k5Edylri6BBlD9FZkOjYyM1OEcGbqRCVQR3aqsnCJGpKWlAah/p7jGV1RU8Mtf/pLU1FTNZA3DIDc3l0OHDnHnnXdSWVlJVlYW4+PjOgA0MjJCVlYWk5OTbNq0iSVLljA6Osp3v/tdVq5cqTrk3d3dxMfHs2fPHlJSUlT8bNGiRVx66aX4fD6GhoZwuVz853/+J4mJiapQ6ff7KSsro7Gxkf7+fpqamnA4HISHh3PjjTdy2WWXUVRURFlZGU8//TRer5elS5dqxn7gwAHsdju5ublabsnKyqK5uZmBgQGam5s5duyYGvhK/yIyMlKZOxcQQVbFOTAXWRVBfDoxZ4K7KD7K31KSEWceGZGX8oHI3Mq/Q0NDZ3DepRmZmJhIXV0dKSkphIaG8ld/9VcMDAwwMDCgjJLe3l52797NyZMnWbt2LYsXL6a3t1eHjGw2Gw6Hg+joaEJDQ0lJSSE/P5/du3dTVlaG0+nUkf9AIEBvby+hoaHYbDY8Hg8FBQUAKj+8d+9eUlNTiY6Oxuv10tjYyJkzZ3A4HKplb7fbaWhowOFwcPz4cQYGBti7dy8hISEMDg5SUVGhGt8tLS2cPn1aRc5cLpfy8sfHx/H7/bp4iqSBTP6KZs8FrLcHWRUfjDnHqgji04k5UXOXgG1OG1cLHVKarPK3SBTIBKYEq4iICJXFFWRmZpKUlITX66W0tJSf/exnNDY2snHjRvbu3UtPTw9tbW2kpKTQ1tZGfX09paWlamrhcrnUXDgQCKgn6e7du+nt7aWyslJt7yTAjo6O0tPTQ3JyMi0tLbjdbgKBgOrObNiwgbfeeks551KCEcXI9vZ2kpOT9feKjIwkJycHr9dLfX09iYmJJCYmsmHDBl555RWqqqrYsmULGRkZtLS00NPTo96c1dXVhIWF0djYqMNU4pxuHVoSjZsL7Z8aZFW8P+YiqyKITyfmRHCHqezdZrMxNDSkWaQ0/KKiolQSV9x9xLRgfHycwcFBAoHAjKAVGxtLe3s7iYmJ5OTkUF5ervVoUZKMj48nOTmZuLg4amtrSUtLo7GxkfT0qRKnlIRiYmLUgu/MmTP09PQwOTmJ1+ulv7+f2NhYrcFXV1cDUzX45ORk8vLyCAsL09q5ZPhut5vOzk76+/tJTk5WL8+2tjYNtGJgsXnzZgYHB3nxxRcZGBjgf/7nf/ibv/kb3nzzTZ5++mlaWlqIiIhgaGiImpoaxsfHKSwsVGE16R1IgLcaYos+/gUuywQRRBAXGXPmiRZdGQk4wm2XgC1TnYZhqKmGZJ3GtMOQVWNGJlbb29txOp3U1taSlZVFQ0MD8fHxJCQkMDw8rPK7brebiYkJ9WUNBAIA6vM5OTnJ8PAw1dXVmKbJ/PnzmT9/vsoaSOB0OBzqLhQbG8u1115LWFgYUVFRVFRUaFCXACu894mJCZUjEI12MTyOiIjA6XRy2WWX0dXVxfj4OC+99BIOhwOfz6dcfjFgFnPljo4OoqKiVGZAGtci8WDV8bGKrwURRBCffMxacDc+wvi5BJihoSEtIUhpRhqopmkqy0OCmQSn4eFhTp48icPhUDu1RYsWsW7dOmw2m75X+OH5+fnYbDYWL16smitS2jEMQ80thJXT0dFBTEyMGlmvWrWKsbExlTYQBcZAIEBjY6MqVq5YsYLo6GgyMjK0R9Dc3MyZM2fo7u4mOzub5ORkvF4vhw4doq2tTXVs5s2bp9m8aLUXFRWxefNmVq5cSU5ODj09PdTW1lJUVKRemSMjI0RFRSlDSLTcRQ0SUCcrERabTeGwIIII4uJgVoL7Rx0/lwAu9nqDg4Mz/DZlYEdG/CXoih5NRESEMlumreK0nCKDP319ffT391NYWEh6ejoZGRmMjY0xODiIz+dTLnhkZCSpqalERUWpVozsFLq7uwkLC6Ovr4/c3Fy1BDRNU8tCsthIOSQ0NJSenh68Xq+aFqekpGiw7+/vZ3BwUI81Li5Oz4tIEsjuRH7X9PR0kpKSiI2NJS0tjdOnTxMZGUlnZ6dm/2LWLbx5h8NBaGgohmHoZ46MjKjypt1un41bIYgggrhImK3MXcfPTdMcBWT8/H0hmbsMMFm57qKYGBoaqhK8MTExhIaGEhkZqU5GZ86cYWxsDK/XC0xNXXZ0dKg++8jICKWlpfzxj39k3bp1HD9+nMbGRubNm0dERIQaawjfW/TTR0ZGCAkJoaWlhYGBAUzT1PH/8fFxiouLsdlsWrrxeDzYbDba2tp0SrWsrIydO3cyPj4+g33T1dWF1+slLi5OWULCaRctHZ/PR2pqqh6XSCH39fVRWFjI5s2b9dw5HA5aWlqw2WxUV1dz6tQphoaGcDgcZGRkMDQ0pNO/0r+QnkV/f/8s3QpBBBHExcBsBfcPFaI3DONrhmGUGVOekfKammhIlj46OqqKkNZpT5lOFV2U5uZmwsPDqamp0Z+xbt06MjMzVX7X4XBw8uRJdu7cydKlS2c0G8WSTnTTh4aGVII4OjqahIQEhoaGsNls9PT0MDExQXt7uw4m2Ww20tPTCQQC2Gw2NmzYwNjYGGNjY+zbt4/XX3+d+vp6XC4XDoeDzs5OXRCkLyC2ezExMRiGgcPhICoqiu7ubl34pMS0cuVKbDYbixYtYs2aNVqOER0d0zRJSkpSJysRIbPKDEj5KCIiYlaUIYMIIoiLB+MCj51PfahhbAE+Y5rmXdNffwlYYZrmN8/xfh8QYG660c8mZsvp/s9BpmmaiRf7IIIIIog/D7NFhfxII9OmaSYac9z1fTbwl/g7BxFEEB8PZqssM1fHz4MIIogg/iIwK5m7aZrjhmHI+Hko8NTHPX4eRBBBBPGXjFmbUP0Txs/nsjHwbOEv8XcOIoggPgbMSkM1iCCCCCKIi4s5Iz8QRBBBBBHEhcNFD+4fRabgkwbDMJ4yDKPDMIxKy2ufBJf7IIII4hOOixrcP6pMwScQW4Grz3ptzrvcBxFEEJ98XOzM/SPJFHzSYJrm20DXWS/fwJS7PdN/32h5/RfmFPYDTrFdCyKIIIL4qLjYwf1DZQo+hZjhcg98mMt9EEEEEcRHxsUO7kFn9/cQPBdBBBHEBcPFDu5/ic7uQZf7IIIIYtZxsYP7X6JMQdDlPogggph1XFQP1U+7TIFhGM8DVwJuwzCagX9lytX+14ZhfBVoArZMv30ncA1TLveDwJ0f+wEHEUQQnxoEJ1SDCCKIID6FuNhlmSCCCCKIIGYBweAeRBBBBPEpRDC4BxFEEEF8ChEM7kEEEUQQn0IEg3sQQQQRxKcQweAeRBBBBPEpRDC4BxFEEEF8ChEM7kEEEUQQn0L8//pa18MOYnG9AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_robustfov_pret1_data[128, :, :]\n", + "slice_1 = ras_robustfov_pret1_data[:, 80, :]\n", + "slice_2 = ras_robustfov_pret1_data[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for robust fov pre T1 image\")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_robustfov_postt1 = nb.as_closest_canonical(robustfov_postt1)\n", + "ras_robustfov_postt1_data = ras_robustfov_postt1.get_fdata()\n", + "ras_robustfov_postt1_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for robust fov post T1 image')" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_robustfov_postt1_data[128, :, :]\n", + "slice_1 = ras_robustfov_postt1_data[:, 80, :]\n", + "slice_2 = ras_robustfov_postt1_data[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for robust fov post T1 image\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ACPC Detect" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_acpc_pret1 = nb.as_closest_canonical(acpc_pret1)\n", + "ras_acpc_pret1_data = ras_acpc_pret1.get_fdata()\n", + "ras_acpc_pret1_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for ACPC detect pre T1 image')" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_acpc_pret1_data[128, :, :]\n", + "slice_1 = ras_acpc_pret1_data[:, 80, :]\n", + "slice_2 = ras_acpc_pret1_data[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for ACPC detect pre T1 image\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_acpc_postt1 = nb.as_closest_canonical(acpc_postt1)\n", + "ras_acpc_postt1_data = ras_acpc_postt1.get_fdata()\n", + "ras_acpc_postt1_data_squeezed = np.squeeze(ras_acpc_postt1_data, axis=3)\n", + "ras_acpc_postt1_data_squeezed.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for ACPC detect post T1 image')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAADjCAYAAAB+QFQfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9eXjc1X3v/zqzaPbRaN8s2bJkebeJcTBLAJNAWNym9JK0oWSBm5ByaehtaJYm+d3sW9MWkqe9LQ0pTbhtL21zA4FCSiFgNoMdMODgTTaWLFmLtUszo9nn+/tj5nN8pBibJCZ2xHk/jx7NzHc737O8z2c7n6Mcx8HCwsLCYmHBdboLYGFhYWFx6mHJ3cLCwmIBwpK7hYWFxQKEJXcLCwuLBQhL7hYWFhYLEJbcLSwsLBYgLLkvACilliilHKWUp/z9x0qpD/4an/8/lFJHlVIJpVTNr+u5pwtKqe8ppb5yusuxEKGU2q2U2ny6y7EQ8KYnd6XUHyilni8T01CZGN92Cu77BaXUP52KMv6icBznSsdxvv/reJZSygvcBrzTcZyw4zjjp/DeW5VSk0op33GOnaOUekgpNaWUmlBK7VBK3VA+tlkpVSy3aVwptV+OlY9XlNvngFIqqZTqVUrdpZRacqrKbjyrVyl16Sm4z2al1JFTUaZf8LnXK6WePsHx3eV6TiilCkqptPH9M0qpJqXU/UqpwbIAsuREz3McZ7XjOFtP8Wu8KfGmJnel1K3At4CvAQ1AG/C3wO+cznIBiBT+G4AGwA/s/kUvVCUctw+WSeBCwAHeNe/YecBjwBNAJ1AD/A/gSuO0QcdxwkAU+BRwp1JqVfnYD8r3/AOgElgPvAC84xd9hzc7ymQcLtf1U8BH5bvjOF8DisB/Atec1oK+GeE4zpvyj9KgTgDvOcE5LuDPgFeBceDfgOrysSWUiOeDQB8wBny2fOwKIAvkys942XjmPwBDwADwFcBdPnY98AxwOzABfOU45TkHeB6YAY4Ct80ri6f8fSvwYeO6G4G9QBzYA2wo/94M/D9gFOgB/vhkz5pXni4gWX52Anis/Pv5wE+B6fL/841rtgJfLb9rCuh8jbr/XPmc24D/mHfsaeB/n6DdNgNH5v02CrwbuLT83NZfoK+8BdhZrr9/Be4x2wf4LeAlYArYBqwr//5/KJFbqlw/nyz/fm75vCngZWCzca9q4B+BQWASuA8Ile9RLN8nATQfp5zfA+4AHimX9QlgsXH8RO1yPXCofF0PcB2wEkgDhfIzp05ST3P63bxjnnI/WXKSe/QCl5Y/fwH4d+CfyuX6WbnPfRoYAfopaYxy7Q0c6+eHgD+cd+9PUhp7g8CHy+XpLB/zAX9JaSwfLddj4HTz1K/yd9oLcNpevETAecqE+Brn/AnwHLCo3Ph/D/zf8rEl5c5xJxCgJP1lgJVGx/ynefe7r3yPEFAP7JAOWB5ceeCW8kD4uY4FPAu8v/w5DJw7ryw/R+7AeyhNJG8FFCVJdzGliesFSiRaASwtD4jLT/Ss45Rp/rOrKZHS+8vvcW35e41Rtj5gdfm49zXuexC4GTib0iTZUP49SIlsLjlBu22mTO7l9/zd8j2WA98AnvgF+kkFcBj4GOClNEHkKJM7sIES0WwC3JQm+17AVz7eS5msyt9bKAkKV5XLdln5e135+IOUJpCq8vMunv9OJyjr9ygR20WU+uu3gadP1i6U+uMMsLx8bhOw2uiXT7/OutrKqSf3NHB5+fq7KU08ny3XzY1Aj3HtFqCDUj+/GJjlmCBzBTBc7ndBShOvSe7fAu4v11MEeAD4+unmqV/l77QX4LS9eEkyGT7JOXuBdxjfm8oD28MxUltkHN8BvNfomP9kHGugRP4B47drgcfLn68H+k5SnieBLwK1836XshyP3B8G/udx7rVp/vMoSUT/eKJnHec+85/9fmDHvHOeBa43yvalk9zzbeV6ri1/3wd8rPy5pfy8FSe4fjMlKXeKkhb0ktEudwL3/AL95CJKkp4yftvGMXL/O+DL867ZzzFS7mUuuX8K+D/zzn+Y0qTQVC531Wu80+sh93uM72FKE2HridqFErlPUTKdBOadcz2nl9wfMY79NiUNQrTdSPmesde4133S94G7MMiakpDjlP8rShpoh3H8PIyJ4zfx781scx8Hak9i214M3Ft22k1RIvsCJaIWDBufZykNqNe6lxcYMu7395QkeEH/Scr8IUpq6T6l1E+VUr91kvOhNLBffY3yNEtZyuX5DMfe7Zd5FpRMPYfn/XaYEikLTvaeHwT+y3GcsfL3fyn/BiVps0iJCE+EQcdxYo7jVDuOc5bjOPeUfx9/HdeaaAYGnPKIL8N8v8XAn86rx9bydcfDYuA9885/W7lMrcCE4ziTv0D55kPXreM4CUqTWzMnaBfHcZLA7wM3UeqfDyqlVvwKZTiVOGp8TgFjjuMUjO9QHnNKqSuVUs+VHexTlLSj2vI5zcztd+bnOkrS/AtGm/xn+fffWPymOO3eCDxLSeW7mpKD7XjoB/674zjPzD/wOiIrnHnf+ylJ7rWO4+Rf5zVzDzrOAeDashPyvwE/eB2hh/2UVNXj/d7jOM6yX+RZZSI4EQYpEZiJNkqDRd/+tS5WSgWA3wPcSimZOH1ATCm13nGcl5VSz1KSMh8/SVmOh0eB/6mUWuQ4zuuJPhkCWpRSyiD4No5NmP3AVx3H+eprXH+8fvB/HMe5cf6JSqkmoFopFXMcZ+ok93kttBr3C1MyMwxyknZxHOdh4OFy/X+FkoYjDu0zHuWIqv8HfAD4keM4OaXUfZSkcii14yLjklbj8xiliWK14zgDv47y/jrwppXcHceZpmRv/t9KqauVUkGllLc8+3+zfNodwFeVUosBlFJ1SqnXG0lzFFgi0SCO4wwB/wX8lVIqqpRyKaU6lFIXv94yK6Xep5SqcxxHTA5Q0iROhO8CH1dKnV2OTuksv88OYEYp9SmlVEAp5VZKrVFKvfVXeBbAQ0CXKoWYepRSvw+sAv7jdb7m1eXnrALOKv+tpBSJ8YHyOZ8ErldKfUImN6XUeqXUPce53xw4jvMoJYfjveU68SilIkqpm5RS//04lzxLyRfyx+Vz/xslZ7PgTuAmpdSmcv2GlFJblFKR8vGjlPwZgn8CflspdXm5zv3lMMdF5T7yY+BvlVJV5f54kXGfGqVU5Ule8Sql1NuUUhXAl4HtjuP0c4J2UUo1KKXepZQKURJAEhxr66PAovL9fikopfyUJmgAX/n7qUZF+RmjQF4pdSXwTuP4vwE3KKVWKqWClMY+AOU+fidwu1KqvlzmFqXU5W9AOX99ON12odP9R8n2/jwlm9swJYfW+eVjLuBWSjbUOCVp7WvlY0swbM3l37ZyzNZdQymqYxLYWf6tkpKN9giliIUXOWYLvp6T2DYpEcMIpcG3G7j6eGXh56Nlbiq/QwJ4BXhL+fdm4P+W33uSkvP40hM96zhlOl49vI2Ss3a6/P9tx6uj17jffwJ/dZzff69cTnnHcygR4TQl08N24APlY5s5gX2aEhF8kZLTNknJPPFdoO01zt9YbiuJlvlX5kbLXEEp+mSKkoT470CkfOx3KDmQp4CPl3/bRCmSZYISGT0oz6YkaX+fEqlOAj80nnMXJbPSFCePlklQ8pu0n6xdKJmEnij/PlVuo1VGXT1YLuvYSfrncdu23D/m/J3gHr3MtbmbfqtLgV7ju9jxF5W//1G53qYoOUznRzV9utyHBimFzjqUo6YohfN+jVJQwQwlE+wfn+h9z/Q/VX4xCwuL33Aopb5HaVL7/053Wc50KKVWUhJ0fM5rm0l/o/GmNctYWFi8uaCU+l1VWp1cBfw58MBCJXaw5G5hYfHmwR9SMoO9Ssmn8D9Ob3HeWFizjIWFhcUChJXcLSwsLBYgLLlbWFhYLEBYcrewsLBYgLDkbmFhYbEAYcndwsLCYgHCkruFhYXFAoQldwsLC4sFCEvuFhYWFgsQltwtLCwsFiAsuVtYWFgsQFhyt7CwsFiAsORuYWFhsQBhyd3CwsJiAcKSu4WFhcUChCV3CwsLiwUIS+4WFhYWCxCW3C0sLCwWICy5W1hYWCxAWHK3sLCwWICw5G5hYWGxAGHJ3cLCwmIBwpK7hYWFxQKEJXcLCwuLBQhL7hYWFhYLEJbcLSwsLBYgLLlbWFhYLEBYcrewsLBYgLDkbmFhYbEAYcndwsLCYgHCkruFhYXFAoQldwsLC4sFCEvuFhYWFgsQltwtLCwsFiAsuVtYWFgsQFhyt7CwsFiAsORuYWFhsQBhyd3CwsJiAcKSu4WFhcUChCV3CwsLiwUIS+4WFhYWCxCW3C0sLCwWICy5W1hYWCxAWHK3sLCwWICw5G5hYWGxAGHJ3cLCwmIBwpK7hYWFxQKEJXcLCwuLBQhL7hYWFhYLEJbcLSwsLBYgLLlbWFhYLEBYcrewsLBYgLDkbmFhYbEAYcndwsLCYgHCkruFhYXFAoQldwsLC4sFCEvuFhYWFgsQltwtLCwsFiAsuVtYWFgsQFhyt7CwsFiAsORuYWFhsQBhyd3CwsJiAcKSu4WFhcUChCV3CwsLiwUIS+4WFhYWCxCW3C0sLCwWIDynuwAASinnOL+d8BrHcY57jvm7x+PB4/FQWVlJZWUlAD6fD4/HM+fabDbLzMwM+XxeP9txHFwuF8ViEZ/Ph9/vx+Vy4TgO2WwWv99PJpOhWCwyOTlJMpnE7XaTTCZ/+Yo4MzDmOE7d6S6EhYXFr4Yzgtznw+/34zgOxWIRl8uF2+0G0N9zuRxKKU2+5jG3201FRQXLli3jpptuoqGhgWAwSCQSob29nXQ6zZNPPklvby9DQ0PMzMwQCoWIxWLk83kmJiYIBoPE43FN4PF4HJfLRTabpa2tjUAgQENDA+eeey6hUIjm5maGh4dJJBLccccdjI+PU1NTw/e///3TWY2/LA6f7gJYWFj86jgjyb1QKOA4Dj6fj1wuRzabxev1ksvltNQtpO44Do7j4Ha78Xg8nHXWWXzoQx9i0aJFNDQ0kMvlWLt2LYVCgUcffZR7772XtrY2qqqqCIfDjI+P09PTQyaToVAokM/nKRaLBAIBAHK5HPF4nEQiQSAQYHR0lLa2NsbHx/nJT35CNBrF7XbT1dVFS0sLX/ziF3G73YyPjxONRsnlctxxxx2nszotLCzehDgjyd3lKrkChOSVUuRyOVwulzaZeDwefdzlcuH1evH7/VxwwQU0Njbi8XgIh8PU1NRw9OhRbr/9diYnJ1m+fDnj4+P09fXR29tLPB6nqqoKx3Hw+/1MTU0xOzsLQDqdxuPx4PV68Xq9pFIpxsfHOXz4MA0NDdTX15NMJqmurmb37t3s37+fmpoaYrEYF154ITfccANHjhxBKUVjYyOf//znT2e1WlhYvImgHOfnzN2//kLMs7mLWUYk8mKxqEldzC9C6o7jEAgEWLVqFe985zs555xzWLJkCa2trQwMDPDII4/Q19dHJBKhWCyyfft2GhsbCYVCdHd3Mzg4iN/vJ51OEw6HSaVSACQSCUKhEPl8nnw+j1KKfD5PIBAgGAwyMjJCNBplbGyMaDRKNptl5cqVBINBAoEAxWKR973vfaxevZqamhoKhQL33Xcf/f39fOYznzkt9fw68YLjOBtPdyEsLCx+NZxx0TLi6CwWi5pUhdSVUvq7TEriMN2yZQvLly8nGAzS1dVFOBzmK1/5Ctu2bWPp0qXs2rWLbdu2EY/HicViNDU1UVlZSUVFBcVikenpaYaGhkilUiSTSfL5PNlslkwmQzabBUqaRDqdZmZmhnA4jFKKYDAIwPT0NNu3byeRSOD1enEch+9///vcf//97N27l2w2yzXXXENDQwNf/vKXT0/lWlhYvGlwxknuLpcLn89HoVDQhO52u8nlcvj9fk20Ho+HiooKrr32WlavXs2SJUtoa2ujpaWFRx99lIceeojzzjuPVCrFv/3bvxEOh9m/fz8bNmxgZmaGXC7H3r178fv91NXV0dHRQSAQwOVyEQqFgFIUTbFYJBqNakduPB5nYGCAAwcO4PF49Lnj4+NUVVWxdu1aJicn6enpYd26ddTX15PJZBgdHeWaa67hyiuvZGJigu3bt3PXXXcxMzPDzp07T0Otvyas5G5hsQBwxpG7mGQKhYI2u7jdbi3FA1RUVOByufj93/99LrvsMqqrq8nlclxwwQV897vfJZlMEo1GueeeeygWizQ3NzMxMUE2m2VsbIx8Ps+iRYtYu3YtAOFwmGw2SyQSoVAoaOdtoVCgUCiQzWa1jT8ajZJIJMjn84yPj7N//37Gx8dRStHe3s7q1asJh8MUi0VGR0cZHh7GcRwymQxvfetb6e3tZdWqVdx4440MDg7S09PDN7/5Tfbt20cikTg9DTAXltwtLBYAzjiHqhlfDmhTjDhTAdxuN42Njaxbt45wOEwsFqO1tZVgMEh3dzednZ088cQTZLNZCoUCmUyGiYkJ0uk0brebtWvX6hDJiooKgsEgyWSSbDZLLpfTk0sqlSIQCFBRUaGfLU7cQqFAY2MjsViM7du3MzExwcDAAENDQ7S3t9Pa2sqqVatoa2tjaGiIwcFB+vv7aW5uZmxsjMcee4yrr76a6upqLr/8cnK5HAcOHKBYLJJOp09b/VtYWCwMnFGSu5hgTBLP5XL6sxD8+eefzzve8Q6WLVvGxo0baWxs5D/+4z/YuXMnwWCQO++8k1gsRjgcJhwO8+qrr9LR0cHy5ctxHIfa2lptggmHw/j9fsbHx0mlUhSLRb1ISSJ1ZmdnKRQK5HI58vk8Hk9pTpSJIxAIkE6nSSQSPP3009p0tGzZMpqbm1m3bh01NTVMTU3xyCOPUFVVhdvtpqOjg+uuu46xsTH6+/u588472b59O0opXYZ4PP7rbg4ruVtYLACcUQ5Vk9TlTxYmySIij8dDZ2enDneMxWIkk0leeuklgsEge/bsoaqqimw2SygUwuVyUVtby4UXXkggECCTyRCLxfD5fDiOQzqdJpPJ4PF48Pv9zMzMMDMzo+PeAYLBIH6/n0gkQjQaxePx4PP5qKuro7GxEaUUsViM6upqLr74YlavXo3jOLzyyis8++yzPP300+zatQuXy8WqVau0qWfv3r1861vfIhwOU1lZycUXX4zP59OTXLFYxOv1ns4msbCw+A3FGSW5e71e3G63lphNyd3lcuFyuejq6uKLX/wiiUSCiy66iPHxcR544AHWrl3L448/zvPPP6/j4n0+H9FolGXLlukJoqKigmg0qm3xsjBpamqKyclJLZ03NDSQyWQ08QPEYjESiQSJRAKPx4PjOHi9Xl02x3H0oiu/38/g4CD79u2ju7sbt9tNZ2cnmzZtIpvNMjU1RbFYpKuri9HRUdavX08+n2fbtm3s3r2bgwcPUiwWMdsnk8n8OprDSu4WFgsAZxS5+3w+3G63JjGR2iX8MRgM8uEPf5gLLriAUCjE8uXLefjhhykWi2zbto2enh58Ph8DAwNUVVWxbNkyHMdh2bJlKKWIRCJ4vV6CwSDFYlGvPI3FYgwNDeF2u/Wq2ImJCa0t+P1+RkZGqKio0PlkTOeunFNRUUF1dTVTU1Pk83lqampQShEKhRgYGOCJJ54gk8kQDofp6upi8eLFTE9PU1dXRy6Xo7m5mbq6OiYmJviHf/gH9u3bRzab1ROTOJWVUm+kXd6Su4XFAsAZZZYxTRFCaIBONzA7O8vKlSsJhUK0t7fT3d1NMpnk6NGjdHd3a7t4KBRiyZIlFAoFmpqaiEajOvmXSObibPX7/aRSKW12qaysJBwOAxCPxzVRu1wunfogEong8XhIpVIUCgUCgQCzs7OMjY0xOjqK4zhUVFTMiaqpqqriwgsvJJfLMTg4yODgIJlMhpqaGvbs2UM6nWZycpK1a9dy/vnnc9VVV1FVVTXn/c2J2O/3//obyMLC4jcGZ5zkbmZ1lLK5XC4ikQhr1qzh4x//OG1tbaxYsYLPfe5zTE5OsmPHDhYvXqwJsqmpiVgsRn19PdlsltbWVpLJJD6fj8nJSR3yKNJwMpmkvr5epyCYnZ0lk8lw+PBh4vE4zc3NjI+PEwqFNNEqpRgfH9ckL0Qs8Pv9eDwe7YCVHDQjIyN4PB7uv/9+HMehpqaGd73rXXrFq8/n48YbbyQcDvPYY4/xkY98hFwup81TsqBL7u04js5meYpgJXcLiwWAM0pyN5OCeTyeOWaZjo4OLrnkEu0ofeqpp4jFYjz22GN0dHRw4MAB9u7dS1NTEytWrKC9vV3nfRFTy/T0NPF4nJGREcbGxuju7qavr08nJJPsk+LM9Xq92gQiGSJzuZyOkKmoqCCdTlNRUaHDI7PZLNlsVodder1efD4fs7OzzMzM0NjYSDAY5A/+4A84//zzicfj3HHHHfT39/PCCy8wMzPDjTfeiNvt5rLLLuOWW27RC7okWkg0HClnRUWFNgtZWFhYwBlE7uKQlAgVST8g0vvKlStZvHgxNTU19Pf309PTw/DwME1NTTQ1NZFIJGhsbMTn8+Hz+RgaGmLRokV4PB7GxsZ06t58Pk8qlSKRSOiVqgCpVGpOmKNEz3i9XjKZjI61Fyeqedzv92u/gJzndruZnZ3V7yEmo0wmQ3V1NdPT07z1rW9ly5YtJBIJ9u/fTy6XY2RkhDVr1vCDH/wAn8/H+eefTywWw+Vy6Rh7j8czZx2ArAsw0yFYWFi8uXHGkLvH4yGbzWoSkyyQAFVVVWzZsoVIJMJZZ51Fb28vMzMz/OQnP6G6upodO3bQ3t5OU1MTtbW1HD16lLq6Ok2s1dXVvPLKK7z66qskk0lmZ2eJx+PE43FmZ2e1aUMIOhAI6ERhsqippqZGx8YLmUejUR2zLhqGpA32eDwkk8k5q22VUqRSKY4cOYLP52N8fBy/38+nP/1pNmzYQF9fH4lEgpdffpne3l4++9nPcskll/CJT3xCv484eQFtjjHNV1L+UCikUyNYWFi8+XDGkLspNZsLlvL5PNFolEAgoAl0cnKS2dlZKioqOHz4MAMDA1qCFru5z+cjGAxSWVnJgQMHCIVCRKNRHMdhdHSUZDKp0wsEAgFyuZy2tSulCAQC+Hw+bZqRsgmhZrNZLcXLs8VEIitaTQlb0hmYCclmZ2dxu92MjY2xYcMGCoUCQ0NDQCklQj6fZ//+/axbt46zzz4bOLZiV0xY5spd0RzMZGuW4C0s3pw4Y8hdEnNJLhmJHw+Hw1xwwQW43W5WrVrFo48+ygsvvMAPf/hDVq5cyZEjR+jq6qK1tZXq6motWWcyGWZmZujv7yeZTBKLxZidndU52qempnC5XJpgZ2dnGRoaYmJigtHRUR3i6PV6SafT2hHq9/spFos6JFISmIXDYSKRiE5nIIuaZMGT5IXP5XKkUimtpaTTaZRS9Pf388d//MfE43EmJibYunUriUSCe+65h3PPPZcbb7yRQCCgk5lJmgbT0WqmbZBUxeIfkAnSwsLizYGTkrtS6i6l1IhS6hXjty8opQaUUi+V/64yjn1aKXVQKbVfKXX56y2IadqAkqTrdrvZuHEjV155pSbvo0ePsmvXLurq6vjpT3/KihUrqK2t1al7a2pqiEQiRCIRDh06xMzMDIFAgObmZlauXEldXR2RSITm5mZNhi6Xi0QiQTweZ3BwUJuG8vk8MzMzOo69WCzqdAVQWlQkcfMiscsiLK/Xq1MgSArgiooKAoEAsViMTCbD8PAw8Xgct9tNXV0dfX19fOQjH6Gzs5NUKsXg4CAAW7du5YorrmDt2rWEQiFdFqXUnLBRSYWcz+f1BOl2uykUCtr+H4lE8Pl8r7uDWFhY/Gbi9Uju3wOuOM7vtzuOc1b57yEApdQq4L3A6vI1f6uUcr+egogZQT67XC4ymQzt7e34fD6am5sZGBhgfHycQqGgCaqhoYFwOKwdsZJ/fWxsDJ/PRyKR0BOF3++ntrZWh0VK6KW5QEhyy6RSKS1ti61d7m0SrCyukpWp0WiUSCSiJWqR7CORiCZe0Ug8Ho82B01PT1NbW4vX6+WSSy7hyJEjTE9P093dzdNPP008Hud3f/d3f87pbDpx59el6UeQrJZi0hEtxMLCYmHipFkhHcd5Uim15HXe73eAexzHyQA9SqmDwDnAsye7cP4iHfm8ceNG6uvrOXjwIC+99BIPPPAAZ511FocOHaKlpYXGxkZSqRQ+n09LxpOTk0xNTWnTixnHLs5aiZSprKwkkUiQTqeJx+M0NDRQUVHB8PAwuVxOr0qV7ffENOL3+6mpqdG7OM3OzurIGjHHFAoF4vE46XSa6elpJiYm8Hq9VFZWEo1GqaysxOv1auk9n88TDoeZmpri4osv5ic/+Qkul4tNmzbx5S9/mbe//e26norFIj6fT5t3ZIISG7yESiqldMimOHRlQVY+n8fn8+lonlMNpZQjmpjZrjIRiaZhnnO87+b5x8PJ7jGvTPq55raN4jsRbccMxTWzhabTaW3ykvuZz53v9zCfeaJ3+DVgzHGcutP1cItfP36VlL8fVUp9AHge+FPHcSaBFuA545wj5d9eF2QQiIlBJF6v18uOHTt0fPrixYtJJpMEg0HS6TTpdJra2lqd1AtKaQFqa2tJp9NMTU3plAbT09OayJqbm/XuSrlcjnQ6rZODzczM6IErNvOKioo5Tl8xfyilyGQy2olbUVFBPp+np6dHly+RSGgynpiYIJFIsHjx4jkhoPl8XjtnN2zYwN69e0mn0wwMDNDU1MTIyAiLFi2ir69PRxdJjhv5LNqPaX8XyHEhf/ErCJGJtnGqoJTSawzENCU+FXFmi/nILE+xWCQYDBKPxzXxAnNi/QuFgp6gpD2kvTKZjCZmIVvTwSy7ZSmleMc73sHSpUu58soraWxsJBqNMjQ0RGNjozbJLV26VGuAmUyGgYEBnnrqKZ577jn6+/vp7+/XbSvhu/MnMPEh5XK5OZOvtL28i9SJTNZSTnNzeFNbSyaTr7c5Dp/SxrU44/HLkvvfAV8GnPL/vwL+O3A8cem4oopS6iPAR4zvmpCkgy9ZskRnXUwkEvT09NDe3s727dt1Hph4PE5tbS1QilWPx+NMT0+TTt2odq0AACAASURBVKeprq7WKX6np6d1wi5ZrAToVAIiAWezWZLJJIlEguHhYZYsWYLX69ULiWpqakilUpospqam9CYeEiUzNjbG7OyslvT7+/vx+/2sWbNGm1tmZ2fZu3cv4XBYJzabnJzkwIEDNDU1kcvl+PCHP8xXv/pVdu3axfDwMBdffDF//dd/zSc+8Qn2799PRUWFjn0XwhRSmS/JizNXCEWSspnRN2J6OpUQk5A5iYl5yNQaJOma9IOZmRld71JeuR+gzWzmWgKZSMy0FeI/MbdvvPzyy/nCF76g+89LL73Evffeq53msiGLy+XSOf3lGZLB821vexuNjY2sWLGCyspKnnnmGb7xjW+QTCb1imKz3vP5vCZ0c+N3c8tI0bBkEhYyF3/UfPI3HfrmpC7mONHoRPOweHPhlyJ3x3GOymel1J3Af5S/HgFajVMXAYOvcY/vAN8BcLlcjqm6Sue96KKLdPTL+Pg4O3bsYOPGjezfvx8oEXNrayvFYlHHpgcCAaampvB4PBw9epRCoUBzczOzs7OEw2GSyaSWIkdGRmhra2NgYEA7G2XXpNnZWdauXUtlZSUAg4ODNDc3U1tbS19fnx7stbW1xOPxOWGJQjher5exsTHC4TAtLS0sWbKEl19+menpaSorK/H7/eTzeXbv3k1bWxsVFRWMjo4yOjqqF2ZdddVV7N+/n1QqxcjICH/4h3/Ipz71KT74wQ9qDUSIy3SqSlimRPyIdCikLr4CCQkVCfpUkrtZJ8VicY7kLUQvxwBNzFJ201wk55gTrRCoIJvN6slKrpEyhEIhvvGNb3DxxRezb98+/v7v/55sNsvw8DATExMMDQ3p9QvicwkGg9pp7vP5qKys1KucX375ZVauXMlzzz1HbW0t5513Hi+++CLbtm3jgQce4Mc//jHxeFz7dUQTlTqQthLBQsorJC7jwCR/QPtppB6FzGUMyOQg7S0rpS25v/nwS5G7UqrJcZyh8tffBSSS5n7gX5RStwHNwDJgx+u8J8Cczl1dXU0wGCQYDNLb24vX6yWZTOoY9Pr6esLhsM7gKAQuWRZls+vZ2VmtEjc0NNDT0zNns+uZmRkdNtjY2Ijf76e5uZmqqiry+bzeSFsSigWDQVKplE4ONj09rWPqhXTEditqdTAY1E5cn89HbW0twWBQ2+IHBgbo6OigUCgwMzPD0NAQoVCIRYsW8dRTT9HU1MTQ0BBPP/00mzZt0gM/n88TCAR0nQlhCinKRCakImYDGfhClmYbnGoI6VZUVGgpVlI2mCQlEq1MSGJGETOL1K1MAGIWMycN04Es9fHOd76T//W//hcul4vvf//7HD16lL179zI+Pq4d6FDS/GprawmFQni9XhoaGnT0VLFYZHx8XH+WSVgWyfX19fHcc8/xnve8hy984Qu8//3v50tf+hJPP/20lsDNNBdiy4e5k7IZ0mqabMxN2gEttcv18t6iPbrdblKpFF6v91TnHrL4DcFJyV0p9X+BzUCtUuoI8Hlgs1LqLEoml17gDwEcx9mtlPo3YA+QB/7IcZzX5akz7Y9CBC0tLYRCIXbt2sWLL77IypUr6evrY/HixTQ1NXH11Vezc+dOLS2nUinC4TD19fWMj4/rsMfJyUl8Ph/T09MMDg7S3t7O2NiYdnSK1C+Jx5qbm2ltbdV2eEmvKxL57OysNgn09PTMyVbp9/sJBAL09PRQLBaprKwkEAjQ2Ng4J35/2bJlehHW9PQ0IyMjeL1e2trayGQymrg9Hg/xeFybKlpbW9m8eTMrV65k7969mghMB58Qgphb0un0HIIXQgT0RDRfCj5VkMybZoimSexCeObetWKCkbLDMSlcpFgxQQnpmY5MeY/3ve99fO1rX+Oee+7hjjvuYHR0lL6+PtLpNMlkkkgkQk1NDR6Ph/r6eiKRCPF4XOcIisfjLF68WIetFgoFJiYmcByHeDxOMBics5nMs88+S09PD9FolIaGBm677TaSySTf+MY32Lp1q3Zki9lGiN50ZosPRerArBOpr/laDaDrQvqD2+0mGAzq3yzefDgjskK6XC7H5/NpYldK0d7ezje/+U2am5t58MEHefDBB7n44ov58Y9/zBVXXEF1dTUzMzNMTk7qwaiUorOzUxOhLCaKxWJ6Reljjz2m7fpitgiFQrS1tVEoFOju7mZ2dpZ169bpiJp4PM6yZcuYnp7WzlVZEJROp9m3bx+hUIjVq1fT3NwMlEj26NGjjIyM6M0/Wltbufvuu/WuS2NjYwwODvLqq6/iOA6pVIqOjg6KxSLT09Nak9iwYQO3334769evZ82aNXg8Hqqqqvj2t7+tTU8ygIUchDDF7m6So5CrSejSDzKZzCnLCintaoa4ihYjpC2kJCuLxXxjSvUyKZlmHNOEJxOaOSncfPPN/Mmf/Anf+973ePXVVzlw4ICWnvv6+rj44osJBAIMDAxojUySvslGLxs3btSOcplIlVKMjo5SWVnJkSNHmJqaIpFIEIlE6OjooLa2lhdffJGzzjoLr9fL7/3e73H22Wdz6623ct9992ktxKwPeRdxKstEbdrMRQOTScG81oz4kfcwV3iXrzul2T4lEkq0jvkOfFP7MNeTzPczzI8oMidp87gZaDHf7Ha86836lT4zP4rJeJcTRjGdKPrqtSK1TG3MfM7x3nl+WU70HPlv1rXjOMe96IzYIPt4LxkOhzXhjY6OajIPBoM6rj2dTmvpRCQZkXTEhCOSoympyibUMggaGhpoaGgASpEx+/bt48iRIzo8sr6+Xudmr6ys1KGXVVVVRCIRAPbt26dj4wGi0ShKlfLPHDlyBDhmMhGTQiKR0OYXsXePjo4SCoU0YadSKVKpFMuXL6eiooKenh6WLFnC6tWraWpqYnh4eA5ZCBGYHUnevVgs6pz25jHTwXwqcbyOLSmSTQerkJhMujDX1GB2ZnPQiJlHpNRiscj69ev5x3/8R/7zP/+Tz372s/T29hKNRolGo+zatYvVq1fz7ne/mz179mgJ2uVyEY/HqampobOzk6VLlzI8PMyTTz7JOeecw4svvkgymSSZTGqynZ2dJZfL0dbWRm1tLZWVlezbt49nnnmG9evXU1NTw969e/nbv/1bli5dynXXXceNN97Ixz72MXbv3j2n7sU/YzrDhazFpCgkbTrEZSIU08t889p8MjmVUEpRXV2tx4Lb7dY7lIn9X77PT75nBk2IEGKGHUugwPx3NH+T+jMFBzjmkxEuMMnX9D2Y/goxk5makFwvE62MHSmfcI/0P9NJLuUTjVX+stmsFihF6DGjvESrk/cxCVzaXe4h9ZBIJF6zjc4IcjcX40CpYtvb2/F6vYyPj/Ozn/2M5uZm9u7dy7p163QFSLy6NFI2m9USdS6Xo6enB6WUtqN2d3eTTqfp6uoim83S399PVVUVb3nLW+ju7qatrQ2fz0dLSwuvvvqqDm0Uokkmk/T39xOLxaisrCQej+PxeGhvbwdgYGCAxYsXa3tnNBolHA5TXV1NPp8nHo9TVVVFdXU1kUiEYDBIa2sr0WhUm2B6e3v1udJpDhw4wHnnnccPf/hDGhsbqaqqwuVycdNNN3HTTTfNscOaUSXSgeW77HIl0qF0EDO3/amEkLN0ZFkEJk5GidWXNQLm880IJjEvAXPOEdu94KMf/Sg33HADd911F88//zw1NTXEYjF+9rOf8fa3v52mpiaOHDnCs88+q00xb3/72+eUWdYxLF26lMHBQZ1R9Oqrr9YbuwwNDbFv3z5tcz98+LDWCt773veSyWT453/+Zzo7O7Up8Y477mDp0qX8y7/8C5///Od58MEH9WYvEgYp5CPtmEwm54Q/mnH3ZlrsfD5PMBjUZCoS6nxn9KmGuaG8lE/SdZg7iIlZUIhXoppEEzG1STE9iXNY3k/6kLk40DTDCfFLvzejx0SDMb/LZGA6tysqKkilUsAx86Y5fqSsormb2V4lTFqEKzlmErcpuMi54mQXC4GsdDd9S2Z7mxFkJ8MZYYybbyv1+/2EQiGqq6uZmJjQ9vHBwUEd9mjO/mZyL3GMer1eUqkUs7OzTExMaAer2+2mtraWlpYW3QGOHj2q91CFkvTe3t5Oc3MzS5Ys0SQhA18qWRYvFYtFOjo6aGxs1CtopYFlgZREoYjq7fF4aG5uZt26dTocU/LcFAoFPank83mGhoa0IxJg7969TE5OUlNTMyc0TiRhifiRQS0rUaXzSyeV8gB61eqphkwoYh4SzUEGaSaT0eWbnzNHBp65kEgIxJy4isUit912G5/5zGf4u7/7Ow4ePMill17K2NgYe/bs4brrriOXy7F3714dJVRdXc3q1atxuVx6QEnaCsn0KX6C9vZ2TSZer5fOzk42bNjAWWedRTQaxev1EolEuPzyy5mammJwcJCLLrpIO1ljsRh+v5++vj4+//nP853vfIdvfvObWso11x7IM4A5/VqOifnRNE2JhgfoSKLjaU1vBMzQVkmOJ0RkRu3Ixu+AXggmbWtGBcn3TCYzJ5WHuWG9tLlZb/Kb3FPqTdpQHM0yPqTPSdiorBQ3E/KZJkXTtyLmTolSksljfkSY7PZmmvrERyT/5/vDzDo1x6oIf6bJ9WQEf0aQOxwjHpfLRVtbGy0tLaTTaZ599lkt0aRSKSKRCH6/n+npaW1vl5h3QO9oFIlEaGpqwuPxcODAAR3hIKsQI5EI4XBYz6KycEkqznT8NTQ0UCgUtBoqjttCocDo6KiWSpcuXUoqlWLXrl309/dr+6hMBmNjYwBMTU0xMjICoBctyUKqTCajJTrHcUgkEvj9fp5//nmdqyabzbJv3z4KhQL19fV60EieeZMUC4WCntRMFRCYM/DeCPOMTNiiIYj67vf75wxCU/qTMkjZxaFtkgCgB1mxWGRoaIidO3dy2223MTo6Sjgc5s///M8577zzeNvb3sbWrVvp7u7WdR+Lxbjssstoamoik8kQDAZpbGxk0aJFek1ELpejqakJl8tFY2MjlZWVtLW16YkmEomwevVqLrjgApYuXcoll1xCY2Mj5557LldffTV1dXUsW7aM1atX8/jjj9PT00NjYyOFQoGPfOQjxONxHn74YU3kpplGyFIITwZ+LpfT2Ue9Xq/un0IqoVBoThuK2eONktyhJAiZ2pUsvBKpXoSwdDr9cyY3ITEJCJDPxyMu6S/yPqa5w3RCm/cxJxkhYeGJ2dlZXX4RmsyxLxK59GGZHILBoCZbqWPhFKlnc4GeTCRyP8k0K8IYoCVz8f2IWWu+b0Y0OeGs3whyl4YWFUXiyb1erzaDDA8Ps2HDBp0KAEoNlM1mmZ6eprm5WW+DJxXe1dVFU1OTrrjNmzdriSCbzbJu3Todx97c3KxtfqIaR6NRYrEYO3fu1B1u3bp1DAwM6FQF4viUKJq2tjY2bdqEUort27fz0ksv6bC54eFhli9fTiwWY+/evUxMTJDNZhkdHdWpEgSyQrauro7R0VGUUpx33nkcOnSI1tZWHcIpE4/Z2CJZiHQAxxyXAnOzbZGsT7WEJ5qEtImYUExziukoNQe9HDPrxNz7ViTcT37ykzz44INEo1GGh4dZtGgRTz75JDfffDPbt2/npz/9qR6YMqFv2LBBp4CWbRbFl+M4jo56kmgt0b7EXwBokpAtHWVxXF1dHfl8nnXr1rF27Vr6+vq45JJLmJmZ4d5779UT9MDAAD6fj5tvvlkThmk+kP9mGKTY4MXxa+ZDMiOLxOlvmtxONUznvJCzEI/Zj0RiN2P8TUnfJDkzLFbaW54ldXK8LKjSn4QkhchFAxCt13TIztc0zL4q5TLt7dL3ZJGaKcnL+0p7mGNLJhy5n7mxval1uN1unSLE7OeS6E9Cq83UFydr1zOC3KViBZIu9+jRo3qlopgxJEGXpLIVE4RSilgspiUacYDItntiDhFHq0jrEvKolKKlpQWlFH6/f86uTWJq8Xg81NTU6PNk+71EIkFtbS0ul0urj83NzTQ2NpJMJvV+rLK4SjJFjoyMcOjQIXp6eojH41q6BXQKYVFJxYYpk1tfXx+FQoGOjg6tvplqqWl7NM01wBxTjnQ8sYO+EZBBL0v48/k8s7OzejCZefMBrdJKqKBIRSKFiQT1ox/9iM2bN9Pb28uGDRvI5/P88z//Mx//+Mf5r//6LxyntMmK+EYAvR5BytHU1KSlYfEPiNnM5XJRW1vL8PCwdgLX19drJ2IwGGRiYoJwOExVVRXRaJSWlhaWLl2qE861tbVpbeLqq69m69at5PN5NmzYwD333MNll13Gnj179J67MhEJKZoLnGRNQyAQ0FKymRID0CQnxCXXvhFwnFKuHZHezXTUoq2ZJkCZkGXSNhPXzTdRicRr2tmFB0Q7MUN+5ztORSNSShEKhXT5TEerjAHRCKQPiOBh2uZFQzAjf0xfgXw2NX4Zd/JOInGba02kb0sbiX9BnplMJudoHab/6WTC2BnhUIW5dvfOzk4aGhp0PHpHRweBQEAPLFlBunjxYiYnJ8nn80xNTekVn1IBfr+f+vp60um0Xrmay+Xo7+8nEAjQ1NREVVWVXp1YKBSYnp7WgzqRSJDJZHSsuahtq1atYvfu3VRWVhIMBunv79c2ctkcw+PxsGrVKtasWcMrr7yCx+OhpaVFd5ZYLKZNN8lkUk8O4+Pj5PN5QqGQ3nZPzEES9jg8PMz09DS7du3irLPO4oEHHpgj+YldWjqcSC/SucQcItKPSfKnuk3F5CLSl3Rc05krJCQdXwaOOBnNMso5GzduJBKJ8MADD+jw1ccff5xbbrmF+++/n1gsRqFQoLGxkba2Nj3IDx06RC6XIxQKaakoEAhoycjn81FTU6P9HJlMRkv2Q0NDVFVVael9eHiYbDZLdXW1XnA2PT1Nb28v2WyWoaEhrdGJk/6cc87h/vvvZ2BggLPPPpsHH3yQyclJPv3pT/NXf/VXek9emGvnFWKSujKl+lAopE1vpjnANGG8ETAlViEqIS4zmkn6ppRXyNGMejEnVzHDyQRvCh2mr03uawoyovFIPYnwZQoGEuFiLvwT86SUT0zB86+RMoqwJZOvqUGJidH0Z5lmI4kGMvM6mdfPdzJLfUk/lGtPZkY9Y8hdOrBSSi8seemllwBIJpM0NTXNiaaRPDIyQ0seF+loUnGZTEbnCZGZcGhoiFgspvPACwGa0oQZSillGxkZ0STc3NzM5OQk0WhUO4hE6hPVU8iyrq5Od35ZHCOORJnRY7GYvla89iKtpVIpHf0jqqnX62VmZoZly5bNmcFlYMl9pYOaarPZ0UzbpYR4nUrIhC0TTjKZ1E5VM2zNlIjkmGl/lXNyuRwf+MAHuPXWW3n44Yd59NFH2bJlC3/zN3/Dddddx7Zt27T9/ODBg1x00UVz1iTIJC+DRLKFSlmkLoPBIE1NTXR3dxMOh3nooYd461vfSltbG+3t7bz66qt6z97ly5fj8Xjo7u7Wyc62bdum/TKFQoEVK1awaNEi4vE4yWSS0dFRdu/eTU1NDU8++SSf+tSn2LJlCxdddJGuI4lqEju2DGYzfA/Q2q20qWkaeCNMMgIho/nmDNNMZPY1M2RQiF20EVNiNyNCpN+YeXVMIjf7ihlSKmNH+r+MSZNopTxC4PPDSeVPtH7zHaSfmHUgx+ZL4zA354+8m6mtSLnM6B3RiuTZMinAsZDPE+GMIHd5KWnoJUuWsHjxYu69914d3758+XK9k5Lf72fRokXMzMzo2S0cDuuYTwmhGhsbY2pqSi92Gh8fp7a2lkAgwODgIKtXrwbQaX/FlFNRUcGrr75KOBzW9vSJiQnq6up0Hhm32633XzXDCwOBAKlUCr/fr80/IhkODQ1RWVnJzMwM9fX1czzx0tiRSESr4+l0Wm+3Jxtfr1y5kp07d9LZ2UlfXx8f+MAH5jiMpMFNZ1OhUNDONtN+OL8Tmjb5UwWZOCVNspjSZMCKdCoTWqFQ0BqYOSCk7M3NzWzatIl7772XJ554gjVr1vCd73yH97znPdoPsnz5cpRSNDY20tPTw/Lly2ltbaWvr49oNKqjokSYEK1rYmJijuSUyWSoq6vTAoRES1VVVbFu3Trd9/r6+hgbG2NkZASlSonj2tratClKMkzKwN+4cSOPPvooBw8epLW1lUgkwl/+5V/y9re/nWuvvZa77757Tvy0hIuaYXxCkCaZyztJ/LXf739D2hSY4yg07cvS/0TaNrUIkcilvOJch2OSr5hYgTl9Wt7XXMwlvGHazeWYbF7f3NxMV1cXGzZsoKOjg3A4TC6Xo6amRmvm1dXVKKWIx+MMDw/z8ssvc+DAASYmJvQKdHmutKGsIpd3NdtAygVzs7OaE4O8l1znOKW9j0XIlHeR+4dCIb3OQmzz0WiU0dHR12yjM4LczdlRVi/u2bNHN7LL5dJ26qNHj+JyuaiqqqKhoYF4PE4gEJjT+ffv30+xWOTo0aN4PB6WLVumHZQXXnghNTU1zM7OMj4+TktLi1ZxRB1+5plnUEoxMzNDdXW1XoU4NDSkIyYkekcao7u7m0gkQktLi3bSmQsPMpmMThcri2o8nlJys+7ubhzH0XbdYDBIQ0MDQ0ND2plXLJYyUkpWQpertPBmfHwcmLuSz5RUzJBDkQrMlANm53sjIGWRkNH54WKmFCbSixktIpOmTJIdHR309fXpqKlDhw6xbNky9uzZQzgc1sSeSqVoaGjQGTpHR0dpaWlhampK/w7McWJJvUgbSJKwrq4uJiYmAObs5SsDXFa/BoNBxsfHtelGzGdr165lamqKeDxOdXU1brebyy+/nO3bt/OjH/2ID37wgwwMDPDTn/6UG264gZ/85CccPnxYD3Iz06VInUJ2Yu4wHYvSB1KplDbZnGpIHQs5i6Ys2oJpDpKJUjQN6RNC0EKGZmCFPMN0tgJzbPjmc+TZmzZt4qqrrqKqqkqbAKurq0kkEuzfv5/6+noGBgZ0uHQmk6G+vp7KykoikQi1tbVce+21TExM6Cif6elpdu/ezVNPPUV/f782gZlmIWkX4Szz3U2N1GwreScpu7y7hE1LJI9SSpuLJbItFAqdVMs+I8gd0FJkY2Mj1dXVNDU1kUwmSafTOiTNdKxIg7zyyivaGy/OVIlgEQfY4sWLmZmZ0Rkhxf46MDCgpQnJ/NfT06MHsgz64eFhVq5cSUVFBQ0NDUQiEe3YnJmZ0fHus7Oz9Pf36xWmVVVVcwhtenpaS4HS0YVMRkZGcByHxsZGQqGQ7hyJRELH2KfTaWKx2Jw413g8Tl1dHQMDA7ouzUgC06lqdrj5kQhi2z2VkAlLNBfT4Sux/GJ2kI5vquTzCeJjH/uYXsb/r//6r0xMTOg9dBOJBKlUijVr1mintmRylMVG0WiUpUuXAsdiraVeROM6ePCgdk5LRMqBAweorKzUKYLNyB4ZaBIjLRrSxMQEkUiEyy67TJ8XCAT04jeRFFeuXMndd9/Nu971Lnbv3s2NN97Il7/8ZW688cY5qzVN7cyM+BDhQbQhaVuxDb+RE7eMSamP+XsKSN8yzYEwN1TQDME17famv0WEL5PUXS4X1dXVXHPNNZx99tlaCJOoppGREb1z289+9jNGRkZwu916cj9y5MiccVFXV8fY2JjWJhYvXkxNTY02w1144YWcf/755PN5VqxYwaFDh/j617+uyV76rBkpI5qGGckmbSdCi7y/5KqSY9JHpY4EwmuidZ4IZwy5i0113bp1FAoFent72bVrl7ZH53I5TWwjIyN0dnZSUVHBkiVL9KYKdXV1OkmXRK4AOo1AOBymWCwSj8f16rCJiQmqqqrI5XIMDw/T29tLU1MTDQ0NNDc3k0qluOqqq1i7dq2O6hD1Ucw1U1NT7Ny5k0OHDvGjH/2IaDTK9ddfrz39srBqZmZGTwhi74/FYnR2djIwMMDExAStra1UVlaye/duEokE0WhUd/5sNqu1iXw+z9jYmF7xOjw8rKUBM8xL/A6i/YjjWaRBkWBMB9CpgkRHmEQkS7gBLQGJGi3mIlMqMonx/e9/P48//jgPP/wwZ599Nt/97nfZuHEj4+PjxGIxli9frjWiyclJgsGgjqkXTS0ajVJbW8uRI0c0CaZSKa1tyUQjUvzg4CDhcFhL3RLCCMekeEA7wGXyisViOq2E4zg6bYXpawC0iUBCKR988EGuv/56wuGwjsUWYhCTkemQk2gZc7KWdpRz3wjMNxsAeg2GmQtH+qJpmwfmkLWZLM6MLJH+aU5sHo+Ht7zlLdx8881UVlYyNDSktaLR0VF27drF4cOHtbBTLBZ1jigzY6apLUrggmi6uVyO7u5ubeKSiWTTpk2sX78el8vFkSNHuPXWW6mvr+fb3/42W7duBY6FfgpRmwECQvIitCildESQaO3m2gCzLU1nrCm4nQhnDLlDqcPI1nn79+/XMxccGzzNzc06dE1mS7/fr0mzsrISj8ejHWaSuEu2tZMVq62trbS3t5NOp3X+mhUrVnD99dczOztLVVUVyWSSiooKvSGHxLiaJg2Px0NnZyednZ3a5vvoo4/qFMWpVEo77WTgDwwM0Np6LO19VVWVJm5xarpcLlpbWxkbG9Oqb3t7O0qVElfNzMwQiURIpVIsWbJEm3ZMb71IbiIlSNSA2GHNkDLJ7X6q21PsoaIViClDiFsGtjnJmHHvIrlce+21uN1u9uzZQzabZXJykjVr1ugIpeXLl9PS0qIjNMS2LgNIUgfLs8V/IjbUQqGgJ32RwPbv38+WLVtIpVLs37+fF198kU2bNjE+Pk59fb0miebmZqanp7X5w+12603YhThGRkZYu3YtVVVVHD58mIMHD7J69WqdvfSZZ57hsssuo7u7m+eee45bbrmFL33pSzoiQ1IfmOYZ05EnkzowZ1J8o8Jb5T2lHKYzVwjO9Ecdr2/AsUgSIVopv6SeENOE1+vlwx/+MGeddRatra3U19dz1V5WqQAAIABJREFU33338eSTT3Lo0CG97kP6tPQtQIelCsF3dnZy5MgRXZdmLLr4fuRdZmdndfbW4eFhfvCDH1BVVUU6neaP/uiPyOVyXHvttdxwww1s376dO++8Uy9Wkn4v9zYFL9NsKu1omp7M/DpSx/I+MjmcbOI+Y8jdcRyqqqpobGwkFovh8/k0aZvmAlmqL0v9JVyturqasbExWlpatGon+dYlVM30xIuEGAwGNZmvWbNGV5oQuEi+kUhkTgec7wyVhqiuruad73wnzz33HIcOHWJgYEDbzU3brilJOE5p4YyoaUopvUJXOpoZXSCx8+l0muHhYVasWMFDDz0EHFv4IYPHVBNNE4zpSJVUCieTBH5RmJKHmL3kOUKMJvGb6rz53efz8d73vpc77riDqqoqLrzwQr7+9a9z6aWX6g00pF3r6+t1Pn9xQsnkJnsDmJK1aA/BYJC+vr45au/69esZHx+nubmZSCSit0scGRlhxYoVuv27urro7++nt7dXr9FobGzk8OHDpFIpJiYmWLFiBe3t7VRXVzM9Pc2KFStwu906RUY+n+exxx6jo6ODF154geuuu47bb79dp6SQ/mwublJKzcnbIgKPEIopHZ9qiFYmNnCTnIS4zJBb2QPBNEWIFCt93iRDITxZTf6nf/qnVFRUsHnzZu666y4eeeQRrrjiCm655RZuv/12nnrqqTnRJ/Jsj6eUQVVMu8VikSNHjlBdXU0ymcRxHCKRiOYE008hE8Xs7Cw+n09rnBMTEyil+Pd//3fC4TDnn38+f/Znf8YzzzzD9ddfz913300qlZrjNxIzn2miEi1WNNf55C3j3ZTkZTyYDt3XwhlD7gBdXV0Eg0FmZmY4dOgQ0WhU25QlLCgUCum9LnO5HAMDA9qZ4ff7GR0dZdmyZdoeLVJcZWUlhw4dor6+Hq/Xy6FDh3TkTTweZ8uWLbS0tGjbuSwqkdWbkoRMNAjZE1XUJJFYRFq84oor2LdvH7W1tbzyyiukUinGxsZoaGigWCylQqipqdGmHmnodDqtc8CL+i8dQ6JOEomE9guMjo7S0NBAfX09Y2NjuoNIXO/8FLOmycN0XApBnMroCrmv2JclDwsck6zMKIv5IZtC7qFQiA0bNvDII4/w4osvaql46dKl1NfXk8lk2L59O+FwmMHBQZ2graGhQZu1JJIpk8kQDoe1lC2ON1lfMDs7S2Njo9aeGhoacByHWCym+6A4c02tpL29ndbWVj2Yn3/+eb2uwu/3681ZRPsUUyGgTUempFlVVUVXVxc7d+6c014mkYpWZrahKSWajtg3AiYpi0AlxCPfRaCRAAORNs0IGukPcj8JIU2lUnR1dfHFL36RkZERnn76aXbs2MFf/MVfcOutt5LP57nnnnvmONzFFi31EAqFuOqqq2hubp4Tn75r1y49Vi+99FLtB/D5fAwODvLkk0+yf//+OZEr0gayAnjz5s363rfffjvxeJzf+q3f4pprruG3f/u35zi9ZewVi6WFikL+8zVY09xiOlqlvk2zjghyr4UzhtwLhYImu+npaQYGBvD7/USjUZ0+VCJpqqur9WowqXRZJTc0NERHR4f2MEsOdrF5Foul7fTEVi6fKysr9WwqgzaZTHL48GFefvllqqqqdAIxqdyJiQlmZmaIxWK0trZqe7xIkZ2dndTX17Ny5UoOHz7Mvn37qKiooL+/Xyf+mp2d1VqFROhEo9E58eiRSESv7nS73doZKCq7hA/Ot8/JghgprykhixQos78ZynWqIJ1a1HbTaSux3KK6i7Qs5hNzAchHP/pR+vv7WblyJY899hhjY2Ns2bJF75Er0pnsvJVIJDh69CiHDx/WTlSR1MRxKnWUSCT0ArVFixbhcrn0xiuPPfYYU1NTVFdXc+655+p2NcM7w+HwHOl5aGiI3t5ebU6LRqN6Fy7Z4EPWNExOTtLY2EhfXx+XX345wWCQqakp9u3bx9atW/n0pz/Nhz70IZ1eWKTR+T6S4zkbRRuZmZk5pW1qtm2hUNAmTwklNsMCTUKT6A7Jjy8wTUoyYYmdfdWqVXzyk5/knHPOYceOHTr0d+/evfT19VFfX08sFuO6665jbGyM0dFRvW5FJreuri6WLl1KXV2dDoJQSrF69WodaTU0NEQ0GmXlypX09PRQX1/P6tWrGRgYYGxsTK+fEWenmO4KhQLj4+M0NTVx3nnn8dWvfpXly5ezfPlyHnroIa699lpt0hVtQqRwU4CRPmzWiWhlLpdL+6NkvAtPScTWa+GMIXdA20yDwSB79uyhra1Npw8NhUJUVFRw6NAh2tvbdcy7RChIDpapqSmOHj1KIBDA7/drZ6yod7Ozsxw+fJhstrRZdigUoqmpSe/CIwN4YmKCz33uczpBmZiM1q9fz9q1a2ltbWVwcJBUKsULL7zAK6+8QkNDA+vXr6elpUWTWCAQYNGiRbS3t7Nu3Tq+9a1v6QRBoglITvpwOMy+ffsAdJhkPp9nZmaGmpoavYOQrKID6O/v593vfjc/+MEPOHz48BwvvNif4ZiXXq4TycF0xp1qyOAWdVSeKTZQMwROBqRIcmZ0UEdHBy+99BL5fJ5IJKIHsc/nIxwOc/ToUbq6ujSBSBI2kf4OHjyo1xA0NzcTjUbn5NaWupHJOBaL6fzt4gOZnJykoaFhTniiz+djbGxMR0dls1kOHjyoE9CZ+WrEHAel0Lx4PK59SkvKe+t2dHRw55130tXVxbZt27j11ltpaWnhlVde0cKMSKTmghzR+uSd5i/GeaPaVghJHKgSV2+aDaSs4mAUswsck0TFhGMuvKqvr+ejH/0ouVyOHTt26H0LvF6v1uCCwSCrV6/W2msoFGJycpL6+np8Ph/d3d3kcqXd1GpqahgbG2NmZoaxsTGGh4fp7Oxkamrq/6fuzaPbLM/04UuWLHmRbNmSJcu7ZTuxE8ckjg0EEpI0BPIBLaWdQGFghqGcmR46Pf2jnZbp6ek3nemv9HRmOrQz04VTKFAGCi3rAAnZyEYWcBJn8xLvtixrs2TZki1ZsvT9oVx3HmU6Jd+vyRzmPSfHiWNLr97nee7luq/7urO0W7jmFRUV0pOisrvY1WwymTA7O4s33ngDO3bswKc//WmYTCbU1taiu7sbkUgE3/rWt/CDH/xAtLAY+DHoYkCjFlLV58Lzy0CIPQDMsD8uK/tEGHduUA7AOH36NDweD2688UaMjo4iPz8fRUVF0Ov10mRQVlYGABLpz8/PC6Y6MTGBtrY25OfnS0RHnH5wcBCpVEqw0aWlJaxZs0ZolGzx/dGPfoRYLIaqqiqsXLkS+fn5CAQC8Hq9mJiYwMaNG1FZWSnGhtjqnj17YLVacdttt6G4uFhS1aWlJdGVHx8fl6ITG1QolUBVSbVY0tbWBqPRCL/fj5MnT2bRCmOxGLxeL5xOJ06cOCEGkAJTl0cFxEnVaI90zGvFh+bG5GHnxiT+zk3KlJkCWel0GjabDTfccAPeeOMN2SeEWFgcbmhokACAn2l8fFygLBZKmd00NjZKgY04rVarlaIcABw/fhzFxcU4fPgwampqcPz4cXHczEIWFxdRVFQEAOJMyGRaWsrMwl1YWEA4HAZwiZdNrSLes9Vqlb/n5uZiZGQEd955JzQaDR5++GF8+9vfzoIv+Fo09AxK+PqM/NR6xtW+yDJSPxcjbq4do2eVckhDyXUm/12FLvR6Pb785S8jFAph/fr12LNnDxoaGhAMBvHDH/4QnZ2dWLt2LQAgFAqJtpAqDaHT6XDLLbcgnU5jamoKjY2NQnFkUKXRaLJkntmsxLV46KGHcOTIEYyPj0u2xSyd0BjP8dNPP43x8XHs378fFRUVotb62GOP4Uc/+pEYeNbaSCJgpkWDzr3FYEiVkGCRlj9HR/HfXZ8I484DTvyQWBijABYgdbqM2FcgEEAymZmKZLVaYbPZZBCH2gxDo8aUhsU0tbATjUblQJKVMj09jf7+flitVsEFKRkbi8VQVFSEgYEBlJWVCWxCbnU6nUYoFMLw8LAUzfjaiUQCTqcT/f39UoknLMHuzYKCgiyDV1NTg+rqaszPz8NkMiGVSknGwsUNBoNZcFE4HJZNwnsCLjWCMFpWo3kyf65mFK8yNhjV8UATOqCRYlTDAjmxeErzFhQU4Pjx48jLy0N1dXWWfDOZMR6PB0AG4jOZTFkdk2azWaYmUXwLyOD5Pp9P1tVisSAvLw9btmzB2NgY1qxZI/ozjOxGRkaQl5eH0tJSFBcXy8Flw1xzczMGBwfh9/tlViuLvrFYDJOTk9BqtQiFQigrK4NGoxHYkF21hYWF0q1NR8/9wnZ9lSOu4rJqsU0JErQajWY3gDpk5h7fm06nQ5qMt/gxgDsAzAN4OJ1On7yS9aVh4p4h7KAOm1B577xPRvPq77BGBABf/OIXUXexS/3cuXMwGAzYs2ePwCkAJNrOz8+HyWSSXgRm3oS/OBOZstqRSAQVFRXwer0YGhpCNBqVjM/pdMJut2N4eFg+R21tLRobG1FaWirSIZTjNRqNsic41/nEiRNiuLdv3y6B2A9/+EORPWaAoz4PlSkDXFJOJYylSjnwnPyvaWJKpVJS0JyamgIAuFwu0XIJhUJSLDGZTJIe8xDfdNNN8Hq9OH78OLRaLebm5mC1WgWjXlpaQn5+voh3JRKZWZo8pGrjRDAYhF6vl+iXnY91dXVYWlrCyMgI+vv7YTKZsG7dOlgsFoFKpqamkE6ncfr0acRiMZSUlMDpdAo1s729HQcPHoTNZsPs7KxgzAAkBaTTKioqQllZmRxUGkhincT9DQYDampqAFyKotRJOGqzCX9XLdow0uQmupqXqtuh1WqzUnZGbKoTUIu6OTk5km2x8E3n5nK5JDrKycnMzB0fH5fUWaPRCPWTRrK6ulqex8zMjBjJ3Nxc9PX1YXFxERUVFVixYgUWFxfl59WCJde1vLw8Sz6BkSxfv66uThhP09PTUguIRqMSXDCD0Wq1KCwslG7YiYkJaDQaHDp0CIlEQvRqVJ60+mx/H37LoESJ3B0AXk6n0z/QaDSPA3gcwDcB/D8Ami7+uQHAzy5+/dhLzcQYVXIdeZ9quz2foUrjVGs9Wq0W3/jGN0S6Yd++fQiFQnC5XDhw4ADuvfdeCaZmZ2elfsb1YIBFFcihoSHU1taKDHMwGEQ4HJaW/RUrVggER7aa2WxGfX09Jicnsbi4iGXLlkGn0yEYDCISiWBoaAgNDQ0wGAzSYKjRaFBRUYFkMona2loMDw9Dr9fjlVdewS233AKz2YyvfvWrePLJJ5FIJFBSUiIzKdgARUfNLJ82CoCcdT5HqpJ+HPnhEyH5C2QOMjs6/X6/bEyz2Sz/r/JoCcHww+r1epSXl2NxcRHBYFDYD2wi4u+S80zpALXoQ/zP7XYjlUplsR1WrlyJxsZGLF++HKtWrYJWq8XIyAg8Ho8YFGK5iURC9NtdLpe8LiNUq9WKaDQqB5PGmB25ubm5sFgsYnzUghOQPTWJm4NaNSr9ilEBN4ZabAOy2Q78uat58SDTGJGNokZ7qoEjBs7Pp9frUVVVhYmJCQSDQSwsLKCsrAxmsxk33ngjioqK0NDQINET6yc2mw0AUF1djba2Nqxbt04GZXDdyTEm1JaXlydR+Be/+EX85Cc/weDgIMLhMHp6evCtb30LX/ziF2V2Jjuex8fH4ff7RdeImcfCwoJAPNwbBQUFsi7xeByVlZWSTTKD47ovLCzg9OnT0uHI58ev3FOqropaa2FkrGRiZgDPXfz7cwA+e/HvdwN4Pp25jgEwazQax5WsL1kj6tg87iF+Jq4tYSOypdRonjDEhg0bsLS0hImJCWniy83NxfHjx3H99deLPEB1dbWItrndbgmIyH4zGAyYmZlBPB6XzlQ2KbIhju8bCoVgMBikflNQUCAyH0CG9uh2uxEOh1FVVSX3yKbE7u5uOT82mw15eXlwOp147733kEgksHfvXhgMBnR2dmLr1q2w2+04fvw4Dhw4gJ6eHvzVX/2VOGmeh8tZUTzPl89d/bh6yicicicVKC8vT9LQnJxMV2Fzc7PQA8nvZqWYh4zRayqVgtPpRFdXFw4ePCgTmRKJBEKhkFDb+vv7MTExIYfjwIED+NSnPiXFt3379kklOplMYuPGjcKHT6czGuFbtmzBf/7nf+Ldd9/FfffdB7PZjMXFRVgsFiQSCUxPT2N+fl5omdSoKC4uhs1mw4EDB7BixQqJynhIm5qaBB4ixszmIm5gtaBHtgIPEBedVXY1emL0DlxiKTD61Ol0f3DY7h+zrpc7J25YVV9Djd6YYeh0Osmq6KAWFzNzcqPRKIxGIzweD6qrq0U/JJVKobS0FM3NzQKFqREt70mn02FiYkLqImo/gNPpxAcffIDu7m5s27YNzz33HAwGA6677jp5DUZZVqsV09PT/2WOgAoP0oGWlpZKnYHZGvdNJBKR6F2n0wlMx8Y8drDSGfLzXA5Dqo1Nqg4LAF06nZ66uK+mNBqN7eL3KwFMKMvmuvi9qY9bXxpzNVJX74kZIT8/n4WahdAJGY1GdHR0YOXKlQgEApienkY6nRaxP9JPrVYrJiYm4PP54PV6sWLFCphMJmEfTU1NCRtqfn4eNptNsnu9Xg+j0Sj7S42aE4kEamtrhT2nZhTRaBRlZWXSPc7u8lAohGAwKIJzdFIc42g2mzE/Pw+3242CggI88sgjCIfDUj/UaDT49Kc/jeeff17Wi46Z7CtmQ8zMGLFftra/9/pY467RaJ4BcBcAXzqdbr34vVIAL+Mq4XfcIGy3ZoRJD1lQUACr1ZpF2yspKYFOp8OZM2fg8XjQ19eH2tpa6PV62Gw2zMzM4NixY6IEl5OTA4vFgtOnT6O/vx+Li4syQeeNN95AXl4eTCYTfvnLX2J0dFQcCH+XnWqLi5nJSTk5OWhvb8fCwgLGxsZgs9kwNzeH6upqodzdcsstEjEydaYWfTgcFtVJFRvmRiUrpqurC3q9HjU1NUgmk9JxS5zf7/fD5XJJ9yoPlmpYedFpknOsVun5/lfzUg+xivvz0BuNRhlGwJ8jP5rrXFxcjNOnTwvMkJ+fLw6RjKnp6WksX74cdrtdnidfJzc3F93d3eKUGZmNjY3BbrdDr9ejpKQEkUgEHo8H8/PzsFqtYlyJ6c/Pz8Nut8tnKCsrkwNqNpvlucfjcXg8HoyPj0vAUlJSAqvVKjAdpaMZuTMLcLvdOHr0qFBEI5EIPv/5z+OJJ56QojCNdzweR3FxcVb2qabpatPLx1y/74d+r9XQaDR/CeAvuTbcM3x/rrHaX6Fmb3TONGRApphfWlqKl19+GTk5GRXNnp4eCTi6u7tRX18vkTo7ie12O9auXSs1rbm5OdTV1eH6668XI9nb2wsAUqi+6aabBFadm5sTJ5ybmysT2zgECADq6uqy2Hbj4+MSJKZSKamH1dbWirSEx+PB3NwcfD4fzp8/L/Uyr9eLkZERPPLII/ja176G733ve9BoNHj00UdFWpzBhRq587nyLDMIIa7/h64ridyfBfBvAJ5Xvvc4gL1XC79j+sbmhVQqJRgtDaWqaZyTkyPfI1fYYDBgbGwMFRUVaG1tRUFBAT788EPMzMygqKhIqtrDw8NiSKitrdVq0dXVhVAohJGRESl86XQ6iZqXlpaysHtCBKFQCJOTk6iqqpJCHY0FPw8xQK1WK5APK/SEYthsxciVDCCfzwe9Xi8j/5h685AT3iE9a2ZmJiulU78S8iEso1IqleuqFt4uj9h46C+XpeWBYaRNZ8iGrnQ608FcUFCAQCCA0dFRNDc3S39DOBxGTU0NHI4MosDC7YULF8RREvZbWFiA2WzG9PQ0qqqqoNVq4XA4pKZDfRqDwYCioqKsgrter0dZWRmsVqtM6/J6vVK4ZJRN/D0WiyEQCKC8vFwisdWrV2c5t9nZWelUjMfjKC8vl4I59ZTU50l4Q+0HUBvS1HOlBA5JjUbjuBi1OwD4Lv6YC8AlLQygCoD7vzmnTwF4CgC0Wm1a7TDm+9Cw0nDSQPFc83PxWS8uLuKrX/0qKioq4HA48MQTT8ButyMSiSCZTKK6uloYRRaLRSL48vJy6SkYGBhAXl4eGhoaEI/HsXz5comc7Xa70B1zcnKkzsYhK3q9HoWFhVixYoVkwlqtFtu2bRMIjj0LZNK9//77aGxsBAChavM8hkIhxGIxrFq1CtPT01i1apXYkz/7sz9DeXk5du7ciVWrVsm5V4eaqBmm2tinQlxXOhbzY417Op0+qNFo6i779t0ANl38+3MA9iNj3AW/A3BMo9GYuaH+0HtoNBqUlpaioKAAvb29KC8vx9zcHILBIBobG4X5Qd4wI814PI66ujpcd9110uVHo0HBr2AwKIuzb98+MaaEaHg44vE4CgsLpXmBI/FYBCN9iUNB9Ho9Tpw4gZ6eHhQXF+OWW26RyJzUTeJ+TAmnpqbQ3d2Nubk5tLW1ZRVxo9Go6JW4XC4cOXJExgQCkJSTUMPCwgLS6UxbNyMNRhW81IyAUYEaFQOXhgIrGiRXvfDGojE3uaqpAVwa1/b7NEqsVisSiQTy8/NRWloqvQvJZFIocnTmubm5KCgokODg3LlzIrVcVFQEm80mvGGj0QiLxQK/34+6ujphMoVCIZw6dQqRSATbtm1DdXU1Vq1ahd27d0Ov10smyGfv8Xiy6H1smWfUSsfKZjfWchiBks4Zj8dx+vRp3HzzzdJsx6KbwWCQ1wIuScGSfQRkD51Wf1YxADMA/hzADy5+ffPi998C8NcajeY3F9cz/HHnlRf3kwq7qBkhnTedO9eabChm01/+8peRm5uL3/72t5IlhcNhnDt3DmVlZRgZGcHw8DA2bNggMNr09DQ++ugjbNq0SfTy6ewo7pZMZsT15ubmUFVVhcXFRfT39yMQCKCvrw/Nzc1YWlpCdXW1ZEaLi4vSzc7mQb/fD7fbjd7eXlgsFnR2dkptb3FxERcuXIDZbMapU6dQWFiI4uJimM1m+P1+DA4OoqamBgaDAa+++iruuusubNy4Ebt27RLjzYBGJRfwoq3Kz8/PYr6pZ/u/u/5vMXf71cbv2FHZ1NQk2HVJSYlEUmxEUBslxsbG0NzcLFETaY4qRYoUy7feekvSq/n5eUlnGf2GQiGsWrUK7e3tmJubwwsvvIBUKqMguXPnTjidTpmJSSaG1+sVqpXf7xdoyefzIR6P4/z585mHUlmJaDSKyclJmEwm2O120RNJJpMIhUKYn58XipbX60VnZ6dkA263G8XFxdi/fz8ikYgcIj63QCCAsrIydHZ2ore3V6J5FmcIc/HwM63jobssCri88LYff4TjppHj5mUHcDqdlqYbFg0Z3bGDkcaa97p8+XLs3r0ba9asQTQaRVVVlfQIGI1GUVLk3qBxLCoqQl5eHkKhEGpqarLGJ6ZSKYyNjaGmpgbpdBpWqxVVVVUwGAwic9HU1IRwOIxbbrlFFERzcnIEImPaTMeiShz39vaiqakJo6OjaGhokCxMr9fD6/XC4/FIp6Pf70dhYSE2btwojjA3NxehUCiLaUIjxoBDTeO5xoRoFKhmCsBWjUbzRQDjALZf/P67yGRjg8hkZH/xcWeVF88hGWk0SrFYTKiclDemIVJpkAUFBbjtttswNzeHM2fOSE+BVqvF/v37ZYiG2WyW5z09PY1IJILJyUk0NzcLr50wq9frFckIv98vmcKePXtgt9uFEUPRObJxampqMD4+LtIktBM2mw1GoxF6vR5tbW1Z+zMSiUCr1WJsbAz9/f1wOBy48cYbEYlEJFtjhglkKNZvvvkmHnnkEbz33nvYsWOHnD01EKDjY48MMyBCSKRI/tGY+//P6/8KvwMgi6SOu2OBipEvjTgxPbY1E2Zh1MdNRm9ObKqpqQmnT5/OErpn0YrUp7q6Oil+MXr3+XwiZEZRqunpaRn4QGNP1g7TJx78qakp+UwGg0EmqpAtQ142izx5eXmorKxEcXGxMAE4mUnFM9VpRmox7XIjDiBLz0L1+HxWSsR/VQtvdJA00GQGqe+pprWMABmts0nHYDDA6XRicnISLpcLf/Inf4Lu7m44HA4pFPt8PnmtmZkZ+P1+URAl84jPgLM1KS6mDmCwWCyoq6sTLZmSkhJs3rxZONSJRGZIO2EwNWPkviJkUVdXB5/Ph8rKSgQCgSwOOJCpsfh8PgQCAckE8vPzEQ6HJTjhM1H/8OJ+5x6gk1YnFl1c76V0Or3l8vW56Ky//IfW8L+7+Lz4vmrNhHtcPZuEYsiuKSwsxP33349YLIYPP/xQaIevvPIKOjs7EQqFsGzZMszNzWF0dBSFhYWora2VoGj58uXiSOx2OwoKCrB8+XKk02lxvGxu5HyIqqoqYS1xElZVVRVcLpfYGHa381zTsE9PT0vPgtfrFZLFHXfckdWbUF1djYWFBezatQtlZWXYt28ftm3bJqq0u3fvxje/+U2cPHlShrLwrKoqkSrribUKtfHpWhl379XE73JyctKMsCcnJyVVZXrLLkCmeqQFkSLEKT8qxphIJHDu3DlYrVYcPnwYN910E8rKypCTkyODqVURqdnZWYkIKisrsX37dvziF78Q/jJpVIyuqA7IIpDVakVPT480HbDxhZufjRU8iGyqoFaOyjJwOp1ZDAh1TKCa3jJ1Z3FRbaVXWShq6keIi0ZdLXR+zHVFjvtyp63y52lUuYnJ5mF0xfvmulKSlxIN4XBYGBPj4+NIpVLw+XxZWuomk0mklqemplBVVSVDrvPz8+H3++WAMjNkljM9PS3FtzvuuAMajQYjIyNC+dNoNGJ8CQ0ywlI1VZLJJJqamhAKhRAKhUSbhNQ+aqykUikcP34cHR0dSKVSWL58OSYnJ5FIXBoDNzo6KlktlRVpCNTGJeVcSd2Gmdu1uPg+bAQEIIVs3psqK8C9zDNcWlqK733ve1i3bh0Luq1JAAAgAElEQVT27t0Lk8kEAPj1r38txc2Ojg7Rg6msrBSNqXA4jNbWVhkEQ4cRiURgs9kwPDycFdSoWePc3BxmZmZgNpsxOTkpmRyxfGZd7KzlmEvuZdb5GJixj8JsNsNsNov6aUlJCR588EE8++yzaG9vx9GjR7F+/XrU1dXBYDCgubkZP/nJT/DQQw8JC4/Pi/ZCxeAJm6p05mvVxPQWrjJ+R8NnsVjEoJaUlGS1VTMSYbGGlEHyWYEMt5lYLg9QNBpFdXU1kskkysvL4Xa7pfmCERc33tq1a7Fq1SrhjZO+xs1CbI5GGoDIslL7hZ1rTP1JfSssLJTJTYQl2MJORUg6uZycS1rWbIwinsmNxQMcDodl4DfFp7g5aEiZPgMQ45m+SEdkxnDx+qMKb5c7bRayqJ/DyEOlZXKtVDodAHHgqiiaxWLB0lJGq2Tr1q1YWlpCd3c34vG4qEASk21vbxdogE6cGQG7fVWNe+4BHlRmSizkcvYqazhM19PptGjRMDMKh8NIp9Pi2D744AMp2jHjNBqNqKysRF9fH/r6+nDXXXfJYebgELPZLMVXdZSkWnBTKYXcd3x21+pipM4MiBo8NISU4eZeJ+xAB67RaFBTU4MzZ87IqEhS/Hp6erB582YUFRVhdnYW+fn5wken/Mhdd90lkCr3S05OjuhKAZkaFKUd7Ha7BFgcKE5ZDDok1q+MRqPAP5zqxnVkDw6F/Ng42dTUhFQqJfMkXC6XCNc9//zzKCkpwY033iikj3379qG0tFT2tUajkUCVSAPtANeZqpdXAskAV0aFfAmZ4qlVo9G4APy/yBj1V64mfjc3N4fZ2VlUVVWhq6srS2OZ0ebc3BwsFotEAgaDQQYPs/WYmiHhcBgajQZ9fX1IpVKoqqrCO++8g/b2duzfv18cAwDpHq2oqEB7eztSqRSOHTuGjo4OOJ1OlJeXw+/3o7e3F8FgUB4sBaJmZ2dx4MABiVKi0agwJlatWiW4Lo0aAMFozWazFEddLpd0Ps7MzMj78eCGQiGJxFUsne/JiBS4xKpgFEV8lDgevb5aqb94XbXCGw3A5bRMNdJkek4tbTYvsah4+vRpYSrQYBw9ehTl5eX41Kc+hZKSEmi1WkxNTeHUqVOor6/H+Pg4IpEI7Ha7ZAyRSESYNyy40rHl5uaisLBQOOd0Dul0Wgpv1CIxm83SP0G1RmZEJSUlsh8jkYhQNTnooa2tDWazGSaTCQ6HA729vUJh3b9/Pw4dOoSVK1ciGo2ipqZG7lft76BTJOauSjzzGVPa+AqpkH/UxUyaTDbCgewcJWGAkBvhoo6ODrS3t+Ott95CcXExvF4vnnrqKRgMBmzatEkYTNQLYuCj0+lgsViyKIIUDKOd4F6urq4We0AFWM7FzcvLw65du7Bq1SoEg0FYLBaBcAkdUquGSpKkQ/Ke2BnO9SSLqr+/X8b51dbWwm6349lnn8VPf/pTfOMb3xDHv2XLFtx6663Ys2ePcO5VejIDWuBSpq5KKX/cdSVsmfv/m/+6qvgdP9jk5GSWgBVHaBmNxiz2AD+oVqsVWWBGMKQnRaNR+Hw+5OXlyVBltRDJKDEUCmHdunXo7OzEkSNHEAgEcMcdd6CjowMAYLVaUV5ejoqKCpw5cwYA4PV6pYiUSqVkdqpOp5MB1hMTE6itrRXFPkYmAISeSfYI8X1GqXl5eVizZg0CgQB6e3uzhIT4ldG50WgUZ0adFUZHdAYqC4VRqjpHVLmuauGNdEBGV4RpeD/8HHQ6Ku7I77W2tqKnp0ea2s6ePYtIJCLRVXNzM8xmMyoqKpCbmwun04mDBw9ix44duP3228XglJWVybMNBAJZNLZoNCozNOfm5oS+2tXVhba2NjGcExMTMjlL1dhnis+6DNcoJycHVqtVeO16vV4GdZMyODc3B4fDgfHxcdx5551IpVIyFrC4uDiL46xClvxKR6VCa3yu1+pi5kljBEDohnwmKoNIZYIYjUY0NzfjxIkTmJ2dxfz8PF555RXk5ORgzZo1sraxWAwVFRUoKSlBfX29NLBduHABbrdbIBk6P743nXUkEpFsi4VowqGMficmJiS7Yz2LUCfPC2E1j8cjoypZb4nFYjh16pRoA7GjleQNcvLXrFmD4eFhPP3009i8eTOWLVuGt956Cw0NDdi9e3cWhs7MmmtOI3+5UNvHXZ+IDlUA0uwxMzMj0ZPa5cboiItEo0j2jIqNqcL3anGEhTDCOul0WpzCihUrYLFYMDo6CqvViuLiYvHQeXl5mJ2dRTqdlpF51IFhEcnr9cJms4lUbVFRkQyPKC0tlXsGLiklMrrj8I2KigpxWsXFxcIsIVuA0ZkasTGa1Gg04mxU/vHlTVJqAZXOkZjxxeuqFd5UzJD3rw5roFGnEQCQRQ+bm5uTIR90ZMRdbTYbenp64HQ60dfXh5aWFtTV1SESiaC3txcbNmzA4cOH4fF4UFJSAgACm4yMjGRxxfm8CC8AmUxyenpaukfZecj1VQuWkUgEJSUlSKfTWeP8iDt7vV6R0WDmycElgUBAokMAWZh8fX09XC6XGEbVeNHw0PAzsmPhklnatbzUgiqfhYqt0wGp7K5UKgWbzYbW1lZRfPV4PPB6vWhoaEBLS4vUsUKhEHw+nwy5J2PGarWKfaAUOL8uLS2hvLxcyBjM5klKCAaDyMvLg8fjgc1mQ2FhIerr61FYWCj1INKfmYGQQEHohEq0BQUFmJubk3kB7IYtLCyUOQDJZBIulwtOpxNut1uyANoh6ttQ9I6GnetI+8K6Ac8Un+cfuj4xxp10sNLSUrS0tCAWi6G2thbvvPMObr755qxikkajkegKQNb8T7JKJiYm0NHRgf7+fukyY7fjqlWr4HQ6sW/fPng8Hhmj1tXVBZvNhnXr1smABab0Wq0W4XAYR44cQUNDAzo6OuDz+UQmNBqNSspHdcH169djZGQEPT098Pv98Pv9WL58OYBMRhIKhaRoyIYKOi1G9Sy+zs7OSoROg6TVagVKIEWLeB0NFo2Qeqn0RzrOa3ExUqMRUhuquIm50WmIeCj5+5RvXrNmDXbu3CmFt+rqalRWVkoLOHFUdvMuLCygo6MDb7/9Nm666SbpRma0OTQ0hI8++gj19fXi9PkcQ6EQtmzZgrNnzyKVSmFwcBAbN27E+Pg4fvnLXyIej8uBTqVSWLFiBQoKCjA6Oori4mLRPGINRq/XyxxVqgsODQ3JGgSDQcHUWehNJjMiVHv27MlyQIzaaGjUoi5wqTBOOORaXXQ2hKVUiiPPqFpXUel97e3tsFgs6O/vh06nw5tvvomKigqsXLkSeXl50pDEpiCLxSLd4axR8exz/xYUFIhzZVc5zy2DqkgkIvUfNeBjUxCDwpmZGXFM7Gthf0w8Hsf09LR0SQNAfX09LBaLZNXsz2AGw4lSrA+98847uP/++xGPx1FTU4M1a9Zg165dsq5EA1RjDlzSggLwX87077s+McadD4KDERgVLCwsSIqnFpLi8bhI7tJYxONxTE1NYXp6GpOTkyIPWlVVBQCiFd/S0gK9Xg+TySQ49vT0tPBdyWUmbKM2R4yNjQEAnE6n3DsfNAuTXq8XhYWFskjBYBA+nw+NjY2CrxuNRvh8PtFPYRqt6sOwiHTkyBGJGAHIRgcuFR3j8bjwt9XNQE4svb+qKaMa32txqRtQbVgiA4Z4OLMH1gj42SivkE6nUV5eLtg7n5XFYhGxthMnToiQGNkQ5D4vLS3B5XLBYrHIoXM4HKitrYXVaoXZbMbw8DCGhoaQSCTw+OOPo62tDfv375e0eGxsTDqh16xZg+bmZsnq5ubmEIlEpJDHiWHpdBojIyMoKSlBS0sLKisrJepj9jY1NYW+vj7EYjG0tbVBr9dj2bJlKCkpkUyOioWsPwEQRhD/zbXks7u8YH0t1lY9kzyv3FeEBQkpqPfS3NyMpqYmGVIdi8VQX1+PmZkZjIyMSDBmMBhQVlaGkpISFBYWIhAIiMAX9zHlIQoKCoRZx33HvcFuY2aIJGWUlpbKs2YmzyI2ITsypagZxZ9NJjMqk2VlZYK101nk5+djenoao6Oj0nfDjOXmm2/Ga6+9lpX5l5WVyb3RYZKxo0btXOcrddyfCOPOSjp5yHa7HRaLBQMDA9DpdOjt7RXoAYAUREhFisfjOHbsGMbHx7Fp0yacO3dOWDGUXWUUvnz5csGzOjo6EA6H4Xa7cezYMQwMDKCzs1NSY25KnU6HY8eO4fjx40KnCwQCMt2JER8xOZ/PJ4vJtH3t2rVobGxEd3c3ampqMDk5ibKyMhQWFkp0oM5uXVxcxO23345du3YJE4OLzUNN/LK2thalpaXweDwSvauOUIVlmM6qzuIKaJB/1MWIiIeerAAyFBgpEaNUIZzp6WmBLWZmZpBMJrFlyxZcuHABqVQKRUVFSKVSWLNmDVKplFAhKSHAIQ2M1pgpaTQa3HzzzZienoZOp0NDQwMCgQCi0Sj+9m//VmCzBx98EHv27BGF0Pz8fFgsFjnIMzMzqKmpgdvtzoJJ6IBuvPFGmM1mdHZ2wuVyIRgMymfMyckRI5dOp7F27VqJxtva2jA4OIihoSE53DRml7erc1+o63wlkrBX42I9h8ZepeqRLaZCRjk5OVn1kTNnzkCr1eKOO+6AyWTC1NQUdDqdTFbiPjcYDKirqxNIhtTW8vJylJeXY35+HlVVVVnibRRboxQEm+UI4dxyyy0CfwaDQclAOBuZ4y45NJtDz6uqquQMsZDqdrvh9/ulJqjWWxhgkbJrMBhw9uxZbNy4EZ2dnTh58mRWbYJ7R4UqCb2pFNSPXZtrvfhXehGfLC4uRmdnJ775zW9KcZHyvYxQSTmanZ2VSn1lZaWk0BqNBlNTU9i2bRtmZ2fFG3IuKxfG7XaL55yYmJCCJqlXlG7V6XR4//33EQqFpKPyxIkTGBsbQ3V1NVpbW9HY2IhAIICBgQF0dXVhaSkjwzs5OQmj0SgbcHFxEcePH8eyZcsk3SMEwwMaDodx3333wWaz4R//8R+loYvqc2QSAZkMIpHIaNOzyKvCM6rX56ZQG70Ii1yLiw6G2QWjSWZazGyIUzPK4r0yk5uZmRH1xVgshhtuuEHoj3Nzc4LHajQa0RSJRqMoLi6GRpMZilJbWwsAUmjn2DdebLqhbOyqVatw0003IRgM4m/+5m/Q1dUlzTfnzp2Ttn/WW7gexcXFIj/NcW1lZWXYtWuX1EtId6usrIRGo0FLS4toHlmtVrz55pswmUxwu904c+aMrKUaAKlRMw2aXq8XiFLFvK/VRdiA2aKahfG+iBurjTlqltHX15elKUW5ETKDyP7h+uTk5KC1tRWRSASxWAwOhwMajQbl5eUAMnAnjTU1oMhEKykpkeYwinxVV1cL3ZKBExufGCXzzOTk5MDhcMiYvLq6OqTTGeVKn88Ho9GIkpISkQsmjDM7OyuZFzXgp6amUFhYiA8//FAE6ZhxkObMngAVmuEzv5KA7BNh3LlJeYiprsgCYTQaleo8pwwBEHwrNzcXRqMRNpsN/f39ACA8VL/fj8rKSukeJMc5EAiIZx0cHEQymZQiqhrxklYZDocFrzUYDBgYGMDi4iImJiZgt9tRWlqKjo4ONDc3Iz8/H4ODgxJ5csFnZ2dRWloqUSoPnoqBkz2watUquFwuGdJLPRNVxpZyCEzduBF5oOjt1QOnfp/R1LW6uCF5WHnQeGhTqZQcFEam7D1gVhGPxzEyMiKditR/WbFiBbq7u1FXVweXy4UVK1YI04U4LY0+MwNKuebk5Aizidg4Bb7q6upw//33w2q1ore3F7W1tRgcHMSjjz6Kl19+GdPT0/jMZz6Dvr4+qZMw4iMfnkX6lpYWie4pG8GAgZkoYaaqqirRzbn11ltRU1ODU6dOyeAHldnEQjvXjpkRf4a9Idc6cr9cUoB7i0EEnScZKqrUxM9//nMUFRWJNDbn4obDYQmyOHuBkatGoxFIhrAbKc3MoklNVgv13G/EyQOBgJxpn88ng+qZGbJXggaZ0TfZScwCGawMDAwIx57Qjk6nEyVZZh5LS0vweDxoaWnB8ePHEQqF8NnPfha7du0SY61CWyo54vJnzuDiD12fmGEdNHZU2luxYgXGxsag02UGRU9PTyMej+ODDz7AqVOncPz4cXi9Xpw/f17EgEKhkIw5s1gsePHFF2URdTqdjN1i4xKjdqZtlNvlQGpGk2+//TaAS4JNNKDsnD127Bji8Tj2798Pg8GAO++8EzMzMzhz5gzm5+exbNkyAJBDTcyfHFwuIiOHYDCIrq4uaYkm5krKJAtss7OzUiOorKyE2WwW5wRcEo1iVMUDwu+pRbBrdSUSCUmjech4wJl1kcbGaJT3BwAXLlxAf38/lpaW8PDDD+Mv/uIvkJOTgxtuuAGHDx+G2+2GwWCAy+WC1+sVQ0t2CjFPvV6P4uJiWCwW2Gw25ORkZJwp6KXT6fD9738fy5Ytw/79+/HSSy/hU5/6FNavX48HH3wQTz/9NCYmJnDbbbfh7rvvRiqVkVXQ6/WwWq2w2+2w2+2wWq1YWFiA0WjE2NiYQGTt7e0yh9PhcKC0tFQgvVgshs7OTqRSKXR1dWHbtm2w2WyYmppCIBDIkpK4vDZDCEilBi8sLIiq4rW6GJnT+BByYRDGdWdGrnZcp1IpPPTQQwLJRSIRdHd348MPP8T4+LiQE9xuN4aHh9Hf348LFy5I5hYOhyVrX1pagt/vF6FBdvOmUikx8iyukgFDiNDpdGYV899//3309fUJRKLCl6SmjoyMSETNr+xtYN8KRRA5bJ1zWisrK7F69WqBcVkrIPzE80mIS61rqJkRDf/HXZ+IyF3dEDx8FotFRPKnpqbQ29uLyclJeDwewa8tFgumpqZEU4RGcMWKFSLg5ff70dDQICk79UEYNZSVlQnHvKSkROh5TIVisRi2bNmC1atXY3h4GF1dXSJBwGjE6XQKR/u73/0ugEy04vf7JQKgpCtwSfOGURhxv97eXni9XszOzuKVV17B/Px8FvYMXBLioiwsC43BYBChUOi/FJ7VdO5yvjGpptfyUg+KGuGxtZv3zIPPegIL0mfOnMH69etFQCs/Px8PPPAA3njjDdx44404cOAAGhoa5DWp/z89PY1UKiWD1Nm+T1hP1RufnJzEvffei0AggFWrVmHnzp1oa2uTaNhgMMBut8PtduPEiRNiPMjcoUEpLS1FOBxGYWGhzLXV6XSYm5uDyWRCU1OTdFaT6qfRaDA+Po7Vq1dj3bp1UnQFgO7ubslwVDydEIbKWOFFSICO9OM0v/+Yi5ksAzMaHjoeNuqpGQRZJ+wcpUjgtm3b5P9ZS+Pe52dkFk4NGBrU7u5uOdcsorMXwePxoLe3F4cOHUIqlUJ7eztWrFiB2dlZfPTRR2hra4PH40F/fz+Gh4dFF4bZtkajweTkJMrLy4WI4HA45P4SiQQ2bNiA2dlZYUQx+g6Hw8jPz5dRoVVVVfD7/WhtbcUHH3wAh8Mh70F4ls+NtURSc1UHz+zsf8UMVd40uzHVKJaLazKZRGrXbDZLCs7WYMrh2u12weAqKyvR09MjHHK9Xi+dY4FAALOzs1mceioQqp6RGus0pN3d3RI9EZvbvHkzFhcXRSuan4Ht4jQ03IxMJwlHUP3O5XKJIXS73aL3zGKeirWR0sUohlkPNxyNHe9F9fR83teKAqm+j8onBy5lDIRLWPxiMZkZCQ0EHeHS0hI2bNiAV199FZ/73OdEgW9oaAjHjx+H0+mUzkW+1tTUFEZGRgAADQ0NWFxcxJkzZ2RINjsSDx06hKqqKpjNZhw9ehRLS0t46623YDKZEI1GcfjwYXR0dAibo6+vDytXrkQikcDExIQY656eHqxevRpFRUUIh8M4duyY3AvhA71ej+rqasTjcQSDQWnRJ5vqt7/9LR5++GEAwK5du+SwE2ph8xm7LZmpkFrK0X5qp+a1uuiE6XTUpqqcnMx8BtaS2MhGxgn1VLRarbT0l5WVCYONbBEaMofDIRLdLJiHw2EZcs1nk5ubi0gkgvr6eszOzmJkZAS1tbXQaDJdwOfOnZPhLRqNBu+99550127cuFGGa8zPz6OsrAz19fVobm7GwMCAvI/f75faDtc+NzcXlZWVAukwcmfHuF6vh8vlQjKZlC5XavmziMr6Hp8l7YPakcozeyVB2ScClmH6MTU1JbjoDTfcAJfLBYfDIelbR0cH1q1bh3Q6jZmZGfT09CAcDiMSiUjHJ404Pfd1110nkfjS0iXdcj7IY8eOSXpEI0MtGVKcGOnF43F0dnbC4XCITk1LSwucTidqa2tx9913C/2KC6bT6TA+Po4zZ84I9Y+RXjgcxvDwMF599VW8/vrrYtjZPFVcXCz8WDodRmSVlZVSyT9//jyCwaBoXrBQSaOgNjIxnQSytL6v2cX74OEj1s+eBcIjhGi0Wq1g1uQef/DBBzh48CCWlpZw9913Q6PRYO3atcjNzcU999wDnU4nMrqpVAoOh0OGIFN4ihAfm6MIlySTSTQ0NMDn8+HUqVMoKSnB66+/jo8++giPP/44Dh48iOPHjyOZTMJms6GkpESmYnV1dQkNMplMihTCzMwMJiYmJBthVyOHLPPv8XgcO3bswMaNG7F582YAwD333CMNVeRrs0bD4jfrU6q0MFU/8/PzUVBQIHvvWl1cRw55ZoDEwi6zcf6syqIJh8Po7u4W6iqNaywWw/DwMDwej7CKKC9QUVEhr0XqciwWw8jICBKJBOx2u0iQXHfddUJfZV3CZrNJPY+OkHMBNJrMHGY2mFmtVvj9fgwPD+PYsWNIpVJobW0VZ/Hhhx9KDYnryH3OGb5ms1nUTJPJJD788EMMDw8jGo3i/PnzaGtrk/4GBrVcSwBi2IkgMKhTs++Puz4xkTsPGrnNrKyzYMpWXw7BiEQiEgl7vV4RxB8eHsayZcukeGWz2TA2Ngaz2QyLxSKp0cLCgnRAJpOZsXVMaVVs8PKip9PpxLlz5+Shl5SUoKioCHV1dairq8PPf/7zrIIKoQd2oW7atAmBQADpdBputxvz8/NYvnw5TCaTVNFjsZjILeh0Opw4cUIwXpUTbjQaRZfDaDTC4XDA5/NlcWbVohI3jlp9v9brSuiJRXGVOQFAjBYdEoCs+weAkydP4sKFC2hvb4dWq8Xzzz+Pxx57DPF4HI2NjdizZ4/UP2praxEMBuHxeJCTk4PS0lLMzs7KPZBPnUwmsbCwgEAgIMqRe/fuxenTpyUAKCwshN/vR1FREXp6erB+/XocPXpUxiOazWYYjUYpaLLwBlyCowjt6fV6jI2NobCwEG63W4p1LS0tmJ2dxebNm/HrX/8aW7ZsQWFhIU6fPp1VkKYUtEp1BC5RW9mazmaxK0nb/9i1VdvgCR3x3BDyY1bBvZiTk4Pz58/DbrdLoxgJDYWFhSI/wPqX2WzOYlsxq2fdpq6uTrrGWfScnp5Gb28v3G438vLypBZRU1ODZcuWoaurC+l0WrTmt2zZkjVgu+6i3LPL5UIikcCpU6dw/fXXo7q6Gh6PR4IUIBM8jI2NIRAIiPRIcXExysrKBNLjfY6OjiIajaKnpwd/+qd/invuuQcHDhwQRUpVp0flstMpqvIT7Kn4Q9cnwrgDmQ/Q19eHrVu3Ip1Oo62tDYuLizh37pzQ/xhtqSO8/H6/eDFqKdMosxmB4v18OIxkDx8+LAtls9nQ3Nwsr8+uU0Z6LMhyvqNGk5nvaTKZxLG88soruOeeexCJRLBr1y54vV6Ew+EsAaXR0VHRxllYWIDD4UBVVZVonTQ1NUGr1eLIkSPy/g0NDTK3lW3PlEZmCzebLi6nTNFJ8lIjgWuNt9Ows9OWawRcErpi5ERjAUAOOteYLCk2ibW2tqK7uxsPPvggfvrTn6KmpgbDw8OorKzE5OSk1BfIxunp6YHVaoXP50PdxalLTLGHh4exZcsW/PznP8eZM2eyhoksLCxg9erVmJiYQEVFBQYHB7G0tISxsTGZoTo/Py9DZPLy8jA5OYnZ2VnMzc2J0BRFxtLpjLa/0WjE3NwcTp48ic997nNYtmwZxsbG0NLSIjj9hx9+mKUrwsPNtQUg8BsNK9dc7Wa9lmtLaIPvpcKZalPa5Z3Jx44dw3XXXSfBUTQalSYxvV4v3Z5szGPUz/UkFLu0tCQ0SVWihJRQk8mE8vJy1NfXS3NUYWEhHn30UfT29qKoqAgVFRUC19FmBAIBrFy5Eo2NjZIpJRKZAdrhcBjt7e0wGAwIBoNCn+V+CQaDSCQSMJlMsFqtIuM8ODiInp4eHD9+XKDjqqoqvPjii8Kx5x/12RLmArIF966klvKJgGWAzGaZn5/H6Ogo/H6/cL8HBgYQj8cxOjqKo0ePYmFhQaQBXC4X5ufnMTU1JQNoh4aGoNVqxaPzENKI2Gw2HDp0CHv27BE8X6PRCO+cdC0aYx4WIIODsQBIOQMWctgxa7fbsXr1aqnQUyeezoW8VwC45ZZbsHHjRoGVWIQ9ePAgdu/ejaNHj6K3t1ckfTds2IBVq1bBYrHI/bz33nswm82iRaLqxaht4dwYqsbH/8SaqmwgNnGwmExRLHUzE0pgBKqybXJycnDhwgUsLi7iV7/6FcxmM2w2G9auXYuzZ8+KMQuHw0KNAyAwTTKZhNvtltfXaDRYvXo1zp07hxMnTkjUSYNJXHRxcRFer1egnpqaGhw5ckQgOGoEMRNkxBaLxWQ4BPnvjAj379+Pm2++GVqtFhs3bsRzzz2HUCgkomas0aiFcX4+rq8KhaiOkbi0Wmi92pdqyFXIiPet7i+V3qfT6TA4OIgTJ05gcXER27dvz4IJtVotJiYmcOrUKYyOjop8RjKZlDkJAGT2McXKeF7z8vJQVFSEzs5O3HrrrbBarThz5owM73C5XFIbmJiYENEyk8mEzs5OJBIJdHV14WFX0H0AACAASURBVNSpU+Io6PB1Oh1uuOEGyQKZoVRWVoozKy4uFmLG+fPncfToUWF7HTp0CAsLC/jKV76Cv/zLv8SuXbvgdrvxr//6r/+lk5eOmtnK5b0C/2t47sAlaIbGmgNoSXFiN2M8Hhelt9LSUoE42JBAzqrKEwUg+t1+vx/nz58X5UYeBv6bUT0fLpX/gIxBZPoVj8eFyjg3N4eGhgY0NTWJ3Ozk5KRI13JR1KYKm82GiooKWCwWyTRCoRDGx8eFD0+NGeqzx2IxcSicMsTPVFJSguLi4qznSUaFyopRnZWazl+rNeWmTSYzU3F4D8lkUvSBqKejcpJpJGg4WJDjYWxtbcW7776LmpoaHDhwADqdDitXrsTvfvc72Gw2gfSISzOyn5mZgdFoxM6dO+H1etHU1IT5+XnY7XaMj4/DarUKX/2+++7LOnQej0eiwfvuuw9HjhyRoRzJZFK42ozo1YgyFAqJlC+QgXzIjOnr60NZWRmOHj2K0dFRPPzww4Lj06irhVVGwuqhV6N2GloGNdfq4r0AkPflffC9L++uZXZ58OBB7N27F/fddx/WrVuH3t5elJWVCa0xnc6MPOQgHtaoYrEYZmdnkUgkcN111wG4NJCDGjEkSSwtLSEQCKCkpAQ2mw2xWAyDg4OYmZmBzWaTYSjXX389ampqhKlXXV0Nh8MhNNp4PC7CY3TQhKD42RwOB+bn5zE5OYn5+XmRISZvfmJiAgUFBVizZg3uvfdeDA0Noa+vD7/+9a8BIEvQkIabz1KN5tm/cCX1lE+McU+n0/B6vUgmkyLI1dTUhMHBQcFFE4kEjh49ittvvx3Dw8OYmZlBfX09TCYTBgYGZCwbNwCn+dAbLiwsIB6PY8OGDcKn1ekyQ7BZsCGexUiDh5PGgo1TRqNRIv3Z2Vm89NJL0Ol0aGtrQ29vL0ZHRwUvJA+WhVimbPF4HBcuXIDNZpOWdKaTABAMBiVqp474F77wBbhcLuzZs0e0K3bs2IGtW7eirq5OsEZuPDJN1OKMGiFc6zVNpy8NrCBkRGdDDjSArPZ51SAwOkokEkgkEmhtbcVXvvIVNDY2Yvfu3aipqZEBCzt37sS6deswNjYmPGlO3mE9Jh6PY3BwUIaqcLgyFT2XlpZQWVmJ+vp63H333Th79iwcDgcOHDgg3bA6XUYmurm5GUeOHEF5eblM4QmFQhIxx2IxnD17Fh0dHfjsZz8rdFi/34+zZ89KYfCNN95AbW0turu74fF4cNddd0lgoq7Z5QwYriOjWkb0dJLXuqDKe7kcngEuqY4Cl7qkVd2ZiYkJnDx5EslkEv/0T/+EG264AcFgEJ/73OcAZAqgy5cvRygUwunTp4WMQHaV0WgU1hyQ0fPhZ2d0z+I64dxoNCo1Onb+1tbWorGxEXV1dVLXACCUXH4OQotqIx4/l0ajEZkTDuQh221qagpjY2MoKCjA9u3b8fDDD2N6ehpvv/02fvKTnwitltROFWKj/eGlNohdSX/KJ8a4s9o8NzeHkZERLCwsoKysDAMDAwAgUQtTa+Ja1GdhZVqd+ANACo9cFACSFZw4cUIKM+SYkm/K6By4RCtTNw1To4qKCoTDYbz11lvIzc1FX1+fpO9cfDqFeDwu1MpgMCi1AHa4UWGypKREUlBGIYFAAA0NDQAy+vIbNmzATTfdhKeffhqFhYUYGhpCR0eHHGi+t0qH5L9pfK4lBxq4FLnz/RhlqswJpsiMzlks42HiZuczraysRENDA959913cfffd0jjU29uLrq4uoaClUpmBK7FYDO3t7Th//jzC4TDq6+tx//33Y3BwEMPDw3C5XGhtbUU6nRZn3d3dDZfLhXfffRd6vV7qMiaTCX19fUgmk6ipqcHAwIBAcCwKTk5OCkzW1NSEgoICHD58GBaLRWCowcFBYYJt3LgR/f39OHz4MObn5/GDH/wA6XQap06dyuI2M8NSU3IaU66pCrmpxc5rubYqXMQAQr3Uzmj+IdTy7LPP4oEHHsBnPvMZ/PVf/zWefvppfPTRR1i/fj10Oh36+voE/mBXcW5uLsxms8xJKC4uFloy6a3scCULy2QyYXJyUiBbZsFr166VKW45OTlwOp2iSUNuvXq/KjVb5fZTybOgoAC5ubmy/3bv3i2F4dtvvx3f+c53sG/fPhw4cAA//vGPs7p41QY+Oil1fZm9qYXWj7s+McadN3/y5Els3boV4+Pj+Lu/+zvcc889CAQCaGxsRCQSEZXEmpoaVFVViUFobGyUZqSxsTFoNJnhDEzTWEmngV2+fLlETxQCUhto2CbO7lWO/EqlUsJjrayshMViQUlJiXCk9+/fL3g7C7yjo6PQ6XTw+/1oamoCAOlss1qtUgytrKxEYWEhfD6ftMwzkrBYLGhra8PU1JRs2FQqhV/+8pf49re/jXPnzmH16tV48MEH8cQTT0hDD5+r6vFVaOZ/Yl3Z7MJIhIZHhY0Ix1Cfn12m09PTSCQSOHToELq7u9HZ2YmdO3filVdewRNPPAG73S76IHNzczhy5Ig0Ms3MzEjzyaZNmwAAa9euFcmJ2267DT6fTwpa69evRygUQmtrq4zV46g2yi2zZ6Knp0foapWVlTJQoqioSIZJaLVa9PX1oa6uDnv37oXFYkEsFpNi+FtvvQUAgtc///zzMBgMOHPmjBSGWXMgBKfWUGg01UN/ecfotYLdaMQZFLHwqN4P11+N8AlNApkz8MILL6CmpgZ33303hoeHMTY2ht/97nf47Gc/K8azoKBAMlqOUkylUqL4qRpFQqc0quxFATJnqKysDBcuXACQCZJyc3Ph8/myhuZw+AebqNQeDdJN+fOpVEpmMlCXanZ2VmqDCwsL2Lp1Kx5//HHs2LEDg4ODeOqpp+Q58SsjdwDSSMl6ikolZq3oSthunxjjzg3JNHp+fh6PPPIIbr/9drzzzjsIBAKorKwU/YaxsTE5VHzYOp0Oe/bsQV1dnUTIXDxVAz0ajQqXXKvVwul0Cj+cBohpVzqdRiQSgcViQW9vLxYWFhAOh0Wwy+VyiVIkF5TC/zk5ORgZGckSqaKqICMJdt0xtZ6cnBTaJ5CpK7S3twuDh7UBFuYOHDiAn/3sZ3jyySfx0Ucf4YYbbpBMgweL9CkAYkyvtewAkD0a7PJpN6oqJQvNjNiZuhPzTCYzU3BOnjyJ1atXI51O495778Xg4KBEXQ0NDWhsbBRc3mAwyJBrOhhy1Hfu3ImHHnoI0WgUr732GgwGA7Zt24bR0VFxPIRoaDDYLUi5gnvuuQd9fX2iWEm5g48++ghLS5f0+b/whS8gmUxicHBQ4Klly5bB4/GgoKAAnZ2dMBqN2L59uwhovffee1kNbSzYM/uig+Qz5j5Xn/m1prpyb/F9VCeu1kt4TzROhEholBcXF/H666+jubkZTz31FDZv3oyysjK8//772L59u+jjs0WfIzFzcnJE4ZPsGHapFxcXCxWa2Tihzd7eXszPz6O+vh7BYBAOhwPNzc0AIHtPLeAyKOS9E//n5+cMinPnzqGoqAjFxcWIRCJ48cUXsbi4iC996Uv4/Oc/j1dffRWTk5N46qmnBCpWu7dpcxgEqSML1f4QlRb5cdcnwrirmB0LpFTvW7lyJYaGhjAwMACz2SyL3dPTA4fDIZrLFAWLx+MwmUxSLGUFnxuMBoXYOouULGQQq2YjBr321NSUFMWoxaxqRZN7z83Hr4Rl6HEpy1tSUoLx8XFhPdDjc/YqKYSEZ7RarUTrans2JQpuvfVWPPfcc5KZhMPhrNT8coz9WjIpeHED0xBR44UUN35Po7k0ykyVfmDGBWRwep/PlyX9/Pjjj+PFF1/E6tWrsWvXLthsNjidTrz99ttZ2CmQiTDHxsYwNDSEwsJCjI2N4f3330djYyOmpqawd+9eLFu2DE8++SRWr16NG2+8EU6nU5Q2BwYGMDg4CKvVKlDc0NCQMCOWL18Op9OJnp4e2ZOpVEb0Ljc3F7W1tZicnERHR4ek9Ha7HcFgEOXl5VmG0Gw2y/QnNvgAl5RTGZ1zrzLrJHTIqO9aGngWTZkhEm5TDZDqaGj8SWEkHLq4uIizZ89iYGAARUVF+PrXv46///u/Fz78ypUrZUC8TpeRZmb/gdfrRWlpKaqrq7OKnWwG4rNiEZd2pqqqSs4eG8ZYzCTkyvNLaGd2dhZTU1MoKSkRXSi3242JiQkpwHI84C9+8Qvo9Xp85zvfwZ133olnnnkGZ86cwW9+85usepcaqTOjVunaXFvaMq63WnT9Q9cnggqpcrJTqZQoKJ48eRK333477rzzThQUFODChQvIy8uDxWKRKTy5ubm4cOGCUAkpGVpUVCQelpSmRCIh4k0ej0cOGQX+SX8jXZHt/xyDNTMzg3A4nDUBh1oZmzZtgslkgtfrFXEv9XNxUbxeL8bGxmC324Uf7/P5EA6H4ff7YTKZstLMoqIiMZKhUEhao6lpn5ubi3379sHhcAj0sG7dOilYXk6vAq5sisvVWldGm+xiJKNBhRAu528zGlXFpojT86ADGXnX++67DwcPHsTExARGR0fxzDPPiCQysVE6Oxalb731Vvh8PjQ1NUlnIh31l770JZw8eRIvv/wywuEwduzYgXQ6jX379uHcuXMYGBhAXV0dXn/9dRQUFKCqqgqRSARutxu//e1vxYFpNBrhPM/Pz8Pj8cDpdCIcDku3Moem9/X1ST3njTfekGdFo8isls+Jjp0wI2mjOp1OnKlaI7pWa6vSH/mV66YWc9VInUZfLfYnk0l873vfw6lTp9DS0oJnnnkG8XgcR48exZNPPikdyI2NjQKPEkrjOERSbDn5KJVKidggkCEnTE1NyRxdj8eDwsJC6ZY9fPgw+vr6ZJpaIBCQXoWlpSXJHNxut+g/FRYWorS0FGfPnsULL7yA559/Hj/72c+Ql5eHf/mXf0FLSwteeOEF/PjHP8Z//Md/ZNFs1d4TGnEGlSqsRoN/OQPpfw1bhotNb3T8+HF0dHRgfHwc69evBwDBwF9//XV0dnbi+uuvx9jYmGDmxCYDgYC0FXu9XlRVVWFpaUlSIY7jUjFMapKoY+14WBYWFlBaWgqtVivdoxy+MDMzA7/fj6mpKUSjUWlvpqaGRpNpiOIBVI2q3+9Hc3OzNLmw8KTVarFixQqUlpZKg8bc3BwWFhZkslROTg7KysqEEeH3+3H06FF5vba2NuzcuVOicxWr5e//T1x8X2YtxBDVrlRVrlg1Srx37otEIoHR0VHs2LEDDzzwAPLz81FaWipqkM3NzaisrJReAVLXAIiGN9/D6/Wip6cHGo0Gq1atQmlpKaLRKPx+vwQW0WgUX/va15CXl4cLFy5IdHrPPffg8OHDwrEvLy/H+fPnYTabsXv3btxxxx3SGk+dlLy8PKkLFBUVoaqqChUVFcKiIJOIrekvvPCC7FEONUkkEhJdci/l5+eLUWWhT53Tey1prsysAMh5oYNkZE7DpHapUmuHgQdrLJFIBN/+9rcRi8XQ0tKCl156CS+//DJeeuklvPPOO3C5XPjzP/9zyfBYk+K62e12GQBCA5+bmyvNY36/H/F4HENDQ7BarUKaIBPPaDSKUyKEyM/HzlWHwwG3243+/n60tLRAp9Phtddew9TUFDweDzo6OvB//s//wfr16+HxeLB7924899xzMjeCwQvPAW0McKnvgnaA54LBITWTSM38X8OWYYTLVHZkZAQrVqwQvJuqifX19di7dy88Hg/a29vhcrkAQCQJWNxhqsguR9V5pNOZtmPCPIQHaGyIqaXTaWmGmZiYQCgUElyfQxjYvML0jW3ThAR4KC83qvF4XNJHq9UqCnmcQqVqU3NwcnFxsfDqAUhLfWlpKdxut7w2dUyI3fGPyvn/n8Db+Xk5eYZfyXVnDwAjN25i4JKz59ARTsLp6upCQ0OD0Brvu+8+bN26FU6nExMTE5ibm0Nrayu6urqwuLiI4uJiBINBgbUIY/3mN7+B0+mEzWaTw2Wz2TA8PCzDktUmEt5Tbm4uDh48iJtvvhmtra0YHBzEwYMHkUgkEAgE8Nhjj+Hdd9+F0WhEIBCQ/ceMxWw2Y3JyEmvWrMHk5CRMJhO0Wi2WL18uUfDc3JyojgKZvc2mL3XMHg+7SgFUlS/pDK5lQZU1KvZyqFRMwlHMPAjH8WeYkV2OOb/66qvYvn07wuEwvv71r6OsrAzPPvssUqkUnnrqKRgMBtx000247bbbMD09jZyczEwGrg+DtlgshoWFBYFrq6urRbtKq9XC4XAIP51sO34mUpBjscwc51gsM5OZch+rV6/G97//fWHhbNmyBQ888ADKysrgcDhw5MgRuN1ufPe735UuViBb/56BmVpDUTMcOj/gUj+BKkFwJdcfZdw1Gs0ogDkASwCS6XS6Q6PRlAJ4GUAdgFEA96bT6dAfeh3iYVz0Y8eOoby8HA6HA+FwGOXl5RgZGUFhYSG2bt2KHTt24NChQ2hra8Pc3Jwoq2k0GhmCTA/PqjZTVHreQCAAu90uxb10OtMha7Va4XK5xJjm5OTg8OHDYvgrKyuxfPly1NbWIhqNypDkmpoaVFdX4+TJkxLBMI1SMUjgEk3R7/cLtYtfiR0Sl6YiHqfHEIdlJsLsYHFxMUuBcNOmTTh48KBEdjTwV1ppvxqXmkoysgOQVVRVWRasefAQ0Jhx7TjIZHExM2D685//vLAvCJGdPHkS5eXlmJiYEHEtZhCUPjCbzSgvL8fMzAwmJydlIMiZM2cESiHUAGQOI9Pl/v5++P1+DAwMYO3atWhra8Phw4fR09MDIDOvt62tDadPnxZJX+LMBoMB3d3d2L59OwYHBwUCvHDhAjZt2oShoSG8//77omwIQAIFlVVB1gajVGKyxNsZIfI1rsWl9iHQODF4YkMODRKQCWj4PZUCSEYQoYaenh5897vfhU6nw44dO3Drrbfigw8+QF5eHn7605/i3//93+FyufDyyy9jw4YNqK+vl/dj9kMYj2eONsDtdosQ4fj4uEzMYmMkpR+MRqMMLC8tLUUymZn09g//8A/Q6zMD2H0+Hx577DG0t7ejo6MDL730EuLxOH71q19h586dGB8fz4IW6Xz5PLiOqpNTi9PMahKJhNCFmRFdaQ/D1cjPN6fT6dXpdLrj4r8fB7A3nU43Adh78d9/8KKRUoseR44ckQdMapvP50Nubi5WrFiB6elpwa08Ho8Y+FgshtHRUcHgdDqdpIiRSASLi4ty0Lxer2CX6XRmcjojPo/Hg3Q601g1PDwsqbbBYIDD4YDBYBDhqPHxcVRWVqK1tVWabTiui+mWSqE0Go0oLS3FxMQEwuFwFi7IBWZEy8iDKSOhDHLl1Yh4ZmZGmqGWLVsGk8mUxS9mcfV/CpZRKZdq4ZRCWjx0NOyq3APTUrWtfmFhQQrSHJDhdDolC+Lc3bq6OmzcuFHWgkZlZmYGRUVF0qman5+PyspKRCIREfZ67bXXsg4Os0kVW45GoxIV33zzzbjttttgt9sxNjaGaDSKgYEBSakpHsf39Pl8mJqaQnl5uRjIlpYWJJNJvPnmmxgYGJCuTBb0uT84BFrtVGXdhZkPaz3cJ9fyYjZIQ6VixWoTIEkBNOLcC8Cls89nzrpCLBbD22+/je985zt45pln8G//9m949NFHcejQIYyPjyMQCOD999/HP//zP2Pv3r0IBoMIBAKSFVPPaXFxEUeOHMH8/DycTieMRiOSySQGBgYky7082KE0r0aTGdfZ1dWFf/j/2jv34Cjv895/flqxuqx2tatd3RC6IVkICcKtxnZjktjHN2wm7mQm6SGdxGlx4nEu00zdjlunnbZJPZM/PHHixj1zOCcNae3T0zh2EjtOfOlxMGDA2AEBkiUkoftdu5L2orvEe/6QnodXBDBgC8nwfmc0Eosuv30vz/v8nuf7fL/f+Q5ZWVnqrPbyyy/z5S9/mWAwyCuvvMKhQ4d49NFH+clPfkJ7e7vu+oTKKPeePHgkmZXX5XqXz9IIlgehHDN5OC4VFfJ+4FPzX/8E2As8+n4/JNsSmDuxMur9/PPPs2vXLrZv384zzzxDYWEhq1ev5qGHHuKRRx5RUaC8vDyGh4fp7++np6dHT55ssUWMyOfzsXr1ak6dOqUnCtDsTw5aa2srJ0+e1Cw+kUiwatUq1q1bxyc+8QksyyI9PZ0zZ86oYNDtt9/OSy+9pFROydgkeHk8HtasWcPKlSt1+lZ2HnaBIHGOkuAnjj2yDZeBFQmQMm0Zi8UIh8NUVVUxPDzMrbfeygsvvLDg4WnPmhYb9uzO/pCR4Sy7iJtcuFJnFiVAWbM94EajUTZu3Mjx48c5fvy47rK8Xi81NTXcd999jI+PU1VVpYFAKHKRSASPx0MgENCs+uGHH9a67s9+9jPdpUliIO8lNTVVezi33XYbt9xyC0eOHKGxsZGysjIaGxvVOUmCycaNGykrK+PJJ5/k1KlTpKWladZoWRaxWIwdO3YwNDRER0eHnid7Nif8Zjsl0s6YsCcQkgCkp6cTj8cX7dzKQ9g+ICclBbm+ZJ2SUMFZSz57CU5KDZL9S1ImD+S/+Zu/wbIsfvzjH/PlL3+ZRx99lM9+9rM0NjbyhS98gRdeeIHa2lpKSko4ffo0O3fuVL31pKQk7rzzTgYGBhgdHaWrq0t57o8//jjDw8Ns3LhR3ZPi8TiBQID/+q//0sZpOBzm1ltv5W//9m8JBoPU1NTQ1NTEj370I2pqajh58uSC+8rOGrInOPadlWT10iu0Ewyk9i4PbTulWcpYl8J2+6DB3QJeM8ZYwP+0LGs3kGtZVu/8ies1xuRcyi+SJ5LcxBMTE7zzzjuUlpaqGfX69etVg+XFF19UznckEqGvr0+HloSiJbrZoukg9cj+/n49qD6fT3no9qnUeDxOc3Mz09PTamQ8MzNDaWmpfn9qaip9fX0EAgF2797Npk2bePrpp/nOd76jDAjJZJKTk1V+tqioiJGREYLBIMPDw+ow5fV6F7hBTUxMcPPNN6uXpN/vV9Ex2bbJjSGuNiMjI8RiMZKTkykuLl5geiCMocXUG7FDygf2SUl7qUUCmQyb2Ms19kAlD/7p6Wlee+01nnjiCf7pn/6J06dPU15eTkpKCj09PQwMDNDX18cbb7zB4OAgP/7xj2lpaeHFF1/UXY5oioRCIU6fPs3hw4c5ePAga9asobKykttuu429e/fi9XrVhFmaWMnJc1r7mzdvprW1lfr6eoLBIN/61reIRCI0NTWRlZUFoNv9WCxGeno69913H4cPHyYtLY3u7m5GR0fZsmULU1NTtLS0UF9fT3t7u+4O4SzLRHY1do0gOSZCApAPOW6Xe46NMfcAPwBcwP+2LOu77/cz0jeRgC1rkAAma5EAJXRIYRPJ+zhXL0euF/s4vtvtpqWlhb/6q79SPaCkpCR2795Nbm4uP/vZz6ipqaG/v59vf/vbeDweSktLtV8ju0aZgF6xYgVlZWUkJc2Zb4yMjBCJRJiZmVElyrKyMv1d+fn5nDx5kmg0yv79+zl06BC9vb26Ttnh2SUW7DRk+z0gDzQ5htJvkezcXleXHZmU386dL7gYPmhw/7hlWT3zAfx1Y0zDpf6gMeYrwFfmv9bX7SWDvr4+ioqKCIfDFBcXU19fr3XH4eFh/uzP/oz6+nqOHDmima40VHJzc+nq6tIamt1QQJ6UycnJBINBpWXZ61liAiJddFGCS0pKoquri6SkJPr6+jDGUFdXx/j4OG+99RYf+9jHsCxL9WLsqnWFhYVkZWWppaDX6yUYDNLX16c1wXg8rrV3n8+Hz+dbMBAi2ZLU4+xUQcn0pSHscrkIBALqBCU32dVqqJ5LcZWxfLmYpaEka7OXE+QBKo0y+f+JiQl6enrUaFjobdFoVB+4b775Jt/61rf453/+Z8rLywmHw6SmplJUVKQia5+a19W/4447aGhoIBKJEAqFqKqq4vDhwwBqpABzjc38/HxGR0dV9ygajdLR0aH1/LGxMd1FxONxotEo09PTtLa28vDDD1NeXs7x48dJSUlRK77S0lKqq6t5/vnnF4jSeb1e5a7L+ZfhO3kAyL0i16Wwwex150s518YYF/A0cCfQBbxjjHnRsqz3LnZu5cEnmbg8jOCsJ7IkN7K7EC186YnB2V2AlCnsgVFKdfYhvKamJh5++GGSk5NVp+n+++9nw4YNfOITnwDmeh+nT58mIyOD6upqxsbGlFUnvSnZuck8gqi4yjBlb28vDQ0NNDU1cfDgQTo6OvT9STYugfzc42x/sEk2bu93yfuU2CD0arne5TqQXbo9Ll5qWfUDBXfLsnrmPw8YY34ObAX6jTH581l7PjBwgZ/dDeyeX6wldSX7k//tt9/m3nvv1e1XVVUV//7v/643xw033EBbWxt33HEH3d3dqteSlJSkI8pyUfh8Ph1nF4u9wsJCVq1apUFddKKlYenz+cjOztaDXFFRQWpqKv39/Zw6dYrf/va3AOzYsYOdO3dSX1/PSy+9RE5ODk888QTvvvsuL730EoFAgFWrVmGMUV1ye2lCsvRIJMKNN96oF8T69euxrDlpXKnB2UWFhHsrDADh6YfDYS0Zbd++nWefffb3soerAXmYyI5JmDLyME9NTVVJB6nFy81mv2mk55KUlKQSEc899xx/+Id/qBPDU1NTrF+/nry8PJqamojFYgwODtLT06Nyu8YY3SH4/X6+/vWv89RTT2kZZXR0lLVr11JQUEBvby8ul0ubviJzsHXrVhKJBCdPnlTefH9/P1NTU6xbt04F7ILBIGlpafT39+Pz+cjIyMDtdiuLxOVyUVFRwdatW1VwTDj80oSWmxxQIwe52aURLTMdiURCGTSXE9jnsRVotiyrZf78/F/myqsXDO7AggAtOzFAr2t7j8dedgTUvEWuZXk42csQdoabfRdjZ47ITvV73/uePiSMMWqaIbFATuBqOAAAHeJJREFUzHBSUlLIzMzU+1AIGADhcJihoSEGBwc18TjXI8HeP7OXce1zBvYSiuw67JO59kTN3quQUqToSUkJ087YkqTu3ON5PlxxcDfGeIAky7Li81/fBXwbeBF4APju/OdfXsrvs5P27U83efOxWEx9EUUfW4aKioqKdIs8Pj7O8PAw8Xic8vJyGhoaGBkZobGxkcLCQm20zM7OamNUDpo8SWWASTRFXK45M2efz0d9fT2zs7P09fWRmppKdXW1rquqqoqamhq9CPPy8tiyZYuWf8RhSUojcsNLk8fv93PzzTfT0NCgHOqkpCQ1KpGTKd6pQveUC0J2GPZtfEVFxQIqll04bLGRlJS0QBFSgpFkukNDQ8rlt9dw7ZmgPLRE0S8UCvHiiy/i9/v5xje+wWuvvUZ5ebk2vhOJBJ/73OfUFEO2u9XV1XR2dqq074kTJ8jLy+PNN9+kuLiY9PR0VfNbu3Ytt9xyiw6vSKZXVFSkFDl7I/Mf//EfefrppxkdHdUbODMzU5v2s7NzWt7xeHzBQ0x2A++99x6/+tWvlKMuuzDpo9h9ByS7lQAiCYyUHUQq4TL7KgVAp+3fXcBNF/sBKZPZG95yvlJSUnTXKtebsMfgrAigncUl71seSNKTsOuZy/Uhf1M+C2NHEiZJosRjVmKIva8nP2d/3R577F/bM3D5P3tgt0sZy4cEcaFl2nc0cu7kvQuRQ5qvQgEWBpAcX/uxlETpYvggmXsu8PP5g5UM/B/Lsl4xxrwD/NQYswvoAD57Kb9MToJs8+RN1dXVUVxczMGDB7nvvvtU53x6eppnn32WtWvXKuNAAmt2drZyVcvKymhububEiRM0NTWRn59PJBIhJSWFzZs364mCszXOjo4OUlJS8Hq9WtPcsmULQ0NDHDx4kGAwyO9+9zsefPBBcnNzgbPbtPLyclpbW3nooYfYuHGjSg3I75dtpDS9Vq9erX8zGo2yZ88eKisrCYVC9Pb24vf7deI1LS1NaY+y0xGbvtHRUVpbW3UuIC0tjUQiQTgcJi8vj+7u7qvaTAU08xDFPnsmJLxvaRJLQJeLX8prkiHJTS167MID37lzJz//+c9xu9309PSQm5tLeXk5aWlpaqcnqpxSsnK5XGzdupU9e/awZs0a0tPTlTYopbBQKERZWRnhcJhIJEJaWpqKyolWzvDwsA7Fyc/7/X7NxPr6+jRr/M1vfqPGLZJdS239zTffVMVBuXlFIVXokoAKiMkch2znRSRNtE/sAeoScb6L4vd+2F5KBSZHR0drL/ZLL5ZZLkaCMR/wQkD4w/z9ktm/3/+f+zfPY3MYmpmZCZ/74rmBWs73Jaq2Fl/oP644uM9v4Tac5/UI8N8u9/dJ1iz8XXlqHzlyhNzcXGpqanQbe/DgQYwx5OXlUVJSwqlTp3j00Udpa2vjjTfeYO/evUo77O/vx+v1ajbe0NCAy+UiJydHMw8px0jga2ho0EyuoKBAb9T6+npaWlpoa2vjzjvvpLq6mp6eHt3W9/T04PV62b59O9FolF/96leqPCcsB7uDi9T8MjIyVC60qKhIewrJyckqsWDXzwE02M/OztLd3U1KSgqrV68mGAxy8OBBHYaamJhg27ZtvPLKK2r6cbVgWZYyNs59sJw5c1bTQ5T2pDknwVz6KLLLmZmZ0YGTo0ePAnPDR+vXr2f//v00NTWRnp5OTU0NGzduVJbRypUrFyQMXq+X5557jqamJi0DyfZZmtORSITx8XFVH5Vxd8niRJJ6ZGSE/Px8du/evWDaNhKJsGXLFhoaGrAsi2AwyFNPPcXdd99NQUGBzlNYlsWhQ4fUy1emooVpJTQ6++5LavGS4Yv6p2R+mZmZxGKxywnuXUCh7d+rgJ7znE8tpRpj3rXO0p+XDZbruuDqr21ZaMvYtzPniv6Ipks8HletbLvWQiQSoaKigpdffpnu7m4KCwvZtGkTOTk5OgBUUFCgdS6pYQo9yz7JKTelTEWKsqTL5aK5uVndVDZs2MDmzZsZGxtTKmJLSwvhcJjOzk7C4TBZWVnccccdC+hoiURCp+Zki2fnTgtEYCktLU2Dv71kJRlbamoqkUiE7u5uWlpaVARt5cqVpKenk52dzYoVK1i5ciWBQEBrnx8Exph7jDGnjDHNxpj3nWGQ4y1BUzJL4fvLdluyFHtJBtCJX3uzODk5mc7OTg4cOEB6ejqHDh1icnKS3NxcWlpa1I1LJkPlGAnf+vOf/7w+NAFtZAYCAd0xiBPS+Pg4TU1N9PT04PP5tObvcrlU00RE44RPL+5hYuKelJTE3r17AZTqOTw8TFVVlcplCFFAegNSY7efM9mWS+nD5XItKMPJzsfuXXCJeAe4wRhTaoxxA/+dufKqg48wlo38gASvc5tp4+Pj7N27l+3bt/P666/zd3/3dzz//POaRdXW1vLJT36SgYEBZmdnaWho4Pbbb6esrIyf/vSnqiBn73LbA6zUxKRGLaUNuzTr0NAQw8PDbNmyhc985jO43W5Onz6tzdlEIsGRI0eIRqPEYjHeeOMNCgsLeeaZZ0hKSlKBKOGsT05OKsNBAoUMrkjpJScnh5mZOes2l+usxaBQC6U5LPQsCZorV65kaGiIzs5OgsGgKlZ+/OMfV+OTD3CeLptVIVmx1Nyl9JBIJAgEAgvkU+U9SACTgJ+SkqJ1TRmxh7NNOfm/QCDAihUr2LVrFw899BDbtm3DGKM+qDKw0tLSQlJSkurQpKamLpgG7unpIRKJUFRUpJn/gQMHdNZBdhjStI5EIiQnJ2szt6ioCGMMiURCS0MVFRXs27dPlU1FFuE///M/aWxs1AlYez1dtuv2LF76P9Lkl/tHmEKyQ5Q67qXAsqwZY8zXgVeZo0L+q2VZdVd2lThYLlgWmTugGhxwlt8qNfDOzk4dA25tbdXGjTGGUCjE66+/zubNm3G5XDzyyCPEYjGCwSC33XabiolVVlZqYLdLZ545c0anOs+cOUNtbS0ulwu/36+uTA888ADHjh1j165d6pUoBr1tbW3s379f1SC9Xi9paWk0NzerQpzoQmdkZJBIJBZMEUpwkIeNyAqPjo4yMjLCyMgIXV1dtLe3MzIyQnp6ugoe1dXV0dHRQXd3N8PDwzpOn5OTozQ94bwLj/8DlmWUVWFZ1hQgrIrzwj6MISUVu5SpNIGFFSIf9kBvvy6ABRlrZmYm/f39Sp+UrFWE3KSBJ2wan89HUlISr776KseOHVOao2VZ+Hw+ZUnJePnJkyeZnJzk1KlTjI6O4vP56OrqYnJykvz8fJV6yM/PJxQK6bmXuvqpU6fUmLm0tJSMjAyKi4spKysjLS2N7Oxsjh49yrFjxzRASy1ems4ej2fB8IrcEzMzMwSDQdLT05UxMzU1pfaPl6o/IrAs69eWZVVYllVmWdbjl/Ajuy/rD1w9LNd1wVVe27IJ7vbGpoyfSwC3ZyD26UJ5AGRkZKjzyurVqykuLlZfSxl8EvlOuehF6EuyacnwpDFVXl7Oxo0b+dKXvkRWVhYTExP09/frDS3c3Vgspje8ZJ0jIyO43W6OHDmi5iKy3bYPnHg8Hs3YpH46MTHB0NAQAwMDWjeVoBcOhzHGUFJSosMWwnWXY5RIJIhGo4RCIYwx2qiTHcIHxPlYFQUX+mZ5CEtT1C7iJnQ+qYXbWTIS1OU6kGtAynWiHZSTk6ONVVH6m5ycpKSkhGg0qkFPmBrJycls3bqVzMxM8vPzycvL04euDDlJeUN2TWLCUlhYiDFG3bLsDxWhIv7yl7+kuLiYmZkZnWHIy8sjEAgwPj7Oq6++Sk5OjvLQRRhOSATy4JPse3p6WmWnpTyTnp6uJavx8XHdAQrPX3Z3i82Imq+/Lzss13XB1V/bsijLwNmJO6lRytADzAWJlpYWVq1ahWVZ3HXXXbz88stKt0pNTeW9994jPT1d5TWLi4s5evQoHo+HXbt2UVxcTCwWY/fu3eTk5KjMqPCRjTHq0wlQXV1NVlYW4+Pj7Nu3T0smQq0UFogELSmxyFZ6ZmZGp1Rvuukment78Xg8WheV5qvb7VazEGHQCB1Tgp28lpmZSWtrK21tbbS0tDA+Pq6mDlKXtlOnJiYmVA7V6/VSUlKiAldXiPdlVZzDqEjEYrEIsIAhcB4WwXlxsbLCb3/7W/WUPRcVFRUA/MM//MPFfn3o3HWdD7/4xS/e71suG8888wwAjz76+6ocExMTISB8PjXHc4+bXGuXqPx4QVaFg2sTyya420Vz7CUECfBNTU0UFxfT1tbGpk2btBEp9C/hzvb09BCNRqmvr6e4uFhvgOzsbJXWtW+dZctvn+DMyMgAoKioiLGxMQoLC9m/fz+33nor/f39SqsbGxvTer59GEPeg9RAZeRdBnYkwMfjcc1sfT7fgtqqZKtS3xVtFNGyATTTlLF4yWIlq49Go0qdnJmZ+aCBHS6BVWFnVMDyZS8467oymCuQKfiQ//6/AjuAAcuy1s2/dl4lWjMXPH4A3AuMAV+yLOvoIq2rEPg3IA84A+y2LOsHS7m2ZVOWEZ0Ue03RzhDp7Oyku7ubY8eO4fP5+OM//mPVuj5z5oxOl9XW1hIIBHjrrbfYvn07Dz/8MBMTE+zfv5+xsTE+/elPqzpkZ2encodlStDn8xEIBDh9+jSrVq1S3ZL33nuPX/ziF2pfJ+yI/v5+ZTdIyUGonMJHb29vp62tjdraWiKRCD09PWRnZ7Ny5UpCoRDJycnE43ESiYRm3sKSkYGMtrY2ZdHk5eVx++23k5eXt2DUfGJigtbWVpKSkrSEk5ubq6WjDwEOq+I6hq2hvh2oAnYaY6qu8jL2APec89qFlGi3AzfMf3wF+B+LuK4Z4BHLstYCNwNfmz82S7a2ZRHcZQjEPnkmGbtk9L29vbS1tdHU1MT4+DgVFRVqqyVNO9HuKCsrU5F/j8fDjTfeqA2wrVu3arNtdnaW0dFRZmZm1E1F2DN+v59/+Zd/4cCBAwwPD9PQ0KCSopJ5v/fee/q18M+Fuy4MkVgsxokTJ7TkI+yb48eP09/fT39/vwqfCcVx1apVVFdXU1ZWpsbPIhkr9MF33nmHwcFBlReemJjQB1Jubi4FBQWsXbuWiYkJotGo8sI/4HmaAYRVUQ/81GFVXFe4rIb6YsCyrH3A0Dkv38+cAi3zn//I9vq/WXM4DPjNnCTKYqyrVzJvy7LizN0fBUu5tmVTlgEWUN+kYWofaOnu7iY/P1/pcDLYYh/28Hg8HD58GMuyqK+vp7GxkQ0bNjA2NsYf/MEfKB1QHiTCzJDGlTTfLMtSdseZM2coLCwkHo8v8FUcGhpaIM0pJRa704zw2detW8fExAS1tbVMT08vaMj5/X4sy6KhoYFEIkE8HlfeuzFzcsXxeFwHVmZmZujr61NhpIyMDJ3Gld2GKFFalqUPkQ8DlmX9Gvj1ZfzIcm1wOeu6fFy2TMFVwoWUaC9EAOhdzMUYY0qATcDbS7m2ZRXcBRLkZQJTatjhcJiCggLa2tpUrzkSiWCMYWBggJqaGh577DH27NkDzDWg9u3bx4YNGygvL6e5uZnCwkI2bNhAXV0dPT09OhIei8UYGBggIyODvLw8FZ0qLCxkdHRUJQTE8k9KKMJqsMt7WpalJRWhLp44cUJFo2TaVHRAcnJyCIfDjI+P09LSQmNjo7JEZErS4/Ho7iAYDLJp0yZGRka48cYbmZ2dJSsrS/XdLctSemUkEuGtt966anoy52K5shecdV0RLkmmYBnhqq/XGJMBPA9807Ks2EXkPhZ9bcuiLHMhyKSd1KFFl2R4eFitrwBtOFqWpTTE1atXk5qaSjwep7KyktLSUq29r1mzhvLycgC1q7Ob6oZCIfVMnZqawuPx0NnZycDAgGb1wmKx8/HF+ccYQ1FRETfccANZWVnaKBZlOlGPk1H1UChEXl4e69evJzs7W3ckQtXs7e1lZGSElpYWSkpKCAQCFBUVsWPHDvUCFeqjNFVnZ2dJJBI0NjYuULZz4OAD4JJkCpYA/VLSMAuVaK/qeo0xK5gL7M9alvXCUq9tWWbudkjGKdQ+sdGTenJ2draOkkejUb7//e8r+8QYQ21trUq83n333Xzta1/j6NGjrFq1SrnfwlX2er14PB5yc3M5ceIEq1evxu/309vbS3d3N8FgcAEv+9ixY7rLkGaqiIN99atfpampiYmJCdatW8fk5CRvv/02bW1t2tAVadE33niDaDTKqlWrCIfDZGRkcMstt7Bp0yYOHDigv0fMKuLxOIWFhaSkpLBx40adXhXFwcOHDxMOh+nq6lrQy7iacFgVF1zXsmNVXAa0oQ50M9dQ//wSrcWOCynRvgh83cxJGN8ERKVE8mFj/jz9CKi3LOt7y2Ftyz64n4vvf//7ABw9epS7776bZ599VsfKpcb8l3/5l+zbt48jR45QWFjIc889xxe/+EVGRkYwxrBhwwZOnDjBzMyMCnlJ7VzkAnJzc7Esi2g0CkBxcTE33nijyshKyUNs7ySDv+mmm1i/fj2dnZ2UlpaSlpam06SZmZnce++96og+NjZGY2Mj7e3tuFwuamtrsSwLr9fL6dOnlU+/Y8cOIpEIR48eJSsri6SkJDZv3symTZs4ffq0ShcMDAwQj8c5efIkiURC35cIcF0tXIlMwSJgD/BD5gKpQJgL353Xxflr5iwg7cyFm5hjLixWLVlYFUeNMV7gd8aY14EvLYO1XRTLQabAGPMfzNl4howxXcDfMxc4z6dE+2vmHorNzD0Y/3QRl/Zx4AvASWNMzfxrjy3l2j5ywV2wefNmpqamVHJVgmV6ejr5+fmUlpby7rvvYoyhsbFRHXS2bdvGwYMHVVpgeHhYeepiRmznwovYv8gbjIyM4Pf7lX8u4vmyA6iqqiIrKwuPx0NOTg4pKSkLjB/S09PJyspSYaiysjJGRkZobm6mtraWWCzG9PQ0g4ODOvJeUFBAXl6eNnvdbjelpaUMDw+r32gikVjQhBVjjyUqx1yR+cOHCcuy9s03tuy4kL+vMheAw8YYv5k3nFmEdfUy3zSz5rwQ7KyKJV3bpeAKGuof9t/feYH/+j0l2vlj9rXFXZH+rQOcv44OS7S2ZV1zfz+43W4efPBBnnjiCfLz8zHGsH79emZnZ1m/fj0wZ2wxMDDASy+9RHt7O/fccw9NTU06+CP1aDE6SCQS9Pf3U15erjX16elpSkpKKCwsVFlikWsdGBjgzJkzZGRk8JnPfIbs7GwN5AMDA9TV1dHS0kIgEKCyslJNesU7dXBwkI997GPcfPPNVFVVEQqF2Lp1K6FQSFUn6+rqlDE0MDCAMYbOzk4GBwe1Ni/6OKJNbmfwXE2Z33lclkzBVcQC5gLwfsyFRcXFWBVLvTYHH318pIO7HX/xF3/BD3/4Q1wuF0eOHNE6s3iVHj58mN/85jecOXOGb37zm1RWVioTRzjvGRkZSnf0er3Mzs7S1dVFcXGxDlEJY6W3t1eNICYnJ9m5cyef+tSnCAaDeDwefD6feqzef//9VFRUKC9dsv2MjAwCgQB1dXUkEgm2bNlCWloaJ0+eZGRkhKqqKjIyMujr6+PkyZOkpaXpWkVKuKCgQOVwjTEMDQ2p/ooE9yWAw6p4vz94DqviYt96nteW87F0sExwzQR3wZ/8yZ/Q29urOi0SgN1uN1NTU2qUe//99zM7O0s0GlXBL5E8EKXGzs5OWltbaW5uVj59WlqaUjCFH5+SkkJlZaVaZGVmZgJzlMXS0lL6+vqIxWKqSiiCVrJGkeZNTU1lw4YNFBUV0dHRQUtLC/n5+fh8PjXPtrv09Pb2qvSrvfEsMghSklkCGqTDqrgIlhurwsG1iWsuuAN87nOfw+v18vjjj6u6oLid79mzh4aGBrZt26aa8G63m1AopIEyEolw6tQp6urqSE5O1qnYwcFB/H4/JSUlCxQe/X4/OTk5DA4Okp+fTzAYZHR0lOzsbDUdycjIYHZ2llAohN/vJxgMsnr1akKhEGlpaaSlpRGPx6moqKC6upodO3YwNTXF22+/TUFBga5taGiItrY22traABgYGFBZ4ampKVWhlI+rbYo9j+UqUyDMBfh95sIXzRxuZmlZFUu2NgfXFq7J4G7Hk08+uUAnu7u7m8bGRo4fP65DPzJMBGflA2KxGLm5uVRWVnLDDTfQ3NysmbpouYgMazAYVG2ZlJQU2traCIVCJBIJ/dtut1uNGnJycsjNzVWZYZFpXbFiBW63m9zcXA3+8Xic9PR0CgoKSEpKIh6Pq2G0mE3LOizLwu/3/57D1NXGcpApmGdVHALWGGO65tkK3wXuNMY0McfkEXrmr4EW5pgL/wv46iIuTVgVtxtjauY/7l0ma3NwDeEjy5a5HDz55JP69Z//+Z/T3NysAdflchGPx9VWT9gqdXV13HbbbeTn55OSkkJTUxPZ2dm0tbXh8/kAVAHy05/+tA4vHTp0SI0f7G5PgUAAr9fL9PQ0WVlZnDhxglgspjo0gDZwhWkjA1OxWIzKykq6u7t59913icViSq3cuHGjuvZIjX3FihW6niVopgIOq+JCWI6sCgfXJq6L4G7HD37wA/36zjvv1Eakz+cjMzOT9vZ2fD4fQ0NDjI+PMzw8TGpqKnl5ecoV7+/v12EmscWbmJggKytLue8jIyPqVJ+fn080GmV4eFgVLEtKSqitrdXgPjs7qx6clmURCATUiUf0bEKhkO4yRkdHOXDgANu2bWNsbAy3262ywR6PR40+nMlUBw6uT1zzZZmL4fXXX1ehLynHCORrYZ5kZ2fj8/lwu9309vaqk47X68Xn8+lQU15eHrm5uSozYOa9NMXUw+12MzY2RldXFykpKaqIKWUdKbEITz05ORmfz0daWpraqkm9f3JykpaWFnXhkQ97M3UpplMdOHCw9Fi0O98Yc48x5pQxpnl+4m5ZoqGhgccee0yD+9TUFD09PaqTLvVtQNk0UvsWWuPExARut1u13rOzszXAhkIh4vE4s7Oz+P1+dY+KRCJkZGQwPT3N1NQUo6Oj2nw1xqhQmei6S9N027ZtVFRU4PV6SU5O5vDhw6xYsQKYK+sEAoElEwlz4MDB8sGilGWWyfj5ZeGRRx4BUEEx8UmVmrU4L1mWpR6X0lgVxopdlhfQgSaPx6MuS+Pj4yrJK1rwxhht1Ir8wNjYmD5chLMuapNZWVl0dHSoybT8npSUFKV22sXWHDhwcP1hsTL3JRf1v1I0NzfT3NyMy+VSA2LxIpXR/3A4rJOq4XCYwcFBEomECpuFw2GlWYq5h3DTRdDM7/cTi8VYuXIl69ato7y8nOrqajUGlynXlJQUNfWemZmhuLiYm266icnJSSYmJuju7mZsbIyRkRFcLhcdHR2Mjo469XYHDq5zLFZD9X1F/c1CI+Vlh7q6Ourq5th7DzzwgDZek5KS1Kg7NTWV1NRU2tvb8Xg8BAIBVq5cyfDwsGbQwjNPTk4mFosRCoUoKChgaGiIu+66i3g8ztjYGC6Xi6GhIYqKinC73bS3t6v/q8vlYnJykuTkZBKJBJmZmZSVldHQ0KDSB9FolN27dzM4OLjAOMSBAwfXJ8xiZHfGmM8Cd1uW9eD8v78AbLUs6xsX+P5BYJRLcKO/xhBi+b3nYsuyspd6EQ4cOPhgWKzM/bJGpi3LyjbL3PV9MXA9vmcHDhxcHSxWzX25jp87cODAwXWBRcncl4OovwMHDhxcz1i0CdUrGD9fzsbAi4Xr8T07cODgKmBRGqoOHDhw4GBp4cymO3DgwME1iCUP7h8VmYIrgTHmX40xA8aYWttrWcaY140xTfOfA/OvG2PMU/PH4YQxZvPSrdyBAwcfdSxpcLfJFGwHqoCdxpiqpVzTh4w9wD3nvPbXzLnc3wD8v/l/w0KX+68w53LvwIEDB1eEpc7cP7IyBZcCy7L2AUPnvHw/c+72zH/+I9vr/2bN4TDgF9s1Bw4cOLhcLHVwvx6d3R2XewcOHCw6ljq4O87uZ+EcCwcOHHxoWOrgfj06uzsu9w4cOFh0LHVwvx5lChyXewcOHCw6ltRD9VqXKTDG/AfwKSBkjOkC/p45V/ufGmN2AR3AZ+e//dfAvcy53I8Bf3rVF+zAgYNrBs6EqgMHDhxcg1jqsowDBw4cOFgEOMHdgQMHDq5BOMHdgQMHDq5BOMHdgQMHDq5BOMHdgQMHDq5BOMHdgQMHDq5BOMHdgQMHDq5BOMHdgQMHDq5B/H8pnCpnAAQyIAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_acpc_postt1_data_squeezed[128, :, :]\n", + "slice_1 = ras_acpc_postt1_data_squeezed[:, 80, :]\n", + "slice_2 = ras_acpc_postt1_data_squeezed[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for ACPC detect post T1 image\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## First Coregistration Post -> Pre" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_postonpre_t1 = nb.as_closest_canonical(postonpre_t1)\n", + "ras_postonpre_t1_data = ras_acpc_postt1.get_fdata()\n", + "ras_postonpre_t1_data_squeezed = np.squeeze(ras_postonpre_t1_data, axis = 3)\n", + "ras_postonpre_t1_data_squeezed.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Center slices for first coregistration image')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = ras_postonpre_t1_data_squeezed[128, :, :]\n", + "slice_1 = ras_postonpre_t1_data_squeezed[:, 80, :]\n", + "slice_2 = ras_postonpre_t1_data_squeezed[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.suptitle(\"Center slices for first coregistration image\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seg3D mask of the Post Coregistered to Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Second Coregistration Post -> Freesurfer Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seg3D mask mapped to Freesurfer Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + }, + "toc-autonumbering": true + }, + "nbformat": 4, + "nbformat_minor": 4 +} From cf28bcc2117342043a247cd5db4d706901d9755c Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Sat, 18 Jul 2020 20:52:14 -0400 Subject: [PATCH 11/25] Update file --- .../validation_of_postsurgicalmasking.ipynb | 83 +-- validation_of_postsurgicalmasking.ipynb | 519 ------------------ 2 files changed, 44 insertions(+), 558 deletions(-) delete mode 100644 validation_of_postsurgicalmasking.ipynb diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb index 6c04a38..3ce099c 100644 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -146,7 +146,7 @@ "(256, 160, 189)" ] }, - "execution_count": 24, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -160,22 +160,22 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'Center slices for image')" + "Text(0.5, 0.98, 'sub-la02_ses-presurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 28, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -192,12 +192,13 @@ "slice_1 = ras_robustfov_pret1_data[:, 80, :]\n", "slice_2 = ras_robustfov_pret1_data[:, :, 94]\n", "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for robust fov pre T1 image\")" + "plt.tight_layout()\n", + "plt.suptitle(\"sub-la02_ses-presurgery_proc-robustfov_T1w.nii\")" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -206,7 +207,7 @@ "(256, 160, 189)" ] }, - "execution_count": 26, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -220,22 +221,22 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'Center slices for robust fov post T1 image')" + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 31, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAADjCAYAAAB+QFQfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9eZRcV33v+9k1z13V86AeNLVlybJlyfLMYHBwCDYkWYsAlzG5DAk37znXDCGX9y6BkJe8JDd5cG8gQLgxXjyDTVjEfgbHYHw9ygM2lmRJ1tRSq1s9d3V1V1XX1FV13h9Vv63dZdmSsWy5m/1dq1dXnao6Z599zvnu3/7+hq0cx8HCwsLCYnXBdb4bYGFhYWFx7mHJ3cLCwmIVwpK7hYWFxSqEJXcLCwuLVQhL7hYWFharEJbcLSwsLFYhLLmvciilBpRSjlLKU39/r1Lqw6/h8f9IKTWllMoqpVpeq+Max79VKfXl1/q49WN/WSk1q5SaPB/Hf71CKdVXvx/c57stqxmW3F8CSqn/oJR6un4jTtSJ8dpzsN8/V0p991y08eXCcZy3O47zndfiWEopL/D3wNscx4k4jpN8LY77WqA+YG54ic97gU8Bmx3H6XztWvar4aUGQYOM5c9RSi0a79+glLpOKfW/lFILSqnhlzqW4zgj9fuh8qqcjAVgyf1FoZS6Bfh/gP8L6AD6gK8B7zqf7QIQK3wFoAMIAPtf7g9VDS95f77O+6EfSDqOM32+G/JKYZBxxHGcSH3zJca2R4BF4H8Cnzl/LbVYBsdx7F/DH9AEZIF3v8R3XMDngCEgCdwJNNc/GwAc4MPACDALfL7+2W8CJWCpfow9xjG/DUwAY8CXAXf9s48AjwH/AMwBXz5Ney4HngbSwBTw9w1t8dTfPwh81Pjdx4DngQxwANhe394N/BCYAY4D//uZjtXQnkFqD7xTP88H6tuvBn4BLNT/X2385kHgL+vnmgc2nGa/w8CfAnuBIuABLqz/dp7aQPJO4/u3Av8E/Kx+jg8B/afrm8b+ATbUv79Qv4Z31Lc/XP/dYv3c3tPQxuvr7a/WP7+1vv2d9fbN149zYX3754B/bdjHV4Cvvsi9Nwz8Wf16pYB/AQIN1/Ro/V65G+iub1fU7qHp+jntBS4CPk7tfizV2/v/neH5cE53bYxzHz7D75f1e70vvgzskuMDLcD/S+0e+wUw0NA3o/XPngHeYHwWBL5T75fngc8CJ43PX/S+Xm1/570Br8c/agRcNh/603znT4AngDWAH/gG8L36Z3Lzfqt+s11CjYjkYf5z4LsN+/u3+j7CQDvwFPCJ+mcfqbfnf6NGZsHTtOdx4IP11xHgyoa2vIDcgXdTG0h21h/8DdQsTlf9ofmvgA9YBxwDbnipY52mTY3Hbq4/dB+sn8f76u9bjLaNAFvqn3tPs89hYDfQW+9bLzUi+y/1tr6FGolfUP/+rfX3b6xfp68Aj56ufafpn+8Bn6/3RwC41vjeixJc/fM3s5xUZLD7jXqbP1tvt6/e5zkgVv+um9og/2L9Ogzsq/dBM7XB8Mv1z95CbSDaXj/f/w48XP/shvp1jdev94VAl9FPLzAaXuT4rwa5HwXWUzNyDgCH6/vyALcB/2L8/gPUyN9DTfqapD64AX9NbUBOUHs298p14Az39Wr7O+8NeD3+Ae8HJs/wneeBtxrvu6hZPx7j5l1jfP4U8N766z/HIHdq8kURg7SpEd//qr/+CDByhvY8DHwRaG3YfroHScjrPuDm0+zrisbjUbMU/+WljnWa/TQe+4PAUw3feRz4iNG2L51hn8PAHxjv31B/uF3Gtu8Bf15/fSvwfeOzCFChRozL2nea/rkN+KZ5HY3vvVxy/z+BO433LmoD65vr7x8FPlR//RvA0Bn64A+N978l36c2+/ubhvNdqp/rW6iR5pVmfxn9dD7J/fPG5/8NuNd4fxOw+yX2l6ImE0EDWQMf5RS5v+R9vdr+rOZ+eiSB1jNouv3Aj5RS80qpeWpkX6FG1AIzSiJH7UF7sX15gQljf9+gZsELRs/Q5v9IzTo8qJT6hVLqxjN8H2oEN/Qi7emWttTb8184dW6/yrGgNiU+0bDtBNBjvD/TeTZ+pxsYdRynejb7dBwnS02u6D6L43yWmoX7lFJqv1LqD87iNy+GZedeb++o0c7bqQ3oAP+h/v6lYPbBCU6dT+NxstTu5x7HcR4A/gfwj8CUUuqbSqnYr3Q25x5Txuv8ad7rZ0cp9Sml1PN15+08NWu/tf5xN8v7xnx9pvt6VcGS++nxOFAAfvslvjMKvN1xnLjxF3AcZ+ws9u+cZl9Fapaw7CvmOM6Wl/jN8h06zhHHcd5HbUD4v4F/VUqFz9COUWpT4dNtP95wblHHcX7rFRwLYJzaA2aij5oFq0/lLPZjfmcc6G1wvjbus1deKKUi1KSMcWoyCUDI+K6ObHEcZ9JxnI85jtMNfAL42ktFyJwBy85dKaXq7ZJ2/gB4s1JqDfA7nJnce43XffX9n+44YWoSxlj9nL7qOM4OatLXIKccoGfT7+cdSqk3UPO5/B6QcBwnTs1/oOpfmaAmxwjMfnrJ+3q1wZL7aeA4zgI1Xe4flVK/rZQKKaW8Sqm3K6X+pv61fwL+UinVD6CUalNKnW0kzRQwIITkOM4E8FPgvymlYkopl1JqvVLqTWfbZqXUB5RSbXWLcL6++UyhZv8MfFoptaMenbKhfj5PAWml1J8qpYJKKbdS6iKl1M5XcCyAnwCD9RBTj1LqPcBm4J6zPc/T4ElqJP3Z+jV6M7Vp/PeN7/yWUupapZQP+AvgScdxRh3HmaFGeh+on+MfYAx2Sql318kWalN/xzjPKWqa7dniTuAdSqm31kNEP0VtQN8FUG/Lg9Sco8cdx3n+DPv7T0qpNUqpZmrW5x317bcDv6+U2qaU8lOL9nrScZxhpdROpdQV9eMvUjNgftXzWYb6PRugNgNVSqlAvb/PNaLU/E8zgEcp9V8Bc/ZxJ/BnSqmEUqoH+GPjs5e8r1cbLLm/CBzH+XvgFuD/oHYjjVK7Uf6t/pWvUItE+KlSKkPNuXrFWe7+B/X/SaXUL+uvP0TNySMREP9KTcc/W/wmsF8pla237b2O4xRe6geO4/yAWnTK7dScjv9GLeKnQo0gt1GLKJilNhA0/arHqh8vCdxIjdiS1GSPGx3HmX0Z59m4zxK1KJS319v5NWra9UHja7cDX6Amx+yg5lMRfIya9ZqkZs3uMj7bCTxZP8+7qfknjtc/+3PgO/Xp/e+dRTsPUXME/vd6O28Cbqq332zn9ZzZapfv/pSaxnyMWrQJjuP8nJq+/0NqVux64L3138SoOflT1KSbJPB39c++DWyun4/c4y8Hb6Qmn/yE2kwiX2/fucZ9wL3UfAcnqA1QpvTyJeAktfv2fmrPURHgLO7rVQVVdypYWFisENSThD7qOM7957str3copf6ImvFx1rPg1QJruVtYWKwaKKW6lFLX1GWiC6jNEn90vtt1PvB6zvCzsLCweLnwUYs0W0vNH/R9alLdrx2sLGNhYWGxCmFlGQsLC4tVCEvuFhYWFqsQltwtLCwsViEsuVtYWFisQlhyt7CwsFiFsORuYWFhsQphyd3CwsJiFcKSu4WFhcUqhCV3CwsLi1UIS+4WFhYWqxCW3C0sLCxWISy5W1hYWKxCWHK3sLCwWIWw5G5hYWGxCmHJ3cLCwmIVwpK7hYWFxSqEJXcLCwuLVQhL7hYWFharEJbcLSwsLFYhLLlbWFhYrEJYcrewsLBYhbDkbmFhYbEKYcndwsLCYhXCkruFhYXFKoQldwsLC4tVCEvuFhYWFqsQltwtLCwsViEsuVtYWFisQlhyt7CwsFiFsORuYWFhsQphyd3CwsJiFcKSu4WFhcUqhCV3CwsLi1UIS+4WFhYWqxCW3C0sLCxWISy5W1hYWKxCWHK3sLCwWIWw5G5hYWGxCmHJ3cLCwmIVwpK7hYWFxSqEJXcLCwuLVQhL7hYWFharEJbcLSwsLFYhLLlbWFhYrEJYcrewsLBYhbDkbmFhYbEKYcndwsLCYhXCkruFhYXFKoQldwsLC4tVCEvuFhYWFqsQltwtLCwsViEsuVtYWFisQlhyt7CwsFiFsORuYWFhsQphyd3CwsJiFcKSu4WFhcUqhCV3CwsLi1UIS+4WFhYWqxCW3C0sLCxWISy5W1hYWKxCWHK3sLCwWIWw5G5hYWGxCmHJ3cLCwmIVwpK7hYWFxSqEJXcLCwuLVQjP+W4AgFLKOd9tsNCYdRyn7Xw3wsLC4pXhdUHu5xJKqRfdVq1WX+vmrEScON8NsLCweOVYceTu8/kAcJyasa+UwnGcZe/lv1KKSqWCUgqXy0W1WsXn87F27Vq6urq48soraW5uprW1lba2NhKJBNFoFI/HQzabZXZ2luHhYWZnZ8lkMnpfjuPg9/v5yle+gsvlwuv1Eg6HCQQCtLe34/P5aG5uxuv1Uq1WGRoaYn5+nvHxcbLZ7PnpOAsLi18rrDhyF8IGcLlcy8hdiN1xHFwul/6+vPf7/fT29nLFFVfQ09PDNddcQyKRoLW1lVAoRC6X4+TJkywuLjI7O0symWR+fp6lpSUqlQrz8/O43W4cx6FYLLJ9+3Y8Hg+BQID169fT2trKtm3biMVirFu3jkqlQiaT4c4772R4eJjHH3+csbExXC4Xi4uL560PLSwsVj+UWLzntREvQ3MXyx1qJO52u4Hlkou8FrJ3u9309/fT39/PTTfdxCWXXEIkEqGtrQ2fz8f09DRPPvkk2WyWQqFAtVpldHSUubk5KpUKhUJh2f9SqYTP56NQKFAqlejs7CQYDAIQi8Uol8sMDAywYcMG4vE4kUiESqXC8ePHefzxx4lGozzyyCMkk0mmpqYol8uvvBPPHZ5xHOey890ICwuLV4YVZ7mLvAKnrPJqtYrL5dIWujlgKaVwu91s2LCBLVu2sGnTJtra2jQZLywsMDQ0xKFDh4DaQFCtVpmfn2dxcZFisUg+nwegXC6ztLQEwNLSEuVyGcdxmJ2dxeOpdWWlUsHlcnH06FFOnjxJMBhk/fr1dHZ2smXLFsLhMMFgEKUUzz//PMVikWQyyethkLWwsFg9WFGWu1KKYDBIuVymWq3i8Xi0RCOkLOSqlMLn8xEIBLjsssv48Ic/TDgcZtOmTTiOw9jYGEePHmViYoLZ2VmWlpZYXFzUEs/s7CylUolMJgPUZgmVSoV8Pq+P6TgOXq9X/y+XywQCARzHYX5+ns7OTvx+P21tbYTDYVpaWti2bRsbN24kEokwOTnJ1NQUd955J9PT0xw/fpzp6elXqZfPGtZyt7BYBVhR5C7OSyFgseLFghcZxuVyEQgE2LFjBwMDA1x77bUMDg4SCoVwuVw88MADpFIpHMdhamqKoaEhisUiXq+X7u5uyuUyyWSSubk5yuWytv5lxlAoFHAcB4/Hg1KKcrmM2+2mUqng8Xj04FMqlXC5XJRKJbq7u2lra6O1tRWlFDt27GD79u2Ew2EikQiZTIZ//dd/ZdeuXezatYtisfjqdfhLw5K7hcUqwIqSZcRJCiyLgJH38ufxeAiHw1x55ZX09/fT2tpKV1cXAE899ZSWSzKZDNPT0ywsLODxePB4PCSTSQqFAoVCAa/XSygUIhgM4vf7NckvLS3pyBuoWfCLi4ssLi5qnd7r9eJ2u7V0Mz8/Ty6Xw+v14vP52L17N9Vqle7ubi699FJ6enq4+uqr9cBy5MiRZTKQhYWFxcvBirLcvV6vfP+0+jpAIBDgoosu4tprr+Xaa6+ltbWV1tZW0uk0e/bsYXx8nNHRUZLJJMlkEqUUuVyOQqGgrW/RyUOhEKFQSA8YjccT4g4EAjoc8tixY0xMTHDo0CEdOul2u+nu7mZgYICZmRny+TyxWIx4PE61WqWtrY3+/n527NhBsVgkk8nwwx/+kOeff569e/dSKBTOYW+fEdZyt7BYBVgxlruZnHQ6p6q8jsVibN++nbVr1xIKhUgkEvT09HDvvfcyMTFBKBTiyJEj2knq8/kol8uaiOPxOK2traxduxYAv99PsVjUxC6WtMS6m7LQ0tISgUCAjo4OPB4Px44dY2FhAahF8ITDYZqbm8nlcszMzDAxMYHf78flcpFKpfB4POzYsYPOzk6uv/56gsEgExMTjI2NLYvlt7CwsDgTVozl7nK5dNijyDONyUtut5ubbrqJd7/73QQCAS6++GK8Xi8PP/wwTz/9NH6/n3vuuQelFKFQSDtGlVJ0dXXR0tJCX18fgUCAYDBIKBSiWq0yNzdHsVikVCrpqJilpSWUUiwtLekY+kqlQrFYpFKpsLi4iN/vJ5VKsX//fjKZDPl8nosvvphYLEZfX5+OrR8fH9cyU0tLC+vWreO6665DKcUdd9zB7bffzsjIiNbyX+VMW2u5W1isAqwYy91MWBIrW/7Eiu7o6OC6664jHo+TSCRYWlpi3759TE9Pk0qlOHbs2LIM1lgshs/no729ne7ubiKRiI5TF21cYtknJiYol8tEIhECgQBQk2XMzFfRyN1uNx6Ph0KhQHNzM9dddx35fJ5Dhw5x8uRJyuUyQ0NDbNmyhba2Njo6OgBIJpOcOHGCmZkZZmdn2bRpE+973/sIBAI89NBDPPjgg5rcRRKysLCwOB1WDLkLTHIWuFwuwuEwvb29JBIJEokEHR0dDA8PMz09rcMOM5kMkUhEhzOKbBOLxYhGo/j9fr1vt9tNoVAgl8tpq71SqWgJR+QYSUAqlUrk83kdohkKhYBa3Lvb7cbn83HRRRcxMzPD2NiYjtDp7Oyku7ubjo4OWlpamJ6e1pJOuVzmwgsvZMOGDczOzrJv3z5mZ2f1OcvMw8LCwqIRK0aWEWfqi5UWuOyyy7juuuvYuXMnF154IZVKhSeeeIJMJsOuXbs4dOgQXq8XpRSJRIKWlhYikQjhcJimpiYCgQAul4t4PI5Simq1SjabJZ/PayeoOE/N0EeZUfj9fjKZDF6vV5ckMOPmlVJasonFYlQqFfbv308qlaJYLBKJRNiwYQM+n4+lpSUdbdPZ2cm2bduYm5tj165dPPjggySTSUql0qsVLmllGQuLVYAVQ+4+n09nogr5ShRLIBDgz/7szxgcHKS3t5fFxUWOHj3K4cOHGRkZ4ejRoywtLeHxeGhpaaG/v59wOKzj1IPBoJZoZBCRCBoheLfbjVKKbDZLJpMhGAxSLBa1Pm+WKAC0NCMWv5RKKBQKBAIBAoEA0WgUpRSTk5NMT08zMjJCU1MTHR0dXHDBBSwtLZHNZunv7ycejxONRjl69CiPPPIITz31lHYKn2NYcrewWAVYMbKMDEJiBZtWu8gwfr+fWCzG5OQkyWSSyclJjhw5ovVwqdYoztJSqaT3Idp5Pp/Xr6XEgNvtXubQdbvdlEol3G73suQm+U65XNYkXiwWdWy86PFKKRYWFnAch2AwyODgIE1NTdo3oJRiYGBAf1ecswMDA8RiMZRSPPfcc68WuVtYWKwCrAhyN8MdTYeqy+UiGo1y0UUXEY/HCYfDABw+fJh0Os3zzz9POBwmlUrpKBgpFiYlA7xeL7FYTCculctlnWUqx3O73YRCIbxeL5lMhkAgQKlUWhYGGY/HtUNV2lqtVpclLrndbvL5vE6YymQyZLNZHUL5hje8gcOHDzM7O8uDDz5INBpl/fr1zMzMkM1m8Xg8vPe97+XSSy9l79693HXXXefnglhYWLzusWKX2RMLXiQMkVYmJibIZDLMzMwQiURoamqiWq0SCoVwu914vV4qlYrWy0WKEbmlVCqxuLhINptdpu8HAgH9XXkNaMkFwOPxEAwGlyVbmVIPoK1/j8ejLf9sNksulyMQCLBu3Tr6+vrI5XKMjY2RSqWYm5sjmUwyPDxMOp0mFotx5ZVXvpbdbWFhscKwIjR3kU1MOI5DKBTiAx/4ANdeey2bNm2iu7ubu+66i/vvv5/JyUkdRx6NRmlra9NZpE1NTbjdbr2gxsjICLlcTpfzlZK+iURCH2vNmjV4vV7m5+dxHIe5uTktrbjdboLBIMFgUNeUmZ+f12GLMsuQ2YBIN5L1KiGVwWBwGfknk0n27t2rSyD09fWxZcsW1q1bxxVXXEFvb++rcTms5m5hsQpwRstdKfU/lVLTSql9xrY/V0qNKaV21/9+y/jsz5RSR5VSh5RSN5yLRgrhmbHtEtlyxRVX0NzcTDweZ3R0lIMHD3Ly5EkSiQTDw8MUCgXC4TChUIhwOEw4HCYajRKJRJifn+fYsWPkcjkt94hUIpEtor2LhR6Px2lqatLRLCKx5HI5ndgkMgygY+DNMEvZLjVrxLovFov62OVymdbWVnbu3Em5XGZ6eprJyUnGx8fZu3fv66F6pIWFxesYZyPL3Ar85mm2/4PjONvqfz8BUEptBt4LbKn/5mtKKfcrbaQZ024WB+vo6CAQCBAKhZiZmWFoaIiJiQnC4bC2mMWBKuGKQsrVapVkMqnlF3GKimQjUS6yTSx6l8uls1RNbV1CI6V9sr1arWpZRhyuItcIsYsFbx4rl8uRz+cJh8N0dHTgdrtZWFhgYWGBQqHAvn16rLWwsLB4Ac7oUHUc52Gl1MBZ7u9dwPcdxykCx5VSR4HLgcd/5RZy+ggZr9fLVVddRWtrK/F4nKNHj3L06FGGh4cJhUKcOHGCvr4+2tratPYu4Y8LCwukUiktjcjSfRLNsrS0RCaTIRaLEQqFWFpaYm5uTi+0IQQsCU1m6V+oJTTJACR/UAuvlDb4fL5ljmI5vpmYVCqVABgcHKSvr49du3Zx5MgRZmdnXyBTvR6hlHLM63aaz1+wvXG5RItzhlnHcdrOdyMsXju8kmiZP1ZKfQh4GviU4zgpoAd4wvjOyfq2VwRJ6hGIzt3e3q4X7xgbG2NkZERHoXg8Hp2cJNay1IHJZDIUi0WWlpaIRCJaQhGyluxPeS81Y2TBawmRFMvc5XLpgmJm3RuRYhpLJsgiIo3H8/v9etAQhyvUiL+jo4Pm5maSySQul+t81nt/WZDIJDl3mVHBqQJwsk3Wp5UB3Fx+0Excg1ODgPyXQbFarZ52wGh8/2IDzirGifPdAIvXFr8quX8d+AvAqf//b8AfAOo03z3tE6SU+jjw8ZdzUFPyaGpqYnBwkGq1yvDwMLt27WJ4eJhoNEomk6Gzs5O2tjYti/j9ftxuN7lcTi96nU6nAXRlRlm4WjRwIQpZpcnn8+nIFjPzVGq9mAt7SCSOy+XSCU5SJiEYDOLz+cjlcgAUi0W9ilQkEqFUKum4eFl4JJvNcv3113PfffeRTqd59tlnX07XnTeYJGo6l+V8ZeCV78lgKZ+JXCbbT7fEonlfyP7kN2Y75D7YsWMHf/iHf0gikaC7u5tSqcTs7CyHDh1iZmaGhYUFlpaW9AwsEAjQ3t5OU1MTvb29OpfikUceYWhoiCNHjpBOp8lkMstmYiLXna4mkpndbIb5ChoHoMY8j1+zgcniV8CvRO6O40zJa6XUt4B76m9PAmYIxxpg/EX28U3gm/V9nPFONW/oUCjE2rVraWtr01r74cOHtVUtYY+yaEY4HNaEkc1miUaj2voWbb1UKuns0kqlQlNTk67lLla5DA7ZbBZAL6knRGTq7pKFKlb40tIS0WhUyzLz8/PMzMxQLpeZnZ3VGbiJRAKllA7hlLIHUCvB8Ja3vIU9e/YwOjp61tfrfEKscel/k5DhhTkMcGoQaFxK0RxQ5b1ZY79xdS44tXrXwMAAH/zgB9m6dSsdHR088cQTPP3000xOTuqF0QuFAvl8nkwms+y6O45DLBYjEAgQiUQIBoMMDAzwhje8gY997GOEQiHm5uZ4/PHHeeihh9izZw8TExMAy2Q2j8ejz0nO2zQi5NxlxmYSeOM5wanCdSbMHA0xLCx+PfErkbtSqstxnIn6298BxLt3N3C7UurvgW5gI/DUK25lHfJgRyIRXTPd7/frgl2BQID5+XlaWlr0QyJRKKajUhyZkUhEV30US00QDAaXOTnNUr8iJch3crkcHo8Hr9ernaYir8iMwOv16kW5S6USqVRKO01lyT5Zycnr9RKNRvF6vRQKhWVWblNTE/39/Rw5cuRcdeurBtMPIddOyFiISzKAYbllL7+V2ZApwchA0eiHkX3Ia5fLRSgU4sYbb+T9738/F110EZOTk3zta18jm82ysLCAUoqWlhbWrFnD0NCQjpaS6y2IRqN6RlcoFDh06BBHjhyhpaWFyy+/nB07dtDT08Mtt9zC7t27+cd//EdOnjyp22m2vfGcpX+AF0hTZl+Z28xSHGbZazmehcUZyV0p9T3gzUCrUuok8AXgzUqpbdQkl2HgEwCO4+xXSt0JHADKwH9yHOecly5ct24dW7ZsIRKJcOLECYaGhmhtbQVgdnaWlpYW4vG4XulIpI5CoaDDDEXukPovEgUj5XyXlpbw+/3LrLelpSVdUTIcDpNIJPRDFovFtLMWaoOD1LOR7FallCZ92dfi4qJe3/XYsWPk83lKpRKjo6NEo1Gam5v1wDM7O6sXH+nt7V0RETOm3m7KEdJvYpkLUYnlaUYYmfuB5QQukNmRDKYtLS380R/9Ee973/tIpVI8+OCD3H777UxPT9PX1wfUrtHc3Bzj4+MUCgWUUnR2dnL55Zfjdrtpa2vTC6VPTU0xPT2t8ys6Ozt1jf7x8XF+8IMfsHHjRjZt2sT27dv593//d/bs2cNf/dVfcfz4cb1mrxC8nAcslxvN85QB3fyOWPmmRGUObgLzOBa/njibaJn3nWbzt1/i+38J/OUradSLQW7Y7u5uurq6CAaDPPPMMwwPD9PS0sLExAT9/f1cfPHFtLe3k8vlKJVKelHteDyuV1YSmJalRLEI6brdbu14DQQCOrTScRyi0ahe8KNSqWgSzmazy2Ljs9msduxKe+BU7H4ikWD9+vVUq1UOHDgAQDgcxuv16oqUHR0dFAoFvWC3z+djx44d3Hvvva9GN78qEA1aMoSFwEynaaPGLu8bnbHyWgYEc4bg9Xrp6enhC1/4Apdffjl79uzh3nvvZXFxEa/XS2dnJ9lslv3795NMJnXZ5+7ubtrb2/WqW8FgkGg0qsxBS+sAACAASURBVKW3rq4u9u/fz/T0NPPz84yNjRGLxYhEIqxZs0ZnR8/Pz/PUU0/xgQ98gKuvvppvfetb/Nu//Rv/8A//oGsBmWUrGiucNmrqZj+cLpLItNJNSUr66NXC2UipFq8NHMc57VRtRdSWgVM3v8fjobW1lUgkQjab5cSJE1pbrFartLe309XVpWvKmFEtor9LeGKlUtG1XkRHh1NWulj5Mg0ul8u6fo1Y4eZDKAQm+xBrLR6PEwwGKZVKzM3N6fLCXq+XSCSil+sT6765uVlH9WQyGdra2rTePzc3RygU0jOV1zsa9WP5b1b3FFIzJQix5kWGMLVrM1/AJLlwOMzNN9/Mhz70IZ555hn+7u/+jpGRETZt2sTGjRs5fPgwe/fuZWZmhm3btmkHaFNTEwsLCxw9epTBwUH6+/spl8uMjo6ydu1aqtUqTz/9NOVymXg8TqVSoauri61bt+qS0sVikbe97W0MDg6ysLDAbbfdxj333MP69eu56aab+N3f/V0+97nP8fjjj5PL5bQ0YxK2KcOY1rz0hXmucv+aeRRyr5p9bPHrixVD7nLDBoNB1q1bR2trKydPnmRkZITe3l6Gh4e1FZzL5Th58qQmV8dx6OzsxOfzUSwWtXba3NwM1DTwI0eOkEqltFwjOnwwGCQej5PP55mbm6O5uZlAIKDDKfP5vA5hNHX+fD6vo3HETyBhmyIhtLS00NzcrMMF3W4369ato729XSdXJZNJRkZGCAaDBAIBnXi1kh5cISshM1NXNi1Pk7zMSCST6EwLVyxVr9fL2972Nj7zmc/gdru57bbbGBkZYd26dfT39/P000/z2GOPkclk6O3tZevWrYTDYSYnJ1FKsXPnToLBIAcOHCAej7Nu3To8Hg/t7e2Mj48zNzfH1VdfrQfZpaUlpqenSafTzM3NaWPiscce4+GHH2bLli1s27aN+fl59uzZw+HDh9mxYwdf/epXOXLkCJ/85Cf1yl5muKtpGMiyjWJYmDMV+T6gfQPyuXxftln8+mJFkbuqZ5mGw2Hcbjdzc3NaSgGIxWI6nNEkUYmakYdDLG7ZLpEuYrGLduvz+YhGo0SjUebm5shms9pyzmQyy8LlhJgkrFJq2BSLRR0KGQgE6Orq0hUi0+m0bpcQVnNzM9FolGKxiFKKfD6vZxHd3d1Uq1VdpmAlwCQYM/qj0Ro1ydokqsaQU7mGIu34fD6uvPJKvvSlL5HP57n99tsB9ID8+OOPs2/fPsLhMDt27MDr9XLxxRfrDOdUKkUsFsPv99PT06PlOL/fTyQSYXFxEYD+/n7tI1haWqKpqQmXy0VPTw8/+clPSKVSDA4OcujQIX7xi18wOTnJW9/6Vjo6Ojh+/DhPP/006XSaG2+8kc985jP87d/+LaOjoy8YwMwQ0MYlHE9nkQuZS70ir9erfUg2XPLXGyuG3OWGjsfjtLe3EwqFOHr0KNFolFwuR1tbG93d3TiOQyaT0eV7HcfRGnsoFKJcLjM1NaXJv729nUqlwtzcHI7jkEgkdFjchRdeiM/nw+fz0d3dTS6XY3R0lLm5Of0QRqNRbc1J+0RaaW5uJpPJMD4+rmvSSI2b5uZmpqamqFQq+Hw+ncTU2dmpF+XOZrP09vbqImTT09NaZpqZmTlv1+LlQojGLABn6s1mAhKcknKAF0gvkjDmcrkYHBzk/e9/P7/7u7/Lt7/9bZLJJE1NTbS0tPDII4+wZ88e1q9fz5vf/GYALrvsMsLhMPF4XB8nn89TLpfp6Ohgfn6eQqGgS0mLk1XyFsLhMIFAQA8spVKJ7u5u+vv7KZVKXHXVVVxxxRVUKhV+9KMfceutt7Jp0ybWr1/PJZdcwtDQEP/0T//Eb//2b3PXXXfxsY99jGeffXbZTETI3rTihfgllFLO30zOM+UsGwdvASuI3AEtr0QiESqVCsPDwwSDQWZmZrjkkkuIxWLaghHLUCCp/xJGNz8/j1JKa+H5fJ5EIqH11mPHjhGJRADI5/O6jEEkEtEWkpBWoVDgwIED+P1+otGoLkAmkgvA/Pw8zc3NtLe3a6Lo7OykXC5TLBZZXFykqalJP8Si07tcLk6cOMHS0hKTk5Naa12J66fKbMnU2k3SMjNVRZIwHYzyO7fbTUdHB5///Oe5+OKL+eEPf8j8/DxNTU0kEgnuu+8+Tpw4wdVXX60HyksuuYSmpia9tKLjOHrmJ74YmVGJdQ6nop4A7asRmS2Xy+nrLFVBpTzFm970Jg4cOMDevXt1eOumTZuYmZnhpz/9Kdu2beNv//Zv+f3f/33GxsaWxaaL4dHoNDXP3/RFNIZMmiGnFr++WFHkLg+VPPzZbFZbsqFQSD+U5gIY4qQUazwUCmlnbDqd1tNuqKXKi3UvTipxlIrVKbHqQgKNsoMQwNzc3LIwSaVqqy+1tLToxBVThjAfRLfbTU9PD47jMDs7u6wGvTzgQjivd5gDrBnpYerupiwh7xv1d9Oy/c3f/E1uueUWUqkU3/jGN5ientYLmPzoRz8iEAhw/fXXs27dOtxuN0NDQ7S1tWmpRQb5dDpNsVjUoaoul4u2tjaampq0PJdOp5mfn6dcLpPP5+no6NDkOzExQaFQwHEcPRB3d3czMjJCKBQiFArx1re+laWlJe6++26eeeYZBgcH2bx5M8lkkpmZGe655x5+9KMf8dd//dc6U9nr9b6A4AFtoZvELZKN3PvSVx6PZ8WUqLB4dbBivHJiufX29qKUYn5+ftkiF6FQSOvRi4uLOgYZIBKJ6Ol3MBikq6uLrq4ulFJkMhlaWlrw+/3awRWLxWhtbaVSqRAKhfRyeSa5BgKBZclFbW1tmogkRFKssXA4THd3Nx6Ph+Hh4WX148USl1K/09PTLCws6EGiUbqQGH0zhPD1jMYoGTP01AxlNAnLzMY0SV4pRU9PD3/yJ39COBzm0Ucf1Vr3z3/+c/bs2UM8Hmfz5s309vbS0dFBe3s7nZ2deoZgOnVbWlq0NQ+1MMpEIoHf76dQKDAxMaGJUpLXpP/FwADo6upifn5eGwdS8jkcDjM1NUU2m2Xr1q2cPHmSRx55hAMHDlAqlZiYmGDv3r285z3v4aabbtKZ1XBKyjIzVsUYMKNiZEAQYpekL1kG0uLXFyvGchcCiMfjuN1u5ufngRpZRKNRbQFLkTEzw1EqOwpZBgIBWlpaAJbp4KaV1NzcTKlUIhqN6th4IQchZQm19Pv9JBIJXRZYFu2QMEshA5GTKpUKk5OTejGQdDpNOp0mEAjouiYyQ2jUYlfSdLsxM7MxAgZOxXHLTKQx3htOkdqWLVv47Gc/S6FQ4O6779aZpXfeeaf2kbS2tjIwMEB7ezvxeJxCoUAwGNQ5BuKErVarOutUrldPT49e4CWZTHLo0CF9fCnRnM/ndcKa5FpIDSGJZpLyFZdddhn33nsvqVQKqCXfATz++OM8++yz/N7v/R5Hjhxh3759fPKTn+T666/nlltuIZPJLLvOQtQSAGBe/0ZJy4x1Xyn3icWrgxVD7lCzwHt7e/F4PIyPj+u6MB0dHZo0ZXEOkWJKpZKWbLxer46uiUaj2nqXjFORUrxeL62trdqhJpY/nLIqC4UC6XSafD5PV1cXiURCZ6iKVDQ5OanLDkjUg9S1mZ2dZWJigmq1VvhMUuVlxiFyz8TExAuyaaHmHF4JaAzdM+UXGSTF2mzU2E1nYiKR4Atf+AIDAwN861vfYmlpiebmZr7//e8TDAa54YYbaG1t1UQbiUR05EgsFgPQvhXJLRALXmQykWZSqRTFYpFgMKjLWUjRMclRUEotC42sVCrE4/FlDvx8Pk80GiWfz3PxxRfruvwzMzMcPHiQ7373u7zrXe9i3bp1/OxnP+Md73gHX/rSl/ibv/kbXZsGTiV3ycBoJoKZ2bqNoaUr0S9jce6wYmQZQCcoDQ0NceDAAZaWlnTNdZFBzIdLQteEEIWsxZKWJCXR6dPpNKOjo7q2SCQSWZY8JUWfgsGgzmSsVCqa0EXPN4tDCaGIHOHxeAiHwwwMDOjyBX19fWzcuJHW1lZtmR0+fJjDhw+TyWR07XeRgCSOfiXA9C8IUTcm6JjvG2UY+bv22mvZunUru3fvJp1Os337dn72s5+xuLjIxo0baW9v11FIra2tuu5QJBIhEAgQi8W0k1ayTsWPIgN/MBjUg384HGbNmjVEo1Ha29v1DEyuj8hpYjxI+Wlz6cSlpSV8Ph9tbW309fURi8WIxWL09fVx8cUXEwwGue+++xgeHmZubo4f/vCH3Hjjjbz97W9/QT+Z/fNiiV+mxGVGJln8emLFWO5KKU3ko6OjpNNplFLaKpcHzdQnzciDYrGo9UlAL4Qt+r2U9M3n8+RyOeLxuE4uarSOZCCRfYlTTh5+WF4EyzwHcdaKti/ZtZJYJc67arWq13IVmUn2IQt7vN5hOksdp1YBUcL4xGqWvjWjY0zrXazwm2++mWeffZann36a6667jocffphyucz27dvZsmULoVBIS3Zy7GKxiN/v14Qri5cLIcOp+i0i15RKJZ3wJgODhN4KeZuOTsdxaG9v16+lZPDk5CTBYJBLLrlEz8qam5spl8skk0ld/yiVSnHbbbfxzne+k0KhwP3338+nP/1pHn74YYaGhpYlJcHyGvjmezPBaaXJdysBN998M6FQiFKpxNDQEAcPHuSqq67iyiuvZPfu3eTzea655hre9KY3cdddd/EXf/EXy0JpG69j4zWS7zXWDjJnYiJhCgecyWG+Ysg9FArR39+vy+WKNW46wCRWPBaLaaLP5/M6MzWZTBIOh0kmk1qLDQaDHD58mLVr19LV1YXb7db1YcTBKkQjcooQ0eLioragzfVUJdswk8ng9/sJhULLohzkgop0kE6nNaG1t7fr2vNTU1M6gUmif2Rfkv26EiB6selMNSUXMwlHbnDJvFRKMTg4yKZNm/jud7/LyMgIgUCAxx57jMsuu0wvtSiDqrnIioShSoVNcZ7KA2OW3nUch1KppIlbZkvSjmAwSCQS0Va+DE4SfisPr6ylG4lEtOEBtQQ7GVgcp5Z5XK1Wdfjrk08+ydatW3nmmWdYt24d73znO/nqV7+67H6RfmyUYUy/hhDCapRkvvjFL+JyuXjggQeIx+M0NzfT0tJCIpHQRfe2bdu2zCiIRqPLJFCR2Hbv3s2ll15KLBZjaWlJfy5hypFIhFQqxZEjR/Rz19LSou8tpRSjo6OMjIzwpje9iYWFBX7wgx8QCAS48cYbGR4e5tvfrpXgMhfyMY0W8/rBKWNIjJ3Gaqnm7O1sZmUrhty7u7t1pMyJEyfIZrOaOCWjsFQqEYlE6O7uJpvNMjk5qeuwmASfzWaJRCJs2rRJW+vr16/XFpYMFpLsImFwExMTnDx5klKphN/v1yUCentrJewbHbk+n4/FxUW9rmtTUxP5fF4/pGaVyUwmQyAQoLm5GaVq1QkBhoaGmJyc1BZiZ2cnuVxOO+le7zAlLTg1exGtXQjJvNFlQC2Xy6xdu5ZPfvKT7N69m2effZaNGzdyxx13sG3bNh27LrMmOLVcoazG5fF46O7u1s5rsc7N6CM4lcY/Pj6uB9V8Pq+zSOWaJRIJbUTIABIMBnVtI6kbI2UqJOwyFAqRSqXIZDI8//zzBINB2tvbGR0dpbW1leHhYX75y1/S29vLj3/8Yz7+8Y9zxx13MD4+/oJB0Jz1mFFI4vCX2ZFp9Z1rKKX0Kmcy0zQHGLMIHJyK/hE/i1xv8x6Q6xAIBPjUpz5Fc3MznZ2d7Nq1i1/84hfce++9DAwM8Ja3vGVZSW6Abdu26cQ/uUbZbFbPvCTgQdZjiMfjjI2NMTExQSKRoKOjQw/o4XCYkydPopRi48aN+nrLzD8Wi7Fp0yaamprI5XLs27eP6elp1qxZw0MPPcTS0hJ/+qd/is/n4zvf+Q6Li4vLIuukPxpnreYs1xygzWfCfI7OhBVD7rIOaqVSYXZ2Vi8eLRfYjMhwu926FotMzcWSCofDulKk2dFC1oFAAJ/PRyaTAU5ZSyLXCBkEg0EdAXPBBRfoxRwknj0WizE1NcXi4qKeqsdiMV1V0kwnF21e2iRkIqQlkTQSuicLjawESDvlpjXjt83+N30KJpG9+93vZseOHfz4xz9mcnKS2dlZNm3axAUXXEA8HtcEI+vfhkIhfD4fCwsLzM/P4/F4KBQK2rqXDFVxnpoLrgwNDZFMJkmlUrqMRLFYZN++fQwODuqHPBqNakmwUCjokgUSOlupVOjt7dVF5kxSOXz4MBs3btSE0tnZSSgUoq2tjeeee462tjaOHTvG0tISN910E//8z/+sSVwGSXMGKLMceW3Oel4L673RUW6GcJoWZ6OMZDp/zVmc2+1m586dOhN9dnaWo0ePks1m2blzJ11dXTrU1AxHFet6ZGRE142S2TTUSoGPj4/r78rzaLZz7dq1uh0tLS3kcjmdFS6zZ1Niq1arOoAjk8nwy1/+UvPOunXr+OhHPwrA17/+9WXnJ+cvA6MZZGBymCgAUnpcfg9nVzdoxZB7Z2cnnZ2degplJhYB+sGVGyYYDNLU1KRrwAhRylRbLpbEvku9d7H2ZJEPWXhD6sPv3LlTR9OUy2XtJINTA0GxWFwm2+zdu5fJyUkOHjyo5R/R76S+++zsLJOTk2zbtk3flOJ8O3DgAE1NTXR1dWkyWWnRMqZFZ9Z0N0nBtETF8bllyxY9u4pEIhw4cIDt27frZDbJ1hRHqEQVtbe3Mz8/T7FY1FJJNBoF0DkKcj/I78XaCwaD+poWCgX6+vr0bG9qakrr9xIiaVpYfX19+oEEdH5EOp1m9+7dVKu11bYikQjz8/M6nFLkOfG5PP/889xwww38+Mc/ZmRkRA9AsPzBNgdD6UshjFcbMsCYMy2zAFrj7EJ+Y0phjcbZhz70Ia688kri8TjDw8Ok02kOHz6syzL7/X6d+S1BEYuLi4yPj9Pc3EwsFmN6ehq/309fXx8ul4ujR48yNVVbPE58XIFAQA+sEuYq103al0wmmZqa0qVNxJCoVCqMj48zNDREsViktbWVm266iUKhwM9+9jPuueceotEol19+OR/4wAeYmJjg7rvv1tdQ7juzMqhprct/c5v4D1/OdV0x5G7qpWJBwXKLQZJIpIMk9FEShmTk83g85PN5TfSiY0u2nzjTJEuxXC6zdetWXb9b9i3TLZOYxMJyu916mb2lpSW6urqYnp4mk8loS0Au8uLiol5IREZoSUqRAlXizJOl4ISoXu8Q4jElBXhheVux2k0i6O/vZ8uWLRw7dozh4WFSqRSBQECHHkqBLLHARQuXWjGtra362ogmL85V8dnI4C5ZwVKGIBKJaIs9EAjoUr9SV6inp7buu0nsksdg5lw4jsPU1BQHDx6kqalJ+3wcx6GlpUVfUwmlfPjhh7n00kt54okn+OIXv8hNN93E1772tWWONjNaxyT2xkEzGAy+6lFV5qAj/WH6BOT6mgOSPHdmUEIwGOSqq67ijW98I9VqlX379lGtVnnyySepVCq0trZqOTSfz2tSLhaLpFIpFhYWcLlcdHV1sWbNGtra2vTzVSqVCAQCy3JHZDnFmZkZPQPfuHEjbrcbn89Ha2srTU1NXHjhhaRSKebn53WhP4mO6uzs1MdPJpM6obKzs5Mf//jHOI7DyMgIt9xyC4FAgO9973v6njMT4UTea5yNm/4W+Y4EWZzNzH3FkHtXVxexWEwnicgapWbIWCQSIZFIUCwWdSdEo1EmJiZ06r842SRMTZyXop1OTEzoCyhlfy+//HL6+/v1Q+U4ji5MJvuRiyQebLHGXC4Xa9eu1ccaHx8nlUpx8OBBFhYWyOfzTE5O6kW3U6kUkUhEP8hynjJyh8Nh+vr6KBQKfOQjH+HWW289j1flzDDJp1F3l9eN8dlQ08YvvPBCIpEIzzzzDJOTk6RSKb12rlxjuX5CqmbWr0hAYmU3OiDNaX25XNYPtJBGsVgkkUjQ1NSkK0dmMhlisdgyUjPXefX5fCwtLen7Q0pkSHhmtVrVi2mLr2Z6eprJyUkWFxdpbW3Vi7g7jsP111/P17/+dS0vmMQu700HsSl/vNrS3emscFM/N6PFGh2AZkSIy+Vi48aNvOUtb2F6epqZmRmtRe/du5e1a9fidrv18yKBD+LPmpub03kJbW1tJBKJZZFrPT09TE1NkUgkcJxaSQ8xFiWHRfJQZEYgBtzMzAzpdJqFhQV9j8kCL7K4SzKZZHZ2FkA7bB977DGd05BOp/md3/kd7r77bgqFgpZjzMHahPmsmCHYYnia5SZeCiuG3CWK5MSJE5rUJQJBTlym6el0mlKppFeqX1pa0gtKR6NRMpkM6XSa3t5eLb/k83mCwaC++LlcTleb7OnpWTZ9KhQKjI6OMj09jVKK7u5uLZOIvr64uEgsFtP154PBIH6/n61btwI1Gempp56iWCzqaoPhcJjh4WEdWy0WTiAQYHZ2ljVr1ujvzszMrIiICFM+E23c9DUIGsNNm5ub2b59u+7PsbExwuEw11xzDX6/X+uwUntf5DOoEYlo8ELgQjTyGtCzgEAgoHMRxOcig7ZoqoODg3p7qVTS0pt538lsUCxG2S4LxJTLZdLpNCMjIzQ3N5NIJPR9tmfPHq3VP/fccywuLvLoo4+yYcMGotGont1J3RnpvxfLTG2UQ14NnC7io9Ep2OhcNa+5aNhSjnliYkIvcwmwf/9+IpEIl112GdFolGAwSEtLC8FgkEwmQ6lU0gX45JqLJS2L+vh8Prq6umhubiafzzM2NqbJOxAI4Pf76e3tJRQK6Ux3yXKXe0OCOcyFe4QPYrEY8Xhcz7gTiYQO0Ni1axeXX345P/3pT9myZQt//Md/zDe/+U2tFszNzelsZJFhGkOnTd+KfE/+nwkrhtzFep2fn9dlV2WUlQdLHjrRsovFIl6vVy/Bl0qldEGuxthTMyY6n8+TzWZ1zLPo8KIpLiws6CXXZLFtuZEkQ3Jqaorx8XGtAXd3d+tMVZfLxfr167WWPD4+zvHjx/UDXKlUtENI5KZUKrUs4Ucicl7vaLQ4TEuz0Zo3b9re3l42b97MyMjIsrVmA4EAbW1tZLNZpqamllnAsl9xhgpRA9r6ERIIh8Pa0p+enl622PnExITWaGdnZ/H5fGSzWT1Im/HG5nnIe/kcaoEAcg1HR0dZWFhgcHCQRCKhF28JBAJs3rwZqBkHUjZh9+7dXH311Vx//fXcddddy/RpOaZsa/RXSKkFA26l1M+AAWrrHv+e4zgpVfvSV4DfAnLARxzH+eXZXFtTYpO+NAlf2mW215TIZMD/yEc+wtvf/nby+TzPPfecltxmZ2cZqCf7SeSalGDo6urSCYoy4MraC5KQJlKry1Vb4+HgwYO6LbI9GAyydu1aXRNI9iczM/HPLCwsMDc3p7kB0FE4F1xwAblcTlvlwWCQ1tZWbc37fD5OnDjBDTfcwNDQEI888oiWWaVf5LUcW4wD07o3n49VFS3T1NSE2+1mdHSUtrY2ksmk9pBDzQqQNUaj0agmadEypYjT2rVr8fv9tLS06M6KRCK6wp9YfH6/n/b2drZs2aKnY8VikePHj/Pzn/+c+++/n9bWVoLBIOPj43oFpTVr1hCJRJienuYXv/gFhUJBr/F6zTXXcOmll+rwTGn7tm3b2L9/P9/4xjcA9CLboqO2trYyPT3N3NwcStUW8JidnV0xC3Y0aq6mTCM3sGn9uVy16owdHR3s379fJ5wJsUqGr9vt1pFTstKVRFDJwyEPM6A1XrHKpATB7Ows8/PzeqFyiWcPBAKaMDo7O7WfRxzgUncIlodYmpEPkilbLpd1RUopY6CU0ve1lBRoamoinU5z4MAByuUy8/PzDAwMvMBx2Rijb9aYEaOgYfDvAu5wHOevlVKfAz4H/CnwdmBj/e8K4Ov1/2e8puYswZyxmDOGxogouf6AXjjlN37jN9i4cSM//elPdfb37t279bnK+gwSTuz1esnlcqTTaaamppatS9zS0sLmzZs1uYsVvmbNGtxuN8899xzPPvssLS0teqHz5uZmPB4PY2NjJJNJXZdocXFRG2onTpxYJo2l02ntv6tUKqxbt458Pk+hUGBoaEhHUqVSKdatW4dSirGxMf7zf/7P7N69m6NHj+r73iRt83mQvpI+lO+cbYLaiiF3eVCk7rqEuZm1SSQONRwO62JhIqNIDLoZbic3v0RZZLNZXWdGnCxmjXilFAcOHGD//v1a35PZxNjYGPl8XuuzHR0dOv55ZmZGL5Td0tJCX1+fdojKOfT09BAIBFhcXFzmVRcykvBMWeJPoipWAoTITQebbG8kftku1q1Ms6W0gMvl0mGwl1xyCYAmanGGyj4kFh1OadBSQM48rlzfr371q1xyySW88Y1vpKWlhba2Nt3HS0tLLC4u8v3vf59Dhw7xnve8h66uLjo6OvR9acZyC8EK8Upcu+wL0IOBFJ4Tmaenp4dnnnkGt9vNk08+yYYNG4jH43rRFtPPJIOJGVJ3uj4F4sB36q+/AzxIjdzfBdzm1NjiCaVUXCnV5TjOROMOTJhhrfJe/FGm5SnSi+kHEaJvb2/n5ptvpr+/n4ceekhbvkLKUkk1l8vpwTOTyZBMJnUU0po1a/TsXPo1kUjoZ2lhYUGvQyzyaVNTE3NzcyQSCQYGBiiXyxw+fFg7RD0eDyMjI3g8tdW6Ojo69L69Xi9TU1PE43EWFhbYt2+fvqYyC5Rs956eHkZGRvQsfWxsDJfLxRe+8AU+8YlPLAtplj4xQzPlHjLvJ+nrVZXEJBaSLHNXrVZ1NAqcWneyra1Nxz9LbfaZmRldt120cK/Xq1fdkeXvUqkUw8PDejRdt27dspWWFhYWeOCBB8hkMgwMDGgrIx6P60U6Dh8+TDgcpqWlhcHBQUZGRnS9mscff5y5uTkuvvhi3vjGN+rpqWjMmzdvDhCaEgAAIABJREFUZteuXZrYTedJKBQimUxqicLn8zEwMMB99913fi7Iy4BJOqYUZlosjaGJ3d3dens2m9Waq+M4ul6/VGQUrdSMGJEpuzjWhHSElEyryev1aifpT37yE3K5HFu2bOGCCy7A5XIxNzfHY489xujoKMPDw/T39+tkN5nVmYOWmdUsD6GQmwzYIvGJI11mi+JAlzZK7LwYNGZ0keM4unaP9NWLEDuARwjbcZwJpVR7fXsPMGp872R920uSu1y/xrh2k9xlwJHPhNjlul9zzTVceeWVzM/P60S9arXK3r17SafTDAwM6FBDM9tXHNJ9fX26phPUghii0SjpdJrjx4/riDWv18vY2JiWeWT9ZVnneHh4WPOJ3+8nnU7rxMVqtUpbWxutra26/pRIUMVikfn5eR3IEQqF6O7uZmFhgZmZGTweD8eOHdOZz263m/Hxca6//nrWr1/P888/r89ZjE/Tt2fO0ExN/mz9KWckd6XU/wRuBKYdx7movq0ZuINzqN+dCTLtllBC0dOE6EX3lk42IyHa2tp0Cd8TJ07Q1ta2LI1cPOPRaJR4PK5jnaW2jDhqJiYmKJVKOjNNnDUbN27UCVNiKaTTaVpbW3Ech4WFBb0wyJ49ezh58iTBYFCv6Sma4YUXXsijjz5KLpdbVkNCdEAh/Gg0ytq1a1dEOKRJRo06caOeaIZ+rV27VucdiNNJyF/67NixYwB0dHTo5REliUXqwkhEjdSeESI1H5x4PE4oFOKDH/wgs7OzBINBXV9fZgA+n49Nmzbxjne8Q8t+UiTOHCzEwpK2Sq6EmYwi9YKErMy1AgCtHztObclIMTJMx6nZv+YM1CTYs8TpxNvT/lgp9XHg4/JeBhZpt+jhErEkvpZGix1qy1F+/vOfJ5/P8+CDD+rZ8l133UU+n6ezs5NkMqnLjZhatljxk5OTdHR06JXSWltbKRaLy4rtFQoFvS/znhGfnWSxB4NBmpubdWay4zh6JphOp2lpadHRbHJfxmIx2tra9DKc6XSaiYkJLZ329PTQ19fHL3/5S6666iqCwSBKKY4fP84nPvEJvvzlLzM7O7vM8JD76HQzMOlv8TOei9oytwL/A7jN2PY54OfnSr87G5gZpWItiUUrTilJbJGbSGJ8JS5VOt8sXgWnpsliKUnBHzNCoVQq6TBMcdgODg7S1dWlnWZyM1UqFT2iiw4sbZFSwbOzs8umZY7jaKeOOYU1H1aZmYiMJP1xjnFOHW9C7MAyy9wkBVheDdLj8eioJtN6lWQkqS0kBdfEATk1NaWzSxtvfI/Hw+bNm5eVDRBrSfrc7Xbr5KdEIsHCwgKHDx9mw4YNbN26VSfJeb1ePX2XqBkhWSnpLA42GUwAbaWb4YESyin+k1KpxNzcnL6Xc7mclu5eLH68Ufs2+9NAWeQWpVQXMF3ffhLoNb63Bhg/3bV0HOebwDfrbXcawzHFQSqWucyezIiparWqSbq3t5fHHntMOzcPHjyos3UXFxdZv349bW1tRKNR/XxL+ZCuri4AnXwk/ZPL5XQfyOApZT1E0pEBx+v1cuzYMTZs2EBzc7OWvhYXF/XzJXKTGAmdnZ2Ew2EKhYJeU0LIPh6PUyqVqFZr5b7D4bBexGVkZIQdO3bg9/tZWFjg2muvZfv27dx///3aODCDPMznQe4Vsd7P9rk/o3DjOM7DwFzD5nexXL/7bWP7bU4NTwDx+o30iiHWj4ykLtepNGBJ64/H49pJBvDcc8+xf/9+XYWvs7NTL1gtiU1iNZfLZb1Iw8LCAqlUir1793LgwAFyuRzPPPMMP//5z0mn0ySTSVpbW9m8ebMe0eVG8vv9ujqhJE/IzEH0YCEmsxZNpVIhGAySSCR0WrQ8PKIxb9iwgaamJpqampaFjJ1jdFEbuDcCP6c2cMPygfvj1AbuM0Km5CahmQ97o0Yr/5uamjhx4oS2XNauXcvs7CyHDx/m4MGDnDhxQhNtNpvV0ptIaPPz89qhnkwmdRVROOWYkhkRoGvDSLx0tVrl0Ucf1dNwgZC4DDRiqYq8s7S0xNjYGM899xwHDx7kyJEjjI+PLyNjuf7i4xH5QHwpIyMjukiVXPt4PK4jpBqdxWalSjOJqAHzwIfrrz8M3FV/fTfwIVXDlcDCmfR289o2DsoSpWMOYmbEkpzrpz/9aS2/BINBjh07xoEDB3Rxv23btumSINLXUhJkaGhI+9Okdozo3aYjW0hf1ifu6urSbZIw6N7eXl2eZGZmRtf/byzdnEqldAkSGbxFMgRIJpNMTk7qbPadO3dSqVSIxWJ6Fn/y5EktKeXzeT760Y/qayd9JgTeWEJCPhcefDVDITvOtX53JlSrVZqbmzUJAjrUTaaxPp9P3+TZbBav18vAwAAjIyN0dnaSSCS44YYbmJmZYWpqiqamJv3gDg8Pc+LECZ3EFIvFOHDgAOPj48zMzPDII49w8uRJHKe2XmZvb6+e+rndbp05KhcoHo8zMzNDb2+vrgeey+V0mYT169fj9/v1rAAgm82+IIRP4qhlKUAhB6kq+CrgnDvezPhyse4aQ+QkRBHQ8psZNy71WRYXF+nu7qalpYVKpaItJOnLXC7HwsKCHkw9Ho+uR+I4pxbFNsMiAR02Kw+QUoqrrrpqmQQIy6M/xBI9HanJLE4IUBKjAD2LMwcWIZHDhw9TLBZ1dI4M/uJsNCNkGq13+ROZpwETwG8opf4jMAK8u779J9RmY0epzch+/2xuErnvTWvStODNmYTpT3EchzVr1rBhw4ZlctsDDzyA3+9ncHCQgYEBmpqa8Pv9OlLF6/XS1tYGwMaNG5fJP6a1LsdQSmlOkKgVkWJlFhiPx/ViOJJsJrKZzKZk30K4UobCnOEXCgVdLVbuWXMdA5fLxdDQELlcjmuvvZZAIMDzzz/Pzp07aWpq0vkyAjOc1MwRMJ+ds8G5dqj+yvrdmWDerKaTSiwG2S4ygCyHJlaPhKSJ/ipRGJKdOj09rZfNc7lq9Sfm5ub0tDKVSi1zvokeLw+cWIHSlmq1SiqVoq+vT/sFxCcg5UqlrfIn5G7G3MoNLMQjSRaS/PIq4Jw73syH3/wTNN7AEvnS1NTE5OSkJizRufv6+vQD6PHUFqqW6y1EKJERkrsgS+3J9WmM9DBrxAg5Li4uLitOJ4kqUrLg/2/v3YPbPM/rwfOBJAgCBAmQAAFeQYpXUbJsypbkeyynduX4kk2apE1nfvvb7SXTpr/MbieT2bb/dNrMtJlO0pnupE3W3bi5eNskbra1p5G9viqWLdmOLIkSKZHinSBBEvc7QQDEt3+Q59ELWLIl25QoGc+MhiJ4wcfv8rzPe57znEPmDhcfVmrkMFNqoLKyEn6/X+BAwm2swIjzBoNBYW2p/P/SpinPk8oU4/nkPcqfYeEAYF3X9U9f4troAP7kg67hpa6peh15b/L//Dv5dS4ElZWVeOCBB1BbW4vR0VHkcjm8/fbbWFpaQkdHh8Cp9LMlPBeLxTA8PIxsNos77rgD+fyGvaXf75fCjzspkikSiUTREFs8HofdbkcgEMB3v/td3HXXXdi7d69QTnk+ORRHKJg5geJ+i4uLQtAoFAp48cUX0d/fj5aWFlgsFqytrcHn8yEWi0HXdbS2tsLn88HpdOK5557D5z73OaE233bbbXjllVdECroUYmNxwIR/NT4OHza5r3yc+J2maVfU/aEGO7CBX5JBw9f4cKZSKcTjcbE1o50eqzUqQ4bDYaTTafh8PqEy8gZNpVLiu2mz2dDb2ysyuyaTCUtLS4K/qZAMt8WxWEwwYVbjVIxraGgQqiZH1OPxOHw+nwxh8DjYT7BYLEin01hcXJQH+hpPqF7Rwl26aKtQiNok5tdUlUh+L/9WQmaapiEYDIpuCABZBK1WK+rr6zEzM4NAICB4ezgclmqLOjCsfplkNE0TxhNwMXlzy09Yh1POJpOpaEqUVSspuIVCQawXyW6pqKiA3+8vmseIRqMiXqXqhdTU1Ih0AcXxVldXZVHg8bEnc6kK7momGD9qqAwONk/5utogVnsBRqMRPT09WFpaQiKRQCqVwuuvv46GhgbBvlkx67ou06ec5CYllYsAmWqEVgDIrAKxcA61kbZcW1uLJ554QtyxSofOeJ10XYfNZpN7kTMw1J0i24YaPslkUgyFKioq0NfXV9R3ePvtt+F0OgV2+/Wvf427774br7/+uiRu7gZ5TOosiBpXUr1/2OT+HDZwu2/hvfjd/9A07afYaKReMX73QaFyP9VpOLWBoz5snC5j1cXEwoca2Egi+XxeKnY+tCr7gRVyfX29TI0yEff29kLXN8S9GLwIa2trctNx5WdFTniAOw2fzyd4Hr06VQyOipZMDFarFS0tLVvlxvSRGm+lTTe+XjrgokIal3qNlTmv9dLSkkwl8vtoRl5fX4+enh50dHQgFAphdnYWXq9XqrhkMin3idoDUCtb3k9slvNh4xQxm+KE4rgIsArnPcdqLxqNyvXh7ASpr+Rg53I52Gy2oqlNVqSE+LijUEkAahNe3cKrzVV1sdyqUOE19jpK4RG1mq+oqIDdbkdPT4/ApqT33n777SLjTCYIyQjV1dXyDGazWaysrIiLGQ13eM6ampqkGcpdFxcfg8EAq9WKUCgkqp9ra2uora2V3RhhpdLFk1TVQqGAhYUFEf4zGAx4+OGHhUFlMGx48HKxJqOK7LuXXnoJtbW1OHjwINbX1+HxeERbnsUOfy+fCX5kYXSl1/ZKqJD/BuABAA5N0xYA/CU2kvrPPy787kqCzBg+mKzo+DARGysUCrIdU2lprCpWV1flQVxbW0M8HpfVtqamRqhJZKvoui6GGVarFTt37kQ4HEYkEoHP5xMTCF4Uht/vx549e2TYgQ8kJUopT6Bv0quY5MirT6VSUhGqYmW9vb1oaGiQKm8Lgo23j23hVm9GbjN5HdUKD7g48KQqblZVVSESiSCZTIqJChvnbICxYUXKocosoewvR8mpBcIqXmVYARuN1ng8jkAggEJhQyiK1ZjK2lpbW5PdGQ1e2GijDjh7JvRxJeWWfw9pmOwTOZ1OuN1uUTnkVDa3+KoUtZrUVbz7fZqqH2twESGcwXNYOnOgLqq7d+8WMwxd1/HOO+/A4/HglltuQaFQwPj4uPwOav90dHRgx44dqKurQzqdxsrKiuzYVE1/u92OxsZGWbDJRCIOzsWotrYWy8vLaGxsFCaOWuHzvclPb2xsFKbc6uqq7OCy2Sw8Ho9Ii/D+bWxsRFdXl0CEiUQCVqsVg4OD8Hg8+Nu//Vs89thjyGaz2LdvH/bu3Qufz1fUq+Dxq3MU/P0qzfv94gOTu67rX77Mlz42/O5Kgw+KxWLBzMxM0Yngg5nL5VAoFMQQmdspm80GTdMER6+srMT4+DjMZjNuv/121NfXo6amBkePHhXMTxVo6uzshM1mQ3t7O5xOp8j/Aiiq/LmFZMXNRYZJjBOofBA5ls6qgAp3rOyYxOgs1NDQIJX9FsXH1njj3wi811qPn6uUVH7f6uqqNIwNBoMsvjQQ5+vc8iYSCTgcDng8HsHsqbvOaoh4KY+JzBYAAimwgq6trUU2m8Xp06exe/duwfiZAMhtz2QycszqteX9l0wmRea5vr4esVhM+NgmkwnRaFR6L36/X2QW1N0aAKHnARfhrVJ8GyhmJm1Rs70oeN3U92JCV5ORCsM1NzfD7XZjdnYWwWAQgUAAX/jCF8RljYUbz++5c+eQTCbR1tYmipksekg7JLuJix+PR13kuPhwCDAcDiMYDMJsNiOVSkmRxsWA/Rz+PCeJKVESCATQ19eHuro6MRFKpVKIRCLI5XLCsiKsSgi5UCjAarXKbjKbzWLPnj04fPiwnEN1h8brqxZFXFCVfsol44aZUK2srBTMlENFKnShVl28yOq2EUDRQ1koFBCNRsUth911Fbbh61Smo2l2LBYTWiK75mxuqmpyrBqBYp4qm4NcQNgk5eQlEx8FkIjDqjCT2qz6mONjb7yp22JGaXWnsmnUasdgMAh0wV6FKqfMj2RRtbW1wefzIRgMyq6MuL7aGGMCUL1X+ZEwisViETMW9etUkOQDqD58ajOWE7JOp1MqS0J1bOTn83np73AxWFhYwK5duwBAYCFy5tVdEO99lVbK14ErE5f6KKHiwmrBUnp91eNwOp3CMCEzqLa2VrRauru7iyixHAyMRCLQ9Q2rSe5yjEajSA3wnmAzmosgmUjqnEkul8PY2Bi8Xi9++7d/GxUVFQiFQnLuKGWgJs+GhgaZRqdvM/X/uThzcec9S0iJ12Jubg4GgwH19fU4efIk9u/fj/X1DSVQ9V4Cis1tGDwnwEWHs/eLGya58+ZmJ5t4mlqtaJomgy9MnjwZaqIPBoNIJBIiG0rpUA7DqDeHruvYvXu3VHO6vjG51tbWJpID0WhUVvZ8fsOIgzfI0tKSfB+wcdPHYjFpnMZiMcFx6dxkMBhkwpLNQcIR8XhcIKbtbpKtsim4KPOc8nqoW05+pCCU2+1GRUWFNMgoIpVIJGRXptJGmUgbGhrgcrmEasdEzc9ZvZFax0Wf9xGbmPTJZAKmGikAgXqAixRW8uwByILPoZz29nZks1kkk0mEwxtjI+RxZ7NZrK6uIhKJCNeacwzd3d148cUXkUqlihqpKrat9jL42rWo3FVaKI+Lz6RKH+Tn1dXVcLlcmJycRC6Xg8/nQ1VVFbxer4hrzczMwGw2C1WYDVXOFphMJvT09IjeEiEUfiSziteUzyOPj72QvXv3wmq1YnZ2Fk1NTUWqroRxuFvjwBsH1IaGhiQR8/dzzoYFKHcYAESBlOYsnZ2dIgJoMBjEjYtCZSpDhucUuORg2vvGDZPcQ6EQ7Ha70J3IUAGKk4iq6c1gsgYubrtoVcdGJRNpaYOosnLDsk294LxRWa1wu84tHt+HkBC1Qrhl5AUj40IN/m28UROJhFT66t/L99jOoSYe3sjqzQvgkhUnZQQcDocsshwGYVOTDU/q7LCvwiYoZxhqa2tlRL26uho1NTWIx+MiJ0FmS0NDgySDfD6PcDiMEydOYN++fTK9yiqUDBe+Tgy8snLDQMFqtcJisWB9fUNx1OFwYHl5WSRjydZhUgIgcGE+v2HdyArfZrNhbm6uaIpaTeY8r2rCvxaVu4rv83M+Z6VNVR4P/2YKaKVSqSKWSyQSEfbSxMQEampq4HK5xFiDBRHvK7WvxslwdcAMuCj4ls9vaOm/8cYbCAaDsNlsWFhYELXRffv2iQgZnzfVvYnwD68/n+NIJIKpqSnpifG8VFZWysAhUQdSsWtqahCLxcQXmXi7msTV3gX/MdRr/X5xwyR3boVUhgEbX3yImDS5rYvFYsIyYNBhp6amBrt375Zq3Gw2C90ul8vB7/ejvr4efX19cDgcyGQyItnKxhp3BjSwZk8AgGDvmqaJDRdxRTInmGRYpdHejRh7LpdDKBSC2WwWSIaOQKzwt3NcrnFaWlleCmp45513REKZFNjGxsaiJjnhLLUJRpitoaFBGs+ELlRrNVZy3BkZjUY5tysrKzh+/DhmZmYAAIcOHYLNZpMFOZlMwufzSWOdDb0777xT7oGenh75vclkUn4XgxOqZMW4XC4AEC2V5uZmOJ1O+P1+HD9+vGgbrp4rFZoBLm7ntzp4bQlD8plT31tddAqFAtLpNAKBAL7+9a/j2WefFX0mVQCQhIJCoSD6PuxLDQ0NyTlSvRdmZmbEppKTp4VCQRbStbU1TE5O4u2330YgEAAAoTUz+R89ehRDQ0NwuVxi4cfdHLXZVeMd/t6VlRWkUimBUNUcEAqFEAgEZDfBHSspzxx8XF5eLjqvLHhUCLb0fF5JFX/DJHcAMkBUWVkJu92OxcVF7NixQybLyP8mZENHJG7jq6qqEA6HpRrgz1Aoam5uDvfeey+i0SgOHz4sqy8bLOoEbKFQEKZENpuV0Wc6xbBaqKqqgs/nw8LCguiE83ek02mpEknrI57IG9NqtaK2trZoi6j2GrZzcFfDxK7SEZmgVSxbXawmJiYwNzeHu+++W2YK+OCwMuYDZTAY3iPHoPrn+v1+qerIsmJDikbnL7/8Mm6//XZYrVZMTEzIiLtaxfGaMVGzP8MhuJ/+9Ke4++67YTQa4Xa7BaunKBV7BJQdyOfz8ndwd0H2j9Vqhd1ux/nz5xGLxaQxDBRb1JWeb7VpvdVJngWMKsDHxKwuNurCxN0qz08mk4Hf74fdbpefVSmjfIbsdrvslMg+AlA0xVtRUYETJ04gk8mgq6sL6+sbnrfhcFgE5aqqqmRB5XNMCRPSMFUlxlwuh6mpKck7HJBi45+/k4sL72OSIwj5kglXKBQQDAbh8XjEKJ07UXXRLm1KE85Uqa8fFDdMcidkwtXRaDQiHA6jra1NbmRVHU/V2qBFG+3pqMHN79U0TbZxxN1Ycfn9frjdbuGpluLEdHwi7s5hFQByM1IRkqwJoNhYWIVo2FzjDkTdIZRy+bdoQvVji0vdhGrCUc+j+jPARrKfmpoSEbHGxkbR0V5bWxMoRtM0oQ+yucpFg824+fl5Oe/8GrfKXIgzmQzGx8dht9uxtLQkDVgqfHLi8dSpU8JaqqioQEtLC9LpNNxuN5qbm2WcPZVKiUMUsWbgorQCe0hMyCsrKzIYQ754RUUF5ubmLgmzqFAWH3q1QX0tghApr2kpqwOALOiM4eFh+P1+dHd3o7GxEbOzs3I+E4kEwuGwQJIVFRWw2Wy47bbb5DkFIAtjPp/HwsICJiYmpGjiUFNzc3PR89HY2IixsTH4fD55lslYKRQK2LVrF0wmE+LxOCorK6WnRkrk8ePHcebMGei6jsHBQUEOOjs70dnZKdIYCwsLSCQSsmjwetIbgtLh/f39iMfjYu6tTi2r09ylbKPLLeyXihsmuVMMn5oPFARit52NKeo353I5kQkYGRkRYaaFhQXs3bsXmqaJ6z2DjiwcNspkMlhYWJAmHY+DlCiTySRiY5OTkyJnwJ0AJUOJAY6OjmLXrl0i1bu6uioMHXJnidPz/UjzUnVIdF1HIBDA5OTkNb4KVx+q5srlEnkpK4DJYHp6GpFIBHa7Ha2trTh+/DgaGhqwc+dOWeTy+bzMC7S1tcn2PxKJoHNTo4T3A5uyHDCpq6tDJBKB1+vF9PS0sGoMBgN6enowPz+PHTt2YHl5GcvLy5iYmMDi4qJIvbpcLllQmNRYfLz77rvikwpAqLgqk4twQTAYlMVmbGxMmovhcBgnT568ZGOtlJ3C88hCZ6vhGe4O2FhU5Ru4W1MLGCZ8slTuvvtuDA4O4ty5c+jq6kJdXZ2cKy7QRqMRbW1twvdW+d1czM6ePYtz585hdXUV99xzD3p7e7G+vo5EIoHl5WVEo1GEw2HhtLNXA0Aan1Ra1bSLctITExNSXDU1NWFxcREzMzNwuVzYs2dP0X3N3RubruFwGBcuXMD09DRWV1fR0tIi52J5eVmw9rq6OvEIJmzD4DUmlMPX+PGmqtzZCHW5XDJQxOYVsOF1yYeX05+NjY0wmUzYvXs3RkdHxYZvcXERbW1taGpqEmok2TV8YMhR52pO3JsQDYOiROSmnzhxQhqr3d3dcDgcuOOOO2A0GvHaa6+J2QjtwYhVsutO/RRixyrkxORfU1ODhYUFLCwsXJdrcbVBfQ5uqdmc5tdU3FhtJGUyGcRiMXg8HtTV1cHtdov+tirnqiosVlZWIhwOi1lCXV0dBgcHBd8lJY6aJdx10VyF8s3ZbBZDQ0PweDxobW0VthJZTRaLRaCCTCYjlDveNz09PaiurpbGPY+X8wtMQIQIDAaDwHQejwdOpxNerxeLi4tFlbCqJwNcxGPVh/1aVO5qPwWAQG9qpVn6NV3XMT8/j9OnT2PHjh0YGBiA0WjE8PAwbrvtNjQ0NMDtdktvJJvNYmxsTNRS7Xa73CPE3Sm/29TUhN7eXgQCATHWLhQK4oiUy+XQ1taG7u5uNDc3o1AoYGZmBpFIBH19fVKwVVZWimwJeevnzp3DXXfdhbGxMdlVZLNZvP3221Lp00yG8zI9PT1SzdNKcXFxEc888ww+85nP4K677oLL5cLhw4fxzDPPyPkixVbdramLCOOmqty5sjmdToyPj0si53YmEokUDabwAhArJ24Xj8cRi8XE8o74GpMPYRbqm8TjcXR1dUlCL4VlSJPjMaoG3kxk7e3tcLvduOWWW3DhwgWEQiEkEgnBhVUIhgMPl8IqifPn83mEQiEZotnOwQecSZsNUN6wpRWpWsVTvG11dRUDAwNYWFhAKBSCz+cT1UBCGIlEAouLi2KJxl2X2+2Gy+VCPB6XCs7lciEcDiMWi4nMbFNTk+ya6urqsLq6Kju4aDSKdDqNaDQqNM2WlhZks1m0t7fDbrcjGAxiYWFB9OXNZjMmJibESKKjowOBQADhcFhgBQAik8GkdOjQIZjNZjzyyCP45je/KQ1AYq0q7be0mgUuUn4vBXltxbUl1ZGcflU4T8X9ecy5XA7Hjh2D2+3GoUOHcOrUKYyMjGDfvn1YXV3FyZMnkc1m4XQ6RSSO6o4q84XP/3333Qen0yl+t7qu47bbbhNIx2g04sKFC9IX6OnpQSwWQ1NTEzKZDDo7O+VeZG/EZDLJgBWlgs+fP48vfelL8Hg8YhjU3t6OSCSCcDgsZiB8nh0OB1paWuQ5XVtbw1NPPYWuri48+OCDsFqtePHFF/GP//iPGB8fl3OmYu3qHAzPH+OmaqhywrCpqQmxWEzc0E+dOlXkntLR0SHVF5Pu6uoqmpubZRtOHI3GypQPJT5YVVWFnp4eGYax2+1FAxlcONbW1uD3+xGLxWRcnEMumqaJOFI6nUZLSwsOHTqEs2fPYnx8HI2NjYLbGgwGaRJyFJqDMlSb5HtxCx+Px7e9QTYrrFIaZGmCKqV6qT/L7+VDt3PnTpw8eRKDg4MiAc3FgNISTCjbdDcUAAAgAElEQVSpVEpE5KijzWvEhB0IBJBOpyU5E8ZJJpMiQmaxWJBKpRAIBMS7lju1xcVFmM1m8RSgQQsH0ihVTMYErykTPKv4iYkJGZjiTmNycrKo6gUu7oLU7brK0FIr/K1uuKsQkLpYq1Q+9fj4tePHj6O3txd33nkn7rnnHjz77LMylKRpGkwmE+x2O1wuF0wmE2KxGLLZLLxer1BfmcwtFgtaW1vlWhsMBumjeL1egVq486Vo4PT0NKxWK7q7u1FfX1/UtAwEAjh79qyYiqyvb0h40ziERSXZVVQcJZOK2lNNTU2orq7GhQsXcObMGTidTjz22GN44IEHcPjwYYyNjeHChQtF51Ttn3CHplbvV0NzvWGSe6FQkIeTFWBlZaX4FXLrTvMMFcZYW1sT+df6+nrY7XZJMkwOxM10XRfXFUIwpCFy28/EwwqipaUFp06dKtoqs1IAII2Tvr4+wVpLJyL5O/nzTOpsFGcyGYRCIdmJ0JlmZWXl+lyQKwz15uQDxB2Wpl00sVYTAf9PuMbtduPUqVOoqamB2+1GJpPBzMyMMA144zORLy8vi1UhJx+Jp0ejUQSDQakEu7u7MTY2hkQigdnZWZmKTSaTolDIz6PRqOgApVIptLW1IZVK4ezZs7LjIOc6l8tJIkkkElhZWZGdBjVpotEoksmkQEoHDx6Ew+FAZ2cnRkdHcfLkySKhKCZPMkp4ftRGI5P+tajcS9kd77eYqAv40tIS/v3f/x0DAwN46KGHcO+99+KHP/whdu3ahf3798tsAvXtabxCeqvNZhNuPOFXJsRUKiUJljtpTduQPejcNMPmDuzAgQOor6/HxMQElpaWUF9fL88WtW54rTweD5qbm4sW1lAohKWlJaFCVlRUiN5NMBjE+Pg4FhYWMDMzg7W1NXznO9/Bbbfdhl/+8pf40Y9+hOPHjxdBWFxcCoWLelK83jyHpTTJ94sbJrnzweVWiLrZu3btgs1mEwW5dDotCovc0gJAXV2djDcTb2U3XR14SSaTSCQSiEQiMpVIKpNaBdTX14vBdk9PD3bv3i30OTZbe3t7MTAwgLW1NYyNjeGZZ56RQRdd16VS50JFy0DgoiUbJ/iCwSCSySRaW1thNBrR2NgIo9GIqamp63I9riS4UNbW1krVWlrtlQ53MYnx5l5aWkI+n4fT6YTT6cTIyAj6+vrw1ltvYdeuXdInyWQy4mrPhbC+vl7E4dSdAPseZFJxejAQCMj36roOu90ulRULC9JZc7kcTp48CU3TZOagqalJ7iPuIJLJpEjU9vX1CZ7PRZruUr/3e78HTdOwe/duzM/PY2pq6j2mG6UDX0yopdRDFh5bndxLG+EMdYHmsZbS+hYWFnD69Gm0trbiS1/6Ek6ePCnSyGxKsnAzGo3o6OiQypk+Deq9ZDab5blTLTc5/9De3i4+COvr66ivr5dCkVIB3EmqxYXJZILD4UBbW5ucfyZdr9crOYDQDH2dLRYLTpw4Idfhy1/+MoaGhjA8PIyJiQm88847cj7U5qm6C2KU9qKulOZ6wyT31dVVRKNRtLW1Qdc3TKdJLfJ4PAiFQrIiV1RUiFZ0V1cXAoGADC5RIqCpqQmBQECohrW1tTCbzcJgefXVVwVKIHOG2u6qbgy31nv27MH8/LxQGm02Gz73uc+hoaEB58+fF5oXoRQ2bzRNkyk2lVdNVszS0hLS6TTq6urQ3NwsVUNra6voYWz3UJNUKa7I3ZNahVZXV8sEKKc2Kysr4fV6i7b47777Lvbs2SO2g2QWcRJwbW1NNHtUOWeaTdPsvFAoSCOUmC6rfA67ABDohbr/XLiWl5eFzsfmujoEQyx/bW0NdXV1Rbg76Z38m3p6ehAIBESRUg21Smdlrg62vB/MtRXBHW/pzEUpa0fdeTB55nI5/OhHP8Lq6iq++tWv4gtf+AL+67/+C7/4xS+wf/9+mfno6uqCw+EQ3XXCZeS3U5K7sbERAEQ2m7x0cunJciOf3m63w2w2y/2lFlsqb5+QG3t++Xwew8PDMJvN2LlzJxYXF7G0tARd16VRm0gk8Mtf/hJNTU2Yn5/Ht771LXz605/Gf/7nf2Jqagp///d/X0RvVK+XWq3z2rIoUc/vlcQNk9y5Jamrq5MBAj6ATqdTGCpkMlBjhqPrvKmIRfKjqizHBEslP14ADlWwUuHJZiLnTaDrunDUm5qa4PF4sL6+DofDgWQyKdRFTqYRUmGiVw0BKGfQ2toqYlnEcTl9t4U+qh9bqI1hFc7i5wbDRRMKVp/q6HgsFkMikcDo6ChisRgmJycxOjqK9fV1zMzMyBRxQ0MD4vG4MFbsdjtCoZCMl6vXivx24rqtra3w+/1oaWlBMpmUhO73+4W95HK5BNZj9T0/P494PI5HH30U+XweR44ckeTPpjj/BqfTicXFRWFC8VpmMhn09/cLPDM3N4f29nZZGICLjCLSDtWqTt3tsBjZIino94SagNSqE0BRhasmei6ymrbhjPT8889j165d+MM//EP4/X6cO3cOw8PDePTRR+FwONDY2CiJe3V1FQ6HQ/pk7MNVVlZK8ZZOp2VnzmYzsXibzSbPMhM+e1tkwXAwi/r9lCWhuU8gEJDn12w2o7OzExaLBYuLi3LPEhKam5vDH/zBH2D//v144403MDMzg5/85CfvIQ6obCjgIhW0lBHF1yiR8EFxwyT3RCKB9vZ2GVpiIvf7/aioqIDb7Rbc1ev1Qtd1tLe3C0OCA0V2u10EiFgxsTmSy+Vw5swZTE1NiYAYBff5fQDEOUdlf5BHzZu8t7cXLpdLGmoulwsWiwVvvPEGzpw5U1SZEa/jlpLH1t7ejpqaGqniuQCU+nlu5+ADozYG1R4DqyYVU1YTBMW4VN18Vr6apiEQCKC/v19Mp8km8vv9aGhoQCaTERx9YWEB/f39uOeeezA7OwufzweHw1Ek1mY0Gou09AkTUI1wdXUVO3fuhNFoREtLCwYGBoTZcf78eaysrMDpdEqlNzMzI/djd3c38vm8CIZVVVXh3nvvRSgUgq5vTDefPXsWBw4cEE0TlU6oVnC8H0ob1Golfy2CFFYuPqWVaOmxcCHnv8XFRTz99NNobW3FX//1X+MrX/kKwuEwhoeHsX//fqRSKUxPT6O+vh47duwQKWba4tXW1qK1tRWNjY0CowaDQfh8Gz4yZMVFIhEkEgnB51XsmjAKdyKVlZUiI83+14ULF7CysiKTxpSlZnOejk2nT5/G0aNH0dLSgieffBJzc3P47ne/i2PHjuH48eNyzkrhSe661CG8S9EhWaTeVGwZWpMZDAbhnrNpRpcebucp9VpZWYlQKCTmulz1OKGmqjXm8xuOTHQoJzZI7I4PF7+XNwIvBicZqXNDM4H19XUx+N2zZw9OnTollly8QMRJKXNLml8sFhPmDbf9rOyv1RTiRwmeQxV2YSJXb+7SZhx3XPy7bTYb6urqJDl3dnYik8nA5XJhdHRUqLHEt6kfwz7G7bffjoqKDflX6s3s27cPi4uLwnZJp9M4ePCgqDJSfbOlpQW7d+9GMpnE4uIinE4ndu/ejbGxMaTTaczNzWF4eBhTU1MYHx9HKBSCxWKB2WyWyWQOVWmahv7+/iI98pqaGkSjUbS2tmJoaEjMzwkPABcnQdVZAODiTpLnUmWrbDXeDhSzc1RCAL/GXpJ67fk5FwNd1/Huu+/i1VdfRTqdxre//W386Ec/wuuvv46FhQVUVFTgd37nd8T0JhqNYnJyEoODg6ivr0dTU5OYYHOOgc9tfX09kskkzpw5g4GBARlwAyCKlKolH5kxnDRnb4QQGmE/Qodk8rz55psYHh6W3fzBgwfxV3/1V/jVr36Ft956C//0T/8k14tQ7KUGlrhD4zPO86pW9aXsqfeLGya5c+CDw0HvvPMOYrGY8JAnJibgdruRSCTg8XhEp4MPPeEZPhBkQZBtsbi4iJGRERkf1/UNi7Pm5mYAFxkwwMYJZ1OUF9vr9cLv33Ckq6urE0yfA1Ck442NjSEUColNFy8st/FMfqxQeSMZDBftu6xWqzSQtnPw2AlV8SFkxaRW7Co/mtAXAMzOziIajaKpqQlvvPEGnE4n/uiP/ki2ufv27UNPT4/Yrq2uriIQCIjpsNlsxuzsrAh/vfzyywiHwzhw4AAmJyexvLwsTAW73S6qhITTbr31VuRyOQSDQYyOjkpvJ5/P4zOf+QyefPJJjI6OwmAwCCzEhm11dTWam5vR2NiIfD6Pubk5xONxkax9+OGH8fTTT4sBtN/vh8vlwsDAAJ5//nlJFnzQ1VF/dTCM5w24uDBu5XSqen1L34vPA4+tdKK0tLHKxPnss8/CZrOhubkZv/u7v4vTp09jcnISfX19eOGFF/CpT30KDocD2WwWTU1NgotTtoHaPHyvxsZGGVzr6OjAO++8Izx3s9kMj8eDpqYmhEIhMcth4uROWtV0dzgciEajCIVCcgzj4+M4evSo9PGqqqrwta99DY899hjGx8extLSEX/3qV0UN70vRG0v7UOrsTelOqPR6v1/cMMl9cXERudyGh+j999+PkZER2WaZTCbMzc0hkUigubkZfX19UjGTSscGDQW8uA0nfk3DbVWhzmQywe12Y319vWh7D0AuPKmU5OLSANtqtWJubg4TExMiRXD69GlMT08DuDigwIeR+HlVVZVwZjnd6HK5kMlkcP78eekNeDyeoiGn7RhsOqvwkSokpjI+VMxWNeBIJpNYXl7G3r17YTabhRFz++234+DBg7K7obomG2CpVApvv/22YK2kwfn9fkxPT2Pv3r1iyWaxWDA2NgZgI+lQB4aMKFLZNE2TRnZNTQ1ef/11pFIp2aoTezWZTGK2wclLat0sLi5idnYW2WwWo6Oj8Pv92LFjB2pra5FIJNDX1wdN08SmT4W01HNGeKOUlcK4Fjs7Vt9ciFV+Oyt0vq6+Vvo6sFFJ/93f/Z04HP3zP/8z4vE4/uZv/gZnz57F7Ows8vk8Ojo68MUvflEmuFk00AGJGDxZK/l8Hs3NzeKFAEDE4TweDzwejwweUR+KO3tCQk1NTQLLFQoF/PCHPyyy+RwYGMBf/MVfYM+ePRgdHcWvfvUrHD16FP/6r/8qCw6fcxWS4eulA0qlUJZ63dWC6IPihknuZCFEo1Hceuut0qBicl1bW0MwGJRpUj6IxMSJxXIylNQnVpKs3FwulzRNKDlARoeK0/E1dWBG0zRJMMCGJEIkEsE777yDjo4OjI6OyrZQffgqKyslaROHpuQAm0dsvnFIhuyd7R6s0IhBs/okXlx601OigDdwOp3G/Pw8Hn30UfT19QnUwRkHXpNsNiuDSQaDAQMDA9KjeOKJJxAKhTA3N4fm5mY0NDRgZGQE2WwWDQ0NiEajyGazCAaDUonSYIG9kaNHjxa569hsNrhcLoED33rrLZw7dw7f+973kM/nce7cOVF9pPdrdXW1jMDzAeZi/sgjj4g5xeHDhzE9PS2JXa36gOKHvxSvLU2gWx2lcwncBfE1lfGhMkQY/Nt4DZ966im0tbUhGo1iaGgI3/zmN3HmzBm88sorOHLkCILBIN5880088MADsFgsQncm95/2hZqmyW6NjDiSHjg0SPZcoVCQWRQWWcwVPJfLy8t48803MTU1JTnkrrvuwn333Yff/M3fhNfrxYkTJ3Ds2DE8//zzGB0dlQWYCbmU1qqeC3VhZJRe41Jm1AfFDZXcFxcX0dLSggcffBB//ud/jq9+9asIBAJwOBzCnFldXZVqrrGxUVbv5eVlob9VVlbCYrFIV9tqtSIej6OxsRE9PT2iP9PZ2SmOSipjgVU3JUGrq6ulaebxeOB2uxEIBAQjf/PNN/HGG28gkUgAKB7o4EVjo4cViNFohMVigdvtlmlaOr273e4io4ftGuq2XR3qIs7O5K7eqKyiuHBx6KRQKKC1tRVTU1Nob29HIBCAz+eDpmno6uoSVo7X60U2m0VjYyPuv/9+rK+vY9euXYhEIjh58iQ8Hg80TUNbW5v0bMbGxhCLxXDixAkUCgW43W50dHTg17/+taj5+f1+YVt4PB7E43Hs2LED8XgcNTU1sFqt+OM//mPce++9MkMxPT2NYDAoeDmZM1xgyI/O5XKYnJzEHXfcAavVivvuuw/f+c53ZLteSm/k+eR9yWpVnRW4FvcGCyu1MldhGC7cPGY10RG2Kb3++XweMzMz+Na3voWKigocPHgQjz/+OD73uc/h61//Ol588UV8//vfx8jIiMAntbW16O7uxq233io670zi0WgUa2trsNvtUpUnEgnU1NTI1CshHbWqXltbQzKZxPHjxxEIBFBXV4dQKASDwYBvfOMbuPPOO6HrG9OsP/jBD/Dzn/8ck5OTMhUPvLfi5j2vJujSv/9SVTkXGP4rrfQvFzdMcl9ZWUEwGBSvwgcffBB33HEHTp8+jaqqKsHGvV6vVOWapiEUCsFqtYrAGLU8CoUNXWWLxYLKykrRUKdCI+U8qcHMKVU6vnCC1GAwYHx8XOhz5DdT2sBut0ty5ja7tPLSdV28HwkPkQLZ2Ngo28n6+nphCdx///1XRIe6nsHkruu60D1VzFV90NUKjv0MVnN0zDGbzXjooYdw9uxZdHV1we/3Y2pqSprlNHKhsQKHzwwGA9xuN/bt2yfUWfZrYrGYNLPZ+D579iwcDgcWFhaK2DzLy8vo7OwUm8bh4WG5t+655x4MDAwIFbepqQnZbBbnzp2TGQru9gi5OBwO1NTUwGazFYmBra6uwu/3F1Vs6kPPRM7X1OEwJtRrAcuUYujq4s1zVuogpTbS+b3q9WeCJRb/wgsv4MUXX4TVasVjjz2G/fv34yc/+Ql8Ph+OHDmCV155RYq0sbExtLW1ob+/HxaLRXa+6+vrWFhYQGVlJU6cOCHv+Ytf/EJMYLhjNhgM8Pv9QlXlLMvDDz+Mz3/+88jn8xgZGcGzzz6L5557DpOTk1J88O+8FC7Ov1utwNXpeDVxl8KV/Bl1l3tTYe7r6+tYWVmRKrypqQkDAwM4ffo04vE4WlpaUFVVhVAoJBUWkyVV2VgRM6GweiBWx2TCZqrZbC56gLjN4o3Hi7O0tAQAskik0+kiHqvaGCllM/CBVm3bWL2SGRSLxaDruth8VVdXC6NnOwdv4PX1dcHRAcg5ZCNVlWLgrgi4mBBIJ2S/oqamBouLi9i5cydSqRQmJiZw9913I5fL4dy5c6Lq53Q6UVNTg87OToG5otEojEYjzpw5g9bWVhlr7+npwcGDB2Um4uWXX8af/umfYm1tDcePH8fp06fh8XhE+52Uu1AohAcffBBLS0siSsbKD4D4B/CeCwaD2LFjB5xOpwzH3HPPPeju7hacd2VlBYlE4j2NNwBFTcrSap5xpZjsRwk14QAXd2NqlMI16veW0vn4d/B3lFJiE4kEfvrTn+KFF17A448/jv379+PBBx/EZz/7WXi9Xjz33HNYWFjAkSNHcOTIESEhsL9GUUDSHq1WK5xOJ3Rdl8U6lUqhUCiIDElHRwe+/OUvy/Dg0aNHMTMzg5deegnT09PvkelV/zb1b1ILGfWfynNXnw3mB/X55rPCBWjLK3dN02YBJACsA8jrun6HpmkNAH4GoBPALIAv6boeudzvuNLI5/OYnJzE448/jlOnTqGhoQGHDh1CZWWlJHhOevJEeb3eooqA8puFQqGoAmdTbX19Q2+ZQmPUBsnn86JXncvlZJKV1fz09LQsBh0dHbDb7YIXqystE77aQAQuXjhKJHBhIgODE48cbCKjY7tX7sB7bcM4JKJSSfVNqhwZIOp2lsMjc3NzIt7Fr6+srKCnpwdHjhzB/Py8LKrUDInFYojH4zh//rw0VK1WKyKRCBobG2XwxWAwYMeOHcjlcsKK8Hg8qK+vx4ULF+B0OuFwOGC32+U+IP9enY5VkxGpe9XV1ZiYmEBbWxtWVlaEwkkmzNDQkBQm/HkWMaUPPXAxYar0UbVQ4LnZatGw0sYe35OJR+Vwq8UNj1OlwKq7WRWvV/8WPjehUAj/8i//gqefflp27P39/ejv70dvby9sNhu6uroAQBqrnGKnrDcLDRZ41Pbh5HEgEIDf78fa2hpee+01jI6O4vTp0zLwWNoQ5fUALnonq9Cjej/zZ9RK/Uqf46t93j+Oyv2grutB5fM/A/CKruvf0jTtzzY//z8+6psUCgXRfTGZTCK76nA4sHPnTrz55pvCSuGEYDKZlNWZlTdPPhuSpEtxKpQXgCs+by4+jLxZ+RrpUdSXphIc34MaIqlUqmhFLoVm2IhlBU+nIf4tfCAaGhqgaRtDXNFo9KOe1i0PnifCMwAkQZZCMqVbVp6fZDKJsbExDAwMYGZmBoFAQCR6o9EoYrGYNKuHhobg8/mwd+9etLS0wGQySTOevGXVDo3vG4vFxO3p2LFjCAQC2Lt3r8hE19fXy73ASWI6dlGFkD6/mqaJ3Cv59OfPnxfK3vLysjgGcVK5ouKiycv4+HgRJq3u9NSkwVATLCGZrWZSMXFfqgrn/1Vet7oYqU1g4OJuRP2d6vXn7+LPErrL5/OYnp7G7OwsXn75ZRgMBrS2topkAbnuTqcTs7OzIlvAIoLXMZPJ4Gtf+9qWnq/rEVsBy3wWwAOb//8RgCP4mJJ7NBrF8PAwbr31VkxPT+OJJ56AwWCAx+PBysoKxsfHYTKZMDY2BqfTiVtuuUUkVVX5AZoBkALZ1NQkFXNFRYXQ6fhQqYNOACRJ+P1+nD17VgyNbTYb7rnnHoRCIYyOjiKRSCAajcpYtNpUZIXCHgBNBRKJhEBHHHFW9eF1XZfj3+rq7OMI9UHnQ1WKr6pbdhVj5OfRaBRerxe7du2C3W6XB5IqgQMDAxgZGZFmczAYRDQaRS6Xw9DQEAwGg1jbqUmP1eXq6qpw8JeWlrC8vIxYLIa5uTmsra1heXlZ2DM8turqagAQLJ2eASwwOPU8NTUFl8uF06dPQ9M0adACGzvLaDSKwcFBdHV1idfAyspKUYXIe0XF39XkqMIh6i5pq6+rys/WNO2ScxfXenc5NjYmtNZPenzU5K4DeFHTNB3A/6Xr+pMAXLquLwGArutLmqY1fdSD3PxdKBQKePvtt3HgwAH4/X5ks1mpkHbs2AGTyYSpqSnZZrW0tIhbE6sL6lFUVVUVSXUCxRgxH1r+nGoEwkT06quvYmVlBbW1tejp6RHrsFAoJMehYs2lVRiwUcXW1dWJOFk+nxfTYbJtmOy5LSW3uKWl5eM4tVsWamNI5bazwuQ5JZuE55sNQ7VvEgqFMDY2hoMHD+LVV18FgKKhKKvViv7+fjz++OM4evQojh8/LobHnBAl9EFBMdIuVY9aSvpaLBaZiq6qqpLE63a7i+iGZrNZrvPzzz+P9fV12O12TExMSBPYaDTC4XDAYrGgpqYGJpMJXq8X7e3t0PUNd6KlpSXkcjmMjIxgbGysCJflPcgp6dImpHquuXhdrb6MpmmHAPwDgAoA/7eu6996v+/nfEg5tm981OR+j67rvs0E/pKmaVe8ZGqa9hUAX7maN2NjhRUCZQZWVlZgNpvR0NCAcDgMXdcFtmBipxATK2gmFeKl3O6Sbqga8gKQgSVgo4KPxWIIBjfQKJPJhM7OTnR0dMhDyS22zWaD3W4Xi7/Nvx0AZHiJuC1/jqPUrAZVbJN4PXm62z1UPJhJngM/nA3gEIwKlXC7z4/hcFj0z3t6ehAKhSSp3nbbbaLJc/z4cUxMTKBzU6JgeXkZJ0+eRDgcFlu2qqoqgU84jEZ+czqdFmiM4/OqsBkXHN5PtNLzer3w+XxYX18XT4FIJIJdu3aJ9kgulxP2FJVLKQSXTqeRSCQwMzOD+fl5qdApEqU207gYsgGtFgxqQ/pKQ9O0CgD/COAhAAsAfq1p2nO6rp/7OO6Bclyf+EjJXdd13+ZHv6Zp/wFgP4AVTdOaN6v2ZgD+y/zskwCeBIDNyv99gwkukUhgZGQE/f39OH/+PPbs2YPZ2VnBox977DG8+uqryGQymJ6eRmdnJ3w+HxKJBJLJJGZnZ2E2m8WogYmVD1NDQ4NMHapdbj7gsVgMkUgEZ86cEYf7TCaDO+64A06nE+fOnZNFx+fzIZPJoL29HdFoVLBVs9kMm82G9fV1uFwutLW1ibMMGzxOp1MWHyY9Li7V1dVwuVzXhO72UYLnlMp6TPA0K2ejmpx2JjAyhpik1tc3nIpuu+02nDt3Dvfee6+whUg9TSQS6OjowPLysiTuiooKeL1erK6uwmaziQlLJpMRV6719XWhTHLnwMYqZYPVhjchIbfbLYsxAMzNzcFsNiMajcLtdgszp7W1Fd3d3TK8xh0BJ6EHBwfFN/TMmTM4duwYFhYWJGFz58D7D4AkfPZlWNkTU15dXb3ayn0/gEld16cBQNO0n2IDXi0n9xs4PnR20DTNommalf8H8DCAEQDPAfjvm9/23wE8+1EPcvM9BINcWlpCJpNBIBBAbW0tOjs7JdGx6q2trUU4HIbP55OBl0AgIMNQfr9fqiA1+KBQs12tJgEIt5rCVABkNJna4cTzSdssFApi5WU0GuF2uzE0NCSJ3WKxCDcfgDR3CRcwUREeovb4jaAKCUAE3/j3c8Hk/9kEZLOLUBYrVKPRKAyS6elp1NbWyoAad1tdXV2iM1JXVyc7L8pGUPGR06JU/QRQBLNUVVWhvb0dfX19AC7uJtjkJguKsB5hH3LmXS4XqqqqxCtgZmYG4+PjWFlZkVkLp9MJt9uNtrY2DA0NoaenBzMzM5iensY777wji10pts7PM5mM3CvsxahUXuDKNb83oxWAV/l8YfO1ctzA8VEqdxeA/9i8ySoB/Kuu6y9omvZrAD/XNO33AcwD+OJHP8ximtfk5CQ6OzthMpmE9cJtqc/nQ0NDgwwZeb1eceShCwt/H+mEHEvmBKE66MRmGRtb58+fF50LSgHv3l1FVb4AABaMSURBVL0bKysrMsywsrKCqakphEIhnD17VqQMnE4n9u7di7179yKbzYpyJQBRgWTiU/msTD7ZbBZut1uSxHZP7ir9DSiGaAiDqbMGNFkmLMLERXhmenoaLS0tiMfjaGpqwtLSUtFoOSc+nU4nuru7MTU1BZ/Ph5qaGlRUbBgmU86XlbQqLcFjbWpqgs1mQygUkuuuCqBx8lFlUwEbmiU2m038fD0eD5aWlkTPncUJCwqyO6gSSgExdUiJsJAKtzDhX2oylefsai/VJV57z266BEpdw0Yxt93CASD4gd91fWIrjs1zuS986OS+uYW79RKvhwB8+sP+3vd5P0kOkUgEIyMj0lC8//77MT8/j2QyKTKvnZ2d4kC/tLQk+i3kWNNJ3eFwiO4HaW5qA5TQAXF8uu4w4dfV1clEazAYFIu0YDCIAwcO4LOf/awcG+UHaM/ldDqFVkkMl9gsOfjqVKzRaJSxdW7Bt3PwmvG8q3oyrMrVylStpFUtH173Y8eO4f7770cul0Nvb680TUlDBIBQKASfz4f5+Xk88sgjOHDgAF544QVkMhnYbDaRhaYhM9+HMEdLS4ss7tTytlgsRawPNjV53djnqampQS6XQyQSQUdHByKRCOLxuGjSUAmUC1hfXx8qKysxPz+PN998UwyxVTMYlVmkJnImcFUaQ2XWqE37K4gFAO3K520AfJe4niqUekLX9Tuu5k2uRWzX4wKu/bFtb9BWCVa0wMaNHovFUFFRgWAwKHoS3J7ye+6//34x8SC+Sl4ymRbq8AR/v5rc+XF9fR3xeFwaYBQf4wITiUQQDAZx5swZLCwsoK+vD52dnWhtbUVHRwfa2tpgtVrR0NCA+vp6aarxgeSx8/hUKIjHSDMQdXz7WoemaYc0TRvXNG1yc47hskGsmhr6KtddHeLgwkY4TDUHVq9FPB7H0tISpqenZSaB/HAVokmlUgiHwzh27BhsNhu6u7tRXV0tTJiurq4ifJ8Kf3V1dTCbzZK8eV+pY/1AsVgWWSOkSkajUbS3t4uQWS6XE79bVuD82d27d2NxcRFvvvkmEokExsfH5euldEZ1KnrzOhQlfnWG4kNw3H8NoFfTtC5N04wAfgcb8Go5buC4YeQHeOOyuen3+5FOp/HGG2/AbDajvb0dU1NTRfSxfD6P3//938f3v/99BINBBINBZDIZ9PT0wOl0wuv1Ip1Oi0QwGTEcSGLyX19fF5MAYptVVVUyFef3+/Huu++KSW5HRwceffRRMQ9IJpOw2+1wu90wGDbEwag7XigU0NTUJANSbITx76iqqhL5hOrqaoTDYRQKhSKGx7WKD8OqUHnu3IkAkEVSXVRVQSVCGJzUJA5/4cIFvPLKKxgcHER3d7e4MvG9aK5SWVmJkydP4vTp03jwwQfR3d2NhYUFrKysFPlmsijIZDJipp3JZJBMJkUwLJFISJ9DNVIAILx2s9mMmZkZHDhwALW1tXjhhRewuroKp9MpUAlVPXO5HAYHB1EoFPDMM89gYmICr732muzs1Mr8UgNJ6szA5nWRvoB6zq80dF3Pa5r2PwD8f9igQj6l6/roVf2Scmy7uGGSu6rDwKYWRcL8fr80zDg0ZDAYMDExgVwuhzvuuAOhUAiapmFsbAyBQAA2mw1OpxOJRAKnTp2Cx+ORnYAq8sSHi0YclC8wmUzweDwIBoM4cuQIZmdnUVlZic7OTvT398NkMmFxcVGYDaTzZbNZmaqjYFRTU5Ns87mrIAbMREXxMTbMEomEDMNcw7gqVgWpfBUVFeJjSSYLq1DiylzcVJoqv4eQB/Hys2fP4gc/+AG+9rWv4eTJkyLwRAkAq9WKcDgMo9GIQCCAmZkZNDY2Cq2UmLjRaEQsFoPNZpP+Cxvh9F4ltk7ue11dHfL5PFwuF+bm5lAoFMTOsaenB+3t7Thz5oxYMXJAbn19w/xD13W4XC4MDQ3hxz/+Mc6ePYvXX39degAALrlr4/9VJx9+DkDO0YdgyvDnDwM4fBU/8uRVv8m1ie16XMA1PrYbJrmr205g40ZfXl5Gd3c3IpGIeCRSE53VktfrxY4dO2AwGNDe3o5CoYBIJCJ4eT6fx/z8vAyb0CpPnZ4kC4YcaMIMa2trmJiYgM1mwy233IKamhq0t7ejubkZfr9ffg8nHmdnZ2EymRAIBKR5ysYYJRBIrVPhC2K/wMVx/vX1DSOLaxyXYlUcuNw3q9eqVPebWDsrZ1a2XNDU0XQVoqEkbGtra9FCUVFRITZ7fE8yboLBoIiJUXESgGDtTIbcHZGOyh2cpmmi2sm+B93snU6nQDMHDhzAyZMnsbKyIveIKh3B9yP3fWRkBG+//bYUHmyeAhf56qXNZzXZM7Fz8edO81pAdpv4+7aL7XpcwLU/thsquasfAWBqagr33XcfpqamcOjQIRw7dgyLi4sywWkwGJBOp2E2m2UkvbW1FU6nE0tLS7DZbFIFTU9PC0SQSqXEu7RQKGB2dhbT09NFnOO+vj5MTU0hnU7jL//yLzE9PY3FxUWBCbjYjI+Pi2MPK1OVLaFqhRC3ZdUHXBzf5oNL6IjV7TWOD2RVlDAqkn6/PwSFIRCLxd73DShvXBqqTnYikcDPfvYz/OxnP7uig75MfCTmwje+8Y2P8t7vFw4AwQ8z/alW/5eIy7IqynFzxg2T3IH3Spmy6qLOSFdXl7jxEFIxmUzw+/3iY1pfX4/m5mYsLS0hFAqJCUYoFAIAoVem02mBC5aXl5FKpcSog05ANTU12LlzJywWCzKZjBgDsNm6vLyM2dlZEapipV4oFFBbWyvNQ3LcmdBVrRVV/la1XbsUR/8axAeyKlRGBbB92Qvl4/pwoV2lTMEWvP9TAB4D4Nd1fffma5dUotU2tjj/AOAzANIA/hdd109u0XG1A/gxADeAAoAndV3/h+t5bDcMW0ZN7PxIqISKi729vUI5y2QyYl23tLSEW265RfTZh4aGMDQ0JEbVLpdLEi1w0Q1maWkJc3NzmJ6elt0AMXefz4euri488sgjokxIxcrKykqkUikZheciRDiFTbn29nZ0dnaioaFBdhEUESNrg1ABNUnq6urgdDrR1tZ2PbRlyqyKT3AoDfVHAAwC+LKmaYPX+DB+COBQyWtUou0F8Mrm58DGcfZu/vsKgO9t4XHlAXxd1/WdAO4E8Ceb5+a6HdsNU7mr+C0rW7qi7NmzBwsLCxgcHBQ4hTrtbMTSyDYYDOK3fuu3RJu7trYWlZWV8Pl8RYYcwWBQuPD5fF4c0z/1qU9JY6+/vx9nzpyRcXR6cBqNRkxMTMDr9cqxqy5EZGqQs06TgEKhIM4v6+vrgtcS++XQlMFggN1uv+ZDTGVWxSc+rrtMga7rr2ua1lny8uWUaD8L4Mf6xoP3lqZpNm1TGmULjmsJAAUTE5qmncdGj+q6HdsNk9zVYRb1I4XEgsGgWJfF4/Ei82g22xwOByYnJ2Gz2dDa2gq73Y76+nrU19fDarWKyw4bVPwHQKppcqp9Pp/g+MBFKIVJmu5M5Cyr05kApLFHGEiVJqYOC9+X30vjbf5NhHGuZZRZFVse2/W4gKtsqF/DuJwS7eVkFT725K7G5uIzBODt63lsN3RyBzZcayKRCEZHR9Ha2orbb79d1PmIkVdUVGB+fh6tra1iemuz2bBv3z6Ew2Hceeed8Pl8OH36tFD2qDhI9gIr5Xg8Do/Hg8nJSdGpqa2tFQ/XyspKcQ5SvS2B4inDeDyO4eFhtLS0CBUS2KjqOfHKBqw6HVlfXy8LwHYXDgO2L3uhfFwfKq5IpmAbxTU/Xk3TagH8AsD/rut6XJXfKP3WS7z2sR7bDZXcibur+DulfWOxGJaXl9Hf3y8TpKyI9U1dFlIlp6en0dPTg8HBQRG1qq+vF/1vAO+hQ5pMJtkBhMNh2O12jI2NYWVlRYaPKFOgijapo+DqwA4AsfJSucqq7yp3AVygOIFJ6t1VikOVoxwfNa5IpuA6xOWUaK/p8WqaVoWNxP7/6Lr+/17vY9v+pd9mqNZ2aqTTaSwsLCCVSmF0dBTNzc1FVm3UiuEgktvthtfrRSQSwfT0NCorK+HxeMSSjWJebGYSDqH8rsGw4WtqtVoxNTUlw0Vku5DJouL9HJPnEI06Uh8KhTA8PIyZmRmBlrRNKVlOycZiMQQCAfn7qYe+nYXDrkamYIve/ylN0/yapo0orzVomvaSpmkTmx/tm69rmqb9n5vHekbTtL1beFztmqa9pmnaeU3TRjVN+9+2y7FdQWzXhvrllGifA/A/b57DOwHEtgJvBzauE4AfADiv6/rfb4dju2GSO4AivW3VnSYSiciAiqZp6O7uxvr6OqxWq4yy5/N5LC4uylDSmTNnoGkaotEostks7rrrLuzatQs9PT3in5rL5RAOh8Xuzmq1wmw2o7u7W6YD+/v7i0wnqFDIYSi1Gqe2jdVqFe9Xut6n02mhYJLKSYmBQmHDP/b8+fM4duwYjh49ipMnT+Lcue0pt11mVbxvbDtWxZWGrut5AGyonwfw82vdUNc07d8AHAfQr2nagrahPvstAA9pmjaBDWkM0jMPA5gGMAngnwF8dQsP7R4A/w3Ag5qmnd7895nreWw3DCxTGoQ/NO2ibRqraApANTY2SgXPhUAVDTMajWhra0M0GoXFYkFTU5NQDml5R8ydE5PJZBLLy8uiMtjY2CgceXLSSycJgYuNVIqHNTc3o7u7G6FQSLROOHSlbU5pAhssH7vdLmJYsVgM+XweFotF4JxtGGVWxeWPa9uxKq4mPkRD/eN+/y9f5kvvUaLdPGd/srVHJO/1Bi6NowPX6di2bXb4oGCDlZot8XgcVVVViEajaGpqEr64w+FAOBwWWKShoQFzc3MwGo149tln0dLSgoMHD0LTNMzOziISiYgFHBN8ZWUl4vG4KDb6fD5UVFTAYrEgm83C4XDIIgIAy8vLMkGqarIbjUY89NBDGBgYwK5du1BbW4tkMolQKIRMJgOv14uJiQlEo1EEAgFkMhmkUinxWCWvPZVKIRaLXXPz4auIMqviCmK7sCrKcXPGDZvc1SgUCvjBD34Am80Gm82Ghx9+GHa7HXNzc6iurobVapXBIUInFPOam5vDL3/5S9x7771YWFjA2toafD6fwDmcAlU1tuPxOGZnZ6FvWps98MADoj2SSqUwOzsruwUAsot46KGHsHPnTlitVlRVVaGrqwvhcBhLS0swGAxit5dOpxEIBLC8vIyVlRVMTExA13V0dHRgcHAQfX19yGazWFlZwRtvvHE9T/3losyq+KA33EasinLcnHFTJHdGKpXCj3/8Y7z00ksYGBiQqU/KAdD0gg1NVtZLS0vQdV048l6vVxqqqkEC3Z3i8ThWV1dhMBjQ2Ngo8EgulxN4CLhogUbIp7W1VX5vLpfD9PQ05ufnMTk5KZOndNfp7e2F3W6XSdVEIgG/3w+n0wmz2bzdYZkyq+J9YruxKspxc8YN1VD9oMjlchgbG8Nrr72G733ve3j66adx7NgxXLhwAa2traiqqhJLPlbVTKaxWAx79+5FJBKR31dqkKD6VWazWXR1deHWW28VKd50Oi2a7sTNLRYLOjs78dBDD8FkMsFisaC5uRmrq6s4fPgw5ufn0d7ejpaWFvk95LGbTCYMDg7illtuwe7du2E0GjE1NYVTp07B6/V+oAjXdYwyq+IysR1ZFeW4OeOmSu6lEQqFcPr0abz66qsANgaRBgcHxTyZU6WapiEWi6Gurg6JREISfy6XE6kAg8EAo9GIjo4OtLe3o66uDi6XCw0NDUJR1Dd15qnoR5y9s7MTRqMRVVVVcDgcWFtbQzQaRUdHB+rq6rC+vo5UKoV4PI5oNCofOS3LZE/zZVIjM5nMdTu37xdlVsX7xrZjVZTj5gxNnfa8bgehaVt+ENXV1ejt7cW3v/1tMcsgB56UyNraWuGWHz16VGQIdF1Hf38/rFYrHnjgAYTDYbzyyivo7++Hw+FANptFLBaDpmkYHh7G2bNnkU6n0djYiK6uLnz+85+Hpmlob29HdXW1NHTZB4jFYsLfJ0ee8q0VFRUwm82IRqM4ceIEGhoakE6nxfj5yJEjH/epenc7qxKWoxzluLLYtqDtxx1ra2sYGRnBE088gb1796KnpwcWiwUmk0ks1CjlazQahc7IoIjYq6++Cp/PJ36XyWRScHEAwm+vrq5GT08PhoaGZDAKAEZGRmAymWAymcSJicEdAn+eXzMYDHC73ejr60MwGBQ65Qfod5ejHOX4BMcnJrkzcrkchoeHMTo6it/4jd+Aw+FAXV2djPWrHPVSg2YA8Pl8iEajqKysxNraGkKhkFifcVgKgPi6NjQ0CLzi9/slyfM1WvZpmobq6mqxelONPHhMdrsd0WgU6+vrqK+v384N1XKUoxzXObYsO2jXWdT/cqHrumDi//Ef/4Gqqircfvvt2L17t1jtpdNpMSBW3Y8KhQJCoRCam5vR1NQEi8UCr9eL5uZmpFIpVFVViZNQW1sbOjs7UVNTg1gshmQyCZPJhJaWFoGDHA4HzGYz1tfXEYvFEA6HkU6nsba2JowbNnABwGazwW63IxwOQ9M0uFyu63MSy1GOcmz72JLkroyfP4QNKtevNU17Ttf1bTcvT034fD6PnTt3wuPxiLwBYRlW8pQPaGhokJ9nY5aTrFRzrK+vB7ChfROLxUTznQ1Sk8kk2jepVAqJRELs/eirymYvB6lo3EHtnA9jhFyOcpTjkxFbVblf9/HzKw1d15FMJnHixAmcOHECLpcLvb29ACBGzRx4YqJdW1uD2+3G8vIyGhsbpbJn4tY0DV1dXVhbW0M6ncapU6fQ1tYmQ0u06CO/nrID9EnVStztCRHlcjnU1tZC13VEo9Fyci9HOcpx2diq5P6B4+dasZHytomVlRWsrKzAZDLBbrcDgAwz1dTUIJPJSHWdSCRgt9uRz+fFOIMqkmTdpFIpeL1eScrUtOGugPCLatwBFIukUY2SFX9VVRVqa2uLDEnKUY5ylEONLaFCapr2RQC/qev6H2x+/t8A7Nd1/WuX+f4AgBQ+ghv9DRoObL+/2aPruvN6H0Q5ylGOjxZbVblf1ci0rutObZu7vm9FfBL/5nKUoxzXJrZqQnW7jp+XoxzlKMcnIrakctd1Pa9pGsfPKwA8da3Hz8tRjnKU45McW8Zz/xCi/tvZGHir4pP4N5ejHOW4BrEttGXKUY5ylKMcH2/c1KqQ5ShHOcrxSY3rntw1TTukadr4prv7n33wT9w4oWnaU5qm+TVNG1FeuxFc7stRjnLc4HFdk7siU/AIgEEAX950gr9Z4ocADpW8tu1d7stRjnLc+HG9K3eRKdB1PQuAMgU3Rei6/jqAcMnLn8WGuz02P/5Pyus/1jfiLQC2Tbu1cpSjHOW46rjeyf1yzu43cxS53AP4IJf7cpSjHOW46rjeyb3s7H4xyueiHOUox8cW1zu5fxKd3VcIt5Rd7stRjnJsVVzv5P5JlCkou9yXoxzl2PK4rj5tN7tMgaZp/wbgAQAOTdMWAPwlNlztf65p2u8DmAfwxc1vPwzgM9hwuU8D+F+v+QGXoxzluGmiPKFajnKUoxw3YVxvWKYc5ShHOcqxBVFO7uUoRznKcRNGObmXoxzlKMdNGOXkXo5ylKMcN2GUk3s5ylGOctyEUU7u5ShHOcpxE0Y5uZejHOUox00Y5eRejnKUoxw3Yfz/aI2NNHtyTPsAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -252,7 +253,8 @@ "slice_1 = ras_robustfov_postt1_data[:, 80, :]\n", "slice_2 = ras_robustfov_postt1_data[:, :, 94]\n", "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for robust fov post T1 image\")" + "plt.tight_layout()\n", + "plt.suptitle(\"sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz\")" ] }, { @@ -264,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -273,7 +275,7 @@ "(256, 160, 189)" ] }, - "execution_count": 32, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -287,22 +289,22 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'Center slices for ACPC detect pre T1 image')" + "Text(0.5, 0.98, 'sub-la02_ses-presurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 33, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -319,12 +321,13 @@ "slice_1 = ras_acpc_pret1_data[:, 80, :]\n", "slice_2 = ras_acpc_pret1_data[:, :, 94]\n", "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for ACPC detect pre T1 image\")" + "plt.tight_layout()\n", + "plt.suptitle(\"sub-la02_ses-presurgery_space-RAS_T1w.nii\")" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -333,7 +336,7 @@ "(256, 160, 189)" ] }, - "execution_count": 9, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -348,22 +351,22 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'Center slices for ACPC detect post T1 image')" + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 10, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -380,7 +383,8 @@ "slice_1 = ras_acpc_postt1_data_squeezed[:, 80, :]\n", "slice_2 = ras_acpc_postt1_data_squeezed[:, :, 94]\n", "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for ACPC detect post T1 image\")" + "plt.tight_layout()\n", + "plt.suptitle(\"sub-la02_ses-postsurgery_space-RAS_T1w.nii\")" ] }, { @@ -392,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -401,7 +405,7 @@ "(256, 160, 189)" ] }, - "execution_count": 11, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -416,22 +420,22 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'Center slices for first coregistration image')" + "Text(0.5, 0.98, 'sub-la02_ses-presurgery_CT.nii')" ] }, - "execution_count": 12, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -448,7 +452,8 @@ "slice_1 = ras_postonpre_t1_data_squeezed[:, 80, :]\n", "slice_2 = ras_postonpre_t1_data_squeezed[:, :, 94]\n", "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for first coregistration image\")" + "plt.tight_layout()\n", + "plt.suptitle(\"sub-la02_ses-presurgery_CT.nii\")" ] }, { diff --git a/validation_of_postsurgicalmasking.ipynb b/validation_of_postsurgicalmasking.ipynb deleted file mode 100644 index 6c04a38..0000000 --- a/validation_of_postsurgicalmasking.ipynb +++ /dev/null @@ -1,519 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Determining the Correct Orientation of the Post-Surgical T1 MRI To Feed Into Seg3D\n", - "\n", - "Currently, Seg3D outputs segmentations as `.nrrd` files, which seem to also have a fixed RAS orientation. This is a problem if say we would like to overlay the T1 image of the Post-surgery onto the Pre-surgical T1 MRI.\n", - "\n", - "For example, if there is a left/right flip, then the surgical segmentation is on the wrong hemisphere of the brain. \n", - "\n", - "What our current workflow does is:\n", - "\n", - "0. robustfov: any \"neck\" is cropped out of the T1 MRI field of view\n", - "1. acpcdetect: T1 MRI is acpc aligned and RAS oriented \n", - "2. coregistration: the Post-surgical T1 (acpc, RAS) is coregistered onto the Pre-surgical T1 MRI (acpc, RAS)\n", - "3. Seg3D: the coregistered Post-surgical T1 MRI (acpc, RAS) is annotated and outputs a `.nrrd` file with the image volume mask of the surgical segmentation\n", - "4. coregistration: The coregistered Post-surgical T1 (acpc, RAS) on the pre-surgical T1 MRI is then again coregistered to the FreeSurfer T1 MRI (256^3 LIA orientation, or we can apply whatever process FreeSurfer does. the coregistration here is a hack)\n", - "5. Apply transformation matrix to the seg3d mask to map it correctly to the FreeSurfer space.\n", - "\n", - "Now, the coregistered Post-Surgical T1 from step 4 and the Freesurfer T1 MRI are in the same space and can be overlaid with anatomical masks, white matter masks, etc. \n", - "\n", - "## Validation\n", - "In order to confirm this flow, we currently have Post-Surgical T1 MRI annotated without acpc alignment. It auto orients to RAS. This poses some issues because then the coregistration transformation matrix we apply to get this image to FreeSurfer T1 image is incorrect.\n", - "\n", - "We want to run all the above steps, and do a quick visualization of each: Let us use `la02` as an example." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# load functions\n", - "import nibabel as nb\n", - "import numpy as np\n", - "import sys\n", - "from pathlib import Path\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# define certain functions\n", - "from mne_bids import make_bids_basename\n", - "subject = 'la02'\n", - "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")\n", - "\n", - "def show_slices(slices):\n", - " fig, axes = plt.subplots(1, len(slices))\n", - " for i, slice in enumerate(slices):\n", - " axes[i].imshow(slice.T, cmap=\"gray\", origin=\"lower\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load Data\n", - "\n", - "Load the data from step 0-5." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "### DEFINE FILE PATHS\n", - "# original T1 MRI nifti files\n", - "pret1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='T1w.nii')\n", - "pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / pret1_basename\n", - "\n", - "postt1_basename = make_bids_basename(subject=subject, session='postsurgery', suffix='T1w.nii')\n", - "postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / postt1_basename\n", - "\n", - "# after running robust fov on both of them\n", - "robustfov_pret1_basename = make_bids_basename(subject=subject, session='presurgery', processing='robustfov', suffix='T1w.nii')\n", - "robustfov_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / robustfov_pret1_basename\n", - "\n", - "robustfov_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='inT1', space='RAS', suffix='T1w.nii.gz')\n", - "robustfov_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / robustfov_postt1_basename\n", - "\n", - "# after running acpcdetect on both of them\n", - "acpc_pret1_basename = make_bids_basename(subject=subject, session='presurgery', space='RAS', suffix='T1w.nii')\n", - "acpc_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / acpc_pret1_basename\n", - "\n", - "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii')\n", - "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", - "\n", - "# after coregistration\n", - "postonpre_t1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='CT.nii')\n", - "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'ct' / postonpre_t1_basename\n", - "\n", - "# etc.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# use nibabel and load\n", - "postt1 = nb.load(postt1_fpath)\n", - "pret1 = nb.load(pret1_fpath)\n", - "\n", - "robustfov_pret1 = nb.load(robustfov_pret1_fpath)\n", - "robustfov_postt1 = nb.load(robustfov_postt1_fpath)\n", - "\n", - "acpc_pret1 = nb.load(acpc_pret1_fpath)\n", - "acpc_postt1 = nb.load(acpc_postt1_fpath)\n", - "\n", - "postonpre_t1 = nb.load(postonpre_t1_fpath)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Visualization and Basic Analysis\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## RobustFOV" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(256, 160, 189)" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-orient to RAS coordinates\n", - "ras_robustfov_pret1 = nb.as_closest_canonical(robustfov_pret1)\n", - "ras_robustfov_pret1_data = ras_robustfov_pret1.get_fdata()\n", - "ras_robustfov_pret1_data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Center slices for image')" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAADjCAYAAAB+QFQfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9eZhdVZX+/zl3rjvXXJVUVWpIZSyqwpSEQJgkCQjdIIOiCC22YLcijl/tpmmFtm0bW2hF9AEFxZ8oKIMISENsBEEgEMlAIAkZa57r1q07z+f3R9XanIoIth3aWOz3eeqpO57p7rP2Wu9619qGaZpoaGhoaMwt2P7cB6ChoaGhcfihjbuGhobGHIQ27hoaGhpzENq4a2hoaMxBaOOuoaGhMQehjbuGhobGHIQ27hp/0TAMo9kwDNMwDMfM8/8yDONv/g/3//eGYYwYhpEwDKPyMGzvVcMwTj0Mh6bxDoehde7vXBiG8QHgM8ASIA5sA75imuZv/5fbvQ5YaJrmB//XB/nW+2oGDgJO0zQLb/f+Dtm3E4gBq03T3P5/uW8NjbeC9tzfoTAM4zPAN4B/A2qBJuA7wLl/zuMCEC/8LwC1gAd49X/6RWMa+v7TePtgmqb+e4f9ASEgAVz0Jp+xAf8A7AcmgJ8BFTPvNQMm8DdALzAO/NPMe2cCOSA/s4/tln3eAQwBA8C/AvaZ9z4EPAv8JxAB/vUNjmcl8DumPeUR4KZDjsUx8/wp4COW710B7GI6MtkJHDPz+jzgfmCMac//6rfa1yHHswhIzuw7Afx65vU1wGZgaub/Gst3ngK+MnOuaaajm0O32w2cMfP4OuBe4K6Z498xs99/BEaBPmC95buXW871APDRQ7b9+ZnrPwh8ZObYF8685wa+PvN7jgC3AmV/7rGq//70vz/7Aei/P8OPPm2AC2IQ/8BnPgVsAhpmbvzbgLtn3hOD+j2gDOgCssDSmfevA+46ZHsPzmzDB9QAL4rxmTHuBeATgOONjArwPHDpzGM/01TImxp34CKmJ5LjAQNYCCxgeuJ6Cfgi4AJaZ4zhhjfb1xsc06H7rgAmgUtnzuP9M88rLcfWCyyfed/5BtvsZrZxzwAbZj7//zE9Ef0T4GR64jpo+e7ZQNvMuZ4CpHh9MjsTGJ7Ztxf4EbON+zeAh2bOIQA8DHz1zz1W9d//4j7/cx+A/vsz/OhwCTD8Fp/ZBbzL8ryeaW/cYTFqDZb3XwQunnk8y7gzTV9krUZ7xvA9OfP4Q0DvWxzP08D1QNUhr7+ZcX8c+OQbbGvVoftj2hv+wZvt6w22c+i+LwVePOQzzwMfshzbv7zFNg817r+yvPdXTEcJEvEEZvYf/gPbelDOH/i+1VgzPdGZM/8NpqOQNsv7J1gnDv33l/enOb93JiaAqrfgthcAPzcMI2oYRpRpY19k2lALhi2PU0x7uX9oW05gyLK925j24AV9b3HMf8s0JbHbMIzNhmGc8xafB2hkmlZ6o+OZJ8cyczzX8Pq5/Sn7gmmqp+eQ13qA+Zbnb3Weh2LE8jgNjJumWbQ8h5nrbhjGWYZhbDIMIzJzTu8GqizHZt239XE10978S5br8djM6xp/ofhLSVxpHF48z3S4fx5w3x/4TB/wYdM0nz30jRmFypvhUAlWH9Oee5X5hxUtbyrbMk1zL/D+mSTk+cB9f4T0sI9pmuKNXj9ommb7/2Rfpmkm32J/g0xPHFY0MW0o1ebfYht/EgzDcDOdQ7gM+IVpmnnDMB5k2iuHaa69wfKVRsvjcaYniuWmaQ68Hcen8X8P7bm/A2Ga5hTTfPO3DcM4zzAMr2EYzhnP72szH7sV+IphGAsADMOoNgzjj1XSjADNogYxTXMI2AjcaBhG0DAMm2EYbYZhnPLHHrNhGB80DKPaNM0SEJ15ufhm3wFuBz5nGMaxM+qUhTPn8yIQMwzjC4ZhlBmGYTcMo8MwjOP/F/sCeBRYZBjGBwzDcBiG8T5gGfDIH3ue/wu4mM6NjAEFwzDOAtZb3v8ZcLlhGEsNw/Ay/fsDMHOe3wP+0zCMGgDDMOYbhrHh/+C4Nd4maOP+DoVpmjcxrXG/lmmD0AdcxTRPC/BNphNsGw3DiDOdXF31R27+3pn/E4ZhbJl5fBnTBmgn00nG+5jm8f9YnAm8ahhGYubYLjZNM/NmXzBN816m1Sk/YVpB8iDTip8i0/z1CqYTlONMTwShP3VfM/ubAM4BPss09fV54BzTNMf/B+f5J8E0zThwNdNGfBL4ANO/n7z/X8DNwJPAPqajN5iOqAC+MPP6JsMwYsB/A4vf7uPWePugi5g0NN6BMAxjKfAK4H4TqkzjLxjac9fQeIfAMIz3GIbhMgyjHLgBeFgb9rkLbdw1NN45+CjTFNx+pnMIf//nPRyNtxOaltHQ0NCYg9Ceu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchDbuGhoaGnMQ2rhraGhozEFo466hoaExB6GNu4aGhsYchOPPfQAAhmGYhmEAYJqmet1mm557SqWSfE79P/RzpVIJwzDUZy3bVp83TXPWc+vr1u3bbDbsdjvBYBCHw4HL5VLfMwwDu91ONpvFZrNRLBYZHx8nn8+rY3ij47Duz3oepVIJm82mHst7h14L6/vWbRz62UNfP3T/NptNnbNpmtjt9lnPgXHTNKv/0G+loaHxl4EjxbjjcrkoFAo4nU7y+TwOx/ShORwOPB4PsVgMp9NJqVSiVCrhdDrJZDJqG3a7HZfLRS6Xw263/96EIM8dDgemaeJwONR2bDYb+Xwep9PJZZddxpIlS1i4cCFutxvTNGlsbCSfz/Paa6+xfv16HA4HExMTuFwu8vk8Bw4c4OWXX2ZiYgKAnp4eNm/eTH9/P4VCgampKcLhMNFoVO1XJgbZhmEYOBwO7HY7NpsNp9NJMpnEbrcDkMvl8Hg85HI5NdmUSiVloIvFImVlZeTzeWWoc7mc2iZAsVjE4XDgcDhIp9N4vV5yuRyGYVAoFMjn8wA9/xe/uYaGxtsLw+od/tkOwjBMm82Gx+OhUChQLBaVgTNNUxnCXC5HIBAAIJFIYLfbcTgc6nOpVAqbzaa+m8vlZn3fbrdTKBSU9x0IBKisrOS0005j9erVOJ1Ojj/+eBYuXEixWCQWi3HgwAG2bt3Kli1bSKfTJBIJ2tvbCQQCVFRU0Nrayrp16xgaGmJ0dJTh4WFyuRzz589ncnKSaDTK4OAgQ0ND/PznP2dwcJBsNkuhUMBms+Fyuchms8qoZ7NZNSE5nU6cTiepVEoZaGCWh2+aJm63m2w2q94PBALE43Hcbjc2m41MJkNZWRmpVAqXy4XT6SSdTuP3+9Vr8XhcPPeXTNM87v/sx9fQ0HhbcMQYd5fLhcPhoFAoKIpBjJgYasMwCAQCuFwuRkdHcbvdlJWVzfLqYdqLNwyDYrFIsVhUj+Uzfr8fh8PB2WefzTHHHENNTQ1r1qyhqqpKRQCbN2/mq1/9KplMhqGhIUZGRpg/fz4+n49kMonH48E0TRKJBJ/85CcpLy/nqKOOAqCtrY1MJkNPTw/5fJ6xsTEymQwjIyNcddVVlJWVMTU1hcfjwTAMZexN01Tb93q9ygu32+0qmjFNk0KhAIDf7yeZTAKvRyTFYhG3243T6SSbzYo3jtfrJZ1O43a7KRQKFAoF3G632q7NZiORSIA27hoacwJHjHEXGsbtdlMqlSgWixQKBeXRlpWVKWNVKBTweDzKG3e73aRSKTU5iJcrk4LdblfbOe+88zjllFMA6OrqoqqqiqamJjZt2sRvfvMbHn/8cbLZLIsWLSKbzeL1ehkdHWV0dJRoNAqAz+cjGAwSi8VoaWmhqamJSCRCNBqlp6eH5uZm3vOe93D22WdTWVmpzvPgwYPs2bOHeDzOP//zPzMwMIDT6SSRSCgaKpfL4ff7icfjOJ3OWVSVvB4IBMjn8+RyuVkTn0yGcq6AomwkLyGUUKlUIp/PK6rHMAyZCLRx19CYAzgijLvNZjOdTid2u51MJqO8UEn+OZ1OXC7XrORnNpud5Y0fSrsYhoHX61W0Q1dXFx0dHaxevZo1a9awefNmPvjBDwKwZ88ePvGJT9Db28tJJ51EIBAgEonw7LPP4vf7SSQSBINBstksNTU1BINB+vv78fl8RKNRkskkTU1N1NXVKTokEonQ3t7OsmXLeM973kNTUxMAv/3tb/F6vTz33HPcf//9vPrqq6RSKQAKhYIywDCdL3C73cpYx+NxSqUSLpcLu91OOp1WxlsmNqGlJIHqcrnUdcpkMuoa+v1+8vk8LpdL7T+Xy4E27hoacwJHjHEXT9PhcChjVSwWlXEHSKfTKiFZXl7O5OSkfF8ZwmKxCKC8UYfDwamnnsqFF17IypUryeVytLW1EQ6H+eEPf8gTTzxBLBajq6uLHTt2MDQ0RCAQoKysTCVEe3t7CYfD+Hw+JicnmTdvHtFoVFEc5eXlVFVVUSwW2bZtG6FQCI/HQ1dXF4lEgsbGRg4cOMCaNWv4whe+AEBvby+xWIyysjL+4z/+gxdeeIH9+/crfl3oJOHdhV6RSc/63G63q/OVCEcS1DabTdEvpVKJsrIyNRGm02k8Hg/JZFLx/WjjrqExJ3BEqGXg9cSg0CqiJDFNk2w2SyAQmJVEjMVi+P1+xVWbpkkmk1EGzu12U1lZSVNTEx/72Mfw+Xzk83mOPfZYvvOd7/C9732PhQsXUldXx8svv8zw8DCZTIaWlhay2SyRSIRcLkcqlSKZTFJXV0cikaCmpobx8XE8Ho/iyqPRKLlcTtFHfr+fTCZDMpkkHo9z1113UVVVxeLFi1m7di35fJ5///d/59RTTyUWi/G5z32OgYEBBgcH+dnPfsZDDz1EWVmZ8uCLxaJKuno8HjKZjLpO1j/JLTgcDkXZWL31UqlEOp0GXp8QZQKxJmQ1NDT+8nFEGPdDteFisDOZDD6fT9E1InEUCqJQKMwySkJDZLNZQqEQf/3Xf82KFStYvnw5sViMFStWsGfPHr7//e/T3NzMwoULeeGFF5g3bx4vvfQSgUBAJWpHR0cplUqMjIyo7bvdbhoaGqisrCSbzZJIJCgvL2dqagrDMIhGoyQSCcrKyjAMg2QySTabxe124/F42LhxI2eeeSaGYXDzzTeTyWRYtWoVCxcuxOPxEAgEWLduHT6fj/vuu09RKuKVezweFb1IklWug3DnkmMQz1/4ebm+Et3IhCG0j8vlUoZfQ0PjLx9HDC0jNEypVFL6a6EjysrKlA5bPHNReWQyGeXNOp1OQqEQV199NQsWLKCjo4OBgQEaGhro6Ojg8ccf57rrrmP9+vVs3LhRSQX37t1LbW0to6OjpNNpUqkUa9euxev1UllZSVlZGel0mnw+T3l5OeFwmGw2y65du6ipqWHp0qXk83kqKip49tln6e7uZmxsjHg8rhKqLpeLU089lVdffZW9e/eyaNEi6uvrSaVSGIbBueeey3nnncczzzxDLBYD4Ic//CG/+tWvyGazOBwOUqkUZWVlioaxFjVZIx9rkZfkL+TamaZJWVkZ8Xgcl8sFoOSWM5OrpmU0NOYAjoj2A6ZpqsIch8OhPHnhifP5vNKEiyECVKJQDJ14+4sXLyYcDtPY2EhlZSUdHR088cQT3HDDDVx00UX89Kc/pb6+nuHhYSYmJvD7/UxMTBCJRKiqqmLt2rUcc8wxhMNhYDqS8Pl8uN1utV/R2dvtdgYHB9m7dy8vvPAC7e3tnHPOOSxcuFBtU6Sbxx57LIsWLaKzs5PBwUFee+016uvr6evr46tf/SoPPvggJ554otLfX3LJJTQ0NKg8QjgcVlJISbxKlCPVp/l8Xqlg5P1SqURFRQXFYhGfz0cqlVIRUalUUuehoaExd3BEeO6GYZiSNLUaKqmcFANklTZaK01TqZQq3HniiSeoq6ujp6eHdevWASjN+oUXXsi//Mu/YLfblTcuRrK6uprGxkaCwSBut5sFCxYwMDCgqkSF+xdPvlAoqKKpcDhMKpVSMkafz8dTTz3FySefzODgIHfccQc1NTWYpsmJJ55IZ2cnoVAIgKGhIR544AFWr16Ny+WiqqqKT3ziE1RXV/PII4+QzWa5/PLLFWUlEYpIJK2VqzabbZZiRrx46/tCW0m0IxGTbBvtuWtozAkcMcZdeF8p0BGvXKpLxRM9tHeKKGrsdjunnHIKF198MUcddRQdHR3Y7XaeeuopbrrpJk444QS+/e1v4/P5AFi8eDEvvfQSNTU1LF68mHnz5qmkpKhYUqmUkj329vYqSmTRokVK7hgKhSgvLycejytaqVQqqe95PB6OP/54UqkUzzzzDL/+9a8pFAosWbKEdevW0dnZSSKRIJfLcfvtt7Nq1Sp2797NNddcw+mnn86TTz4JwLe+9S1++ctfqusjfLy1tYC8LhOAJFGdTqfi3B0Oh0rOWumcXC6njbuGxhzCEUHLAMqIA3g8nlnNwCQBmEqlVBJRkozpdFr1UFm7di2tra10dXVht9t57LHHlGHfvHkzVVVVlJWV4XK52LZtG0uXLmXx4sVUVFRQUVGhCoM8Hg9DQ0PYbDZF20g1qM1mY3R0lEKhQCaTYWJignw+TywWIxqNEggE8Pl8GIZBXV0dhmHw8ssvs3//fs444ww6Ojrw+/1Eo1H++7//m+9+97skEgmi0ShnnXUWzz77LOvWrePqq6/mF7/4BdXV1SSTST796U//njRUaChrsZdMMMLT22w21Ucmm80Sj8dxOByUlZWp6EiKnDQ0NOYOjhjP3efzKY5YuHdRc2SzWeWJikrE5/Mp42az2fjbv/1bjjnmGI455hi6uroAuPzyy+no6GBsbIwnnniC6upqJicnyWQyLF26FL/fT01NDZFIhLGxMfL5PNXV1WSzWdrb2+nr65PCHoaHh0mn00rD7vF4SCQSuFwuSqUStbW1DAwM4PF4qK6uVvSOaZrE43HlnZeXl9PQ0EBPTw8///nPmZycxO/309bWxvnnn8+BAweIx+PU1NSQy+U46qij6Onp4YQTTuDAgQN84QtfUBSLaN2leAtQlIxMBKZp4vF48Pl8ZLNZlTg1DAOfz0cmk1He/YxaRnvuGhpzAEeMFBJQNEyhUFB9UA7t4ii9U0QCKRTIypUrcbvd/PKXvwRgcHCQ1atX09PTw09/+lMWL17MyMiI4sRbW1vJ5XK43W7i8TgrV65UlEY4HOaVV14hn88TDAYZGRlR/WCki2NLSws7d+4EoKGhgXg8Tm1tLdFolHg8zq5duzjmmGPYt28f1dXVTE1NUSwWeeWVV/D7/dTX1/PJT34Sm83G008/zY4dO7j11lvx+/2sXr0ar9fL7373O1pbW1myZAnHHnssY2NjXH311dx+++1MTEwoL97abEzaC4h3n8vlZiWkpSpVchnSrM3aYVNDQ+MvH0dELC4KEPEiC4WCMkRCxUgiVXhkMWZerxen00lZWRnBYJAVK1aoZmLRaJRNmzbhcDhIJpPs2bOH5cuXc+KJJ6peLtlsVtE1pmkyNTXFyMgIuVyOqqoqCoUCgUBAtTGIRCKqx41Uj6bTaSXRLC8vx2azUV5ernT6U1NTjI6OkslkcLvd+P1+YrEYe/bsYe/evZxyyim8733vY//+/cRiMTZt2sSSJUu46KKLiEajfPe73+W5556jvb2d2tpaTjvtNNVnXiSjkiSW84JplY88j8Vi5PN5isWius6ZTEZ12vxDfeA1NDT+MnFEGHfDMBRvLvyv6NjFaAq/bk24+nw+EokE119/PaVSiXA4zLvf/W4efPBB9uzZw69//WvS6TStra0MDw9z1VVXUV9frwyhVLA2NTXhcDgYGhpSnR5ra2uJx+NEIhEKhYJKnjocDiorKxkdHVVUSy6Xo6Ghgfnz55NKpZR6JxQKzero6PV6cblc2Gw2IpEI+/bto6enh/3799Pd3c0tt9xCfX0927dv57Of/Sz33Xcf8+fPZ8OGDTz77LPY7Xa6urpYt24dzc3Nqp2AyEBzudwsFY3ISIWikQSsNGWTVgbj4+NK866hoTE3cEQYd0D1NhFKQVZDkgSqGEgx+ACpVIrTTz+d2tpampubVeFOd3c3ZWVlRKNRysvLeeWVVxRnHQ6HsdlsBAIBgsGgMmqiGpEeNYODg2rSCYfDs3hrUe+UlZWpgqBsNqu4a+k5L1GG1+uloqJCVbVOTEzgcDioqqqipqaGAwcOUFFRwVNPPcXFF1/MRz7yEbLZLFu3bmVsbIxHH32Uuro6vv71r7NkyRKqq6u58MILqa2tndV+QdQ+0gZYKlStDcSEopFipmKxiN/v/72VozQ0NP6ycUQkVO12uym6c0kAiqcuBl3aD0gfcqEcHnvsMfL5PKFQiJUrV/LlL3+ZxsZGbrzxRo466igOHjwIQEtLCwsWLGDevHmMjIwo6sTr9dLX10ckEsHhcBCLxSgWi0xNTdHQ0EBvby81NTWkUim1IlRdXZ0q5Y9EIjidTubNm6e6SQotFAgE6OnpmcXtCz8uDchisRg+nw+n00lLSwvxeJxkMslpp53G1q1bue222zj66KOpqalhyZIl7N69m5tvvllJKv/u7/5uVl2AwFqpKs3BpFYAUDSXTGCS60AnVDU05gTe0nM3DOP7hmGMGobxiuW16wzDGDAMY9vM37st7/2jYRj7DMN4zTCMDX/MQZimqToUWvXb1j+Xy4Xf71c0hN1u59ZbbyWXy7FixQpWrlypSvmvvfZaGhoa+M1vfsO+fftYsGABra2tlJWV8dprr80qitqxY4dKTqbTaSYmJhgbG8M0TdVMLBqN4nQ68Xq9rFixghUrVtDZ2cnw8DBVVVV4PB4mJiZUgzObzUYwGGR0dJTa2lpFn3i9XtVud/HixaolgKhoent7FTW0detWtm3bxp133smWLVs4ePAgW7duZfHixVxyySWsXbuWVCrFhRdeqKiYbDar6BjpPyP9d+x2O16vV/Xlcbvdquq2urpaSyE1NOYY/pg7+k7gzDd4/T9N01wx8/cogGEYy4CLgeUz3/mOYRhvWdcu7Qfg9SSgyCGFLxYFjdAQ4XCYxYsX09bWxvDwMDDdi8Xn87F8+XJCoRD5fJ66ujqCwaDaj8PhwO12EwqFiEQiisaQplnC8Q8PDyuvF2YreXK5HIlEQiUnpWJUesIITSKFUPPmzcPv9+PxeFQCWFooOJ1OJa0UY5/NZunu7mbJkiW89tprLFiwQKlsdu7cyYIFC5RO/6STTiIYDKoktPSRkaSzzWZTendrkzVJCksCWxt3DY25hbeUQpqm+bRhGM1/5PbOBe4xTTMLHDQMYx+wEnj+rb54qKQvmUwqWZ8YJatxXrRoET09PbS0tNDW1sZFF11EKBTi0Ucf5cwzz2TLli10dnYyf/581blRkrVlZWX09vaqtrzDw8OzuiqWSiVaW1uZnJzEMAyCwSDxeBy73U4ikcDr9ZLJZNSSf+FwWLX6FW27FFcJ5y7qH6mQFYj3LEog4fN9Ph+7d++mVCpx5ZVXUigUuOGGG2hubmbfvn3kcjkuvvhipRSSyUn2D68viC0TplTPSgJWjlOS1IcbhmGYMsHIPmdenyXdPFSpY11VSt4TisnaLE1eP/R71ufWRV+sOPS59NmR45XITorCZMlD677lv3X7hx67XGd5bK0MPnR7b3Sch8LansO6wpZ1gRb5b70OxWJx3DTN6jfduMacwv9G536VYRiXAb8DPmua5iQwH9hk+Uz/zGtvCSsvLQP/0AU8xECk02mOP/54GhoaVI8Wp9PJKaecwl133cWePXuIRCKqrUChUCCZTCqDLNWmMmnE43FVySnSxkgkorzsXC5HsVikrKwMmL4JY7EYoVBIrZAUDAbJ5/Mkk0kqKiqUPDGRSNDS0sLk5KSiT8TTr6ysVKof6Ubp9XqJxWLMnz+fcDjM+Pg4pVKJ448/nlwuh8/nY2Jigvb2dm644Qa++c1vctJJJ/H4448rT9zaOlmiIFHNSA5DDJasrfp2NQ6ztimW6ESMnxyn9bpK8tzn86njlUnfajQl+S7GUiSf1lWnANWHSBRC1jUDnE4nVVVVOBwOWlpaWL9+PUuWLFFrBeRyOSorK5mYmGBgYICpqSnuvfdehoeHmZqaolAoKJpQ8hYyOVuLzIRmlMlCINXB1oldahBk2/JYGuvJGJLfTNYVELmuCBKsi6rPHEfP2/IDaxyx+KMSqjOe+yOmaXbMPK8FxgET+DJQb5rmhw3D+DbwvGmad8187g7gUdM073+DbV4JXDnz9FjxyIXmkBsYUPJB0XSfeeaZfOlLXyISiXDaaacB8LWvfY2f/OQnrF27lscee4zjjjuO5cuXk8lkiMfj7N+/H5fLRVtbG319fRSLRbXQ9djYmEraSjMtUaKEQiF8Ph/Dw8OEQiGqq6tVcdXY2JjynOfPn8/Y2Bh+v5/h4WEMw6CiooLGxkZefPFFvF4vXq+X/fv3K8pIqiS1hOsAACAASURBVG59Pp8yDNIeQJYIdDgcBINBcrkcS5cu5dOf/jTNzc0Ui0XOOussvF4vTU1NPPjgg/zqV7/6Pc9Nrl06nVbUl9vtVglW6wQwQxUdtoSqzWYz5Vq53W6i0agyRpKHkGMTIywtnrPZrKKYnE7nrAXArTUKkhSWfvRvtGasUHx2u51sNktHRwdf/OIXede73sXY2BiVlZUYhsELL7xAPB5nZGSEbdu2sX37dnK5HB0dHSxbtowPf/jDuFwukskkiUSC22+/nc2bN7N582acTifJZPL3POtDF5Sx0mCSlAdUYzrpty+GWca85GYkwvV6vbO6olrzVDKByUItMxOkTpS/w/Anee6maaoVLAzD+B7wyMzTfqDR8tEGYPAPbOO7wHfh9WX2hF+3hsDWnili4JcvX87k5CQtLS2Mjo7yqU99isHBQXbv3o3D4aCrqwun08n4+Dijo6MEAgGqq6sJhUIUCgUaGxtJJpMkk8lZypmxsTGlVff7/YyPj5PNZgkGg1RXVyvDOTo6SlNTE5WVlaRSKRYsWKAKg8T7lpt0y5Yt6kZOpVLqHKWlQjabJZlMqjYGVVVVqg9MWVkZoVCIiooKDMNQ+vdbb72VVatWcd9993H66adTKpXo7Ozk6aefplAozPIOJdKx5gxkApHEMqj1U98WiKGW/Qutlc/nFSUlkZlEReIRi8cqE5HH48HhcDA5OakmLhkz1shAcg25XA6v14vdbuff//3fWbNmDR0dHYyMjPD4449zxx13kE6nCYfDKpcii66IhPW5556jt7eXF198keHhYQqFAp/73Of4/Oc/Ty6XU07C3Xffzb/+678qKkx+B8l5GIahFniRLqKyehigpLgyEYgXL43dZD1f67q54v37/X6y2Sx+v5/JyUk16Yk8V6+09c7Dn5RFMwyj3vL0PYAoaR4CLjYMw20YRgvQDrz4R2xPDWprDxlAJTCt64E2NDRgGAZjY2P09PTg9XrZtWsX7e3t9PT0UF5eTjqdZs+ePcqIyLbi8Tjj4+PKKxaNdzQaVYuE+P1+tThHsVgkFospr880TUWnSMJVGnXJe+KpikcZi8WUJyULU8fjcSYnJ+nt7eXgwYPs27eP/v5+hoaGFAVUV1enmn3JJFIqlbjggguYmJigvr5eyTlXrVqlDJp8X1oOBAKBWZ6c0ELW9WrFgzzcECMlhlg8cKHYhL6QRLYUmEm+QorbkskkuVxOSUX9fr9aTUqS7RLtyXgShdOll17Kli1buPLKK1m4cCGf/OQnWb9+PT/4wQ+UJPSkk05i6dKllJeXk8vlqKioUGvllpWV0dTUpPr9eDwefvrTn3LRRRfxb//2b8A0/XPssceyadMmLrzwQtXzKBQKqd9QkvCyclcwGFSRoSx6Lgl8t9uN2+3G5XKpjqMSqYgjIDSgRA3FYpFoNDrrM+LQaLzz8Ja0jGEYdwOnAlXACPClmecrmKZluoGPmqY5NPP5fwI+DBSAT5mm+V9vdRA2m82Um1Fu5kOTTW63m3Q6TTAY5KmnniKfz3Pcccdx0003UV5ezi233MKqVat44IEHOP744xkdHaWrq4uamhp2797NunXriMViPPfcc8o4SNguDbVEhVNRUcHw8LDqBjk5OanWZc1kMjQ3NytDksvlWLRoEQcOHCAUCqn2Aj09PVRVVTE4OKjaJwi9UywWGRwcpKKigqmpKcrLy7Hb7UxOTqp1TmWxkK6uLrZu3aqiFqFWvv/971NXV0ehUOD8889n3bp13HvvvfzoRz/6PVpCwnrxnKWlgkx8knCemQQPW/jucDhMr9dLMplUnrj0tJEGZzNjZhadZF3cWyYga14gn88rGkeSyS6XS3m1Ml5uu+02NmzYgMfj4cknn+Rb3/oWxWKRtrY2Nbn19fWxe/dupY5qamrixBNPJJlMsmrVKl5++WWi0SgbN27E6XSyePFi3G43zc3NRKNRBgcHWbp0KalUikQiwX/+539SV1eHx+Ph3nvv5Ytf/KKqcpZkfiQSwePxqBW1JOLwer1MTU2pSU/ORSIBOXcZA1L7YV1tSygruXYSBWta5p2HI6KIyWazmaImEbWH8JQS0mYyGWU8H330UWw2GytWrOCLX/yiqkB94YUX1IIXK1euJJPJEIlEiMfjhMNhent7mZycVKH1ggULOHjwINXV1ar514EDB0in05SXl+PxeBgdHaWyslKtXFRVVaUULlNTU+pmKi8vV/xubW0tmzdvJhwO093drWSRML04R1VVFcPDw6oj5LJlywiFQjz99NMAaoLzeDw0NTXR1dXF0NAQr732Gl6vl0KhQGtrK/fccw9HH300tbW1jI2Ncf311/OpT32K5557TiXeJGHq9/uJRCKqE2RlZSWTk5O43W61etPhNu52u92UaEu8cEmUSm5Fflu/3z9r0ZVDF0sXI1VeXq4K3MSoW1suBINB/H4/jzzyCF1dXfT393PFFVdgt9sJBoM4HA7Ky8vZtGkTqVSKvXv3EggEaG1tZfny5VRUVBAKhRgdHVVURjAYpK2tjd/85jds3ryZeDxOLBajpaWFlpYWGhoaVB5namqKtrY27rzzTlwuF4888gjf+9732Lx5s0rsh0Ih5cULHSbnKVGV1HsIXWWlnCRJLc6G0FalUkl1S02lUlRUVBCNRsXwH1bjbhiGaZXPysQsSXKrYyZ4K1WROCTW71tftyqADlULyXuH5jwOzUFZ9y/Hc6hy6Y1US9b33mi71n0f6pjK963H8IeOybodK95oW5Zjf8PGUEeEuFl4Q+uFczgc6uYXT69UKtHS0qI8mgMHDjA8PMz27dsZHx9n+/btVFZWcswxx9DY2Mi+ffvYv3+/8mBEmeL3+1VZfm1tLdlslv7+fpxOp1paz+PxEI1GVXMuoVYmJydVclQqS2UwyOpGU1NTAIyPjzM+Pk4mk6GiooJgMIjT6cTv9+N0OvH5fKpFsChzbDYbXq+XcDhMJpNh//79Kj9QKpUYGhpS7Qs6OzspFots3bqVmpoahoaGWL9+PfA6zys96KPRKIDyCKPRKPl8Xhmwt4OWERmoGAHR4ZdKJUVPWVeIstvtqvMmMKv9hGEYyigmEglFqRkzLRak+dvnP/95+vr6eO655/jYxz7GZZddxtKlS7nssstob29ncnKS7373u1RUVHDSSSfx7ne/m4aGBlKpFN3d3Tz//POq58++fftUhPfjH/+YV155hWAwSGVlJevXr+ecc87B4/Hw4IMP0t/fz2mnncaFF15IqVTivPPO49RTT2XhwoXcfPPNbNu2TfX6F+Mr7aOFRpFks4xvaXEh/03TVPJbuaaBQEAVp5WVlSl+XRQ1VvXU4YTkqWQ8SR2Hz+cjEAhQUVGhGtlJAZ8ctyiHpPeSFC/KIvGy5oJQUzKWgVktSCSvIGshi8GW73i93lnN9OQ6S4JeJkOJfoSelGMU5ZGIJmR7ooayti+RbUhrE/m+y+XC5/MpeyY5o0AgoNRaYgeEHZCkuKzhLNsuLy8nGAzOahJ46CRgxRHhuRszy+xZdd7CyVoX7LDb7Vx11VV8+MMfxufz8eqrr3LrrbcSjUYpFov09vbS2dnJ5ZdfzqOPPqoaYjkcDlasWEE6nVbrpgYCAdW2QJQvU1NT2O12KioqGB8fV7JM6fGez+dpb2/H6XTS1NTEnj17yGazLFy4UClsDh48SCaTYd++fezduxefz8eSJUtYuXIlyWSS559/ntHRUWpqahgdHcXn83H22WcTjUZ5+OGHqa+vZ+HChQwPDzMwMIDT6aS6upry8nK2b9+ublyPx8Nxxx3HXXfdhcfjYd68eZx11lmsWLGC97znPeoaStgv7ZIlghBKSQayfJa3QS0jXqfw6x6Px7ogt7rhrIoo4dJFCik0UjabxefzKQrC4/EQDAbp6Ojg4YcfBuB973sf9fX12Gw2TjjhBDZu3MiWLVvYsWMHa9asYe3atezevZvBwUHcbrda2/bpp5+mqqqK9vZ2NaFs3bpVLcaybt06isUiExMT6ncWhVM4HOaRRx6hubmZd73rXVx44YXceOONBAIBPB4Pl112Gaeeeiq33HIL1157rYpKJCIRqWZVVRWGYTA+Pq6MkEggxfDE43H8fr8anxIZSYK8UChQUVGhaKqZBPRh9dzlt7XKQeV3teaiJDcFry/WnsvlKCsrI5FI4Pf7VfQhxlQcEkGhUFCfkyS51SZYz1vsiDyG171uiYbkHpLxViwWVV7KulaE5DOsUYLsR5xQQMmeRX4qFJzkTzKZjJq45bzFgbUm3eV+8Hq9qhV3LBab1SBQxoIcK0CxWDyyPXdAzbpiBISWkVm8rKyMiooKIpEImUyGDRs2MDw8rBbcaG1tJRgMMjQ0hNvtpqqqSvHMDoeDqakpEokEwWCQbDZLOBxmcHBQGQ1rGCyLYrtcLurr66mtrVVhsMjuxDMVAySyRtM0lVcm25WBUltbS0tLi7oJpDVwMBhUCbDm5mY1yYyNjdHf38/w8LBa/zQWizE5OUlfX5/qSTMyMqImxvr6erVf8XBkcAqNIRJD8azfjq6QEj6K6kU4fukhJJ6S3EjCN0vdgNPpVDeuRBiiYReOOZ1Os2rVKh5++GHS6TTnnnsujY2N1NXV0dDQwN133819991HJpPhox/9KDabjcrKSs4//3zOPvts2tvbVTK6s7NTjUWZsOUGO+WUU6iqqsJutxMIBOjs7OTDH/4wbW1tJBIJDh48yFlnnUUul+Oee+7hjjvu4N3vfreSJ37961/nt7/9LVdddRWXXnqp8hQlqpTxJl1FReNubUhXKpWIxWIqAnI6ncrTk8jHMAyqq6uZmJiY1db57YDQjel0Wt1nVnpG2mCIARNhgFXtI8cmSXerQRXK0Fqpbq1fkAkEXs9FiOET79cauaTTaZX/EcdG9iM0mUyaEinLPST3UzabnbWIkNCK8Xh8Vi5Jjlv2I9GDx+NRbVQAdf/JhCP3+NTUlMqxeb1eJYXNZrNq/IvB/0M4Ioy7QJJtMuvKBZHBUywWWbt2LeXl5SxdupTbbruNwcFBGhoamJyc5IQTTqCtrY0DBw6wd+9eRkZGVEdHkaAZhsHAwIDy4mtqapSBlRl5bGxMcaMdHR0A1NTUKJlkd3c3ExMTjI+PY5qmSr7u2rWLbDbLsmXL6Ojo4JxzzmH16tXs3r1bqTkWLFjAmjVrWLVqFY2NjTgcDsLhsFJ5LF26dJZCSDyWkZFp9anf71cTyq5du1izZg2pVIr29na2b9/OAw88wIc+9CEV9cjgkwE6NTWlwlFZ5FuqaQ83xDuR/YokUfrcCMcsE49o0a3JXrlJ5L/NZsPv9xMOhznppJP42c9+xj333MOnP/1pLr/8cpqamjjvvPPYuXMn1157LQMDA1x33XV0dXXR2dnJpZdeqtpPwPRCK4lEgoULFxIOh4nFYjQ1NSm1U3l5ufLMpENoa2srK1asIBaLsXTpUo499licTifLli3jgx/8IJdeeilPPPEE11xzDel0mqqqKs4880weeughzjvvPL71rW8xOTlJMBjE4/EoGkEcB7vdrn4zuQ/Ek5Xnwr/LBCeGwOl0kkgklLRTxtLbATkWoWXE43Y4HGqSElWa/O7SiVScIfGyS6USiURiVi2AeNti5K1JeDm3Q1V2sqKbbNfqXMhxSpRhLT7zer0AymCbpqnyW9bJVugRazQpxyltQEqlEoFAQN1rQj9K63CJ+OR3hNcrpBOJhHJk5HeVHJzkq2Tys1b0vxGOiJWY4PUkgniadrtdzbJyY4mn19LSor7X0dFBPp9n9erVqvilt7dXNfCSUEp+DLfbTWVlJf39/aqSVEIzh8PBggULyOVy7Ny5Uy2Xt3PnThoaGggEAjQ2NqqVlFpaWhgfHycQCPDaa6+RyWRYvHix8pYaGxtVjmD37t2sX78ep9PJyMgI1dXV1NXVqXVYrWGgTBjz589n3rx5vPjii2riEc26hLSRSIRdu3axdOlSDhw4QG1tLQsWLFDXTDwDMRRy40ioWCwWqaysVH1xDvdvKuu3WnvNS3huDaklkpBjlWMXCaTclDabTUU9Dz30EH6/n+uvv57u7m5CoRBHHXUUN954Ixs3buTjH/84ExMTPProoxx77LFkMhnKy8tpbm5WkZdhGExMTNDU1KS8x0gkQkVFxaxmdnV1dYrnTKVSVFVVqYR9Q0MDr776Ki0tLTgcDqLRKOeccw47duxg06ZN6mZfvXo19fX1XHnllXzjG99g9+7daoIXLTugFlARCaR4tBLVWheukTHucDhIp9PKeIoXKsoiMSKH87cVz9ZaoCbGrLKykng8rqIPv98PoKqVJe8iFIU1mrMaa2tSXSY5iQKForA2F5RxI46hTJqNjY10dHSoSMPhmO4Am81mCYVCTE5OKqdNbIJQXhJZiad8aLGZUERTU1NqjQkpEhQHB15vseLxeDBNU9VSyLWQCN5a0Z3L5dQ9JBNJMBgkmUy+qWGHI8S4y40uoYackAxmq3cny8bBdEK1qqqKvr4+ysvLMU1TGTzh1+rr6wmFQqrbolU6J9z4smXL1KwsyQ65cQ/luILBoEqCyIwfCoUYHh6moaEBmB5QExMTLFmyhFwux6pVq9i4caOaib1eL2NjYyohBdMhq/R8t9lstLa20tzcrOgjORY5bhk44i1t376dhoYGBgcHOXjwoKKUZKFsMRJW+aHcnNYk3uGGleIS3lhkjeJNSVdMSZTKNbQu3C2eXCAQYOXKlTz88MMUi0U+9KEPMT4+zsUXX8zDDz/M5z//eerq6vjABz7AkiVLsNvtPPLIIyxYsIBQKKT6/0h4LMmvYDCIaZo0NjZy0kknMTw8jNPpVNXNou4Jh8Oqu2cqlaKyspKdO3eqwrlwOKwWVV++fDkXXHAB999/P9/+9rc5+uijWbt2LSeffDI33HADZ5xxBqOjo3z1q1/lG9/4hvrtJUchxybjXTw9KViSBL5QVBKii1F/I0XH4YKMH7knZQIWOlUiLTHCmUwGr9er8gClUol4PK4W4hHlkDhx8LrkVcautV5FXpfWHWJwr7jiCurr61WNiMvlYmxsjF27dtHY2EipVFJrHTc2Nqo6mRUrVqiK4fr6egYGBli4cCHZbJZIJMIdd9zBrl27VP5A2qVIctjqjMjvJ1SSHLtEV9ZJUSayRCKh6jWkqlmKG633gkwCcl+8GS1zRBh3MaBSrCKGS258m82Gz+ejoaGBZDJJeXk5L7zwgkqkPvvss2o90uHhYVV8Ismv1tZWRkdHMU2T5uZmXC4XFRUV7NixQ83IVj223+/n6KOPxuVyUV1dPav9gN1uJxaLKe9PeL6Ojg4KhQL79+9X+vaBgQEmJyfx+XysWrVKJVglQSresrQ9sNls9Pf309zcrCISj8ejMvYOh4NEIkEmk6Gqqkqpec466ywee+wxmpub2bJlCxs2bKCjo4OXXnpJeRqSQJb9iNckEkRrAutwQbhi6Scvz8UrkskyFospGWQmkyGdTlMsFqmtrSUWiykuUq6TJE4/8pGPkMvluOWWW/i7v/s7BgYGWLVqFW1tbRx99NGk02nmzZvH/PnzVWK5urpahecLFy4kEolQX19PZWUluVyO+fPnUyqVVBdOOcb6+nomJibw+XyMj49TKBSYmJgAoKqqitdee00lBaUiOpPJ8Oyzz7JixQoymYyiCo8//niuueYaPve5z7F27Vr+8R//kddee437779fTWJivKxVpuKZy4QuFbtiIMVTFi9ejIS1YvlwwqrIkbEJKDWYeOKAijpF9SO0l0TNMs6FQhE5qEQz1gS07E9yXueffz5nnHEGyWSS8fFxWlpaiMVi9Pb2smPHDvbs2UNtbS333nuv+p40zJPkfEVFhboPgsEgJ598MpFIhMbGRrxeL5/5zGcIh8Ps3buXa6+9lmAwSCKRUK08rAo/66QkKj/x1g+NXiWRLuckv5215Yqo26yTfjQanZWEfSMcEcYdUINAZkYJv60Xqb29XRmhVCrF+Pg4Y2NjAExOTirZkMjLSqUSkUiE5cuXKxWCtYtiOBymWCwqxUwqlVKyxfr6evbs2UNNTQ2hUIje3l4qKysVr5lKpdTKSg0NDdTW1tLf3z9LHSBFUVI5uHDhQnbu3Km8emk7PDo6SjweJxAIMD4+rmSTcqMLfSCdKaWC1uFwqNYIra2tVFVVKU5+/vz5bNu2TQ0iGYDWZlTi+Uni93DDMAzFW8pvLK2O5bcQIyQTsRSBWcv6c7kck5OTeDwetSj5f/zHf/DXf/3XNDY28vd///dMTU2pfkKtra2kUikWLVqEYRh0dHQwOTmJzTbd2qCtrU2NC6G/0uk0LS0tymsLBAL88Ic/ZPXq1ezbt08ZTuE9Q6EQS5cupaenh7a2NtVnKBAIMDg4qDj87du309/fz8TEBF1dXYyNjfFf//Vf7Ny5k89+9rN85jOfIRAIcOedd/Kxj32Ms88+WymzXC6XuqnFUFpVREJder1eotGoMojJZFJ5gTKpHW7MFEap6EAcEUn4WfsFyXWTzqyiqjk0kpTIWupdhIIUmsntdlNeXk5TUxNf+9rX2LJlCxUVFeRyOQYGBnj22WcZGhpicHCQSCQyq0aip6dHUURiG0TWmEwm1e8nCf37779f3WuyTsRHP/pRNmzYwP/7f/+Po48+mv3793PLLbfQ19envHOZSMUjF49e1GlSdWylVYRWku9K0aHQQGLQJakbiUQU3XzEc+7WGUwGsGEYisOTkz3uuOMYHR0FYMeOHWzfvp2pqSlOPfVUpSUVD3z16tUqnJbqQwmNhGdevny5MsTS+wVe13wvWrRI9ZmRQRSLxQiHwySTSfbu3atULgsWLGDJkiXcfvvtKqnz6quvquZhUrhTV1enCpZOP/10vF4vu3fvxu/309TUxOTkJFu3bmXp0qW4XC5efvllRkZGVPgnnktZWRlVVVVMTU2xfft2VqxYwfbt21m+fDkbN25k7dq1bN68maGhIeUJWAePJO9kUL4dobvdblecqjy3FqWZpqlWojIMQ4XYMpnJOKisrFQtImw2G9/4xjd47rnnaGho4KqrrqK6upr3vve9NDQ0kE6nmZqaor5+ukOGeGOyL4DBwUHFW0o7CukrJDRVd3c35eXlqp1zOp2murqaQqFAOBymUChQW1uLz+dj+/bttLS0UFNTg2ma1NfXKw+0q6uLLVu2cOKJJ3Luuecq4/O73/2Oj3zkI9x8883EYjHuv/9+LrjgAm666Sa+8pWvsH//fsXxCycrvLTQMhJVCA0pfLRMABUVFW+rzl08b4myhT4QSkYmdcm9hEIhJSywqrNk0pfo0qq6kXxCIBDgy1/+MtXV1YyOjtLT08OPf/xjxsbGGB0dxe12k0qllPxRHB/Jn4RCITV+hP6SpHpLS4saX/l8nnA4rGjh0dFRQqEQyWSSm266iW9+85uUl5ezZMkS7rjjDmpqaujq6uLKK69k9+7dygsXoyz3nVWaKY8PPU8rLZPL5ZRzK8ocgFAopGjrt4rIjgjjDq8rK2RGsupJi8Uiq1atUisgDQ4OYpomnZ2dHDhwgAULFlAoFPjtb39LV1cXpVKJAwcOKE10PB4nFAqpweh2u5WBs2a7Q6EQL774IqVSifb2dlVUI8UVExMTVFRU4HK56Ovrw+fzqUSXaMg7OzsZGhpi3rx5jI+PEwqFFAcrxq5YLHL88cfzwgsv0N3dzbx581RBkah7hoaGGB4eprGxkZqaGgYGBhgcHMTj8ahWw+Pj4yqpk0ql6OnpIRAIqHC+o6OD7u5uNVisskKZ7GTAvV31DsIxys0vSSRrQYv1hpbXJeQV2mbJkiXYbDa2bdvGbbfdxq5duzjrrLOYmpri7LPPVt06JZFeV1eHYRhEo1HlRYqaQlbPkhtJllEslUqUl5ezf/9+GhsbicVixGIx1V1Ujl+KWIQykbV0hR+dmpoiGo1SKpXYvXs3Ho+Hs88+m/Hxcerq6nA6nQSDQaLRKD/4wQ/4m7/5G+6//36CwSCXXnopdrudK664Qql0RI5pVUkIDy3erXDaMN1CWVYQs1IjhxOiZZekvIxtSQRKrkfoBlGPyMQu9Izc35LfkKIkmSAMw6C1tZUvfelLvPTSS7zrXe/irLPOoqGhgfe+97185zvfoVgsKu+6WCxSUVGhHDxRw+3cuZORkRGVbLXb7SpSSyQSDA4Osm/fPhU5Ll26VEmOJYc1MTFBT08PqVSKWCzGySefzKmnngrAbbfdxquvvqrWXhBZq0x+QtnIfSgGH35/rYJUKqX4fKEwrRr+eDyuRApvhiPGuEtFl3DE1uor6QficrkoLy/noYceUkoCSSpK8jWbzVJVVaVKxEV5IKqLUCikONzBwUH8fj/9/f1EIhE1OKX3usy8YuALhekWwOPj49TX16sbZ2BggPLycmXgq6qq6O7uZv78+cyfP5+JiQnFH4ZCIUWTdHZ2Eg6Hqa+vZ2RkhImJCXUDyMQUCoUoFos0NjYyPDxMIBBQno5wl5lMRi0NKDRVKBRS3qt4BjLIrJ6VNbQ+3LB6XjKYrck+6ZsuiSwJ58VjlWR6WVkZL730EvF4nBdffJFXXnmFH/3oR9jtdk444QRaWloIh8Oqd3+hUKC/v1/J04RPl4pHoS/kNwWYP3++qn6tqakBpiOcl156iZNPPplEIqHoApfLpaK88fFxjjrqKHVTptNp1XPG5XJx5pln0tbWxujoKI2NjUoRFgwGKS8vZ3h4mCuuuIJrr72WJ598knXr1vGBD3yAhx56iGeeeQZAKcas6h2ZPADFExcKBTX5yDlJsdXhhnjjcg9IhCT3jFVpIrke6+9v1atLXk08ekmOlkolrrvuOvL5PPX19dxyyy2USiV+8IMfUCgU+MUvfqE6syYSCdauXUtXV5eqY3E4HNTV1TE2NkZTUxPZbJbjjjsOu93OM888fY2ZNAAAIABJREFUQ1NTExUVFRQKBaqrq9U9bbfbqa6uVs0E165dq5LHpmnS09PDM888w5e+9CX8fj933323oojuuusu+vr6+OxnPzsrapLkskxkEtlZjb11bWiptwFUIrZYLCqnRwz7EU/LyKAA1IwlN7x4mtJyV5auAxgZGaG+vp58Pq+KfMbHx2lvbwdQnpboa0dHR9XapmNjYxSLRRoaGuju7iYcDqtZeHh4GLvdTnl5uZoUDMNg4cKFvPjii4TDYTUI/H4/+/bto7GxkXQ6rcqvu7u7VQn76tWrlWJAWtiK6kE8zOrqaoaHh1X4arfbqaysVJI4a2JqZGSEXC5HXV2d4t8mJyeVWka49K6uLhVSiucsrYll/6KDliTW4YR4IuKhp9PpWUofiTjkRrJq3EVNMzk5yQUXXADAnXfeyZ133snLL7/Mz3/+czZs2MBpp52mvOaysjIOHjxINBolmUwqDXsgEKBUKlFbW6tyMsIBy+QhRqq6uppEIkFFRQUDAwOq3bLQLuJ0yCLo4i1LLUZvb6/yTufNm4dhGPT19amukrJIzMDAgOolX19fz5NPPsmqVat4//vfz913383VV1/Nk08+qagKqUqVcN0a7lu5buFunU4nBw4coFgsKqrycEP0+OK5S5Qm964kWCXvInk0a+JRJjuJgoVazeVyXHLJJbz00kucfvrpXHfddTz00EOMjY1x5ZVXsnjxYiorK9mwYQMOh4ODBw+q6y0FXJJ7iUQiqosqvF5IJCuxydoJsri9qFckcSl5KZi2KcuWLSMej/PAAw+we/du7rnnHh577DFuu+02HnroIWw2Gx//+Mf58Y9/rOyHcO9C21jlnZKHkPyIMBZCY8HrikIZazJm30ziesS0H7DqRq2r98gM9tOf/pS2tjY6Ozu55pprGB4e5vnnn6erq0slCeUCrl+/nkKhwNatW5mcnFQXSgyKcKznnnuuUtucccYZRCIR8vk8jY2NbN26ldraWjVYQqEQu3fvJpvNqo6T+/btY3JykqOOOkopeqRQamhoSHl74jkuW7ZM3dzCd0vv8CeeeILLLrtMJZJ27dpFMplUFa+lUom+vj5qamqw2WwcPHhQRTpVVVWqDcLdd99NQ0MD//RP/0Q2m+XKK69Uob0UZkgIL5QUYJXSHbYydcMwTFlW0OfzKTmn6H3FUEoyTiZjuZaJRIL6+npuv/121q5dyyWXXMKqVav453/+Z97//vdz0UUXKY8xEAgobXUmk6G/v19VuYbDYcWnSz+asbEx1V9IrnMymaSvr09FP/PmzWPTpk00NzfT1NSEzWajpqZGTdCmaTI1NaW4XbvdrmoSXC4X7e3tykiIwRgcHOTBBx+c1T/e7/ezf/9+YrEYy5Yto7Ozk+uvv56jjz6avr4+1fddvD1rbxThsGWitLZykCh2bGyMXC53WNsP2O12UwyhJL6l2EdoBSk8FDVcMBhUEae1khRQ9JY0tfv4xz/O4sWL8fl8PPnkkzzzzDMUCgUuuOACIpGIaqVcKEyvaJbP50mlUng8HlWDIFJVMaKix8/lcvT39yuDabfbWbZsmVKSlUolxsfHicViqiGgeM3Cc4sMs1QqKeFCV1cXkUiEzs5OrrrqKm688UZuuukm5UiGQiG1poO1x74oh8T+SdQu+T5hEaRDrfDugHDvb+i+HxGeO6ilwFQWXgYGoMKV/v5+Ojs72b9/v2rTunLlSsVfSjGCJEQDgQDpdJrBwUFqa2tncbHhcJixsTFaW1uZmprC7/crflaSn/JjS4WrzWaju7tbeaQDAwPU1dVxwQUX4Pf7lZRxaGiISCTCwYMH6e7u5qijjlLaaHi9LN+afKmurlazvHiWgCpwkkpWMeSZTEZx0uLBySAWT04aG0lySNogyGtCzYga43BXMhqGoRKBEj6KxynSRpGeyqAH1PEYhsFPfvITTjrpJG666SaGhoYYGRnh3HPPpaurC4BwOKxC+MnJSbUQyyuvvKK0w7W1tfT29qrFNzweDzU1NYyPj6tmTOJhj46OqiX0pJDpgQce4IILLsDhcKieLbKQihQNhcNhFZEEg0Ha29tVAnZkZIR8Pq+M+1/91V+pZlFPPvkkCxYsUIuyn3zyyfzmN78B4B/+4R/46Ec/qoyBNYkmY0cmmmKxSHV1taIUXS7XrPqItwMS7UmbA5lwpFZFok2pGBU9utCiVsoOpiWUPp+PG264gTVr1rBx40Z+97vfsXfvXqqqqujq6sI0TZYsWaIaaw0PDytvf9u2/5+6L49uuzyzvpJsy5tkbZZk2bJl2ZYXbCchcYgNCRCgkLIOUzpth6F0KKUtHTrTmbZ0TuFrpwwMPW0PbWc6DJS2DC1bC10StpSEbCQhIdiJ492Wd2uxtdqWbNmWvj+c++RnpkC/TvgO/Z3DgRBHkfS+7/M+z33uvU+H+O+XlZVJRpxMJuHz+QSm5QUInIWXBgcHsW7dOszNzUn/LRwOo7e3F0ajEbOzs7IGRUVFqKiowMTEhJy3eDyO//qv/5L+y89//nNs3LgRDzzwAO644w7k5uaK26kSYqMOBIBciCQ5sMFKoRovL+6DPwsqJDcfqVDKW12ZgSwtLcHr9Qo2x8yaZU51dTVOnTolNyV9Vpg90XOFWVgsFpNDqlRKRiIR2O126HQ6TE9Pi22uWq3G97//fSwvL+Oiiy7CkSNHJAOur6+XLLG1tRUrKyuIRCIIBAJ4/vnn0dfXB7/fj5aWFrjdbkxMTIikempqCna7HcFgEDk5OSgrKxP2zGuvvSYb66qrroLP58PY2Jh0/5kxxWIxlJeXw263w2Kx4Pjx49i+fbtcUErmAi8ZYqLKDXYuH/YAmJExS6OYiZkfISNa9rIBzolWAGC327FlyxY88sgjuPbaa1FdXS0XI1V7bJRlZ2ejtbUV4XAY09PTCIVCWF5elmEbwGp5TQprLBYTqhqtHMii6e7uRnNzMwYGBmA2mzE8PAyTyYSKigr5jLFYDAaDAbFYDFu2bJFxi8vLy4hGo7Barejs7BQeNgN/e3s7amtrRfjk8/lw9OhRgVA2bNiA6upqjI2NrTFMIzEAAMxms8wHJgRpMpkQiUSkInq/MHfqJ9iwZlKmZMKwwmFlxESFe58NQzLivvrVryIajcowG4vFgpdeeglut1sSPtJkmdAEAgEsL69aeI+OjmJ8fFyEatQssBfBJIZQr8FgkH6ZUj/AC4Hnwul0wul0isHg0NAQDh8+DIfDIWaCdXV12LNnD15++WWYTCbYbDbccsstmJubw1e+8hV576xmSHHk5Uj4hywZMmUSiQT0er1YjDPDV9pS/KHnAxHc+SjlxYRj2KChxzo72IQ06PNOLI+0uWQyidnZWaE/ki8LrIqGmOUAkIBCfJuubMx+2fxkNkQpdUFBgTR/uGHsdjsymYwoYl0uF2644QYMDAxg//79eOutt+BwOOT2ZqDLz8/HzMwMHA4H5ubm5LUtFotY/AKQz8VmIzPx4uJiacrk5OQI7Y8YtlL4QRUh1YPvl/cIee5sNjLL1Wg0QiclS4UKUeUEI7VajZaWFgwPD8ulXV9fD7/fvwZ2Ieau5Fbb7XaxkqBHDP3zCYcAkNcBIJOu2Lw/dOgQLrvsMpjNZimJT58+DZfLBZfLBQAy7GR6elookry0AoEA8vLyMDY2hpGREZw+fVoETYuLi8Lk0Gg0qK+vR19fH1555RXccccd+MxnPoNHHnkEt9xyC/7pn/5Jkh4aXfEJh8MAzmKyS0tLYu+s1DMQuz1XDxMEOmLSUItZMZv1wNmZveRt8/eV83SNRiM+//nPw2KxSEBfWFjA0aNHYTKZUFVVBQAySL6mpkagMAZjuq2qVKvzi/ke2UOZnZ0V7JxJFW1IWNVptVpYrVZotVqpxkKhEKLRKLq6ulBUVCTNe4/Hg6ysLOltcM83NDTgxz/+MWKxGE6dOoWPf/zjWFpawj/+4z+uaZiSYquc38Cm/dsvZvaHlINq/izYMkpFHgMOgwA9sEkxm5+fR3d3N7Zs2QK/3y8ZuNFoREFBATZu3Cg3ZDQaRUFBwZoxfI2NjUIrJA+YvOTl5WXJoicnJyXIkI1BTJcGUwzoRqMRAORAk4qVSqUQCoVgsVhQXl6OzZs3Y3h4GI899hg2b96MWCyGhYUFdHR0CGOGTpAmk0kWkq/v9/uRl5cHp9MprJ2xsbE1vFoqWOnA5/F40NHRIbxxAGtcLZlBvV/ryoBEqwEKsYLBoAjL6IBHmEalUiEQCODLX/4yAOCZZ57B/v370d7ejk9+8pNCS+WIwZycHPj9frH5pX0roS0GN/ZllN4whNu0Wi2qqqrg8XgwOzsr0FdFRYVQ9qqrq1FUVISioiL5Ozlgvbi4WJhWOp0Oc3NzgqtOTk7C5XKJL1F3dze0Wi2ampowNzeHvr4+pNNpGAwGbNq0Ce3t7di0aRUe37FjB/71X/91zYBzZpdkFZG/zYqHP8vA935QIUktBVYFhGySAvgfYhw2WAk1MFsnnJifn4+77roLDQ0NyM3NxaFDh6Q/dPDgQVx88cUIhUJQq9UCMSrnG7CPlZubK/ArAGGmVVRUIBqNoq6uDsvLy5icnAQAuFwuSeboKqvEuLVaLWZnZ0VkSM8Ymr2R3jk6Oiq+MBSqUSSZTCaxf/9+VFZWygXD70/JbOL3xcQrPz9fzj+rUVYdSr3LnwUswxtdaR7E0oVc9QsuuACHDh2CWq2G0+nE8PCwUOjUajX6+vrQ3Ny8JvsjVj07O4vx8XHodDrYbDaBNDjRJ5lMYm5uDhUVFThw4AA2bNiARCKBrq4ubNu2DcFgcI3bXn5+Po4dOwaLxSJZSG5uLk6dOiUNLZoCzc7OSnCx2+249957sXPnTsGjt2zZgvHxcbhcLik5CwsLYTQaEY1GJfsmTllSUoL8/HyEQiFho1DFm8lk4PV6BeNvamoSUzPyyIGz3i3EbN8vhWpBQQGi0ajItYHVw6/T6WQ2LUtTg8EgP6NSqdDc3AxgtbI6duwYmpubsXnzZhgMBrz00kuwWq3Izs6G3+8XZgT9S3JycjA2NgaVSoXy8nLxRycmHA6H5WKgWjAej8Nms0mDlI2r/Px8bNu2TSCR2dlZpFIplJSUIBaLoaysTKiJ7M/QQZLeJcy2s7OzMTg4KBO++vr6sLS0hGeeeQYWiwUulwunT5/G3r17AQA1NTWoqanB0aNHYbPZBEPnRcl9R/dEDsem9w0z/nP98OJWeq3QJoO+5VRsKtWnyt4KMWSj0YjbbrsN3/nOd2TfLi4uor29HR6PB3V1daIMrq+vx9LSEsbGxgR6tVgsUukzE49Go3C5XDAYDCgvL5cqjpAtCQ0ul0v0KawwCfGtrKxAr9fD4/EIk4cVIC8uVnSkTabTaTidTiwsLOCVV15BW1sbTpw4AZfLhY997GM4cuQIOjo6JHMnMsFKnlAV2XVMfJl8Km0o+HPv9HwggjsFEcqSBIAEd35w3vicWAJAWBdUj5JnzJtdpVKJLwgvEWYMdGEklupyuRAMBpGXl4doNCpudtnZ2TAajaIELCoqwosvvoiOjg5YLBa0tLSIaVhLSwsGBgZEdm42m4UnC0AyygsvvBDd3d2iaCR/NZFIrAk29NwIhUIiGGFmRhET+bIUgsRiMbjdboRCIWHqAGcb0wwOSjrd+/UoKXLKxhT/XmUjl1a8qVQK11xzDZxOJ5555hloNBp4PB7U19ejuLgYRUVFWL9+PTo7O5GTk4OWlhaRtieTSVitVjkAhNqIX/KgEGundJ8OneFwGF6vF/39/VheXobf70dFRQV2794Np9Mpk3u4D3noqYEoKCjA+Pi4vD6HmM/NzcHn82FgYAButxs2m032cXZ2NrZv347s7GxMT09jenoaS0tLuP322/Hoo4/ixhtvxNDQkAx3Yd+EnHBWKsyGeU7U6tWZrWfgR41Kpfo9ABdW5x5/NJPJRFSr0eH7AD4MIAHg1kwm89Z7rSv7HPF4XOAFwmq8MHNzc2WvceAJEzdS/xYXF3HHHXfg4YcfxlVXXYWnn35a7DcikQjcbjc0Gg3KysowOTkpDBiTySSBlUFZp9MJv76qqgozMzPCkkkkEhgeHhYBGDUByWQSTU1NkljyZ8lQY5acSqUwNDQkn2d6eho1NTUwGAxwOp1y2ZERZLPZ0NPTg5WV1WEufr8fP/jBD/DlL38ZJ0+elH4iqzAmZ1xPEiuY5PIiYwKh1I680/OBCO5kjgCQW58HXq1Ww2AwwOPxICcnBxMTE/B4PDLhho6CdrsdExMTGB8fh16vh16vx+TkJObn52EymVBeXi4zRAsLC+HxeKRjzaao1+tFPB5HJrM6RGNgYAANDQ0yWo9eFA8++CBOnjyJ3NxcjI6OCsZdWVkp0uTu7m4MDAygq6tL3Cu3bNmC3NxczMzMwGq1oqSkRKbW9/b2isLUbDZL9p9KpRAOh+Hz+RCJRGA0GlFYWIhTp05hdnYWOTk5aG1tRUdHhzTiOPBaq9VKE06p/CWzgZemMjs41+tKyIBwkVqtloNPTi+DPz8vm+WbNm3Crl27UFpaKlVLIpGA1WpFbW0t8vLy0NfXJ9YCarUa1dXVCAaDKCkpkRKYbBbaDhM+YWIwPDyM8fFxbN26Fd3d3di0aRNKSkoEz15ZWZH95/P54HQ6ZT2YjXImLfcvoQquAWEnrjtdTD0eD/x+PwAIa8rn82Hv3r0oLS0FAHEzZMBWQjR8f0yCqGugCV88Hmd2VwLgmUwm828qlepuAHcD+CqAHQBqzvxzAYD/PPPvd30ymQyi0ahUzlRfApAKhxCK0oufwZH4vNPphMlkwmc+8xl873vfEyilo6NDFL61tbXw+XxIpVJrmG0Mksq9lZubiwsuuEA0JzSGm5+fh9vtRk9Pj4gKqX4lVAQAAwMDsFqta3pF8Xgco6OjAM5WKD6fDxqNBg6HA+FwGHq9HktLS5ifn0cwGMTk5KSYF9LT6Atf+ALuvvtu5OXl4YEHHhABE2mPzMxJ8eT3xnjIv1tpofBuzwdiWAdvSXJM2VFmVqPT6cQ3m4GSWfXCwsIa03xaE8zNzaGxsRFNTU2SybNLT7ECM35mIdFoFIlEAtXV1ZKhORwOaUZlZ2fj8OHDOHjwIDZv3oytW7dKUyUcDqOvr09Kzg0bNgh+7PV6cezYMbzxxhtiF0wPHYpvmpubEQ6HEQ6HZVIL8UBaFwQCAcHT+RlKS0tRVFSE6upqTE9PQ6vVIhwOS1OXFDlS1gCs8d1mM5JMlnP9sCRX0jspAWd1xYqCDnjJZFIaaHV1dWLjrNGsOnLyfbvdbtx4441wu92oq6tDVVWV2OQCZ6l1nIu7vLw6LCGRSMBgMAg3mpf7hg0bcOrUKWliud1u1NTUoKKiQoRjjz32GJqamtDe3i6KYzIZqDymWyczv1gsBovFgvPPPx/btm1DdXW1VDRarRYVFRXweDwwGo3IyspCfX09CgsLsXnzZjz77LOw2WzYvn27ZOjcM2SNKX16uJ+VbopnqlwDgMfPLMvjAG4489/XA/jvzOpzFIBBpVKV/DFrSxiQFFAyn5hlKvcUkzeeDyYdn/vc5zA3N4cbb7wR4+PjcDgc8v6XlpZgt9tx6tQpoT7Pzc2ht7cXg4OD6O3tFeppRUUFDAYDCgoKhJ21uLiIvr4+8aCi339FRYVoHhjIR0dHBeZlP4VukmygVldXC0S0efNmpNNpDA4OIhqNorOzE11dXTh16hRGR0eh1+tx8cUX48CBAzIXwmaz4cknn8R1110nM2d5gQCQXyupobRA4X5RjjR8L4/+D0RwJ1yiZAIob/eVlRWUl5cLJ9Xj8aC9vR1OpxPNzc3QarUIBAIIBoOiKLTb7eIi19jYiImJCahUKgwODiIQCGByclIOSGFhIerq6tDQ0CCsja6uLng8HlRUVKCkpEQag0888QT0ej3cbjf6+vqER59MJhGJRPDaa6/h1VdfRX5+Ptra2lBeXi6N4D179uCJJ55ALBZDKBQSk6r5+Xk0NTXBbrdjeHhYGsVsMJpMJlRWVmJ0dBQ+nw/Dw8MiWNmwYYPYIFOGTb8O9giIbZKBwiyHCjf+8348Sn8gslXYEFOWzFx3Vh8OhwMA5LJfWlpCZWUlksmkNI5LSkpQWFgowZVNRbJVMpkMwuEwYrGY+JYAEI57QUGBMKays7NRU1ODBx54AN/61rdEQQqsKqGPHDmCj370o3jrrbdwyZnB19FoFPF4XDJvBiWDwSAqVvrCR6NRxGIx+Hw+UWCS+UHfGL1ej/z8fFgsFlitVkxPT+PEiROw2+248MILRZijVqulqqDQBYBUsjxH7F+duayyMpmM78z79AGwnlmiUgDjiiWbOPP/3vNhggJgTWNeCR3y/XCvKWGa+vp6pFIp3HzzzWhtbYVOp0N3dzc6OjrQ2dkpiVNFRQVsNhuKi4sF/hgeHkZtba1MsSooKEBDQwPcbrdUuouLi3CdGVmZm5uLrq4uFBQUoLGxUYRDKpUKfX19KCgoEAM7Qpc6nQ5dXV0yjQuAQKH0jYlGo1IdNDY2YvPmzbj88ssFy2fCyOZvJBKBzWbDXXfdJRRQ7n32J1QqlTRzmfDwIifUzKrof4W5q1SqnwC4BkAwk8k0nvl/JgDP4Bzid0rpMgDBCym9Hh8fRzQaxdjYmAzBIEMhHA5LM8xut6O4uFh8xOfm5lBUVIQtW7bgtddeQyKRwI033iiUQmK1nJ3odrvh9/tlJBwZCBqNRhonDQ0Nwniw2+2orKxEeXk58vLy0N/fj1AohIMHD6K+vh7AanCgYnXXrl2Ynp7GTTfdJB4YZAZt3bpVhBgUGVFxqaRvLi8v44YbbpDmHjvuVN/RXIhlHTfI9PS0YM9suBUVFb0vU5j4kH2QTqeFE81f8zBxD5D3S2gGWL0cFhYWUFlZidLSUgkQwWAQp06dwsrKCtra2qSBevr0aZlTy++GGQ//7PDwsNAyS0pKpLH7ox/9CCMjI8jKysLExATKysqEVUNGB734l5eXUVdXJ95DZKQoxWrE/2nQxp/t7+9Hfn4+srOzhdZLjFWtXp1JYLFYEA6HkZ29OufWbrcL7MCSnGQDZu7K2Z586EvDS+wPPH8oOvxB2bpKpfoMgM8ofi37iRAY8WByt3k50wKEOHEqlcIll1yCz33uc7jrrrukWj1w4ABUKhU2b96MgYEBoTrzO7fZbMIm6+/vF1iHFgskB6hUKoTDYaRSKTgcDoFPDx8+jIqKCqnwZmZmBDa0WCxIp9Pi008IkyaBTOBYsanVatTX1yOdTqO8vBxer1eSiBMnTqC5uRl2ux2//OUvcdNNNwnb7tFHH8Xll1+OZDKJhx9+WC5s7gFi/DzXRDZI92a1qxQH/qHnj8ncfwbgqrf9v7sB7MlkMjUA9pz5NbAWv/sMVvG793zI+CAOBkA805kxT01NwePxCI+XohhCElRs5efno7i4WBYskUjIYWlqahLLYDYriM/PzMzIDTozMwONRoNwOIxkcnWo7vz8vPBl6etQXl4Ol8uF4uJiOaAejweNjY3o6OhAXl4eDAbDGlpjUVGROMsxc+ci0uRMOV6NqjUGybKyMrS0tEjwI6RCHJ1BRElBBCB2qMRs+Z2T5aEooTUqler3KpVq4My/jWfWSKVSqX6gUqkGVSrVKZVKdf57rSsDDisFKu8Y6NmMo3kYXRXZGAQga3j11VfD5/OhsLAQAwMDiMfjWFlZgdvtlibtxMSEQDc9PT0YHR2F3+9He3s73nrrLcFAWbGRSUIGwsjICFZWVoT5kJ2djccffxzt7e2orq4W91EaY/Hv0mq1iMfjQqFcWVmRQS28nAGInSzXbGVldSAJX48PfVnI4y8rK5NmH1+HWTp9h2hxy9Ke/6ysyHyBZcItZ/4dPPPXTQBwKpatDMDUO6znI5lMZlMmk9mkhGFIJ2XfhswVZVa6vLw6i5QXLKuXY8eOybnVarW49NJLBR5zuVy44IILkJ+fD51Oh9LSUtFGGAwG1NbWCszKvUSmEisWri/ZMjabTax5s7OzsWfPHiFVmM1maXIbjUaB3Mj6WV5ehsvlEm0CUQKlEprDeEidrq+vxxVXXIG9e/ciHo9LI3jbtm3SR+F+YE+CimmlwJBnVBnoiWq80/OewT2TyRwAEH7b/74e5xi/443LTcLglE6vDtxobGyUQRQrKyuiHrNarXA4HDAajWhra5NsSKVSoaenBwcOHEAoFEIikYDb7YbT6URXV5dgcPTpSCQS8Pl8OH78OBYXF9Hd3Y3Z2Vm0t7fL+3n66aextLSEnp4e2O121NTUiIqVLJ1gMChVB43NdDod6urqZDAAh4KQdsXM3GAwoLq6eo14gYsXi8XgcrlkJiqDC4MJMWwOJWaX3mw2C+VPKR5ReMnI4TvzlOAcXdxKKuvCwoJweCnQYpYUiUTW+N6srKzOo0wkEigoKJAJVr29vTh69Ch27dqFvr4+6cX4fD50dnbKTEweAHqnj4yMiEBMrVZjenpaWA3MhFne87LR6XTYtWsXJicnRcySlZWFwsJCmcTEbJjUS41GIzN3Ozs70dPTgyNHjmBqakrYGfSKoZkb10ytVmN0dBQzMzPiZ5OVlSW9h1gsJl5FbLqxjCdsxeExnCXMYHsmuEcBfPLM0nwSwG/P/PfvANxy5vLeAiBG+Oa9HuL6BoNBmB/ct2QQKQMYAIFu0uk0fvCDH+DVV1+Fx+PB0NAQHn30URw9ehRarRZXX301CgsLpV9BKC8nJwft7e3yek1NTXC5XDCZTOLempOTA4fDAZ1OJ5UUOejZ2dkoLi5GeXk58vPzceGFF65u+jOMtYKCAlRVVQnZgknQ7OwsjEajXBwMsKFQSISO4XBYLrfW1lb4fD5Eo1Hs3LkTd9xxh/D84/E4vv71r+O+++5Dc3OzXIRKczKNRiNcd/6eMuCbTCaBa97p+VMxd9sdyNQOAAAgAElEQVS5xO+Y4SktLpWZfGFhoTg1Er81GAyi6iosLERjYyPKysoki3a5XFhaWsKtt94q4oNwOIyPfexj2LZtGxYWFjA0NCQNMLoJjoyMYHp6WgKPz+dDR0cHHnzwQcFgs7KycMMNN0j5xKycPFcAWL9+PWKxGFQqFSoqKuBwOKDX62X2amlpKbKysoTNMD8/L5kpWREsaUOhEM477zwpeYn1kiWxsLAgtDK1Wo3i4mIUFhZiZGQEXq9X5PdUqZL/zPGCvFDPPOes8cZATtiHClJ+X+z66/X6NcMWOGP2rbfekgrNaDTCZrMBAK655hq0tbVhcXERs7OzCAQCkuGEQiGMj49jZmYGLpcLubm5qKqqgs1mEyGcWq0Wj31ehMFgUHBUVjcVFRW48MILEQqF5HLi+6fhVzQalUEuDPrAasBLp1ftq30+H2ZmZjA7O4vi4mLE43FMT09jZGQEk5OTCAQCOH78OObm5nDkyBG8/vrrQsGzWCwAzlZeSkdFvV4vVDoGHGL5/D6o4QDgA3CFSqUaAHAFgH87s0wvAvACGATwKIDPv9d55dqSwcGGH+EgXq4qlUrwcCYg5MJ/9KMfxeDgICorKxEMBvH6668LnMb+EU34Ojo6MDk5Kf2kSy+9VHB09iympqbWGHv5fD6YzWaUl5cLrZhVGW2gm5qapGpgRcXJaW63GyqVCmVlZdDr9aJsDofDqK6uhtvthsPhkCCbSCSkB8T+A32ILr74Ynzve9/DE088AYPBIE32Z599Fps2bRKtDJNIwnwUwrHaoVkZ1flKncEfes41FfJ/hd8xsyTDQqm8JH5OxSpLah5OQh/kmrIES6fTaGxsFPySUv/KykqMjY0JXzydTkvWzUxsamoK6fTZKThs7NIjgxspK2t1IHZFRQWCwaDcspOTk6ipqZHXKC0tRSaTkQuIi6UcAJFKpeB2uzE/Pw+LxSK0QavVCp/PJwGDnGg6DpI7zgyKWSEvHQYlBng28QCsYazgbY03lUr1Xhf3O2Z5bBiR9qi8wGl/yr4CYRAA4itDvJ0BkoGZlzxFX/v27cPImaEkhLVINbRarcK06u7uRl5enrh8hkIhsdQ1Go2CEcfjcVEYEyriOjFzU6vVYi9AaIuNVJvNhv7+frn8yW6inoK9E2bZnPIUjUZlhuvAwAC2bt0qMCKZRoS5CCXRrpaURKVfPXnwZ77zlUwmc9kfWKMMgDvfaQ3f6VGpVAJtMvgwIaHAh1g7KbtsVhKuvOeee1BeXi57kIIk5QBzXsqRSASvv/460uk0tm3bhuzsbGk65+TkyJ8jNZqcd2DtoG2y0v75n/8ZN998M1paWmTMY01NjXgh8XwvLi6iqKgIVqtVVK5TU1OIx+Pi0Pq73/0OFosFF110EUwmEwoKCjA1NQWfzyf+Vrm5uWhpacH999+Pz3/+83A4HGhvb4fBYBBrYZ5fQjA8t4QmySRjFc4L9J2ePzW4B1QqVcmZw/8n43cAHjmzUVZBwTMCH/JWNZpVv/RgMAiXyyWbhk1Scow1Go0sLj/8qVOn0NDQALV6dWIRp9YzM8vPz4fD4YDP5xOqFEVN/II5dzMWi2HHjh3o6urCxMQEamtr8cQTT6ChoUFc4piBK3GwqakpuUyysrKwceNGtLS0CJOHDz9vJpNBZWWlTNY5892goqJCmC+EcAYGBpBMJrFjxw5RaRIb5IYnrbKyslKMyojvKoMFcLbEfpfnj7q4335pk39OuIT4uhJDJDuAzVYqAZ1OJ06ePCk84EQige3bt0sQJJ1s3bp1SCaTOHHiBLxeL7Zt2yaNt4WFBVRXV2Nubg6lpaXiBDk7OwuLxSIQF3FijUYjDbOBgQHprTBzZjOQF4nP54PL5cLIyMgaeIRmdNFoFDMzMwI7+v1+9PX1IR6Po6SkRAYzE0qx2WwoLCzE2NiYGMJxnViZUR9AXF1JKyVVjnoCBrVz/RAiWFlZkYpV6RtDQSJw1p2V7+Oee+7B1772NTzxxBMIh8P48pe/DJPJhLa2NlitVgQCAZSVlcksYA7jOe+88xAIBOB2uxEIBBCNRsVyorS0VC5um80m9EK1Wg2LxSJrw9jxla98RSpBs9ksVNvS0lKpHKln4GVDWI6JJM98Q0OD0H1NJhOKi4sRDodx+eWXSyN2cnISP/7xj3HddddJ36e8vBw7duyA2WzGvffeC71eL5YWyoYq3TOZ2TNJey/68p8a3H+HVdzu3/A/8bsvqFSqp7EqhPij8TsKbMgp5wcjUyEQCMhkIpa+5IATLyXzhR7ppNtx9FoymRTxE2XagUAABoMB4+Pj8uUx847H40gkErj44ouh0WhkWAP56A0NDdKYYXZB6wDCScyguTgs5VUqlQg24vG44PVUMxJ3J0WRirTh4WEkk0nJeHgpkAOvbL4CwOTkJJxOJyYnJ4U5Q84538fbnuX/zcWtvLTVanWGlzV7CwxQDOJcb6oCWW5XVFTIlJzs7Gy8/PLLcLlcSCaTqK2tle9Hr9eL/P+aa65BOBzG/v37UVZWhvLycpmNSg46L3CuI/cT8Vxlg5laA8rC4/E4ysrKZH5pOBxGXV0dhoaGZH04Y3diYkKYKhqNBuvXr4dWq4XL5UIoFEIgEEB9fT1CoZCU2larVdY+EonI0G4Awi5SStOVPQqeFyVFjiU91+BcPgzmfE9kI2UyGbHeplWxSqUS3QjFfsrXqaqqwhVXXAG32w2Xy4WamhpR+TKJ45S0VCqFZ555Bps2bRKYk15JqVRK5qHyDOp0OtECEJOnejknJ0egrfPOO08M+YxGowyKsdlsAn+UlpYiGo1icnJyjXvjtm3bJLlUq9XSp8nJyRGWEyvshx56CA6HA1//+teRyWRE8Eg2GyFa+tXzO2SFxCSMJIp3e/4YKuRTAC4BYFGpVBMA/g9Wg/qzKpXqNgBjAG468+MvYpUGOYhVKuSn/tjNonSuU3JN2VBlE8rpdKK0tBRdXV2wWq2CvcdiMSwtLSE/P18M7bOzs8VQnzh9KBQSutLAwIAcwNzcXDQ1NaGnp0dKSeLRr732mmSCO3bswL59+5BMJjE0NISSkhJMTk6Kk5xOpwMAeL1eXHjhhXJYKYGnVzjFVuwncAoQm8bAarbGLIZYOzMLKmZTqRR8Ph/Gx8fXNLWIhZpMJgmivOnJOVd+5wpsnI23c3Jxs6tPXjlLXVZdSjEX153N8qGhITlso6OjcDqdAmmwSRwKhYQGR4m43W5HKBQSh8BwOCzZkMPhEEoam7ZqtRo2m02UrVNTU/B6vWIQNTk5icrKSrlQGOQjkYgcdKX39vT0NPx+v1Bo+edycnJQXV0N4Oz0seLiYpjNZjnIiUQCH/7wh/HTn/4UWq1W+jxkYxGWY+bMxiWhNladhCRYMZzrhzRIBh2l/SxnBxM+JD1XpVLhIx/5CD72sY/hW9/6FjweD5588kkEAgE0NTVhcnISb775Jkwmk6wDKyvXGRdOj8eD48ePw2azoa6uDhMTEygoKBCLDrvdvoZsMTo6KtUOGW9LS0s4ceIEqqurodfrUVxcjN7eXjGUI6uLitDCwkJMTk4iPz8fExMTSCQSmJycxMDAAK6++mpxkY1Go8jKykJlZaVQJoeGhgQu1mq1+Pa3v4277rpLvIn4fRE+415h341VIgCpGkkbV5q3/aHnPYN7JpP5+Dv81jnF70j0pwMa4RNmlul0GvPz8xgcHJSNzgVgxq30gSD+plKpMDQ0BKvVCp1Oh0gkAp/PB71ej7GxMRiNRng8HhEmUT5MGIFq19raWhm6ceedd+LgwYMSrObm5lBcXCzq0WQyiZmZGTm0tOQdHx+XDjizgeXl1fmNZGPwEqMAx2KxiO/MwsICysvL5TBzgtDY2Nj/uEQIv0xOTqKwsFAaQrRiZebBDF/BdWfj7X99cXPt2CxSBnYAgrFz8/L3yJahHcDQ0BDq6+uxdetWeL1eFBcXQ6fTiQOi3++H3W7HysrqIHWfzydc8uXlVU91KlKDwaCIQNiHIIZtt9sxOjoqFravvPIKNm/eLDxrNqYNBgMGBwdlsDYbZwy+zMLJoKJt7fj4OEKhEMrKylBVVYWxsTGpLNlTYNAma4oXMvtBwFnGCQAJRIRl+Dn5+Zg10wb4XD6swFgZkOvPmcUApMfCM80RmKOjowiHw+jq6sInP/lJDA8Py5kYGxvDzMyMDOAwmUzSQ5mbm4NKtTrpbHR0VCiOhIF6enqkf+P3+yW25OfnIx6PS/ZOujHtRnJyclBaWirMGDb2Ca0VFRUhNzcX1dXVOHHihKhqAUiisry8LJcEzzFpmIxPJ06cEH69z+fDhz/8YUQiEaEys3qgOy4RBO5VNs75eh94V0g+bNBwU3Jjs+RkKcKgPzc3J7iZkj/t8/lQXl4u2ZLJZAIA8Ytg4AuFQlhaWsK6deswMzMj7nLKxiNVbq2trWIfrFKp8OEPfxjj4+Pin0Lq1PLyMnQ6nTjTsftO3nokEpFLgdknAwx/jn9/QUHBmiHDhYWF8t65KWkxq6RRsdm1uLiIhoYGDA8PI5VKyQFktkclI/++M1nAOWu88XIk1EWxGC8YrimzZzICdDodenp6cM011wh1rbu7GzfffDOMRiNMJtMa1SOHHGg0GhQUFAhNcXx8XC4Cqjpp00rKHDFiYFVsRr61w+GQ5mVNTQ2CwSA0Gg1KSkrEG4iNLtpksCIkHstG4xVXXIF0Og2Hw4HKykoJimTCULCWm5uLsbExEcAx26TDIaEf7iUmPGymKx0uSSpghXCuH1YEhEzo7Mn1VqvVorlg5ZROp2XIyfr164XkUF9fLxWm3W4XaxDCZL29vdBqtTCZTDjvvPNw9OhRcRDlkByeSwDCjGHvxu/3i3CP389DDz2Evr4+PPDAAzIzgS6jPGNFRUUAIBcHky+tVotQKITGxkaUlJRApVKhu7tbJqXRA4k9FTbhX3/9dVRVVWH37t04fPgwbrhhlYh23XXX4Uc/+pE4hXKIUCwWE/to9gmZsLJH9W7+Mh+Y4E5qFUuTwsJCESZQacgylx133vSkTpG/vbKyIl7fLNmZHZaUlKCzs1M2kFJUwUxbp9NhZWXVW95isaCtrQ06nQ6Tk5MiKqmsrITf7xfmDpuXwGqmWllZiby8PHi9XvmMZBQwwFPkoiytWMJyDBvffyAQQENDA4LBoHTJFxYWcPjwYbjdboyNjcnGJeOHWDQZGXx/DATRaPQ9b///zUPcl3xsXkCEyRjMefDo7MnGILAq6PH7/UilUjIqb2JiArFYDPF4HNXV1VhYWEAkEkE4HMZ5552H/Px8lJSUyObPz88XV0GqRg8dOoQLL7xQxEGERWj3m0ql0NraKpc0oRuW0Kw6lEE9o3CKpKkWobrKykoxHiOsxAbv6OioGNXxEh4YGJC1fPrppyW7JH99cXFRLiJm/MqESKlYfS+DqT/l4fsh7kv4TelSyAoiJydHII+pqSn5vV//+tcoKSnBc889h6amJtkjpCLSNDAnJ0cM944cOSKjJfV6PbxerwzbUVYxbK6ShcS9QC779u3b4XA4sGvXLgBAY2MjTp8+LcJBsvNKS0slJrCaT6VSMJlM6Ovrw9jYGPx+v2D6ShX2iRMnoFarxfgtkUhgbGwMDocDhw4dQmtrK4BV2iYFXjyvXGde0LzUecGzl/FuQ1g+EMGdQQA4O29ROUSBm4ZDESKRCPR6vXSOiacDWGOoTwk0s2pSz/gllpWVydRzt9stTAf6kyhVhOTy8sBSXKDMHM1mM0ZHR0UQQZFDXl4egsGgwBPRaBQ2m22Npws5wGQG2Gw25OfnY2xsDNPT01IuUgJNyltubi6mpqbkz5HOR6YCs0Ly5zmKjUGVEA3N2s7lwyqMmRU3MNkChKhYNrPEJ6546NAhdHR0wGazwel0QqvVoq+vD9XV1QIzTU1NISsrC+Pj42hoaMDExASqq6vlcBsMBmFXZGWtjtYjNjsxMSHrQ7ra0NCQKJZfeuklXHnllTJce2pqShwivV6vCMS4X4qKimS/xONxwZ7dbrdY9pKJk5eXh87OTnEvHB4extzcnPi1b9myBSqVCtdeey127tyJiYkJgVZY8TFgsVdBphebcmRqvBsu+6c+rD4AiFiKEKnSnpbWGmSA1dXV4SMf+QjsdrvAH6w46KVC738mbuXl5XKWeebJTsnOXh08TiwdgMCjarUaPt9qW4hw7dNPPy3V+8mTJ7G8vCxDe2jwxf3I/h1hEP4e+yuLi4uYmZnBxMSEfAaO5eRw7YqKCiwuLko2DkCmPPF1KbqknTMrEH6v7KUpLX5JPvn/yXP/kx9CBeR6KvFayrtZvuv1erhcLgwMDMDpdIo5E7nixcXF8sXNzMwgk8kgGAxKU5JwTWtrK4LBIBYWFuB2u+H1emG321FdXY2DBw+isLAQNTU14luSTqdRV1cnI7lIXaNDZSAQQHFxsWQT5ChTaMFSixmc2+0GAMH/cnNzhXbHTJRcdmZfubm5sNvt4ivPbEZJ5WNmzv/W6/VreO+8pGg6lUqlJEidy4cUw0xmdc4oLx1yoInRKumjrD52796NVCqFtrY2LC8vi80zWSfElHkRUM1I3NThcKCkpAQWi0XUyOPj4+jt7ZWG2+zsLBwOBxKJBJqamuTnEokEdu/ejXQ6jTfffFMGgZSUlCASiWBiYgKzs7M4duyYNMK0Wi3+8i//EjMzMwCAjRs3Cn2TXuIOh0NsgYeHhzE5OSmHtampCTabTcbFXX755YhGo3A6nUgmk9i9e7dUrAozMGHHsKGptHcmjksq6rl8eD5ZLSirYO4xpQ0ADdUikQh+9atf4Z577hFoSqNZHdhCOImXPL2QTp8+Db1eL2I0pWVHOp3G8PCwwJo1NTXIzc0V22Xuv3Q6jV/+8pcCCdLXiOZfb7zxBurq6rBx40YAEIV5LBaDx+NBf38/srKy4PF4xFY5NzcXnZ2dACDJHiG6RCKB2dlZ9PT0yCUHrAblvr4+eX8+nw/t7e2C0zOgk2DAaoEwl9LegRYe7/R8IIK7EpsFztKsuClZrtM+oKenB3l5eTh9+jSuuuoqRKNR8dOen5+H1WpFXl4exsfHEYvFEI1GhT/KAOF2u2VqEod5nDp1Cjt27EA6nUZXV5cIoQCgqqpK+Mj0ETGZTCKE4YR7ACguLhanQI1Gg6mpKbS3t2Pr1q3Izc2VmZ1suM3MzIiAQ8lV1+l0sNvtSCQScDgcAp+QfTI/P4/KykocOXJEmoFarVZ+rri4WIILsTo2LJUZ0vuFy3ItaZCWm7s6JZ7lM0VKvISYtWdnZ2P//v245pprUF9fj/3798Pj8cjwkfHxcVitVvEDoaUx2TNkT+Tl5cHn86Gvr08ooDwYAGAymeTAPPjgg7jssstQUVGBU6dO4ciRIzCbzcIxpqoQWGVCxWIxVFdXY8+ePWhoaEAgEMBXv/pV/M3f/A0WFxdRU1MjPYZUKoWysjLxL/f5fALVUNFYX1+P5eVlvPHGG1haWh0ETyon9yb7N8r+jJKlApw17mLwV0JI5/JhMsLEi70UnmNm2awYufeYQKhUKrmIOeaO8n4O03a73VIV5+TkyDBw0h/ZbGTAtlgsOHbsGCKRiExsmp+fF9ZNRUWFGBCyaiW3HVidocsh2cz4tVot2tvbodfr1wRTpT6DgZ6MLdpt+P1+ga8ozANWE9Zt27YhEAigv79fYFZWt/wZZRBXXtoklLyXVfcHwvIXgEAnvJmIqRPLpOkSALHrJauClElmD5yKRDjn4MGDwg/dv3+/SJrLy8uh0+mg1WpFOs6SvKSkBEtLSxgcHEQymZTNSrEDFYbEvYaGhhAIBET5STolJdFsxCgpVoFAAMlkEmazGdFoVBwwOQqMr0HLUR4QWsUmEgn09fUJT/vtxmE8XKSJslnLDHBubu7/RcT0//xwM9I8i9AP8W2uGQMxDwzfayKRQEVFBZqbm2Gz2fD73/9elL8TExOYn59HV1cXXn/9dWHCUJm4tLQkwrTh4WHk5+fD5/OtmdNKfQGzs7feekvGoLW2tkqyQSXozMwM9u/fL97/fr8fGzduFErjjTfeiM7OTiwvL6Orq0sOfFFREerq6lBRUYHa2lp4PB6ZEkW19MmTJ3Hs2DFxISwsLMQnPvEJHDp0CD/72c+ERsvmHr9LJR7Lvcg+DoeRvBcf+k95mLkrmVeEDXiZELphYCL1FAB6enpQW1uLvr4+5ObmytyEkZER9PX1YXp6GoODg5ifn0djYyM8Ho8ox9mXWl5eRjAYFBdHTka78MIL4Xa7JaDqdDq4XC45E0yatFqtWFCQgMELoaioCOvWrUN1dTWuu+46zM7O4q233pIkAlilD69fvx7bt29HU1MTtmzZIpWIWq1GQ0MDXC4XtFotLBaLwJPJZFLG+tFWQZnoMFOnNkZZpWXO2Djn5+fLOXrH83fOV/1PfNh44y3Ngw+sQjanTp2C1+tFVVWVHLqZmRkp9zkDlaO/ZmdnodPp0NjYiEsvvVReny56TqdT/B+KioqwtLQ6GGBxcRHFxcUYHByE0+lELBZDZ2enDGDgwrHsXFlZEfOr3/zmNzK8mRcC1aRZWVl4+eWXBWumuyFfjw5zNKMiPud0OqVRnEgkMDg4iMXFRZn0wwPAakfpK2K320XhazAY1lRHxA65mVjmnuuHG1OpYqSAhJkP2QkMoirV6tDsp556CsAqs8LpdGJubg6PPvooNm7cKNkRzcP6+vpQVFSEaDSK8fFxCfhFRUVoaGiQS5m9CNo0kz737LPPymsWFhZCrVajsrIS69evF1x1z549OH36NHbt2iWTeUjZ48AYNl0PHTq0ZvQbL5TFxUVpyFdWVmJkZASvvfaaMEy8Xi9uuukmYUb5/X7ZE0ajURgyVEPysmS/iI1VAOJRrlRDn6uH66gMMMSymYnygmEzEoAE9/vvvx+VlZWYn58X7v+6deuwZcsWbN++HS0tLWhsbERDQwMcDgc8Ho/QQ7mXzGaz+Cft3bsXdXV10gQnnZCXaE5ODpqammCxWGA2myXWsH/X1NSEoqIiEUWGw2GMjo6KB9Ds7CwGBwfh9/vlUqZYSqvVyvS0LVu2YPPmzTAajcKFt1qtAjWFQiFotVpMTEzg8ssvRyQSwUsvvSR9EwDC4CLcx8ucyS/57u/VKP9AwDLMvFkus0nAAGo0GqXL3tjYiJ6eHmi1WrFEZRbMUrmrqwsajQYVFRUyVi8ej8uA7KNHj6Kurk5UnoFAQOYgsvnZ3NyMoaEh8RB3Op1iBctGHUUGqVQKwWAQVqsVv/3tbwWzv+qqqzA+Po6//du/xdzcHH7605/C6/Vi06ZNYvxUVFQkTbTx8XGUlZXJODZuzNHRUSnHZmdnMTExgYWFBezbtw+BQEAydZZoi4uLqKysxJVXXone3l5hCyg1A8qqiBnC+7GufG3y/Y1Go7wX4olsdGu1WrF8sFgs6O3tFTZJJBLBFVdcgZ07d8qfJfecnPJgMCh7IZVKYXBwEHa7HWazGbW1tZI5+nw+GAwGzM/PC21x/fr1qKurA7Bano+OjsJsNqOsrEyguUsuuQTPP/+8eOuz6ZZMJjE4OCiCuqWlJWzcuBFqtRrBYFB+xmg0YmZmBn6/HwaDAYFAAEajUYavZ2VloaurC+effz70ej327t0rvjyEtGgvkE6nBeKgoC0ej0vpz32g7G28H4/S/phZOvcSIS+SEbKzs/Ef//EfsNls+OIXvyiWGi+88AI+9KEPCTuNEEU4HIbf75fXIOREzvzCwgJaW1vR09OD5uZmbNiwAYFAALt375bvpaysDC6XC5FIBBaLBevXr0ckEoHdbofX60VfXx9aW1tlPmo4HEZ9fb30pIqKitDe3o76+nrpbYVCIYTDYRl0TTJAMplEdXU1LBaLqJRJ2mDc+MUvfoGvfe1r+Lu/+zsMDw/j61//uqjjKUAjXZdxkWI/ejWxkf5+ecuc04dvmmUdPxTLTmLuxPRYAhIHdTqd2Ldvn1i+knPLJkR2djaCwSDWrVsn/iPA6uajBzNH0gWDQXi9XjEJI3xAWIUblwEynU5L4yccDkuGnUqlcOTIEWg0Ghw5cgRtbW1obGzE/Pw8ampq8Nxzz8lCUTTD982ZsJnM2YHDbDpSuk45PO1GgVUnQkrq7XY78vPzodfrpR+gbLpycyiHkpzrh9UXL22lwIyNclIRl5aWBFskvdBqtWJgYACbNm0SGKq1tRXPPvssbrjhBvT390uQZHZKGimZSFynV199VXoXdXV1QlP73e9+J81mMolokUCIKJVKIRAIQKVSYXR0VCZ3RSIRNDU1IZVKwWKxiJtoc3MzksmkeMhbrVasX78eJ06ckM8/MjIiDIv8/HwYjUY88sgjuPXWW2GxWLBt2zY8//zzePzxxzE/P49YLLamMZ7JZEQ1TSYJv2NmlErc9v14otGoMDyU/TKydIgLAxCDNfZ3jh49irvvvhtGoxEPPvigMFOIiXMsHSnFyvUkXTAej8NiseDOO++UqpxWAgywwGqPhNmuXq/HxMQESkpKBFZj/ywcDsPj8Qjsc/z4cVRUVKC4uBgDAwO47bbbUFtbi1AohOzsbGzYsEFG/5HpNjo6KlYpLpcL4XBYLooXXngBTU1N2LhxI44dO4aXX34Ze/fulc/FTJzwjFKcye+WkDVh1D8Lnruym09+Lz+gTqfD1NQU8vLyUF9fL/xaj8eDjo4OHD9+HDMzM2hoaMCmTZvWTKSfn5/HW2+9hba2NpjNZpw4cQLXX389wuEwbDYbjEYjvF7vGmpVXV0dgsEgjh8/jpMnT+Kuu+4SahYbO+SrM7gDq5kC2Tic48iy7uDBg/jGN76BZ599Fo888ogYXy0tLcHlciGdTov/B+XODDhU29F9Uq1WY3x8XBgj2dnZotYEVhd8w4YNUKlUcDgcCAQC/+N7Bc5yod/Ph41awj/E/bORhV0AACAASURBVCkQIw+bzA5iymQTDAwMoLW1FW1tbTh58iQaGhpw8OBB9Pf3w2q1SqBLpVLwer1oaWlBLBZDMpkUZhIzapbFXV1dwtqhujSdTmNiYkIGJcRiMckWyWIIh8MCn4yNjcFqtaK/v1842bSA5XtixkwFJbHxWCwmVQfhKcrkaXlhtVqlSmN/hN8nGT3BYBB5eXlQq9Vy+VPJyEDKROn9eLhOtKhlgJ+fn5ekg8EIOGuA9e1vfxvLy8vYsmUL/H6/JDhkPWk0q4MweHEyKx4ZGRFYqqWlRaoUwlU8DzabTdZIp9Nh48aNCIVCGBkZQTAYhMfjwa5du1BZWYkPfehDWF5etYqur68XePDZZ59FY2MjamtrMTY2Bo/Hg6qqqjXkAKIKS0tLMh1qZWVFeoLJZBJ2ux179+5Fe3s7dDodmpubsW3bNvzLv/wLBgcHkZWVJUkjE1n2FejRwwSJa8+Ej+rbd3o+EMGdjUKW7hQ+kItNe00GL6PRCOCsopUSbirKyL6Ix+MSgKlorKurQ3NzMw4dOoRMJiMq0vHxcZSUlEg5xcNVWlqKnJwcwWN5uNmszM7ORlNTE37zm99INx+A/P00ClteXsYLL7ywxuCfzoxsFDGwJJNJMf7Py8sTAVdPT49QwsgkikQigmGHw2FpsFVVVSE/P19emxmx0gJAmZ2+11SXP3VdlcGbJSzLTH5PvIw5AYvlfGFhIW66adX9IBgMoqCgAH19fdi8eTN++9vf4nOf+xw0mtXpVhwrODY2homJCREK0SOIDKa3K1VLS0sRCoUwNTWFw4cPw2azYWFhAfPz81i3bp003sfGxsQFkJftLbfcgv7+fgwNDWFubk4GySQSCZjN5jVTkbinJicnodVqMTQ0JAwRlUqFgwcP4tOf/jRSqRQ+85lVU01qNHhJ89Jg5arEt2kZy0qVF/gfg83+qWurUqkEQ+b7YAAnq0TJfwcggfTBBx/ERRddhIceegjpdBr33nsvtm3bBqfTCbvdDo/Hg4WFBRw4cABmsxldXV0oLS2Fw+GQPg09kpT0UDbuI5GITFcjI0an02Hz5s2Ynp7G8vIy1q9fj2AwiOnpaQwPD4sC3WQyYdOmTcjJyUFHRwcKCgpQVlaGoqIiacovLi4iHo+jt7dX1OO8mN1uN6anp9Hd3Y2+vj6cf/75WFpaws6dO2EwGHDffffhsccek/Vk05QwNHsXTCiVthb8OcbIPwv7AZYmvOlZZrJU9vl8gsVzdJ5Wq0VBQQGam5vh8/mgUqmk3J2enhaBi1K2v2nTJgwODqK0tFQGapvNZvT09GBlZQU9PT2IxWLi4U6ePMs+vieHwyFCJ7VajUsvvRSHDh2SUYBTU1NCu/R4PPj973+PAwcOyOFTCjhI8VN+bjZBKW8/fvw4YrEY2traxDOjtLQURUVF4mxJpSQD4/DwMEwmk1C4+DmYCfBCJTPpXD/MNhjIuSnp0EkIhK53tExQ2kYw6yspKYFGo0FLSws6OjqwvLyM119/HVu3bhXeO6diURDDS43fD6sIDsyenp6GxWKRIRpUlnKwi8PhwNjYGA4cOCAy8MbGRszOzqK1tRWdnZ3SOF23bh0ymQymp6fFvIrrRx/6iooKJBIJJJNJmEwmaLVaeL1evPbaa3jooYeQSCRw5513incQ2VcMnrx8yd0mns4Ex2QySabHpiuNp841Y4b0ZVZgSjycyQLXUWmfQdYPAHR2dqKurg7f//738fOf/xxvvPEGWlpasLKygnA4jEQiAZvNhkAggG3btgGA9FCoUlWpVHJBzs7OQqvVIhAIQK/Xw2QyYWpqSnxj4vG4GMKdf/75mJubg9vtFkERGVsM1HR15OWQTCZlsEYikUBXVxcymYxQmIeHhzE2Nob169cjNzcXb7zxBtra2vDiiy/i7//+70Wv0N3dLZcQYSpm69zv1Azw/zO5BLCmyn235wPBlmGDiBl2MpmUIMjMVaPRSGlaXV0tB9NoNMJqtaK6uloCNr2jfT4fmpqaYLfbBZqg2nNpaQl+vx+hUEi48fRev/TSS/H4449jYmJCMnTSj6iaJZ5JRWhtba34Nnd0dECr1eKHP/wh/uqv/gr79u2Tn+PBDIVC8Pv9gslxXiuzD2D1Ejl58iT27duHpqYmtLS0YGpqCr29vWhubsZll10mTUSygEpLS6VUpK+0ssnFQ8lMGsCa/z6XDy8aBituVlY/OTk50Ol00mdRq9VSUczPz+OCCy6Q19qzZw/GxsZk0LharcaxY8fQ1dWFwcFBpFIpWK1WuN1ulJSUoLy8XJrofr8fY2NjUt7TWbS6uloGaRsMBskql5eX4XQ60dvbKwfLZDLB4/EgNzcXLpdLTMA4L/PYsWPiKUJbClJe2XvQarVobGwUnYPX68XJkyeh0WgwOTkpldvTTz8NACJO0mq1wugCIKIhQjAAZMKWkgHFbO/9yNxZOSohBY6OBCDVGW1ASGogVDY/P48vfOELeOyxxxCNRvH9738fWVlZ+N73voe+vj54vV54vV7k5OSgpqYGdrsdVVVVKCkpEcdXNnBnZmYkkyXjilARp6CFw2Hk5eWJCRmthwndGo1GSbCI9+fl5aGgoEBsIliR7N69G0NDQ2hubsZ55523BjJpamrC7OwsnnrqKZkFG4lEcNddd+HAgQOYmprCgQMHZB3ZcwIgFxapvOyX8NcApDrjOX635wORudNjhIoxAPKBKGgAIIpPej8QpqEqEAD6+/vR0tKCrq4uFBQUIBwOi3vf4uKiqOQ4xooDH9h8zM/Px/DwsAQZ8u+ZubH5yWYqs82VlRUp2woKCuDxeFBSUoI33nhDGoLEbEltovKVToNvd0mcmppCMBjEF77wBXF49Pv9MpxCqSzlBmcjllgoIS82oyl64SZR2ii8H+vK74cQEMtKAMJ/Vnq7GI1GkXDn5OTg8OHDaGtrw9jYGKqqqjAxMYEnn3xSZOcnT57Epz71KSSTSWmcUdTEyoA0M+LcR48ehd1uB7BqIfsXf/EXmJ6eRmFhIQoKCvDcc88JZTUrK0vmbPp8PjQ2NiIejyMrKwtHjhxBJBLBkSNHAAC33347HA6HDOpWqVTwer0YGxtDSUkJTpw4AY/HI97mbrdbDNH42Z5++mn09fUhmUzi+eefh9lsRiKREMiK7IhMJiMe+UtLS8KsSqVSAm8yq+f5OZcPKy1ezPRzIUZOpSp9evhrQqncH6+99hpyc3PxxS9+EYODg9i/fz/27NmDT3ziE2hubsbKyoow2UhR5fljQKeDKjHvWCwmClTO4KWqtLS0VGab0sqDZnokNdDegNUbDQYPHz4sHjrz8/NiXbFu3ToMDg5KTOC+m5ycxGc/+1kMDg6iv78fk5OTeOaZZ8SGgxe/MvHjvlVeyKT4Ur0KQEgI75aUfWCCOzMMBh0KMLhRcnJyEI/HcfLkSZSUlKCjo0NgF5rzZGVloaWlBa+++iry8vKwfv16WQQOR1Y2qwwGA/R6Paanp2E2myVz6O/vR1FRkWSSWVlZEoRpv8ugNDMzA71ej3Q6LWb+VqsVGzduxOTkpPiLz87O4rOf/SyefPJJRCIRMehXqVTo6+uD3W4XjJ5Yfm1tLT7ykY+gp6dHvg/grJ1BJBLBX//1X+Pxxx+HzWaDzWZDbW0tDhw4ILQ/yrUZWJVufYQulOZE5/pR+shTxMHPwk0OQBq/xJLpo01GVHd3t5ToLLMHBgaQSCTEsoAwxYEDBzAwMIDLLrsMs7OziMfjOO+88/DCCy+gtbUV3/3ud3H06FG88MILGBoakr0BrFrRVlVVwWw2Y2BgAOeffz5GRkbQ3NwMj8eDkydP4rbbbpOk4x/+4R/ksxqNRvz3f/83brrpJglm+/fvRygUgtFohMvlQnd3t/h9A8Add9wBv9+PQ4cO4dOf/jTeeOMNfOlLX5LeDIMokx/6x+j1emHysMlIewmDwSBiJla+53pYB3C24ubZVQqmSA8Ezl4EDHxK36hXX30Vt956K7xeL775zW/ia1/7Gk6cOIEnnngC3/jGNwAA7e3tSKfTuOCCC6DVatHZ2SkeQBUVFeKLziYk9SekGFqtVlitVoyPjyOdXh0uzZ6URqPByMgIampq1jCuFhYWROOg0Whw4sQJRCIRWK1WpNNpYboVFRXh5MmTMBgMKCwsxHe/+11oNBrU19fjxRdfxMDAAJ577jmo1Wo8+eSTMiCHdF5lb1HJkNFqtdIg53lhpq8Uhr3b84EI7nzDygYRv2il6xxv0IqKCmRnZ2NychJ1dXXi+7Ju3ToZ1MHOc3l5OXbv3o2KigpYLBaZUUkPduL2FClx0/D2NplMssDcmNy4hDtI2xsZGRHJu16vR3NzMxYXF/H8889Dr9eLKOP555+X25kHIhwOo7i4WC6LTCaD3bt3y2VE+l0ymRTGDJ0fnU4nxsfHpQHk8/mgVqthNpvXKEPfbkDE6ocB/1xn76wgGIDYkGYpTIqnWq2WSVEUZKVSKVEKFxUVCZRiMBhwwQUXoKenB/fddx/uu+8+/PSnP5XZtgzms7Oz8Hq9KCwsxJVXXil0t23btuHNN99EQ0MDWlpaZI7l/fffj3//93/H/v37MTw8LA1Ru92Oj3/84/B6vXjmmWdwySWXoLGxEY888ghWVlZwzz334KKLLsLLL78MYJUp8sMf/lDm5C4uLiKZTOI3v/kN7rjjDpSVlcnAh66uLrS1teEXv/gF7r33XhnvtrS0hFdeeQW5ubky3IUUQ0Ja7NmQ3kf6HivNVColkNf7oVAFzg4cIR9cOaZSWTlRhMefZ8bKi//222/Hfffdh+LiYjzwwAMoLi7GN7/5TXi9Xvz617/G/fffL+SGjo4OxONx1NTUoKCgAOXl5TJZiZCm1WrFxMQEnE4nEokEfve734kBXDweRzgcxsjIiPR0+BpUnhuNRhQUFAi0s7KygsrKSsmc2WvTarWIRqP4zne+g9raWklI7rzzTnzqU5/Cvn37cODAAXznO98RlhjVp8BZWObt9h/KecM8q6xQqB1h7+zdng9McGe2zo3BLIUj0VQqFU6fPi2DZnfu3CndZIfDgeHhYbhcLvh8PlEwvv766xgeHsaGDRuwtLQkm4zGPnSSI4b11FNPoaysTKCh5eVl1NfXSyAmBsoblSb6Wq1Wuubj4+NwOp0wm83o7OzE4cOHcfnll4sY5+DBg2IfQP4rF5HDeclAMJvNcLvdMJlMiMfj2L9/vygODx8+jKqqKkSjUWzduhUjIyMYGBjAwMAAjEajcIFJ+2PGwL+L0ND74TvCR6VSCVuH2cjblZSsHpi5KLPBTGZ1wDWwCr1deeWV+OUvf4kvfelLePPNN7GysoL77rtPlMnpdFoYLT/5yU/gdDqh0+nQ0dGB7u5uOBwO3H777bj++uvxiU98Anv37hUGksFgwOnTp1FaWoprrrkGS0tLuOKKK8SOora2Fj09PZibm8PRo0cRCATw4osvorKyEr///e8lcyY8x0Zbc3MznE4n9uzZg+9+97swGo3YsWMHmpqacMstt+BTn/oU6uvrMTo6iv7+fvh8PhnnyMZrJBIRj5p0Oi1NZ3rAM0Nm83p+fl76HFR8U6J/Lh8mN4S7mDgQZiVrjWpOVoaEB5nJLy0t4atf/Sqeeuop7Nq1C1/60pcwPT2Nn/zkJ7j66qvx+c9/HrfffrvMP2VFQ8rnysoKSkpKpAk/MTEh2fXKygquvfZahEIh/OQnP4HL5YLJZEJDQ4Nw6xcWFmQuKsfzZTIZ0c1wLKXD4cDs7CyOHDmCbdu24bnnnsObb76J7du3Y+fOnbj++utx2223YceOHXj11VcxOjqKV155RezIGYyVe5wVp9Ivht8Tk4OCggJpFvNz/zGK8g9EcGfQ4YFnY5W3GalUfX19mJmZwbXXXovjx4/j0UcfFTxPrVbjlVdeQX19vahJW1tb5ZZkd5mTiSg/JvY+NjaGyy67DC+88MIaJzl6UhAiUhqaKTH3iYkJmXBPF8Hu7m6Mj4/LfFMAGB4ehlqtFq91BjFieSyjp6en5RBv3rxZYJbKykpYLBZUV1fDarXi4YcfxgUXXACdTofLL78cGo0GDz/8MB555BFcddVVcLvdqK+vx9GjR4Udo2zsKmmi5/ph05RCDOL+xBCV+CvZH7xE+d1QBHPTTTfhxIkTyGQyMvaQsvZTp05J05uDS2666Sb09vYiEAigpaUFH/rQhzAyMiLe2k899RS8Xi+mpqaQSCRw6tQp/PCHP8Tx48fh8XjEZnbfvn0ymrG4uBhbt25FKpVCVVUV1q1bh+XlZaxbtw69vb2oqKhAd3c3lpeX0dbWJmZgRqMRN9xwA26++Wbs2bNH/llcXBQ+NxMVBur+/n757rKysoTJwcSEWR8hBOLZFDlxX/F7fD8eJgns7QAQ+ifhNU654ufgOgMQARTZIrfeeivuvPNOzM7O4oEHHsADDzyAxx9/HHv37sXOnTvFS+Y///M/pYJR2jpEo1FEIhGYzWZ5fc5FYCU1MzODqqoq9Pf3Q6PRiH10PB7HyMgIFhcXYTabJdk4ffo0iouLUVpaKnqSPXv2oKurC9FoFOeffz7Wr1+P559/HsCq2v1Xv/oVJicncffdd6+pYJSNbiaUJI/wu1FSrQFIRc2Yw4uSkM6fheUvb3ne/spyniUIu9oAcP311+NnP/vZGuOr/9veu0dXWV953J8n9+Sck5zknCQnITdyJYQgEm4iiAxIReu1Ym1narV12hn7dmxnVls7s5Yzs7SX1VWd6ji+U/VV7Gi1tRVLKeooaEUQQiBAAgkk5EZObicn95N78rx/JHv7hBHFlki057sWC3I4OXnyXPZv//b+7u93eHiYzs7OGUNEslq2tLTMsBqz2Ww4HA61vsvIyMAwDBYvXkxpaakGf2EmCB9VZIWlJiaBS0bKJyYmVMNZxsplklIawiLsLw+rqAZmZGRw4sQJXaWtzSEZze7o6NAGL0w9TE6nk76+PkpLS7nsssvUEHvPnj3cfvvteDweHWOWhdBKmZwN0TBAt5OSQYq0sdC8RDVR6sFyzex2O0lJSTN6AMXFxdTU1HDgwAHWrVtHXV0daWlp9Pb2KuVQdgL9/f3a1B4aGuLmm2/G7XazdetWNm7ciM/no6amRpUaxTt1z5496vqzatUqhoeH1YN369atat8WFxdHZmYmV1xxBQ0NDSQmJrJz505+//vfEwgEqKys5MyZMxw7dkyvt5RKrrzySm688UZCQ0M5evQoy5cvV4kIv9/PE088AUzVmSV4ixG2NNGF2ij/L6yokZERZZJIM1ueq9mAPA+yg7VOmAPK4BIWj+icyzMuz7ckWBERETz++OMUFhaSlpZGSUkJX/7ylxkbGyM1NZU77riD/Px8vv/973PfffeRlJSkMySA+gOMjo7qMySa6zabjfnz55OQkDCDXOFwOOjp6dEymdvtnjEB6nQ6iYqKwuv18sgjj6isid/v51vf+hY+n4/77ruPgYEBOjo6lBl3//336+8mDVhAY5wscrJzlgAu8cTaYwO06iDxUHo6n4gJVQmeksFLTVEunDQDa2triYyMpKSkhKKiIvbu3Ut6errWz4aGhqiursbn81FYWEhmZianTp2ioaGBZcuWcfLkSXU3b2lpob29nezsbPbs2UNOTg75+fl0dHTQ0dFBcXExGRkZGizkphFdEtk62+12/H4/hmFwxRVXMD4+Tl9fn2bztbW1mqHI75GQkKCiZ/KQSNYpD+fg4CALFiwgOztbyz7C5Y+KiqKqqoobb7yR06dP09jYyNjYGNu3b2fp0qUsW7ZMVQ5LSkpobm7mwIED2pyWLbWwVD5Io+JPhSwgoh8jP0N2EPKzhQkhlExREBTOr2zxk5KSWLFiBZWVlarPIywC6Y00NTXh9/u55pprsNvtLF68GIfDwapVq2hsbOTAgQPccssthISE0NzcjGlOeXb29/fz4osvcvz4cQoLC1mzZg1PPfUUaWlp5Obmqjk5TAmZ/cd//Ae33nrrjISisrISmJJa9vv9JCcns337dkJCQkhJSdEMfGhoSCdxf/vb35KXl0dfX5/qJ/X09Oj5ksWxq6tLGTJWWQ6raYfYwEnWLDVkq97MhYRMylpVDM+Wkob3Fjdp+MoiLs+87Nikb1BaWsrGjRvJzs7m4Ycfpri4mJUrV9LR0cGzzz7Lo48+yr/9279x1VVX8frrrzM2NsaaNWu4+uqrGRwcxOl06iRne3s7p0+f5vLLL6enp4fR0Snj+MrKSjIzMzl69Khe3+LiYi3viS7Qz372MxYvXqy7/cLCQu688062bNmidfqKigrKy8vZunUre/fu1R2XlHwlOxfI7ywLvrC5pOco7Cf5PimhSiyUBUPO4bkwJ4K7taEq3FkpxciqFxoaqjrOcqJuueUWDh06xK5du1izZg1ut5udO3dy9913ax323XffVd9KUeRzOp0a2LOysrT+3djYqM2Zjo4Oli1bplog4eHhdHZ2Kt1MZDonJiY4ePCgviZ12f7+frKzs8nNzeXEiRN0dnbS2dmpgbu7u1tZECLBe+bMGWV+ZGRkYJomGzduVN6zuP2EhISwfPlyEhISyMjI4N///d8ZGxtTCd/y8nLcbjd33303jz76qAarY8eO6TZetrQywTkb2buU2eT3kzqrmK7IVl20gyTTFI603MwNDQ3k5OTgdDrZsmULjzzyCNu2bePmm2/G5/NRUlJCZGQkra2teDwezXCHh4fJzc1VJtKzzz7Ls88+i8/nU4u+w4cPs3LlStrb2ykpKSE7O5tf/epXfO9736O9vZ2qqiq2bdumxumSeCxdupSWlhZtfn/uc59TCmt4eLiK2+Xn52tgkOy0ubmZefPmqSdoaWkpvb29Oo0rtLvR0VEVnRImkEwhA++rw2Q17pDBtdnqq8iQkpTbZEdovX7W3a+UKIR6KAu/JHXCjhJqYGNjI9dff72SJe655x6cTidbt24lOTmZ48eP09DQQEVFhZZsu7u7ufzyy/F4PBrgPR4Pv/jFL8jNzeXFF1/UkovYNQ4MDLB8+XLa29vp7Oykv79fm6wyjXrfffexevVqAJqbm6mqqgKm6LGf/exnZyy2UmaKjIxUQThrSVd2MXJtpEkq51GSOMnM5fmxztfI0J6wrt4PcyK4C6wUINm6WceapSGXmpoKgMvl4q677uL555+nu7ubrKwsHA6HZqQ+n091PJqbm3Vb6HK5NMiJUp/b7VZGR1NTk3LphXMt9X9ZeEJCQvShPXPmDGFhYTrtmJqaOkNaoK6ubsbxy3ZLuudSO+vu7tYMNSYmhsbGRt5++20dXRcOs9PpJDExkZSUFMrLy3U0X6RnTdOkpaWFnTt3sm7dOk6dOsWiRYu0OSQ3oPXBn41BF0ApXCKsJAYP1m2ozWZjZGREmUhSX87LywOmhjtOnDhBRUUFTU1NuFwuNm/eTFdXF1/96ld5/PHHSUlJ4fLLL6esrIz29nYuueQS3G43pmlSUFDA5OQkVVVVjI2N8c477xAfH692hSdOnNDyVEhICI899hhvv/02Dz74IHV1dTzyyCNUVVWRmZmpGj8yqdrb28uCBQtUAhimBuWOHTvGkiVL2LFjB1u2bFH+/fbt2/nrv/5rVq9eze7du2lpacFms/GDH/yAr3/969x+++2cPHlyxo5OnovQ0FBVS5TdjiQxIkBmbdZbhfZmAzJnIcFcaslyvEJftg5biZ6RZK5y30kGKtO8ERER2lsIDQ3l2LFj/MM//AMjIyN86UtfYuHChYSEhPCTn/wEmGq4v/XWW/zud7/j5Zdf1kZkdHS0JgZ79+4lMzNTk6Du7m56enrIzc3l4MGDKjwm8w6bN2/m85//PBkZGZSWlvLrX/+amJgY4uLiiIqK4otf/CJer1d3pFbZXjkHch5kdyWLoCxs1qxdYp9VrVUWBeHhC31adsNCM34//FnB3TCMBqAfmADGTdNcZhhGAvArIAtoAG41TfPcy8s0ZKsuWZ3Uy+QXmZycpLOzk9OnT7N//37Wr1/Pxo0baW9v50c/+hEPP/wwNTU1bNq0ie3bt3Prrbfyi1/8gtjYWGpra3G5XDoIIzK9omcik6qFhYWqSCelAECzTUBrYbLdEjelyMhIFi5cyOWXX64XS7LQyckpXWaRB5A/UndzuVwqF5CZmUlYWBiHDh2ipKSEyspK1q5dy+TkJK2traSmppKTk0NkZCS7d+/mD3/4gz4Asv0WKuRbb73FDTfcwMDAAG1tbWRmZtLe3j4j47M2uC40rNPGcpNap1GtzICQkBBtkIp8cm1trW5tH330UZqamigsLNSdj9Pp5PDhw5SVlXHnnXeSnJzM3r17ueaaa4iIiGD79u1s2rSJu+66iyeffJLBwUG1Y0xJSaG0tJSlS5cSHh6Oz+ejra2Nm266SdUy/+u//ovXXnuNTZs26QLp8/k4ffo0WVlZer2EdSEYHBzk7//+72loaGD16tVUVlbicrkoKytjZGSE4uJidu7cicvlUp58c3MzTqeTXbt2MTExgcPh0MVQ+NVy/PKsSIYnPrlyz6akpKiGjiwQFzrAS2CSnaYw3SSTl3KDlDDhPU9QYYpIgiHsDylDSclBFigJmEIGeOaZZzQISqK0bNkyioqK+MpXvsL4+JRBfVpaGmvWrHnf4xfl13379pGeno7dbqe1tZUTJ07o72C323nsscfo6urizJkzlJeX09PTo7RUSQasOyeYKaVijQVyraRCIZz80dFRbYLL+2R3LWw82dEIi9A6qHguXIjMfb1pmp2Wr+8Fdpmm+WPDMO6d/vp7H/QBsnpZa7+ywlmDfEjIlBKjz+dTF/P6+npycnLYvHkzzz33HCUlJRw9epSamhry8vJwu934/X6Gh4fp6OggLy9PmzwjIyOqATM+PuXQYm2kdnd36xCN6EzL1isQCJCQkEB5eTn9/f0s44xaLQAAIABJREFUXLhQs+awsDC8Xi8JCQmamcr2U7akUhsVxojD4WDevHl6I4uMQGpqqloFDg8P43K5SE5O5t1331XpUaF1jY2N4XK5dNgqLCyMHTt2cPfdd9PV1UVGRoZK1wIzxuNnQ1sGUDd40ZARkSSZFJYHIjk5mZ6eHvXSlK3nm2++yaZNm0hPT2d0dFQ1WSYnJ/H7/WzYsIErr7yS/fv3U1dXx5IlS6itraWkpIQf//jH2O12Fi5cCEwxGUSyV8b9ExISaG9vp7i4mEWLFnHkyBGqqqpoampiy5YtXHXVVVRXV5OamkpLS4vqo1RUVGCz2cjOziYQCJCcnExLSwupqam88cYbDAwMkJ6erl6u//u//0tcXBx/+7d/y0svvURubi4pKSncfPPNLF68mNtuu42nn36aqKgofvKTn2i5THTrpfkotEgxpZEGNbzHO/f7/ZoVS3nmQkPKBiMjI+p7CigVVIKWdfhKpivl++SZkJKdaNCcvdOzNqQlIZHFTPoLpaWllJeXz6Dfut1usrKymDdvHjExMSoQ6HA4cDqdqj3zq1/9SkswdXV1OptgLTUJrVK+7u/vn1E2sT7LgJIwRABM4lhcXJw2laVmLlm7zIGEhoaq+qScJ1nEpNQDKMPqXJiNsswNwJXT/34GeIsPCe7w3rCSrEpyEWW1gqkMet++fbhcLg4fPswVV1yBYRh0dnYyOTnJbbfdxrPPPkt+fj7PPvss3/jGN9T2LiwsjNzcXN06yudKdhMdHU14eLiaZEdFRf2fJlZPTw8JCQnAFAe1vLyc2traGU2uLVu2UF9fz3PPPac/V2zP5AIKv1W4rcJLXrdundYTr732WkpLS4mIiKCnpwe3201JSQm9vb1UVVVRXl5Ob28vHo+HjRs3zmiiJSQksH//fh1gioiIIDMzU92fZKGwDjTNhiqkDCMJ40O23LKlTExMxOfzER8fr3XFvr4+bDYbfX191NTUKI0vPT2duro6DMMgMzOToaEhkpKSeOmll+jt7aWvr4/a2lr+8Ic/0NLSQlFRkV6rtrY2Fi5cSGJiombuor0j2aD46Eo2aa1tyvZYBmQCgYBKTickJHDw4EF1DAI4cOAARUVFqkuzfPlynUhua2vT4bna2lrWrl3L8uXL1fxheHiY7u5u3cXIOZSsT0occr7k3ErDLSEhQe0dY2JiNCOcDVi1ieS6Tk5OGWuIHLDsdMWbVBYgGVKU45ZMVwbrrMM+Us+WkqhVhwre20XI+ZHFo729Hb/fz4EDBzQjll2qfC3UQ0CzdTkW2cGJhpQEWYlH0jOSpEWE8ax0bvk/OTfWyXvxZAbUjlPMWEZHR2eYcghxQBRB5Xf+IPy5hVYT+F/DMA4ZhvG16deSTdNsnT7prUDS+XyQnGwJ7lZVNHnYQkOnjC8kGwdUPEustTZu3Kj+p/v27dOpOWlESRkmJiZGqYrycNTV1RETE0NNTQ0ej0et7yRTlK2YZCbV1dVa90pNTeW73/0uUVFRxMfHExsbq1v19evXz1h9BwYGdJWXbWhvby+NjY1qBrBt2zYcDgcbNmzg6quv5tprr6WtrY3q6mp27dqlWbcoQ3o8Hm3kzJ8/n29/+9vcc889hIWF8eijj2qWc911183osk9MTOjk44WGlARkQAQgKSlpRjNXFkbJUuVcR0ZG0tTUpM1k0zRZvXo14+PjNDU1adNteHiYm2++WWvPtbW1HDx4kBdffFGPo7e3lwceeEANjGNjY3Uxa2lpITExUR+moaEhmpqaSE5OprGxkYiICNVpP3r0qCYGY2NjWpKQbPP+++/nhz/8IUuWLCE1NVUVSV944QXuu+8+vvKVr9DR0UFcXBxOp5N58+bR3d3Nb37zGyYnJ4mLi6Ouro5f//rXmrmLHIcEGtM0tdQhwzFWVcauri4duIGpfoUIlX0QDMO42jCMk4Zh1E7vuD8UkhBZpyvlHrTOLVgpf1KaEXokvGd8I+U7CVoSFCVpkWt+dkPWSpmWe0UWG/m3BHE5DtlRiBigZOQTExNKr7ayjKy0ROGYWz2RZQGTnZ2UUmSRkAxc/rbuBuS+l2TPqlsl07CSlEivQhrnH4Q/N7hfbprmUmAz8A3DMK443280DONrhmGUGYZRJquajOLLqieroXWVlobHqVOngKmsTLK09vZ2fv7zn3Pq1Cny8/NV63lgYIBAIMDQ0BBtbW0qw5qYmMiCBQtITk7G7Xbj8XhYsGABxcXFOhZvHWsGtDkihtpOpxObzcbq1as1UxSKY1tbG3a7XZXmzGk5AzHlldqazWZTal4gEGD+/PkkJSXpzSfZUCAQoK+vj4GBAYaGhrDZbLS3t+vNLmPoQksTf8fx8XGam5sZHR3F4/GoqJJkHZK5X2gIQ8RKd4P3HnBp+IlaoFBNhXcs2/jq6mrVkJEsVnZD6enpvPLKKwwPD1NUVMThw4f1s2T7+vrrr3P48GE1G+/q6qK7u1v1daRMJouyZJAZGRn6QPX19ZGTk4Pf7ycuLk6btJIdf+9732NgYIA33niD5ORk6uvrSU9P5/jx46xZs4bBwUHefvtt1qxZQ05OjpqbO51Oli1bptx4KbfBFE9czpvD4VAKrdfr1YSkt7dXKaUS3KQ/JdnxhwmHGYYRCvwXU8/xQuALhmEs/KDvMU1TueoStKy1Zgme0jiXgCZiV7IDCQkJ0RKSZOdy/1olPiT4ysIhu194b7cvmbjszq2DkZJNyzFa+edy/eWYJJjK4iCZsrW0JLsA8VKQZFQWOhE1tPLSZZGVxqmV0GA1x5YFUzSDZPdolWKRc/RB+LOCu2maLdN/dwDbgBVAu2EYKdMnIAXoOMf3Pm6a5jLTNJcBSgu0aiZI/Uyyell5W1paiImJoba2loSEBBobGzl69Chr167lwQcf5OqrryY5OZmKigp+97vfcezYMXp7ezl8+DAtLS2Ul5dTVlZGenq6juoLX1dOdFpamo6TS/AUEbJjx47x9NNPKxc/NTWVSy65hIaGBnbv3k1NTQ3t7e1ER0dTVlaG1+vllltu0QBlmlOmIULTW7x4MQUFBaqZIzeqw+Ggo6MDr9eruwrxG83JycFut7Nq1SoN+vPmzcPlcmnGERsbi8vlIjExkeeffx6bzYbX69XFUsaZpQRxoSHnze/36/SoVfRINGZk2ysPndDDDGNKVE1MjQFKSkqU7eDz+SgoKCA9PZ0f/OAH2O12duzYofKw4qXZ0NDA+vXraWhooKGhgYmJCYqLizXIiOZ3RESEanmLBozcg+KaNTk5qRRaKdm1tbVRUFCgvZWTJ0+SkJDAyMgI9957L1lZWcDUIFZISAjHjh2joqKClJQUXfyHh4c5ePAghw8f1qA0OTmpAUHMtvv6+mY0W0NCpkTERCRMzrsEJhnZ/xCsAGpN06wzTXMUeIGp8uo5IZTHs59NK9ND7imrFEJMTIy6YFnH6WWHIkFWFg1rP0iSIWEAyfMq7wVm0Cslq5davpRkZNcmTduQkBBV6rQ2hWUuRZIRK8PMOrVuVb2UhVYSU9m1SPw4ewGxMmDkuZDnAFAlTDmvkgjKTvODSjN/cnA3DMNmGIZD/g1sAiqB7cCXp9/2ZeB35/uZshpJcJMpO6GFSaOjqqoKt9tNfX0969evx2azMTEx5X/a2tpKVlYW0dHR5Obm0tHRoQ9gQ0MDfr+fM2fOKO0pImLKNk+0nAHVg4+OjlZZALl4XV1duliEhU1pbcfHx3Po0CHNikU2oLOzk/379+uNEBcXh8vlwuPx8O1vf1ubnIsXL6a4uFiNvTs7O/H7/dhsNgYGBkhJSWHBggXKyZUJ1/z8fJ1UlQdBGjGSnYsWh3XHkJaWpjosEtglI7mQkAdEmr2Tk5N0dXXpJK/wwuPj4/VBkz9CTUxKSuKdd97hlltuUeqa0+kkOTmZpKQkqqurSU9PZ9++fbrbE4ONvr4+7rrrLoqLi2lvbycuLg6Hw8Hw8DDHjh1T/X6Xy6WBc2BggMsvv1wVASUICXPKMAy8Xi8NDQ3Exsaq3Z9pmlRXV3PDDTdgt9u56667uPHGG3nrrbd44YUXqK6uxu/36xxFYWEhhw4dIjs7m9jYWKqrq9m+fTt9fX3Ex8fP4IZLsLQOJskCYJqmJhmyCLW1tSkvWgL/h2AecMbydfP0a+eEZM/yb7mPrLVsCdjAjCBrTaLkObcGVMnmpRcmpRo5J4Aqm0p507oDkCYsoIufLCRSM7fWrK2CdlZ2nswLnF3GlP+Xr607Uuuuwio9IO+xlo6kRyC7aFmkpD8n502OUZ4pK9Ptg/DnNFSTgW3TJygM+KVpmq8ahnEQ+LVhGF8FmoAt5/NhcjNI19y6lZeTKUFi27ZtLF++XF2E7r33Xh599FFtVhw9epTk5GR+//vfk5eXR3l5Ofn5+aSmpmqHWYaSxMZP2CXR0dE0NjayevXqGYbJQ0NDREZG8s477+BwODQj7uzsZM2aNQQCAfbv309fXx9VVVU6bQhTmWN9fT2RkZGsX7+eNWvW8OCDD/KP//iPxMfHU19fT319ve5cRD5BykriDiT85/Hxcb72ta/p4ifTjOK52t3drcF9yZIl7Nq1i/7+fh0q+eIXv8j9998PMEM4bTYgQ18SAOShlIdDzMRlgZYtq7BAJicneeONN7jxxhtxuVxUVlaSn5+vQl/ii7p69Wp8Ph9erxeXy8Wll17K0aNHKSwspKmpiTNnzmite3h4mL6+PjU2T0xM1BpwSkoKk5OTLFiwgO3btyvVTPTKx8fHyc3Npa6uTgfghNVwySWX0NnZybJly0hISKCpqYkjR44oDVfcoEzTpKOjg5tvvlkVImUSVco8Zz/wAF1dXTrBLJotom0OKCNDSnmmaWoS8iF4v/Tv/9wQ03016a2NDA8PV1r///38eK2KlO+3O3y/77HKE0uZ42zF0rO/tnyOe2hoqNP6PitN1frzrMcjn2ftPUlp5eyfZxUWfL/fS2in1u+Zfq8b6LS+/2zFTvmec3kbn90bM00z833fyJ8R3E3TrAMueZ/X/cCGj/JZ0siQFdjafJHmhWxb5MbeuXMnBQUFfPaznwXQDrw4Igkd8jvf+Q5DQ0Ps3buXK664Qk0aZDrN2oiMjY3VqcOenh7i4uJmCP6Mj4/T3t6u6nEDAwNkZmbS0NBASUkJtbW17Ny5k1dffZVLL72UjRs3snDhQlatWkVoaCh+vx+n08n27duVsnjgwAHi4+NpaGjQ4aOQkBDi4uKoqalRIaPu7m5dYNavX8+pU6fweDy43W7NKsV+LDw8HL/fz8TEhI7Yy+IZHx+vhiIy7CINpQvdVJWt++TkJPHx8YyMjOh5k9KQ6M1LQJPAHggEsNlsVFdXz2iE5ufnKxc+NjaWtLQ0amtrqaqq4tSpUyrjcPToUb7zne8A8JOf/ISioiLefPNNioqK1J1KJA/q6uoIDQ1l6dKlZGVl8dprrxEWFkZxcbHeb3KPCcUvNHTK+lEG3aT/8dBDDwFw+PBhjh8/ruyHuLg44uPjiY6Oxul04vf7WbNmDb/5zW+4++67+dd//Vctb8iWXhZd6QFIBik7ztDQKUVGYacI+0mmsUNDQ3G5XDM0lc6BZiDd8nUa0HL2m0zTfBx4fPralklJdS5hrh4XfPzHNids9iRLsY7XynY0OjpaMzgrM6GyshK3262fIaupBIKCggKGh4f54Q9/SHd3t9IDq6urycjIYP78+VRVVSn7BZhRy7S6n4h1l9Tmu7u7cbvdjI6OUlxcDEwtFp2dnezZs4fh4WEKCwtxOBwkJCRo99zlcrFhwwa+//3vU11dTXh4OC6Xi7GxMRYuXEhycrLWH5uamujt7aWtrY2Ojg7l4Xs8Hnw+H2VlZbzzzjucPHlSxaxEh0IaPGKOIVmxbDm7urqU+21tBp3ntTpvVoX8TBmisRqbx8XFaXYu03zh4eFqHC72ifCehZzH42F8fJy4uDgdhBF3LKmjOp1OZVKIQ9eSJUvYt28fERER7Nq1SzVGxF92eHgYh8NBZmamlr6OHz9ObGysykl0d3dTUFCgwdbr9eJ2uxkcHCQjI4OGhgY93rGxMWpqaujq6lI+tPxMmWr1+Xxs376d+Ph4XnjhBR1Oklr12NgYDodjxk5WatWy3Q8EAkqblPMsdWmhlUpJ8ENwEMgzDGO+YRgRwG1MlVeD+ARjTsgPSGZpdUKRUWoJ8tZGqwRZyQLtdjuf+9zneOGFFzTLl/LDk08+yfXXX09tbS3vvvsuYWFhvPXWW6SmppKWlsaLL77IZz7zGaKiomhtbVXBfdne1tXVkZSUhNvt5pVXXmHp0qWMj4+zaNEiBgcHlc72/PPPExoaSklJCVFRUaxbt06dhWRISWp/QmX80Y9+RCAQwO12MzAwgMvlYuHChTqgJdmX1JePHDmicgfCef3v//5vRkdHmT9/Pvn5+Sp2JsGuoaEBj8eD1+vVoGG321mxYgUNDQ1qtn0+Rh0WVsVVTGV7Bw3D2G6a5olzfY/D4dBMWZqDYk8mJQhr4JbMXTLmrq4u0tPTKS0tZdOmTdTW1lJTU6N1br/fj91uVzNpqbuapskDDzzAN7/5TS699FJSUlL45S9/ybx585QH7/P5aJh2WYqPj2fnzp2qFLljxw4+//nP4/V61b5QasTj4+P09vZSW1vL6tWrSU9PZ8eOHdx777388Y9/pKmpSZkkGRkZau4SERGhsxPLly/nxRdfZPPmzSxevJjKysoZJvBSUnG73Tr0IgmM1GozMzNpbm6mv79fEyBhdMjOx8pS+oDnb9wwjP8HeA0IBZ4yTfP4h94QQcxpzInMHdAMWTrWZ2tUw3tTcVK6iYyMVEbE4OAgOTk52pgZGBggPz+ff/7nf2bJkiWsWrWK2tpabrrpJqKiosjPzyciIoL8/Hz++Mc/UltbS319PW1tbTQ2NjIwMKBBJzIykrKyMtLS0lSDu7m5mZSUFLZt28bDDz+Mz+fTGv6VV16p0ganTp1idHSU7u5uHn30Ue644w6eeeYZ5cjCe/W1trY2pUO2tLRQX1/PsmXLsNlsVFVVqfSodO4lSArv+Q9/+AOvvvoqXq+XmpoaysvLNRtMTk7WRVJ4t5/73Od0+38e2R18RFZFaGiocvpFllhKS8LvtTbLxTxFmmp9fX1ERkZSVVXFT3/6UwD+7u/+DkC5zfJeu92O2+3m+PHjM+htP/3pT6mpqaG3txev18vY2Bgej4eQkClrxkAgoPTY8PBwWltb6evrIyUlheeee04Ns2NjY1UXfNGiRQAqwXzkyBHuvfdeduzYQVlZGUNDQ6o31N/frzuV4eFhYmJiKCoqYmJiQnddP//5z3n55Ze1HBMWFqasCOHaDw4O6uIYFhZGSkrKjFqyTHQKgyUvL0+bhucjPWCa5k7TNPNN08wxTfMH53EvPH4e77kYmKvHBR/zsc2J4C5BW2Dlt8uAgPVryTS7u7uVE/zb3/6WY8eO0dfXR3R0NB6Ph9HRKaux7OxsGhoaeOedd5SXWlpaqmqRISEhNDQ00NHRQVNTE21tbTpYI40uccmRba7H46Gzs5PXXnuN22+/nQceeIDHHntMG39+v1/pe2FhYZw4cYLw8HBsNhtOp5P29nZVL+zu7lYnHylBSInhyJEj+Hw+WltbVQRNRqnHx8fp7+/XYC1yDGfOnKGmpobTp0/T1NRETEwMK1euVFZCVFQUHR0dREREaHnkPOvtH4lVIaUTucYimiZlIpgqYaSlpen5knMgjJCEhAT8fj8ZGRnvHcS8edTV1REXF6clC9EGiYuL48iRI9TV1anr09atWzXACfVQ7qWcnBxCQkJUsln04K3DOOIW1djYqI14l8ulu7ulS5dSXFxMRUUFycnJ1NbW4na7iY+PZ2xsTLXWxWFLDL+//e1vc+jQIb3GwrQQQ47IyMgZkhjp6em6M5UFOyoqSv+WsldMTAwtLS3abD3PhfsjYbr+PucwV48LPv5jM2aLJfGRDsIwTBktFsqXTGpZ7eCkCSfv+8xnPsOGDRu45ZZbSEtL4/nnn6epqYmRkRFSU1P1oVq8eDG7d+8mKiqKq666imPHjvHQQw+xfv16jhw5olIDUo4ZGxvj61//OqOjo/j9fgYHBzlw4ACBQIBrr72W5uZmfvjDH3LDDTdwzz338MUvfpGWlha2bdtGXV2dBim73c7WrVvV+k2mzgA1ObDq5oiGc2Jiok7OtbW1aeC2GkvIIENXV5cqWkZGRuLz+ZS1IT2DZcuWYbfbdbgqLy9PvS6feuopLYtNswMOnavpYxjGFuAzpmneNf31l4AVpml+0/IeK6OiAPADnWd/1hyAm7+s48o0TTNxFj43iDmKOVFzl0xE6HFW7Qkr4V94sNJ06uzspKOjQzOTL3zhCzz00EM60SmyBE1NTURERJCUlERNTQ2JiYksXrwYn88HoBLAQr8UOmJ/f7+yKYQWGRMTw759+0hNTWXVqlXcdtttNDY2snv3bioqKlQOoKuri8OHDxMSEkJqaqoqNco2HZihByN6GtKElV6Cx+PB7/fT2dlJRkaGBvmuri4ApULK+L6wOESjRQyjExMTOXDggLr6LFu2jMHBQXWFP89F/kNZFVZGxfS1nZPsheBx/WkwDONq4GGmavNPmqb544/55z8FfBboME1z0fRr76tEa0yxBB4GrgEGgTtM0zw8S8eVDvwC8ACTwOOmaT58MY9tTpRl4D09Z5ngEnEgm832f3SNhUVTUVFBXFwc9fX1+jkiv2q328nKyiI0NFRpkEePHiUnJ4eYmBhycnLIzc1l7dq15Obm0t7erlthl8vFkSNHCAQCKuAvFLO4uDjy8vK49dZbWbNmDU6nk9bWVo4cOUJsbCxxcXGkpaVhmqbWf2VgSmhuMvkmmbxk3TKiLLz1yclJbSqnpaWRmJhIXl4ecXFx5ObmsmzZMnJyctSPNRAIKM1ucHBQOeS9vb34/X5WrVpFZmYmHR0dZGdnY5qm9inOE0FWxV8w/hSZglnAVuDqs14TJdo8YNf01zB1nHnTf74G/L+zeFzjwD+ZplkIrGJKjmXhxTy2OZG5ywiyNEslAJrTmhVW7QeZghMWgGEY7Nq1i8suuwyYoiSKzow0LRMTE7nyyispLS3l5Zdf5rHHHiM6OponnniCtWvXEh8fz5tvvqkMlfHxcXp6etTGTQZcLrvsMlasWMENN9xAV1cXu3fv5vbbb8dut7No0SLN+mtqalQLIjIyUq34RPd9aGhohjolvDdMJAMcMqkmvG0ZzsnNzdWGmZRS9u7dS05OjkouyBj48PAwcXFx2Gw2GhsbVS53YmKCBx98kEsvvVTFqeQcf8h1CrIq/rKhDXUAwzCkoX5OttSFhmmabxuGkXXWy+dSor0B+IU5lTnuNwzDaRhGijktbHiBj6sVEMHEfsMwqpjqR120Y5sTmbvIDgh9TIaGpAkngxui7Cb8aRnmsNqI2e12HWeXGnNycjJDQ0NccsklDA0NqdjW2NgYe/bsYfny5axZs0aV50SxMBAIqJFAWFgYCxcu1IZue3s7AwMDpKamkpiYqNrkskBUVlaqToSwYqKiorShB6i4V0REhLJaRKtCsnbhScfHx9PY2KhiZ3a7nYSEBJYuXUpeXh4rVqzQKdRAIMDk5KS6ukuTVgSzZLxZ2CofheceZFXMOubqccGfIFPwMeFcSrQX5XinF59LgQMX89jmRHAXeQGrTrEMNVnFdSRjtzJn/H6/sgQArr76ajXndbvdhIWFkZ6ezq5du8jJyWH+/PnExcVx9OhRduzYwbZt23A6nRQUFLB69WrlhEtZQxacdevW0dPTw44dOzh16hT79u1jZGSEXbt2qSSA0NciIyNpa2tTSU9jWkHONE1aW1sZGRkhOzt7hjCaDOcIU0N6Dk6nU8s6kvknJCRw8uRJNYPOzs6mqKiItWvXUlJSohK+sliIwqUsopOTkyQlJWltX6iIs3Rt52SwCh7Xn4TzkimYQ/jYj9cwDDvwW+Bbpml+kEvKrB/bnAnuwmm3lmgka5YxcdFQlvJHeHg4zc3NMz5Lpg6dTicwpTnd1NSkXqghISG8/PLLrF+/Xr9HtNmlcenxeIiIiCAmJoaUlBSV3JTa+549e/jCF75AZWUl9fX1dHZ2qhiWOLrExsYq7TI8PFz9UYV6KLxuoSGGh4crEyYkJER586dOnVJRNHEQamtrU9708ePH1WCgsLCQ1atXq8xATEwMSUlJqiwpzlA9PT0UFBRoWWi2AnsQnzqcl0zBRcC5lGg/1uM1DCOcqcD+nGmaL13sY5sTwR3QDFkai5LJiySslFokcxf9jPr6ekJCQjh9+jQAGRkZ9PX1kZWVRXd3t+p619fX4/P5aGlp4YUXXqCyspIHHniAEydOkJ2dzT/90z8xPDysxhJScxerPb/fT0hICAUFBdx000288cYb1NXVcf3119Pe3q5qdKIul5CQoLx2KYOIO42o00lZSSZyxVghMzOTkpISsrOztfEp9XKbzcb+/fspKytTl5f8/HwWLVpEaGgoxcXF2niWCUmRH46Pj9dGdXx8PHa7nbKyslnRcv8oMgWzAcMwnjIMo8MwjErLawmGYbxuGEbN9N/x068bhmE8Mn2sxwzDWDqLx5VuGMabhmFUGYZx3DCMe+bKsZ0H5mpD/VxKtNuB26fP4Sqgdzbq7TB1nYD/D6gyTfOhuXBscya4G9O6JzI6brXdk8k7abZaBcbEbu748ff6esPDw3i9XrVNE23t48ePExkZyaZNm9i1axd33HEHBQUFvPrqqxQUFJCXl8fatWtxOBzYbDY6Ozvp6urC4/HgdDpJTU3lwIEDOoWalJTEpk2b6O7u1rF34Y/X19erjZbI14rWiMvloqGhgaKiIuXEWx1WJicncTqdREVFERERQUpKCqmpqUxMTLB9+3ZaW1uprq7mqaeeoqOjg6effpqtW7fqUJWYlSnjAAAOPUlEQVQxrRApXHe73c6CBQvIz88nMTGRlStXEhYWRlNTE/CeBswFvJZBVsW5MedYFecL0zTHAWmoVwG//rgb6oZhPA+8CxQYhtFsTKnP/hi4yjCMGqakMYSeuROoA2qBJ4C7Z/HQLge+BPyVYRhHpv9cczGPbU6wZSSwSAMSUP9Fqb/LIJPUsYU1EwgE8Hq9aogAU2bLra2tOpYvE4zDw8Pk5OTQ1dVFbm4uzz//PIWFhRQVFXHixAltoqalpeHz+XQydmhoiJaWFtra2khKSuLJJ5/k0ksvpaioSOmTkg3X1dXhdrtpbW3Fbrdjmibt7e3KT5dR/Ouuu46Ojg7S09Pxer0Y07ZbotceFRWFx+PRwC/2aQMDA/T09ChtUmRwY2NjZ2i4JCYmMj4+TltbGxs2bGD58uU0NjbidDqJiYmhq6uL8vJyPZcfpj/yERFkVZz7uOYcq+KjwDTNnUwFposC0zS/cI7/+j9KtNPn7Buze0T6s97h/evocJGObU4Ed2CGYYQwYkT325x2IJHhIsmORXi/q6uL/fv3c9NNNxESEkJOTg5VVVV885vf5Oc//7nKpYov6rZt24iKiqK5uZny8nKuv/56Tp06xQsvvKCGGj09PRQXF3PmzBk1GkhPTyc0NJSOjg4CgQAVFRXs2bOHm266ifHxcSoqKujt7SUhIUF9Xvv6+lSZcWRkhGuuuYb58+ezceNGPB4Pb731FnfddRetra0MDQ1RXV3N+Pg4e/fuxefz4fF4tAErY+knTpzQxe7gwYMsX76cI0eOMDg4yPDwMLfffrv6fV533XUkJSXNMHhoaGjQHQ+gi9gFdGN6PybAygv14X8GZjAXDMP4MObCrAbQD2JVXOxjC+KTjzkT3IXqKCqQMhIv9WDR95CGqtAkAfbv38+dd96pSpHx8fEsXryYN954gyVLltDX18epU6eor69XvXTRsnE4HGzdupWtW7dy6NAhbDYbe/fuJRAIkJiYyMDAAF1dXcybNw+3262lk1deeYWOjg7mzZtHX18fqampM6ZR+/r6NAN3OBwMDQ3xne98h4SEBAoKCpg/f77qqOzYsYPQ0FCys7NJSUlhYmKCf/mXf+HAgQO8+eabqn0zMTHBTTfdxFe+8hWeeeYZysrKGBkZISMjg5SUFN544w08Hg8xMTF861vfYnJykqamJm1OS4NWSkZyDs7H1eUjIsiq+LAfeBar4gPKYp+0cxnEHMGcqLkLFVIapVYnc0BLBlL+kIxedK1bW1sZHBykrKwMgMTERBISEmhtbeXEiRNK+7Pb7Vx11VVKlUxLSyMhIYG0tDQ8Hg+XXHKJDvkkJSUxMTFBT0+PCk319vYyMTGhGXJcXJzqooscrJhpWweGBgcHKSgoICEhgXnz5hEZGUl7eztPPPEEk5OTfP7zn6eoqIjs7GyioqK03i/Tp/39/UoHbWpqYnx8nOuuu460tDQuueQSTNNU1/UVK1YwMTFBVVUVhw4dIikpidbWVhobGykvL6empkbZRtK4tno2XiAEWRUfgLnGqgji04k5Edylri6BBlD9FZkOjYyM1OEcGbqRCVQR3aqsnCJGpKWlAah/p7jGV1RU8Mtf/pLU1FTNZA3DIDc3l0OHDnHnnXdSWVlJVlYW4+PjOgA0MjJCVlYWk5OTbNq0iSVLljA6Osp3v/tdVq5cqTrk3d3dxMfHs2fPHlJSUlT8bNGiRVx66aX4fD6GhoZwuVz853/+J4mJiapQ6ff7KSsro7Gxkf7+fpqamnA4HISHh3PjjTdy2WWXUVRURFlZGU8//TRer5elS5dqxn7gwAHsdju5ublabsnKyqK5uZmBgQGam5s5duyYGvhK/yIyMlKZOxcQQVbFOTAXWRVBfDoxZ4K7KD7K31KSEWceGZGX8oHI3Mq/Q0NDZ3DepRmZmJhIXV0dKSkphIaG8ld/9VcMDAwwMDCgjJLe3l52797NyZMnWbt2LYsXL6a3t1eHjGw2Gw6Hg+joaEJDQ0lJSSE/P5/du3dTVlaG0+nUkf9AIEBvby+hoaHYbDY8Hg8FBQUAKj+8d+9eUlNTiY6Oxuv10tjYyJkzZ3A4HKplb7fbaWhowOFwcPz4cQYGBti7dy8hISEMDg5SUVGhGt8tLS2cPn1aRc5cLpfy8sfHx/H7/bp4iqSBTP6KZs8FrLcHWRUfjDnHqgji04k5UXOXgG1OG1cLHVKarPK3SBTIBKYEq4iICJXFFWRmZpKUlITX66W0tJSf/exnNDY2snHjRvbu3UtPTw9tbW2kpKTQ1tZGfX09paWlamrhcrnUXDgQCKgn6e7du+nt7aWyslJt7yTAjo6O0tPTQ3JyMi0tLbjdbgKBgOrObNiwgbfeeks551KCEcXI9vZ2kpOT9feKjIwkJycHr9dLfX09iYmJJCYmsmHDBl555RWqqqrYsmULGRkZtLS00NPTo96c1dXVhIWF0djYqMNU4pxuHVoSjZsL7Z8aZFW8P+YiqyKITyfmRHCHqezdZrMxNDSkWaQ0/KKiolQSV9x9xLRgfHycwcFBAoHAjKAVGxtLe3s7iYmJ5OTkUF5ervVoUZKMj48nOTmZuLg4amtrSUtLo7GxkfT0qRKnlIRiYmLUgu/MmTP09PQwOTmJ1+ulv7+f2NhYrcFXV1cDUzX45ORk8vLyCAsL09q5ZPhut5vOzk76+/tJTk5WL8+2tjYNtGJgsXnzZgYHB3nxxRcZGBjgf/7nf/ibv/kb3nzzTZ5++mlaWlqIiIhgaGiImpoaxsfHKSwsVGE16R1IgLcaYos+/gUuywQRRBAXGXPmiRZdGQk4wm2XgC1TnYZhqKmGZJ3GtMOQVWNGJlbb29txOp3U1taSlZVFQ0MD8fHxJCQkMDw8rPK7brebiYkJ9WUNBAIA6vM5OTnJ8PAw1dXVmKbJ/PnzmT9/vsoaSOB0OBzqLhQbG8u1115LWFgYUVFRVFRUaFCXACu894mJCZUjEI12MTyOiIjA6XRy2WWX0dXVxfj4OC+99BIOhwOfz6dcfjFgFnPljo4OoqKiVGZAGtci8WDV8bGKrwURRBCffMxacDc+wvi5BJihoSEtIUhpRhqopmkqy0OCmQSn4eFhTp48icPhUDu1RYsWsW7dOmw2m75X+OH5+fnYbDYWL16smitS2jEMQ80thJXT0dFBTEyMGlmvWrWKsbExlTYQBcZAIEBjY6MqVq5YsYLo6GgyMjK0R9Dc3MyZM2fo7u4mOzub5ORkvF4vhw4doq2tTXVs5s2bp9m8aLUXFRWxefNmVq5cSU5ODj09PdTW1lJUVKRemSMjI0RFRSlDSLTcRQ0SUCcrERabTeGwIIII4uJgVoL7Rx0/lwAu9nqDg4Mz/DZlYEdG/CXoih5NRESEMlumreK0nCKDP319ffT391NYWEh6ejoZGRmMjY0xODiIz+dTLnhkZCSpqalERUWpVozsFLq7uwkLC6Ovr4/c3Fy1BDRNU8tCsthIOSQ0NJSenh68Xq+aFqekpGiw7+/vZ3BwUI81Li5Oz4tIEsjuRH7X9PR0kpKSiI2NJS0tjdOnTxMZGUlnZ6dm/2LWLbx5h8NBaGgohmHoZ46MjKjypt1un41bIYgggrhImK3MXcfPTdMcBWT8/H0hmbsMMFm57qKYGBoaqhK8MTExhIaGEhkZqU5GZ86cYWxsDK/XC0xNXXZ0dKg++8jICKWlpfzxj39k3bp1HD9+nMbGRubNm0dERIQaawjfW/TTR0ZGCAkJoaWlhYGBAUzT1PH/8fFxiouLsdlsWrrxeDzYbDba2tp0SrWsrIydO3cyPj4+g33T1dWF1+slLi5OWULCaRctHZ/PR2pqqh6XSCH39fVRWFjI5s2b9dw5HA5aWlqw2WxUV1dz6tQphoaGcDgcZGRkMDQ0pNO/0r+QnkV/f/8s3QpBBBHExcBsBfcPFaI3DONrhmGUGVOekfKammhIlj46OqqKkNZpT5lOFV2U5uZmwsPDqamp0Z+xbt06MjMzVX7X4XBw8uRJdu7cydKlS2c0G8WSTnTTh4aGVII4OjqahIQEhoaGsNls9PT0MDExQXt7uw4m2Ww20tPTCQQC2Gw2NmzYwNjYGGNjY+zbt4/XX3+d+vp6XC4XDoeDzs5OXRCkLyC2ezExMRiGgcPhICoqiu7ubl34pMS0cuVKbDYbixYtYs2aNVqOER0d0zRJSkpSJysRIbPKDEj5KCIiYlaUIYMIIoiLB+MCj51PfahhbAE+Y5rmXdNffwlYYZrmN8/xfh8QYG660c8mZsvp/s9BpmmaiRf7IIIIIog/D7NFhfxII9OmaSYac9z1fTbwl/g7BxFEEB8PZqssM1fHz4MIIogg/iIwK5m7aZrjhmHI+Hko8NTHPX4eRBBBBPGXjFmbUP0Txs/nsjHwbOEv8XcOIoggPgbMSkM1iCCCCCKIi4s5Iz8QRBBBBBHEhcNFD+4fRabgkwbDMJ4yDKPDMIxKy2ufBJf7IIII4hOOixrcP6pMwScQW4Grz3ptzrvcBxFEEJ98XOzM/SPJFHzSYJrm20DXWS/fwJS7PdN/32h5/RfmFPYDTrFdCyKIIIL4qLjYwf1DZQo+hZjhcg98mMt9EEEEEcRHxsUO7kFn9/cQPBdBBBHEBcPFDu5/ic7uQZf7IIIIYtZxsYP7X6JMQdDlPogggph1XFQP1U+7TIFhGM8DVwJuwzCagX9lytX+14ZhfBVoArZMv30ncA1TLveDwJ0f+wEHEUQQnxoEJ1SDCCKIID6FuNhlmSCCCCKIIGYBweAeRBBBBPEpRDC4BxFEEEF8ChEM7kEEEUQQn0IEg3sQQQQRxKcQweAeRBBBBPEpRDC4BxFEEEF8ChEM7kEEEUQQn0L8//pa18MOYnG9AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# visualize center slices\n", - "slice_0 = ras_robustfov_pret1_data[128, :, :]\n", - "slice_1 = ras_robustfov_pret1_data[:, 80, :]\n", - "slice_2 = ras_robustfov_pret1_data[:, :, 94]\n", - "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for robust fov pre T1 image\")" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(256, 160, 189)" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-orient to RAS coordinates\n", - "ras_robustfov_postt1 = nb.as_closest_canonical(robustfov_postt1)\n", - "ras_robustfov_postt1_data = ras_robustfov_postt1.get_fdata()\n", - "ras_robustfov_postt1_data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Center slices for robust fov post T1 image')" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# visualize center slices\n", - "slice_0 = ras_robustfov_postt1_data[128, :, :]\n", - "slice_1 = ras_robustfov_postt1_data[:, 80, :]\n", - "slice_2 = ras_robustfov_postt1_data[:, :, 94]\n", - "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for robust fov post T1 image\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## ACPC Detect" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(256, 160, 189)" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-orient to RAS coordinates\n", - "ras_acpc_pret1 = nb.as_closest_canonical(acpc_pret1)\n", - "ras_acpc_pret1_data = ras_acpc_pret1.get_fdata()\n", - "ras_acpc_pret1_data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Center slices for ACPC detect pre T1 image')" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAADjCAYAAAB+QFQfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9eZxcVZn4/T21d+3Veyfdne4sJCFNOmxJWAIBDYvwU2RRRgWFEXQcxHXwHYef4jiO4iijiL6goPjKDCigCIiAgyDIGkkIS/atk/S+VVdV11513z+qnsPtNhB0gsT2fD+f/nRV3ap7z7333Oc823mOsiwLg8FgMMwsHG91AwwGg8Fw8DHC3WAwGGYgRrgbDAbDDMQId4PBYJiBGOFuMBgMMxAj3A0Gg2EGYoT7DEMp1aGUspRSrur7XyulPvgXPP4/KKUGlVIppVTdX+q4bxVKqVuVUv/2Vrfjrxml1CtKqdVvdTtmGka421BKvU8p9YeqYOqvCsYTD8J+r1FK3XYw2vinYlnWmZZl/fgvcSyllBu4DjjNsqygZVmjB3HfjymlxpVS3v1sW66UekApFVdKjSmlnlNKXVLdtlopVa7e06RSaotsq273VO/PNqXUpFJqt1Lqh0qpjoPVdtuxdiul3n4Q9rNaKbXvYLTpzzz+K9XrmVJKlZRSWdv7zyulWpRS9yql+qqKRsfr7c+yrCWWZT32F2n83xBGuFdRSn0a+Bbw70AT0A58D3jXW9kuANHC/wpoAnzAK3/qD1WF/fbHqnBYBVjAO6dtOw74LfA7YD5QB/wDcKbta32WZQWBMPA54AdKqcOr2+6q7vN9QAToBp4H3vannsNfK39q/6oK42D1mj4BXCHvLcv6d6AMPAic9yY01/BGsSzrb/6PykOdAi54ne84gP8H2AGMAj8DaqvbOqgIng8Ce4AR4F+q284A8kCheowNtmPeAvQDvcC/Ac7qtg8BTwL/CYwB/7af9iwH/gAkgEHgumltcVXfPwZ82Pa7y4BNQBLYCBxV/XwWcDcwDOwCrjzQsaa15zBgsnrsFPDb6ufHA2uBier/422/eQz4SvVcM8D817j2X6h+5zrg/mnbfg9893Xu22pg37TPhoHzgbdXj9v2J/SVI4F11ev3U+AO+/0BzgZeAOLAU8DS6uc/oSL0MtXrc1X185XV78WBDcBq275qgR8BfcA4cA8QqO6jXN1PCpi1n3beCtwI/Kba1t8Bc2zbLeAfgW3Arupni6rfHwO2AO95A9djSv+ats1VPU7HAfaxG3h79fU1wJ3AbdV2v1TtW/8MDAF7qViG8ttLeLU/7wQ+Mm3fV1F5xvqAD1fbM7+6zQt8g8ozO1i9XjVvpSw6mH9veQMOhT8qArhIVSC+xnc+CTwDtFY7xU3A7dVtHdVO8wOghor2lwMWV7dfA9w2bX/3VPcRABqB56RjUhHuReDj1Qfkjzoc8DRwUfV1EFg5rS1/JNyBC6gMJMcCioqmO4fKwPU8FSHqAeZWH5TTX+9Y+2nT9GPXUhFKF1XP4++q7+tsbdsDLKlud7/GfrcDHwOOpjJINlU/9wMl4JTXuW+rqQr36nm+u7qPhcDXgN/9Cf3EA/QAnwLcVAaIAlXhDhxFRQCtAJxUBvvdgLe6fTdVIVZ9P5uKovCOatvWVN83VLf/isoAEqse7+Tp5/Q6bb2VisA7iUp//Tbwe9t2i4ogr6XSZwNUBOcl1XtxFBUlZckBjqP71362/bnCPQucXv39/0dF2fiX6jW4jOpgVP3+WcA8Kv35ZCDNqwrLGcBAtX/5qQywduH+LeDe6jUIAfcBX32r5dHB+nvLG3Ao/AHvBwYO8J1NwNts71uqD7aLV4Vaq237c8CF1dfXYBPuVNwXOWxCm4rge7T6+kPAngO053HgS0D9tM+lLfsT7g8Bn9jPvlZMPx4VTelHr3es/exn+rEvAp6b9p2ngQ/Z2vavB9jnidXrXF99vxn4VPX17OrxFr3O71dT0XLjVDTSF2z35QfAHX9CPzmJigaobJ89xavC/f8FvjztN1t4VSjvZqpw/xzwk2nff4jKoNBSbXfsNc7pjQj3O2zvg1QGwrbqews41bb9vcAT0/ZxE/DFAxxH96/9bPtzhftvbNv+DxXrRKzaUHWf0dfY1z3Sx4EfYhPWVJQZq/pfUbE059m2H4dt4Phr/zM+9wqjQP0BfI9zgF9Ug3ZxKsK+REVQCwO212kqD9Rr7csN9Nv2dxMVDV7Ye4A2/z0Vc3WzUmqtUursA3wfoI2KW2l/7Zklbam25/O8em5/zrGg4urpmfZZDxWhLBzoPD8IPGxZ1kj1/X9XP4OKFVCmIghfjz7LsqKWZdValrXMsqw7qp+PvoHf2pkF9FpVSVDFfn5zgM9Mu45t1d/tjznABdO+f2K1TW3AmGVZ439C+6ajr61lWSkqg9us/W2vtmXFtLa8H2j+Xxz/z2XQ9joDjFiWVbK9h+qzpZQ6Uyn1TDWQHqdiBdVXvzOLqedof91ARZt/3na+D1Y/nxH8tQTq3myepmIKnkMlwLY/9gKXWpb15PQNbyCzwpr2fi8Vzb3esqziG/zN1I2WtQ34u2oQ8lzgrjeQeriXigm7v893WZa14E85lmVZkwc4Xh8VoWGnncpDpHf/Wj9WStUA7wGcSikZOL1AVCnVbVnWBqXU01QCd48eoC3743+ATyilWi3LeiPZJ/3AbKWUsgn4dl4dMPcCX7Es6yuv8fv99YOfWJZ12fQvKqVagFqlVNSyrPgB9vNatNn2F6Tifuh7jf3speKiWvMG9/2WU82cuhu4GPilZVkFpdQ9VLRyqNyvVttP2myvR6gMFEssy+r9S7T3L43R3AHLsiao+Ju/q5Q6RynlV0q5q1rB16tfuxH4ilJqDoBSqkEp9UYzaQaBDskGsSyrH3gY+KZSKqyUciil5imlTn6jbVZKfUAp1WBZlrgcoGJJvB43A59VSh1dzU6ZXz2f54CEUupzSqkapZRTKdWllDr2f3EsgAeAw1QlxdSllHovcDhw/xs8zXOqxzkcWFb9W0wlQ+Pi6neuAj6klPonGdyUUt1KqTv2s78pWJb1P1T8zr+oXhOXUiqklPqoUurS/fzkaSqxkCur3z2XSrBZ+AHwUaXUiur1DSilzlJKharbB6nEM4TbgP+jlDq9es191TTH1mof+TXwPaVUrNofT7Ltp04pFTnAKb5DKXWiUsoDfBl41rKs17KU7qdyry6qHsutlDpWKbX4AMfYL0opH5WBGMBbfX+w8VSPMQwUlVJnAqfZtv8MuEQptVgp5afyjANQ7cs/AP5TKdVYbfNspdTpb0I73xKMcK9iWdZ1wKeBq6l0lr3AFVR8eFAJSN0LPKyUSlIJrq54g7u/s/p/VCm1rvr6YiqdcyMV98Jd/GkugjOAV5RSqWrbLrQsK/t6P7As604q2Sn/TSXYdg+VjJ8SFd/mMirBqxEqA4EIjz/5WNXjjVLJHvkMFRfIVcDZNhfLgfggFb//HsuyBuQPuAF4v1LKZVnWU8Cp1b+dSqkx4PtUBpY3wvnV7/6USkbPy8AxVLT66eeTp2K5fIjKPXsv8HPb9j9QCfjdUN2+vfpd4avA1VU3wGergvZdVFxg0uf+iVefy4uoxBs2UwnUfrJ6nM3A7dXzjSulXsvt89/AF6m4Y46m4mbZL5ZlJakIxgupaPcDwLW8KqD/VCQriGr7M6/z3T+LapuvpCLEx6mks95r2/5r4HoqVt12KoMzVKxmqMQ8tgPPKKUSVO75woPdzrcKNdV9aDAYZgJKqVupBF2vfqvbcqhQtUJeppK99Fru0BmD0dwNBsOMRSn1blWZhRyjYonc97cg2MEId4PBMLP5CBWX1w4q8Zt/eGub85fDuGUMBoNhBmI0d4PBYJiBGOFuMBgMMxAj3A0Gg2EGYoS7wWAwzECMcDcYDIYZiBHuBoPBMAMxwt1gMBhmIEa4GwwGwwzECHeDwWCYgRjhbjAYDDMQI9wNBoNhBmKEu8FgMMxAjHA3GAyGGYgR7gaDwTADMcLdYDAYZiBGuBsMBsMMxAh3g8FgmIEY4W4wGAwzECPcDQaDYQZihLvBYDDMQIxwNxgMhhmIEe4Gg8EwAzHC3WAwGGYgRrgbDAbDDMQId4PBYJiBGOFuMBgMMxAj3A0Gg2EGYoS7wWAwzECMcDcYDIYZiBHuBoPBMAMxwt1gMBhmIEa4GwwGwwzECHeDwWCYgRjhbjAYDDMQI9wNBoNhBmKEu8FgMMxAjHA3GAyGGYgR7gaDwTADMcLdYDAYZiBGuBsMBsMMxAh3g8FgmIEY4W4wGAwzECPcDQaDYQZihLvBYDDMQIxwNxgMhhmIEe4Gg8EwAzHC3WAwGGYgRrgbDAbDDMQId4PBYJiBGOFuMBgMMxAj3A0Gg2EGYoS7wWAwzECMcDcYDIYZiBHuBoPBMAMxwt1gMBhmIEa4GwwGwwzECHeDwWCYgRjhbjAYDDMQI9wNBoNhBmKEu8FgMMxAjHA3GAyGGYgR7gaDwTADMcLdYDAYZiBGuBsMBsMMxAh3g8FgmIG43uoGACilLKUUAJZl6c8djsrYUy6X5Xv6//TvlctllFL6u7Z96+9bljXlvf1z+/4dDgdOp5NwOIzL5cLj8ejfKaVwOp3kcjkcDgelUomRkREKhYJuw/7aYT+e/TzK5TIOh0O/lm3Tr4V9u30f0787/fPpx3c4HPqcLcvC6XROeQ+MWJbV8Fr3ymAw/HVwqAh3PB4PxWIRt9tNoVDA5ao0zeVy4fP5SCQSuN1uyuUy5XIZt9tNNpvV+3A6nXg8HvL5PE6n848GBHnvcrmwLAuXy6X343A4KBQKuN1uLr74YhYtWsT8+fPxer1YlkVbWxuFQoEtW7Zw2mmn4XK5GB0dxePxUCgU2LlzJy+++CKjo6MA9PT0sHbtWvbt20exWGRiYoJoNEo8HtfHlYFB9qGUwuVy4XQ6cTgcuN1uJicncTqdAOTzeXw+H/l8Xg825XJZC+hSqURNTQ2FQkEL6nw+r/cJUCqVcLlcuFwuMpkMfr+ffD6PUopisUihUADo+Uvcc4PB8Oai7NrhW9YIpSyHw4HP56NYLFIqlbSAsyxLC8J8Pk8oFAIglUrhdDpxuVz6e+l0GofDoX+bz+en/N7pdFIsFrX2HQqFqKur45RTTmHlypW43W6OPfZY5s+fT6lUIpFIsHPnTtavX8+6devIZDKkUikWLFhAKBSitraWuXPnsmbNGvr7+xkaGmJgYIB8Ps/s2bMZHx8nHo/T19dHf38/v/jFL+jr6yOXy1EsFnE4HHg8HnK5nBbquVxOD0hutxu32006ndYCGpii4VuWhdfrJZfL6e2hUIhkMonX68XhcJDNZqmpqSGdTuPxeHC73WQyGYLBoP4smUyK5v68ZVnH/MVuvsFgeFM4ZIS7x+PB5XJRLBa1i0GEmAhqpRShUAiPx8PQ0BBer5eampopWj1UtHilFKVSiVKppF/Ld4LBIC6Xi7POOoujjjqKxsZGjj/+eOrr67UFsHbtWr761a+SzWbp7+9ncHCQ2bNnEwgEmJycxOfzYVkWqVSKT3ziE8RiMY444ggA5s2bRzabpaenh0KhwPDwMNlslsHBQa644gpqamqYmJjA5/OhlNLC3rIsvX+/36+1cKfTqa0Zy7IoFosABINBJicngVctklKphNfrxe12k8vlRBvH7/eTyWTwer0Ui0WKxSJer1fv1+FwkEqlwAh3g2FGcMgId3HDeL1eyuUypVKJYrGoNdqamhotrIrFIj6fT2vjXq+XdDqtBwfRcmVQcDqdej/nnHMOJ598MgDd3d3U19fT3t7OM888w+9+9zseeughcrkchx12GLlcDr/fz9DQEENDQ8TjcQACgQDhcJhEIkFnZyft7e2MjY0Rj8fp6emho6ODd7/73Zx11lnU1dXp89y1axdbt24lmUzyf//v/6W3txe3200qldJuqHw+TzAYJJlM4na7p7iq5PNQKEShUCCfz08Z+GQwlHMFtMtG4hLiEiqXyxQKBe3qUUrJQGCEu8EwAzgkhLvD4bDcbjdOp5NsNqu1UAn+ud1uPB7PlOBnLpeboo1Pd7sopfD7/drt0N3dTVdXFytXruT4449n7dq1fOADHwBg69atfPzjH2fPnj2ceOKJhEIhxsbGePLJJwkGg6RSKcLhMLlcjsbGRsLhMPv27SMQCBCPx5mcnKS9vZ3m5mbtDhkbG2PBggUcfvjhvPvd76a9vR2A3//+9/j9fp566inuvvtuXnnlFdLpNADFYlELYKjEC7xerxbWyWSScrmMx+PB6XSSyWS08JaBTdxSEkD1eDz6OmWzWX0Ng8EghUIBj8ejj5/P58EId4NhRnDICHfRNF0ulxZWpVJJC3eATCajA5KxWIzx8XH5vRaEpVIJQGujLpeL1atXc/7557N8+XLy+Tzz5s0jGo3y4x//mEceeYREIkF3dzcvvfQS/f39hEIhampqdEB0z549RKNRAoEA4+PjzJo1i3g8rl0csViM+vp6SqUSL7zwApFIBJ/PR3d3N6lUira2Nnbu3Mnxxx/P5z73OQD27NlDIpGgpqaG//iP/+DZZ59lx44d2r8u7iTxu4t7RQY9+3un06nPVywcCVA7HA7tfimXy9TU1OiBMJPJ4PP5mJyc1P5+jHA3GGYEh0S2DLwaGBS3imSSWJZFLpcjFApNCSImEgmCwaD2VVuWRTab1QLO6/VSV1dHe3s7H/vYxwgEAhQKBY4++mi+973v8YMf/ID58+fT3NzMiy++yMDAANlsls7OTnK5HGNjY+TzedLpNJOTkzQ3N5NKpWhsbGRkZASfz6d95fF4nHw+r91HwWCQbDbL5OQkyWSS2267jfr6ehYuXMiqVasoFAp87WtfY/Xq1SQSCT772c/S29tLX18fP/vZz7j33nupqanRGnypVNJBV5/PRzab1dfJ/iexBZfLpV02dm29XC6TyWSAVwdEGUDsAVmDwfDXzyEh3KfnhovAzmazBAIB7a6RFEdxQRSLxSlCSdwQuVyOSCTCO9/5TpYtW8aSJUtIJBIsW7aMrVu38sMf/pCOjg7mz5/Ps88+y6xZs3j++ecJhUI6UDs0NES5XGZwcFDv3+v10traSl1dHblcjlQqRSwWY2JiAqUU8XicVCpFTU0NSikmJyfJ5XJ4vV58Ph8PP/wwZ5xxBkoprr/+erLZLCtWrGD+/Pn4fD5CoRBr1qwhEAhw1113aZeKaOU+n09bLxJklesgvnOJMYjmL/55ub5i3ciAIW4fj8ejBb/BYPjr55Bxy4gbplwu6/xrcUfU1NToPGzRzCXLI5vNam3W7XYTiUS48sormTNnDl1dXfT29tLa2kpXVxcPPfQQ11xzDaeddhoPP/ywThXctm0bTU1NDA0NkclkSKfTrFq1Cr/fT11dHTU1NWQyGQqFArFYjGg0Si6XY9OmTTQ2NrJ48WIKhQK1tbU8+eST7N69m+HhYZLJpA6oejweVq9ezSuvvMK2bds47LDDaGlpIZ1Oo5TiXe96F+eccw5PPPEEiUQCgB//+Mf85je/IZfL4XK5SKfT1NTUaDeMfVKT3fKxT/KS+IVcO8uyqKmpIZlM4vF4AHS6ZXVwNW4Zg2EGcEiUH7AsS0/McblcWpMXP3GhUNA54SKIAB0oFEEn2v7ChQuJRqO0tbVRV1dHV1cXjzzyCNdeey0XXHABP/3pT2lpaWFgYIDR0VGCwSCjo6OMjY1RX1/PqlWrOOqoo4hGo0DFkggEAni9Xn1cybN3Op309fWxbds2nn32WRYsWMDZZ5/N/Pnz9T4ldfPoo4/msMMOY+nSpfT19bFlyxZaWlrYu3cvX/3qV7nnnns44YQTdP79+9//flpbW3UcIRqN6lRICbyKlSOzTwuFgs6Cke3lcpna2lpKpRKBQIB0Oq0tonK5rM/DYDDMHA4JzV0pZUnQ1C6oZOakCCB7aqN9pmk6ndYTdx555BGam5vp6elhzZo1ADpn/fzzz+df//VfcTqdWhsXIdnQ0EBbWxvhcBiv18ucOXPo7e3Vs0TF9y+afLFY1JOmotEo6XRapzEGAgEee+wxTjrpJPr6+rjllltobGzEsixOOOEEli5dSiQSAaC/v5+f//znrFy5Eo/HQ319PR//+MdpaGjg/vvvJ5fLcckll2iXlVgokiJpn7nqcDimZMyIFm/fLm4rsXbEYpJ9YzR3g2FGcMgId/H7ygQd0cpldqlootNrp0hGjdPp5OSTT+bCCy/kiCOOoKurC6fTyWOPPcZ1113Hcccdx3e/+10CgQAACxcu5Pnnn6exsZGFCxcya9YsHZSULJZ0Oq3THvfs2aNdIocddphOd4xEIsRiMZLJpHYrlctl/Tufz8exxx5LOp3miSee4Le//S3FYpFFixaxZs0ali5dSiqVIp/Pc/PNN7NixQo2b97M5z//eU499VQeffRRAL7zne/wq1/9Sl8f8cfbSwvI5zIASBDV7XZrn7vL5dLBWbs7J5/PG+FuMMwgDgm3DKCFOIDP55tSDEwCgOl0WgcRJciYyWR0DZVVq1Yxd+5curu7cTqdPPjgg1qwr127lvr6empqavB4PLzwwgssXryYhQsXUltbS21trZ4Y5PP56O/vx+FwaLeNzAZ1OBwMDQ1RLBbJZrOMjo5SKBRIJBLE43FCoRCBQAClFM3NzSilePHFF9mxYwdvf/vb6erqIhgMEo/H+Z//+R++//3vk0qliMfjnHnmmTz55JOsWbOGK6+8kl/+8pc0NDQwOTnJpz71qT9KDRU3lH2ylwww4qd3OBy6jkwulyOZTOJyuaipqdHWkUxyMhgMM4dDRnMPBALaRyy+d8nmyOVyWhOVLJFAIKCFm8Ph4O///u856qijOOqoo+ju7gbgkksuoauri+HhYR555BEaGhoYHx8nm82yePFigsEgjY2NjI2NMTw8TKFQoKGhgVwux4IFC9i7d69M7GFgYIBMJqNz2H0+H6lUCo/HQ7lcpqmpid7eXnw+Hw0NDdq9Y1kWyWRSa+exWIzW1lZ6enr4xS9+wfj4OMFgkHnz5nHuueeyc+dOkskkjY2N5PN5jjjiCHp6ejjuuOPYuXMnn/vc57SLRXLdZfIWoF0yMhBYloXP5yMQCJDL5XTgVClFIBAgm81q7b6aLWM0d4NhBnDIpEIC2g1TLBZ1HZTpVRyldoqkQIoLZPny5Xi9Xn71q18B0NfXx8qVK+np6eGnP/0pCxcuZHBwUPvE586dSz6fx+v1kkwmWb58uXZpRKNRXn75ZQqFAuFwmMHBQV0PRqo4dnZ2snHjRgBaW1tJJpM0NTURj8dJJpNs2rSJo446iu3bt9PQ0MDExASlUomXX36ZYDBIS0sLn/jEJ3A4HDz++OO89NJL3HjjjQSDQVauXInf7+cPf/gDc+fOZdGiRRx99NEMDw9z5ZVXcvPNNzM6Oqq1eHuxMSkvINp9Pp+fEpCWWakSy5BibfYKmwaD4a+fQ8IWlwwQ0SKLxaIWROKKkUCq+JFFmPn9ftxuNzU1NYTDYZYtW6aLicXjcZ555hlcLheTk5Ns3bqVJUuWcMIJJ+haLrlcTrtrLMtiYmKCwcFB8vk89fX1FItFQqGQLmMwNjama9zI7NFMJqNTNGOxGA6Hg1gspvP0JyYmGBoaIpvN4vV6CQaDJBIJtm7dyrZt2zj55JN573vfy44dO0gkEjzzzDMsWrSICy64gHg8zve//32eeuopFixYQFNTE6eccoquMy8poxIklvOCSpaPvE8kEhQKBUqlkr7O2WxWV9p8rTrwBoPhr5NDQrgrpbTfXPy/kscuQlP86/aAayAQIJVK8aUvfYlyuUw0GuUd73gH99xzD1u3buW3v/0tmUyGuXPnMjAwwBVXXEFLS4sWhDKDtb29HZfLRX9/v6702NTURDKZZGxsjGKxqIOnLpeLuro6hoaGtKsln8/T2trK7NmzSafTOnsnEolMqejo9/vxeDw4HA7GxsbYvn07PT097Nixg927d3PDDTfQ0tLChg0b+MxnPsNdd93F7NmzOf3003nyySdxOp10d3ezZs0aOjo6dDkBSQPN5/NTsmgkjVRcNBKAlaJsUspgZGRE57wbDIaZwSEh3AFd20RcCrIakgRQRUCKwAdIp9OceuqpNDU10dHRoSfu7N69m5qaGuLxOLFYjJdffln7rKPRKA6Hg1AoRDgc1kJNskakRk1fX58edKLR6BS/tWTv1NTU6AlBuVxO+66l5rxYGX6/n9raWj2rdXR0FJfLRX19PY2NjezcuZPa2loee+wxLrzwQj784Q+Ty+VYv349w8PDPPDAAzQ3N/ONb3yDRYsW0dDQwPnnn09TU9OU8guS7SNlgGWGqr2AmLhoZDJTqVQiGAz+0cpRBoPhr5tDIqDqdDotyTuXAKBo6iLQpfyA1CEXl8ODDz5IoVAgEomwfPlyvvzlL9PW1sY3v/lNjjjiCHbt2gVAZ2cnc+bMYdasWQwODmrXid/vZ+/evYyNjeFyuUgkEpRKJSYmJmhtbWXPnj00NjaSTqf1ilDNzc16Kv/Y2Bhut5tZs2bpapLiFgqFQvT09Ezx7Yt/XAqQJRIJAoEAbrebzs5Okskkk5OTnHLKKaxfv56bbrqJI488ksbGRhYtWsTmzZu5/vrrdUrlRz/60SnzAgT7TFUpDiZzBQDt5pIBTGIdmICqwTAjOKDmrpT6oVJqSCn1su2za5RSvUqpF6p/77Bt+2el1Hal1Bal1OlvpBGWZekKhfb8bfufx+MhGAxqN4TT6eTGG28kn8+zbNkyli9frqfyX3311bS2tvK73/2O7du3M2fOHObOnUtNTQ1btmyZMinqpZde0sHJTCbD6Ogow8PDWJali4nF43Hcbjd+v59ly5axbNkyli5dysDAAPX19fh8PkZHR3WBM4fDQTgcZmhoiKamJu0+8fv9utzuwoULdUkAyaLZs2ePdg2tX7+eF154gVtvvZV169axa9cu1q9fz8KFC3n/+9/PqlWrSKfTnH/++doVk8vltDtG6s9I/R2n04nf79d1ebxer55129DQYFIhDYYZxht5om8FztjP5/9pWday6t8DAKSlpT8AACAASURBVEqpw4ELgSXV33xPKXXAee1SfgBeDQJKOqT4iyWDRtwQ0WiUhQsXMm/ePAYGBoBKLZZAIMCSJUuIRCIUCgWam5sJh8P6OC6XC6/XSyQSYWxsTLsxpGiW+PgHBga01gtTM3ny+TypVEoHJ2XGqNSEETeJTISaNWsWwWAQn8+nA8BSQsHtduvUShH2uVyO3bt3s2jRIrZs2cKcOXN0ls3GjRuZM2eOztM/8cQTCYfDOggtdWQk6OxwOHS+u73ImgSFJYBthLvBMLM4YCqkZVmPK6U63uD+3gXcYVlWDtillNoOLAeePtAPp6f0TU5O6rQ+EUp24XzYYYfR09NDZ2cn8+bN44ILLiASifDAAw9wxhlnsG7dOpYuXcrs2bN15UYJ1tbU1LBnzx5dlndgYGBKVcVyuczcuXMZHx9HKUU4HCaZTOJ0OkmlUvj9frLZrF7yLxqN6lK/ktsuk6vE5y7ZPzJDVhDtWTKBxJ8fCATYvHkz5XKZyy+/nGKxyLXXXktHRwfbt28nn89z4YUX6kwhGZzk+PDqgtgyYMrsWQnASjslSH2wUUpZMsDIMaufT0ndnJ6pY19VSraJi8leLE0+n/47+3v7oi92pr+XOjvSXrHsZFKYLHloP7b8t+9/etvlOstr+8zg6fvbXzunYy/PYV9hy75Ai/y3X4dSqTRiWVbD6+7cMKP43+S5X6GUuhj4A/AZy7LGgdnAM7bv7Kt+dkDsfmnp+NMX8BABkclkOPbYY2ltbdU1WtxuNyeffDK33XYbW7duZWxsTJcVKBaLTE5OaoEss01l0Egmk3omp6Q2jo2NaS07n89TKpWoqakBKg9hIpEgEonoFZLC4TCFQoHJyUlqa2t1emIqlaKzs5Px8XHtPhFNv66uTmf9SDVKv99PIpFg9uzZRKNRRkZGKJfLHHvsseTzeQKBAKOjoyxYsIBrr72Wb3/725x44ok89NBDWhO3l04WK0iyZiSGIQJL1lZ9swqH2csUi3Uiwk/aab+uEjwPBAK6vTLo24WmBN9FWErKp33VKUDXIZIMIfuaAW63m/r6elwuF52dnZx22mksWrRIrxWQz+epq6tjdHSU3t5eJiYmuPPOOxkYGGBiYoJisajdhBK3kMHZPslM3IwyWAgyO9g+sMscBNm3vJbCetKH5J7JugKSrisJCfZF1avt6HlTbrDhkOUNBVSrmvv9lmV1Vd83ASOABXwZaLEs61Kl1HeBpy3Luq36vVuAByzLuns/+7wcuLz69mjRyMXNIQ8woNMHJaf7jDPO4Itf/CJjY2OccsopAHz961/nv//7v1m1ahUPPvggxxxzDEuWLCGbzZJMJtmxYwcej4d58+axd+9eSqWSXuh6eHhYB22lmJZkokQiEQKBAAMDA0QiERoaGvTkquHhYa05z549m+HhYYLBIAMDAyilqK2tpa2tjeeeew6/34/f72fHjh3aZSSzbgOBgBYMUh5Algh0uVyEw2Hy+TyLFy/mU5/6FB0dHZRKJc4880z8fj/t7e3cc889/OY3v/kjzU2uXSaT0a4vr9erA6z2AaDqKjpoAVWHw2HJtfJ6vcTjcS2MJA4hbRMhLCWec7mcdjG53e4pC4Db5yhIUFjq0e9vzVhx8TmdTnK5HF1dXXzhC1/gbW97G8PDw9TV1aGU4tlnnyWZTDI4OMgLL7zAhg0byOfzdHV1cfjhh3PppZfi8XiYnJwklUpx8803s3btWtauXYvb7WZycvKPNOvpC8rY3WASlAd0YTqpty+CWfq8xGbEwvX7/VOqotrjVDKAyUIt1QHSBMr/xvizNHfLsvQKFkqpHwD3V9/uA9psX20F+l5jH98Hvg+vLrMn/nW7CWyvmSICfsmSJYyPj9PZ2cnQ0BCf/OQn6evrY/PmzbhcLrq7u3G73YyMjDA0NEQoFKKhoYFIJEKxWKStrY3JyUkmJyenZM4MDw/rXPVgMMjIyAi5XI5wOExDQ4MWnENDQ7S3t1NXV0c6nWbOnDl6YpBo3/KQrlu3Tj/I6XRan6OUVMjlckxOTuoyBvX19boOTE1NDZFIhNraWpRSOv/9xhtvZMWKFdx1112ceuqplMtlli5dyuOPP06xWJyiHYqlY48ZyAAigWXQ66e+KYigluOLW6tQKGiXlFhmYhWJRiwaqwxEPp8Pl8vF+Pi4Hrikz9gtA4k15PN5/H4/TqeTr33taxx//PF0dXUxODjIQw89xC233EImkyEajepYiiy6IimsTz31FHv27OG5555jYGCAYrHIZz/7Wa666iry+bxWEm6//Xb+7d/+TbvC5D5IzEMppRd4kSqisnoYoFNxZSAQLV4Ku8l6vvZ1c0X7DwaD5HI5gsEg4+PjetCT9Fyz0tbfHn9WFE0p1WJ7+25AMmnuBS5USnmVUp3AAuC5N7A/3antNWQAHcC0rwfa2tqKUorh4WF6enrw+/1s2rSJBQsW0NPTQywWI5PJsHXrVi1EZF/JZJKRkRGtFUuOdzwe14uEBINBvThHqVQikUhorc+yLO1OkYCrFOqSbaKpikaZSCS0JiULUyeTScbHx9mzZw+7du1i+/bt7Nu3j/7+fu0Cam5u1sW+ZBApl8ucd955jI6O0tLSotM5V6xYoQWa/F5KDoRCoSmanLiF7OvVigZ5sBEhJYJYNHBxsYn7QgLZMsFM4hUyuW1ycpJ8Pq9TRYPBoF5NSoLtYu1Jf5IMp4suuoh169Zx+eWXM3/+fD7xiU9w2mmn8aMf/UinhJ544oksXryYWCxGPp+ntrZWr5VbU1NDe3u7rvfj8/n46U9/ygUXXMC///u/AxX3z9FHH80zzzzD+eefr2seRSIRfQ8lCC8rd4XDYW0ZyqLnEsD3er14vV48Ho+uOCqWiigC4gYUq6FUKhGPx6d8RxQaw98eB3TLKKVuB1YD9cAg8MXq+2VU3DK7gY9YltVf/f6/AJcCReCTlmX9+kCNcDgcljyM8jBPDzZ5vV4ymQzhcJjHHnuMQqHAMcccw3XXXUcsFuOGG25gxYoV/PznP+fYY49laGiI7u5uGhsb2bx5M2vWrCGRSPDUU09p4SBmuxTUkiyc2tpaBgYGdDXI8fFxvS5rNpulo6NDC5J8Ps9hhx3Gzp07iUQiurxAT08P9fX19PX16fIJ4t4plUr09fVRW1vLxMQEsVgMp9PJ+Pi4XudUFgvp7u5m/fr12moR18oPf/hDmpubKRaLnHvuuaxZs4Y777yTn/zkJ3/klhCzXjRnKakgA58EnKuD4EEz310ul+X3+5mcnNSauNS0kQJn1T4zxZ1kX9xbBiB7XKBQKGg3jgSTPR6P1mqlv9x0002cfvrp+Hw+Hn30Ub7zne9QKpWYN2+eHtz27t3L5s2bdXZUe3s7J5xwApOTk6xYsYIXX3yReDzOww8/jNvtZuHChXi9Xjo6OojH4/T19bF48WLS6TSpVIr//M//pLm5GZ/Px5133skXvvAFPctZgvljY2P4fD69opZYHH6/n4mJCT3oybmIJSDnLn1A5n7YV9sSl5VcO7GCjVvmb49DYhKTw+GwJJtEsj3ETykmbTab1cLzgQcewOFwsGzZMr7whS/oGajPPvusXvBi+fLlZLNZxsbGSCaTRKNR9uzZw/j4uDat58yZw65du2hoaNDFv3bu3EkmkyEWi+Hz+RgaGqKurk6vXFRfX68zXCYmJvTDFIvFtH+3qamJtWvXEo1G2b17t06LhMriHPX19QwMDOiKkIcffjiRSITHH38cQA9wPp+P9vZ2uru76e/vZ8uWLfj9forFInPnzuWOO+7gyCOPpKmpieHhYb70pS/xyU9+kqeeekoH3iRgGgwGGRsb05Ug6+rqGB8fx+v16tWbDrZwdzqdllhbooVLoFRiK3Jvg8HglEVXpi+WLkIqFovpCW4i1O0lF8LhMMFgkPvvv5/u7m727dvHZZddhtPpJBwO43K5iMViPPPMM6TTabZt20YoFGLu3LksWbKE2tpaIpEIQ0ND2pURDoeZN28ev/vd71i7di3JZJJEIkFnZyednZ20trbqOM7ExATz5s3j1ltvxePxcP/99/ODH/yAtWvX6sB+JBLRWry4w+Q8xaqS+R7irrK7nCRILcqGuK3K5bKulppOp6mtrSUej4vgP6jCXSll2dNnZWCWILldMRMOlFUkCon99/bP7RlA07OFZNv0mMf0GJT9+NKe6ZlL+8tasm/b337tx56umMrv7W14rTbZ92Nnf/uytX2/haEOieRm8RvaL5zL5dIPv2h65XKZzs5OrdHs3LmTgYEBNmzYwMjICBs2bKCuro6jjjqKtrY2tm/fzo4dO7QGI5kpwWBQT8tvamoil8uxb98+3G63XlrP5/MRj8d1cS5xrYyPj+vgqMwslc4gqxtNTEwAMDIywsjICNlsltraWsLhMG63m2AwiNvtJhAI6BLBkpnjcDjw+/1Eo1Gy2Sw7duzQ8YFyuUx/f78uX7B06VJKpRLr16+nsbGR/v5+TjvtNOBVP6/UoI/H4wBaI4zH4xQKBS3A3gy3jKSBihCQPPxyuazdU/YVopxOp668CUwpP6GU0kIxlUppl5qqlliQ4m9XXXUVe/fu5amnnuJjH/sYF198MYsXL+biiy9mwYIFjI+P8/3vf5/a2lpOPPFE3vGOd9Da2ko6nWb37t08/fTTuubP9u3btYX3X//1X7z88suEw2Hq6uo47bTTOPvss/H5fNxzzz3s27ePU045hfPPP59yucw555zD6tWrmT9/Ptdffz0vvPCCrvUvwlfKR4sbRYLN0r+lxIX8tyxLp9/KNQ2FQnpyWk1NjfavS0aNPXvqYCJxKulPMo8jEAgQCoWora3VhexkAp+0WzKHpPaSTF6UReJlzQVxTUlfBqaUIJG4gqyFLAJbfuP3+6cU05PrLAF6GQzF+hH3pLRRMo8kaUL2J9lQ9vIlsg8pbSK/93g8BAIBLc8kZhQKhXS2lsgB8Q5IUFzWcJZ9x2IxwuHwlCKB0wcBO4eE5q6qy+zZ87zFJ2tfsMPpdHLFFVdw6aWXEggEeOWVV7jxxhuJx+OUSiX27NnD0qVLueSSS3jggQd0QSyXy8WyZcvIZDJ63dRQKKTLFkjmy8TEBE6nk9raWkZGRnRaptR4LxQKLFiwALfbTXt7O1u3biWXyzF//nydYbNr1y6y2Szbt29n27ZtBAIBFi1axPLly5mcnOTpp59maGiIxsZGhoaGCAQCnHXWWcTjce677z5aWlqYP38+AwMD9Pb24na7aWhoIBaLsWHDBv3g+nw+jjnmGG677TZ8Ph+zZs3izDPPZNmyZbz73e/W11DMfimXLBaEuJSkI8t3eROyZUTrFP+6z+ezL8itHzh7RpT40iUVUtxIuVyOQCCgXRA+n49wOExXVxf33XcfAO9973tpaWnB4XBw3HHH8fDDD7Nu3Tpeeukljj/+eFatWsXmzZvp6+vD6/XqtW0ff/xx6uvrWbBggR5Q1q9frxdjWbNmDaVSidHRUX2fJcMpGo1y//3309HRwdve9jbOP/98vvnNbxIKhfD5fFx88cWsXr2aG264gauvvlpbJWKRSKpmfX09SilGRka0EJIUSBE8yWSSYDCo+6dYRhIgLxaL1NbWajdVNQB9UDV3ubf2dFC5r/ZYlMSm4NXF2vP5PDU1NaRSKYLBoLY+RJiKQiIUi0X9PQmS22WC/bxFjshreFXrFmtIniHpb6VSScel7GtFSDzDbiXIcUQJBXTas6SfigtO4ifZbFYP3HLeosDag+7yPPj9fl2KO5FITCkQKH1B2gpQKpUObc0d0KOuCAFxy8goXlNTQ21tLWNjY2SzWU4//XQGBgb0ghtz584lHA7T39+P1+ulvr5e+5ldLhcTExOkUinC4TC5XI5oNEpfX58WGnYzWBbF9ng8tLS00NTUpM1gSbsTzVQEkKQ1WpaltTLZr3SUpqYmOjs79UMgpYHD4bAOgHV0dOhBZnh4mH379jEwMKDXP00kEoyPj7N3715dk2ZwcFAPjC0tLfq4ouFI5xQ3hqQYimb9ZlSFFPNRsl7Exy81hERTkgdJ/M0yb8DtdusHVywMyWEXH3Mmk2HFihXcd999ZDIZ3vWud9HW1kZzczOtra3cfvvt3HXXXWSzWT7ykY/gcDioq6vj3HPP5ayzzmLBggU6GL106VLdF2XAlgfs5JNPpr6+HqfTSSgUYunSpVx66aXMmzePVCrFrl27OPPMM8nn89xxxx3ccsstvOMd79Dpid/4xjf4/e9/zxVXXMFFF12kNUWxKqW/SVVRyXG3F6Qrl8skEgltAbndbq3pieWjlKKhoYHR0dEpZZ3fDMTdmMlk9HNmd89IGQwRYJIYYM/2kbZJ0N0uUMVlaJ+pbp+/IAMIvBqLEMEn2q/dcslkMjr+I4qNHEfcZDJoiqUsz5A8T7lcbsoiQuJWTCaTU2JJ0m45jlgPPp9Pl1EB9PMnA4484xMTEzrG5vf7dSpsLpfT/V8E/mtxSAh3QYJtMurKBZHOUyqVWLVqFbFYjMWLF3PTTTfR19dHa2sr4+PjHHfcccybN4+dO3eybds2BgcHdUVHSUFTStHb26u1+MbGRi1gZUQeHh7WvtGuri4AGhsbdZrk7t27GR0dZWRkBMuydPB106ZN5HI5Dj/8cLq6ujj77LNZuXIlmzdv1tkcc+bM4fjjj2fFihW0tbXhcrmIRqM6y2Px4sVTMoREYxkcrGSfBoNBPaBs2rSJ448/nnQ6zYIFC9iwYQM///nP+dCHPqStHul80kEnJia0OSqLfMts2oONaCdyXElJlDo34mOWgUdy0e3BXnlI5L/D4SAYDBKNRjnxxBP52c9+xh133MGnPvUpLrnkEtrb2znnnHPYuHEjV199Nb29vVxzzTV0d3ezdOlSLrroIl1+AioLraRSKebPn080GiWRSNDe3q6znWKxmNbMpELo3LlzWbZsGYlEgsWLF3P00Ufjdrs5/PDD+cAHPsBFF13EI488wuc//3kymQz19fWcccYZ3HvvvZxzzjl85zvfYXx8nHA4jM/n024EURycTqe+Z/IciCYr78X/LgOcCAK3200qldKpndKX3gykLeKWEY3b5XLpQUqy0uS+SyVSUYZEyy6Xy6RSqSlzAUTbFiFvD8LLuU3PspMV3WS/duVC2ilWhn3ymd/vB9AC27IsHd+yD7biHrFbk9JOKQNSLpcJhUL6WRP3o5QOF4tP7iO8OkM6lUppRUbuq8TgJF4lg599Rv/+OCRWYoJXgwiiaTqdTj3KyoMlml5nZ6f+XVdXF4VCgZUrV+rJL3v27NEFvMSUkpvh9Xqpq6tj3759eiapmGYul4s5c+aQz+fZuHGjXi5v48aNtLa2EgqFaGtr0yspdXZ2MjIyQigUYsuWLWSzWRYuXKi1pba2Nh0j2Lx5M6eddhput5vBwUEaGhpobm7W67DazUAZMGbPns2sWbN47rnn9MAjOeti0o6NjbFp0yYWL17Mzp07aWpqYs6cOfqaiWYggkIeHDEVS6USdXV1ui7Owb6nsn6rvda8mOd2k1osCWmrtF1SIOWhdDgc2uq59957CQaDfOlLX2L37t1EIhGOOOIIvvnNb/Lwww/zj//4j4yOjvLAAw9w9NFHk81micVidHR0aMtLKcXo6Cjt7e1aexwbG6O2tnZKMbvm5mbt50yn09TX1+uAfWtrK6+88gqdnZ24XC7i8Thnn302L730Es8884x+2FeuXElLSwuXX3453/rWt9i8ebMe4CWXHdALqEgKpGi0YtXaF66RPu5yuchkMlp4ihYqmUUiRA7mvRXN1j5BTYRZXV0dyWRSWx/BYBBAz1aWuIu4KOzWnF1Y24PqMsiJFSguCntxQek3ohjKoNnW1kZXV5e2NFyuSgXYXC5HJBJhfHxcK20iE8TlJZaVaMrTJ5uJi2hiYkKvMSGTBEXBgVdLrPh8PizL0nMp5FqIBW+f0Z3P5/UzJANJOBxmcnLydQU7HCLCXR50MTXkhKQz27U7WTYOKgHV+vp69u7dSywWw7IsLfDEv9bS0kIkEtHVFu2pc+IbP/zww/WoLMEOeXCn+7jC4bAOgsiIH4lEGBgYoLW1Fah0qNHRURYtWkQ+n2fFihU8/PDDeiT2+/0MDw/rgBRUTFap+e5wOJg7dy4dHR3afSRtkXZLxxFtacOGDbS2ttLX18euXbu0S0kWyhYhYU8/lIfTHsQ72NhdXOI3lrRG0aakKqYESuUa2hfuFk0uFAqxfPly7rvvPkqlEh/60IcYGRnhwgsv5L777uOqq66iubmZ973vfSxatAin08n999/PnDlziEQiuv6PmMcS/AqHw1iWRVtbGyeeeCIDAwO43W49u1mye6LRqK7umU6nqaurY+PGjXriXDQa1YuqL1myhPPOO4+7776b7373uxx55JGsWrWKk046iWuvvZa3v/3tDA0N8dWvfpVvfetb+t5LjELaJv1dND2ZsCQBfHFRiYkuQn1/GR0HC+k/8kzKACzuVLG0RAhns1n8fr+OA5TLZZLJpF6IRzKHRImDV1Nepe/a56vI51K6QwTuZZddRktLi54j4vF4GB4eZtOmTbS1tVEul/Vax21tbXqezLJly/SM4ZaWFnp7e5k/fz65XI6xsTFuueUWNm3apOMHUi5FgsN2ZUTun7iSpO1iXdkHRRnIUqmUnq8hs5plcqP9WZBBQJ6L13PLHBLCXQSoTFYRwSUPvsPhIBAI0NrayuTkJLFYjGeffVYHUp988km9HunAwICefCLBr7lz5zI0NIRlWXR0dODxeKitreWll17SI7I9HzsYDHLkkUfi8XhoaGiYUn7A6XSSSCS09id+vq6uLorFIjt27ND57b29vYyPjxMIBFixYoUOsEqAVLRlKXvgcDjYt28fHR0d2iLx+Xw6Yu9yuUilUmSzWerr63U2z5lnnsmDDz5IR0cH69at4/TTT6erq4vnn39eaxoSQJbjiNYkKYj2ANbBQnzFUk9e3otWJINlIpHQaZDZbJZMJkOpVKKpqYlEIqF9kXKdJHD64Q9/mHw+zw033MBHP/pRent7WbFiBfPmzePII48kk8kwa9YsZs+erQPLDQ0N2jyfP38+Y2NjtLS0UFdXRz6fZ/bs2ZTLZV2FU9rY0tLC6OgogUCAkZERisUio6OjANTX17NlyxYdFJQZ0dlslieffJJly5aRzWa1q/DYY4/l85//PJ/97GdZtWoV//zP/8yWLVu4++679SAmwss+y1Q0cxnQZcauCEjRlEWLFyFhn7F8MLFn5EjfBHQ2mGjigLY6JetH3F5iNUs/FxeKpIOKNWMPQMvxJOZ17rnn8va3v53JyUlGRkbo7OwkkUiwZ88eXnrpJbZu3UpTUxN33nmn/p0UzJPgfG1trX4OwuEwJ510EmNjY7S1teH3+/n0pz9NNBpl27ZtXH311YTDYVKplC7lYc/wsw9KkuUn2vp061UC6XJOcu/sJVcku80+6Mfj8SlB2P1xSAh3QHcCGRnF/LZfpAULFmghlE6nGRkZYXh4GIDx8XGdNiTpZeVymbGxMZYsWaKzEOxVFKPRKKVSSWfMpNNpnbbY0tLC1q1baWxsJBKJsGfPHurq6rRfM51O65WVWltbaWpqYt++fVOyA2RSlMwcnD9/Phs3btRavZQdHhoaIplMEgqFGBkZ0WmT8qCL+0AqU8oMWpfLpUsjzJ07l/r6eu2Tnz17Ni+88ILuRNIB7cWoRPOTwO/BRiml/ZZyj6XUsdwLEUIyEMskMPu0/nw+z/j4OD6fTy9K/h//8R+8853vpK2tjX/4h39gYmJC1xOaO3cu6XSaww47DKUUXV1djI+P43BUShvMmzdP9wtxf2UyGTo7O7XWFgqF+PGPf8zKlSvZvn27Fpzi94xEIixevJienh7mzZun6wyFQiH6+vq0D3/Dhg3s27eP0dFRuru7GR4e5te//jUbN27kM5/5DJ/+9KcJhULceuutfOxjH+Oss87SmVkej0c/1CIo7VlE4rr0+/3E43EtECcnJ7UWKIPawaY6MUpbB6KISMDPXi9IrptUZpWsmumWpFjWMt9FXJDiZvJ6vcRiMdrb2/n617/OunXrqK2tJZ/P09vby5NPPkl/fz99fX2MjY1NmSPR09OjXUQiGyStcXJyUt8/Cejffffd+lmTdSI+8pGPcPrpp/NP//RPHHnkkezYsYMbbriBvXv3au1cBlLRyEWjl+w0mXVsd6uIW0l+K5MOxQ0kAl2CumNjY9rdfMj73O0jmHRgpZT24cnJHnPMMQwNDQHw0ksvsWHDBiYmJli9erXOJRUNfOXKldqcltmHYhqJn3nJkiVaEEvtF3g15/uwww7TdWakEyUSCaLRKJOTk2zbtk1nucyZM4dFixZx880366DOK6+8oouHycSd5uZmPWHp1FNPxe/3s3nzZoLBIO3t7YyPj7N+/XoWL16Mx+PhxRdfZHBwUJt/ornU1NRQX1/PxMQEGzZsYNmyZWzYsIElS5bw8MMPs2rVKtauXUt/f7/WBOydR4J30infDNPd6XRqn6q8t09KsyxLr0SllNImtgxm0g/q6up0iQiHw8G3vvUtnnrqKVpbW7niiitoaGjgPe95D62trWQyGSYmJmhpqVTIEG1MjgXQ19en/ZZSjkLqCombavfu3cRiMV3OOZPJ0NDQQLFYJBqNUiwWaWpqIhAIsGHDBjo7O2lsbMSyLFpaWrQG2t3dzbp16zjhhBN417vepYXPH/7wBz784Q9z/fXXk0gkuPvuuznvvPO47rrr+MpXvsKOHTu0j198suKXFreMWBXihhR/tAwAtbW1b2qeu2jeYmWL+0BcMjKoS+wlEonoxAJ7dpYM+mJd2rNuJJ4QCoX48pe/TENDA0NDQ/T09PBf//VfDA8PMzQ0hNfrJZ1O6/RHUXwkfhKJRHT/EfeXBNU7Ozt1/yoUk4NDegAAIABJREFUCkSjUe0WHhoaIhKJMDk5yXXXXce3v/1tYrEYixYt4pZbbqGxsZHu7m4uv/xyNm/erLVwEcry3NlTM+X19PO0u2Xy+bxWbiUzByASiWi39YEsskNCuMOrmRUyItnzSUulEitWrNArIPX19WFZFkuXLmXnzp3MmTOHYrHI73//e7q7uymXy+zcuVPnRCeTSSKRiO6MXq9XCzh7tDsSifDcc89RLpdZsGCBnlQjkytGR0epra3F4/Gwd+9eAoGADnRJDvnSpUvp7+9n1qxZjIyMEIlEtA9WhF2pVOLYY4/l2WefZffu3cyaNUtPKJLsnv7+fgYGBmhra6OxsZHe3l76+vrw+Xy61PDIyIgO6qTTaXp6egiFQtqc7+rqYvfu3bqz2NMKZbCTDvdmzXcQH6M8/BJEsk9osT/Q8rmYvOK2WbRoEQ6HgxdeeIGbbrqJTZs2ceaZZzIxMcFZZ52lq3VKIL25uRmlFPF4XGuRkk0hq2fJgyTLKJbLZWKxGDt27KCtrY1EIkEikdDVRaX9MolFXCaylq74RycmJojH45TLZTZv3ozP5+Oss85iZGSE5uZm3G434XCYeDzOj370Iz74wQ9y9913Ew6Hueiii3A6nVx22WU6S0fSMe1ZEuKHFu1WfNpQKaEsK4jZXSMHE8lll6C89G0JBEqsR9wNkj0iA7u4Z+T5lviGTEqSAUIpxdy5c/niF7/I888/z9ve9jbOPPNMWltbec973sP3vvc9SqWS1q5LpRK1tbVawZNsuI0bNzI4OKiDrU6nU1tqqVSKvr4+tm/fri3HxYsX65RjiWGNjo7S09NDOp0mkUhw0kknsXr1agBuuukmXnnlFb32gqS1yuAnLht5DkXgwx+vVZBOp7U/X1yY9hz+ZDKpkxRej0NGuMuMLvER22dfST0Qj8dDLBbj3nvv1ZkEElSU4Gsul6O+vl5PEZfMA8m6iEQi2ofb19dHMBhk3759jI2N6c4ptddl5BUBXyxWSgCPjIzQ0tKiH5ze3l5isZgW8PX19ezevZvZs2cze/ZsRkdHtf8wEoloN8nSpUuJRqO0tLQwODjI6OiofgBkYIpEIpRKJdra2hgYGCAUCmlNR3yX2WxWLw0obqpIJKK1V9EMpJPZNSu7aX2wsWte0pntwT6pmy6BLDHnRWOVYHpNTQ3PP/88yWSS5557jpdffpmf/OQnOJ1OjjvuODo7O4lGo7p2f7FYZN++fTo9TfzpMuNR3BdyTwFmz56tZ782NjYCFQvn+eef56STTiKVSml3gcfj0VbeyMgIRxxxhH4oM5mMrjnj8Xg444wzmDdvHkNDQ7S1temMsHA4TCwWY2BggMsuu4yrr76aRx99lDVr1vC+972Pe++9lyeeeAJAZ4zZs3dk8AC0n7hYLOrBR85JJlsdbEQbl2dALCR5ZuyZJhLrsd9/e766xNVEo5fgaLlc5pprrqFQKNDS0sINN9xAuVzmRz/6EcVikV/+8pe6MmsqlWLVqlV0d3freSwul4vm5maGh4dpb28nl8txzDHH4HQ6eeKJJ2hvb6e2tpZisUhDQ4N+pp1OJw0NDbqY4KpVq3Tw2LIsenp6eOKJJ/jiF79IMBjk9ttv1y6i2267jb179/KZz3xmitUkwWUZyMSyswt7+9rQMt8G0IHYUqmklR4R7Ie8W0Y6BaBHLHngRdOUkruydB3A4OAgLS0tFAoFPclnZGSEBQsWAGhNS/Jrh4aG9Nqmw8PDlEolWltb2b17N9FoVI/CAwMDOJ1OYrGYHhSUUsyfP5/nnnuOaDSqO0EwGGT79u20tbWRyWT09Ovdu3frKewrV67UGQNSwlayHkTDbGhoYGBgQJuvTqeTuro6nRJnD0wNDg6Sz+dpbm7W/rfx8XGdLSO+9O7ubm1SiuYspYnl+JIHLUGsg4loIqKhZzKZKZk+YnHIg2TPcZdsmvHxcc477zwAbr31Vm699VZefPFFfvGLX3D66adzyimnaK25pqaGXbt2EY/HmZyc1DnsoVCIcrlMU1OTjsmID1gGDxFSDQ0NpFIpamtr6e3t1eWWxe0iSocsgi7asszF2LNnj9ZOZ82ahVKKvXv36qqSskhMb2+vriXf0tLCo48+yooVK/i7v/s7br/9dq688koeffRR7aqQWalirtvN/f+funePbrO8soe3JNvyTbIky5IsW5Ys2/IF20lIHGJDAgQo0FLKQOn0NrSdttAWhs6tLe0Ufu2UgaGrZdF2pl8L5eswtJTQIaXcSQkhF5KQEOxcfItt+SZZF1tX25It29L3h7NPXjMF+uuEbzHvWixIYhRJz/Oc55x99t5HiXUTu83Pz4fX68XKyopAlef6IR+fmTurNJ5dNljZd2EfTdl45GXHKpjQaiaTwac+9SkcO3YM27dvx3e+8x08/fTTmJ6exs0334zGxkaUl5fjyiuvRF5eHkZHR+X7poCLvZdoNCouqsBZIREnsXF2Aofbk73CxiX7UsBqTGlpacHs7Cx27tyJgYEBPP7443jxxRfx85//HE8//TTUajVuvfVW/PrXv5b4QeydsI2S3sk+BPsjRCwIYwFnGYXca9yz70Rxfd/YDyh5o8rpPbzBduzYgbq6OrS3t+Nb3/oWgsEgDh06hHXr1kmTkF/gBz7wASwvL6O7uxuxWEy+KAYUYqwf+chHhG1z+eWXIxqNYmlpCQ6HA93d3bBarbJZysrKMDAwgMXFRXGcHB4eRiwWQ1tbmzB6KJQKBAKS7TFzbGlpkcNNvJve4bt378ZNN90kjaT+/n7Mz8+L4jWbzWJychIWiwVqtRqjo6NS6ZjNZrFB+M1vfoPq6mr80z/9ExYXF3HzzTdLaU9hBkt4QlIAlFS6cyZTV6lUOY4VLCkpETon+b4MlGzG8TLmdzk3N4fKykr84he/wNatW/GpT30KF1xwAe6880584hOfwI033igZo06nE271wsICfD6fqFwNBoPg6fSjmZ6eFn8hfs/z8/OYnJyU6sdut+Pw4cNwuVyoqamBWq2GxWKRCzqXyyGRSAi2q9FoRJNQUFCAhoYGCRIMGFNTU3jqqafW+MeXlpZiZGQEyWQSLS0taG9vx3e/+11s2LABk5OT4vvObE/pjUIMmxel0sqBVez09DQymcw5tR/QaDQ5BkI2vin2IaxA4SHZcHq9XipOpZIUgMBbNLW79dZb0djYiJKSEuzZswf79+/H8vIybrjhBkSjUbFSXl5enWi2tLSEVCqFwsJC0SCQqsogSj5+JpOBz+eTgKnRaNDS0iJMsmw2i5mZGSSTSTEEZNZMnJs0zGw2K8SFdevWIRqNor29Hbfddht++MMf4v7775dEsqysTGY6KD32yRxi/GPVzn4fUQQ61BJ3B0Ds/Y+m7++LzB2QUWDShefGACDlis/nQ3t7O0ZGRsSmdfPmzYJfUozAhqhOp0M6ncbU1BSsVusaLNZgMGB6ehputxuJRAKlpaWCz7L5ycWmwlWtVmNsbEwyUr/fD5vNhhtuuAGlpaVCZQwEAohGoxgdHcXY2Bja2tqEGw2cleUrmy8VFRVyyzOzBCACJypZGcgXFhYEk2YGx03MTI7GRmwO0QaBv0dohmyMc61kVKlU0ghk+ciMk9RGUk+56QHI+1GpVHjsscdw0UUX4f7770cgEEAoFMJHPvIRrFu3DgBgMBikhI/FYjKI5dSpU8IdtlqtmJiYkOEbhYWFsFgsmJmZETMmZtjhcFhG6FHItHPnTtxwww3Iy8sTzxYOUqFoyGAwSEWi1+vR0NAgDdhQKISlpSUJ7h/+8IfFLGrPnj1wOp0ylH3btm3Yu3cvAOCOO+7ALbfcIsFA2UTj3uFFs7KygoqKCoEUCwoK1ugj3ouH1R5tDnjhUKvCapOKUfLRCYsqITtglUJZUlKC++67D11dXdi1axfeeOMNDA0NwWw2Y926dcjlcmhqahJjrWAwKNl+T0+P+O9XV1dLRpxOpxEIBASm5QUInIWXhoeHsW7dOszNzUn/LRqNYmBgAEajEbOzs7IGZWVlcDqd8Pl8ct6SySR+/vOfS//lV7/6FTZu3Ih7770Xt9xyCwoLC8XtVAmxUQcCQC5EkhzYYKVQjZcX98H/CiokNx+pUMpbXZmBLC0twev1CjbHzJplTn19PU6cOCE3JX1WmD3Rc4VZWCKRkEOqVErGYjHYbDbodDpMT0+Lba5arcaPfvQjLC8v46KLLsKhQ4ckA25ubpYssbOzEysrK4jFYgiFQti5cycGBwcRDAbR0dEBt9sNn88nkuqpqSnYbDaEw2EUFBSgurpa2DN79uyRjXXVVVchEAhgYmJCuv/MmBKJBGpqamCz2WA2m3H06FFs375dLiglc4GXDDFR5QY7lw97AMzImKVRzMTMj5ARLXvZAOdEKwCw2WzYsmULHnzwQXz4wx9GfX29XIxU7bFRlp+fj87OTkSjUUxPTyMSiWB5eVmGbQCr5TUprIlEQqhqtHIgi6avrw/t7e0YGhpCeXk5RkdHYTKZ4HQ65TMmEgkYDAYkEgls2bJFxi0uLy8jHo/DYrHg5MmTwsNm4O/u7kZjY6MInwKBAA4fPiwQyoYNG1BfX4+JiYk1hmkkBgBAeXm5zAcmBGkymRCLxaQieq8wd+on2LBmUqZkwrDCYWXERIV7nw1DMuK+8Y1vIB6PyzAbs9mMF154AW63WxI+0mSZ0IRCISwvr1p4j4+PY3JyUoRq1CywF8EkhlCvwWCQfplSP8ALgefC4XDA4XCIweDIyAgOHjwIu90uZoJNTU3YvXs3XnzxRZhMJlitVtx0002Ym5vD17/+dXnvrGZIceTlSPiHLBkyZVKpFPR6vViMM8NX2lL8sed9Edz5KOXFhGPYoKHHOjvYhDTo804sj7S5dDqN2dlZoT+SLwusioaY5QCQgEJ8m65szH7Z/GQ2RCl1SUmJNH+4YWw2G3K5nChiXS4XrrvuOgwNDWHv3r148803Ybfb5fZmoCsuLsbMzAzsdjvm5ubktc1ms1j8ApDPxWYjM/GKigppyhQUFAjtjxi2UvhBFSHVg++V9wh57mw2MsvVaDRCJyVLhQpR5QQjtVqNjo4OjI6OyqXd3NyMYDC4BnYh5q7kVttsNrGSoEcM/fMJhwCQ1wEgk67YvD9w4AAuu+wylJeXS0l86tQpuFwuuFwuAJBhJ9PT00KR5KUVCoVQVFSEiYkJjI2N4dSpUyJoWlxcFCaHRqNBc3MzBgcH8dJLL+GWW27BzTffjAcffBA33XQT/vEf/1GSHhpd8YlGowDOYrJLS0ti76zUMxC7PVcPEwQ6YtJQi1kxm/XA2Zm95G3zz5XzdI1GI77yla/AbDZLQF9YWMDhw4dhMplQV1cHADJIvqGhQaAwBmO6rapUq/OL+R7ZQ5mdnRXsnEkVbUhY1Wm1WlgsFmi1WqnGIpEI4vE4ent7UVZWJs17j8eDvLw86W1wz7e0tOAXv/gFEokETpw4gU984hNYWlrCP/zDP6xpmJJiq5zfwKb9Wy9m9oeUg2r+V7BllIo8BhwGAXpgk2I2Pz+Pvr4+bNmyBcFgUDJwo9GIkpISbNy4UW7IeDyOkpKSNWP4WltbhVZIHjB5ycvLy5JF+/1+CTJkYxDTpcEUA7rRaAQAOdCkYmUyGUQiEZjNZtTU1GDz5s0YHR3Fww8/jM2bNyORSGBhYQE9PT3CmKETpMlkkoXk6weDQRQVFcHhcAhrZ2JiYg2vlgpWOvB5PB709PQIbxzAGldLZlDv1boyINFqgEKscDgswjI64BGmUalUCIVC+NrXvgYA2LFjB/bu3Yvu7m585jOfEVoqRwwWFBQgGAyKzS/tWwltMbixL6P0hiHcptVqUVdXB4/Hg9nZWYG+nE6nUPbq6+tRVlaGsrIy+Ts5YL2iokKYVjqdDnNzc4Kr+v1+uFwu8SXq6+uDVqtFW1sb5ubmMDg4iGw2C4PBgE2bNqG7uxubNq3C41dffTX+5V/+Zc2Ac2aXZBWRv82Khz/LwPdeUCFJLQVWBYRskgL4b2IcNlgJNTBbJ5xYXFyM22+/HS0tLSgsLMSBAwekP7R//35cfPHFiEQiUKvVAjEq5xuwj1VYWCjwKwBhpjmdTsTjcTQ1NWF5eRl+vx8A4HK5JJmjq6wS49ZqtZidnRWRIT1jaPZGeuf4+Lj4wlCoRpFkOp3G3r17UVtbKxcMvz8ls4nfFxOv4uJiOf+sRll1KPUu/ytgGd7oSvMgli7kql9wwQU4cOAA1Go1HA4HRkdHhUKnVqsxODiI9vb2NdkfserZ2VlMTk5Cp9PBarUKpMGJPul0GnNzc3A6ndi3bx82bNiAVCqF3t5ebNu2DeFweI3bXnFxMY4cOQKz2SxZSGFhIU6cOCENLZoCzc7OSnCx2Wy466678MwzzwgevWXLFkxOTsLlcknJWVpaCqPRiHg8Ltk3ccrKykoUFxcjEokIG4Uq3lwuB6/XKxh/W1ubmJqRRw6c9W4hZvteKVRLSkoQj8dFrg2sHn6dTiezaVmaGgwG+RmVSoX29nYAq5XVkSNH0N7ejs2bN8NgMOCFF16AxWJBfn4+gsGgMCPoX1JQUICJiQmoVCrU1NSIPzox4Wg0KhcD1YLJZBJWq1UapGxcFRcXY9u2bQKJzM7OIpPJoLKyEolEAtXV1UJNZH+GDpL0LmG2nZ+fj+HhYZnwNTg4iKWlJezYsQNmsxkulwunTp3CK6+8AgBoaGhAQ0MDDh8+DKvVKhg6L0ruO7oncjg2vW+Y8Z/rhxe30muFNhn0LadiU6k+VfZWiCEbjUZ8/vOfxw9+8APZt4uLi+ju7obH40FTU5Mog5ubm7G0tISJiQmBXs1ms1T6zMTj8ThcLhcMBgNqamqkiiNkS0KDy+USfQorTEJ8Kysr0Ov18Hg8wuRhBciLixUdaZPZbBYOhwMLCwt46aWX0NXVhWPHjsHlcuHjH/84Dh06hJ6eHsnciUywkidURXYdE18mn0obCv7c2z3vi+BOQYSyJAEgwZ0fnDc+J5YAENYF1aPkGfNmV6lU4gvCS4QZA10YiaW6XC6Ew2EUFRUhHo+Lm11+fj6MRqMoAcvKyvD888+jp6cHZrMZHR0dYhrW0dGBoaEhkZ2Xl5cLTxaAZJQXXngh+vr6RNFI/moqlVoTbOi5EYlERDDCzIwiJvJlKQRJJBJwu92IRCLC1AHONqYZHJR0uvfqUVLklI0p/r3KRi6teDOZDK655ho4HA7s2LEDGo0GHo8Hzc3NqKioQFlZGdavX4+TJ0+ioKAAHR0dIm1Pp9OwWCxyAAi1Eb/kQSHWTuk+HTqj0Si8Xi9Onz6N5eVlBINBOJ1O7Nq1Cw6HQyb3cB/y0FMDUVJSgsnJSXl9DjGfm5tDIBDA0NAQ3G43rFar7OP8/Hxs374d+fn5mJ6exvT0NJaWlvDFL34RDz30EK6//nqMjIzIcBf2TcgJZ6XCbJjnRK1endl6Bn7UqFSqPwBwYXXu8cdyuVxMtRodfgTggwBSAD6by+XefLd1ZZ8jmUwKvEBYjRdmYWGh7DUOPGHiRurf4uIibrnlFvzsZz/DVVddhccff1zsN2KxGNxuNzQaDaqrq+H3+4UBYzKZJLAyKOt0OuHX19XVYWZmRlgyqVQKo6OjIgCjJiCdTqOtrU0SS/4sGWrMkjOZDEZGRuTzTE9Po6GhAQaDAQ6HQy47MoKsViv6+/uxsrI6zCUYDOLHP/4xvva1r+H48ePST2QVxuSM60liBZNcXmRMIJTakbd73hfBncwRAHLr88Cr1WoYDAZ4PB4UFBTA5/PB4/HIhBs6CtpsNvh8PkxOTkKv10Ov18Pv92N+fh4mkwk1NTUyQ7S0tBQej0c61myKer1eJJNJ5HKrQzSGhobQ0tIio/XoRXHffffh+PHjKCwsxPj4uGDctbW1Ik3u6+vD0NAQent7xb1yy5YtKCwsxMzMDCwWCyorK2Vq/cDAgChMy8vLJfvPZDKIRqMIBAKIxWIwGo0oLS3FiRMnMDs7i4KCAnR2dqKnp0cacRx4rdVqpQmnVP6S2cBLU5kdnOt1JWRAuEitVsvBJ6eXwZ+fl83yTZs24dlnn0VVVZVULalUChaLBY2NjSgqKsLg4KBYC6jVatTX1yMcDqOyslJKYLJZaDtM+ISJwejoKCYnJ7F161b09fVh06ZNqKysFDx7ZWVF9l8gEIDD4ZD1YDbKmbTcv4QquAaEnbjudDH1eDwIBoMAIKypQCCAV155BVVVVQAgboYM2EqIhu+PSRB1DTThSyaTzO4qAezI5XL/qlKp7gBwB4BvALgaQMOZfy4A8P+c+fc7PrlcDvF4XCpnqi8BSIVDCEXpxc/gSHze4XDAZDLh5ptvxv333y9QSk9Pjyh8GxsbEQgEkMlk1jDbGCSVe6uwsBAXXHCBaE5oDDc/Pw+3243+/n4RFVL9SqgIAIaGhmCxWNb0ipLJJMbHxwGcrVACgQA0Gg3sdjui0Sj0ej2WlpYwPz+PcDgMv98v5oX0NLrttttwxx13oKioCPfee68ImEh7ZGZOiie/N8ZD/t1KC4V3et4Xwzp4S5Jjyo4ysxqdTie+2QyUzKoXFhbWmObTmmBubg6tra1oa2uTTJ5deooVmPEzC4nH40ilUqivr5cMzW63SzMqPz8fBw8exP79+7F582Zs3bpVmirRaBSDg4NScm7YsEHwY6/XiyNHjuD1118Xu2B66FB8097ejmg0img0KpNaiAfSuiAUCgmezs9QVVWFsrIy1NfXY3p6GlqtFtFoVJq6pMiRsgZgje82m5FkspzrhyW5kt5JCTirK1YUdMBLp9PSQGtqahIbZ41m1ZGT79vtduP666+H2+1GU1MT6urqxCYXOEut41zc5eXVYQmpVAoGg0G40bzcN2zYgBMnTkgTy+12o6GhAU6nU4RjDz/8MNra2tDd3S2KYzIZqDymWyczv0QiAbPZjPPPPx/btm1DfX29VDRarRZOpxMejwdGoxF5eXlobm5GaWkpNm/ejCeeeAJWqxXbt2+XDJ17hqwxpU8P97PSTfFMlWsA8MiZZXkEwHVn/vsjAP4zt/ocBmBQqVSVf8raEgYkBZTMJ2aZyj3F5I3ng0nHl7/8ZczNzeH666/H5OQk7Ha7vP+lpSXYbDacOHFCqM9zc3MYGBjA8PAwBgYGhHrqdDphMBhQUlIi7KzFxUUMDg6KBxX9/p1Op2geGMjHx8cF5mU/hW6SbKDW19cLRLR582Zks1kMDw8jHo/j5MmT6O3txYkTJzA+Pg69Xo+LL74Y+/btk7kQVqsVjz32GK699lqZOcsLBID8WkkNpQUK94typOG7efS/L4I74RIlE0B5u6+srKCmpkY4qR6PB93d3XA4HGhvb4dWq0UoFEI4HBZFoc1mExe51tZW+Hw+qFQqDA8PIxQKwe/3ywEpLS1FU1MTWlpahLXR29sLj8cDp9OJyspKaQw++uij0Ov1cLvdGBwcFB59Op1GLBbDnj178PLLL6O4uBhdXV2oqamRRvDu3bvx6KOPIpFIIBKJiEnV/Pw82traYLPZMDo6Ko1iNhhNJhNqa2sxPj6OQCCA0dFREaxs2LBBbJApw6ZfB3sExDbJQGGWQ4Ub/3kvHqU/ENkqbIgpS2auO6sPu90OAHLZLy0toba2Ful0WhrHlZWVKC0tleDKpiLZKrlcDtFoFIlEQnxLAAjHvaSkRBhT+fn5aGhowL333ovvfe97oiAFVpXQhw4dwsc+9jG8+eabuOTM4Ot4PI5kMimZN4OSwWAQFSt94ePxOBKJBAKBgCgwyfygb4xer0dxcTHMZjMsFgump6dx7Ngx2Gw2XHjhhSLMUavVUlVQ6AJAKlmeI/avzlxWeblcLnDmfQYAWM4sURWAScWS+c783rs+TFAArGnMK6FDvh/uNSVM09zcjEwmg09/+tPo7OyETqdDX18fenp6cPLkSUmcnE4nrFYrKioqBP4YHR1FY2OjTLEqKSlBS0sL3G63VLqLi4twnRlZWVhYiN7eXpSUlKC1tVWEQyqVCoODgygpKREDO0KXOp0Ovb29Mo0LgECh9I2Jx+NSHbS2tmLz5s24/PLLBctnwsjmbywWg9Vqxe233y4UUO599idUKpU0c5nw8CIn1Myq6H+EuatUqv8XwDUAwrlcrvXM75kA7MA5xO+U0mUAghdSej05OYl4PI6JiQkZgkGGQjQalWaYzWZDRUWF+IjPzc2hrKwMW7ZswZ49e5BKpXD99dcLpZBYLWcnut1uBINBGQlHBoJGo5HGSUtLizAebDYbamtrUVNTg6KiIpw+fRqRSAT79+9Hc3MzgNXgQMXqs88+i+npadx4443igUFm0NatW0WIQZERFZdK+uby8jKuu+46ae6x4071Hc2FWNZxg0xPTwv2zIZbWVnZezKFiQ/ZB9lsVjjR/DUPE/cAeb+EZoDVy2FhYQG1tbWoqqqSABEOh3HixAmsrKygq6tLGqinTp2SObX8bpjx8P8dHR0VWmZlZaU0dn/6059ibGwMeXl58Pl8qK6uFlYNGR304l9eXkZTU5N4D5GRohSrEf+nQRt/9vTp0yguLkZ+fr7QeomxqtWrMwnMZjOi0Sjy81fn3NpsNoEdWJKTbMDMXTnbkw99aXiJ/ZHnj0WHPypbV6lUNwO4WfFr2U+EwIgHk7vNy5kWIMSJM5kMLrnkEnz5y1/G7bffLtXqvn37oFKpsHnzZgwNDQnVmd+51WoVNtnp06cF1qHFAskBKpUK0WgUmUwGdrtd4NODBw/C6XRKhTczMyOwodlsRjabFZ9+Qpg0CWQCx4pNrVajubkZ2WwWNTU18Hq9kkQcO3YM7e3tsNls+O1vf4sbb7xR2HYPPfQQLr/8cqTTafzsZz+TC5t7gBg/zzWRDdK9We0qxYF/7PlTMvf/AHDVW37vDgC7c7lcA4DdZ34NrMXvbsYqfveuDxkfxMEyOHMXAAAgAElEQVQAiGc6M+apqSl4PB7h8VIUQ0iCiq3i4mJUVFTIgqVSKTksbW1tYhnMZgXx+ZmZGblBZ2ZmoNFoEI1GkU6vDtWdn58Xvix9HWpqauByuVBRUSEH1OPxoLW1FT09PSgqKoLBYFhDaywrKxNnOWbuXESanCnHq1G1xiBZXV2Njo4OCX6EVIijM4goKYgAxA6VmC2/c7I8FCW0RqVS/UGlUg2d+bfxzBqpVCrVj1Uq1bBKpTqhUqnOf7d1ZcBhpUDlHQM9m3E0D6OrIhuDAGQNP/ShDyEQCKC0tBRDQ0NIJpNYWVmB2+2WJq3P5xPopr+/H+Pj4wgGg+ju7sabb74pGCgrNjJJyEAYGxvDysqKMB/y8/PxyCOPoLu7G/X19eI+SmMs/l1arRbJZFIolCsrKzKohZczALGT5ZqtrKwOJOHr8aEvC3n81dXV0uzj6zBLp+8QLW5Z2vOflRWZL7BMuOXMv8Nn/jofAIdi2aoBTL3Nej6Yy+U25XK5TUoYhnRS9m3IXFFmpcvLq7NIecGyejly5IicW61Wi0svvVTgMZfLhQsuuADFxcXQ6XSoqqoSbYTBYEBjY6PArNxLZCqxYuH6ki1jtVrFmjc/Px+7d+8WUkV5ebk0uY1Go0BuZP0sLy/D5XKJNoEogVIJzWE8pE43NzfjiiuuwCuvvIJkMimN4G3btkkfhfuBPQkqppUCQ55RZaAnqvF2z7sG91wutw9A9C2//RGcY/yONy43CYNTNrs6cKO1tVUGUaysrIh6zGKxwG63w2g0oqurS7IhlUqF/v5+7Nu3D5FIBKlUCm63Gw6HA729vYLB0acjlUohEAjg6NGjWFxcRF9fH2ZnZ9Hd3S3v5/HHH8fS0hL6+/ths9nQ0NAgKlaydMLhsFQdNDbT6XRoamqSwQAcCkLaFTNzg8GA+vr6NeIFLl4ikYDL5ZKZqAwuDCbEsDmUmF368vJyofwpxSMKLxk5fGeeSpyji1tJZV1YWBAOLwVazJJisdga35uVldV5lKlUCiUlJTLBamBgAIcPH8azzz6LwcFB6cUEAgGcPHlSZmLyANA7fWxsTARiarUa09PTwmpgJszynpeNTqfDs88+C7/fL2KWvLw8lJaWyiQmZsOkXmo0Gpm5e/LkSfT39+PQoUOYmpoSdga9YmjmxjVTq9UYHx/HzMyM+Nnk5eVJ7yGRSIhXEZtuLOMJW3F4DGcJM9ieCe5xAJ85szSfAfD7M//9NICbzlzeWwAkCN+820Nc32AwCPOD+5YMImUAAyDQTTabxY9//GO8/PLL8Hg8GBkZwUMPPYTDhw9Dq9XiQx/6EEpLS6VfQSivoKAA3d3d8nptbW1wuVwwmUzi3lpQUAC73Q6dTieVFDno+fn5qKioQE1NDYqLi3HhhReubvozjLWSkhLU1dUJ2YJJ0OzsLIxGo1wcDLCRSESEjtFoVC63zs5OBAIBxONxPPPMM7jllluE559MJvHtb38bd999N9rb2+UiVJqTaTQa4brzz5QB32QyCVzzds+fi7lbzyV+xwxPaXGpzORLS0vFqZH4rcFgEFVXaWkpWltbUV1dLVm0y+XC0tISPvvZz4r4IBqN4uMf/zi2bduGhYUFjIyMSAOMboJjY2OYnp6WwBMIBNDT04P77rtPMNi8vDxcd911Uj4xKyfPFQDWr1+PRCIBlUoFp9MJu90OvV4vs1erqqqQl5cnbIb5+XnJTMmKYEkbiURw3nnnSclLrJcsiYWFBaGVqdVqVFRUoLS0FGNjY/B6vSK/p0qV/GeOF+SFeuY5Z403BnLCPlSQ8vti11+v168ZtsAZs2+++aZUaEajEVarFQBwzTXXoKurC4uLi5idnUUoFJIMJxKJYHJyEjMzM3C5XCgsLERdXR2sVqsI4dRqtXjs8yIMh8OCo7K6cTqduPDCCxGJRORy4vun4Vc8HpdBLgz6wGrAy2ZX7asDgQBmZmYwOzuLiooKJJNJTE9PY2xsDH6/H6FQCEePHsXc3BwOHTqE1157TSh4ZrMZwNnKS+moqNfrhUrHgEMsn98HNRwAAgCuUKlUQwCuAPCvZ5bpeQBeAMMAHgLwlXc7r1xbMjjY8CMcxMtVpVIJHs4EhFz4j33sYxgeHkZtbS3C4TBee+01gdPYP6IJX09PD/x+v/STLr30UsHR2bOYmppaY+wVCARQXl6OmpoaoRWzKqMNdFtbm1QNrKg4Oc3tdkOlUqG6uhp6vV6UzdFoFPX19XC73bDb7RJkU6mU9IDYf6AP0cUXX4z7778fjz76KAwGgzTZn3jiCWzatEm0MkwiCfNRCMdqh2ZlVOcrdQZ/7DnXVMj/EX7HzJIMC6Xykvg5FassqXk4CX2Qa8oSLJvNorW1VfBLSv1ra2sxMTEhfPFsNitZNzOxqakpZLNnp+CwsUuPDG6kvLzVgdhOpxPhcFhuWb/fj4aGBnmNqqoq5HI5uYC4WMoBEJlMBm63G/Pz8zCbzUIbtFgsCAQCEjDIiabjILnjzKCYFfLSYVBigGcTD8Aaxgre0nhTqVTvdnG/bZbHhhFpj8oLnPan7CsQBgEgvjLE2xkgGZh5yVP09eqrr2LszFASwlqkGlosFmFa9fX1oaioSFw+I5GIWOoajUbBiJPJpCiMCRVxnZi5qdVqsRcgtMVGqtVqxenTp+XyJ7uJegr2Tphlc8pTPB6XGa5DQ0PYunWrwIhkGhHmIpREu1pSEpV+9eTBn/nOV3K53GV/ZI1yAG59uzV8u0elUgm0yeDDhIQCH2LtpOyyWUm48s4770RNTY3sQQqSlAPMeSnHYjG89tpryGaz2LZtG/Lz86XpXFBQIP8fqdHkvANrB22Tlfatb30Ln/70p9HR0SFjHhsaGsQLied7cXERZWVlsFgsonKdmppCMpkUh9ann34aZrMZF110EUwmE0pKSjA1NYVAICD+VoWFhejo6MA999yDr3zlK7Db7eju7obBYBBrYZ5fQjA8t4QmySRjFc4L9O2ePze4h1QqVeWZw/9n43cAHjyzUVZBwTMCH/JWNZpVv/RwOAyXyyWbhk1Scow1Go0sLj/8iRMn0NLSArV6dWIRp9YzMysuLobdbkcgEBCqFEVN/II5dzORSODqq69Gb28vfD4fGhsb8eijj6KlpUVc4piBK3GwqakpuUzy8vKwceNGdHR0CJOHDz9vLpdDbW2tTNY5893A6XQK84UQztDQENLpNK6++mpRaRIb5IYnrbK2tlaMyojvKoMFcLbEfofnT7q433ppk39OuIT4uhJDJDuAzVYqAR0OB44fPy484FQqhe3bt0sQJJ1s3bp1SKfTOHbsGLxeL7Zt2yaNt4WFBdTX12Nubg5VVVXiBDk7Owuz2SwQF3FijUYjDbOhoSHprTBzZjOQF0kgEIDL5cLY2NgaeIRmdPF4HDMzMwI7BoNBDA4OIplMorKyUgYzE0qxWq0oLS3FxMSEGMJxnViZUR9AXF1JKyVVjnoCBrVz/RAiWFlZkYpV6RtDQSJw1p2V7+POO+/EN7/5TTz66KOIRqP42te+BpPJhK6uLlgsFoRCIVRXV8ssYA7jOe+88xAKheB2uxEKhRCPx8VyoqqqSi5uq9Uq9EK1Wg2z2Sxrw9jx9a9/XSrB8vJyodpWVVVJ5Ug9Ay8bwnJMJHnmW1pahO5rMplQUVGBaDSKyy+/XBqxfr8fv/jFL3DttddK36empgZXX301ysvLcdddd0Gv14ulhbKhSvdMZvZM0t6NvvznBvensYrb/Sv+O353m0qlehyrQog/Gb+jwIaccn4wMhVCoZBMJmLpSw448VIyX+iRTrodR6+l02kRP1GmHQqFYDAYMDk5KV8eM+9kMolUKoWLL74YGo1GhjWQj97S0iKNGWYXtA4gnMQMmovDUl6lUolgI5lMCl5PNSNxd1IUqUgbHR1FOp2WjIeXAjnwyuYrAPj9fjgcDvj9fmHOkHPO9/GWZ/l/cnErL221Wp3jZc3eAgMUgzjXm6pAlttOp1Om5OTn5+PFF1+Ey+VCOp1GY2OjfD96vV7k/9dccw2i0Sj27t2L6upq1NTUyGxUctB5gXMduZ+I5yobzNQaUBaeTCZRXV0t80uj0SiampowMjIi68MZuz6fT5gqGo0G69evh1arhcvlQiQSQSgUQnNzMyKRiJTaFotF1j4Wi8nQbgDCLlJK05U9Cp4XJUWOJT3X4Fw+DOZ8T2Qj5XI5sd6mVbFKpRLdCMV+ytepq6vDFVdcAbfbDZfLhYaGBlH5MonjlLRMJoMdO3Zg06ZNAnPSKymTycg8VJ5BnU4nWgBi8lQvFxQUCLR13nnniSGf0WiUQTFWq1Xgj6qqKsTjcfj9/jXujdu2bZPkUq1WS5+moKBAWE6ssB944AHY7XZ8+9vfRi6XE8Ej2WyEaOlXz++QFRKTMJIo3un5U6iQvwFwCQCzSqXyAfg/WA3qT6hUqs8DmABw45kffx6rNMhhrFIhP/enbhalc52Sa8qGKptQDocDVVVV6O3thcViEew9kUhgaWkJxcXFYmifn58vhvrE6SORiNCVhoaG5AAWFhaira0N/f39UkoSj96zZ49kgldffTVeffVVpNNpjIyMoLKyEn6/X5zkdDodAMDr9eLCCy+Uw0oJPL3CKbZiP4FTgNg0BlazNWYxxNqZWVAxm8lkEAgEMDk5uaapRSzUZDJJEOVNT8658jtXYONsvJ2Ti5tdffLKWeqy6lKKubjubJaPjIzIYRsfH4fD4RBIg03iSCQiNDhKxG02GyKRiDgERqNRyYbsdrtQ0ti0VavVsFqtomydmpqC1+sVgyi/34/a2lq5UBjkY7GYHHSl9/b09DSCwaBQaPn/FRQUoL6+HsDZ6WMVFRUoLy+Xg5xKpfDBD34Qv/zlL6HVaqXPQzYWYTlmzmxcEmpj1UlIghXDuX5Ig2TQUdrPcnYw4UPSc1UqFT760Y/i4x//OL73ve/B4/HgscceQygUQltbG/x+P9544w2YTCZZB1ZWrjMunB6PB0ePHoXVakVTUxN8Ph9KSkrEosNms60hW4yPj0u1Q8bb0tISjh07hvr6euj1elRUVGBgYEAM5cjqoiK0tLQUfr8fxcXF8Pl8SKVS8Pv9GBoawoc+9CFxkY3H48jLy0Ntba1QJkdGRgQu1mq1+P73v4/bb79dvIn4fRE+415h341VIgCpGkkbV5q3/bHnXYN7Lpf7xNv80TnF70j0pwMa4RNmltlsFvPz8xgeHpaNzgVgxq30gSD+plKpMDIyAovFAp1Oh1gshkAgAL1ej4mJCRiNRng8HhEmUT5MGIFq18bGRhm6ceutt2L//v0SrObm5lBRUSHq0XQ6jZmZGTm0tOSdnJyUDjizgeXl1fmNZGPwEqMAx2w2i+/MwsICampq5DBzgtDExMR/u0QIv/j9fpSWlkpDiFaszDyY4Su47my8/Y8vbq4dm0XKwA5AMHZuXv4Z2TK0AxgZGUFzczO2bt0Kr9eLiooK6HQ6cUAMBoOw2WxYWVkdpB4IBIRLvry86qlORWo4HBYRCPsQxLBtNhvGx8fFwvall17C5s2bhWfNxrTBYMDw8LAM1mbjjMGXWTgZVLStnZycRCQSQXV1Nerq6jAxMSGVJXsKDNpkTfFCZj8IOMs4ASCBiLAMPyc/H7Nm2gCfy4cVGCsDcv05sxiA9Fh4pjkCc3x8HNFoFL29vfjMZz6D0dFRORMTExOYmZmRARwmk0l6KHNzc1CpViedjY+PC8WRMFB/f7/0b4LBoMSW4uJiJJNJyd5JN6bdSEFBAaqqqoQZw8Y+obWysjIUFhaivr4ex44dE1UtAElUlpeX5ZLgOSYNk/Hp2LFjwq8PBAL44Ac/iFgsJlRmVg90xyWCwL3Kxjlf733vCsmHDRpuSm5slpwsRRj05+bmBDdT8qcDgQBqamokWzKZTAAgfhEMfJFIBEtLS1i3bh1mZmbEXU7ZeKTKrbOzU+yDVSoVPvjBD2JyclL8U0idWl5ehk6nE2c6dt/JW4/FYnIpMPtkgOHP8e8vKSlZM2S4tLRU3js3JS1mlTQqNrsWFxfR0tKC0dFRZDIZOYDM9qhk5N93Jgs4Z403Xo6EuigW4wXDNWX2TEaATqdDf38/rrnmGqGu9fX14dOf/jSMRiNMJtMa1SOHHGg0GpSUlAhNcXJyUi4Cqjpp00rKHDFiYFVsRr613W6X5mVDQwPC4TA0Gg0qKyvFG4iNLtpksCIkHstG4xVXXIFsNgu73Y7a2loJimTCULBWWFiIiYkJEcAx26TDIaEf7iUmPGymKx0uSSpghXCuH1YEhEzo7Mn1VqvVorlg5ZTNZmXIyfr164Xk0NzcLBWmzWYTaxDCZAMDA9BqtTCZTDjvvPNw+PBhcRDlkByeSwDCjGHvJhgMinCP388DDzyAwcFB3HvvvTIzgS6jPGNlZWUAIBcHky+tVotIJILW1lZUVlZCpVKhr69PJqXRA4k9FTbhX3vtNdTV1WHXrl04ePAgrrtulYh27bXX4qc//ak4hXKIUCKREPto9gmZsLJH9U7+Mu+b4E5qFUuT0tJSESZQacgylx133vSkTpG/vbKyIl7fLNmZHVZWVuLkyZOygZSiCmbaOp0OKyur3vJmsxldXV3Q6XTw+/0iKqmtrUUwGBTmDpuXwGqmWltbi6KiIni9XvmMZBQwwFPkoiytWMJyDBvffygUQktLC8LhsHTJFxYWcPDgQbjdbkxMTMjGJeOHWDQZGXx/DATxePxdb///yUPcl3xsXkCEyRjMefDo7MnGILAq6AkGg8hkMjIqz+fzIZFIIJlMor6+HgsLC4jFYohGozjvvPNQXFyMyspK2fzFxcXiKkjV6IEDB3DhhReKOIiwCO1+M5kMOjs75ZImdMMSmlWHMqjnFE6RNNUiVFdbWyvGY4SV2OAdHx8XozpewkNDQ7KWjz/+uGSX5K8vLi7KRcSMX5kQKRWr72Yw9ec8fD/EfQm/KV0KWUEUFBQI5DE1NSV/9rvf/Q6VlZV48skn0dbWJnuEVESaBhYUFIjh3qFDh2S0pF6vh9frlWE7yiqGzVWykLgXyGXfvn077HY7nn32WQBAa2srTp06JcJBsvOqqqokJrCaz2QyMJlMGBwcxMTEBILBoGD6ShX2sWPHoFarxfgtlUphYmICdrsdBw4cQGdnJ4BV2iYFXjyvXGde0LzUecGzl/FOQ1jeF8GdQQA4O29ROUSBm4ZDEWKxGPR6vXSOiacDWGOoTwk0s2pSz/glVldXy9Rzt9stTAf6kyhVhOTy8sBSXKDMHMvLyzE+Pi6CCIocioqKEA6HBZ6Ix+OwWq1rPF3IASYzwGq1ori4GBMTE5ienpZykRJoUt4KCwsxNTUl/x/pfGQqMCskf56j2BhUCdHQrO1cPqzCmFlxA5MtQIiKZTNLfOKKBw4cQE9PD6xWKxwOB7RaLQYHB1FfXy8w09TUFPLy8jA5OYmWlhb4fD7U19fL4TYYDMKuyMtbHa1HbNbn88n6kK42MjIiiuUXXngBV155pQzXnpqaEodIr9crAjHul7KyMtkvyWRSsGe32y2WvWTiFBUV4eTJk+JeODo6irm5OfFr37JlC1QqFT784Q/jmWeegc/nE2iFFR8DFnsVZHqxKUemxjvhsn/uw+oDgIilCJEq7WlprUEGWFNTEz760Y/CZrMJ/MGKg14q9P5n4lZTUyNnmWee7JT8/NXB48TSAQg8qlarEQistoUI1z7++ONSvR8/fhzLy8sytIcGX9yP7N8RBuGfsb+yuLiImZkZ+Hw++Qwcy8nh2k6nE4uLi5KNA5ApT3xdii5p58wKhN8re2lKi1+ST/7/5Ln/2Q+hAnI9lXgt5d0s3/V6PVwuF4aGhuBwOMSciVzxiooK+eJmZmaQy+UQDoelKUm4prOzE+FwGAsLC3C73fB6vbDZbKivr8f+/ftRWlqKhoYG8S3JZrNoamqSkVykrtGhMhQKoaKiQrIJcpQptGCpxQzO7XYDgOB/hYWFQrtjJkouO7OvwsJC2Gw28ZVnNqOk8jEz53/r9fo1vHdeUjSdymQyEqTO5UOKYS63OmeUlw450MRolfRRVh+7du1CJpNBV1cXlpeXxeaZrBNiyrwIqGYkbmq321FZWQmz2Sxq5MnJSQwMDEjDbXZ2Fna7HalUCm1tbfJzqVQKu3btQjabxRtvvCGDQCorKxGLxeDz+TA7O4sjR45II0yr1eKGG27AzMwMAGDjxo1C36SXuN1uF1vg0dFR+P1+OaxtbW2wWq0yLu7yyy9HPB6Hw+FAOp3Grl27pGJVmIEJO4YNTaW9M3FcUlHP5cPzyWpBWQVzjyltAGioFovF8F//9V+48847BZrSaFYHthBO4iVPL6RTp05Br9eLGE1p2ZHNZjE6OiqwZkNDAwoLC8V2mfsvm83it7/9rUCC9DWi+dfrr7+OpqYmbNy4EQBEYZ5IJODxeHD69Gnk5eXB4/GIrXJhYSFOnjwJAJLsEaJLpVKYnZ1Ff3+/XHLAalAeHByU9xcIBNDd3S04PQM6CQasFghzKe0daOHxds/7IrgrsVngLM2Km5LlOu0D+vv7UVRUhFOnTuGqq65CPB4XP+35+XlYLBYUFRVhcnISiUQC8Xhc+KMMEG63W6YmcZjHiRMncPXVVyObzaK3t1eEUABQV1cnfGT6iJhMJhHCcMI9AFRUVIhToEajwdTUFLq7u7F161YUFhbKzE423GZmZkTAoeSq63Q62Gw2pFIp2O12gU/IPpmfn0dtbS0OHTokzUCtVis/V1FRIcGFWB0blsoM6b3CZbmWNEgrLFydEs/ymSIlXkLM2vPz87F3715cc801aG5uxt69e+HxeGT4yOTkJCwWi/iB0NKY7BmyJ4qKihAIBDA4OCgUUB4MADCZTHJg7rvvPlx22WVwOp04ceIEDh06hPLycuEYU1UIrDKhEokE6uvrsXv3brS0tCAUCuEb3/gG/uqv/gqLi4toaGiQHkMmk0F1dbX4lwcCAYFqqGhsbm7G8vIyXn/9dSwtrQ6CJ5WTe5P9G2V/RslSAc4adzH4KyGkc/kwGWHixV4KzzGzbFaM3HtMIFQqlVzEHHNHeT+HabvdbqmKCwoKZBg46Y9sNjJgm81mHDlyBLFYTCY2zc/PC+vG6XSKASGrVnLbgdUZuhySzYxfq9Wiu7sber1+TTBV6jMY6MnYot1GMBgU+IrCPGA1Yd22bRtCoRBOnz4tMCurW/6MMogrL20SSt7Nqvt9YfkLQKAT3kzE1Ill0nQJgNj1klVByiSzB05FIpyzf/9+4Yfu3btXJM01NTXQ6XTQarUiHWdJXllZiaWlJQwPDyOdTstmpdiBCkPiXiMjIwiFQqL8JJ2Skmg2YpQUq1AohHQ6jfLycsTjcXHA5CgwvgYtR3lAaBWbSqUwODgoPO23GofxcJEmymYtM8C5ubn/GxHT//XDzUjzLEI/xLe5ZgzEPDB8r6lUCk6nE+3t7bBarfjDH/4gyl+fz4f5+Xn09vbitddeEyYMlYlLS0siTBsdHUVxcTECgcCaOa3UFzA7e/PNN2UMWmdnpyQbVILOzMxg79694v0fDAaxceNGoTRef/31OHnyJJaXl9Hb2ysHvqysDE1NTXA6nWhsbITH45EpUVRLHz9+HEeOHBEXwtLSUnzyk5/EgQMH8B//8R9Co2Vzj9+lEo/lXmQfh8NI3o0P/ec8zNyVzCvCBrxMCN0wMJF6CgD9/f1obGzE4OAgCgsLZW7C2NgYBgcHMT09jeHhYczPz6O1tRUej0eU4+xLLS8vIxwOi4sjJ6NdeOGFcLvdElB1Oh1cLpecCSZNWq1WLChIwOCFUFZWhnXr1qG+vh7XXnstZmdn8eabb0oSAazSh9evX4/t27ejra0NW7ZskUpErVajpaUFLpcLWq0WZrNZ4Ml0Oi1j/WiroEx0mKlTG6Os0nJnbJyLi4vlHL3t+Tvnq/5nPmy88ZbmwQdWIZsTJ07A6/Wirq5ODt3MzIyU+5yBytFfs7Oz0Ol0aG1txaWXXiqvTxc9h8Mh/g9lZWVYWlodDLC4uIiKigoMDw/D4XAgkUjg5MmTMoCBC8eyc2VlRcyvnnrqKRnezAuBatK8vDy8+OKLgjXT3ZCvR4c5mlERn3M4HNIoTqVSGB4exuLiokz64QFgtaP0FbHZbKLwNRgMa6ojYofcTCxzz/XDjalUMVJAwsyH7AQGUZVqdWj2b37zGwCrzAqHw4G5uTk89NBD2Lhxo2RHNA8bHBxEWVkZ4vE4JicnJeCXlZWhpaVFLmX2ImjTTPrcE088Ia9ZWloKtVqN2tparF+/XnDV3bt349SpU3j22WdlMg8pexwYw6brgQMH1ox+44WyuLgoDfna2lqMjY1hz549wjDxer248cYbhRkVDAZlTxiNRmHIUA3Jy5L9IjZWAYhHuVINfa4erqMywBDLZibKC4bNSAAS3O+55x7U1tZifn5euP/r1q3Dli1bsH37dnR0dKC1tRUtLS2w2+3weDxCD+VeKi8vF/+kV155BU1NTdIEJ52Ql2hBQQHa2tpgNptRXl4usYb9u7a2NpSVlYkoMhqNYnx8XDyAZmdnMTw8jGAwKJcyxVJarVamp23ZsgWbN2+G0WgULrzFYhGoKRKJQKvVwufz4fLLL0csFsMLL7wgfRMAwuAi3MfLnMkv+e7v1ih/X8AyzLxZLrNJwABqNBqly97a2or+/n5otVqxRGUWzFK5t7cXGo0GTqdTxuolk0kZkH348GE0NTWJyjMUCskcRDY/29vbMTIyIh7iDodDrGDZqKPIIJPJIBwOw2Kx4Pe//71g9ldddRUmJyfx13/915ibm8Mvf/lLeL1ebNq0SYyfysrKpIk2OTmJ6upqGcfGjTk+Pi7l2OzsLHw+HxYWFvDqq68iFApJps4SbXFxEbW1tbjyyisxMDAgbAGlZkBZFTFDeAJqj60AACAASURBVC/Wla9Nvr/RaJT3QjyRjW6tViuWD2azGQMDA8ImicViuOKKK/DMM8/I/0vuOTnl4XBY9kImk8Hw8DBsNhvKy8vR2NgomWMgEIDBYMD8/LzQFtevX4+mpiYAq+X5+Pg4ysvLUV1dLdDcJZdcgp07d4q3Pptu6XQaw8PDIqhbWlrCxo0boVarEQ6H5WeMRiNmZmYQDAZhMBgQCoVgNBpl+HpeXh56e3tx/vnnQ6/X45VXXhFfHkJatBfIZrMCcVDQlkwmpfTnPlD2Nt6LR2l/zCyde4mQF8kI+fn5+Pd//3dYrVZ89atfFUuN5557Dh/4wAeEnUaIIhqNIhgMymsQciJnfmFhAZ2dnejv70d7ezs2bNiAUCiEXbt2yfdSXV0Nl8uFWCwGs9mM9evXIxaLwWazwev1YnBwEJ2dnTIfNRqNorm5WXpSZWVl6O7uRnNzs/S2IpEIotGoDLomGSCdTqO+vh5ms1lUyiRtMG78+te/xje/+U38zd/8DUZHR/Htb39b1PEUoJGuy7hIsR+9mthIf6+8Zc7pwzfNso4fimUnMXdieiwBiYM6HA68+uqrYvlKzi2bEPn5+QiHw1i3bp34jwCrm48ezBxJFw6H4fV6xSSM8AFhFW5cBshsNiuNn2g0Khl2JpPBoUOHoNFocOjQIXR1daG1tRXz8/NoaGjAk08+KQtF0QzfN2fC5nJnBw6z6UjpOuXwtBsFVp0IKam32WwoLi6GXq+XfoCy6crNoRxKcq4fVl+8tJUCMzbKSUVcWloSbJH0QovFgqGhIWzatElgqM7OTjzxxBO47rrrcPr0aQmSzE5JIyUTiev08ssvS++iqalJaGpPP/20NJvJJKJFAiGiTCaDUCgElUqF8fFxmdwVi8XQ1taGTCYDs9ksbqLt7e1Ip9PiIW+xWLB+/XocO3ZMPv/Y2JgwLIqLi2E0GvHggw/is5/9LMxmM7Zt24adO3fikUcewfz8PBKJxJrGeC6XE9U0mST8jplRKnHb9+KJx+PC8FD2y8jSIS4MQAzW2N85fPgw7rjjDhiNRtx3333CTCEmzrF0pBQr15N0wWQyCbPZjFtvvVWqcloJMMACqz0SZrt6vR4+nw+VlZUCq7F/Fo1G4fF4BPY5evQonE4nKioqMDQ0hM9//vNobGxEJBJBfn4+NmzYIKP/yHQbHx8XqxSXy4VoNCoXxXPPPYe2tjZs3LgRR44cwYsvvohXXnlFPhczccIzSnEmv1tC1oRR/1fw3JXdfPJ7+QF1Oh2mpqZQVFSE5uZm4dd6PB709PTg6NGjmJmZQUtLCzZt2rRmIv38/DzefPNNdHV1oby8HMeOHcNHPvIRRKNRWK1WGI1GeL3eNdSqpqYmhMNhHD16FMePH8ftt98u1Cw2dshXZ3AHVjMFsnE4x5Fl3f79+/Gd73wHTzzxBB588EExvlpaWoLL5UI2mxX/D8qdGXCotqP7pFqtxuTkpDBG8vPzRa0JrC74hg0boFKpYLfbEQqF/tv3CpzlQr+XDxu1hH+I+1MgRh42mR3ElMkmGBoaQmdnJ7q6unD8+HG0tLRg//79OH36NCwWiwS6TCYDr9eLjo4OJBIJpNNpYSYxo2ZZ3NvbK6wdqkuz2Sx8Pp8MSkgkEpItksUQjUYFPpmYmIDFYsHp06eFk00LWL4nZsxUUBIbTyQSUnUQnqJMnpYXFotFqjT2R/h9ktETDodRVFQEtVotlz+VjAykTJTei4frRItaBvj5+XlJOhiMgLMGWN///vexvLyMLVu2IBgMSoJD1pNGszoIgxcns+KxsTGBpTo6OqRKIVzF82C1WmWNdDodNm7ciEgkgrGxMYTDYXg8Hjz77LOora3FBz7wASwvr1pFNzc3Czz4xBNPoLW1FY2NjZiYmIDH40FdXd0acgBRhaWlJZkOtbKyIj3BdDoNm82GV155Bd3d3dDpdGhvb8e2bdvwz//8zxgeHkZeXp4kjUxk2VegRw8TJK49Ez6qb9/ueV8EdzYKWbpT+EAuNu01GbyMRiOAs4pWSripKCP7IplMSgCmorGpqQnt7e04cOAAcrmcqEgnJydRWVkp5RQPV1VVFQoKCgSP5eFmszI/Px9tbW146qmnpJsPQP5+GoUtLy/jueeeW2PwT2dGNooYWNLptBj/FxUViYCrv79fKGFkEsViMcGwo9GoNNjq6upQXFwsr82MWGkBoMxO322qy5+7rsrgzRKWZSa/J17GnIDFcr60tBQ33rjqfhAOh1FSUoLBwUFs3rwZv//97/HlL38ZGs3qdCuOFZyYmIDP5xOhED2CyGB6q1K1qqoKkUgEU1NTOHjwIKxWKxYWFjA/P49169ZJ431iYkJcAHnZ3nTTTTh9+jRGRkYwNzcng2RSqRTKy8vXTEXinvL7/dBqtRgZGRGGiEqlwv79+/GFL3wBmUwGN9+8aqpJjQYvaV4arFyV+DYtY1mp8gL/U7DZP3dtVSqVYMh8HwzgZJUo+e8AJJDed999uOiii/DAAw8gm83irrvuwrZt2+BwOGCz2eDxeLCwsIB9+/ahvLwcvb29qKqqgt1ulz4NPZKU9FA27mOxmExXIyNGp9Nh8+bNmJ6exvLyMtavX49wOIzp6WmMjo6KAt1kMmHTpk0oKChAT08PSkpKUF1djbKyMmnKLy4uIplMYmBgQNTjvJjdbjemp6fR19eHwcFBnH/++VhaWsIzzzwDg8GAu+++Gw8//LCsJ5umhKHZu2BCqbS14M8xRv6vsB9gacKbnmUmS+VAICBYPEfnabValJSUoL29HYFAACqVSsrd6elpEbgoZfubNm3C8PAwqqqqZKB2eXk5+vv7sbKygv7+fiQSCfFwJ0+eZR/fk91uF6GTWq3GpZdeigMHDsgowKmpKaFdejwe/OEPf8C+ffvk8CkFHKT4KT83m6CUtx89ehSJRAJdXV3imVFVVYWysjJxtqRSkoFxdHQUJpNJKFz8HMwEeKGSmXSuH2YbDOTclHToJARC1ztaJihtI5j1VVZWQqPRoKOjAz09PVheXsZrr72GrVu3Cu+dU7EoiOGlxu+HVQQHZk9PT8NsNssQDSpLOdjFbrdjYmIC+/btExl4a2srZmdn0dnZiZMnT0rjdN26dcjlcpienhbzKq4ffeidTidSqRTS6TRMJhO0Wi28Xi/27NmDBx54AKlUCrfeeqt4B5F9xeDJy5fcbeLpTHBMJpNkemy60njqXDNmSF9mBabEw5kscB2V9hlk/QDAyZMn0dTUhB/96Ef41a9+hddffx0dHR1YWVlBNBpFKpWC1WpFKBTCtm3bAEB6KFSpqlQquSBnZ2eh1WoRCoWg1+thMpkwNTUlvjHJZFIM4c4//3zMzc3B7XaLoIiMLQZqujryckin0zJYI5VKobe3F7lcTijMo6OjmJiYwPr161FYWIjXX38dXV1deP755/G3f/u3olfo6+uTS4gwFbN17ndqBvj7TC4BrKly3+l5X7Bl2CBihp1OpyUIMnPVaDRSmtbX18vBNBqNsFgsqK+vl4BN7+hAIIC2tjbYbDaBJqj2XFpaQjAYRCQSEW48vdcvvfRSPPLII/D5fJKhk35E1SzxTCpCGxsbxbe5p6cHWq0WP/nJT/CXf/mXePXVV+XneDAjkQiCwaBgcpzXyuwDWL1Ejh8/jldffRVtbW3o6OjA1NQUBgYG0N7ejssuu0yaiGQBVVVVSalIX2llk4uHkpk0gDX/fS4fXjQMVtysrH4KCgqg0+mkz6JWq6WimJ+fxwUXXCCvtXv3bkxMTMigcbVajSNHjqC3txfDw8PIZDKwWCxwu92orKxETU2NNNGDwSAmJiakvKezaH19vQzSNhgMklUuLy/D4XBgYGBADpbJZILH40FhYSFcLpeYgHFe5pEjR8RThLYUpLyy96DVatHa2io6B6/Xi+PHj0Oj0cDv90vl9vjjjwOAiJO0Wq0wugCIaIgQDACZsKVkQDHbey8yd1aOSkiBoyMBSHVGGxCSGgiVzc/P47bbbsPDDz+MeDyOH/3oR8jLy8P999+PwcFBeL1eeL1eFBQUoKGhATabDXV1daisrBTHVzZwZ2ZmJJMl44pQEaegRaNRFBUViQkZrYcJ3RqNRkmwiPcXFRWhpKREbCJYkezatQsjIyNob2/HeeedtwYyaWtrw+zsLH7zm9/ILNhYLIbbb78d+/btw9TUFPbt2yfryJ4TALmwSOVlv4S/BiDVGc/xOz3vi8ydHiNUjAGQD0RBAwBRfNL7gTANVYEAcPr0aXR0dKC3txclJSWIRqPi3re4uCgqOY6x4sAHNh+Li4sxOjoqQYb8e2ZubH6ymcpsc2VlRcq2kpISeDweVFZW4vXXX5eGIDFbUpuofKXT4FtdEqemphAOh3HbbbeJw2MwGJThFEplKTc4G7HEQgl5sRlN0Qs3idJG4b1YV34/hIBYVgIQ/rPS28VoNIqEu6CgAAcPHkRXVxcmJiZQV1cHn8+Hxx57TGTnx48fx+c+9zmk02lpnFHUxMqANDPi3IcPH4bNZgOwaiH7F3/xF5ienkZpaSlKSkrw5JNPCmU1Ly9P5mwGAgG0trYimUwiLy8Phw4dQiwWw6FDhwAAX/ziF2G322VQt0qlgtfrxcTEBCorK3Hs2DF4PB7xNne73WKIxs/2+OOPY3BwEOl0Gjt37kR5eTlSqZRAVmRH5HI58chfWloSZlUmkxF4k1k9z8+5fFhp8WKmnwsxcipV6dPDXxNK5f7Ys2cPCgsL8dWvfhXDw8PYu3cvdu/ejU9+8pNob2/HysqKMNlIUeX5Y0Cngyox70QiIQpUzuClqrSqqkpmm9LKg2Z6JDXQ3oDVGw0GDx48KB468/PzYl2xbt06DA8PS0zgvvP7/fjSl76E4eFhnD59Gn6/Hzt27BAbDl78ysSP+1Z5IZPiS/UqACEhvFNS9r4J7swwGHQowOBGKSgoQDKZxPHjx1FZWYmenh6BXWjOk5eXh46ODrz88ssoKirC+vXrZRE4HFnZrDIYDNDr9ZienkZ5eblkDqdPn0ZZWZlkknl5eRKEab/LoDQzMwO9Xo9sNitm/haLBRs3boTf7xd/8dnZWXzpS1/CY489hlgsJgb9KpUKg4ODsNlsgtETy29sbMRHP/pR9Pf3y/cBnLUziMVi+NSnPoVHHnkEVqsVVqsVjY2N2Ldvn9D+KNdmYFW69RG6UJoTnetH6SNPEQc/Czc5AGn8EkumjzYZUX19fVKis8weGhpCKpUSywLCFPv27cPQ0BAuu+wyzM7OIplM4rzzzsNzzz2Hzs5O/PCHP8Thw4fx3HPPYWRkRPYGsGpFW1dXh/LycgwNDeH888/H2NgY2tvb4fF4cPz4cXz+85+XpOPv/u7v5LMajUb853/+J2688UYJZnv37kUkEoHRaITL5UJfX5/4fQPALbfcgmAwiAMHDuALX/gCXn/9dfz93/+99GYYRJn80D9Gr9cLk4dNRtpLGAwGETOx8j3XwzqAsxU3z65SMEV6IHD2ImDgU/pGvfzyy/jsZz8Lr9eL7373u/jmN7+JY8eO4dFHH8V3vvMdAEB3dzey2SwuuOACaLVanDx5UjyAnE6n+KKzCUn9CSmGFosFFosFk5OTyGZXh0uzJ6XRaDA2NoaGhoY1jKuFhQXROGg0Ghw7dgyxWAwWiwXZbFaYbmVlZTh+/DgMBgNKS0vxwx/+EBqNBs3NzXj++ecxNDSEJ598Emq1Go899pgMyCGdV9lbVDJktFqtNMh5XpjpK4Vh7/S8L4I737CyQcQvWuk6xxvU6XQiPz8ffr8fTU1N4vuybt06GdTBznNNTQ127doFp9MJs9ksMyrpwU7cniIlbhre3iaTSRaYG5Mbl3AHaXtjY2Miedfr9Whvb8fi4iJ27twJvV4vooydO3fK7cwDEY1GUVFRIZdFLpfDrl275DIi/S6dTgtjhs6PDocDk5OT0gAKBAJQq9UoLy9fowx9qwERqx8G/HOdvbOCYABiQ5qlMCmearVaJkVRkJXJZEQpXFZWJlCKwWDABRdcgP7+ftx99924++678ctf/lJm2zKYz87Owuv1orS0FFdeeaXQ3bZt24Y33ngDLS0t6OjokDmW99xzD/7t3/4Ne/fuxejoqDREbTYbPvGJT8Dr9WLHjh245JJL0NraigcffBArKyu48847cdFFF+HFF18EsMoU+clPfiJzchcXF5FOp/HUU0/hlltuQXV1tQx86O3tRVdXF37961/jrrvukvFuS0tLeOmll1BYWCjDXUgxJKTFng3pfaTvsdLMZDICeb0XClXg7MAR8sGVYyqVlRNFePx5Zqy8+L/4xS/i7rvvRkVFBe69915UVFTgu9/9LrxeL373u9/hnnvuEXJDT08PkskkGhoaUFJSgpqaGpmsREjTYrHA5/PB4XAglUrh6aefFgO4ZDKJaDSKsbEx6enwNag8NxqNKCkpEWhnZWUFtbW1kjmz16bVahGPx/GDH/wAjY2NkpDceuut+NznPodXX30V+/btww9+8ANhiVF9CpyFZd5q/6GcN8yzygqF2hH2zt7ped8Ed2br3BjMUjgSTaVS4dSpUzJo9plnnpFust1ux+joKFwuFwKB/6+9d4+usr7y/19P7snJSU5yTu5XkpAQQriFmwgiBVG0ilrpxWkdbW07Y3+dXma1tTNrOTOrtnZ11U5tHafVfhE7ttjSikXEOgKiCEIIBEggIQm5309O7if35Pn9keztE0YUWyLRnvdaLEg4OXnOc9mf/dn7vd/vFp1gPHz4MDU1NSxZsoTR0VG9yUTYR5TkpIa1Y8cOkpOTtTQ0NjZGbm6uBmKpgcqKKiL6wcHB2jVvaGggJSUFp9NJSUkJR44cYePGjTqMc+jQIZUPEP6rXEQx5xUGgtPpJCMjg+joaHp7e3n99dd14vDIkSNkZmbS3d3N2rVrqa2tpbKyksrKSqKiopQLLLQ/yRjkd0lpaCZ0RwSGYShbR7KRiycpZfcgmYs1GzTNSYNrmCy93XjjjezcuZNvfvObFBUVMT4+zsMPP6yTyRMTE8po2bZtGykpKdjtdk6dOsW5c+dITEzki1/8Ilu2bOHuu+/mwIEDykByOByUlpaSlJTExz/+cUZHR7nhhhtUjiInJ4eysjL6+/s5evQobW1t7N27lzlz5vDqq69q5izlOWm0LVy4kJSUFPbv38+jjz5KVFQUmzdvJj8/n3vuuYf77ruP3Nxc6urqqKiooKWlRe0cpfHa1dWlGjUTExPadBYNeMmQpXnt9Xq1zyET3zKifyUhyY2UuyRxkDKrsNZkmlN2hlIelEx+dHSU73znO+zYsYM9e/bwzW9+E7fbzbZt27jlllt44IEH+OIXv6j+p7KjEcrn+Pg4CQkJ2oRvbGzU7Hp8fJxbb70Vj8fDtm3bSE9PJzo6mvnz5yu3fmhoSH1RxZ7PNE2dmxFbysTERPr6+njrrbe47rrr+OMf/0hRUREf+9jHePHFF9myZQtf+MIX2Lx5M/v27aOuro5XXnlF5cglGFvvcdlxWvVi5DxJcmCz2bRZLJ/7cibKZ0Vwl6AjD7w0VmU1EyrV+fPn6ejo4NZbb+X48eM89dRTWs/z8/PjlVdeITc3V6dJr7nmGl0lpbsszkQyfiy19/r6ejZs2MBLL700TUlONCmkRGQVNLPW3BsbG9XhXlQEz507R0NDg/qbAtTU1ODn56da6xLEpJYn22i3260P8YoVK7TMMmfOHFwuF1lZWcTGxvKLX/yClStXYrfb2bhxI/7+/vziF7/gySef5KabbiIjI4Pc3FyOHj2q7BhrY9dKE73SkKapDGJI3V9qiNb6q7A/ZBGVcyNDMFu3buXEiROYpqm2hzLWfubMGW16i3HJ1q1bKS8vp62tjeXLl7Np0yZqa2tVW3vHjh1UV1fT3NzMwMAAZ86c4ec//znHjx8nOztbZWYPHjyo1owxMTGsXbuWkZERMjMzWbRoEWNjYyxatIjy8nLS0tI4d+4cY2NjrF69WsXAoqKiuP322/nsZz/L/v379c/w8LDyuSVRkUBdUVGh5y4gIECZHJKYSNYnJQSpZ8uQk9xXch5nApIkSG8HUPqnlNfE5Uo+h1xnQAeghC1y77338pWvfIW+vj4eeeQRHnnkEZ555hkOHDjAiy++qFoy//3f/607GKusQ3d3N11dXTidTn1/8UWQnVRHRweZmZlUVFTg7++v8tG9vb3U1tYyPDyM0+nUZKO0tJSYmBiSkpJ0nmT//v2cPXuW7u5uli5dyuLFi3n++eeByWn3P/zhDzQ1NfHggw9O28FYG92SUAp5RM6NlWoN6I5aYo4slFLS+VBI/soqL6u/dTsvWxDpagNs2bKF7du3TxO+GhoaoqOjY9oQkayWzc3N06zGbDYbdrtdre9SU1MxDIOFCxdSWFiowV+YCcJHFVlhqYlJ4JKR8vHxcdVwlrFymaSUhrAI+8vDKqqBqampnDt3Tldpa3NIRrPb29u1wQuTD5PD4aC3t5fCwkKuueYaNcQ+dOgQ99xzD/Hx8TrGLAuhlTI5E6JhgG4nJYMUaWOheYlqotSD5ZqFh4cTGxs7rQeQn59PZWUlx44dY926dVRXV5OcnExPT49SDmUn0NfXp03twcFB7rzzTlwuF9u3b2fjxo243W4qKytVqVG8Uw8dOqSuP6tWrWJoaEg9eLdv3672bZGRkaSlpXHddddRW1tLTEwMe/fu5cUXX8Tr9VJaWkpDQwNnzpzR6y2lkuuvv57bb78df39/Tp8+zfLly1UiwuPx8NRTTwGTdWYJ3mKELU10oTbK/wsranh4WJkk0syW52omIM+D7GCtE+aAMriExSM65/KMy/MtCVZQUBBPPvkkubm5JCcnU1BQwN///d8zOjpKYmIi9957L9nZ2Xz3u9/loYceIjY2VmdIAPUHGBkZ0WdINNdtNhtz5swhOjp6GrnCbrfT3d2tZTKXyzVtAtThcBASEkJTUxM/+9nPVNbE4/Hw9a9/HbfbzUMPPUR/fz/t7e3KjPve976nn00asIDGOFnkZOcsAVziibXHBmjVQeKh9HQ+FBOqEjwlg5eaolw4aQZWVVURHBxMQUEBeXl5HD58mJSUFK2fDQ4OUl5ejtvtJjc3l7S0NCoqKqitrWXZsmWcP39e3c2bm5tpa2sjIyODQ4cOkZmZSXZ2Nu3t7bS3t5Ofn09qaqoGC7lpRJdEts7h4eF4PB4Mw+C6665jbGyM3t5ezearqqo0Q5HPER0draJn8pBI1ikP58DAAPPmzSMjI0PLPsLlDwkJoaysjNtvv50LFy5QV1fH6Ogou3fvZunSpSxbtkxVDgsKCmhsbOTYsWPanJYttbBU3k2j4i+FLCCiHyO/Q3YQ8ruFCSGUTFEQFM6vbPFjY2NZsWIFpaWlqs8jLALpjdTX1+PxeLj55psJDw9n4cKF2O12Vq1aRV1dHceOHeOuu+7Cz8+PxsZGTHPSs7Ovr4+dO3dy9uxZcnNzWbNmDdu2bSM5OZmsrCw1J4dJIbP//M//5JOf/OS0hKK0tBSYlFr2eDzExcWxe/du/Pz8SEhI0Ax8cHBQJ3H/+Mc/MnfuXHp7e1U/qbu7W8+XLI6dnZ3KkLHKclhNO8QGTrJmqSFb9WauJGRS1qpieLGUNLy9uEnDVxZxeeZlxyZ9g8LCQjZu3EhGRgaPPfYY+fn5rFy5kvb2dp599lkef/xx/v3f/50bbriBV199ldHRUdasWcNNN93EwMAADodDJznb2tq4cOEC1157Ld3d3YyMTBrHl5aWkpaWxunTp/X65ufna3lPdIF++tOfsnDhQt3t5+bmct9997F161at05eUlFBcXMz27ds5fPiw7rik5CvZuUA+syz4wuaSnqOwn+TnpIQqsVAWDDmHl8KsCO7WhqpwZ6UUI6uev7+/6jjLibrrrrs4ceIE+/fvZ82aNbhcLvbu3csDDzygddi33npLfStFkc/hcGhgT09P1/p3XV2dNmfa29tZtmyZaoEEBgbS0dGhdDOR6RwfH+f48eP6PanL9vX1kZGRQVZWFufOnaOjo4OOjg4N3F1dXcqCEAnehoYGZX6kpqZimiYbN25U3rO4/fj5+bF8+XKio6NJTU3lP/7jPxgdHVUJ3+LiYlwuFw888ACPP/64BqszZ87oNl62tDLBORPZu5TZ5PNJnVVMV2SrLtpBkmkKR1pu5traWjIzM3E4HGzdupWf/exn7Nq1izvvvBO3201BQQHBwcG0tLQQHx+vGe7Q0BBZWVnKRHr22Wd59tlncbvdatF38uRJVq5cSVtbGwUFBWRkZPC73/2O73znO7S1tVFWVsauXbvUOF0Sj6VLl9Lc3KzN70984hNKYQ0MDFRxu+zsbA0Mkp02NjaSlJSknqCFhYX09PToNK7Q7kZGRlR0SphAMoUMvKMOk9W4QwbXZqqvIkNKUm6THaH1+ll3v1KiEOqhLPyS1Ak7SqiBdXV13HbbbUqW+NrXvobD4WD79u3ExcVx9uxZamtrKSkp0ZJtV1cX1157LfHx8Rrg4+Pj+fWvf01WVhY7d+7UkovYNfb397N8+XLa2tro6Oigr69Pm6wyjfrQQw+xevVqABobGykrKwMm6bEf//jHpy22UmYKDg5WQThrSVd2MXJtpEkq51GSOMnM5fmxztfI0J6wrt4JsyK4C6wUINm6WceapSGXmJgIgNPp5P7772fHjh10dXWRnp6O3W7XjNTtdquOR2Njo24LnU6nBjlR6nO5XMroqK+vVy69cK6l/i8Lj5+fnz60DQ0NBAQE6LRjYmLiNGmB6urqaccv2y3pnkvtrKurSzPUsLAw6urqeOONN3R0XTjMDoeDmJgYEhISKC4u1tF8kZ41TZPm5mb27t3LunXrqKioYMGCBdockhvQ+uDPxKALoBQuEVYSgwfrNtRmszE8PKxMJKkvz507F5gclRVLhAAAIABJREFU7jh37hwlJSXU19fjdDrZvHkznZ2dfOELX+DJJ58kISGBa6+9lqKiItra2li0aBEulwvTNMnJyWFiYoKysjJGR0d58803iYqKUrvCc+fOaXnKz8+PJ554gjfeeINHH32U6upqfvazn1FWVkZaWppq/Mikak9PD/PmzVMJYJgclDtz5gyLFy9mz549bN26Vfn3u3fv5u/+7u9YvXo1Bw4coLm5GZvNxve//32+/OUvc88993D+/PlpOzp5Lvz9/VUtUXY7ksSIAJm1WW8V2psJyJyFBHOpJcvxCn3ZOmwlekaSucp9JxmoTPMGBQVpb8Hf358zZ87wT//0TwwPD/O5z32O+fPn4+fnx49+9CNgsuF+8OBB/vSnP/HCCy9oIzI0NFQTg8OHD5OWlqZJUFdXF93d3WRlZXH8+HEVHpN5h82bN/OpT32K1NRUCgsL+f3vf09YWBiRkZGEhIRw991309TUpDtSq2yvnAM5D7K7kkVQFjZr1i6xz6rWKouC8PCFPi27YaEZvxP+quBuGEYt0AeMA2OmaS4zDCMa+B2QDtQCnzRN89LLyxRkqy5ZndTL5INMTEzQ0dHBhQsXOHr0KOvXr2fjxo20tbXxyCOP8Nhjj1FZWcmmTZvYvXs3n/zkJ/n1r39NREQEVVVVOJ1OHYQRmV7RM5FJ1dzcXFWkk1IAoNkmoLUw2W6Jm1JwcDDz58/n2muv1YslWejExKQus8gDyB+puzmdTpULSEtLIyAggBMnTlBQUEBpaSlr165lYmKClpYWEhMTyczMJDg4mAMHDvDSSy/pAyDbb6FCHjx4kC1bttDf309raytpaWm0tbVNy/isDa4rDeu0sdyk1mlUKzPAz89PG6Qin1xVVaVb28cff5z6+npyc3N15+NwODh58iRFRUXcd999xMXFcfjwYW6++WaCgoLYvXs3mzZt4v777+dXv/oVAwMDaseYkJBAYWEhS5cuJTAwELfbTWtrK3fccYeqZf7Xf/0Xr7zyCps2bdIF0u12c+HCBdLT0/V6CetCMDAwwD/+4z9SW1vL6tWrKS0txel0UlRUxPDwMPn5+ezduxen06k8+cbGRhwOB/v372d8fBy73a6LofCr5fjlWZEMT3xy5Z5NSEhQDR1ZIK50gJfAJDtNYbpJJi/lBilhwtueoMIUkQRD2B9ShpKSgyxQEjCFDPDMM89oEJREadmyZeTl5fH5z3+esbFJg/rk5GTWrFnzjscvyq9HjhwhJSWF8PBwWlpaOHfunH6G8PBwnnjiCTo7O2loaKC4uJju7m6lpUoyYN05wXQpFWsskGslFQrh5I+MjGgTXF4nu2th48mORliE1kHFS+FKZO7rTdPssHz9ILDfNM0fGobx4NTX33m3N5DVy1r7lRXOGuT9/CaVGN1ut7qY19TUkJmZyebNm/nNb35DQUEBp0+fprKykrlz5+JyufB4PAwNDdHe3s7cuXO1yTM8PKwaMGNjkw4t1kZqV1eXDtGIzrRsvbxeL9HR0RQXF9PX18f8+fM1aw4ICKCpqYno6GjNTGX7KVtSqY0KY8Rut5OUlKQ3ssgIJCYmqlXg0NAQTqeTuLg43nrrLZUeFVrX6OgoTqdTh60CAgLYs2cPDzzwAJ2dnaSmpqp0LTBtPH4mtGUAdYMXDRkRSZJJYXkg4uLi6O7uVi9N2Xq+9tprbNq0iZSUFEZGRlSTZWJiAo/Hw4YNG7j++us5evQo1dXVLF68mKqqKgoKCvjhD39IeHg48+fPByaZDCLZK+P+0dHRtLW1kZ+fz4IFCzh16hRlZWXU19ezdetWbrjhBsrLy0lMTKS5uVn1UUpKSrDZbGRkZOD1eomLi6O5uZnExET27dtHf38/KSkp6uX6v//7v0RGRvLFL36R559/nqysLBISErjzzjtZuHAhn/70p3n66acJCQnhRz/6kZbLRLdemo9CixRTGmlQw9u8c4/Ho1mxlGeuNKRsMDw8rL6ngFJBJWhZh69kulJ+Tp4JKdmJBs3FOz1rQ1oSElnMpL9QWFhIcXHxNPqty+UiPT2dpKQkwsLCVCDQbrfjcDhUe+Z3v/udlmCqq6t1NsFaahJapXzd19c3rWxifZYBJWGIAJjEscjISG0qS81csnaZA/H391f1STlPsohJqQdQhtWlMBNlmS3A9VP/fgY4yHsEd3h7WElWJbmIslrBZAZ95MgRnE4nJ0+e5LrrrsMwDDo6OpiYmODTn/40zz77LNnZ2Tz77LN85StfUdu7gIAAsrKydOso7yvZTWhoKIGBgWqSHRIS8n+aWN3d3URHRwOTHNTi4mKqqqqmNbm2bt1KTU0Nv/nNb/T3iu2ZXEDhtwq3VXjJ69at03riLbfcQmFhIUFBQXR3d+NyuSgoKKCnp4eysjKKi4vp6ekhPj6ejRs3TmuiRUdHc/ToUR1gCgoKIi0tTd2fZKGwDjTNhCqkDCMJ40O23LKljImJwe12ExUVpXXF3t5ebDYbvb29VFZWKo0vJSWF6upqDMMgLS2NwcFBYmNjef755+np6aG3t5eqqipeeuklmpubycvL02vV2trK/PnziYmJ0cxdtHckGxQfXckmrbVN2R7LgIzX61XJ6ejoaI4fP66OQQDHjh0jLy9PdWmWL1+uE8mtra06PFdVVcXatWtZvny5mj8MDQ3R1dWluxg5h5L1SYlDzpecW2m4RUdHq71jWFiYZoQzAas2kVzXiYlJYw2RA5adrniTygIkQ4py3JLpymCdddhH6tlSErXqUMHbuwg5P7J4tLW14fF4OHbsmGbEskuVr4V6CGi2LsciOzjRkJIgK/FIekaStIgwnpXOLf8n58Y6eS+ezIDacYoZy8jIyDRTDiEOiCKofOZ3w19baDWB/zUM44RhGF+a+l6caZotUye9BYi9nDeSky3B3aqKJg+bv/+k8YVk44CKZ4m11saNG9X/9MiRIzo1J40oKcOEhYUpVVEejurqasLCwqisrCQ+Pl6t7yRTlK2YZCbl5eVa90pMTOTb3/42ISEhREVFERERoVv19evXT1t9+/v7dZWXbWhPTw91dXVqBrBr1y7sdjsbNmzgpptu4pZbbqG1tZXy8nL279+vWbcoQ8bHx2sjZ86cOXzjG9/ga1/7GgEBATz++OOa5dx6663Tuuzj4+M6+XilISUBGRABiI2NndbMlYVRslQ518HBwdTX12sz2TRNVq9ezdjYGPX19dp0Gxoa4s4779Tac1VVFcePH2fnzp16HD09PTz88MNqYBwREaGLWXNzMzExMfowDQ4OUl9fT1xcHHV1dQQFBalO++nTpzUxGB0d1ZKEZJvf+973+MEPfsDixYtJTExURdLnnnuOhx56iM9//vO0t7cTGRmJw+EgKSmJrq4u/vCHPzAxMUFkZCTV1dX8/ve/18xd5Dgk0JimqaUOGY6xqjJ2dnbqwA1M9itEqOzdYBjGTYZhnDcMo2pqx/2ekITIOl0p96B1bsFK+ZPSjNAj4W3jGynfSdCSoChJi1zzixuyVsq03Cuy2Mi/JYjLcciOQsQAJSMfHx9XerWVZWSlJQrH3OqJLAuY7OyklCKLhGTg8rd1NyD3vSR7Vt0qmYaVpER6FdI4fzf8tcH9WtM0lwKbga8YhnHd5f6gYRhfMgyjyDCMIlnVZBRfVj1ZDa2rtDQ8KioqgMmsTLK0trY2fvnLX1JRUUF2drZqPff39+P1ehkcHKS1tVVlWGNiYpg3bx5xcXG4XC7i4+OZN28e+fn5OhZvHWsGtDkihtoOhwObzcbq1as1UxSKY2trK+Hh4ao0Z07JGYgpr9TWbDabUvO8Xi9z5swhNjZWbz7JhrxeL729vfT39zM4OIjNZqOtrU1vdhlDF1qa+DuOjY3R2NjIyMgI8fHxKqokWYdk7lcawhCx0t3g7QdcGn6iFihUU+Edyza+vLxcNWQki5XdUEpKCi+//DJDQ0Pk5eVx8uRJfS/Zvr766qucPHlSzcY7Ozvp6upSfR0pk8miLBlkamqqPlC9vb1kZmbi8XiIjIzUJq1kx9/5znfo7+9n3759xMXFUVNTQ0pKCmfPnmXNmjUMDAzwxhtvsGbNGjIzM9Xc3OFwsGzZMuXGS7kNJnnict7sdrtSaJuamjQh6enpUUqpBDfpT0l2/F7CYYZh+AP/xeRzPB/4jGEY89/tZ0zTVK66BC1rrVmCpzTOJaCJ2JXsQPz8/LSEJNm53L9WiQ8JvrJwyO4X3t7tSyYuu3PrYKRk03KMVv65XH85JgmmsjhIpmwtLckuQLwUJBmVhU5EDa28dFlkpXFqJTRYzbFlwRTNINk9WqVY5By9G/6q4G6aZvPU3+3ALmAF0GYYRsLUCUgA2i/xs0+aprnMNM1lgNICrZoJUj+TrF5W3ubmZsLCwqiqqiI6Opq6ujpOnz7N2rVrefTRR7npppuIi4ujpKSEP/3pT5w5c4aenh5OnjxJc3MzxcXFFBUVkZKSoqP6wteVE52cnKzj5BI8RYTszJkzPP3008rFT0xMZNGiRdTW1nLgwAEqKytpa2sjNDSUoqIimpqauOuuuzRAmeakaYjQ9BYuXEhOTo5q5siNarfbaW9vp6mpSXcV4jeamZlJeHg4q1at0qCflJSE0+nUjCMiIgKn00lMTAw7duzAZrPR1NSki6WMM0sJ4kpDzpvH49HpUavokWjMyLZXHjqhhxnGpKiamBoDFBQUKNvB7XaTk5NDSkoK3//+9wkPD2fPnj0qDytemrW1taxfv57a2lpqa2sZHx8nPz9fg4xofgcFBamWt2jAyD0orlkTExNKoZWSXWtrKzk5OdpbOX/+PNHR0QwPD/Pggw+Snp4OTA5i+fn5cebMGUpKSkhISNDFf2hoiOPHj3Py5EkNShMTExoQxGy7t7d3WrPVz29SRExEwuS8S2CSkf33wAqgyjTNatM0R4DnmCyvXhJCebz42bQyPeSeskohhIWFqQuWdZxedigSZGXRsPaDJBkSBpA8r/JaYBq9UrJ6qeVLSUZ2bdK09fPzU6VOa1NY5lIkGbEyzKxT61bVS1loJTGVXYvEj4sXECsDRp4LeQ4AVcKU8yqJoOw036008xcHd8MwbIZh2OXfwCagFNgN/P3Uy/4e+NPlvqesRhLcZMpOaGHS6CgrK8PlclFTU8P69eux2WyMj0/6n7a0tJCenk5oaChZWVm0t7frA1hbW4vH46GhoUFpT0FBk7Z5ouUMqB58aGioygLIxevs7NTFIiBgUms7KiqKEydOaFYssgEdHR0cPXpUb4TIyEicTifx8fF84xvf0CbnwoULyc/PV2Pvjo4OPB4PNpuN/v5+EhISmDdvnnJyZcI1OztbJ1XlQZBGjGTnosVh3TEkJyerDosEdslIriTkAZFm78TEBJ2dnTrJK7zwqKgofdDkj1ATY2NjefPNN7nrrruUuuZwOIiLiyM2Npby8nJSUlI4cuSI7vbEYKO3t5f777+f/Px82traiIyMxG63MzQ0xJkzZ1S/3+l0auDs7+/n2muvVUVACULCnDIMg6amJmpra4mIiFC7P9M0KS8vZ8uWLYSHh3P//fdz++23c/DgQZ577jnKy8vxeDw6R5Gbm8uJEyfIyMggIiKC8vJydu/eTW9vL1FRUdO44RIsrYNJsgCYpqlJhixCra2tyouWwP8eSAIaLF83Tn3vkpDsWf4t95G1li0BG5gWZK1JlDzn1oAq2bz0wqRUI+cEUGVTKW9adwDShAV08ZOFRGrm1pq1VdDOys6TeYGLy5jy//K1dUdq3VVYpQfkNdbSkfQIZBcti5T05+S8yTHKM2Vlur0b/pqGahywa+oEBQC/NU3zz4ZhHAd+bxjGF4B6YOvlvJncDNI1t27l5WRKkNi1axfLly9XF6EHH3yQxx9/XJsVp0+fJi4ujhdffJG5c+dSXFxMdnY2iYmJ2mGWoSSx8RN2SWhoKHV1daxevXqaYfLg4CDBwcG8+eab2O12zYg7OjpYs2YNXq+Xo0eP0tvbS1lZmU4bwmTmWFNTQ3BwMOvXr2fNmjU8+uijfPOb3yQqKoqamhpqamp05yLyCVJWEncg4T+PjY3xpS99SRc/mWYUz9Wuri4N7osXL2b//v309fXpUMndd9/N9773PYBpwmkzARn6kgAgD6U8HGImLgu0bFmFBTIxMcG+ffu4/fbbcTqdlJaWkp2drUJf4ou6evVq3G43TU1NOJ1OlixZwunTp8nNzaW+vp6GhgatdQ8NDdHb26vG5jExMVoDTkhIYGJignnz5rF7926lmole+djYGFlZWVRXV+sAnLAaFi1aREdHB8uWLSM6Opr6+npOnTqlNFxxgzJNk/b2du68805ViJRJVCnzXPzAA3R2duoEs2i2iLY5oIwMKeWZpqlJyHvgndK//3NDTPXVpLc2PDQ0VGr9/3fy47UqUr7T7vCdfsYqTyxljosVSy/+2vI+rsHBwQ7r66w0Vevvsx6PvJ+19ySllYt/n1VY8J0+l9BOrT8z9VoX0GF9/cWKnfIzl/I2vrg3Zppm2ju+kL8iuJumWQ0seofve4AN7+e9pJEhK7C1+SLNC9m2yI29d+9ecnJy+PjHPw6gHXhxRBI65Le+9S0GBwc5fPgw1113nZo0yHSatREZERGhU4fd3d1ERkZOE/wZGxujra1N1eP6+/tJS0ujtraWgoICqqqq2Lt3L3/+859ZsmQJGzduZP78+axatQp/f388Hg8Oh4Pdu3crZfHYsWNERUVRW1urw0d+fn5ERkZSWVmpQkZdXV26wKxfv56Kigri4+NxuVyaVYr9WGBgIB6Ph/HxcR2xl8UzKipKDUVk2EUaSle6qSpb94mJCaKiohgeHtbzJqUh0ZuXgCaB3ev1YrPZKC8vn9YIzc7OVi58REQEycnJVFVVUVZWRkVFhco4nD59mm9961sA/OhHPyIvL4/XXnuNvLw8dacSyYPq6mr8/f1ZunQp6enpvPLKKwQEBJCfn6/3m9xjQvHz95+0fpRBN+l//OQnPwHg5MmTnD17VtkPkZGRREVFERoaisPhwOPxsGbNGv7whz/wwAMP8G//9m9a3pAtvSy60gOQDFJ2nP7+k4qMwk4R9pNMY/v7++N0OqdpKl0CjUCK5etkoPniF5mm+STw5NS1LZKS6mzCbD0u+OCPbVbY7EmWYh2vle1oaGioZnBWZkJpaSkul0vfQ1ZTCQQ5OTkMDQ3xgx/8gK6uLqUHlpeXk5qaypw5cygrK1P2CzCtlml1PxHrLqnNd3V14XK5GBkZIT8/H5hcLDo6Ojh06BBDQ0Pk5uZit9uJjo7W7rnT6WTDhg1897vfpby8nMDAQJxOJ6Ojo8yfP5+4uDitP9bX19PT00Nrayvt7e3Kw4+Pj8ftdlNUVMSbb77J+fPnVcxKdCikwSPmGJIVy5azs7NTud/WZtBlXqvLZlXI75QhGquxeWRkpGbnMs0XGBioxuFinwhvW8jFx8czNjZGZGSkDsKIO5bUUR0OhzIpxKFr8eLFHDlyhKCgIPbv368aI+IvOzQ0hN1uJy0tTUtfZ8+eJSIiQuUkurq6yMnJ0WDb1NSEy+ViYGCA1NRUamtr9XhHR0eprKyks7NT+dDyO2Wq1e12s3v3bqKionjuued0OElq1aOjo9jt9mk7WalVy3bf6/UqbVLOs9SlhVYqJcH3wHFgrmEYcwzDCAI+zWR51YcPMWaF/IBkllYnFBmlliBvbbRKkJUsMDw8nE984hM899xzmuVL+eFXv/oVt912G1VVVbz11lsEBARw8OBBEhMTSU5OZufOndx4442EhITQ0tKigvuyva2uriY2NhaXy8XLL7/M0qVLGRsbY8GCBQwMDCidbceOHfj7+1NQUEBISAjr1q1TZyEZUpLan1AZH3nkEbxeLy6Xi/7+fpxOJ/Pnz9cBLcm+pL586tQplTsQzusvfvELRkZGmDNnDtnZ2Sp2JsGutraW+Ph4mpqaNGiEh4ezYsUKamtr1Wz7cow6LKyKG5jM9o4bhrHbNM1zl/oZu92umbI0B8WeTEoQ1sAtmbtkzJ2dnaSkpFBYWMimTZuoqqqisrJS69wej4fw8HA1k5a6q2maPPzww3z1q19lyZIlJCQk8Nvf/pakpCTlwbvdbmqnXJaioqLYu3evKkXu2bOHT33qUzQ1Nal9odSIx8bG6OnpoaqqitWrV5OSksKePXt48MEHef3116mvr1cmSWpqqpq7BAUF6ezE8uXL2blzJ5s3b2bhwoWUlpZOM4GXkorL5dKhF0lgpFablpZGY2MjfX19mgAJo0N2PlaW0rs8f2OGYfx/wCuAP7DNNM2z73lD+DCrMSsyd0AzZOlYX6xRDW9PxUnpJjg4WBkRAwMDZGZmamOmv7+f7Oxs/uVf/oXFixezatUqqqqquOOOOwgJCSE7O5ugoCCys7N5/fXXqaqqoqamhtbWVurq6ujv79egExwcTFFREcnJyarB3djYSEJCArt27eKxxx7D7XZrDf/6669XaYOKigpGRkbo6uri8ccf59577+WZZ55Rjiy8XV9rbW1VOmRzczM1NTUsW7YMm81GWVmZSo9K516CpPCeX3rpJf785z/T1NREZWUlxcXFmg3GxcXpIim820984hO6/b+M7A7eJ6vC399fOf0iSyylJeH3WpvlYp4iTbXe3l6Cg4MpKyvjxz/+MQD/8A//AKDcZnlteHg4LpeLs2fPTqO3/fjHP6ayspKenh6ampoYHR0lPj4eP79Ja0av16v02MDAQFpaWujt7SUhIYHf/OY3apgdERGhuuALFiwAUAnmU6dO8eCDD7Jnzx6KiooYHBxUvaG+vj7dqQwNDREWFkZeXh7j4+O66/rlL3/JCy+8oOWYgIAAZUUI135gYEAXx4CAABISEqbVkmWiUxgsc+fO1abh5UgPmKa51zTNbNM0M03T/P5l3AtPXsZrrgZm63HBB3xssyK4S9AWWPntMiBg/Voyza6uLuUE//GPf+TMmTP09vYSGhpKfHw8IyOTVmMZGRnU1tby5ptvKi+1sLBQ1SL9/Pyora2lvb2d+vp6WltbdbBGGl3ikiPb3Pj4eDo6OnjllVe45557ePjhh3niiSe08efxeJS+FxAQwLlz5wgMDMRms+FwOGhra1P1wq6uLnXykRKElBhOnTqF2+2mpaVFRdBklHpsbIy+vj4N1iLH0NDQQGVlJRcuXKC+vp6wsDBWrlyprISQkBDa29sJCgrS8shl1tvfF6tCSidyjUU0TcpEMFnCSE5O1vMl50AYIdHR0Xg8HlJTU98+iKQkqquriYyM1JKFaINERkZy6tQpqqur1fVp+/btGuCEeij3UmZmJn5+firZLHrw1mEccYuqq6vTRrzT6dTd3dKlS8nPz6ekpIS4uDiqqqpwuVxERUUxOjqqWuvisCWG39/4xjc4ceKEXmNhWoghR3Bw8DRJjJSUFN2ZyoIdEhKif0vZKywsjObmZm22XubC/b4wVX+fdZitxwUf/LEZM8WSeF8HYRimjBYL5Usmtax2cNKEk9fdeOONbNiwgbvuuovk5GR27NhBfX09w8PDJCYm6kO1cOFCDhw4QEhICDfccANnzpzhJz/5CevXr+fUqVMqNSDlmNHRUb785S8zMjKCx+NhYGCAY8eO4fV6ueWWW2hsbOQHP/gBW7Zs4Wtf+xp33303zc3N7Nq1i+rqag1S4eHhbN++Xa3fZOoMUJMDq26OaDjHxMTo5Fxra6sGbquxhAwydHZ2qqJlcHAwbrdbWRvSM1i2bBnh4eE6XDV37lz1uty2bZuWxabYAScu1fQxDGMrcKNpmvdPff05YIVpml+1vMbKqMgBPEDHxe81C+Dib+u40kzTjJmB9/VhlmJW1NwlExF6nFV7wkr4Fx6sNJ06Ojpob2/XzOQzn/kMP/nJT3SiU2QJ6uvrCQoKIjY2lsrKSmJiYli4cCFutxtAJYCFfil0xL6+PmVTCC0yLCyMI0eOkJiYyKpVq/j0pz9NXV0dBw4coKSkROUAOjs7OXnyJH5+fiQmJqpSo2zTgWl6MKKnIU1Y6SXEx8fj8Xjo6OggNTVVg3xnZyeAUiFlfF9YHKLRIobRMTExHDt2TF19li1bxsDAgLrCX+Yi/56sCiujYurazkr2gu+4/jIYhnET8BiTtflfmab5ww/4928DPg60m6a5YOp776hEa0yyBB4DbgYGgHtN0zw5Q8eVAvwaiAcmgCdN03zsah7brCjLwNt6zjLBJeJANpvt/+gaC4umpKSEyMhIampq9H1EfjU8PJz09HT8/f2VBnn69GkyMzMJCwsjMzOTrKws1q5dS1ZWFm1tbboVdjqdnDp1Cq/XqwL+QjGLjIxk7ty5fPKTn2TNmjU4HA5aWlo4deoUERERREZGkpycjGmaWv+VgSmhucnkm2TyknXLiLLw1icmJrSpnJycTExMDHPnziUyMpKsrCyWLVtGZmam+rF6vV6l2Q0MDCiHvKenB4/Hw6pVq0hLS6O9vZ2MjAxM09Q+xWXCx6r4G8ZfIlMwA9gO3HTR90SJdi6wf+prmDzOuVN/vgT89wwe1xjwz6Zp5gKrmJRjmX81j21WZO4ygizNUgmA5pRmhVX7QabghAVgGAb79+/nmmuuASYpiaIzI03LmJgYrr/+egoLC3nhhRd44oknCA0N5amnnmLt2rVERUXx2muvKUNlbGyM7u5utXGTAZdrrrmGFStWsGXLFjo7Ozlw4AD33HMP4eHhLFiwQLP+yspK1YIIDg5WKz7RfR8cHJymTglvDxPJAIdMqglvW4ZzsrKytGEmpZTDhw+TmZmpkgsyBj40NERkZCQ2m426ujqVyx0fH+fRRx9lyZIlKk4l5/g9rpOPVfG3DW2oAxiGIQ31S7KlrjRM03zDMIz0i759KSXaLcCvzcnM8ahhGA7DMBLMKWHDK3xcLYAIJvYZhlHGZD/qqh3vjKt/AAASt0lEQVTbrMjcRXZA6GMyNCRNOBncEGU34U/LMIfVRiw8PFzH2aXGHBcXx+DgIIsWLWJwcFDFtkZHRzl06BDLly9nzZo1qjwnioVer1eNBAICApg/f742dNva2ujv7ycxMZGYmBjVJpcForS0VHUihBUTEhKiDT1Axb2CgoKU1SJaFZK1C086KiqKuro6FTsLDw8nOjqapUuXMnfuXFasWKFTqF6vl4mJCXV1lyatCGbJeLOwVd4Pz93HqphxzNbjgr9ApuADwqWUaK/K8U4tPkuAY1fz2GZFcBd5AatOsQw1WcV1JGO3Mmc8Ho+yBABuuukmNed1uVwEBASQkpLC/v37yczMZM6cOURGRnL69Gn27NnDrl27cDgc5OTksHr1auWES1lDFpx169bR3d3Nnj17qKio4MiRIwwPD7N//36VBBD6WnBwMK2trSrpaUwpyJmmSUtLC8PDw2RkZEwTRpPhHGFqSM/B4XBoWUcy/+joaM6fP69m0BkZGeTl5bF27VoKCgpUwlcWC1G4lEV0YmKC2NhYre0LFXGGru2sDFa+4/qLcFkyBbMIH/jxGoYRDvwR+Lppmu/mkjLjxzZrgrtw2q0lGsmaZUxcNJSl/BEYGEhjY+O095KpQ4fDAUxqTtfX16sXqp+fHy+88ALr16/XnxFtdmlcxsfHExQURFhYGAkJCSq5KbX3Q4cO8ZnPfIbS0lJqamro6OhQMSxxdImIiFDaZWBgoPqjCvVQeN1CQwwMDFQmjJ+fn/LmKyoqVBRNHIRaW1uVN3327Fk1GMjNzWX16tUqMxAWFkZsbKwqS4ozVHd3Nzk5OVoWmqnA7sNHDpclU3AVcCkl2g/0eA3DCGQysP/GNM3nr/axzYrgDmiGLI1FyeRFElZKLZK5i35GTU0Nfn5+XLhwAYDU1FR6e3tJT0+nq6tLdb1rampwu900Nzfz3HPPUVpaysMPP8y5c+fIyMjgn//5nxkaGlJjCam5i9Wex+PBz8+PnJwc7rjjDvbt20d1dTW33XYbbW1tqkYn6nLR0dHKa5cyiLjTiDqdlJVkIleMFdLS0igoKCAjI0Mbn1Ivt9lsHD16lKKiInV5yc7OZsGCBfj7+5Ofn6+NZ5mQFPnhqKgobVRHRUURHh5OUVHRjGi5vx+ZgpmAYRjbDMNoNwyj1PK9aMMwXjUMo3Lq76ip7xuGYfxs6ljPGIaxdAaPK8UwjNcMwygzDOOsYRhfmy3HdhmYrQ31SynR7gbumTqHq4Cemai3w+R1Av4fUGaa5k9mw7HNmuBuTOmeyOi41XZPJu+k2WoVGBO7ubNn3+7rDQ0N0dTUpLZpoq199uxZgoOD2bRpE/v37+fee+8lJyeHP//5z+Tk5DB37lzWrl2L3W7HZrPR0dFBZ2cn8fHxOBwOEhMTOXbsmE6hxsbGsmnTJrq6unTsXfjjNTU1aqMl8rWiNeJ0OqmtrSUvL0858VaHlYmJCRwOByEhIQQFBZGQkEBiYiLj4+Ps3r2blpYWysvL2bZtG+3t7Tz99NNs375dh6qMKYVI4bqHh4czb948srOziYmJYeXKlQQEBFBfXw+8rQFzBa+lj1Vxacw6VsXlwjTNMUAa6mXA7z/ohrphGDuAt4AcwzAajUn12R8CNxiGUcmkNIbQM/cC1UAV8BTwwAwe2rXA54CPGYZxaurPzVfz2GYFW0YCizQgAfVflPq7DDJJHVtYM16vl6amJjVEgEmz5ZaWFh3LlwnGoaEhMjMz6ezsJCsrix07dpCbm0teXh7nzp3TJmpycjJut1snYwcHB2lubqa1tZXY2Fh+9atfsWTJEvLy8pQ+KdlwdXU1LpeLlpYWwsPDMU2TtrY25afLKP6tt95Ke3s7KSkpNDU1YUzZbolee0hICPHx8Rr4xT6tv7+f7u5upU2KDG5ERMQ0DZeYmBjGxsZobW1lw4YNLF++nLq6OhwOB2FhYXR2dlJcXKzn8r30R94nfKyKSx/XrGNVvB+YprmXycB0VWCa5mcu8V//R4l26px9ZWaPSH/Xm7xzHR2u0rHNiuAOTDOMEEaM6H6bUw4kMlwk2bEI73d2dnL06FHuuOMO/Pz8yMzMpKysjK9+9av88pe/VLlU8UXdtWsXISEhNDY2UlxczG233UZFRQXPPfecGmp0d3eTn59PQ0ODGg2kpKTg7+9Pe3s7Xq+XkpISDh06xB133MHY2BglJSX09PQQHR2tPq+9vb2qzDg8PMzNN9/MnDlz2LhxI/Hx8Rw8eJD777+flpYWBgcHKS8vZ2xsjMOHD+N2u4mPj9cGrIylnzt3The748ePs3z5ck6dOsXAwABDQ0Pcc8896vd56623EhsbO83goba2Vnc8gC5iV9CN6Z2YACuv1Jv/FZjGXDAM472YCzMaQN+NVXG1j82HDz9mTXAXqqOoQMpIvNSDRd9DGqpCkwQ4evQo9913nypFRkVFsXDhQvbt28fixYvp7e2loqKCmpoa1UsXLRu73c727dvZvn07J06cwGazcfjwYbxeLzExMfT399PZ2UlSUhIul0tLJy+//DLt7e0kJSXR29tLYmLitGnU3t5ezcDtdjuDg4N861vfIjo6mpycHObMmaM6Knv27MHf35+MjAwSEhIYHx/nX//1Xzl27Bivvfaaat+Mj49zxx138PnPf55nnnmGoqIihoeHSU1NJSEhgX379hEfH09YWBhf//rXmZiYoL6+XpvT0qCVkpGcg8txdXmf8LEq3usXXsSqeJey2IftXPowSzArau5ChZRGqdXJHNCSgZQ/JKMXXeuWlhYGBgYoKioCICYmhujoaFpaWjh37pzS/sLDw7nhhhuUKpmcnEx0dDTJycnEx8ezaNEiHfKJjY1lfHyc7u5uFZrq6elhfHxcM+TIyEjVRRc5WDHTtg4MDQwMkJOTQ3R0NElJSQQHB9PW1sZTTz3FxMQEn/rUp8jLyyMjI4OQkBCt98v0aV9fn9JB6+vrGRsb49ZbbyU5OZlFixZhmqa6rq9YsYLx8XHKyso4ceIEsbGxtLS0UFdXR3FxMZWVlco2ksa11bPxCsHHqngXzDZWhQ8fTcyK4C51dQk0gOqvyHRocHCwDufI0I1MoIroVmnpJDEiOTkZQP07xTW+pKSE3/72tyQmJmomaxgGWVlZnDhxgvvuu4/S0lLS09MZGxvTAaDh4WHS09OZmJhg06ZNLF68mJGREb797W+zcuVK1SHv6uoiKiqKQ4cOkZCQoOJnCxYsYMmSJbjdbgYHB3E6nfz85z8nJiZGFSo9Hg9FRUXU1dXR19dHfX09drudwMBAbr/9dq655hry8vIoKiri6aefpqmpiaVLl2rGfuzYMcLDw8nKytJyS3p6Oo2NjfT399PY2MiZM2fUwFf6F8HBwcrcuYLwsSougdnIqvDho4lZE9xF8VH+lpKMOPPIiLyUD0TmVv7t7+8/jfMuzciYmBiqq6tJSEjA39+fj33sY/T399Pf36+Mkp6eHg4cOMD58+dZu3YtCxcupKenR4eMbDYbdrud0NBQ/P39SUhIIDs7mwMHDlBUVITD4dCRf6/XS09PD/7+/thsNuLj48nJyQFQ+eHDhw+TmJhIaGgoTU1N1NXV0dDQgN1uVy378PBwamtrsdvtnD17lv7+fg4fPoyfnx8DAwOUlJSoxndzczMXLlxQkTOn06m8/LGxMTwejy6eImkgk7+i2XMF6+0+VsW7Y9axKnz4aGJW1NwlYJtTxtVCh5Qmq/wtEgUygSnBKigoSGVxBWlpacTGxtLU1ERhYSE//elPqaurY+PGjRw+fJju7m5aW1tJSEigtbWVmpoaCgsL1dTC6XSqubDX61VP0gMHDtDT00Npaana3kmAHRkZobu7m7i4OJqbm3G5XHi9XtWd2bBhAwcPHlTOuZRgRDGyra2NuLg4/VzBwcFkZmbS1NRETU0NMTExxMTEsGHDBl5++WXKysrYunUrqampNDc3093drd6c5eXlBAQEUFdXp8NU4pxuHVoSjZsr7Z/qY1W8M2Yjq8KHjyZmRXCHyezdZrMxODioWaQ0/EJCQlQSV9x9xLRgbGyMgYEBvF7vtKAVERFBW1sbMTExZGZmUlxcrPVoUZKMiooiLi6OyMhIqqqqSE5Opq6ujpSUyRKnlITCwsLUgq+hoYHu7m4mJiZoamqir6+PiIgIrcGXl5cDkzX4uLg45s6dS0BAgNbOJcN3uVx0dHTQ19dHXFycenm2trZqoBUDi82bNzMwMMDOnTvp7+/nf/7nf/jsZz/La6+9xtNPP01zczNBQUEMDg5SWVnJ2NgYubm5KqwmvQMJ8FZDbNHHv8JlGR988OEqY9Y80aIrIwFHuO0SsGWq0zAMNdWQrNOYchiyaszIxGpbWxsOh4OqqirS09Opra0lKiqK6OhohoaGVH7X5XIxPj6uvqxerxdAfT4nJiYYGhqivLwc0zSZM2cOc+bMUVkDCZx2u13dhSIiIrjlllsICAggJCSEkpISDeoSYIX3Pj4+rnIEotEuhsdBQUE4HA6uueYaOjs7GRsb4/nnn8dut+N2u5XLLwbMYq7c3t5OSEiIygxI41okHqw6PlbxNR988OHDjxkL7sb7GD+XADM4OKglBCnNSAPVNE1leUgwk+A0NDTE+fPnsdvtaqe2YMEC1q1bh81m09cKPzw7OxubzcbChQtVc0VKO4ZhqLmFsHLa29sJCwtTI+tVq1YxOjqq0gaiwOj1eqmrq1PFyhUrVhAaGkpqaqr2CBobG2loaKCrq4uMjAzi4uJoamrixIkTtLa2qo5NUlKSZvOi1Z6Xl8fmzZtZuXIlmZmZdHd3U1VVRV5ennplDg8PExISogwh0XIXNUhAnaxEWGwmhcN88MGHq4MZCe7vd/xcArjY6w0MDEzz25SBHRnxl6ArejRBQUHKbJmyitNyigz+9Pb20tfXR25uLikpKaSmpjI6OsrAwABut1u54MHBwSQmJhISEqJaMbJT6OrqIiAggN7eXrKystQS0DRNLQvJYiPlEH9/f7q7u2lqalLT4oSEBA32fX19DAwM6LFGRkbqeRFJAtmdyGdNSUkhNjaWiIgIkpOTuXDhAsHBwXR0dGj2L2bdwpu32+34+/tjGIa+5/DwsCpvhoeHz8St4IMPPlwlzFTmruPnpmmOADJ+/o6QzF0GmKxcd1FM9Pf3VwnesLAw/P39CQ4OViejhoYGRkdHaWpqAianLtvb21WffXh4mMLCQl5//XXWrVvH2bNnqaurIykpiaCgIDXWEL636KcPDw/j5+dHc3Mz/f39mKap4/9jY2Pk5+djs9m0dBMfH4/NZqO1tVWnVIuKiti7dy9jY2PT2DednZ00NTURGRmpLCHhtIuWjtvtJjExUY9LpJB7e3vJzc1l8+bNeu7sdjvNzc3YbDbKy8upqKhgcHAQu91Oamoqg4ODOv0r/QvpWfT19c3QreCDDz5cDcxUcH9PIXrDML5kGEaRMekZKd9TEw3J0kdGRlQR0jrtKdOpoovS2NhIYGAglZWV+jvWrVtHWlqayu/a7XbOnz/P3r17Wbp06bRmo1jSiW764OCgShCHhoYSHR3N4OAgNpuN7u5uxsfHaWtr08Ekm81GSkoKXq8Xm83Ghg0bGB0dZXR0lCNHjvDqq69SU1OD0+nEbrfT0dGhC4L0BcR2LywsDMMwsNvthISE0NXVpQuflJhWrlyJzWZjwYIFrFmzRssxoqNjmiaxsbHqZCUiZFaZASkfBQUFzYgypA8++HD1YFzhsfPJNzWMrcCNpmneP/X154AVpml+9RKvdwNeZqcb/Uxippzu/xqkmaYZc7UPwgcffPjrMFNUyPc1Mm2aZowxy13fZwJ/i5/ZBx98+GAwU2WZ2Tp+7oMPPvjwN4EZydxN0xwzDEPGz/2BbR/0+LkPPvjgw98yZmxC9S8YP5/NxsAzhb/Fz+yDDz58AJiRhqoPPvjggw9XF7NGfsAHH3zwwYcrh6se3N+PTMGHDYZhbDMMo90wjFLL9z4MLvc++ODDhxxXNbi/X5mCDyG2Azdd9L1Z73Lvgw8+fPhxtTP39yVT8GGDaZpvAJ0XfXsLk+72TP19u+X7vzYncRRwiO2aDz744MP7xdUO7u8pU/ARxDSXe+C9XO598MEHH943rnZw9zm7vw3fufDBBx+uGK52cP9bdHb3udz74IMPM46rHdz/FmUKfC73Pvjgw4zjqnqoftRlCgzD2AFcD7gMw2gE/o1JV/vfG4bxBaAe2Dr18r3AzUy63A8A933gB+yDDz58ZOCbUPXBBx98+AjiapdlfPDBBx98mAH4grsPPvjgw0cQvuDugw8++PARhC+4++CDDz58BOEL7j744IMPH0H4grsPPvjgw0cQvuDugw8++PARhC+4++CDDz58BPH/A6i7IIaSB7wIAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# visualize center slices\n", - "slice_0 = ras_acpc_pret1_data[128, :, :]\n", - "slice_1 = ras_acpc_pret1_data[:, 80, :]\n", - "slice_2 = ras_acpc_pret1_data[:, :, 94]\n", - "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for ACPC detect pre T1 image\")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(256, 160, 189)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-orient to RAS coordinates\n", - "ras_acpc_postt1 = nb.as_closest_canonical(acpc_postt1)\n", - "ras_acpc_postt1_data = ras_acpc_postt1.get_fdata()\n", - "ras_acpc_postt1_data_squeezed = np.squeeze(ras_acpc_postt1_data, axis=3)\n", - "ras_acpc_postt1_data_squeezed.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Center slices for ACPC detect post T1 image')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# visualize center slices\n", - "slice_0 = ras_acpc_postt1_data_squeezed[128, :, :]\n", - "slice_1 = ras_acpc_postt1_data_squeezed[:, 80, :]\n", - "slice_2 = ras_acpc_postt1_data_squeezed[:, :, 94]\n", - "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for ACPC detect post T1 image\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## First Coregistration Post -> Pre" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(256, 160, 189)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-orient to RAS coordinates\n", - "ras_postonpre_t1 = nb.as_closest_canonical(postonpre_t1)\n", - "ras_postonpre_t1_data = ras_acpc_postt1.get_fdata()\n", - "ras_postonpre_t1_data_squeezed = np.squeeze(ras_postonpre_t1_data, axis = 3)\n", - "ras_postonpre_t1_data_squeezed.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Center slices for first coregistration image')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# visualize center slices\n", - "slice_0 = ras_postonpre_t1_data_squeezed[128, :, :]\n", - "slice_1 = ras_postonpre_t1_data_squeezed[:, 80, :]\n", - "slice_2 = ras_postonpre_t1_data_squeezed[:, :, 94]\n", - "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for first coregistration image\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Seg3D mask of the Post Coregistered to Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Second Coregistration Post -> Freesurfer Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Seg3D mask mapped to Freesurfer Pre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.6" - }, - "toc-autonumbering": true - }, - "nbformat": 4, - "nbformat_minor": 4 -} From f484d1f58ab0d175cba01b34c3156c17daccfdaa Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Tue, 21 Jul 2020 04:51:52 -0400 Subject: [PATCH 12/25] Updating file --- .../validation_of_postsurgicalmasking.ipynb | 50 +++++++++---------- 1 file changed, 25 insertions(+), 25 deletions(-) diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb index 3ce099c..b646f87 100644 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -146,7 +146,7 @@ "(256, 160, 189)" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -193,7 +193,7 @@ "slice_2 = ras_robustfov_pret1_data[:, :, 94]\n", "show_slices([slice_0, slice_1, slice_2])\n", "plt.tight_layout()\n", - "plt.suptitle(\"sub-la02_ses-presurgery_proc-robustfov_T1w.nii\")" + "plt.suptitle(robustfov_pret1_basename)" ] }, { @@ -221,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -230,7 +230,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 16, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -254,7 +254,7 @@ "slice_2 = ras_robustfov_postt1_data[:, :, 94]\n", "show_slices([slice_0, slice_1, slice_2])\n", "plt.tight_layout()\n", - "plt.suptitle(\"sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz\")" + "plt.suptitle(robustfov_postt1_basename)" ] }, { @@ -266,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -275,7 +275,7 @@ "(256, 160, 189)" ] }, - "execution_count": 17, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -289,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -298,7 +298,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 18, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, @@ -322,12 +322,12 @@ "slice_2 = ras_acpc_pret1_data[:, :, 94]\n", "show_slices([slice_0, slice_1, slice_2])\n", "plt.tight_layout()\n", - "plt.suptitle(\"sub-la02_ses-presurgery_space-RAS_T1w.nii\")" + "plt.suptitle(acpc_pret1_basename)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -336,7 +336,7 @@ "(256, 160, 189)" ] }, - "execution_count": 19, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -351,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -360,7 +360,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 20, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, @@ -384,7 +384,7 @@ "slice_2 = ras_acpc_postt1_data_squeezed[:, :, 94]\n", "show_slices([slice_0, slice_1, slice_2])\n", "plt.tight_layout()\n", - "plt.suptitle(\"sub-la02_ses-postsurgery_space-RAS_T1w.nii\")" + "plt.suptitle(acpc_postt1_basename)" ] }, { @@ -396,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -405,7 +405,7 @@ "(256, 160, 189)" ] }, - "execution_count": 21, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -420,7 +420,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -429,7 +429,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_CT.nii')" ] }, - "execution_count": 22, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, @@ -453,7 +453,7 @@ "slice_2 = ras_postonpre_t1_data_squeezed[:, :, 94]\n", "show_slices([slice_0, slice_1, slice_2])\n", "plt.tight_layout()\n", - "plt.suptitle(\"sub-la02_ses-presurgery_CT.nii\")" + "plt.suptitle(postonpre_t1_basename)" ] }, { From 0f28a144018a8182a2ded52b1382553b45340a60 Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Wed, 22 Jul 2020 02:29:20 -0400 Subject: [PATCH 13/25] Updating file --- .../validation_of_postsurgicalmasking.ipynb | 56 +++++++++---------- 1 file changed, 28 insertions(+), 28 deletions(-) diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb index b646f87..42dd756 100644 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -96,15 +96,15 @@ "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", "\n", "# after coregistration\n", - "postonpre_t1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='CT.nii')\n", - "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'ct' / postonpre_t1_basename\n", + "postonpre_t1_basename = make_bids_basename(subject=subject, session='postonpre', suffix='T1w.nii.gz')\n", + "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'coregistration' / postonpre_t1_basename\n", "\n", "# etc.\n" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -146,7 +146,7 @@ "(256, 160, 189)" ] }, - "execution_count": 6, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -160,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -169,7 +169,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -198,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -207,7 +207,7 @@ "(256, 160, 189)" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -221,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -230,7 +230,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, @@ -266,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -275,7 +275,7 @@ "(256, 160, 189)" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -289,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -298,7 +298,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, @@ -327,7 +327,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -336,7 +336,7 @@ "(256, 160, 189)" ] }, - "execution_count": 15, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -351,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -360,7 +360,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, @@ -396,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -405,7 +405,7 @@ "(256, 160, 189)" ] }, - "execution_count": 17, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -420,22 +420,22 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-presurgery_CT.nii')" + "Text(0.5, 0.98, 'sub-la02_ses-postonpre_T1w.nii.gz')" ] }, - "execution_count": 18, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] From 3b1efd1406f21e33667b8d5b9a02ca57cef3e257 Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Mon, 27 Jul 2020 04:51:58 -0400 Subject: [PATCH 14/25] Updating file --- .../validation_of_postsurgicalmasking.ipynb | 146 ++++++++++++++---- 1 file changed, 113 insertions(+), 33 deletions(-) diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb index 42dd756..6420bd0 100644 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -29,13 +29,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "# load functions\n", "import nibabel as nb\n", "import numpy as np\n", + "import nrrd\n", "import sys\n", "from pathlib import Path\n", "import matplotlib.pyplot as plt" @@ -43,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -55,7 +56,19 @@ "def show_slices(slices):\n", " fig, axes = plt.subplots(1, len(slices))\n", " for i, slice in enumerate(slices):\n", - " axes[i].imshow(slice.T, cmap=\"gray\", origin=\"lower\")" + " axes[i].imshow(slice.T, cmap=\"gray\", origin=\"lower\")\n", + "\n", + "def transform(coords, src_img, dest_img, transform_mat):\n", + " import subprocess\n", + " coords_str = \" \".join([str(x) for x in coords])\n", + " cp = subprocess.run(\n", + " \"echo %s | img2imgcoord -mm -src %s -dest %s -xfm %s\"\n", + " % (coords_str, src_img, dest_img, transform_mat),\n", + " shell=True,\n", + " stdout=subprocess.PIPE,\n", + " )\n", + " transformed_coords_str = cp.stdout.decode(\"ascii\").strip().split(\"\\n\")[-1]\n", + " return np.array([float(x) for x in transformed_coords_str.split(\" \") if x])" ] }, { @@ -69,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ @@ -95,16 +108,14 @@ "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii')\n", "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", "\n", - "# after coregistration\n", + "# after coregistration post on pre\n", "postonpre_t1_basename = make_bids_basename(subject=subject, session='postonpre', suffix='T1w.nii.gz')\n", - "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'coregistration' / postonpre_t1_basename\n", - "\n", - "# etc.\n" + "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'coregistration' / postonpre_t1_basename\n" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 79, "metadata": {}, "outputs": [ { @@ -146,7 +157,7 @@ "(256, 160, 189)" ] }, - "execution_count": 11, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" } @@ -160,7 +171,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -169,7 +180,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 12, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" }, @@ -198,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 81, "metadata": {}, "outputs": [ { @@ -207,7 +218,7 @@ "(256, 160, 189)" ] }, - "execution_count": 13, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -221,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 82, "metadata": {}, "outputs": [ { @@ -230,7 +241,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 14, + "execution_count": 82, "metadata": {}, "output_type": "execute_result" }, @@ -266,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 83, "metadata": {}, "outputs": [ { @@ -275,7 +286,7 @@ "(256, 160, 189)" ] }, - "execution_count": 15, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" } @@ -289,7 +300,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 84, "metadata": {}, "outputs": [ { @@ -298,7 +309,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 16, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" }, @@ -327,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 85, "metadata": {}, "outputs": [ { @@ -336,7 +347,7 @@ "(256, 160, 189)" ] }, - "execution_count": 17, + "execution_count": 85, "metadata": {}, "output_type": "execute_result" } @@ -351,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 86, "metadata": {}, "outputs": [ { @@ -360,7 +371,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 18, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" }, @@ -396,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -405,7 +416,7 @@ "(256, 160, 189)" ] }, - "execution_count": 19, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -420,7 +431,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 88, "metadata": {}, "outputs": [ { @@ -429,7 +440,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postonpre_T1w.nii.gz')" ] }, - "execution_count": 20, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, @@ -465,10 +476,65 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 134, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(256, 160, 189)\n" + ] + } + ], + "source": [ + "# load postmri mask\n", + "mask_post_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nrrd')\n", + "mask_post_fpath = bids_root / f'sub-{subject}' / 'coregistration' / mask_post_basename\n", + "mask_post = open(mask_post_fpath, \"rb\")\n", + "\n", + "# load nrrd file of postmri mask as array\n", + "mask_post_data, header = nrrd.read(mask_post_fpath, index_order='F')\n", + "print(mask_post_data.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd')" + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize center slices\n", + "slice_0 = mask_post_data[141, :, :]\n", + "slice_1 = mask_post_data[:, 122, :]\n", + "slice_2 = mask_post_data[:, :, 73]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.tight_layout()\n", + "plt.suptitle(mask_post_basename)" + ] }, { "cell_type": "markdown", @@ -496,7 +562,21 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# load xfm transformation file\n", + "postonpre_mat = bids_root / 'la02' / 'postsurgerymri' / 'sub-la02_from-presurgeryT1w_to-postsurgeryT1w_mode-image_xfm.mat'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# transform postmri mask to premri\n", + "posttopre_data = transform([256, 160, 189], mask_post_data, ras_acpc_pret1_data , postonpre_mat)\n", + "print(posttopre_data.shape)" + ] } ], "metadata": { From c7713467062d8e30275a0cc3ab922c3223406799 Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Tue, 28 Jul 2020 04:05:49 -0400 Subject: [PATCH 15/25] Updating file --- .../validation_of_postsurgicalmasking.ipynb | 120 ++++++++++++++++-- 1 file changed, 110 insertions(+), 10 deletions(-) diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb index 6420bd0..e941464 100644 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 143, "metadata": {}, "outputs": [], "source": [ @@ -39,12 +39,14 @@ "import nrrd\n", "import sys\n", "from pathlib import Path\n", - "import matplotlib.pyplot as plt" + "import matplotlib.pyplot as plt\n", + "from PIL import Image\n", + "from nilearn import plotting, image" ] }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 171, "metadata": {}, "outputs": [], "source": [ @@ -58,6 +60,10 @@ " for i, slice in enumerate(slices):\n", " axes[i].imshow(slice.T, cmap=\"gray\", origin=\"lower\")\n", "\n", + "def overlay_slices(slice1, slice2):\n", + " plt.imshow(slice1.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", + " plt.imshow(slice2.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "\n", "def transform(coords, src_img, dest_img, transform_mat):\n", " import subprocess\n", " coords_str = \" \".join([str(x) for x in coords])\n", @@ -82,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 138, "metadata": {}, "outputs": [], "source": [ @@ -115,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 139, "metadata": {}, "outputs": [], "source": [ @@ -148,7 +154,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 140, "metadata": {}, "outputs": [ { @@ -157,7 +163,7 @@ "(256, 160, 189)" ] }, - "execution_count": 79, + "execution_count": 140, "metadata": {}, "output_type": "execute_result" } @@ -476,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 163, "metadata": {}, "outputs": [ { @@ -500,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 164, "metadata": {}, "outputs": [ { @@ -509,7 +515,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd')" ] }, - "execution_count": 135, + "execution_count": 164, "metadata": {}, "output_type": "execute_result" }, @@ -536,6 +542,100 @@ "plt.suptitle(mask_post_basename)" ] }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postsurgery_space-RAS_T1w.nii')" + ] + }, + "execution_count": 181, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# postmri\n", + "slice_0 = ras_postonpre_t1_data_squeezed[141, :, :]\n", + "slice_1 = ras_postonpre_t1_data_squeezed[:, 122, :]\n", + "slice_2 = ras_postonpre_t1_data_squeezed[:, :, 116]\n", + "#show_slices([slice_0, slice_1, slice_2])\n", + "\n", + "# segmentation of postmri\n", + "slice_01 = mask_post_data[141, :, :]\n", + "slice_11 = mask_post_data[:, 122, :]\n", + "slice_21 = mask_post_data[:, :, 73]\n", + "#show_slices([slice_0, slice_1, slice_2])\n", + "\n", + "# visualize overlay of postmri and its corresponding segmentation\n", + "fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n", + "ax1.imshow(slice_0.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", + "ax1.imshow(slice_01.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "\n", + "ax2.imshow(slice_1.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", + "ax2.imshow(slice_11.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "\n", + "ax3.imshow(slice_2.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", + "ax3.imshow(slice_21.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "\n", + "plt.tight_layout()\n", + "plt.suptitle(mask_post_basename + \" on \" + acpc_postt1_basename)" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# convert mask to nifti\n", + "mask_img = nb.Nifti1Image(mask_post_data, affine=np.eye(4))\n", + "display = plotting.plot_anat(new_image) #How to fix?\n", + "\n", + "# overlay mask to postmri\n", + "display1 = plotting.plot_anat(ras_acpc_postt1)\n", + "display1.add_overlay(new_image)\n", + "\n", + "plotting.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, From 62b0b696572d25faaf8dbb7fd56a6f2a4dc720ec Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Wed, 29 Jul 2020 04:04:04 -0400 Subject: [PATCH 16/25] Updating file --- .../validation_of_postsurgicalmasking.ipynb | 126 +++++++++++++----- 1 file changed, 92 insertions(+), 34 deletions(-) diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb index e941464..0f73c80 100644 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 171, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -121,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -154,7 +154,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -163,7 +163,7 @@ "(256, 160, 189)" ] }, - "execution_count": 140, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -177,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -186,7 +186,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 80, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -215,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -224,7 +224,7 @@ "(256, 160, 189)" ] }, - "execution_count": 81, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -238,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -247,7 +247,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 82, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, @@ -283,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -292,7 +292,7 @@ "(256, 160, 189)" ] }, - "execution_count": 83, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -306,7 +306,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -315,7 +315,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 84, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, @@ -344,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -353,7 +353,7 @@ "(256, 160, 189)" ] }, - "execution_count": 85, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -368,7 +368,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -377,7 +377,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 86, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, @@ -413,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -422,7 +422,7 @@ "(256, 160, 189)" ] }, - "execution_count": 87, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -437,7 +437,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -446,7 +446,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postonpre_T1w.nii.gz')" ] }, - "execution_count": 88, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -482,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 163, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -506,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 164, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -515,7 +515,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd')" ] }, - "execution_count": 164, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, @@ -544,22 +544,22 @@ }, { "cell_type": "code", - "execution_count": 181, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postsurgery_space-RAS_T1w.nii')" + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postonpre_T1w.nii.gz')" ] }, - "execution_count": 181, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -571,7 +571,7 @@ } ], "source": [ - "# postmri\n", + "# post on pre\n", "slice_0 = ras_postonpre_t1_data_squeezed[141, :, :]\n", "slice_1 = ras_postonpre_t1_data_squeezed[:, 122, :]\n", "slice_2 = ras_postonpre_t1_data_squeezed[:, :, 116]\n", @@ -583,7 +583,65 @@ "slice_21 = mask_post_data[:, :, 73]\n", "#show_slices([slice_0, slice_1, slice_2])\n", "\n", - "# visualize overlay of postmri and its corresponding segmentation\n", + "# visualize overlay of coregistered image (post on pre) and postmri segmentation\n", + "# sagittal, coronal, axial from left to right\n", + "fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n", + "ax1.imshow(slice_0.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", + "ax1.imshow(slice_01.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "\n", + "ax2.imshow(slice_1.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", + "ax2.imshow(slice_11.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "\n", + "ax3.imshow(slice_2.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", + "ax3.imshow(slice_21.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "\n", + "plt.tight_layout()\n", + "plt.suptitle(mask_post_basename + \" on \" + postonpre_t1_basename)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# postmri\n", + "slice_0 = ras_robustfov_postt1_data[141, :, :]\n", + "slice_1 = ras_robustfov_postt1_data[:, 122, :]\n", + "slice_2 = ras_robustfov_postt1_data[:, :, 116]\n", + "#show_slices([slice_0, slice_1, slice_2])\n", + "\n", + "# segmentation of postmri\n", + "slice_01 = mask_post_data[141, :, :]\n", + "slice_11 = mask_post_data[:, 122, :]\n", + "slice_21 = mask_post_data[:, :, 73]\n", + "#show_slices([slice_0, slice_1, slice_2])\n", + "\n", + "# visualize overlay of postmri and its corresponding segmentation mask\n", + "# sagittal, coronal, axial from left to right\n", "fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n", "ax1.imshow(slice_0.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", "ax1.imshow(slice_01.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", @@ -595,7 +653,7 @@ "ax3.imshow(slice_21.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", "\n", "plt.tight_layout()\n", - "plt.suptitle(mask_post_basename + \" on \" + acpc_postt1_basename)" + "plt.suptitle(mask_post_basename + \" on \" + robustfov_postt1_basename)" ] }, { From d86c116246621ec14013fa732c7b9b2dd28a6ac9 Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Tue, 11 Aug 2020 01:49:52 -0400 Subject: [PATCH 17/25] Updating file --- .../validation_of_postsurgicalmasking.ipynb | 420 +++++++++++++----- 1 file changed, 304 insertions(+), 116 deletions(-) diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb index 0f73c80..dd65ccd 100644 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -29,11 +29,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "# load functions\n", + "### lOAD FUNCTIONS\n", "import nibabel as nb\n", "import numpy as np\n", "import nrrd\n", @@ -41,29 +41,22 @@ "from pathlib import Path\n", "import matplotlib.pyplot as plt\n", "from PIL import Image\n", - "from nilearn import plotting, image" + "from mne_bids import make_bids_basename" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "# define certain functions\n", - "from mne_bids import make_bids_basename\n", - "subject = 'la02'\n", - "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")\n", - "\n", + "### DEFINE FUNCTIONS\n", + "# visualize list of slices\n", "def show_slices(slices):\n", " fig, axes = plt.subplots(1, len(slices))\n", " for i, slice in enumerate(slices):\n", " axes[i].imshow(slice.T, cmap=\"gray\", origin=\"lower\")\n", "\n", - "def overlay_slices(slice1, slice2):\n", - " plt.imshow(slice1.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - " plt.imshow(slice2.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", - "\n", "def transform(coords, src_img, dest_img, transform_mat):\n", " import subprocess\n", " coords_str = \" \".join([str(x) for x in coords])\n", @@ -88,10 +81,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ + "# set subject and root path\n", + "subject = 'la02'\n", + "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")\n", + "\n", "### DEFINE FILE PATHS\n", "# original T1 MRI nifti files\n", "pret1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='T1w.nii')\n", @@ -121,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -149,12 +146,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## RobustFOV" + "## RobustFOV - PreT1" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -163,7 +160,7 @@ "(256, 160, 189)" ] }, - "execution_count": 11, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -171,13 +168,15 @@ "source": [ "# re-orient to RAS coordinates\n", "ras_robustfov_pret1 = nb.as_closest_canonical(robustfov_pret1)\n", + "\n", + "# load and check dimensions\n", "ras_robustfov_pret1_data = ras_robustfov_pret1.get_fdata()\n", "ras_robustfov_pret1_data.shape" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -186,7 +185,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 12, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, @@ -204,7 +203,7 @@ } ], "source": [ - "# visualize center slices\n", + "# visualize center slices (sagittal, coronal, axial)\n", "slice_0 = ras_robustfov_pret1_data[128, :, :]\n", "slice_1 = ras_robustfov_pret1_data[:, 80, :]\n", "slice_2 = ras_robustfov_pret1_data[:, :, 94]\n", @@ -213,9 +212,16 @@ "plt.suptitle(robustfov_pret1_basename)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RobustFOV - PostT1" + ] + }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -224,7 +230,7 @@ "(256, 160, 189)" ] }, - "execution_count": 13, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -238,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -247,7 +253,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 14, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, @@ -265,7 +271,7 @@ } ], "source": [ - "# visualize center slices\n", + "# visualize center slices (sagittal, coronal, axial)\n", "slice_0 = ras_robustfov_postt1_data[128, :, :]\n", "slice_1 = ras_robustfov_postt1_data[:, 80, :]\n", "slice_2 = ras_robustfov_postt1_data[:, :, 94]\n", @@ -278,7 +284,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## ACPC Detect" + "## ACPC Detect - PreT1" ] }, { @@ -300,6 +306,8 @@ "source": [ "# re-orient to RAS coordinates\n", "ras_acpc_pret1 = nb.as_closest_canonical(acpc_pret1)\n", + "\n", + "# load and check dimensions \n", "ras_acpc_pret1_data = ras_acpc_pret1.get_fdata()\n", "ras_acpc_pret1_data.shape" ] @@ -333,7 +341,7 @@ } ], "source": [ - "# visualize center slices\n", + "# visualize center slices (sagittal, coronal, axial)\n", "slice_0 = ras_acpc_pret1_data[128, :, :]\n", "slice_1 = ras_acpc_pret1_data[:, 80, :]\n", "slice_2 = ras_acpc_pret1_data[:, :, 94]\n", @@ -342,6 +350,13 @@ "plt.suptitle(acpc_pret1_basename)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ACPC Detect - PostT1" + ] + }, { "cell_type": "code", "execution_count": 17, @@ -361,6 +376,8 @@ "source": [ "# re-orient to RAS coordinates\n", "ras_acpc_postt1 = nb.as_closest_canonical(acpc_postt1)\n", + "\n", + "# load and check dimensions\n", "ras_acpc_postt1_data = ras_acpc_postt1.get_fdata()\n", "ras_acpc_postt1_data_squeezed = np.squeeze(ras_acpc_postt1_data, axis=3)\n", "ras_acpc_postt1_data_squeezed.shape" @@ -395,7 +412,7 @@ } ], "source": [ - "# visualize center slices\n", + "# visualize center slices (sagittal, coronal, axial)\n", "slice_0 = ras_acpc_postt1_data_squeezed[128, :, :]\n", "slice_1 = ras_acpc_postt1_data_squeezed[:, 80, :]\n", "slice_2 = ras_acpc_postt1_data_squeezed[:, :, 94]\n", @@ -408,12 +425,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## First Coregistration Post -> Pre" + "## First Coregistration PostT1 -> PreT1" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -422,7 +439,7 @@ "(256, 160, 189)" ] }, - "execution_count": 19, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -430,6 +447,8 @@ "source": [ "# re-orient to RAS coordinates\n", "ras_postonpre_t1 = nb.as_closest_canonical(postonpre_t1)\n", + "\n", + "# load and check dimensions\n", "ras_postonpre_t1_data = ras_acpc_postt1.get_fdata()\n", "ras_postonpre_t1_data_squeezed = np.squeeze(ras_postonpre_t1_data, axis = 3)\n", "ras_postonpre_t1_data_squeezed.shape" @@ -437,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -446,7 +465,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postonpre_T1w.nii.gz')" ] }, - "execution_count": 20, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, @@ -464,7 +483,7 @@ } ], "source": [ - "# visualize center slices\n", + "# visualize center slices (sagittal, coronal, axial)\n", "slice_0 = ras_postonpre_t1_data_squeezed[128, :, :]\n", "slice_1 = ras_postonpre_t1_data_squeezed[:, 80, :]\n", "slice_2 = ras_postonpre_t1_data_squeezed[:, :, 94]\n", @@ -477,12 +496,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Seg3D mask of the Post Coregistered to Pre" + "## Seg3D Mask of PostT1 Segmentation" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -499,14 +518,14 @@ "mask_post_fpath = bids_root / f'sub-{subject}' / 'coregistration' / mask_post_basename\n", "mask_post = open(mask_post_fpath, \"rb\")\n", "\n", - "# load nrrd file of postmri mask as array\n", + "# load nrrd file of postmri mask as array, check dimension\n", "mask_post_data, header = nrrd.read(mask_post_fpath, index_order='F')\n", "print(mask_post_data.shape)" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -515,7 +534,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd')" ] }, - "execution_count": 22, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, @@ -533,7 +552,7 @@ } ], "source": [ - "# visualize center slices\n", + "# visualize slices with ablation (sagittal, coronal, axial)\n", "slice_0 = mask_post_data[141, :, :]\n", "slice_1 = mask_post_data[:, 122, :]\n", "slice_2 = mask_post_data[:, :, 73]\n", @@ -542,24 +561,31 @@ "plt.suptitle(mask_post_basename)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PostT1 and Seg3D Mask" + ] + }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postonpre_T1w.nii.gz')" + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 23, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -571,134 +597,296 @@ } ], "source": [ - "# post on pre\n", - "slice_0 = ras_postonpre_t1_data_squeezed[141, :, :]\n", - "slice_1 = ras_postonpre_t1_data_squeezed[:, 122, :]\n", - "slice_2 = ras_postonpre_t1_data_squeezed[:, :, 116]\n", - "#show_slices([slice_0, slice_1, slice_2])\n", + "# postt1\n", + "slice_0 = ras_robustfov_postt1_data[141, :, :]\n", + "slice_1 = ras_robustfov_postt1_data[:, 122, :]\n", + "slice_2 = ras_robustfov_postt1_data[:, :, 116]\n", "\n", - "# segmentation of postmri\n", + "# seg3D mask of postt1\n", "slice_01 = mask_post_data[141, :, :]\n", "slice_11 = mask_post_data[:, 122, :]\n", "slice_21 = mask_post_data[:, :, 73]\n", - "#show_slices([slice_0, slice_1, slice_2])\n", "\n", - "# visualize overlay of coregistered image (post on pre) and postmri segmentation\n", + "# overlay of postmri with its mask\n", "# sagittal, coronal, axial from left to right\n", "fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n", "ax1.imshow(slice_0.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax1.imshow(slice_01.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "ax1.imshow(np.flipud(slice_01.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", "\n", "ax2.imshow(slice_1.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax2.imshow(slice_11.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "ax2.imshow(np.flipud(slice_11.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", "\n", "ax3.imshow(slice_2.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", "ax3.imshow(slice_21.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", "\n", "plt.tight_layout()\n", - "plt.suptitle(mask_post_basename + \" on \" + postonpre_t1_basename)" + "plt.suptitle(mask_post_basename + \" on \" + robustfov_postt1_basename)" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" + "array([[ 0.898 , 0. , 0. , -115.22799945],\n", + " [ 0. , 1.45454192, 0.21941006, -128.99696517],\n", + " [ 0. , -0.36649898, 0.87078309, -20.81916049],\n", + " [ 0. , 0. , 0. , 1. ]])" ] }, - "execution_count": 25, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "# affine matrix of postt1\n", + "ras_robustfov_postt1.affine" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Second Coregistration Post -> Freesurfer Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seg3D mask mapped to Freesurfer Pre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# load xfm transformation file\n", + "postonpre_mat = bids_root / 'la02' / 'postsurgerymri' / 'sub-la02_from-presurgeryT1w_to-postsurgeryT1w_mode-image_xfm.mat'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# transform postmri mask to premri\n", + "posttopre_data = transform([256, 160, 189], mask_post_data, ras_acpc_pret1_data , postonpre_mat)\n", + "print(posttopre_data.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Validation\n", + "\n", + "To confirm, let us use 'la03' as a second example." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load Data\n", + "\n", + "Load the data from step 0-5. " + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "# set subject and root path\n", + "subject = 'la03'\n", + "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Johns Hopkins\\\\Adam Li - epilepsy_bids\")\n", + "\n", + "### DEFINE FILE PATHS\n", + "# original T1 MRI nifti files\n", + "pret1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='T1w.nii')\n", + "pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / pret1_basename\n", + "\n", + "postt1_basename = make_bids_basename(subject=subject, session='postsurgery', suffix='T1w.nii')\n", + "postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / postt1_basename\n", + "\n", + "# after running robust fov on both of them\n", + "#robustfov_pret1_basename = make_bids_basename(subject=subject, session='presurgery', processing='robustfov', suffix='T1w.nii')\n", + "#robustfov_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / robustfov_pret1_basename\n", + "\n", + "#robustfov_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='inT1', space='RAS', suffix='T1w.nii.gz')\n", + "#robustfov_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / robustfov_postt1_basename\n", + "\n", + "# after running acpcdetect on both of them\n", + "#acpc_pret1_basename = make_bids_basename(subject=subject, session='presurgery', space='RAS', suffix='T1w.nii')\n", + "#acpc_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / acpc_pret1_basename\n", + "\n", + "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii.gz')\n", + "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", + "\n", + "# after coregistration post on pre\n", + "#postonpre_t1_basename = make_bids_basename(subject=subject, session='postonpre', suffix='T1w.nii.gz')\n", + "#postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'coregistration' / postonpre_t1_basename\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# use nibabel and load\n", + "postt1 = nb.load(postt1_fpath)\n", + "pret1 = nb.load(pret1_fpath)\n", + "\n", + "#robustfov_pret1 = nb.load(robustfov_pret1_fpath)\n", + "#robustfov_postt1 = nb.load(robustfov_postt1_fpath)\n", + "\n", + "#acpc_pret1 = nb.load(acpc_pret1_fpath)\n", + "acpc_postt1 = nb.load(acpc_postt1_fpath)\n", + "\n", + "#postonpre_t1 = nb.load(postonpre_t1_fpath)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualization and Basic Analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RobustFOV - PreT1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RobustFOV - PostT1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ACPC Detect - PreT1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ACPC Detect - PostT1" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ { "data": { - "image/png": "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\n", "text/plain": [ - "
" + "(256, 160, 189)" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# postmri\n", - "slice_0 = ras_robustfov_postt1_data[141, :, :]\n", - "slice_1 = ras_robustfov_postt1_data[:, 122, :]\n", - "slice_2 = ras_robustfov_postt1_data[:, :, 116]\n", - "#show_slices([slice_0, slice_1, slice_2])\n", - "\n", - "# segmentation of postmri\n", - "slice_01 = mask_post_data[141, :, :]\n", - "slice_11 = mask_post_data[:, 122, :]\n", - "slice_21 = mask_post_data[:, :, 73]\n", - "#show_slices([slice_0, slice_1, slice_2])\n", - "\n", - "# visualize overlay of postmri and its corresponding segmentation mask\n", - "# sagittal, coronal, axial from left to right\n", - "fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n", - "ax1.imshow(slice_0.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax1.imshow(slice_01.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", - "\n", - "ax2.imshow(slice_1.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax2.imshow(slice_11.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", - "\n", - "ax3.imshow(slice_2.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax3.imshow(slice_21.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "# re-orient to RAS coordinates\n", + "ras_acpc_postt1 = nb.as_closest_canonical(acpc_postt1)\n", "\n", - "plt.tight_layout()\n", - "plt.suptitle(mask_post_basename + \" on \" + robustfov_postt1_basename)" + "# load and check dimensions\n", + "ras_acpc_postt1_data = ras_acpc_postt1.get_fdata()\n", + "ras_acpc_postt1_data_squeezed.shape" ] }, { "cell_type": "code", - "execution_count": 179, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", "text/plain": [ - "
" + "Text(0.5, 0.98, 'sub-la03_ses-postsurgery_space-RAS_T1w.nii.gz')" ] }, + "execution_count": 45, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "# convert mask to nifti\n", - "mask_img = nb.Nifti1Image(mask_post_data, affine=np.eye(4))\n", - "display = plotting.plot_anat(new_image) #How to fix?\n", - "\n", - "# overlay mask to postmri\n", - "display1 = plotting.plot_anat(ras_acpc_postt1)\n", - "display1.add_overlay(new_image)\n", - "\n", - "plotting.show()" + "# visualize center slices (sagittal, coronal, axial)\n", + "slice_0 = ras_acpc_postt1_data_squeezed[128, :, :]\n", + "slice_1 = ras_acpc_postt1_data_squeezed[:, 80, :]\n", + "slice_2 = ras_acpc_postt1_data_squeezed[:, :, 94]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.tight_layout()\n", + "plt.suptitle(acpc_postt1_basename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Second Coregistration Post -> Freesurfer Pre" + "## First Coregistration PostT1 -> PreT1" ] }, { @@ -712,7 +900,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Seg3D mask mapped to Freesurfer Pre" + "## Seg3D Mask of PostT1 Segmentation" ] }, { @@ -720,9 +908,13 @@ "execution_count": null, "metadata": {}, "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [ - "# load xfm transformation file\n", - "postonpre_mat = bids_root / 'la02' / 'postsurgerymri' / 'sub-la02_from-presurgeryT1w_to-postsurgeryT1w_mode-image_xfm.mat'" + "## PostT1 and Seg3D Mask" ] }, { @@ -730,11 +922,7 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# transform postmri mask to premri\n", - "posttopre_data = transform([256, 160, 189], mask_post_data, ras_acpc_pret1_data , postonpre_mat)\n", - "print(posttopre_data.shape)" - ] + "source": [] } ], "metadata": { From 37913fa51defecb4ca3344f5e86b870238e185a2 Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Wed, 12 Aug 2020 02:27:48 -0400 Subject: [PATCH 18/25] Updating file --- .../validation_of_postsurgicalmasking.ipynb | 172 ++++++++++++------ 1 file changed, 121 insertions(+), 51 deletions(-) diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb index dd65ccd..eb521d5 100644 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -118,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -151,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -160,7 +160,7 @@ "(256, 160, 189)" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -176,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -185,7 +185,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, @@ -221,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -230,7 +230,7 @@ "(256, 160, 189)" ] }, - "execution_count": 9, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -244,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -253,7 +253,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 10, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, @@ -289,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -298,7 +298,7 @@ "(256, 160, 189)" ] }, - "execution_count": 15, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -314,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -323,7 +323,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 16, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, @@ -359,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -368,7 +368,7 @@ "(256, 160, 189)" ] }, - "execution_count": 17, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -385,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -394,7 +394,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 18, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -430,7 +430,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -439,7 +439,7 @@ "(256, 160, 189)" ] }, - "execution_count": 23, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -456,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -465,7 +465,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postonpre_T1w.nii.gz')" ] }, - "execution_count": 24, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, @@ -501,7 +501,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -525,7 +525,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -534,7 +534,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd')" ] }, - "execution_count": 27, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, @@ -565,12 +565,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## PostT1 and Seg3D Mask" + "## Seg3D Mask on Post T1" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -579,13 +579,13 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 29, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -598,26 +598,26 @@ ], "source": [ "# postt1\n", - "slice_0 = ras_robustfov_postt1_data[141, :, :]\n", - "slice_1 = ras_robustfov_postt1_data[:, 122, :]\n", + "slice_0 = ras_robustfov_postt1_data[112, :, :]\n", + "slice_1 = ras_robustfov_postt1_data[:, 119, :]\n", "slice_2 = ras_robustfov_postt1_data[:, :, 116]\n", "\n", "# seg3D mask of postt1\n", - "slice_01 = mask_post_data[141, :, :]\n", - "slice_11 = mask_post_data[:, 122, :]\n", + "slice_01 = mask_post_data[144, :, :]\n", + "slice_11 = mask_post_data[:, 119, :]\n", "slice_21 = mask_post_data[:, :, 73]\n", "\n", "# overlay of postmri with its mask\n", "# sagittal, coronal, axial from left to right\n", "fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n", "ax1.imshow(slice_0.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax1.imshow(np.flipud(slice_01.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "ax1.imshow(np.flipud(slice_01.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", "\n", "ax2.imshow(slice_1.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax2.imshow(np.flipud(slice_11.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "ax2.imshow(np.fliplr(np.flipud(slice_11.T)), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", "\n", "ax3.imshow(slice_2.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax3.imshow(slice_21.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.5)\n", + "ax3.imshow(np.fliplr(slice_21.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.suptitle(mask_post_basename + \" on \" + robustfov_postt1_basename)" @@ -625,7 +625,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -637,7 +637,7 @@ " [ 0. , 0. , 0. , 1. ]])" ] }, - "execution_count": 28, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -647,6 +647,68 @@ "ras_robustfov_postt1.affine" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seg3D Mask on Coregistered Image (postonpre)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# postt1\n", + "slice_0 = ras_postonpre_t1_data_squeezed[112, :, :]\n", + "slice_1 = ras_postonpre_t1_data_squeezed[:, 112, :] #few slides off? not sure which corresponds to which, 110 is def diff.\n", + "slice_2 = ras_postonpre_t1_data_squeezed[:, :, 116]\n", + "\n", + "# seg3D mask of postt1\n", + "slice_01 = mask_post_data[144, :, :]\n", + "slice_11 = mask_post_data[:, 119, :]\n", + "slice_21 = mask_post_data[:, :, 73]\n", + "\n", + "# overlay of postmri with its mask\n", + "# sagittal, coronal, axial from left to right\n", + "fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n", + "ax1.imshow(slice_0.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", + "ax1.imshow(np.flipud(slice_01.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", + "\n", + "ax2.imshow(slice_1.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", + "ax2.imshow(np.flipud(slice_11.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", + "\n", + "ax3.imshow(slice_2.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", + "ax3.imshow(slice_21.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.suptitle(mask_post_basename + \" on \" + robustfov_postt1_basename)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -670,7 +732,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -680,12 +742,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(0,)\n" + ] + } + ], "source": [ - "# transform postmri mask to premri\n", - "posttopre_data = transform([256, 160, 189], mask_post_data, ras_acpc_pret1_data , postonpre_mat)\n", + "# transform postmri mask to freesurfer space\n", + "posttopre_data = transform([256, 160, 189], mask_post_data, ras_acpc_pret1_data, postonpre_mat)\n", "print(posttopre_data.shape)" ] }, @@ -709,7 +779,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -746,7 +816,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -821,7 +891,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -830,7 +900,7 @@ "(256, 160, 189)" ] }, - "execution_count": 44, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -846,7 +916,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -855,7 +925,7 @@ "Text(0.5, 0.98, 'sub-la03_ses-postsurgery_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 45, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, From 0e9e2bc7c7e480e22a153859ce233a2055ce5d73 Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Thu, 13 Aug 2020 04:32:20 -0400 Subject: [PATCH 19/25] Updating file --- .../validation_of_postsurgicalmasking.ipynb | 221 +++++++++++++++--- 1 file changed, 183 insertions(+), 38 deletions(-) diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb index eb521d5..9cc035a 100644 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -111,14 +111,22 @@ "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii')\n", "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", "\n", - "# after coregistration post on pre\n", + "# after first coregistration post on pre\n", "postonpre_t1_basename = make_bids_basename(subject=subject, session='postonpre', suffix='T1w.nii.gz')\n", - "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'coregistration' / postonpre_t1_basename\n" + "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-postonpre' / postonpre_t1_basename\n", + "\n", + "# after second coregistration using applyxfm\n", + "app_postonpre_t1_basename = make_bids_basename(subject=subject, session='postonpre', processing='applyxfm', suffix='T1w.nii.gz')\n", + "app_postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-postonpre' / app_postonpre_t1_basename\n", + "\n", + "# after second conregistration using talairach.xfm\n", + "tal_postonpre_t1_basename = make_bids_basename(subject=subject, session='postonpre', processing='talairach', suffix='T1w.nii.gz')\n", + "tal_postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-postonpre' / tal_postonpre_t1_basename" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -132,7 +140,10 @@ "acpc_pret1 = nb.load(acpc_pret1_fpath)\n", "acpc_postt1 = nb.load(acpc_postt1_fpath)\n", "\n", - "postonpre_t1 = nb.load(postonpre_t1_fpath)" + "postonpre_t1 = nb.load(postonpre_t1_fpath)\n", + "\n", + "app_postonpre_t1 = nb.load(app_postonpre_t1_fpath)\n", + "tal_postonpre_t1 = nb.load(tal_postonpre_t1_fpath)" ] }, { @@ -151,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -160,7 +171,7 @@ "(256, 160, 189)" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -176,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -185,7 +196,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, @@ -221,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -230,7 +241,7 @@ "(256, 160, 189)" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -244,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -253,7 +264,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, @@ -289,7 +300,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -298,7 +309,7 @@ "(256, 160, 189)" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -314,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -323,7 +334,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, @@ -359,7 +370,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -368,7 +379,7 @@ "(256, 160, 189)" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -385,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -394,7 +405,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nii')" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, @@ -430,7 +441,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -439,7 +450,7 @@ "(256, 160, 189)" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -456,7 +467,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -465,7 +476,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postonpre_T1w.nii.gz')" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, @@ -501,7 +512,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -515,7 +526,7 @@ "source": [ "# load postmri mask\n", "mask_post_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nrrd')\n", - "mask_post_fpath = bids_root / f'sub-{subject}' / 'coregistration' / mask_post_basename\n", + "mask_post_fpath = bids_root / f'sub-{subject}' / 'ses-postonpre' / mask_post_basename\n", "mask_post = open(mask_post_fpath, \"rb\")\n", "\n", "# load nrrd file of postmri mask as array, check dimension\n", @@ -525,7 +536,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -534,7 +545,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd')" ] }, - "execution_count": 16, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, @@ -570,7 +581,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -579,7 +590,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 17, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -625,7 +636,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -637,7 +648,7 @@ " [ 0. , 0. , 0. , 1. ]])" ] }, - "execution_count": 18, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -656,7 +667,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -665,7 +676,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" ] }, - "execution_count": 37, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, @@ -716,12 +727,146 @@ "## Second Coregistration Post -> Freesurfer Pre" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using Applyxfm" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_app_postonpre_t1 = nb.as_closest_canonical(app_postonpre_t1)\n", + "\n", + "# load and check dimensions\n", + "ras_app_postonpre_t1_data = ras_app_postonpre_t1.get_fdata()\n", + "#ras_app_postonpre_t1_data_squeezed = np.squeeze(ras_app_postonpre_t1_data, axis = 3)\n", + "ras_app_postonpre_t1_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'sub-la02_ses-postonpre_proc-applyxfm_T1w.nii.gz')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize slices with ablation (sagittal, coronal, axial)\n", + "slice_0 = ras_app_postonpre_t1_data[112, :, :]\n", + "slice_1 = ras_app_postonpre_t1_data[:, 119, :]\n", + "slice_2 = ras_app_postonpre_t1_data[:, :, 116]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.tight_layout()\n", + "plt.suptitle(app_postonpre_t1_basename)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using Talairach.xfm" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 160, 189)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# re-orient to RAS coordinates\n", + "ras_tal_postonpre_t1 = nb.as_closest_canonical(tal_postonpre_t1)\n", + "\n", + "# load and check dimensions\n", + "ras_tal_postonpre_t1_data = ras_tal_postonpre_t1.get_fdata()\n", + "ras_tal_postonpre_t1_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'sub-la02_ses-postonpre_proc-talairach_T1w.nii.gz')" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAADmCAYAAACAlxFoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9eZRkV33Y/7m171tXVe8907PPaDQaMULCAoGQsBVEvIBxYgOx2UyITRLH4WRxYkOO4yWEJPbPJDaJEzvsJk7sn81h/RFrQSCk0QgxMJqtZ3qv7q5eat+r7u+Pqnt1u6ZHGu3dmvs5p09XvffqLfe9d7/3u14hpcRisVgslu2G4+U+AYvFYrFYtsIKKIvFYrFsS6yAslgsFsu2xAooi8VisWxLrICyWCwWy7bECiiLxWKxbEusgHoOCCGmhRBverG2t1heCoQQHxVCfOYat/0jIcSvvwjncKcQYv6F3u9LjRDiF4QQX+l9dgohSkKIiZf7vHY6VkBtM4QQu4UQfyOEqAghzpqCrfcSPCaEKAgh5oUQHxNCuF7O832x6LWDfKVe34uBEOI+IcT7X4x9Syk/KKX8zRdj388WIcRXegKgJIRoCiEaxvc/EkJ4hBB/3hsYSiHEnS/2OUkp/6eU8s29z20pZUhKOftiH/eVjhVQ24/PA48DA8C/Av5cCJHqrQsAvwIkgduAu4EPvxwn+UrmpRKKrxTh+1Jfh5TyzT0BEAI+C3xMfZdSfrC32beAdwFLL+W5WV5YrnsBJYT450KIBSFEUQhxTghxtxDiT4UQ/9bYZiszxKuFEGeEEBtCiD8RQviu8Xi3CiG+I4TICSEyQohPCCE8vXUHgFcBH5FSVqWU/xs4Dfw0gJTyD6WUD0opG1LKBbov52ufyzX2ljuEEP9CCDElhFgTQnxRCJHorfMJIT7TW54TQjwqhBi8yv7fLYR4SAjxB0KIfE/zu9tYPyKE+CshxLoQ4qIQ4hf72uNkTytcFkL8x96qB3r/c72R8Y/0zvdfCyFmhBArQohPCSGivf0ojesXhBCzQohVIcS/Mo7z0d6o+s967XBKCHGTsX66107fB8pCCFfvvP+3ECIrhLgshPhH19DWz+U4h3vaT04I8UMhxE8Y2/uFEP+hd815IcS3hBD+LY77W8AdwCd67fWJ3vLfF0LM9dr3MSHEHU9z7v9LCLHUO84DQogbjHX6nVDvQ+86loA/EULEhRBf6rXVRu/zmPH7RO89Weyt/8u+Y//T3j3NCCHe80zt/HT03o/fk1J+C2j3HWey186O3vc/FkKsGOs/I4T4lS3axtV7vv5+7xneEEL8P8b69wsh7uvbdvdW5yeEuEUI8b3e8/GFXrt/tLfO1A5LQoiOEOJdz6c9djLXtYASQhwEPgS8WkoZBu4Bpq/x5+/sbb8XOAD862v8XRv4J3S1oB+hqwX9Um/dDcAlKWXR2P6J3vKteD3ww6c72DNc4z8Cfgp4AzACbAD/ubfuF4AoME5Xm/sgUH2aQ90GXOpd10eA/yN6wo6uVjjfO8bbgd8WTwmw3wd+X0oZoduWXzSuDSDWGxl/B3h37++NwB4gBHyi7zxeBxyk266/IYQ4bKz7SeB/AQngc8BfCiHcxvqfA94CxIAO8Nd023+0t79fEULc8zRt8FyOI3rH+TqQBv4h8NnefQP4OHACuL23v3/WO7dNSCn/FfAg8KFee32ot+pR4LhxLv9LXH0w9RVgf+88TtEdAF2Nod4+dwEfoNuX/Env+wTdZ8W8N5+mawG4obf//9S3ryjddn4f8J+FEPGnOfZzRkp5GSgAN/cW3QGUjOfk9cD9T7OLe+nej5uBd4ln6VsWQniBvwT+mG77/W+676A6P1M7/FkgA/zNsznGKwop5XX7B+wDVoA3AW5j+Z8C/9b4ficwb3yfBj5ofL8XmHqa40wDb7rKul8B/qL3+e8BD/et/y3gT7f43XvodvrJ53KNvXVPAncb34eBJuAC3gt8Gzh2De34bmAREMayR3rXM05XKIeNdb+jromupvRv+q8D2A1IwGUs+ybwS8b3g8b5qu3H+s7hZ3ufP2q2Ld0ONQPcYdyj9xrrbwNm+87pXwJ/8gxt8WyPcwddM5TDWPb53n4cdDv6m67xeb4PeP8zbLOh9tc7xmeusl2s157R/neC7vvQAHxPc5zjwIbxXHWA+Bbb3dm7RvM+rwCvucZr1ud1lfXzwJ19yz4N/CpdwXgO+BjdAdgkkDPvhfEbV689XmMs+z/Ah3uf3w/c17ft7i32c9cWz9XDwEf7lh3qtcPt19IOr9S/61qDklJepCsgPgqs9NTtkWv8+ZzxeYaudtCvor+z/0dCiAM988eSEKIA/DZdrQOgBET6fhIBin37+Cngd4E3SylXn8c17gL+omfyyNEVWG1gkO5L/DXgCz2zzMeEEG4hxB3G9Zna24LsvVl9bTICrMvNWuEM3dEydEfMB4CzomtG/NtPczkjvd+a+3H1zldh+hwqdLUshb5nUsoOT2l1V6yn2zYjqm167fNrfce6Gs/mOCPAXG8787pG6T4XPmCq/wCiGwyg7sOvXe1EeqazJ3tmuxxdTSW5xXZOIcTviq65t8BTWvYV2/bISilrxu8DQohP9kyRBboDj5gQwkl3kLIupdy4yr7WpJQt43v/fXuhuZ+uYHx97zzvo2tFeAPwYN+96Ofpnq9rYYTu82BiPg8IIWLAXwH/Ukr57We5/1cU17WAApBSfk5K+Tq6HZIE/h1QpmuOUAxt8dNx4/MEXQ0CaajoUsqtTCR/CJwF9suuWevX6Jp5oGuu2yOECBvb34RhxhNC/C3gvwE/LqU8/TyuEbovxpullDHjzyelXJBSNqWU/0ZKeYSueelvAz8vuz4wdX2m6XFUCCGM76pNFoFE3zVNAAu9c7sgpfw5umaff0c3KCTYO89+FnvXYO6nBSxfSztg3LOeD2Kst0+Fecw54HJf24SllPe+wMdZBMaVT6SHap9VoEbX9LkJ2Y2qU/fht7fYLz1/0z8H/g5d7SUG5HnqeTN5B13T5JvoCrHdajdXucb++/NP6Wq0t/Wea2WiFXTbMtHreLcD99PVXO/sff4WXV/uG3h6894LQYbu82BiPi9O4AvAV6WU//1FPpdtz3UtoIQQB4UQd/XswjW6poY28D3g3p5jd4iuBtLPLwshxnp+ll8D/uwaDxumawMvCSEOAf9ArZBSnu8d+yOiG6TwVuAYXTs1Qoi76PoFflpK+cjzvEaAPwJ+Swixq7dtSgjxk73PbxRC3Nh7YQp0TWntK4+gSQP/qKdl/QxwGPiylHKOrqnwd3rXdIyu1vTZ3nHeJYRI9Uatud6+2kCWrlloj3GMzwP/RHQd3SG62uef9Y2+n44TQoi3iW7U2a8Adbrmla14BCiIbiCAv6dhHBVCvPoFPs536Q6I/lmv7e4Efhz4Qq9N/gfwH0U3YMMpusEi3qvsa5nN7RWmK8CzgEsI8RtcqaGb29aBNbqDs9++ynZXI0z32cr13omPqBVSygxd/9Z/Ed1gCrcQ4vVX2c8LghDCa/jaPL1nT/TO50LvXN8FPCClLNBtu5/mxRdQ3wKcQoh/ILrBFD9N16el+F3ATdcEed1zXQsowEv3gVilq7qn6QqbT9N1jk/TdV5vJXw+11t3qff3b7fYZis+THe0WqSrCfXv+2eBW+j6Cn4XeLuUMttb9+t0R7dfNsw7X3mO1wjdAIW/Ar4uhCjS7URv660bAv6crnB6ku6L+3RJnd+l62Bfpes3e7uUcq237ufojsgXgb+gG6X4jd66vwX8UAhR6p3Pz0opa1LKSm8/D/VMbK+h21l/mq5Z5jJdgfsPn+H6Tf5f4O/Sbdu/B7xNStncakMpZZuuoDjeO9YqXcd29AU+TgP4CeDNvWP8F7qa6tneJh+mG8n5KLBOV8u82nv7+8DbxVMRZl+jKxjO0zUb1ugzJxl8qrfNAnCGqwvUq/F7gL93DQ8DX+1b//foDnLO0vWtbDXoeyE5R1cIjdJthyqbte/76ZoWZ43vgm6KB6Aj/PqDcJ41QohfF0L8NYCUsg68la7Pa4OudvtluoMD6L4rt/NU9GpJCPF3n+857FTEZreBxfLsEUK8m65z/nUv97lcDdEN490npXxRQ3ZfquNYXjkIIR4Dfk9K+emX+1y2G9e7BmWxWCwvKaKbRzbYM/G9j27E3tdf7vPajrwiMtmvd0S35teZq6w+Im3JlReUnll1q4TXZ+u3sTwNvSjRXVus+vtXCUDaKRyma9oP0o3Q/Gkp5bUG+lxXWBOfxWKxWLYl1sRnsVgslm2JFVAWi8Vi2ZZYAWWxWCyWbYkVUBaLxWLZllgBZbFYLJZtiRVQFovFYtmWWAFlsVgslm2JFVAWi8Vi2ZZYAWWxWCyWbYkVUBaLxWLZllgBZbFYLJZtiRVQFovFYtmWWAFlsVgslm2JFVAWi8Vi2ZZYAWWxWCyWbYkVUBaLxWLZllgBZbFYLJZtiRVQFovFYtmWWAFlsVgslm2JFVAWi8Vi2ZZYAWWxWCyWbYkVUBaLxWLZllgBZbFYLJZtiRVQFovFYtmWWAFlsVgslm2JFVAWi8Vi2ZZYAWWxWCyWbYkVUBaLxWLZllgBZbFYLJZtiRVQFovFYtmWWAFlsVgslm2JFVAWi8Vi2ZZYAWWxWCyWbYkVUBaLxWLZllgBZbFYLJZtiRVQFovFYtmWWAFlsVgslm2JFVAWi8Vi2ZZYAWWxWCyWbYkVUBaLxWLZllgBZbFYLJZtiRVQFovFYtmWWAFlsVgslm2JFVAWi8Vi2ZZYAWWxWCyWbYkVUBaLxWLZllgBZbFYLJZtiRVQFovFYtmWWAFlsVgslm2JFVAWi8Vi2ZZYAWWxWCyWbYkVUBaLxWLZllgBZbFYLJZtiRVQFovFYtmWWAFlsVgslm2JFVAWi8Vi2ZZYAWWxWCyWbYkVUBaLxWLZllgBZbFYLJZtiRVQFovFYtmWWAFlsVgslm2JFVAWi8Vi2Za4Xu4TABBCyJf7HCxPy6qUMvVyn4TFYrm+2BYC6tkihNjys5QSIYT+b342t22320gpN+1DCIHL5cLhcGz6L4TA6XQC4HQ6cTqdeDwePB4PLpcLl8uF0+mk2WyysLDA2traS9EELzUzL/cJWCyW648dKaAcjq5lUgkWJXg6nY4WSmq7TqezaVtAr5dS4nA48Hq9eL1e0uk0oVCI0dFRfD4f4XAYv99PMBhESonX68XpdOrfuFwu3G43AMVikW984xs88cQT+jw7nQ7NZpNOp0Or1dKC0RSOFovFYtmaHSeghBA4HI5NmpGif/lWgsDhcOB0OvH5fLhcLnbt2sXRo0cZGxvjyJEjJBIJhoeHCQQCxONxvF4vUkqazSbtdhun04mUkpmZGfL5PH6/n0AggBCCV7/61UgpcTqdtFotqtUqly5dolgscuHCBebn58nlcmSzWSqVCuVymU6nc4VGZ7FYLJYdKKCUEDIxNSZznfpsCjKfz4fX6yWZTBIKhTh+/Di33noro6OjjI+PEwwGicVi2ozX6XRYXl6mXq+Ty+XodDpUKhWWlpYoFAoIIbQ2JaUklUrh9/uJxWJIKRkYGKBWq7F//36mp6fJZrP84Ac/IJPJsLi4SL1ep16vWyFlsVgsfYjt0Clea5CE6Q9S383P/cLJ9D15PB4SiQS33noru3bt4siRI8TjcW644QZSqRRutxspJfl8nlqtxtLSErlcjlKpxOLiotaIKpUK2WyWYrFIs9mk1WoB4PF4cDqdhMNhfD4fiUSCQCBALBYjFAoxPDyM3+8HoFqtksvl+M53vsOFCxc4efIklUqFSqWClJJ2u/38G/WF5TEp5S0v90lYLJbrix2nQfULon7MAAm1vcPhIBqNsmfPHm6//XZGR0eZmJggFAoxODiI0+mk0+lQLpdZW1tjYWGBmZkZcrkclUqFXC4HdIMrisUi8/PzFItFpJTaxxUKhXC5XDQaDdxuN7lcDq/Xi9/vJxQKkc1mSSaT+Hw+0uk0o6Oj3HHHHUxOTpLL5VhaWiKTydBqtRBCaMFnsVgs1ys7SoNS/iPTpGfsY8sABJ/Px8DAAG95y1t49atfzeHDhxkcHMTtduvou3PnzpHJZFhbW6Ner7OyskKz2cTtdmvBVavVyGaz5PN5Go0GHo8HIQT1ep1KpUKj0SAWi7Fnzx7i8TiVSoV6vU61WqXZbFKv14nFYjoYI5VKcdNNNzEyMsLq6ipzc3P83//7f5mdnWVqaopyuUy9XqfVamkh+DJiNSiLxfKSs2MFVH/oOHBF4ITD4eCWW27h+PHj3HPPPQwODjI2NgbA0tISq6urnD17lnw+T6lUolwu4/P5KJVKtNttWq0WUkpWV1cplUp0Oh0CgQDJZBIpJY1Gg1arhdvtZmVlhUKhQKvVIhaLEYlEaDQaNJtNGo0G2WxWC5pEIkEqlWJ0dFSbGUdHR0mn0+RyOb785S9z4cIFvv/97zM/P0+73abRaLycPioroCwWy0vOjjLx9Zv3+oWTuVyFgt9www0cPXqUWCxGOBzG4/HoQIXFxUXW1tYIBoM0Gg3K5bIWTPV6ndXVVRqNBqVSCYCRkRF8Ph8Oh2OT/wkgGo3idDqZm5tjdXWVQqGgI/8ALcwA8vk8nU4Hh8NBoVDA7XZTq9VIp9Ps3r2bu+66i4mJCb1ttVrVQRTb0D9lsVgsLwo7SoNSOUe932iTnqlNqe9jY2McPHiQ973vfVo7iUajWjO5cOGC1pRcLhder5fl5WVyuRyFQoF6vY6UErfbTTweJ5lMMjAwQD6fp1Ao0Ol0tJCBrn9KCKE1rXK5rE2BHo+HcDhMsVjUfq1QKMTIyIjOxUokEoyOjpJKpThx4gTtdpv19XUeeOABpqen+c53vqPNhep4L+G9sxqUxWJ5ydmRGpQZPr5VWLnT6WRsbIxDhw4RiURwu90Eg0Hy+Tw/+MEPKBQKFItFVlZWiMViWrBkMhlWV1dptVr4fD6SySThcJhoNEo4HKbValGr1Wg0Grhcm5uu0WjoKENVZaLT6ehk3nA4jNPpxO12Mzs7i8PhwO/34/V6KZfLlEol5ubmyOVyBAIBEokEsViMo0ePkkgkuHDhAqurq3Q6nU2Jxlajslgsr1R2jIDaqgqEidJElMZzxx13cOjQIcbHx4nH41y6dIkzZ85w9uxZms0mmUyGQCDAysoKMzMztFot0uk0u3btIhaL0Wq1aLVaOBwO7aNyOp06IEIdv9Fo6HNwOBxaYCSTSRKJBAC5XI5cLocQgoGBAR1mns1mGR8fZ9++fXq7tbU17rvvPgYHB7nhhhsYGxtjZGSEUCjEk08+yZe+9CUqlQrNZnOT5mij/iwWyyuNHSOgAK09bFWLT/0PhUIMDQ0xOjpKJBIhFAohpeTy5ctks1lWVlbweDxac1laWsLlcukSR6oKhApwUKY0IQRut3uTIDDXhUIh7Z9S+VCpVEoLssXFRZxOpxZSrVaL1dVVACKRCJFIhHQ6TSwW00nAMzMzRKNRotEohw4dIhwOc+rUKTKZDPl8HugKRaW5WW3KYrG8ktgxPihVuFWhNCYz78nv9/NjP/Zj3Hjjjdx+++0MDAwAcO7cOU6fPs309DQArVZLa1LDw8Ps27cPl8tFLpejXC4TDAYZGxujXq8zOztLoVDQlSI6nY4OP2+1WrhcLpLJJEePHtWCzul0ajOg0+mkVCrx1a9+lWq1isvlIpVK0Wg0mJqaolar6eoVBw4cYPfu3QwPD1MqlfjmN7/J6Ogow8PD3HrrrYRCIU6ePMnJkyf567/+a0qlkr7+TqezSZt7gbE+KIvF8pKzIzSo/pp7in7hGgqFOHjwILt37yYWi+H3+5menmZ2dpZsNkuz2cTlcrG2tkar1WJgYIBgMIjf7yeVShEKhZibmyOVSrFr1y4KhQKrq6tUKpVN5+L3+6nVajrAIhaLkUwmAbQWpQSqw+HQhWdVwdlQKES9Xicej1OtVnUYusfjQUrJ0NAQiUSCZDLJ2toazWaTyclJ3G63Ngc+8sgjNBqNF1MoWSwWy8vKjhBQ/YER6r8ZFOH3+7n99tu544478Pv9uFwufvCDH3DmzBmmpqa0Ge7JJ5+k0Wiwf/9+3G43zWaTG264geHhYer1uo4A3Lt3LxcvXiSZTDI4OEgulyOTyRAMBjl69CjFYpHV1VVtyguFQjgcDoLBIO12WxeQrdfrdDod9u/fT7FYJBaLkUqldIWKYDCoIwgXFhbIZDLMzc0xPj7Onj17dH7VyZMnGRkZYf/+/Rw9epT3vve9PPzww3z1q1/VkX0Wi8XySmJHCCizdJGJMm85nU6tPakK5OVymYWFBRYXF8nn8wwNDZHL5Wi1WsTjcYLBIPV6HZfLpafVAAgEAvj9fvx+P+12m3A4zNjYGOvr6xSLRZ2oGwqFdBkjn8+H2+3G6/Xq/TabTR2CrpJ3g8HgJl9VMBhkY2MDv99PNBoFoFKpMDc3R7FYxO12k06n8fv9ZLNZFhYWCIVCWuA1Gg2+853vsLGxYQvNWiyWVxw7SkD1lzJSQkuVDbr11luJx+O4XC4ef/xx5ufnWVxcJBqNsrKywoULF7jhhhsYHBxkeHiYbDZLJpPRZrdWq0U0GiUUCunirxMTE+zbt496vU4+n0dKqY8xPDyM2+2mWq3icDjweDz4/X48Ho/2D7ndboQQpFLdCWmdTicul4t6vU4kEqFSqehowcHBQVqtFnNzcywuLrK8vMxtt93Gnj17iEajOsF4fX2dAwcOcPz4cd761rfyyCOPcPr06Zfl3lgsFsuLxY4QUHBlGSOTRCLBnj17iMViuFwu8vm8rhLh8/mIRCJMTU3RbrcZGBggHo8zNjaG2+1mYWFBR+Y5nU6tBanZcwOBgF6eTCap1+v4/X4dNaeSdVVEnwrccLvdOhxd7Ud9BvQxfT4fgUCAWq1GqVTC5XIxODiIx+NhaWmJS5cu0Ww2OXTokJ5DSoWtO51Ojh07RqPR4OLFi5t8ZRaLxbLT2TECqh8lDAKBALfddhu33347sViMc+fOcenSJR577DFKpRJjY2PMzc3hdru5+eabiUajjIyM6ACJ733ve7rSeDAYZGRkhFQqhdfrRQihp8+o1WoMDQ1RqVS0CbDRaGihoM5HBUYoQVStVoFuKLlaViwWabfbOBwOxsfHGRkZodFosLCwQLPZxOfzUa/XmZqaYmZmhqWlJRqNhtbCpqenkVIyOjrK8ePH2bt3LysrK3zpS1+y/iiLxfKKYUcIKNPEZ+J2uxkcHOTmm28mnU7j8Xh44oknyGQyFItF0uk0ly9fZnl5mePHj+P1eul0Ovh8PoLBIB6Ph/379+vyQ4ODg7q6g5SSer0OoCuX+3w+APx+P/F4nGazqSMD+6f4UDlPtVpNT/0eCATweDy69l4qlSKVShGLxWi320QiERwOBw6Hg2q1qqP/crkcP/jBDxgYGODIkSN4PB4uXbpEPp9n37597Nu3j/e85z2Uy2W+/vWvv7Q3x2KxWF4kHM+0gRDifwghVoQQPzCWfVQIsSCE+F7v715j3b8UQlwUQpwTQtzzQp3oVkEAbrebWCymAyMA6vU6hUIBn8+Hz+ejWCxqAaPmcFK/9fl8uh6eEjQ+nw+n06kFRa1W0ya7QCCwyT+lhJAKK1dmP2XKU+Y+lTNlminb7TahUIhgMKiP5Xa7cbvdehr5UChEJBJhfHwct9tNPp/XU4HUajU2NjZYXFykUqlw4MABfuqnfuqFam6LxWJ52bkWDepPgU8An+pb/p+klB83FwghjgA/C9wAjAD/nxDigJTyeZU42GpqDVWR4cCBA4yMjJBIJLh8+TLnzp1jY2ODVCrF0tISAwMDDA0N6aoQnU6Her2ua+Ht3r2bSqVCoVDQUXutVotKpYLT6WRjY0NrP0prCofDunCt6YdSVc5VIITL5cLhcOjCsmbFB6UxBYPBTTMFezweXV09n8+ztLSE3+/n0KFDrK6ucu7cOWKxGLt27aLRaPDwww+TyWT4xV/8Re655wUbD2x7rrXAsOXlQUq5tcPYYnkWPKMGJaV8AFi/xv39JPAFKWVdSnkZuAjc+jzOr/9c9GchBPF4nHQ6rU1yMzMzrK2t4XQ6KRaLbGxsMDExwejoKMlkkkgkAjwlVFTSbTgcBtCh4cpk5/F4Ngm2YDCop+xwu906jNw8L1NYKQ0K0PtVUX1KKKkADJ/Ppyufqz91XaqOXzwe15pUuVzG5XJRq9VYXFzk/PnzVw0isVgslp3I8/FBfUgI8fPASeCfSik3gFHgYWOb+d6yKxBCfAD4wLUerH96DY/Hw5EjRzh06BBCCKanp3nggQd0ftH58+dJp9Pcfffd+P1+KpUKKysrZLNZoFvkVUXQqcRZNYOtqkY+NDTEzMyMDjxQ5jhV6sjtdmthBd3IPK/XqwWRShhWv41Go3pdJBLB4/Ho4ytzotPppFAoIKXUeVOXL1/WwRj79+8nm80yMzNDMpnUCcCf//znOX78+LO5fxaLxbKteUYN6ir8IbAXOA5kgP/QW77VEH5LU4yU8r9KKW95NjXezEAEt9vN8PAwAwMDNJtNNjY29FQVjUaDSCTC3r178fv92n8UiUS0ADE1G+UvArQ5TiXwqgRaQGs8altVQNb0Wbndbr1/l8ulSykpYaU0pkAggNfrxev1Eo1GGRgYIBaL6Qg+M4lYFalVQRuqxmAul9Pmylqtxvnz56+1KV8RqKhJuHoyt8Vi2bk8Jw1KSrmsPgsh/hvwpd7XeWDc2HQMWHzOZ7f5mPqz0kD27t1LKpUin89z/vx5qtWqzif6kR/5EY4cOaJzmpT5LhgMEggEtEARQtBsNrVGpDq6QCCgp95QAsvj8WifkhJWSliocksqR0pVXh8aGqLdbusIQlX1QpVEUiZGh8NBpVKhWCyyvr5Ou93G6XQSj8eJRqPadFkqlUgmk9x0001MTU1x7tw5BgcHSafTrK2tvRBNvWNQQSrwlIBSplv1WWnd/ZNb9id9q310Op2X/DosFsvWPCcBJYQYllJmel/fCqgIv78CPieE+I90gyT2A48877N86rg6Qk5FuPl8PpaXl1leXsbtdrO+voFn6dMAACAASURBVI7H4yGdTuvJCtvttg6EMGfBhaem8FDVwOv1utayQqEQQgg9GaGK2FOz5yoNR0UAejwe4KmRvdKioFuNXe3HDKAwo/0ajYaeNVflVSnfldqvEn4DAwOk02nOnTuH3+8nnU6/UM28YzA12f5ajf0zLZvL1JQq/Qgh9JQlajChBJ76/dXmI7NYLC88zyighBCfB+4EkkKIeeAjwJ1CiON0zXfTwN8HkFL+UAjxReAM0AJ++flG8PXOYZP5JhAIMD4+TiQSodlscubMGWZnZxFC6KnT1VxQbrcbKSUrKyssLi7i9/u1tqR8RyqyT+VDqYoTKl9K7cMMLVcdVzgcJhQKAejoPyXwFGYCrwpZV0ERyuTXaDQoFot6ynjlZ1Ph6el0WgvldrtNtVolnU6zvr5OLpdjZWWFQCDwfJt6R2KG8yv6K4+Y82W1Wq0rhJZp8jWDWMzBDKAHJ8Cm5+BqGpmdo2t7YKM+tz2rUspU/8JnFFBSyp/bYvF/f5rtfwv4rWd3bteOEAKv10ssFsPr9dJut1leXqbRaOBwOPQ0G8qXpDqUaDRKsVikWCzqKSqklAQCAa0F5fN53G43oVBI+35UXhOwyU9lalGiN6PtVtPPq87M9Jeojk+Z8dRytV+F2rfb7SaVSuk6gY1GQ1eTGBgYoNFokMvlXqwm37Yoc6spNGBzVQ8lOPrvoylclIAz71l/UI4SgKbWZn43NV5AC8v+JO6tNDslyMxtrjZDstXcLK9QZrZauGMqSZifBwcHmZiYwO12Uy6XuXTpkjbV+f1+Wq0W6+vrOjAhEomwe/dugsEgTzzxBNlslsnJSaCrjU1MTBAOhzlz5gzFYpFUKkWtVqPValGr1XTQhfJBKVObEIJqtYrH47nCd9HvMzNr8CmtSWllqgNTQRW1Wg1AR/mNj4/rOoPtdlvPH5XNZvF6vUxMTHDmzJnrWkj1CyjV/uZ92aoiiRJe5u+3Enj9lUL6v/drWuo4pvAzk7qVdh4KhbS51+v1Uq/XKZVKrK+v61mdzd9v9ZwpQfl02pzFshPZEQJKveiA1oYikYjWHFRyrMpVUsEO5XKZYrGoAxHUtBcqKALQhVxbrRaBQIBisUi1WqVSqeBwOCiXyzpSTvmkFKpT6NewtvKHmJiRiEpAOZ1OIpGILo/UbDZ1uLvKvwK04FRTdajEYb/fr6eBv14wtRtV29BcpgSCutfmZ0X/PezXdszqIGZeW78wMDVltT9zmd/vZ2RkhJGREXbv3s3BgwcZGxtjYGAAIQRTU1Ps2rWLYDDI8vIyU1NTTE9P8/jjjzM7O6s1fzVIUfs1NcF+zHboDxQxz7FfezP/WywvJztGQKmXyeVyMTExwdDQEOvr65w5c0ZH3TUaDQ4ePKi1DWW2g25o9ujoKO12m42NDT2SVULA6/UyNDREtVoln8/rl1pF1pXLZfx+Pz6fT/uMms0m6+vrunKEyotS02eYpqV2u02z2aTVamkTpCl4vV6vrsvn9XoplUp4PB4ymQxut5t4PE673aZcLtPpdPR8VPl8HqfTyfDw8HXn7zAFyFbCB54SJFt11mofcPVZm83Ov18D22ogYmpb6nkdGhri8OHDvP71r2dycpKxsTESiQROp5NyuUyhUNDPcDQaJR6Pc8MNN1AoFDhx4gTf/va3efLJJzl37hyNRmNTdKJ5TqZ/tL891Hf1XKr/ZrmufjOm2c7Apqr/altzcGYjIC0vNDtCQClU9N7k5CTxeJxMJsOlS5f0JICqtl4wGNQCanV1VdfnS6fT7N+/n1qtpksKqZdRTfter9eZnp6mXC4TCASo1+usra1Rq9V0YMXw8DDhcBghhK40rjqXkZERgE1TbagwdyWs1IutKkaoF17VARwYGCASiWhhpkyCuVxOJxrDU1F9hUIBQE87fz1gak6mQOgXRKZPaKvKH/3mY1Oz7tesrmY669fWVMrB5OQkx44d4+1vfzuxWIylpSUGBweZn5/nG9/4hjbjKbPxqVOndC7dnj172LVrF3fddRdvfOMbKZfLfPOb3+TBBx/kkUceIZ/P62APdW2tVktHfKp2MQWHGSiicvWUcFeYkaLmdUkptc9XaXHKv2a2t8rVs1heCHaEgDJHsIFAgFgsRiAQ0NqNqjKuIuOUZqSi9drttp7lVlUx93q9ulyR6tiCwSCRSESb/EwHu2n2U4JF7dPsCPvPV/meTGe+CpBQGpdaD0+ZM9UMvdFoVB9DhcErQRkMBhkaGqJcLlMul6/qWH+lYgaeqO+qjVU7mh3t00X59Xfmall/mLnJVj4mt9vNxMQEN910Ez/6oz/K5OQkyWSS+fl5pqamOHnypE6wViY7ZXL2eDy6Ykgul+OJJ57gscce41WvehX79u3jx3/8xzl27BgTExN861vf4uLFi7rKiToXJYD6tT41CFLbqHYxl/ebLfu1QRO1TD3315v2bnlp2BECCtDh2YlEgqGhIW2rr1QqRKNR8vm8Nr2pCg3QDTRQfhv1EjmdTnw+nx5t1mo1XC4X0WhUjx43NjYAdKFYFYbebrcpFoubzs3v9+tJBpXpUB1fHbdUKum5nlSYudKOTD+AilLsdDoEAgGt8WUyGUqlEk6nUycb+/1+pJTUajVyuRwzM1sGwrxi2cpc1y+c1HbAFcv6AyHMDtoUbKaWYGpippnM5/Nx4sQJbr/9dn70R3+USCTC3Nwcp0+f1gEsaqCh7mGtVmNlZYVGo6G1H5UUrp6JqakpTp8+TTQa5eabb+aWW27hV3/1V/n5n/95Pv3pT3Pfffdx4cIFHfmn9q9QkaJXM7+p45jfAZ1a0R/9aFZhMdvf9M9ZLC8UO0ZAQVfYRKNRfD6fLm+ktAb1kufz+U35RWpmW0BXG1dBFcFgEIBCoaCDJfx+P8lkUldtqFQqBINBLTSUFrW+vq5HkH6/n1AotMnOb4Yct9ttHRGotL3+DlLty3T0C9EtZmvmUSlTpprpV3VAUspNZZmuB0zhZPqGzHY1/S7mdlv5k/o7XBNTIzG1LyEEExMT3Hzzzbz3ve8llUoxOzvL448/zsWLF/UzpMy8Pp+ParXK3NycNh37fD49GeXa2hrlcln7G71eL4VCgYGBASqVCpcuXeLEiRMcP36cD33oQ7zmNa/h4x//ONPT03rgZCYZw5XajdKilCA0lyvhrPZhLpOym3iu3jkl3KxwsrxY7AgBpR7+RCLB3r17cblcumCqEjrVapVwOMzc3Bz1ep1UKkUwGCSRSGhzmJoZt1QqUSgUSKVShMNhZmdnabfbxONxPT1HOp3WAQq5XA4pJcViUUcIZrNZpJSbJjkEKJfLehtgk1alJi5UQkWNTtU2gDZHmvX8HA4HkUiEcDisK1wEAgFKpRLFYlFXprje7P9mp2j6UkxtyBRCZjTf1QIc1LJ+53+/AHQ4HCQSCW699Vbe9773sWvXLp544gkeeeQR5ufnKZVKCCF0Pt3GxgaZTIZcLqeLCodCIfbv3088HmfXrl3kcjnm5uYoFovazJvNZllbW2NpaQmPx8Ply5eZnZ3l29/+NpOTkxw9epQ//uM/5tFHH+UTn/gEU1NT2v9pCiLTD2W2mymYTR9Wv2ZltpX5OzWosiY+y4vBjhBQimg0SiwWQ0pJoVCgVqvh9/tpNpsIIRgZGcHtdtNsNqlUKtqMBuiJBtWLqkofBYNBOp0O5XJZv7jKRxWJRPRIUuVDmfkqUspNtf2UGVLZ/M2gCFUEVplO+qOgtoqKMv+bJkEVcq7C1NVIV1XGuJ64WiCE6TvZKthB/Xar/1vtq1+zSqfTvPnNb+Ztb3sbUkruv/9+nY+n7kWr1WJjY4NsNsvy8jJSSj24iEaj1Ot1stksjUaDZDLJ9PQ0y8vL2s8ZCoVIpVJIKVlbW2NhYYGhoSF9/1dXV7n//vt51atexYkTJ3jve9/LX/7lX/LII49s8keaZrp+n5rpe9tqZuittFL12QzS2Cr6z2J5vuwYAeVwOBgZGWFoaAiHw6HNex6Ph3K5zMDAADfeeCNOp5NqtcrKygr1ep3BwUHi8TixWGzT9BgzMzNkMhnC4TDJZBIpJdlsVmsl6XSaVCpFIBBgcHCQWq3G9PQ0rVZLm9JarRaJREKHjStntyk0lN9B+bzMTkAJMzUKVZ2a8kOpjkDlQg0ODlKpVPB6vToU3sylUubD64l+AaToj9TbKiiiPyBCYWpf5r5Ms+s73/lO7r33XjqdDg888ABra2uEQiFqtRqFQkE/g4VCQc/qfOONN2qfoQrmUTlv6+vrFItFkskk4XCYYrGoJ9H0er3E43FWV1eZn59ncHCQTqfD2NgYQghOnTpFNpvlTW96EyMjIywsLDA3N7dJKzSDOfrbxhTAZgi7KaCVEOsPxDH9clZAWV5odoSAUi+UmbCq7PrqxVFh38pftLGxQblcJpfLEQ6HdeetfFMul4tqtUq1WtWj2fX1dVqtFrlcTgdkqGg6j8dDMpmk1WoRiUS0qURNJ6+iqdTL2j9qbTabmyY5VC+92TkoAQZsKrOkNDKv17upjpwQQk/hcb3moPRH3pmdpepwTdOfWQDWzOeBzdUf1Pf+PKjdu3fzMz/zM7zhDW/QfiYVSbq6usra2hpra2vaVxkOh0kkEgwMDOiglomJCYLBIPV6nSeffJJKpaKrgOzevZt0Ok273WZ9fZ3p6WlyuRxDQ0PccMMNZLNZzp07x9zcHJlMhuHhYY4ePcri4iJf+MIXeO1rX8vHP/5xPv/5z3Pfffexurp6RZuZz4sp3PtD9k3/nZnMq4Iw+oWfNfPtLEZHR3VagaoneuHCBT2ohq2jXc1nQz0LW2ndZv9mDvrU89dqtXR8wNXYEQIKuiYuZd6YnZ1lampq0yg4FApRKBSIx+OEw2G8Xi9ra2tcuHABt9tNMpnE7/czNDREIpEglUqxvLxMLpfj4MGDuFwuKpUK+Xye1dVV2u02Q0NDRCIRrQGNj49rO70SOMr0Z4al90ePAXokbNr5zVGn6R8xR9fKjGna+vP5PHNzc1pYqZyp9fVrnfj4lYH5Uqj/Zsfb74PqN+8pYWRqWOZgwfQ9qWCYd77zndx5551897vfZW5ujlwuh9Pp1P6jjY0NfD4fsVhMT6PS6XSLEfv9foaHh/XMyI1GQ6c9mHlyKmBHVeOfnp5meHhYF0CWUpLJZMhms9pMPTg4SKPR4Ctf+Qrvete7eP/734/T6eTP//zPNz2T5rWbGqLS/LdqX4V6/vpD+S1X0m9G7efYsWOMjIywa9cuhOhWj4nFYqRSqU25atAN4lKpM6dPn2ZmZobXvOY1DAwM6OcnmUzi8XjI5XK66LUq+3by5Emt4Sstv1KpsLq6yu7du7nzzjuZmppicnKSWCzGZz/7WR588EE9eNnKfGsKJjPCtd8SYbaHGhCq56b/eduKHSOg1Ay1QghyuZxOnFUvliqiWqlUdFBEs9lkeXlZz6+k7P8qYEIJGCU0QqGQ1qqU70qhjqNuhvJHKft7v4nEHGWa2pKZuW86rJVTWn1vtVpUq1VdZknlXK2vr7O4uMjly5eB7oOSTCYJBoM6h+Z6wBzJmT4/U1vayrSnfgtseunMZeqemuvi8TjveMc7uP3223nssce4cOECjUYDt9vN1NQU6+vrOBwORkdHNyW6KhN0qVTiyJEjpFKpTdGlY2NjXLp0iWazycDAAIVCgVAopPfj9XoJh8NaQKVSKa3px2IxstksJ0+eZPfu3Rw+fJhEIsEXv/hFJicn+aVf+iXOnz/P6dOnN2neZj6eWm62hRlib7afMu+pbZX23mq1rmiz7Uz/PGL9pan6TbsK05qhvqvOVv0/fPgwH/zgB9m1axcPPfQQTzzxBA6Hg0wmw8DAAOFwWCfXj42N6co3hUKB+fl5PThVJt/19XVqtRpjY2P4/X7a7TbRaBQpJdVqVVtvXC4X6XSakZER4vE4tVqNtbU1SqUSAwMDJJNJfe7lchmPx0Oj0SCTyfDggw9y4sQJzp8/z759+3jPe97D6uoqTz755KbByFYRrP0BRP1CaivzsWq7a9G4d4yACgQCpNNpAoGAbngVqPC6172OI0eO6Mi2drutfU+7du1iYWGBlZUVLdBUAm8wGGR9fZ2NjQ38fj+RSIR8Pq/zmFSnZ5rb1O/VqDifz7O+vq59XqoYrEomDgQCOnjBrIDu8/muUH/Nl1yNcGq1GtVqlXK5zPLyMo899pjO9VIBIfPz84yOjuqw+esF069iJjqbf+bLdDWBpej3z8BTJsO77rqLe+65hzNnzugKEE6nk4WFBVZXV3WouDlgUtGZlUpFb686R1UaK5FI8OSTT5JMJjl8+DDtdptCoaCjQdXsym63W9eRPHDgAMFgkEwmQzAYZGZmhvn5eer1OrfccgupVIpyuczCwgL33nsvS0tLLC0t6XZQ//s1S9XJ9ptNzUFW//Zqnemz244of60ZfKQErukXNhOdVfsoIdxv/lSfldXjxIkT/MIv/AIrKyv83u/9Hg6Hg2w2S6vV4ujRoxw8eBC3263rgq6trbG+vk6z2SQSiXD48GHtljh27BiNRoOHH36Y6elp1tbW8Pl8TExM4PV6GR4e1sE2KsrXLLmm8jU9Hg979uyhWCyyurpKMplkcnISIbqRyOfPn2dpaYm/+Iu/YHh4mLm5OUZGRvjYxz7GN7/5Tf7gD/5gUw6pmRzfH1Sk2q3fv6u2VQKqf3D+dOwIAaUi51QOVLlc1lUVPB4Pg4ODhMNhnZSrovjUVBrpdJpWq6U1KNVx+Hw+PWeUGhW1223t61IPszLfmQ+tymtSwRazs7O0Wi19HkqAqQkQzYg7r9d7hfbV/3KrG6zMh2rOp2azqUfYbrebSqXC4uKiXn49oXJyzM61P5S835ditrtZRUFhTliofIKHDh3iAx/4AAsLC5w9e5ZAIIDP5+OHP/whpVJJ34t6vc6ePXs4cuSI/q4GUkoTUtp6JBKhWq3qBO7JyUlGRkb0aLtcLhMKhXTx4o2NDUZGRhgcHMThcDA8PKyTgNWszVNTU6ytrfGe97wHl8vFhQsXeN3rXkexWOSTn/ykDj9X9PvX1DJAmzmVtcDMuVPrTXOfqZVsV0yzpBJOpmnTfC7g6tGd5v6UQL/11lv5x//4H1Ov1/nyl7+Mz+ejVCoRDoe1X9zlculIXJVvWa1WyWQy5PN5brrpJi5cuKBrcq6vrzMwMMDdd99Nq9Xi3Llz+Hw+MpmMjuatVCoIISgUCiSTSV3LMxQKMTAwgJRSp+FEIhGi0SjDw8N6hu5EIqHTZzKZDMlkksuXL/Pd736Xe+65h/vvv58nnnhik6lvK03ZTN0w1yuzcP97qLTuZ2JHCCiv18vAwAChUIhms8ni4qJ+sQcHBxkZGdHJqyofSI1yU6mUjuzz+/26U5dS6jBeFW1Xr9dxOp3aFqvKEMFmh3C9XufUqVOcPXuWRx55hGKxyMDAAIlEguHhYV0bUEpJPp/XAtZ0hJsmP+gKPPXn9XoJBoMkk0mdC6Misw4dOkQqldIqeiKRAGBhYYFYLPYS35mXD/Xiqc9bJYv2L9tKg1IvjimsTE1qaGiIH/uxH2NtbY3p6Wmy2SwHDx7k+9//PoVCgaGhIUKhELlcjv379zM5OYnb7dbmL4/Hw+joKLFYjHg8TjQa1bXsSqWSFkZKSCoTtHpmhoaGdIpCpVLRvoZisajz3iqVio5GXV9fZ2pqiltvvZVarcb6+jqvf/3r+exnP0s+n98kgPv9JP1+ObVO/TdTJEwz9lYj5u2KabGAK8tl9ftSzJG+ek7MtnG5XIyMjPCRj3yEWq3G5z73Oe1+iEQijI+P6z6oUqnoQawSbolEgt27d2urSyaTYW5uDq/Xi8/n4/Dhw6yurlIoFDh27BgXL15ECKH7p7W1NfL5PCMjI1SrVWKxmB5gRyIRlpaWmJ2dRUrJgQMH2LNnD8vLy3Q6HRKJhB5srays4HK5tC9VmQ8/85nP8Du/8zt89rOfvULYPJ3m3D/gMd0c5jP2TOXZdoSAUvMiSSl12K7SiOLx+Kap1gOBAEIIKpUK1Wp1U35Qp9PRSZBbjQaUlqZC0lUjKlOaqlJer9e5cOEC58+f1/6tSCRCOp0mkUjoiudqlKBubK1WQ0pJqVQC2DSi2mpUoaaULxaLdDod7UeLRCKsrq6ysbHB8PAwHo/nCkf49YBpejKFUf9/88VQ9Puq1GfTZOV2u3n729/OG9/4Rk6dOsWpU6c4fPgw8/PzLC8vMzQ0xMGDBxkaGtK2fjMPT6UprK2tIWU3qXtoaAiAJ598UoeSK0FWKpUYHx8nGo3qwczAwACAriO5urrK5cuXkVJy8OBBPWhLJpM88sgjuN1uHnzwQer1OhMTE5w7d47jx4/zEz/xE3zxi1/UHY9pyuoP6tlKGzV9pGZ7KmG7E569fpOm+flq5l/zveoX2spUe/vtt2u/8NzcHLVajVQqxa5du4jFYtpvpAbPrVZLa9XK3KUqjOzZs4fZ2VmeeOIJPB6PjlpuNBosLS2RyWSYnJzUVW/UuanBt5qfzu12s7i4yNzcHNCN2FPat9frxe/3U6lUaDabjI2NMTw8TCaTYX5+HrfbTT6f59FHH+W2227j3e9+N1/5yld09RzYPNWL2U5XG9yYvqp+8/vTsSMElLLvu1wunaXvcrkYHBxkdHRUh3pLKXVUi0q8Vf6eWq1GNpvVL76KCBRCkEwmiUajOnhC1d4zI+7MkOTTp08zNzdHNBrl2LFjBINBjh49qk2G6sFVxzdNB06nU49+W62WDv5Qo1NAT9lh+inUPFfqRpfLZVZXVxkeHtbJxtdbmK/ZkV7t2k0Tnimw+l8aM9AF0CaU2267jVarxczMjNZ6lpaWCAQCDA8Pk0wm9dQnHo9HFxYuFot63rJWq6W19mq1qqeByefzjI6OEg6HqdVqhMNhbYoJBoNUq1Wdu6d8TsrfpWaBjkQiOol7bGyMVqvF0tISjz76KJFIhEqlgsfj4e677+b+++9nZmbminYwO2xTWzBHzP2aqFliSw0SdsLz11+l3sTsNPtz4eBKYeZwOLjjjjs4dOgQ586d03UVa7XaplqZ7XZbm/qKxaJOY1ETk46Ojup+IhqN8ra3vU3PqjA/P699SQcPHtTT6vj9ftLp9Cb3gaqcowbzQ0NDCCG0D1O5SFRdyFAoRDKZJBKJsLKyQrvdZmRkhEKhwNe+9jWKxSInT57krrvu4q1vfSuf+cxn9OBaac9bDWT6B339vstnw44RUIlEgnq9TiaT0bORhsNh7SRUJhUVDjwwMKATeVUnX61WkVLqRFc1xbvan9K2lOlIVYiAp5x/c3NzfO9732PPnj2Mj48zPj6Oz+fTL7RpvlE3TEX8mU5ZVZ2iUqlw7tw5PSJWI652u601IzXCUhXUW62WNnkq06HpR7te6H8RYHPghKLf4b9VcdT+F8flcnH48GG8Xi9TU1PMz88zOTnJ448/rs156XRa36NWq0WxWNSjUxUmrgJy/H4/c3NzTE1N6ZG0y+Vi//79bGxsMD09jcfjYXZ2Vg+Y2u22HuWqZ0mZdkqlEhsbG3pQ5nQ62bt3r55lenFxkUcffZRdu3axuLjIsWPHuPfee/nkJz+pHf5bmT/NdjTbsz+4ol9jf7Ydz8uBOeI3fc5msEN/QEj/c2X+9vjx4/zRH/0R3/3ud5mZmeHLX/4ylUqF8fFxjh8/zuDgIADhcJgDBw7QbrdZXl6m2WxqX5DKsTQHBMoiNDg4yN69eykUCjQaDd1nXbx4kUajwerqKhMTE7zqVa/SQjeZTOrnOxKJMDExoX+vov8GBgY4evQorVaLcrmszXvDw8PkcjkSiQQ33XQT09PTnD17Fp/Px6//+q+TSqX42Mc+pvtH1aZm25gC6mqaqmrDV0yQhBIiaiSqcgLU6ME086gHMBgMbnLqptNprdk4nU7to0omk/rl32r0ZI4s6/W6rqC+Z88e7W9SI3jlWFdRNIr+DtMclanluVyOCxcusHv3bsbGxq5oA4/Hg9/v134HNXmilFIXHDV9ZtcL5svwdNvAlWa9/hfE3I/P52NycpLZ2VmWl5ep1WqUy2WWlpa0OUblqamyW2oKdxVdlUgkdPh5OBzm9OnTLC8vEwgE2N1LyFX+0Ww2q002jUYDv9+v/Qmq00qn03Q6HZaWlsjlcszPz+tZmP1+P9VqlZGREc6cOaNHxel0mtXVVcrlMsePH9fVSlQ7mB2Iwgwo6W8v1UbKF2O27TMlXV4NIcT/AP42sCKlPNpblgD+DNgNTAN/R0q5Ibon+vvAvUAFeLeU8tS1Hsu8LtPMv9VzZDr21QBTtU06neaXf/mXOXXqFOVymb/5m7/B7/eTy+UYHR1l79692i8YCoX0RKMjIyN6AKNMu4AORFGWF6/Xi5RSuwyklMRiMc6ePUur1eLMmTPs3r2bSCTC4OAgg4ODOoJYWWNUioryTZv3sdFo0Gg0mJmZ4fTp0zoScWlpiVKpRC6Xo1wuc+7cOTweD5cuXeJd73oXn/rUp8hkMpueof5AG9P81/98qe2v1SS8IwSUioBaW1sjm81qc1csFtNReEowKOmuQq6VGW14eJiBgQE9E64yuaTTaZ2M299xqX0prWhpaYnV1VUOHz7M7t27cblcWjtS9QBVHpYZtaNCh9XLYUaNqQdPJVmmUine8Y53EIvFtJ1Yqf5jY2NcvnxZf+50OkxPT7O6usrIyMhz7iB2KlJKXZletW2/yan/vvZrClu9YEJ0k59HR0fpdDpMTU3pJEiHw0E8Ht9U0VtpSeFwWM/sXK/X6XQ6WnCpHJiHHnqIcrnM7OysTsKenp7WNSXVRITRaFSnDigtWl2PeobL5TKxWEw/U0I8VdEkGo1SKpW0Zp3P5xkfHyccDuv0jH5fwFbmrP53Qg3CTEyB9hzNfH8KfAL4lLHsXwDflFL+rhDiX/S+RxXFhAAAIABJREFU/3PgzcD+3t9twB/2/l8TVxPE5qC0PxFZaYsqqjGZTPLv//2/501vehP3338/CwsLzM7O4vV6dQLu2toahUJBW3lUjmalUtHBMoODg/p4KrJYVbxXboFAIEAoFMLpdJLNZnXghJSScDjM+Pi4jv5U/ZQ670gkou+1mntMWRDUIDoajfLa175WLz9w4ACFQoFcLsepU6e4cOECDz/8MAcOHODEiRP85m/+Jh/5yEeYm5vT/Vj/YNwcvPSb+JTQMqdteTp2hIBSfqR6va4jZFSVZtg8ijZDw1VDKc1JaV6q0rT6rnw7qnEV6iFRD7WqBGC+rArzRTYTIdU0HarjUKNP0xaukoTr9TqXLl1icXFR+x1Mc58KU15eXtbHVfNWeb3eTar39YC6t6a2259Q3R9GbHb2/cLKdPJOTk5y8803b8pty+VyDA4O6pw8VcleRdZ5vV6q1apOshwYGGBjY0NrP263m3379mkf47lz5/QMzBMTE9qfJES3skA+n9fO9Vwup6OxVIpDOp3WPoS1tTWWl5fJZrP62YvH4xQKBR35qrRzVcdSPXtXG81utVxNG6I6VlMDea5mPinlA0KI3X2LfxK4s/f5fwL30RVQPwl8SnYP9rAQIiaEGJZSZp7pOOZzYpZu6vc99ftV+rWFN77xjbzhDW/goYceolqt8rWvfU1Xfjl+/Liu7akq2qiZsVU/pvxRqg3N46pBl/psWoiUSVdFAioNSw2Cld/aFMLK8qSeOSmf8oMKIUilUnpgU6vViMfj+Hw+bRJUx798+TLhcJi3vOUt3H333Xz605/e0oSnrsXUppSQMtu7P6H3auwIAaXMW7VajWKxqGP3A4GAntZd+WOUgFI5UkoQqVGDuhlqdKlMHlJKnTtlajiqs5CyG5Y+ODhIqVTSghKuDNlVOVBKGCkNMBKJbMrDUaNslQk+NjbGmTNn+MY3vsEb3vAGhoeH9bl5vV5isRgDAwO6M3I6u9PDx+PxTea/6wVTKJmRmabgMQcc/QJJLevXrgBdYFgluKqOQ93DdrtNs9nE7/fr3LdisUg+n9fPqBo1K9NcqVTSmv3S0hL1ep2NjQ0dlKPKIfl8PiKRiK5mUq/XWVxcZGVlRZ+vOoYyH6kET4Bdu3ZRq9W0xu9yuSgWi0gpGR4e5syZM7oT7I+uUteq/vebo836kP0d1AvMoBI6UsqMECLdWz4KzBnbzfeWXSGghBAfAD5gnr85YFXLzEi0ft+b+qyWp1IpPvzhD+tBoupHvF4vr371q6lWq3Q6HV3J5uLFi7jdblKplNayzTnhVOkqQPszVcSw6ovUTMvKTLi2tgZ0y7upwAfzvph+NXiqmr3X62VpaWnToFYIofuqcDi8yby8b98+8vk809PTRKNRnfz9G7/xG3z9619neXn5ilnCtzKRmqZS1c6qXZ+JHSGg4KnJBpVGofIGlA1frTej4VQ4p+qolEBSvgNVbkaZ6QqFAvV6XdtsTfOREIK1tTVyuZwesaiH3LxJ6oFX2owqXaIeWjU6URMnqgeq0+no6hOZTIb19XW9L9NslUgkkFKyvLy8aWZeIZ45p+CVhmmm6jebwpW191RFALOj2ipRWkpJPB4nn8+zsLCgfQ8Oh0O3dyAQ0J1+p9MhnU7r3xeLRZxOJ5cvX9bajsfj0eG8ai6zQCCgTcd+v5/V1VVdXLbdbm8qx6VqqyntLx6Pa//GxYsXyWQyOlrM7XbrBF+VW6c+Hzx4kIceekgPZkzzXr9ZT2Gau/rbfivz4IvMVgfaUnWTUv5X4L8COBwOaQoj09pidqT9wrk/Mffo0aNEo1G+/e1v4/F4+P73v89rXvMazp49i5SSXC6na9yp2omqsr0SEoFAgKGhIZ1C0Ol0tKVFCKG1HbN0lwpiUMm7sueeUO9+tVrVRQba7TaBQEC7FdR+1D1Wkc5Ke1tdXSWfz5PL5XR9SNXXquP6fD4WFxeZmppibGyMW265ha9+9ata+JllsNR++5+jrQbyz8QzCijxEjowr3qSPVOcMnXV63Xi8TgTExMAWggVi0Xi8bi+Ka1Wi2w2SzQa1TlG6jcejwefz8fGxoYu+Kk0pQMHDuD3+ykUCjrhThWIVVWqlQakzkuZEM2in8oubJoU1NTyUkpWVlYol8u6hl46nSadTrO0tKTL4ygTk/pTKr0SnurclN34ekJ1JltpSeaL0j9yM4VafwetRnqqnU0fBaCz9NV/pfEoX4+ah2xtbY1Wq4XP5+P8+fO0Wi1uvPFGPShSflE1J5Q5gOp0uvOTqfBiIbpBEKqGmvKZxuNxoPt+xONxXYW60WhQKBQolUo0Gg0CgYDu8AYGBggEAuRyuSuEsvnfbEuzU99qfX9H/gKxrEx3QohhYKW3fB4YN7YbAxavZYf999i8nv66mLA5Adzh6FbveP/738+FCxd0kEy1WuXMmTMcO3ZMR3aqepmqcLXyg6u8TaUdKwuMsuooi4uq/KAGOso8PDExoQc1alJWKaWuVqImY1VmvlqttkmrUX1Iu93Wyf/r6+vaIlSv10kkEhQKBf5/9t40uM3zPBu9XoAgCRAgAQIgwX0TtVGLHa+Rm8SxnSZxmtrNpO1JZ07ytZ1pmuab9EzPJF96/rRzZjrJtNNO882Xfj3JOZk4zTltmrpN4tiJk9rxEtmyJWuxJFMSd4IkAGLfNwLv+QFetx68gmTF1kJKuGc0oEAQePC8z3uv133doVAITqcTDz74IIrFIp588kk4HA7s2bMHP/vZz/CFL3wB58+fx/nz5+umLFPoEBrbFQCITrxWNahv4wYVMC8njBSI2qMnAkAMA5F0vKG4YSxEs2BNeC9vfKYNGQ2xUM3IjGM9WKikF66K2l3O16heulH4GqYcaUyp9NgkzBQgDRw9EDWK5CHnzbIV5EY5NY36K6gojZGRmvdudE34WvIwctqyWrvkuWhpaUEymZTeJzI5lEolaQQnKIJEr0tLS1hbWxMgz9DQENra2hCJRDA0NCTpP0ZFXq9XqKvIhE/FQsYTRnKDg4PiuReLRSQSCXFsYrEYcrkcRkdHAQBDQ0PCMKCmtpRrV7dn6u8aKZTrGEH9CMBnAHx18/GHyvP/VdO0f0FNtySvpv5EaRT1GZ2aRmnLSqWCiYkJeDwevPXWW1hcXBQ2m/X1dWldcblcqFarWFlZQSwWE4aHdDoNq9WKjo4ODAwMwO12w+12XwLwYS05Go0iHo8LEItZHV4fnjuec17PjY0NWQMjfArJpuPxOFKplPzMiJ3/8vk8SqWS9OPlcjn09/fjF7/4BYaGhjAyMoLh4WHcd999mJ2dlftKjfpU50Vta1BTflcjb2ug9BtUwLySUGHTyKhMDSxO82Cp6CkSMpIhgnlcjlGn9xEMBsUrLhaLWF5eRiqVQm9vL7LZLBYXF4XHiuk7NlDywNBI8ZEXigewVCrJYeJBooevGiwervHx8Tqjyr8tFAqIx+PiGbe1tUlz4BZC8X0bNxiV1UiZqhGS8fXGlJb6d0yVMcp2OByw2+3w+/3IZrOw2WwAIGeJdQN6sdVqFXa7XYyByWRCV1cX/H4/isWivB8/izUHOhmk41LPOcEOpVIJ2WxWjCejJCJZqTQBSH9UOp2W78diPb/rlYw190lV2FQsdAobRV6/qmia9s+o6ROPpmkrAP4CNcP0r5qm/SGAZQC/vfnyZ1BzZmZRc2h+/1f8rEvWyzOgRorqd9X1Gljh0UcfhdPpFFDTyZMnAQBTU1MykLRUKsHtduP973+/pM7MZjMGBwdFX9AhpS5THU6eiXQ6jVKpJOMzpqamJJ2ncgWaTCZEo1Gsra3JeaGuMTZaM2p3Op3I5/NIJpN1GR/C2ZkRMplMyGQysNlsOHDgAEwmE44cOSIO0eOPP47Dhw9jZmZGIiYjcpZRFO8Tfn/jNbicvNMa1DUvYF6tqGkb3rAER/BQ8aan4s7n89KvxHQgb2JGQ2zyrVarksYjhxYho4zeVM+dF1O90Y0RFgdz5fN5OUBM0VGx0KBxZgubPKm8aNBYj+DFbpTmutlyo5waY+FV/VlVOEyb8XdGUftieE2z2ayMY/f5fFhaWpI0sd1uFzSn2pCbzWYlOurv70dnZ6c4DZ2dnSiXy6J4mBouFovIZrMCpKD3yqbMXbt2CSFye3s7TCaTOCakpuF5UWujqVQKy8vLokyJyKJjo6ZgjEpbBU8Y91tN6RlTf+80itJ1/VOX+dXDDV6rA/j8O/wcAKhTmCpazwiRV9N7bW1tGBoawsrKClKpFM6cOSM0VYlEQuo9BLr4fD5hGjGZTFI/ZJTOzAdBFUQLqvd4pVJBqVRCNBpFf3+/AK6oF4hI9vv9iEQiUjpgeYBOOr8zIy8CxlhrUrNPmUxGwBiq85RMJpHJZJDP57GwsIALFy7g0KFDuOOOOzA7O1t3dlTjbkRAqmfmauRagyTeUQFT07QrmlJNq41AZ8ipbi45yqjoaYTW19cFCcOua+aN29vbEQwGpVGOtEdMo7GJl30tDJd5kVlbUhF56lr5yOIhLzKZh+kl06hw7lO1WoXb7cbQ0BA8Ho9ERYy40uk0/H4/YrGYIHBUj2wLRVCN5Lo4NZfzwtToSB2VYISdG19Pr091ZKxWqzDGDw4OwuFwyBBJ1qlYHxoaGoLP55NCt4oG41poKGjwmNql0HDQIAG4BKVKpWY2m6VtgmhR9X34fFdXFxwOh0DMuR5jFKl6v0YPXD3bKqigUSS6FcWoFNXUk9E4GVPCExMT2LVrF06dOiU8dW1tbfjMZz6Drq4urK+vy/BIk8mEQqFQV2tiQy6zJY3OIPURQTXFYhGVSgWnT59Gb28v3G631Ln598vLyzhz5gzi8Tj2798vbTM0quqIIV53ogUZVbHeGQ6HEQ6HBXChpvp8Ph8mJyfx6quv4tSpU9ixYwdyuRw+9rGP4cknn7zkbKglDvW+47m63jDza17AvJKoX5o3JS+C2iekRlAEPvT19aFarSIej9f1GTCKsdlswhpO75OptWQyKWvgAVNDVDWCaZS3BiBeMg8ELzxvDhYygYueHRUTjRONbjqdllEjTN8AF0d/bFMU3ztGZamNucClnrGx3qTWp4DGjB6b7w1N0zA3Nwe32y0s4OQvYy2B78GeI5fLBU2rjT5YWFhAKpXC+Pi4oK5UhyKVSkmPitfrFcou0iIRjmw2mwX0wDoDDQ4n7s7NzSEUCkmtjOeCNFiDg4PweDwAID1a/J4qoIf7oEagKnyf35f7pvZBqffCVhY1RUZRjasxpclIkyNUKpUK5ufnUSgUsG/fPnR3d6OnpweDg4MSoTBCopEgVFyNxtSIyZgKIysIUHNeg8Eg1tbWsHv3bonAAIieKpfLWF5eRn9/v/DvsSdKJazm2eC1VTMLbAinASQtnKbVADqcAt3V1YVgMCj9mOPj48J1Sv1mBKAAF6Ny9XxdT5j5dSlgXkkIVqBHS4JUwsTV2g8NFSlnmNP1eDxShLTZbDKPh4ALRjhkEA+Hw8hkMlhdXUVHR4ekZlTPgKlBNceq3uwcNsj/qw27VBAqgog1NZPJJJEVociJREKgpCymV6tVtLa2ysj7LSzX3Kkx1hEA1N0ERmkERaeo15SpXJ6XVCqFoaEhSfkxMiJbCFADqQQCAfGeea0414k9a+VyWRj5Ozs7pZ+JZ9ZkMkk7AiM5puvW1tbQ1dWFrq4uaJomr3E6nQKIqFar6OzslFQRACEQZcbByCShRnlcB8EcjfZJ/Xk7RVBqyo6PKijCiPbkc3a7HePj4zLddmlpCT09PXC5XJKd4ZgURjDARWSgep8DqIusqdTpiOq6LqwSxWIR09PTSCQSyGQyyOVy6OzsBHAR+cdUH/VVoVCQmjydKn4n1RhSFzGK4nkmCTHT1TRwhKBbrVaEw2EBh9x5553o6enB8vJyXRq90V4az8o1qUHdyALmFdYgN21XV5cgmIxeHrmnWlpaxLITodLV1YXW1laJhJjHzWQy0jNCo0ZONeZnmZuloRoZGRFvt1QqiVJj1KOmQIim4qHTNE1yuQRdlEolVCoVMby6rgv3Gw8u4e7k3KO3Tq+tv79/qzNJXHOnplH9D6jvyldvikbevxot8PdqWwOVysTEhEzT7ejoQCKRqGstYM2AAIpCoSDM9vF4HJqmSQ8bz4SmaWI42CKwsbEh9EVUItFoFLlcDolEQs4/jQ8RpnxftRWCkTZJSVWlpCoso6KgQjWmYhrVmdRaVqM6zlYS1l74s2qYVIWpngVdr41JmZqaQjAYFECKxWJBLBbDiy++CIfDgcHBQWEwp0FjhAxAMiUE3ahRP5HFzN6Q6+7EiRM4ffo0Wltb4Xa769KR7MkjsKGlpQVnz57Fjh070N7eLtdZRf/yuzOaU515TauRWi8vL8uUXxrJUqkkBLWM8HgmOzs7cfDgQaysrNTdS8Yzpd5/Vxs9AVeH4rshBcwrCdNiDFHVpjNVQfEmMZlMdcqcN5GapuDraJho3Jg+JISYc6dyuRzC4TDS6TR8Pp8wjKsXQ72R+X96MvR4uU7j75i6UesMyr5KzUql1ycCRw37t4LcKKdGPQfq3qvPG5UqvTxj75SqqBm5WCwW+Hw+hMNhVKtVvPe978Xs7CxisRg8Ho8MyMzn84hGo9Irw1YEk8mEbDYr/SkTExNwu93C68f6ZDKZlJoTSUTVMQv0ZukR06EiMS3PhdPpFMZ/prCnpqbQ29sLu90usGKmj9Q9Uw25uifGjAC/lzF9yvO4lUVNsaqRlPpd1BolADFQLpcLq6urKBaLGBsbwxtvvCFKPZlMYnBwUPaHwCze78zYABD2chp1lieMde1SqYQ33ngDZrMZ+/btw549e+DxeITsGoCMc49EIhLZXLhwAR6PR16jZnmYQuT1U6MrCuv7KrCLzjR7Nnlm+XdMK6r3j5rNanQdrncN6oYKe0/YZMhCc1tbWx07AA8X+6aMKCUyS/BCZbNZrKys1E3Y5QFTva3e3l7EYjGEQiGUSiW4XC7s2LGjru+IF4d5ZYbeKnCBERmVDeHiPKROp1Pyx/R2uQaHwyF/q+u1jnV6ykzHRKPRLVELuBFOjXrjqUaejodK5sobhlELRc2L83l6mkzdjG72D3GMQiAQwOjoKILBoFC9UCFtbGzA7/cLqo7RFXCxTmi329HR0SHtAjxnNpsNLpdL2AUikQgSiYTUIwkfZ5qJaWMaUjXVzJlDGxsbGBgYEKVIGLxxXEIjpW3c681rVWesjArmahTOzRSeEUbGRsYDI5qT/x8aGhKuTL/fj7GxMTz33HM4cOAA7rjjDikh0MkkSwR74iqVivS5UWepdUJGREANvh+LxfDMM88AAA4ePIgPfehD2L17t6B9+TpN0+Dz+fDoo4+iq6sLR44cwRtvvCGoUEZdNEpsHOdnm0wmrKysCEyc+orUR6w9EYGYSCTw8ssvY2ZmRvZyY2NDmNtJoWREd/KzKI3qw5eTbWGgKGrkoB4qFUqpEiaq+U61iMchbmyg4+Fhbp7MDmpTMNGApVIJmUxGvBzjWHgVEs5UDgBJvfB1RN6pXeYsWrKOQUWiIgX5t6RrUvPJRAxtcTTfNRPVA+a+qSkEng81fWNE1alnhDcRe5eIvuLecwx3qVSC3W6XDn8ySBQKBUSjUXg8HmhajfV6fX1dUsN9fX3SgGmxWKRjf3h4GH19fdA0TeDCTM34/X6EQiGkUilBCqrIPnIGMurXdR3hcBi5XA67du0SslmfzydzgYCLylpVVnyej6rTxeyCMX2qvtdWN1DGlKXRgTXC6PkzJx5oWg3URCBTS0uL1J0ImhkYGLhk9pw6tJQ1746ODpkZ19raKmjkYDCIf//3f0cwGMTHPvYxvO9975N0IVAf7ZKizWw244EHHsDY2BhMJhOCwSDOnj2L++67r47clyk7oHbNuEZdr6FQWXpQQTpMS2az2bq/JYuOihRVxZjSU+85yi1joNicyCJdNBpFNpuFz+dDtVrrPyGShOkOpk2Y919YWJCUTbFYRCQSgclkQjqdRiQSkdwy6wFM31QqFTidTuh6jUopnU5jZmYGfX19cvOrxiebzcpFYSTEVA7zuhSm/Vi/ouKikaG3RAVB1I6aPycUnQ29W11JXCtRU1BqtMRHY1Skgif4eypoKiqmgtlnBEC8T5PJhGQyWUc39MADD0iPUiaTwYsvvih8aWazGePj47jnnnvwla98RVhJGAUxBe1wOMQhiUajoszILh2NRjE4OIipqSkcPXoUqVRKxrbTaSKJLEEzQC3qHxoaqkON8YwY01rqI6Mpo8G5XLSkKv2tXH9SzwCAS9ZqTNOraUxmNggg8Pv9GBkZga7riEaj6OrqkppwNBrF9PS0REV0YMbHxzE4OCj8oYVCASbTxTYFci4eP34cd955J+655x4cPHgQ1WqNwzOVSolTzNIEjQ4pzyYmJvDFL35Reu3oYPNRRR+zBYeNu6yh8vzwnFgstfHvkUhEHH2Px4OOjg5BK6rlE2PE1Mh5UR3Ht5NtYaAYljOFwZEGk5OTQnPPzaUyoVFjAVntUSBNCOs27ACnASmXy+Its0bFIjZ/jsViwjbMCIYRHKMaGhZGfFwbLx6pjkhZQgNssVjEW6EyYdrQ2LjLA1ssFrcM1dGNENXDbdSIS2PEfedraNzVtJ9ac+Be5nI59PX1yTnhNQgEAhgcHMQjjzwCk6lGaRSJRFCtVvHAAw+gra0NbrcbxWJRxmE88sgj+OEPf4hoNAq32w2LxSIckfzsSCSCVCoFn8+HeDyO1dVVvPXWW/izP/szfOADH8C5c+cQCARgNpsxMjICt9uNXbt2wW63Y2ZmBqurq3jmmWcQDodhsVgwOjoq7+12uy9hUeF35T8VRcbfUajcjOz9NPLqc1tVuNbL1SYB1DEhGA0V73MqbK/Xi4MHD8oolKWlJak1mc1mdHd3CxoOAKLRKDo6OoSeisaCyGHu7f79+/GBD3xAShfUVQQlBAIB5PN5GeWRTqdRqVSwf/9+aVWw2+1SP+L78swDqEM+08HP5XLSaxmPxxEIBGRmla7X0MiM5nt7eyVy5HtQ/6kZDDVVasxsqGnNK8m2MFBUzuRJy+fzWFxcxN69e2UAWy6XQ3d3t1wEAiuy2aywN7S1tUnRmnxlmlYbTse0n81mQ6FQkMZGNsXF43HxTDKZDJLJJPr7+8UI0djROM3NzYmnzAmVZCvv6+uTyCuRSGB1dVVqVmQBYL1MVR4sXOq6Lt85nU7X8a9tZS/2WgsNkMp9qI5WMRotCm8S9fdqfYL591QqhaeeekpaDKLRqNQdgNqohUgkgtXVVfGIOetnbGwMU1NTYtxMJhPm5uYEtstcPwBhG1ej8fn5eaTTaXi9XphMJtx5553IZDJYW1vDvn37JA3Z2tqKqakpuN1urK2t4dlnn5XvSeMbjUYRDAbrlLS6fyrcWlUijcSo4NU061bvw1PXrp4Bfldee/W7m81mQdbGYjE4HA5cuHABO3fuhKZpGBsbQ0tLi2Q/uru7JRpiWqy1tVWIXllz4n4xe8J0YG9vr5AGmM1mrK+vC+kAI5hAICBGjWfA7/dLi4GKwjRGTcDFQaykUjp27JisSf2bSCQi5Q9+HtHQbJ3g2WKzuHovqVGraqSMNb4rybYwUFQcwMWiItMlVDLAxRqVmrLgTUoFn81mkUwmpZ+FLBTVahVWq1X+cUMJ0GDKj16WWnw05qwrlQoikYh4O8ViESsrKzL5tq+vD8DF1CV7ZtSLzkhJbeDjXtBQcdw4aXkI9rgdRL3GxgK/GknzZjCySRjrV8DFKIAs0pqm4ciRI2IE5ufn8bu/+7vCHDA/Py/XWW03GBoagqZpuP/++1GtVjEwMICPf/zjePLJJ+H3+4WFuqWlBSMjI8jlcgiFQvB6vRI5raysYGpqSr6nzWbDr//6r2N2dhbT09M4c+aMjIZhitHhcOCxxx7DiRMnxMOuVqvCqk0kGfdNVcxq5NSoxsRzr0YU6r13JaO2VUStMxqfN9Yy1frb7Ows9u/fjw9+8IMIBAIyn4ugma6uLqE0IvKXypx6ghyNxWKxzkipvVHUIXR2+BpOR85ms1IjZymDM8M6OzvlejfiWmRGRzVUxWIRmUymrnmXDh/fi1mZQqGAUCiEarWKcDhcl9GKxWKXOCfcR+BSFnwAl5yfy8m2MFBUxuwH4M/qZqppHDW9k8lkJERln0gqlZLIprOzEzabTcAOzPfyBuaBI6Scng0RO/SuyU6Rz+cRj8dRLpdlCjAVVzAYlP4aeldMIanNdWwIpbC+QJQNUWPkxWJITuaJ20VUzx+4mPYDGrN8qH0/KtLImD9nvp/DAFdXV9Hf3y+NkE6nU1B+6+vriMVi8vlUQhsbG3j44YeRzWaRz+fx8MMP49/+7d8QCAQk1Tc4OAgAWF1dRTabRTweRzKZxPLyMgYHB0Uhjo+Pw+Px4NixY5idncXCwoKwmnd1dSEcDsNkMglbRE9Pj4BwAGBtbQ19fX1ydlSDrjpYPNdqKkw14FRkag2rUXpwq4rq2RvPhvp91N9Xq1W88sor2LNnD8bGxjA+Po6XX34ZwWAQhw8fxh133IHu7m7JvgSDwToKNp/PJ6l8Gg4168LSBGuP6utoPFhbJGDBbrfLWent7UV/f79QvwEQ51bTLgIpAIhOobEqFotYWloS48kzo54LAMI1ODc3BwAYHx/HH/zBH6ClpQWvvvoqnn/++TqCWiNU3xipMn15NbItDBRTfJqmSbjdqMjLXDlTKCpiicZJpR4hQkv1toGLbA7qXBWV/4q1H9VTYVSTTCal0U4d18w+FKYHuU5d1+smp/J9qtWq5I/VvK1qnJgvTiQSyGazkga4HYRGRr1+anpTLfQbmbdVT19t2OUZyGQyuHDhAtra2tDT04NIJIJ0Oo2hoSEsLCxgamoKFy5cQCwWQyKRqGOE1nUR0EY8AAAgAElEQVQdyWRSCIYDgQCSySQcDgfC4bCkZ8vlMnbu3IlcLoepqSmkUik899xzwhlZrVbx2GOP4Xvf+x6y2Sw+9rGP4Uc/+hHOnTsnaWoW2X0+H5xOJ7xer8CI5+fn0dvbK+0HVIhzc3My4FN15BrtL/eN0aSxbqN65b+K0rlZYkxBUVTgDHApTNrv9+P8+fP4+Mc/jsHBQXFCyFTjcDgkCiYyDqjVndLpNAYHB6Vpl9kZ7qnKzaeuq1KpyDli3xH3l72ZXV1dQjLMFG5vb6+QAbNNhdEZADkHZOrfu3cvAoGAzA9jOwP/jmQB6+vryOVysFgsOHToENra2nDy5EmcOnUKS0tLl6TTeR5Uw2/c+6uJuLeFgaJHwuIjAQIcO0BhNKJ6dTMzM/B4PHVACyKn2MVPRUbCWdYRCNFkfcDtdkvPA6MmNYdfLpextLSEhYUFYULnIezt7cXGxgbi8Thefvll4V8DIA2W1WpVIkMAklIkAos1q2w2K+O8A4GAeMVG7+9WF9XLp3NCg8T/N/L61XSsWr9S0zp+vx/j4+NCQ9Te3o6enh4xNgAkalYL6zSMrF0AEJiu6tQwAuMZCwaDAqjhDTw/P19HKqwS06q1hVwuJ2TKExMT+NnPfiY9VIFAAOvr63jwwQflc9R0jqq01XNjNEh0uFQv2RiNbvVzZ0zlqt/R+F3UqDoSieCFF17Agw8+iD179mD37t04duyYOB9M4QEQx9dut6OlpUWm6tpsNtlLpoOJAubzzNLQEBEtVygU4PP5UKnUKM/o/MRiMRw/fhxWqxUejwf9/f2SIqRxoFEBILyORDuTJotAMrXJOJ1OC3tJKpXC0aNH0dvbi49+9KP4nd/5HRw+fBiHDx/GN7/5Tdkv7h1Rg+q9Z2QtUVOAV5JtYaBUwkOONKZBUKMGpvLUPDn7U5ivNZlMQgViRJfQyrPupAqhxSShZV+CmmIiMIOep3oBaPgymQxSqZRcUNKe8PNJecKiKdfBcfQERsRiMeHe42u2eg3gWosxTWN8nvthTHs2UsrGVA9n+XR2dsrN3N7eLtNHyQjB96ACB2qKhv1JrAXR8FgsFuTzeakZkASYxopnO5VK4dy5c9JzRfotdRw4QRU8F2w0DwaDMuAuk8kAqN1DqVRKSJNVJm81zalGmmraD0CdIVaV+tUomq0ixoiR96HRwTOCSebm5nD27Fn09PTg7rvvxvnz52E2m3H06FHcf//9Mu9JjTwACDUQpw9wD9vb2+uMv3otea7UUSmFQgGrq6viHBNJNzw8jPb2dvT19cFms4lRoTNPRLDKPsEzpuu61OJpTNjm0t7ejnQ6LTVuZp4+9KEPiYP8yiuv1PV2qmlB9WwYabOuFiABbBMDRTBBOp2WBjluHusBNDy84fk3TqdThrSxOY43OXBRuVOJcF6OGoazzkRvqKWlBTt37hR0oOqRJhIJrK+vyxRMkjtSQZlMJqGuoSFUZwSpxX7CPxnus4eGIA+v14vu7m7kcjmBicZisS3vyV4rUY2M8QYBLtIZqd6+kX7FqHAZeXPv3W63AGmKxSLcbjdcLhcee+wxuFwuPP300zh79qxcy/b2doyPj+ORRx6B0+nE3XffjYMHD+KHP/yhKCKyVb/55pvw+XyS1qXRYdq3VCrh0KFDmJycREdHh6BAmX5T+7/cbreAb1KpFCYmJuQcsHH0zJkzkj7kd+cjIzIVZETDq6Y/jekxvnY7GCmjUW2U3jTW3YDad8vn8zh16hR2796ND3/4w3jrrbdw7tw5pFIprK6uwul0isPMJleLxYJ4PA6r1Yre3t46yLfJZBKjxeZrnj3OniNrTqFQgKZp8Hq9SCaTCAaDyOfzcDqdGBsbkxLG+vo6lpaWkEql4HA4MDU1JbquWr047JU6L5/PY319XfrvaGBpHFOpFMLhMI4cOYJUKoXf/M3fhNPpxIULF/DGG2/gxIkTDWH5RueH31ndf+7128m2MFCEbJItweFwIBQKwe/3C+URAAEblMtlocTftWtXXZrEZKo15/KwsFDJEJyRDjeSDBTcVEKIyRbAcJ3pmx07diCRSGB5eRnRaBRerxednZ3o7u6WHC8PSyKRkHoZARA0rKxVsGDPPVhbWxNj6XQ64fF4BO6cy+WkkHk7CBUJlSO9UDWlxyhAvSlUpJaqoNRogMXojo4OIRAmWIZ7f9dddyEcDmNtbU2cIafTiQMHDmDv3r3I5XLC03fmzBlRAvSMGV1xXU6nE+FwWFKKKysr+NKXviRGYmRkBC6Xq65mZjabsWvXLjzwwANwuVxIJBLiAbMRmIwA5BQ0RpRGqPXl9kZ95B5up6hdjRaNRXv1+xrr23z+2Wefhc1mw8jICD796U/j61//OvL5PM6fP4+DBw9KXxvv13Q6DZvNhvX1dXg8HqkPqrVtYwSazWZx5swZ4dljHxQJh6kP3G43PB4P1tZqxP+sa6rXW631FItFzMzMIJlMYmpqSpqP2bbDPkrqwo6ODqTTaTz//PPIZDL4yle+ggceeAAnTpzAz3/+c/zTP/1TnVPDzzGCbNRzYjxPV+NIbwsDVSqVkMvlpLuZBThyjnHeDpvWqOhZgyDSj6GsCmBQDyKVBz0MFr+56ZVKjXGc9SUKC5IAJMpSx7BzjW63G9VqVdKL6uhwsk3n83np2qaxAiCRIQ0c2daZesxkMlu+SH2thdeFNwGj2UZ1uEYenGrIeK6YZvX5fPB4PHLDkxn/+PHjmJ6ehtfrRV9fn8DO5+bmpE6VzWZx8uRJAfQ88cQTePnll4Uyq7e3F2ZzbdCg1+sVpRCLxYRbLxQK4cSJEzh16pT06W1sbOD973+/pBrL5TL6+vrw0Y9+FKOjo7Db7ZidnRVGbXrBIyMjSCaTooCM+6BS/hgNudEAqUZf/Xk7oPiAxjxwl0sRU7gvuVwOL774Iu677z489NBD+NznPofPfvazaGlpkRQrWWfy+bywLRCFp5YSgIu8ndlsVqY1sNady+WQTCaF2Z7OLB2i8fFx0X8sd9DZzWQysFqtopMKhYL0KiWTSYTDYbS2tiIajSKfzwvQIp1OIxQKIRwOIxAI4PTp08jlcnj88cdx3333YXp6GocPH8YPfvCDOj5Htb6k7q1a81OdQuP5u5JsGwO1vr6OQqEgBuLChQsIBoMS9XR1dUmnvdlsll6TbDYLk8mEnp4eOSzsoWIDmtlsFuPEA6SyR6u8d8PDw8JmDlw0Toyk6CGRPNRkqrEN3H333ejo6MDy8jKmp6fFC3I6nfjlL3+JUqmE3bt349y5c3jttdfEu6FBYiGWEUIsFpOxImqaczt5tO9W1APeqM5EUW+gRjUn43tUq1X09fXBYrHA6XSiWq1icXFRgA6HDx/G5OQk3G43rFYr7r//fvh8PszMzCCRSMDhcMDpdOLMmTM4duwYfvazn4nyYDTEVB2BM52dnVJwZ5okEong+9//Ph544AHouo6TJ09iZGQEDz74ICwWCxKJBLxeLyYmJqS2QFotwpCz2axEXep3NaZejLUovkZNhzXacxqp7WCc1DSUMWJq5NgYn6tWq1hZWcHf//3fIxaL4fHHH8cXv/hF/O3f/i1++tOf4o477sCePXvQ3t4u4zf4/iSxBiBMNACQTqcRjUZlYm2lUoHf75cZZKwhkgPS7XYjlUphdnZW0sGMzDOZDFwuFwYHB4XcVtd1MThmc22Aa09PD0qlkkT+TC0TjHXmzBlEIhEAwF//9V/jrrvuwuuvv46XXnoJX/va1+o4+dRMhfporDldiZz3SrItDBQ77YGat8fegmKxKJBbMkAAkNQM02QMuVmnYlhLlBzReyrYQT287PpneocHDajP3/NvmYsGagi9wcFBad7c2NjA4uIiCoWCFCR1XZceKUJVzWazfL9KpSKQeD4yuqLydTgctxXVEYCGN8PlDNXlUgpGj5p7PDY2JmMWOjo6kM1mYbVaMTo6ijfffBMvvPACHn74YXR0dKCnpwddXV0YHh5GLBbD008/jR//+Mc4c+aM1AuZ/nO5XOIQpdNpiaYJXQYghJ0bGxt46qmncOrUKdx5553Yu3eveNADAwM4dOiQjJfXdR0zMzN4+eWXxcDRa+UUYDaTqqkfNXpUjbgxHaaCKIyRE99rOxgpoN6ZMToo6nlRRd2P5eVlPP/88+jr68MjjzyC1dVVfPe738Xrr7+OjY0N7N27V/ov2V9JOrWWlhbpPeJnEHXHXs6hoSFxQDc2NpDL5eBwOOByuaROdPr0afh8PtFNZMLp7u6G2+2Wce383FQqJWjCQqGAXC6Hrq4uSeXl83nMz8/jxIkT0DQNLpcLf/zHf4x77rkHFy5cwDPPPIP/+I//qKNgU/dLNf7G59T78mobdCnbwkBVKhUJT1OpFKampnDy5EmpQa2vr0vEUyqVBGHX3t4uNzqVOQ0Mb1p1cih5sWjcgIu09jabDUNDQ/J+RMKwwM2IanV1VUZzOxwOTE5OYmJiQub4OJ1O7Nu3D2tra8hkMgiFQlheXsbs7KywTavKgP1fJGZUb6BUKoX5+XkMDAxgeHgYwPYoVl9raVRHUmHUQH00YLyx1AiBxr6vrw8bGxsyZ2lsbAwulwuZTAYnTpzA2bNnRRkkEgnMzc1heXkZoVAIb775JhKJBKLRqDgqqVRKYMX5fF6US09PD+LxuNQQOjs7sbGxgc7OTiGLrVariEQiCAaD2LVrF/bt24fh4WG4XK462HoulxMEX2dnJzo6OuD3+wVNyFlVjWDhV4Jec1/4aFTi2yVqb2SY1efVvTFGjfyZDsVLL70k9Z/HHnsM7e3t+Na3voWlpSX4/X7cd999cLlcACCp387OTqlrLy0tYWxsTHqpOjs7kUql0NLSgu7ubpkYzvOpDlq1WCzYuXMnuru7ZSgmAGGSYcqY69W0WqN/NBqVbBAj90qlgrm5ORk7VCqV8PGPfxyf/OQnEY1G8Z3vfAfPPvssnnvuubrWBnWP1PtM3Us+r/6dETjxdrItDFS1WhVevXQ6jd7eXvT09GB2dlYQbNVqVVBOZrMZ6XRaQl+bzSaMDmyCdTqdApBg/pYbabTwHCRI8ATrW6qh4t/FYjH5bI7a1rTaVFXmYl0ul4T2qVRKIM00ojSQasGfh5WHiymdeDxeN+V3u3ix10KMdQRjukF9nTGVpXp16ustFgv6+/uxf/9+6bPr6OjA7t270d3djX/8x3/E0tIS5ubm8JOf/ERAOkNDQwiFQrhw4QLi8XhdPZDXhdNOifIk6IL9cHa7XRBYxWIRp0+fFqcMqPVFdXZ2YnBwEF6vVwzV7t27AQA//vGPcfz4cezYsUO+o8PhEOb08fFx8cqNikVVxvSCVSJdYzpM3U9GbFv97PG7qoZI/Z0xGmSUaBR+/9nZWfzLv/wLdF3Hb/3Wb8HhcODrX/86XC4XXnnlFQDA3r175fqwn1PXdeG4o6OsaTWKLeoXptiYSWEk5PV60draing8LgMuTabavLDl5WXpueQcMV3X0dHRgZ07dwoT/smTJzE7OyvsM8wQOBwO/NVf/RVGR0fxxBNP4OzZs3jjjTcQCoXEML/dNb6c8TGmlNXnriTbxkAxgorFYnjooYcQj8fx4osvIhaLCdS6UqngPe95D1pbW4Vg0e1213FWqaE6i5n0MmKxmORLOVhM02oNderQN5WZwNhTQJqivr4+DA8PC4M6IZ1km45Go3jzzTcRDAaxvLwsHdtco/q+AMTAstBNmCphqH6/XwaG3U5iNEa8rsZUVKNUX6OaA+uVXV1d4lwwTZzJZOD3++t60cxms4yAIbmm2kHPNZpMJgwMDCAYDErPDGcMkRXabrfLuXO5XDh16lSd95nJZIRthLOEzpw5g7m5OWiahsOHDwsUvr+/H6VSCYuLizJviCwDxkGbqtE2Kmo+Gr8P9207RuxvFyU1Oh/Gn+ls/uIXv8CJEydw8uRJ/MZv/Aa++c1v4sknn8RPf/pTeL1enDp1CgsLCzhw4AD6+vqk1YUOKCcTlMtlnDt3TtoQAGBwcFDG9zidTnR0dMhE5EQiIREaUOt34zigfD5f13fFujgzNYFAQNolotEoHnnkETz++OPo7+9HNpvF+fPn8Q//8A9IJpOX7F2jM2LMSlB4NtS0norou2UiKODiRFLmVYeHh9Ha2irP2Ww2iVwIs2U4TW+2tbVVLj5vMtWLXltbk3Rad3e3NPaqr2Evi3GDGd1woJndbpe/ocFT5/2srKwIpxprZ8ab5XJeCB+ZnyZq8XZD8ak3RiNodCOPz6hkKHyf9vZ26TsKh8NYX19HJpOBxWLBU089JVGves2IflLfU43meCY5BXl8fFwUEhkfgItNnRzF4XK5sLKyUvcdyuUywuGwrI2GyWw2w+FwCCw5nU7D7XYLHRI5Jzs7OxGNRuuMuNG7vVz6SzW8qpNGw75dxHjfNkpVNlKeRsXKnxOJBL773e/i/Pnz+JM/+RN86lOfwsDAAH7+858jHo/DZrPh+PHj8jckhvZ6vRgYGJBhgWazWRrAuZ+8t+nkkuUhn88L+wh75gqFAhYXFxEOhyXyi8fj8Pv90srCiQ9+vx/ve9/78Oijj2L//v2IRCI4c+YMXnrpJTz33HN1I92Nhsfo1Kl7o54f4z4ZHcJbKoIqFouIx+PI5XIIh8OYmJjAe9/7XrzyyiuIxWLCDkFvlTWERgVRGho1vceLT8UxPDyMwcHBur6FYrEoM5voVVMJ5XI5LC8vIxKJ1KEFCcawWq3IZrMIhUKYnp5GJBIRsAQNy+UuHpUP51MRCq9pmqQIG6UibgdRPTrVmzMqzEb5b+MNwvpjT0+PeJeMVC0Wi6CfjEbIqMyNSk/towqHwzh69Cj6+vqg6zU0n8/nw6lTp+Dz+bC2tiZnxeFwiGFopBRoaIg8Ze2KkOJIJCKpGZfLJb1dand/o9SdapSMjc38nkZDttXTe8Dl05SNnjN+v0bvo+4Xe4ZeffVVjI+P49Of/jQ+//nPQ9M0LC0t4Qc/+AFCoRAASC2QPUWZTAbt7e3YuXMnurq6hKGerDn5fF4IgaenpyVKT6fTmJ6ehtvtRiaTQTAYRCAQQCaTgc1mE6okr9crTDSjo6P4xCc+gfHxcSwsLCASieAv//IvcfToUZw9e1baWniuVACYuj9G5099Xm1lYBRnRPVd7XnZFgYKqN0UZABn/8jevXuxtLQkXi6bdNnASCWlaZooGSLgOF9K1y8y+6pcewQsECHV0tIihWxGZ7x4lUoF0WhUEHhdXV2CzmMdjPWplZUVLC8vI51OXzIdl0IPlYgZPqcqRo4j59rj8fgl9Ey3uhjrICowQlW0fK0xymqkoKxWq6RTenp6sLKyAk3TMDo6CqvViieeeKKhR2g0eKpBHB4elvPY1dUlgAeyDfDMtba2CkI1mUwKhQ3Jh40erRppM8PAAXo0bJVKRdLDra2tUkdV3+NK6DWjMjJ6xzyX28FAXS6FeSXDpJ6ZRtddza4AtZ7Gs2fP4u/+7u9w4MABfPjDH8bOnTvxpS99CalUCtPT03j66acRj8dl1hdRduxPslqt6OnpkblQsVhMKK+4HlJuqaM5SLHl8XhQLpeFbX9iYgIf+tCH8MEPfhA2mw3hcBivvPIKnnrqKbz++utYWlqqc+bVs6z2LnHPjFEzyyIsSxgzGkzrqUND1eb5K8m20Gi8yTiGIBwOC3GhzWbD9773PRkO6Pf7BcZLBBbBEIyCCO9lvp+9BiQBbWtrQzwex8LCAkZHRyVaIVKQh5xAiXQ6jePHj2N9fR02m00K66oXs7a2hpdeeklGK7B3CrhUKRAEoR4Gkjgac7nd3d2C8iL/2u0ml1OSxpRNozy5amDYhkAAChUA08derxd2ux3pdBrApWAaY8rMZKpxRx44cADHjx/H6uoqJiYmcODAAczOzmJ1dVUmNw8NDcHn80m2gEzod911F44ePYpAIHAJCs2IxiNaNRKJYHJyEp/4xCfwzW9+U9JANptNRo6rNEmXS+Woe6QqJCN6i17yVpdG0bWqQPk7Y4TEn4H6epzR2KlGKxgMIhgM4j//8z/lDOzbtw9TU1P4whe+IFmcSCSCY8eOIRQKyZSDeDyOlZUVIRv2eDxCe8TWE05HZlsEiQA8Hg98Ph+6u7ul5khi2e9973uYnp7GsWPHJKJq9N0o3I9GmQajAVLPh9GYG43Rr9KvuS0MFCWZTAq7biKRQG9vLyYmJjAxMYGlpSWZXMvIhzc7b0YaOqbnCDJgnxEjKnZ0q1RF6mEFLionej/RaBSlUknSMurwQwACkGAU2Ajqqx5wo7Ildx8ZJwhBV2fLqASUt4M0Sh1QaRgbA/loVKzG/WdxmfvLVgU6RwROvJ1i52ewo5/XKp1OS1sAx7Dzu3DMQbFYhMPhkMjL5/NhfX39sp68qnQrlYo4ZuR0A1C3H8b1q0wQjZSRUSE1+r7b5dypkYCR1qmR82I0yur7vF3fFACJjo8cOYKTJ0+iq6sLY2NjGB0dxY4dO+B2u/HBD35QSg0bGxsIhUJSHqCeYIqPzf1jY2PCFsIsDTNHnMBw9OhRBINBnDhxAsFgUAYNNkIw8rFRtKS+Rv3u6ncE6qHl6plUo0w16rqafqh3ZaA0TVsEkAZQAbCh6/rdmqZ1A/gegFEAiwB+R9f1awIvi0QiWFpaQjgcxszMDEZHRzE5OYlDhw6hr68PL7zwAvx+P/r6+uByuaDrupCnknuKw7kopJAhGScZIKxWK2KxmPSVsG+AjY+88QOBABYWFpBKpcTjYT8WUIvGCoUCpqenxTAZwQzGuoh6gXnwON6ZYTL/kd6fFDrbqVj9bqXRjWVUNKoSNiqiRikGsoiwuba1tRUul0umI5OpRJXLKXYi84LBIEZHRzE2NoZjx46hv78fQK0/hg3bHFhZLBaxuLiI0dFROBwOzM7OoqenRxwu1ZBQaaqzqKikWltbMT8/D5/PJ8zUAOoco8ulPPld1BqrUSEbU33bIcWnGhx+F6PRMSrly52XRt9X3RPjGWR0m81mEQgEcPToUdjtdol0uru7MTw8DK/Xi97eXskA8VryutIYsTbF1ptQKCSAiGAwiPX1dTF0alsB0Bg8xHWqKXOjQ67unWpojOlOnkl16Oo7lWsRQX1Q1/WI8v8vA3hO1/Wvapr25c3//7d3+yFMc3FwVyqVEvJYm82G7u5ueL1ehEIhgfIyJ8rISJ39xFoUUXk8AKwJ8GAkk0loWq0nZHl5GRaLRSIqwsoJ0uABIgca4b1E2wH1aSEeGrXXhEaIdSj2SNhsNvHqWU8AICkp9bnbRdRUmtEba6QkjFFwo9eS2oopYDbjHj58WLxudeaY8f3Vz1Rz7Xa7XRjpk8kkbDabpGna2tqQSCTQ0dEhnjNHcjC9TOPE762mSVQvH4BQNOVyOWn45eepCqWRIlZrDsbvpKbI1L8xKvqtKpeLfI1pLWOqj883irgvZ+T4N+r7q/vOTE40GsWFCxfqrh1BL2rqTE2fARCjwzKDcezQdrgeVyPXI8X3GIAHN39+AsALuAYGCqhFOysrK0LVwVqU2+1GuVzGvn37EI1GMT09jaGhIXR0dMDhcMgMHip3TdPqaGa8Xi+Ai1NYGVozLUKP+ujRozL0TdM08WA2NjYwPj4ukVGpVEI8HkdraysCgYAYONULVW8OGh+LxYKuri6ZvqnC48fGxpBOp7G6uiqpJypKi8Ui84e2S6rlWoqqUIw3qVEhN4quqJgBCFlvJBKBy+VCV1cXJicnUa1W4ff7sX//fpw7dw4//elPEY/HpfGS78NHfn4mk8HY2Biq1SpsNhsOHTokPGgktzWbzTKJtbOzE3fddZfUOru7u+WaU9T0lLp+nqVKpYILFy6gVCrh4YcfxsTEBDweD95666269RrXbIyW1H1slJpR/2Y7KEQ182BU+KrDoUalqlFrZJAo6vPvpt3jWkQdt5K8WwOlA/iZpmk6gP9L1/VvAOjVdT0AALquBzRN62n0h5qm/RGAP/pVPqxarSKZTGJhYUFgkl1dXejr60M+n4fL5ZIC9Llz57Bnzx44nU6JpJi+Ib2RynlWLpeFmJW9B5FIBFarVfpXOLfp5MmTkne94447YLFYcO+996JcLuP06dPSJFytVrG6uirFabfbjVKpJOkWQpjHx8eRyWTQ0tKCgYEBgZGS5byzsxNWqxWVSgUul0vo8VtaWuD1euXR7XbfVgZKVR5qauJyCtMYHajC5znwjefE4/EgmUxicHAQk5OT2LVrF5aWllAsFnH8+HEsLCxcViHpui4s/BzdzX6oQCCAbDaLaDSKYrGIWCwmgBqVQZ8FdzW3b6w9MdoeGBjAwYMHUSqVEIvFMD4+jt27d8PlcmFjYwPRaFQcqkaRgHFvjT8bIzgj9c1WFmY8mrK95N0aqAd0XV/bNEI/1zTt3NX+4aYx+wYAbBq4KwpvAiJffD6fMDZzOqmm1YZ6FYtFhMNhxONxeDwefp7czDQMlUpFCFsJC2efC2/gQqEgs5aoHFQFwt6S3t5emYbJnhTg4sgO8v/Z7XbpJNe0GvSyu7tbvhuVhzp+nqPpLRaLzBDKZrPy2S0tLULxtB082Wslxny5Me1klCt5vlT2pKAKBoPCl6c2iWezWezevRuf//znkclk8O1vfxtPPvnkJf0ifCwWi8LCz743EnuazWZJG7tcLiwuLgrzCGHpZ8+eRSgUEq8euJhuIkPGzp078cgjj+COO+7AfffdB13Xsby8LOO+ye9XLBZllAvXZ0z3GSHll6vXNeovvJGiadpHAHwNgBnA/63r+ldv+CKact3lXRkoXdfXNh/XNU37DwD3Aghpmta3GT31AVi/BusUxbOxsYH5+Xl4PB709vZicXERd9xxB5xOp3Tk79q1S/j4gsEgHA6HIN2YtuMIY7IDEz3Fz+HNzzEfNFBms1lSM6wV9Pf31/FsMf3Hzx9KiJ0AABoFSURBVLBardB1XUaAkP3BbDbLvBdypFWrVYyPjyObzUodC4DwbnV2dqJUKsl7s5DKcRy3o4FqVH+iGPujjH9rlGw2i3A4jEgkgmg0CrfbjY2NDSSTSVgsFqGVYp3xk5/8JJ5//nkh3uTnq6kzq9WK1tZWDAwMoFgsIpFIYHBwUEZ8swapOiKsK7IHRk2z8XtxzMznPvc5vO9978PS0hKcTqf0yBSLRQFJrK+vC6z4cnBg4x4ai+WN6k1Xqu1dL9E0zQzg6wA+BGAFwFFN036k6/pbN2wRTbkh8o4NlKZpHQBMuq6nN3/+dQD/J4AfAfgMgK9uPv7wWixUFXLylctlJBIJaUAk9ZHZbMbg4CCSyaTwSZGQk0ADNUoyet4qWCKXy8FsNgtTsCpkkGBEw6Y54CIsnCg7QkQBIBQK1fXcpNNpVKtV9Pb2Ck8bFR6jL6J3qKwYMZGJolHH/60uRpACAIk+CL9nZKQ+UhhRq3tXLpextLSE+fl59Pf3o6urCzt27EAgEEAkEpHaztzcHJxOJ/r7+/HQQw/hpZdeEqYARunqXLJoNIrh4WE4HA5Uq1UsLCygUCgIp57FYoHX64XL5RJjwroiz7CxFnTffffhs5/9LOx2O06fPo177723biS41WqVaGt9fR1ra2uIx+OXNUyNgBFGQ9WofnUT5F4As7quz2+u419Qq303DdQtJu8mguoF8B+bh7QFwP+n6/pPNU07CuBfNU37QwDLAH773S+zXuLxOM6fP4+77roLoVAIhUIBXq9XWHk1TYPP50NPTw/C4bDMWiIdkq5fRPSRzZeGiXUqRkjlclkQg1RkTA8SpUcYeiKRkDoBnx8ZGREQxOTkJLq7u4XJwmq1Ip/PI5VKoa+vD/v27UNbWxtee+016e7m1NxyuSxRFScCMwKkITVSO90OotZk1BSnijQD6ns3GtVb1FRXNBpFPB5HMBjEnj170NbWhsnJSXEUstksJiYmYLfbceHCBbS2tsLr9SKRSMj70DiRd8/pdOLuu++G0+lEIpGQxmtGZj09PdixYwfK5TKGh4fx6quvIp1OY8+ePSiXy1hbW6urHdntdjz66KPYtWuXEMbeeeedyOfzWFlZQSqVgq7rcnaINmUmwAgcabQv3Bu+zjg5V62J3WAZAOBX/r8C4D7jiwx17iKAM9d/ae9KPAAib/uqmyfXc30jjZ58xwZq03s52OD5KICH3+n7Xkl4I1UqFaGOb2trk+FbTHvxhmlra8Po6KjUrehRqhRFLEoDEFojovaIrGJdyghHBwCr1Yq2tjbh6dvcA/HgiSIsl8sSxe3cuVOiqoWFBQBAd3c32traZK6PyvlGA0QgBwvUatMdWQ9upxTf5WolhHcb2Q2MkcDl0lqZTEbqUIR7j46Owmw2I5FICGPH9PS0jMzu7e2VVgI2TXPshd/vx+TkJMbHx6WeSXSo3W5He3s7nE6n0G2xB488a3v37oXZbJasAQAMDAxgbW0Nr732Gnbs2CHr7e7uRjqdRltbG/r6+tDe3o5KpYJQKCRADeMZuVydyYh4VFlMbnRazyCNLOIlizHUuY/pun739V7Yu5Gtvsabsb5twySh5vSr1SpSqRRWV1cFZefxeNDd3Y1AICA3Ti6XQ3t7Ow4cOIBnn30WS0tLMqmSfHnd3d1wuVywWCwyhymTySCTySAWi0lUYjabpUbA1J3FYsHU1BQ8Hg9++ctfIpFICCKLnmo6nRaF09XVJVxoLpdLFI7P54PT6UQ8HkcqlcLa2pqM/+Zo6N7e3jqFwVoFFXEwGJT03+0iKrqM6Tt69GoPiWqQGkUOxj3b2NjA6dOn4Xa7sbq6KiCU0dHROoRnKpWSWWHDw8NCRzQyMoKenh4ZOGi1WnH33XdLi0R7ezv27dsn0bimaTK/h1H6o48+inw+j7W1NVSrVXR3d2NgYEAcn927d6OzsxMzMzNwuVz46Ec/irm5OYRCIXi9XvT19WHXrl1oaWnB2toaZmZmsLCwIAbKCCxRjY+6t3xOra8Za2w3IYJaATCk/H8QwNqNXkRTrr9sGwMF1Ht4pI0hbJvsDwQx8Kahx3vPPffgzTfflKFeANDZ2SkpNpvNVtfQS0YJ4GJB2m63S2MvjYHH44GmaQiFQkIwm0wmpa5AdoD19XVB3KXTaZhMJkQiESQSCSm4x2IxJBIJgbtXq1Wh4WcDMBUIozhGhfF4XEZAbEd5J6gsVVEaa0vGOovRCKn8a42Qf6SGWVxcRHd3t6TpCFohqwTrf4lEAgCEsV5ly+/t7UUgEJA6Iptv+X+uZ3MfUCwWMTMzA4fDgZmZGRSLReF1JNknHSSyXNxzzz3weDwoFovo6+sTcEQymcTKygrW19cRDAbl+xkbbhshIVVjbmQouVJa8AbIUQCTmqaNAVgF8L8A+L2bsZCmXF/ZVgZKlUqlguXlZfT29mJtbQ19fX3CvKCilcrlMlZWVnDvvfdi586dOHToEM6dO4eXX34ZuVwOvb29MuOHI99XVlYQjUYlVWQy1Ug/h4eHYbfbkc/ncf78eRmIuLKyIk3A5OHj7BUyjqtM60BtVMKZM2ewuLgIv98Pk8kkdSTCx9klznk+NG6q8vP7/SgWizKEbjsCJd4pKqsRrF41TnQQNj/jkpqU+qiKruuIx+M4ceIEdu3ahY6ODhw6dAhms1lqgG63GyMjI5ifn0drayvsdjsKhYIQATNSqlarOHjwoETobGegcWSKmgaD9U0awHQ6jWQyKUzWfX19dWNcmE7kADtG+US8Li8v480338SFCxcExGGMKtVakmqU+Hg5+P7lKHOut+i6vqFp2n8F8CxqDs23dF0/+zZ/9o3rv7J3LVt9jTd8fdvOQKk3CKfscpIk4eL0bFk3YqNkS0sL9u/fj87OTszPzyMUCgk0nYPAgBoxI3uVeOMSVMFRCIzSLBYLcrkcvF6v9MuwTsCxHLquw+VySRqKk3ljsZgoNHK8kb/NZrMBgLyeSoy9UgSDcIIvU0XbNMX3jlBZRmPDn7nnlyPFVMUIueZzGxsbWFtbQzQaxfr6Os6fP489e/ZIFNvW1oYdO3bIOOzh4WG89tprdbO6tM2+vMHBQYl0GeGrPXk0pqyPms1mtLe3o6enB+3t7cI8nUgkYLVapR+O58npdEqPFiMyMqLMzs4KszbrmlzblWpPjJrUn7n+RhRPN1p0XX8GwDO/wuu3uvLf8mu8GevbdgZKTStEo1H4/X4kEgmsr6/jPe95D5aXl1GtVhGNRuVvqtUqAoEA2tvbsby8jJ6eHrz//e/HmTNnMD8/L8zSsVhMIhTgoofINB17UtbW1mRiaSqVAgA89NBDiMViiERqIJdMJoOOjg5BCnZ1dcFut0PXdUFURaNRIart7u6WgrnX662DkRcKBaytrYnXzJlYZrNZWCZIQHr69OntOFn3HaGyCoXCFVFZKj3QryL8u3w+j7/5m795R+8BBfH0k5/85J2+xyVy5kztK1+j97xeqKyGiKymNOVXlW1noICLHl+pVEImk0G5XBYwgtVqlUGAwMXaRLFYhNVqRSgUgtVqlaLzzMxMHXSbUQrResDFegW9VA47tFgsCIVCUhgnA3EkErlkjDujI03TpP+Fz3d3d8Pn88Fut6OtrU2mn25sbNQhCAng4MhoMpi3tbWJ57wdU3y4BVFZW319wPZYY1Nub9lWBsqYwiL4IJ1OY319XfpR8vm81H6YmsvlcnWzmT784Q/D4/HIjCa32w2fz4fjx49jenq6YUNnOp1GPB6Hw+HA3r174Xa7sbi4iN7eXhnbbLVa4XA4ZJiYShKbTCZhNpsxNzeH+fl5lEol4VBjUVtF5q2trSEYDMqIEDIgd3V1Yffu3Whra5P1qUSX21CaqKymXDd5JwCc67CGbwH4DQDruq7v23yu4WgireZlfg3AowByAP6LruvHr/P6hgB8B4APQBXAN3Rd/9rNXuO2GR7UqN7Afiii4QKBAOx2O4rFItrb2y8ZzZ7P5+F2u5HL5RAMBtHR0YGxsTH09fXB6/Xi/vvvx+/93u/VQX7VBlAi7AYGBuD1etHd3Y2Ojg60tLTg+9//Po4cOSLcaUQFEqJssVgQjUZx9OhRHD9+HEtLS3UsEGrdgihBohRNptqo8OHhYdx5553Yu3ev1CAASDS1jWdBCSpL07RW1FBZP7rJa2rKLSAKAOejAPYC+JSmaXtvwlK+DeAjhuc4mmgSwHOb/wdqa53c/PdHAP7nDVjfBoD/Xdf1PQDuB/D5zX26qWvcVhqtUUGWTaycFWWz2YT5W30tC9AEH8zOzmJhYUHm8bDu4HA40NXVdQmkG4Ck/qxWqyCpaAQ5uJAIQqbzgFqEY7PZkEgk4Pf7ZS4Qm23Jls7XkiHC4/HA6/XC4/EI7Q1ZL9LptNDZEPn1TmsuN1t0Xd8AQFTWNIB/vQVQWVt9fcD2WOO7FQHg6LpeAkAAzg0VXddfAhAzPP0YaiOJsPn4uPL8d/SaHAHg1Gq8ptdzfQFGQLqup1G7Dwdu9hq3TYqvUU8LobTBYBBerxcrKyvYt2+fjIBnjwuRR/l8HsPDw4hEIlhfX5d6z7333otsNouhoSHk83nce++9OHr0KMLhsPwtEVeE9XJAIklfFxcX6+DgjMBY29I0DSdPnsT58+cBXBxMxpEchUIBO3bsgMPhkFrUxMSEDDxkU2+xWBSaJVI3+f1+mS9kZE/YLnKrobK2+vqA7bHGayBXBcC5SXK50USN1jwAIHAjFqVp2iiAOwG8drPXuK0MlDpoTH0+m80KDJfINmNKkH9vsVhgs9mk56hcLstIbbfbjUQiIX1IkUikDsnH6MZiscDtdsPpdGJubk6YyEmRxMZadRJmIpFAIpEQeiXjMMREIoG1tTV0dHTA4/HA6XTKqA32xQCQ78DIbWVlBYlEQmD0TWlKU+rkqgA4W0xu2po1TbMDeBLA/6breuoKoKsbssZtpdFoKIw0K9FoFOFwGKFQCJVKBb29vbBYLMhms7DZbCiVSsJTR/aHYDCIlZUV3HXXXVJbamtrqxsMuLCwIEaxUChIIzCNotlsRjKZRD6fR3d3t/RLMdpSRz34/X7ouo6JiQkMDw+jvb0d0WhU+mw6OzsBQChpenp6UC6XBXBB7j4AEjVGo1EEAjWHhQwFBIc0pSlNAbC1ATiXG010U9asaZoFNeP0/+q6/u9bYY3bqgZFURsxdV1HoVBAIpGQKIZoOja5EqLNniTO2mEzL7nsXn/9dfj9fqEQUg0hYed8P6bS2OirGhDVOBEEUalU4HQ6MTAwgMnJSezevRt79uzB2NgYRkZGsGfPHoyMjKCjowPxeBxra2tYXl5GIBBAIBBANBpFIpFAPB6X0QnRaFRYDDgqnkjFW1U0TfuIpmnnNU2b1TTty2//F9dtHd/SNG1d07QzynPdmqb9XNO0mc1H1+bzmqZp/31zzW9qmvaeG7C+IU3TfqFp2rSmaWc1TfvTrbbGGyRbGYDD0URA/WiiHwH49OY1uR9Akmm26yWbqLz/B8C0rut/t1XWuK0iqEZCHrqZmRnhPJuYmIDH45G0V1tbmzBDFAoF+Hw+oTB68803Ybfb4XA4cOzYMbzxxhsywoOpQKb3OEiOk0pp3AqFgvCc7dixQ+pP6gTe9vZ27Ny5E/39/XC73Whvb8fo6CiGh4cRjUbR0dEhY8BDoRBisRiOHj2K9vZ2GbSoSmdnJ9xut6QnSZXU3t6OF1544SZciesv2tYaVPdtAP8DNWguhYinr24azy8D+G+oRzzdhxri6XrXQYjKOq5pmgPAG5qm/RzAf9lCa7zu8g5pka65aJr2zwAeBODRNG0FwF+gNjOv0WiiZ1CDb8+iBuH+/RuwxAcA/K8ATmuadnLzuf/jZq9x2xsooIbki8fjOHXqlMzn4b9isSjQbX1zDIaaJsxms5ifn0dfXx/6+/sRi8WkcZfNtUB91JZKpdDR0SHzojY2NoQ5gp+jIgi1TUokDlVMp9OIxWLwer0CpCDNktvtlrHw7HtiL5Wm1aaztre3o7OzEw6HA06nU0hoVTTgLSpbZlCdrusvbRaTVXkMNSUE1BBPL6Cm/AXxBOCIpmlOpk2u4/oC2CxY67Whoioqa0us8UbJrwrAuU5r+NRlfnXJaKLNa/D567uiSz7zl2hcVwJu4hpvCQOlb85smp+fx5/+6Z9i9+7d2L9/P/L5PJxOpzS/kquPRJ75fB42mw1zc3NYWlrCAw88gKmpKSwuLgqggeSeTCeyHsV5UGSVcLlcGB0dhc1mk9HxKkO12WyG2+1Ga2urTEhtbW2VHikA2L17N4Aawi8YDIohJbt6tVqFzWaTFGVrays6Ojrg9XphtVrR0tJSx1h9C8pWRmQBTVRWU5pyTeWWMFCUarWKlZUVZDIZzM/Po729HQ8++CDa2tpgNpvR0dEBu90u85/I0GC1WmXqaG9vrwx5Y71KHU1A4fNkcPB6vTLITjOwQ9NYsRmXYAy73S7ksJxNZbFY8J73vAfxeBxutxvlchmhUAiLi4tCtUQhrJwktbfBNN3tiMgCmqispjTlHcktZaAAyPRcQsQDgQDcbreg5+655x50d3ejq6tLJuYSBBGPx5FIJNDT04Pl5WUBO5hMJhl/QDZqh8OBfD4vUPGxsbG6UQcUAhc4CddkMsHtdsPlcsksKRqs9vZ2mM1mPProo9A0DZ2dnahUKgiHwzhy5IhM2uXsqEgkgng8LmzpZHG/hWUrI7KAJiqrKU25prItUXxXK2Q19/v9OHXqFI4fPy7zdZiGUxt/gVrKzuPxYGBgAHa7XZ5X60ocO0AABOtDAAQcwfdmLcxsNku9qrW1FZ2dndLrxDpXoVBAOp1GoVBAqVRCPB5HNptFtVqFw+FAZ2cn+vv7MTw8jKGhIQwODgIAksmkkMhuUy6+q5WtjMgCmqispjTlmsotF0EZpVqtIpvNIpvNIhAI4M///M8xOTkJn88naTVKpVKB3+/HyMgI7r//fiwuLtal1AhTb2trQzAYRCqVwvLysvRGkeZIhZ7T+DDyYbrP6/Wira0N2WxWoqBSqST1Jhozcu6pDOtOpxMulwvDw8Mwm81YXV3FwsKCTPy9VWWrILKAJiqrKU25EaJtBY9b07QbuggyPdjtdvzar/0a+vv7Ybfb0draikKhgN7eXgwPD+OJJ55AKBSS5ldd19HT0wO73Y5cLodcLod0Og2HwyHvYbPZxEDZbDa43W5hfCAPoMPhgMvlQk9Pj7wP039sRi4Wi8JKwVoXDRUAOJ1OGVS3tLSEp59+GplMBhsbG3jjjTeu9Za9oTfHMjSlKU25wXLLR1CNhI2zlUoFx44dw5133incegCQSqUQj8cBXCSIpeHgjCb2WBHgUCgU0NHRccln6bouo94ZUdHgERZeLpelx4qGis3AhMYTSVgul6HrOlKpFMrlshhFq9WKZDIpc6ia0pSmNGW7y21poCgbGxtYXV1FOBxGa2sr9u7di6GhIbhcLhmBoY4EB2ojO2hEBgcH4XQ6oWkaFhcX4fP5AEBGuAOQRl6m6tgT1dLSgkwmg0KhgM7OTmGe4PDBQqEgdSv+jv/YdxWL1ciR29raMD4+jkqlgrNnb0rGqylNaUpTrrlcNwOlbYEhYVcrrP3MzMxgbW0Nk5OT2NjYECokAHUwc03TYLfb0dHRIWPdCSFn1EPiVo7V4MRbNt2SZb29vV1+p+s6rFarsJ+zd6tUKslkXX4+gDoS2a6uLvT29mJmZubGbVxTmtKUplxHuS4GaotR0lyV6LqOeDwuXHevv/66sI673W4ZPkh0HmHhJKJl3QmAcAACqCOPJbMFG205coN1JQ45BCBRVj6fr0MJqmzpRAgyyuJk3tnZ2Ru8e01pSlOacu3lekVQW4aS5p0IIxYaAzbT0giRXQKAjJOnEWE6jsaHhogks+q4EOMoD451J3SdgxRpnNQRIqRv4v9zuRzMZjMcDseN3KqmNKUpTblucr0M1NtS0mia9keojQreslIul1Eul7GysnLJ73bt2oVgMCiDEFmHAiB9S4y2mP4DLholpvCM7A8EQwC4pPGWgAmVwYKfVyqVoOs6otHotd6GpjSlKU25KXK9DNTb0qZsTvP8BgBomhYGkAUQuU7ruebCybjXUDzYut9/5GYvoClNacrtJ9fLQP1KtCm6rns1TTt2O/fa3O7fvylNaUpTjHK9qI62OiVNU5rSlKY0ZYvLdYmgthIlTVOa0pSmNGV7ynXrg3oHQ8K+cb3Wsk3kdv/+TWlKU5pSJ1uCi68pTWlKU5rSFKPc0uM2mtKUpjSlKdtXmgaqKU1pSlOasiXlphsoTdM+omnaeU3TZjVN+/LNXs/1Ek3TvqVp2rqmaWeU57o1Tfu5pmkzm4+uzec1TdP+++aevKlp2ntu3sqb0pSmNOXmyE01UApn30cB7AXwKU3T9t7MNV1H+TaAjxie+zKA53RdnwTw3Ob/gdp+TG7++yMA//MGrbEpTWlKU7aM3OwISjj7dF0vASBn3y0nuq6/BCBmePoxAE9s/vwEgMeV57+j1+QIAKemaX03ZqVNaUpTmrI15GYbqEacfQM3aS03Q3p1XQ8AwOZjz+bzt/u+NKUpTWnKTTdQb8vZd5tKc1+a0pSm3PZysw3Ur8TZdwtKiKm7zcf1zedv931pSlOa0pSbbqBud86+HwH4zObPnwHwQ+X5T2+i+e4HkGQqsClNaUpTbhe5blRHVyO3E2efpmn/DOBBAB5N01YA/AWArwL4V03T/hDAMoDf3nz5MwAeBTALIAfg92/4gpvSlKY05SZLk+qoKU1pSlOasiXlZqf4mtKUpjSlKU1pKE0D1ZSmNKUpTdmS0jRQ/397dSwAAAAAMMjfeho7SiIAlgQFwJKgAFgSFABLggJgKfMjyrmZU+4tAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# visualize slices with ablation (sagittal, coronal, axial)\n", + "slice_0 = ras_tal_postonpre_t1_data[112, :, :]\n", + "slice_1 = ras_tal_postonpre_t1_data[:, 119, :]\n", + "slice_2 = ras_tal_postonpre_t1_data[:, :, 116]\n", + "show_slices([slice_0, slice_1, slice_2])\n", + "plt.tight_layout()\n", + "plt.suptitle(tal_postonpre_t1_basename)" + ] }, { "cell_type": "markdown", From 6a6a973a5ea4be919a980585e6acbde99bbf0d41 Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Thu, 27 Aug 2020 04:00:10 -0400 Subject: [PATCH 20/25] Updating --- .../validation_of_postsurgicalmasking.ipynb | 392 +++++++++++++----- 1 file changed, 293 insertions(+), 99 deletions(-) diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb index 9cc035a..733d21e 100644 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 72, "metadata": {}, "outputs": [], "source": [ @@ -92,41 +92,41 @@ "### DEFINE FILE PATHS\n", "# original T1 MRI nifti files\n", "pret1_basename = make_bids_basename(subject=subject, session='presurgery', suffix='T1w.nii')\n", - "pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / pret1_basename\n", + "pret1_fpath = bids_root / f'sub-{subject}' / 'visualization' / pret1_basename\n", "\n", "postt1_basename = make_bids_basename(subject=subject, session='postsurgery', suffix='T1w.nii')\n", - "postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / postt1_basename\n", + "postt1_fpath = bids_root / f'sub-{subject}' / 'visualization' / postt1_basename\n", "\n", "# after running robust fov on both of them\n", "robustfov_pret1_basename = make_bids_basename(subject=subject, session='presurgery', processing='robustfov', suffix='T1w.nii')\n", - "robustfov_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / robustfov_pret1_basename\n", + "robustfov_pret1_fpath = bids_root / f'sub-{subject}' / 'visualization' / robustfov_pret1_basename\n", "\n", - "robustfov_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='inT1', space='RAS', suffix='T1w.nii.gz')\n", - "robustfov_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / robustfov_postt1_basename\n", + "robustfov_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='robustfov', suffix='T1w.nii')\n", + "robustfov_postt1_fpath = bids_root / f'sub-{subject}' / 'visualization' / robustfov_postt1_basename\n", "\n", "# after running acpcdetect on both of them\n", - "acpc_pret1_basename = make_bids_basename(subject=subject, session='presurgery', space='RAS', suffix='T1w.nii')\n", - "acpc_pret1_fpath = bids_root / f'sub-{subject}' / 'ses-presurgery' / 'anat' / acpc_pret1_basename\n", + "acpc_pret1_basename = make_bids_basename(subject=subject, session='presurgery', processing='newrobustfov', space='ACPC', suffix='T1w.nii')\n", + "acpc_pret1_fpath = bids_root / f'sub-{subject}' / 'visualization' / acpc_pret1_basename\n", "\n", - "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nii')\n", - "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'ses-postsurgery' / 'anat' / acpc_postt1_basename\n", + "acpc_postt1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='newrobustfov', space='ACPC', suffix='T1w.nii')\n", + "acpc_postt1_fpath = bids_root / f'sub-{subject}' / 'visualization' / acpc_postt1_basename\n", "\n", "# after first coregistration post on pre\n", - "postonpre_t1_basename = make_bids_basename(subject=subject, session='postonpre', suffix='T1w.nii.gz')\n", - "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-postonpre' / postonpre_t1_basename\n", + "postonpre_t1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='postonpre', suffix='T1w.nii')\n", + "postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'visualization' / postonpre_t1_basename\n", "\n", "# after second coregistration using applyxfm\n", - "app_postonpre_t1_basename = make_bids_basename(subject=subject, session='postonpre', processing='applyxfm', suffix='T1w.nii.gz')\n", - "app_postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-postonpre' / app_postonpre_t1_basename\n", + "#app_postonpre_t1_basename = make_bids_basename(subject=subject, session='postonpre', processing='applyxfm', suffix='T1w.nii.gz')\n", + "#app_postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-postonpre' / app_postonpre_t1_basename\n", "\n", "# after second conregistration using talairach.xfm\n", - "tal_postonpre_t1_basename = make_bids_basename(subject=subject, session='postonpre', processing='talairach', suffix='T1w.nii.gz')\n", - "tal_postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'ses-postonpre' / tal_postonpre_t1_basename" + "tal_postonpre_t1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='secpostonpre', suffix='T1w.nii.gz')\n", + "tal_postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'visualization' / tal_postonpre_t1_basename" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -146,6 +146,165 @@ "tal_postonpre_t1 = nb.load(tal_postonpre_t1_fpath)" ] }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " object, endian='<'\n", + "sizeof_hdr : 348\n", + "data_type : b''\n", + "db_name : b''\n", + "extents : 16384\n", + "session_error : 0\n", + "regular : b'r'\n", + "dim_info : 0\n", + "dim : [ 3 256 189 160 1 1 1 1]\n", + "intent_p1 : 0.0\n", + "intent_p2 : 0.0\n", + "intent_p3 : 0.0\n", + "intent_code : none\n", + "datatype : float32\n", + "bitpix : 32\n", + "slice_start : 0\n", + "pixdim : [1. 0.898 0.898 1.5000045 0. 0. 0.\n", + " 0. ]\n", + "vox_offset : 0.0\n", + "scl_slope : nan\n", + "scl_inter : nan\n", + "slice_end : 0\n", + "slice_code : unknown\n", + "xyzt_units : 10\n", + "cal_max : 0.0\n", + "cal_min : 0.0\n", + "slice_duration : 0.0\n", + "toffset : 0.0\n", + "glmax : 0\n", + "glmin : 0\n", + "descrip : b'6.0.3:b862cdd5'\n", + "aux_file : b''\n", + "qform_code : scanner\n", + "sform_code : scanner\n", + "quatern_b : 0.0\n", + "quatern_c : 0.6146821\n", + "quatern_d : -0.78877497\n", + "qoffset_x : 113.762\n", + "qoffset_y : 143.52429\n", + "qoffset_z : 84.61472\n", + "srow_x : [ -0.898 0. 0. 113.762]\n", + "srow_y : [ 0. -0.21941006 -1.4545419 143.52429 ]\n", + "srow_z : [ 0. -0.8707831 0.36649898 84.61472 ]\n", + "intent_name : b''\n", + "magic : b'n+1'\n" + ] + } + ], + "source": [ + "# change data type \n", + "print(robustfov_pret1.header)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "# change data type from float32 to int16\n", + "robustfov_pret1_ndata = np.copy(robustfov_pret1.get_fdata())\n", + "robustfov_pret1_ndata = np.nan_to_num(robustfov_pret1_ndata)\n", + "hd = robustfov_pret1.header\n", + "\n", + "new_dtype = np.int16 \n", + "robustfov_pret1_ndata = robustfov_pret1_ndata.astype(new_dtype)\n", + "robustfov_pret1.set_data_dtype(new_dtype)\n", + "new_robustfov_pret1 = nb.Nifti1Image(robustfov_pret1_ndata, robustfov_pret1.affine, header=hd)\n", + "\n", + "nb.save(new_robustfov_pret1, \"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\\\\sub-la02\\\\visualization\\\\sub-la02_ses-presurgery_proc-newrobustfov_T1w.nii\")" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " object, endian='<'\n", + "sizeof_hdr : 348\n", + "data_type : b''\n", + "db_name : b''\n", + "extents : 16384\n", + "session_error : 0\n", + "regular : b'r'\n", + "dim_info : 0\n", + "dim : [ 3 256 189 160 1 1 1 1]\n", + "intent_p1 : 0.0\n", + "intent_p2 : 0.0\n", + "intent_p3 : 0.0\n", + "intent_code : none\n", + "datatype : float32\n", + "bitpix : 32\n", + "slice_start : 0\n", + "pixdim : [1. 0.898 0.898 1.500003 0. 0. 0. 0. ]\n", + "vox_offset : 0.0\n", + "scl_slope : nan\n", + "scl_inter : nan\n", + "slice_end : 0\n", + "slice_code : unknown\n", + "xyzt_units : 10\n", + "cal_max : 0.0\n", + "cal_min : 0.0\n", + "slice_duration : 0.0\n", + "toffset : 0.0\n", + "glmax : 0\n", + "glmin : 0\n", + "descrip : b'6.0.3:b862cdd5'\n", + "aux_file : b''\n", + "qform_code : scanner\n", + "sform_code : scanner\n", + "quatern_b : 0.0\n", + "quatern_c : 0.6146821\n", + "quatern_d : -0.78877497\n", + "qoffset_x : 113.762\n", + "qoffset_y : 146.03697\n", + "qoffset_z : 92.31677\n", + "srow_x : [ -0.898 0. 0. 113.762]\n", + "srow_y : [ 0. -0.21941006 -1.4545405 146.03697 ]\n", + "srow_z : [ 0. -0.8707831 0.36649862 92.31677 ]\n", + "intent_name : b''\n", + "magic : b'n+1'\n" + ] + } + ], + "source": [ + "print(robustfov_postt1.header)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "robustfov_postt1_ndata = np.copy(robustfov_postt1.get_fdata())\n", + "robustfov_post1_ndata = np.nan_to_num(robustfov_postt1_ndata)\n", + "hd = robustfov_postt1.header\n", + "\n", + "new_dtype = np.int16 \n", + "robustfov_postt1_ndata = robustfov_postt1_ndata.astype(new_dtype)\n", + "robustfov_postt1.set_data_dtype(new_dtype)\n", + "new_robustfov_postt1 = nb.Nifti1Image(robustfov_postt1_ndata, robustfov_postt1.affine, header=hd)\n", + "\n", + "nb.save(new_robustfov_postt1, \"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\\\\sub-la02\\\\visualization\\\\sub-la02_ses-postsurgery_proc-newrobustfov_T1w.nii\")" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -162,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -171,7 +330,7 @@ "(256, 160, 189)" ] }, - "execution_count": 6, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -187,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -196,7 +355,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 7, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, @@ -232,7 +391,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -241,7 +400,7 @@ "(256, 160, 189)" ] }, - "execution_count": 8, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -255,22 +414,22 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAADmCAYAAACAlxFoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9eZhdVZmo/64z1JnHGlJVqUoqlTkhBgIkDAaJBCGKymAriHL7Kjbd2o1Ca/fVBrSdr7/22uPPvt1iDyqOtO0IQmwJahgSQgiZp0rN46nhTHXmff8451vsqpuENCqc2673eeqpM+yz915r772+9Y1LWZaFwWAwGAz1huOVPgGDwWAwGE6HEVAGg8FgqEuMgDIYDAZDXWIElMFgMBjqEiOgDAaDwVCXGAFlMBgMhrrECKiXiFLqlFJq629qe4Oh3lBKXamUGniZjrVSKfWsUiqllLrz5TjmK4lSyqmUSiulFtXef0kp9ZFX+rxeaYyAqkOUUl1KqZ8ppbJKqcN2waaU+m9KqWeUUkml1IBS6nNKKdcreb6/KWr9YP1XbZ+hilLqn5VSn5z38Z8Aj1mWFbIs669/zce7tSYM0kqpWaVUxfY+XdvmD5VSu5VSeaXUP/86j386LMsqW5YVtCyrr/b+dsuyPv2bPm69YwRUffJ14FmgEfgz4DtKqebad37gA0ATsAm4CvjgK3GS/y/z6xZ6L5cQVUo5f4P7rqeJwGLgwG9ix5Zlfa0mDILANmBI3tc+AxgCPgl8+TdxDoZzxLKs3/o/4E+BQSAFHKE66P8z8EnbNlcCA7b3p4APAweBKeCfAO9ZjnEK2Fp7vRF4ApgGhoG/BRpq360A8kDI9tufA79/hv3eDfzgpbSx9rkD+B/ACSABfAuI177zAl+tfT4N7AIWnGH/vwv8EvgbYAY4LMeofd8OfB+YBI4D77F9txHYDSSBUeB/1T7vAywgXfu7FFgG7KgdYwL4Zm3brtq2Ltt+HwNun3d+X6idwycBJ/D52n56gD+07wOIAPfXrtGg/OYM+/tM7f862/FbgFmg+SzX5UpgAPhI7TxOAbfavv9n4IvAj4EMsLV2Xv8KjAO9wD2Aw/ab9wCHatf6ILDhDMf+GPCd2jVOArcDHuAvqQ7QQ7XXnnM8V93ftj76Re21qvXVWO3a7QPOA34PKAKF2jX+AfAfQBnI1T5bcaY21853GjjPdtzmWr+3nMNzcSW25/o0338S+Od5n+0Abqq9fnXtnnl97f1WYO8Z9vVV4K+Bh2rX5glgSe07V20/XbZtP/ZKj42v9N9vvQallFpJdWC62LKsEHAN1QfvXLi1tv1Sqg/RPef4uzJwF1Ut6FKqAvG9te/WAicty0rZtn+u9vnpuIIXmWm+SBvvBK4HXkNViEwBf1f77r9RHRg6qWpzv0/1wT8Tm4CTtXZ9FPg3pVS89t3XqQ5u7cBbgE8rpa6qffdXwF9ZlhWm2pffsrUNIGpVZ7dPAJ8AHgFiQAdVgXiuyPm1AJ+iOpBvA84HNtT6wc6/ACWqQvEC4HVUB/HT7e/jwDeAd9i+vwXYblnW+IucVyvVPltItc//oXbNhLfXzjcE/IJqmyNAN9Xrdhvw3wGUUr9DVfDcBoSBN1GdYJyJN1MVUlHga1Q19kuo9sl6qpMH+339Yud6Jl5H9XquqB3rbUDCsqx/qB33c7Vr/EbLsl5LdVL2h7XPjp6pzZZl5YF/o9rXwluBHZZljZ3Deb0UdlAVbNTadLJ2TvJ+x1l++3bgXiBOdQL2id/MKf7X4LdeQFEVFh5gjVLKbVnWKcuyTpzjb//Wsqx+y7ImqQ4gt7zYDwAsy3rGsqwnLcsqWZZ1CvjfvHCDB6nOMO3MUB2c5qCU+u/ARcBfvMghz9bGO4A/syxroPawfwx4S83cU6QqmJZZVRv5M5ZlJc9ynDHgLy3LKlqW9U2qmtoblFKdVGeaf2pZVs6yrL3Al4B31n5XBJYppZosy0pblvXkWY5RpGr+aa/t6xcv0nY7Q5Zl/U2t32epDmR/VWv7FPBZ2VAptYCq8PqAZVmZ2mD3BeDms+zvX4C3K6XkuXon8JVzPLd7LcvKW5a1A/hR7dyE71mW9UvLsiq19r8N+LBlWana/fN5XujL26kO9rusKscty+o9y3GfsCzr3y3LqtTacCvwccuyxmqC9c9t+z6Xcz0TRar38CpAWZZ1yLKs4XP4nZg1z9bmB5j77L299tlvih3MFUifsb1/DWcXUN+xLGu3ZVlFqoL5/N/YWf4X4LdeQFmWdZyqT+djwJhS6htKqfZz/Hm/7XUvVe0ApdRDNqfrrfN/pJRaoZT6oVJqRCmVBD5NdVYKVZNGeN5PwlRNAvZ9XE91QN1mWdbEr9DGxcB3lVLTSqlpqqahMrCA6uD6E+AbSqmhWkCGWym12dY+u/Y2aFmWvfqw9Ek7MDlPK+ylOgsHeDfVmfVhpdQupdR1Z2nOn1A1Fz2tlDqglHrX2do+j/5579vnfWZ/vRhwA8O2vvnfVLWl0+7PsqynqJrhXqOUWkVV8/r+OZzXlGVZGdt7fS+d5jhNQENtG/v20pedVM21c5gXGPDQmdpQO+78fdvP5cXO9bRYlvUfVE3ZfweMKqX+QSk1/z4/Ey/W5v8AfEqpTUqpxVQH/e+e475fCk8AK2qTmPOpmh47lVJNVDXOx8/y2xHb6yzVCanhDPzWCygAy7IesCzr1VQHJQv4n1QHGr9ts9bT/LTT9noRVZs9lmVts15wun7tNL/7IlUfzfKaWesjVAddqJrrupVSdo1pPTYznlLqWuAfgTdalvX8r9BGqA5Q2yzLitr+vJZlDdY0oT+3LGsNcBlwHXCbZVk/t7XPbnpcqJRStvfSJ0NAfF6bFlH162BZ1jHLsm6hOvj/T6pBIYHaec5vx4hlWe+xLKudqvb3/yulllG9XnD2azZ/f8NUzYSC/Xr2U/UFNtn6JTyvvadbCuBfqJr53kl1tpw7zTbzidXaK+h76TTHmeAFLdK+/aDtvJfOP4BlCwywLGvbWdowdJp928/lbOd61mfGsqy/tizrQqrm6hXAh85wDvM5a5trmuW3qGpRbwd+OG8y9GvFsqws8AzwfmC/ZVkFYCdVf/CJF5swGs6d33oBVcu3eK1SykPVKTtLVYPYC7xeKRVXSrVS1UDm8z6lVEfNz/IR4JvneNgQVad0ujbT/gP5omZv3wt8VCnlVUrdALwKeLB2vq+lahq4ybKsp3/FNgL8PfCp2swTpVSzUurNtddblFLraiaWJNVBovx/H0HTAtxZ07J+B1gN/NiyrH6qD/Bnam16FVWt6Wu147xDKdVcG2ima/sqU3WIV6j6HaQtv6OUEqEyRXVwK9fMUYPAO1Q1p+RdnGagnse3gPcrpRYqpaJUA0kAqJmfHgE+r5QKK6UcSqmlSqnXnGlnNb4C3EBVSP3ri2xr58+VUg1Kqc1UJwLfPt1GlmWVa+f9KaVUqHbd7qbqVIeq6fSDSqkLVZVlcm3Pka8D99TugybgPtu+X+xc9wI3KqX8tUnDu+UHSqmLaxqOm6ogy/HCvTSK7Rq/hDZD1aT3Nqomyl/ZvKeUcimlvFQDaZy1+9Ye5biDql9XzHmPzXtv+DXwWy+gqPpmPkt1ljZCdZD9CNWB5jmqwQSPcHrh80Dtu5O1v/m5HGfig1RneimqmtD8fd9M1bckfpG3WC842u+l6iz+8RlMNv+ZNkI1QOH7wCNKqRTwJFXnP1RnwN+hKpwOUX345g9Wdp4ClteO86naeYuD/haqkXZDVM0vH7Us69Had9cCB1Q1B+WvgJtr/qVsbT+/rJnZLgEuBp6qbft94P2WZfXU9vMeqrPyBNVZ+s4X6Zd/pHr99lEN6/8x1aAIGThvo2pakkjN7wBtZ9uhZVkDwB6qgvPnL3J8YaS2/yGqQvv3Lcs6fJbt/4jqIH+SatDEA9TCoS3L+jbVPnuA6v3171Qd8ufKJ6lGVO4Dnq+1xX5fn+1cv0A1Gm+UqiZptx6Eqfb3FFXzXIIXfKf3U/WPTiul/v0/2+Zau8W82k41Su5X5R6qE7n/QXWyMcvcYJEdVCeaj5/hvSQ2T2N4yai5LgOD4aWhlPpdqiHGr36lz+WlopTaBvy9ZVn/GY3jdPv5MtUAiheN6lRKXQl81bKsjhfb1mD4baOeEvMMhpcVpZQP2EJVi1pANTT+V3KuK6W6gBuphqUbDIZfAWPi+y+CUmqRzeQ3/2/RK31+dYqiGkY9RdXEd4iqz+Wl7UypTwD7gf/PZnZEKfWRM1yXX4cpynAGTL//v48x8RkMBoOhLjEalMFgMBjqEiOgDAaDwVCXGAFlMBgMhrrECCiDwWAw1CVGQBkMBoOhLjECymAwGAx1iRFQBoPBYKhLjIAyGAwGQ11iBJTBYDAY6hIjoAwGg8FQlxgBZTAYDIa6xAgog8FgMNQlRkAZDAaDoS4xAspgMBgMdYkRUAaDwWCoS4yAMhgMBkNdYgSUwWAwGOoSI6AMBoPBUJcYAWUwGAyGusQIKIPBYDDUJUZAGQwGg6EuMQLKYDAYDHWJEVAGg8FgqEuMgDIYDAZDXWIElMFgMBjqEiOgDAaDwVCXGAFlMBgMhrrECCiDwWAw1CVGQBkMBoOhLjECymAwGAx1iRFQBoPBYKhLjIAyGAwGQ11iBJTBYDAY6hIjoAwGg8FQlxgBZTAYDIa6xAgog8FgMNQlRkAZDAaDoS4xAspgMBgMdYkRUAaDwWCoS4yAMhgMBkNdYgSUwWAwGOoSI6AMBoPBUJcYAWUwGAyGusQIKIPBYDDUJUZAGQwGg6EuMQLKYDAYDHWJEVAGg8FgqEuMgDIYDAZDXWIElMFgMBjqEiOgDAaDwVCXGAFlMBgMhrrECCiDwWAw1CVGQBkMBoOhLjECymAwGAx1iRFQBoPBYKhLjIAyGAwGQ11iBJTBYDAY6hIjoAwGg8FQlxgBZTAYDIa6xAgog8FgMNQlRkAZDAaDoS4xAspgMBgMdYnrlT4BAKWU5XA4sCwLy7JQSun/SikqlQpKKQAsy2L+tvL5mX4n28h2tWPq9/Z9OhwOKpXKnO1lW5fLRaVS0ds1NDRQLBZxOBz4/X79vcPh0NvLZ0opisUilUqFbDZLuVymVCrp49vPzf5a9nWm9s5vh3w2f1+ynXxn/0yY33bZvlKpTFiW1fyfuaYGg8Hwq1IXAgqqg3mpVNIDf6FQwOl04vF4KBQKuFwuyuUylmVRKpXwer14PB5yuRxut5tKpUKhUNADcLlcJhAIoJSiXC7jdDqpVCp6+1KphNPpBND7UUrR0NCgBZDL5WLBggVceumltLa2smbNGrxeL+3t7axbt47+/n5isRjlcplUKsXq1avZvXs3F110EeVyGaWUFjCpVIrdu3ezbNkystkshUKBU6dO0d/fz65du3j++ec5dOgQDoeDUqlEpVKhXC7j8Xhwu90kk0lCoRCzs7MAOJ1OGhoadHvz+TwNDQ3kcjk8Ho8WPqVSCZfLpdst/Sq/zWQyOJ1OlFL4/X4KhQKlUgm/38/s7Cwej4dUKtX7ytwVBoPht5m6EVCVSgWfz0c+n9cCBSCXywFQLBb1f4/Ho99blqWFiwzWDocDh8NBoVDQAs4+4ObzeSKRCJlMRmtOXq8Xv99PJpNhyZIlrF27lra2NlasWIHf72f16tWEQiGamprweDxks1mSySR9fX20tLRw7NgxAoEAp06dYmZmhmAwyN69e1m7di0DAwNEIhGcTidOp5OVK1cCMDY2RlNTE5deeinnnXce9957L16vl2w2SyAQIJlMUqlUmJ2d1X0jQk8pxezsrG6XCFeA2dlZQqEQ2WxWa3TzNcxcLqcFk8vlIp/P6/2K1me/DgaDwfByo+ymoFfsJJSyZCB0uVwEAgEymYzWdOyDpQgc2d6uLeXzeYrFIsFgkNnZWdxuN9lslmg0yszMDD6fj0KhgMPhwOl0ksvl8Pv9tLS00N3dzXXXXcfixYtZtmwZCxYswO/34/P52L59O6FQiB07dpBOp+nv72d8fJxgMKgFod/vJ5/PEwgE8Hq9eL1eYrEYU1NTeL1e0uk0pVKJ/v5+3e73vve9zM7OkslkGB4eplKpUCqV6O3t5dFHH2V4eFgLEbfbrQWxCJ/Z2VkaGhqoVCra9Ajg9/t1vxUKBSKRCDMzM7jdbi2MgsEgSiktmFwulzY9+v1+oDoZqAmzZyzLuuhlvi0MBsNvOXUjoBoaGrTmIwO13TxXKpXmmLgqlQper5dyuYzD4dDmP8uycLvd+j2gfUXlchmfz0cul8Pr9VIoFFi3bh3vfOc7Wbx4Md3d3bS1teF2u/F4PDz99NNkMhmeeeYZBgcH2bVrF7FYjKamJpqbm0mlUpTLZZLJJAsWLCCXy5FMJlFKkUqlcDqd5PN5mpub8Xq9LFq0CIfDwfT0NMePHycQCNDW1sbq1asplUpceOGFNDQ04Pf7+bd/+ze+9KUvMT4+Ln00xwxZKpW0CVB8Wy6XSwsV6Ue32637VUyo0jf2fhJTpNvtJp1O4/V6yefzAJTLZSOgDAbDy07dmPiUUlq7kT+fz0cmk9Hmv9nZWVyuF05ZhJgM0G63Wwct5HI5bfIS/0uxWMSyLJxOJ8uXL+fyyy9n69atbNu2jUQiwcjICF/+8pd5/PHHSSQSLF26FEAHDpRKJU6dOsW+ffvo6uqiUqkwPj6Oz+fD4XDQ1dXF2NgYCxcupLu7m9bWVgKBgD6/4eFhkskku3fvBmDlypU0NjZy8uRJHA4HU1NTvO9976OxsZGVK1eyceNGPvGJT9DT08Pk5CSANgGKQM/lclpwiwCSP9G6RFAHAgEKhQJerxeoakhutxu3200qldL96vV6sSwLl8ulNVSDwWB4uakbAVUoFLQJDqpajwzEdv+IZVlUKhXtz8nlcgSDQZxOJ+l0WmtfHo9H+1tcLhdOp5NwOEypVGLz5s3ccccdOJ1OXvva15JIJDh06BBf+MIXKJVKxONxfS79/f3s37+fSCRCKBRi4cKFZDIZxsbGtJ+ou7ubCy64gKamJiqVCuFwmI6ODoLBILlcTgcdAOTzebq7u2lubmbXrl2EQiFWr15Na2sr27dv59SpU3z5y1/G6XRy3nnn8cEPfpAvfvGL7NixQ/9ezH6FQoGGhgbdPukjn89HOp0GIBwOax+VBElks1lt4hMN1e12n1Y7dblc+poYDAbDy0ndmPhkABXBIz4k0RJkwJQZvQgQe/SfDKQy85doQPELXXzxxXzwgx/E4XDw6le/GoBPfvKTHD9+nI6ODoaGhhgeHub48eM0NDRo02CpVKK5uZmRkRG8Xq+ODiwUCiSTSVatWsXx48cJBoPadDYxMUEwGNRRdOl0msWLF5NKpeju7kYpRTqdJhgM0tXVxZNPPklHRwcdHR0MDAwwMTHBP/3TP+HxeBgZGeGGG25gdHSUbDYLVEPC8/k8jY2NzM7O6kAIMWV6PB597NnZWYLBINlsVmtXEtknGpnT6dQalfRpMBikUCiQTqeNic9gMLzs1I2AEp+QaAdiihOTnczkRWiJ2Uk0KvGhFItFQqGQDhyIxWJccMEF3H333Xg8Hi655BIcDgd/+qd/ytGjR9mwYQMPPPAAjY2NOpxbwsddLheZTIZ0Oo1lWYRCIe2vyeVyWkDIgC4CoVgsEo1GUUrR3NzM+Pg4sViMI0eOkEwmAXRQQ2NjIy0tLVQqFTo7O2ltbeW5557jzW9+M7OzszQ1NfH+97+fPXv28PTTT3PXXXfh9Xr18cT8qJTSJk/pOzkv+T9fcJVKJQBtNs1ms/h8Pu3vE2GXzWaNgDIYDC87dSOgfD4f5XJZCxt53dDQoH1REiLudDrnJNhK+HU4HNYDdC6Xw+Vy8ba3vY0bb7yRcDiMw+HgsssuI5lMctNNN3HhhRdy6NAhJicn8fl8ZLNZpqenSaVS+P1+pqamaGtrIxaLEY1GiUaj5HI54vE4UPVt2f1TwWAQl8tFe3s7Xq9XCyGn00kikWB0dBTLshgZGcHv93Pw4EF6e3u1v6e9vV2HsheLRd7whjfQ19dHZ2cn73//+xkYGGD16tU4HA6y2SylUgm3262PZU/8FfOdCHQxmUr/hkIhLSwFj8ejtS35bTqdplgsGgFlMBhedupGQImJLxQKMTU1pUPKZ2dndRSfmO4kCdXhcOi8KKgKDBF0sViMN7/5zbzrXe/C4XBw4YUXAvDqV7+atWvXUqlU2LVrF9FolOnpaWZmZsjlckSjUSYnJ1m3bh0XXXQR4XCYmZkZIpEIx48fJx6PMzMzQ7lcJpfL0dXVhc/nY2JignA4zPDwMLlcjqamJu0bCoVCAFpAjI2NAbBgwQJCoRCNjY1kMhkeeOABDh48yLp165ienmbt2rVEo1E2bNjAsWPHuP3229m+fbveLp/P64AGyYsSDUj8dGKKBHSgiCQ226P8JJQfXsg5i8fjpFIpCoWCEVAGg+Flp24ElAgZ0ZLcbjeANk253W79udPp1FUjxDwllRQkBPvOO+9ky5YttLa2snbtWvbt28fXvvY1ZmdnCQQC7Ny5U2sL+Xxea09KKS666CKWLl2qhV8+n6e1tZVkMkkgEKCnp4dIJKLPUXw15XKZEydOEAqFmJycRClFLBbTZsdoNEpTUxMTExP4/X6Gh4cplUqk02laW1tZsGABBw8e5MEHHyQWi9HW1kY+n2fdunXE43FyuRxbt26lUChw2223ab+bz+fTicoStSeh5pI3VigUdP6U5JdJBJ9EGQLajCoTAoDZ2VkjoAwGw8tO3RSLldJDYsLLZDK67JA9lFwCKOx+H7fbrbeNxWK86U1v4h3veAexWIx169Zx5MgRvvGNb9DW1sYvf/lLfvrTn5LL5ejt7WVmZkYHHlx77bVs27aNFStWUKlU8Hg8xONxXW4ol8sxOTnJhRdeqM1+LpeL4eFh+vr6OHr0KABTU1PEYjE6OjooFou0tLSQTCYpFoscOnSIkydPcuTIEfr6+kgmk7otzz//PB6Ph+985zu8733v4/Dhw7hcLp599lmOHDnC+eefT29vL9dffz0f+MAHtJCU6htiUvR6vXM0I3v+U3NzM5VKhVAopP1Ws7Ozc8ol2RN5JSTdYDAYXm7qRkD5fD7ghYKlMkBKDT2Px6O1GbvmUCqVdH5TsVhky5Yt/O7v/i59fX16cP2bv/kbrrnmGgYGBggGg/T09FAqlWhtbSWdTrNixQouu+wyotEobW1tuhqFVIAoFou6SoTL5WJgYACv18v4+DgTExOk02nGx8e1oEilUgQCAR1ckUgktJZWLpd1NOLChQuJxWI6GCQYDNLe3s727dtpbW3l6quvZmpqSlfG+PGPf8yxY8e49957ufPOO7niiit0H1mWRTab1cJcoiAty8Ln8+F0Oslms2SzWV1NQtol4fpOp5NyuUwoFNKh+hJIYTAYDC83dWPik1pzgM7p8Xq9ujKDCCeoRp2JRiBh0YVCga6uLj7/+c/T1tbGBRdcwMjICO95z3u48cYbefjhh3E6nXi9XhKJBHv37iUajbJlyxYaGhoIh8OMjIxoTSwQCOjzsJX80ZUrZmZmWLBgAadOndLCS6pEyG+lVp74fQKBAKOjo7rWXaFQwLIsWlpaKBaLOjH40ksvJZvNsmvXLlwuF9/61rfo6uoiHA6TzWa54YYb6Ojo4KqrrqKjo4NMJkOxWNRCRgIhpL3FYlH7lSR3SsLNpcCsRADK5/BCoVkTxWcwGF4J6kaDshdClVwn8Tl5vV5dGUKWsCgWi9oXJQVl77jjDqLRqHb2f/rTn+Ztb3sbjz32GIFAgHg8zokTJ0gkEoTDYbZs2YLb7SYYDOoSQ5FIhEWLFgGQTCYZHR0FIBqNMjw8TCKRYHJyklKpRCaT0ceXSg4StCA+KagmHYtgi0ajNDQ04HQ68fl8+P1+nbMlQQvDw8O43W7Wr1/PqlWreNe73kV/fz+JRIJTp07xox/9iO9973vs3r2bzZs3k8/nteCRvhPfnQgZMfXJscV/VywW8fv9OskXXgiSEAFmMBgMrwR1I6Akik8GSjHriekuGAzqbUWYSeHUQCDAXXfdxRve8AZWrlzJRRddxLp16zj//PO5//772bdvH62trRw7dky/vvrqq1m1ahVut5t4PK79MFNTU/T09OjirgAzMzOMjo5qM6RUXEgkErhcLlpbW6lUKvj9fnK5HDMzMwBkMhkWLFhAOBxmwYIFlEolIpEIDQ0NuN1uWlpaiMfjBAIBfD4fU1NTjIyMsH//fh5++GGGh4eZmppiZmaGtWvX8h//8R86obixsZEHHniAT33qU3z4wx/WZj7xx3k8Hl13MJVKaQ0OmCPMJGTd5XLNWUcL0CZAg8FgeCWoGwEl2pBEjnm93jnrM0notJifxNeSTqe5+uqrueyyyxgeHqaxsZEnnniCO+64g5GRER2wcOLECU6cOMGWLVs477zzCIVCTE9P09XVRTKZpLe3l3Q6TTKZ1MtuiJbm8/m0CU+0klwupwWnVACPRCK6hmCxWNTvpWq40+lkcnJS18+DqrmypaVFB2SIZtPQ0MDQ0JCulH7llVdy/fXXMzMzw6JFi3jsscfwer0MDAzwxje+UQeRSFCJaHgieERLE0Em60CJZipVJSSXyj5BMBgMhleCuqnFJ9FnkrMjeUay8J98LnlOYjILBoPceOONVCoVrrjiCq677jqWL1/Ok08+STAYxOfzMTw8zIkTJ2hra2P58uUsXLiQFStWEAgEeOihhzh69CjpdJpoNEpzczNjY2MsWLCAEydOEAwGdd5QR0cHpVKJ6elp+vv7iUQiTExM4HK5iEQiuuZdOp1mwYIFc0ouOZ1Odu/erfO6BgYG9EKJ8Xgcp9PJwoULaWtrIxQKkUgkGBoaor+/n1AoxMjICJdccgmf+cxn6O/v54orruD73/8+Ho+HtWvX8vrXv56f/exnlEqlORU5AG0alYUSo9Gojip0OBxkMhnghTwtr9dLMBgknU6bOnwGg+EVo240KEAni5ZKpTkBEYD20Yh5zeVy4fF4WLp0KfF4XIeKNzc3s23bNkqlEslkUldp6OjoYM2aNXR1ddHQ0MD4+DinTp3SNWQYeacAACAASURBVPMaGhoIBAJUKhWmp6cpFosEAgFaWlq0qc/n89Hc3EwoFNKljiQ0XgI1pCyTUorW1lZttiwUCrpihcfj0dqgz+cjkUhgWRbPPvss/f39VCoVotEoqVSKmZkZHbwxODjIG97wBqanp3G5XMRiMXK5HPv27ePGG2/UtQNl9WH573Q6SaVS+Hw+neMk5jzxMUlSsZgppb6f5KcZDAbDy03dCCjxe0jkmWhNkt8j4eWAHni3bNnCrbfeSn9/PzfffDMXX3wxl156KR/96Efp7OzUgzTAhRdeyMUXX0wymWRiYgKHw8HJkyexLEtH26VSKY4ePUqpVOLAgQO4XC5OnDiBZVmMjo6SSqW0Kayzs1MLTI/Hw8zMDH6/XwusRYsWYVkW6XSaI0eOsH//fpqbm3G5XLrEkD2RVoIaBgcH+cpXvsKzzz6Ly+XSmszBgwcZGhpi5cqVvPe972Xnzp0sXLiQ7du3k81m2bx5Mx/4wAeoVCo6wdieQ+b1evWSHVBNiJYK8KKVioATIWVW1DUYDK8kdWPik8rjMiBKtXIx5YmZSjQon8/HrbfeisPh4K1vfSsnT57ks5/9LPfccw9er5f+/n68Xi9NTU2sWLGCNWvW6GUvOjs7GRsbo1AoUCwWCYfDpFIpYrEYDQ0NpFIpIpGILgSbyWTI5XJkMhk6Oztpb2/H4XCwf/9+WlpaSCQS+Hw+pqen51RhDwaD9Pf3Mz09jcPhIBwO6xD0UqlEIBAgFovhdrt17byxsTF8Ph8HDx6ku7tbC8RcLqePuWrVKpRSPPXUU6xdu5Yf/vCHLF26lCuvvFIvnSGJz+K/i8Vi2uQnRWFlRV6Jgszn83NWL5ZzMhgMhleCF9WglFJfVkqNKaX22z77mFJqUCm1t/b3ett3H1ZKHVdKHVFKXXOuJ2IPuxZnv0SliVaSTqd1oMLmzZuJRCJa87rvvvs4ceIEkUiEbDZLJBIhk8nQ1NREY2PjnAKyJ0+eBNCJrVJbr6mpiVAohMPhoL29Xdf0k3woWUJeVq8VM1g8Hp+jPUnVCZfLRWNjI9FoVEfRhUIhbXJraWnRy7PbFwl0OBz4/X5tapQKFnLsqakpFi9ePGcZkpGREZ28LIEZUmJJ1sECdH6U0+nUZaHk3EX7AnSwhPFBGQyGV4pz0aD+Gfhb4F/nff4Fy7L+wv6BUmoNcDOwFmgHtiulVliW9aLTcBnsxZRnr2AghU3FZPXpT3+axYsX09nZybZt23jXu97FRRddxKc//WmcTieLFi0il8uxbt06Fi1axPLly/XS6W1tbRQKBXbt2sXixYu1iU8SbwG6u7vx+/2MjIzMWdqjp6eHgYEBuru7AWhtbSUYDDI4OMiGDRsol8scPHiQBQsWEI1GaW1tJR6P09rays6dO+cIO6nm0N3dzeHDhymXy3R3d5PNZhkeHiYQCDAzM4Pb7WbBggVaiPb09JBIJLjkkku0v2zr1q3s2bOHaDTKPffcw7333qv7TwSlvdaeFOQVX9ns7CyhUEj70qSah+Rv1aMWJQWG4YXqI6KZ2pcckXaf5vdzFsCU1/KdfTtAbyOcaVvZz/zoR7l3JUozGo3i8/nwer36fpB+luhKmZTl83ntk5VnQY5rP285juQS2o9r7w97OoH9fO37lN/OL84sz+H8/rH/r1VKeaFjDIaXyIsKKMuyHldKdZ3j/t4MfMOyrDzQo5Q6DmwEnnixH0qknMz+ZbCRB0tMYn6/n+bmZjweD11d1dMaHh7mxhtv1Im+09PTrFq1Sq+Om0gkyGQy+P1+Dh8+zOTkJJ2dnTidTiKRiNao3G430WiUQCBAIBCgsbFRlzqSwq6lUomRkREWLFigq0sEAgEdBi+DilAqlWhqamLZsmVaAIjvx+PxUC6XicfjZDIZuru7GRoa0sI0m81qwS05TLIWVU9PD+vXr+fb3/42K1asYGRkhKGhITZv3qwDG2SwKBaL+Hw+bb6UOodSNULKRYk/SiL5xCdVj1qU+O/EdyamVfvAGwgEdM4coE2XxWJRtw3QtRDl93bTqPSFTGSkz6SyidQulHugUChoDVv243A4OP/88/ngBz/IkiVLWLVqFcVikYmJCQYHB7EsSxcPFg1+xYoV+P1+yuWyvn/379/Pv//7v/PII4/o3DVAL8qZSqV0n0iEqMfj0dd4vlAW87lEc4bDYb3EirRb7qFMJqODbMQULBYFuR7yJyZjg+FX5VfxQf2hUuo2YDfwx5ZlTQELgSdt2wzUPvu/UEr9HvB78l4GD3l4xLwnZie/34/H42HVqlXavxMIBLj77rt55zvfyYc+9CG8Xi9dXV16kNq4cSMTExM6os7hcPDcc8/R3d2tB6RIJKKXbpewdPGFyay8p6dHL58hD30wGGT58uX09PRQKBSIRCKkUikWLVpEsVjk4YcfZuPGjVx11VV64JEafBKunslkSKVSrFq1CqfTSV9fH2NjY5TLZZLJJLFYjEAgQDAYZHJyknA4rP1RR44cIZVKkc/nefbZZ2loaOCxxx5j/fr1c7Qm0cTE3yaFY+0RfpVKRfulpO1Op5Pp6Wm9VH29IUJIkqelLqNMUiSqUiIVpX2ZTEZrAGLulDw2GXhF4Nk1DDFB2xellOspIfyAnhxUKhX++I//mM2bN7N06VImJyf50Y9+xIMPPsjk5CQrVqxgZmZGC0LRkKPRqG6HmLBluw984AP83d/9HU1NTRw5coRrrrlGFxuWQBh726RNcp4irObny0lV/mw2SygU0gE2qVQKy7Jobm5mdnZWC0XR0GSl6YmJCS0YvV6v9hMbDL8qL1VAfRH4BGDV/n8eeBdwOrX+tJmelmX9A/APUDXXyAzQHjUmwREywJZKJS6//HI9cxStYe/evfT29nLJJZcwNTXFxo0bdaHYZDJJqVSio6ODo0eP0tLSQiAQwO124/f7yWaz5HI50um0NnkVi0UdsTc9PY3T6SSZTOpyRpFIhKamJv2dzMoty2Lx4sU6OrCvr4/x8XGy2aye0ZZKJdasWYNSiuHhYcbGxojFYnowlMFS6udJLlU0GtX1++RYk5OTdHR0MDY2RkdHBydOnKCrq4umpiZSqRTlcpnJyUk94IhwkxD9bDarBzbJ4ZJZsN0XVc+IUJEJjc/nI5VK6bZIUjWg6zoGAgEymQwOh4NIJML09DRer1evryWCTX5vT3sQgSbXJZfLzVkaJhAIcPnll/P5z38ev99Pf38/f/Znf6aF/969e+np6WFoaIj29nYdqdnV1aWXQ0kmk4RCIfbs2cPExATJZJLOzk6+/e1vc+LECS677DKuuuoqjh07xtNPP8173vMeJicnSaVSuqKJy+XS/SDpAzMzM7hcLq2NC3bBPjs7q7VAMUcnEgkt9O0CTgJtJI1CngO72dNg+FV4SQLKsqxRea2U+kfgh7W3A0CnbdMOYOhc9imDrqxPJAOoFIp1OBzcdtttrFmzBo/Hw+LFi/nKV77Crbfeymc/+1lWrFhBT08PN9xwA8eOHWPTpk06yCAej3PgwAFtRvN6vQQCAQqFAvF4nGg0qoUQvLA6bjKZ1NF8Pp+PkZERnE4nwWCQ8fFxHfQg1cwluu7888/nueeeY2JigpmZGW02A3R1ifXr15NIJHQ7y+Uy6XSabDbLrbfeyrFjxzh8+LD2EZVKJbLZrJ71NzY2Mjo6ysqVKxkaGtJLaRw6dIiPf/zjvP/975+zou58rVQGMqnRJ5XLJbzf5XLhdrvr0v8EaH+lRHfKciFS6kmEkvjW7HUe8/k8oVCI2dlZ0uk0DQ0NuvK8TBTs62UppXQwi5hp7f4Zubbf/va3uemmm3j44Yf58Ic/TLFYZGpqioaGBs4//3wsy+Jtb3sb+Xye/v5+isUix44dw+VyceTIEX0/SKFky7K49NJLCQaDrF+/np/97GeEw2G+/vWvMzQ0xP33308kEuHQoUMAbN68meeee06XrxJhKoE04k+V1A0pLxaLxbRQFs1RTKDSn/acv3A4rE3ZIvBl8iX3kMHw6+AlCSilVJtlWcO1tzcAEuH3feABpdT/ohoksRx4+lz2KTM2EVRiR5cZcqlUYtGiRbjdbjo7O1m8eLGOdJuenqalpYXBwUEmJydxu91MT0/T0NBAPB5n8eLF/OIXvwDQs0mJyhMNIpPJMD09TWdnJ6Ojo1QqFZLJJO3t7SxfvlyXNLIsS5vrpNTRokWLGB0dZdmyZXoW2t7ernObxAe0ZMkSUqmUTgpes2aNrpSRyWRIJBKsXr1aRx2WSiWOHTs2Z0Yv0Xcej4d0Oo3f7yccDuN0OnG5XAwODnLDDTcQCoUIBoNMTEzo70SDECe8+Pu8Xq/W8iSvS/wvoq3WG5VKRQv7ZDKpi/7KDF4ESjqdJhQK6ZSFQCBAuVzWkwIRLvK5XLNgMKjLQMlnYsrNZDI6mCcYDLJ582a+9KUv8cQTT3DzzTfrfkylUrS2turrfvLkSe17mpiYIJFIEI/HcbvddHR00NnZSSgUIplM0t/fTzab5fjx43R2dvKTn/yEVatWsXbtWhYtWkQikeD73/8+V1xxBbfccgstLS38/Oc/5/jx42zevFkL0EKhMKfoslgIZPUAmZjZNWexPogFY3Z2lkgkos3DMzMzekkWu3CXfRoBZfh18aKjj1Lq68CVQJNSagD4KHClUup8qua7U8AdAJZlHVBKfQs4CJSA951LBF/tONp0Ijk4uVxOO3YDgQAdHR0AXHTRRezduxefz8dTTz2lC63ec889bN++nfb2dpqbm8lms0SjUQYHB2lvb9f7CIfDDAwMaJPZ4OAgsViMo0eP6qgqieqLRqPE43FaWlrIZDI0NjbqWbTUqxPh8sgjj7By5Uqgumjh+eefz/T0NK2trTQ0NJDJZHSwhcvlYu3atbqQq9/vRylFOBxmYmKCSqVCd3c3zz77LH6/XwuamZkZ4vE46XSaCy64AICuri6ee+45pqamCIfD3H777dx5553cd9992rQn5irxp4hjXAYpMUHWrqMelOt1wUKllPaZSL1GMbfJfWMPpZf34jvy+/164UtZcVheA9pnI9olMGeJFPns9ttv5y/+4i+4++67teZy4MABLr30Ug4dOsSBAwf42c9+pn1gUhZr06ZNRCIR4vG4nuhMTExoX2M0GtULT546dYr+/n4effRRtm/fzpIlS9i8eTMbN25kZGSEw4cPc/XVV3PHHXdw+eWX09PTw1ve8hYef/xxgDmV9KW6SjKZ1PekaG0imLPZrDZ1SnsnJyfnrNUmfSypDqKVu93uuvRBKaWs+VGM0i/2wBpB+kO0UNt+5kRISvEAmWDLhEe0a3tkqWCPrLTvUzR8+/fz/88/j9NFZNr/27F/J+d9ughQe83T+ed4tv2ern/mR3nK5/b21s5/wrKs5vnX7Vyi+G45zcf3n2X7TwGferH9zkf8LTKIiIPYXptPotBOnjxJf38/ExMTPPfcc/h8PsbGxgiFQkQiEcLhMA6Hg9bWVvr6+ojH47S1tREOh/VMWnxEUK1WLpF1gUCAJUuWAOgk2kKhQCaTIRKJ6O1bWlq0ZtfY2Mjhw4eZnZ2lWCySzWaZmZnh6NGjeokPSQSWZFyJApRgBXnwRSsIBAKcOHFC/0Yc8XIOgK5WLn1VLBYZGxujr6+PDRs26AFOtCK5ecS/ZI/iEk1JBFg4HNYFc+sV8VvKNRLfnbRTTHkilGQwcrvdemCWGb8EO9gj+ERoi8lZCIfD/NEf/REf/ehHufPOO/mTP/kTvvOd77BmzRo2btzI2NgYX/3qV7n11ltJJBJcd911TE1N6Ur36XRaV66HaurDihUreP7554nFYjqKs1AocPnll/O6172OsbExRkZGyOfzHD58mO9973tkMhlaW1tZtmwZIyMjDA4O8stf/pLHHnuMd7/73fzwhz+kq6uL0dFR3G434+PjevFKGRzC4TC5XE5HoFq12pGitcskzB65J6ZQj8ejCwzLPSoWkHpDtF0pAC2rRos2LUK3XC4TiUTI5/NaY5RAHHtkp9wrEg0pEyEpdybHFKEv/WePABVTsdyXorHLOdpTHOxRl/K5XXiKBUDe24WWjC9SPUaEqIwZ4n+1j0eSYiLnMV9Qi29a0mXkmsvYIe4SsV7I5E3M7+FwWNclrdUD7T3ddasb+43MMuQhyGQyusMcDgdNTU34/X6WLVvG7t27efrpp+nt7eXAgQO6AsRTTz3F0qVLtTlieHhY70Oqh8vDNzg4yMjICP39/Vx99dVMTEwwNTXFqVOnWLJkiTYTSUJuU1MTzzzzDI2NjQAcOHBAL2UhD3c4HGbPnj1AdXDp7e3V61NFIhEOHjxIU1MT+/fvZ3p6mmuuuYaGhgaeeeYZ7Q8aHR0lFouRzWZ58skn6ejo0JUxmpubyWQyeuVfCWyYnp7WYeSDg4MMDQ2xZMmSOYOMBF2ImXB+lJv4HkSrEn9VPYcMi2lPKrnbBa+Y4iQ4wD6QiulK7jXpBzEtiw9KgmbEXCiC6tprr+Ud73gHb3/727ngggv42te+xqte9Srcbjdf//rXcTgc3H333Rw5coTx8XESiYR+OMW0LAnbHo+HyclJJicnSSaTLFmyhJaWFp577jlWrlxJS0uLfgba29tpa2tjZGSErVu3UiqV2LdvH88//7w2I7rdbr73ve8RjUZ59NFHOXXqFK973evYsWOHXlVZ+kL6TjQpMX3LwCoDM6C1exH2kUhEBxfZF8mUOpP1hpiyU6kUjY2N+npGo1F97cVXl0wmdZvE3yb3ht38KyZh8dva76lMJqNre0pfer1eJiYm9OBujwiV51f8xjKRlPtFBJg9+la0XZlsiH9Z7t+GhoY5wT4i2ETwin9fvrMvwSPtEQ1a+kPOBZgzqZP1+4A5qQcidDOZjLYW2EvY2QXu6agbASURQeKodTqdOqrJ7/ezYsUK3Vi3283ChQt57LHHaGtrY3BwkMsuu0xrCiLcZOa4ZMkSvZyH3EwnT54klUoRjUaxLEuvdiudJjZ78T3MzMxQqVS0b2BycpJTp07h8Xh0aSEJrnC5XDpirrW1VV8QudiXXHIJx44dY3p6Wi/DLqY70cL6+vr0LC8ejwPV9aXEnCIVyKVorBSQnZ2d1cEhnZ2dDA0NzZkZ2aPcZCYsZZEaGhrwer1ao5Q1suoVqdsoA6p9FioP08TEhJ7dygMkgS0ej0cPAjJLlQdWHi6lqtXpW1pamJiY4MiRIzz88MN88YtfpKenhwcffJANGzbgcDjYtWsXV1xxBQCDg4MMDAzoKE8JyZY1wCKRiF68sq+vj4mJCa655hqdJrBmzRoOHTqkq4GsXr2aEydOAHD11VczNTVFPp9nwYIFTE1NYVkWO3fuZHR0lK1bt7Jz504SiQR/+Zd/ySOPPMLnPvc5Pvaxj+l+k4mLXHvpC2l7MBjUeVWiGYg5RrRyCfMX06oEVMi9WU8opZicnNTpE5Jaks1mtfYgVWtkIiGDqT1fTrQopZT27ckzIgWZ7cWjRSOSxU1lMJbIT6guLSSCXjQaqS4jwU1i5RBtplKpkE6ntVZjNw/KoC/HEyEi/SAak2h6Simt5UFVs4rH4ySTSV0rVMZESdkQM7eYxu0TFLE+SNFrWfYnlUrpZ82ed3g2k3DdCCgZKMTUVCqVtHbS0NDA9ddfr3NE9uzZQ3t7O1NTUyxfvpxwOKzNIFLHLpPJMDs7q2+YTCbD5OQkzz77LIFAgMnJSZ03tXDhQorFos43OXbsGMuWLWNoaAin08nBgwfZsWMHg4ODlMtl2traWL9+Peeddx65XI5CoaCjtSS3KhwOMzMzw6pVqzh58iSNjY16liya1ZNPPklfXx9NTU00Nzezd+9ewuEw4+PjekY3MzNDa2srW7Zsoaenh4mJCZ1oOzs7Sz6fp7m5WUcculwuDh48yMzMDLfccguf+9zn9Pcy45OHUPxPdtOARG7ZTRL1OCMWM6jc6PaEXXmIJfHYvmyLPFT2BHBAD7D2QcTuR0gmk3z1q1/lu9/9LkePHuXRRx8lm83S3d1Nf38/hw8f5k1vehMnTpzQD7z4xxobG4nH4+Tzedrb24nFYjQ1NWmNrK2tjd7eXtavX084HKajo4Pe3l5isRiATjZfunQpIyMj2mwjwTo7duzgyJEjbNu2DcuyeOCBB2hvb6epqYmf/OQnJJNJ7rvvPpYuXcpb3vIWCoUC4XBYz5pTqZROCpZZs0y2MpkMsViMVCoFoPvQ3s+SbwXUZVK30NzczNTUFB6Ph2QySTQa1X5b+3UXc64IZtFqJLBIBndJ8LZPdCRP0t6P9vQViXiU9yLsZVUB0dRk34AWLiKwxJdsF0T2Z1jMZqJJyeTL7vOBF3IJxd8oz4j4KMUyYV9Tzr6NCCfRuiX4Sr4LhUJMTEzohHmoPmeyKrqcbzAY1Iu8zqduBJRI81wup2d4IqUvu+wyGhsb8Xg8XHDBBTz00EMkEglWrlxJIpHghhtuwOVyaaHl9Xrx+/0MDg7S09NDY2MjW7du1TMVCV8vlUq86lWv0maU9vZ2Dh06xKFDhzh8+DCxWIzBwUGOHj1KJBLh+uuvB6q+qampKQqFAk1NTdpXkUgktC9Eki6PHj2qB4Fly5bR29uL2+2mt7eXfD6vi9fKg+N0OgkEAkxNTXH99dfz9NNPMzo6SlNTE+Pj4/T39xMIBJiengaqAkXyeORm2rlzJzfffDNvfOMb2blzJ7t27dKVFuQGlyRMe2SbzBrlAZCIsnpEtMhyubpuWDQaJZ1O6+rvch8VCgU9YxTENJFOp3WfyAxPzCaiCcvDnUgkuPfeewkEAjzxxBNaUxsZGeHmm29mYmKCdevWEQgEtGYtGmlnZ6euo9je3q7LX0kB4ueff54FCxYwPj5Oa2urvgfWr1+P3+/XD3sqlWLhwoUcOXKEiy++WPuq/H4/fr+fXbt24XQ6tSb2gx/8gLa2NpYtW8Zdd92Fz+fDsiyWLl1KIpHQg5skIMsgKTNmMXXJvSL5g6J9OhwOUqmUnqFLwEQ9RvFJNQz7PS/rtgG6YoxoUtI+0bbhBc1Tol7tfjepxCHlyWSFBBEQ8nuZHIk2IlrW7Oys7rv5vmnR8MSyBMzxB4rGJaY8u6k+GAzqXDXZp0xM5VgiCEWrlrHA6/XqsU00OVnbTjRE+VwsSHLfA7ofRGjLOdsr6Yg/7kzUjYCyD4piqhMJK7ZRj8ejzVc9PT24XC6Gh4dpb2+nr6+PYDCoQ4E9Hg+BQIBwOKw1K6fTycqVK0mn0wwMDOjIKvFRyI3U0NDA8ePHaW9vp7+/H5fLxapVq+ZcbMm/kdn7zMwMDQ0NeukKt9vN6OgolmUxPDzMmjVr6O3tJZfL0dTURKVSraMnK9vm83l9wewDaCqVolQq6dmeFI8Vm7bdyS831/j4OLlcjubmZpYtW8auXbv0zWgPAxabt5gQ7JFtMnv0+XzaplxviPlMHLByrcPhsH4ARCuSB0Tap5TSfkm7PV5myfZKEUePHtVV8n/605+STqfp7e3lyiuv5Nprr6Wjo4OLL76YTCbDhg0bmJ6eZs2aNXR0dFAoFBgdHdUmQjHZVSoVJiYmGB4e5tixY7S3t2vzSCQSYWRkRJt9pH0OR7WM1/Lly3UlksnJSSYmJnj1q1/N8ePHmZqaYnJyku9+97tce+21fPnLX6anp4eTJ09y0003sWPHDnbv3q2rmYgTW3yUohGJv0OePSl1JBMYQA/mEmwh93O9moXt97XX68XpdDI2NqaFhSAmz0wmw8TEhF7/TTQOuTckx06Egvj3JAlcNAz5XgRapVLRExwJ5pF7VcYCESTSv+JGEOFz3XXX0d3dTU9PDzt37tRFA8TPKoJL9iHanAhYaY9oPiKoxOcqGpWYEcPhsC69Jm4CEXher5d4PK61IBFIU1NT+p6RfcpxRZDZA+FOe81+43fFOSKmpmw2q5NLxe56ySWX4PF42LRpE0899RSWZfHLX/5SS/BkMsmiRYv4xS9+QSQSIRaL6Vpmvb29JBIJHn30US688EKgqipfcMEFJBIJnbWfSqUYHh6mt7eXsbEx7S9obW1l3759NDU1aZvs9PS0FkLi12lvbwfQ2fqpVIpwOEw8HqdSqTA8PEwsFtOCsLu7m3379uHxeAiFQlx22WX09PTQ29urb6KpqSmy2SynTp2it7eXZDJJIBDQUY7SP/InA8X4+DiPP/44K1eu5N3vfjff+MY3tNATTVVMAnZTgt2hKoO13VZeT4jfSao3iBCVNtr9TvaSP2JuENOf9KXM4uy5VV6vl+npae666y6OHDlCT08PJ06c4PWvfz2bNm3SeW/iaJeyWQsXLtTLqnR2dhKNRhkbG5vjfzp8+DAAzz//vLYOrF69mlKpxPHjx1m0aJHWXiWoQkxwY2NjjI6O8s1vfpMNGzZw8cUXE4/Hicfj+Hw+nnzySZRSbN++na1bt+p7ecWKFWzfvp0f/OAH7Ny5k5tuuklXwZdrL+ZDu/lTIkxFSEr4eSwW074VMQVHIpG61LprkWJ6ciITtVgsRjqdnmOKk4FZ/OKSEC4CQrQdmcwEg0E9uZUBO5fLaVOemMBEW7ebUuXcRHuxpznMFx5ut5tt27axceNGHnnkER566CEaGxu57bbbyGQy3H///XO0IHhBKNtN9XZz9/zKH/bJqjxTwWBQKw+ZTEand+RyOf1siRYlgTf2e0gi/UTwi5lPXBVnm9DU5YKF8MJSGPl8fk7o7bFjx3j88ceJRCKk02nWrl2rTRyiVi9cuFAvQLh06VKampoYHBzkySef1JqH3Djj4+Ps2bOHvr4+jhw5wsDAAPF4nM7OTtasWUNraytr167VlSNmZ2eZnZ2lv7+fgwcP6llvMpnUJidRZaGqGfr9fkKhkI6+E19VR0cHbW1tukBtY2Mj4XBY3xCjo9WCHTI4yAWW5TEaGhr0chrykEi+VE9PD8PDa84hfgAAIABJREFUw1pzDIfD2olqDwiwO8xldiMRcfayU/WG+JCkhJD9RpdcH0ketTtxZWCS6DUppSWDhNRHDAQCXHHFFTz99NNs2rQJv99PW1sbf//3f89rXvMaNm7cSHNzM+3t7Tp0PJFIEAwGCYfD2vRYLpdZunSpNtdt2rSJWCymE8tlPTHxUcnEIBAI0NbWpgNkAC0cenp62LdvH7fffjvt7e26ZJI49zs7O5mYmGDhwoXkcjlOnTrFnj17+MlPfsJjjz1GNBpl/fr13HfffTqgR7SIYrGoBxz7wqHwQkFnqQkpPhS5HyVPrx41KHv1DHuYtTj8xUwpM355ziVazp5zZE9kF7NdPp/XFV/k3hLNRyaQ9vB0Ob4U4BWTtETzykTJnrslmpPP5+Po0aM6KOrEiRNceeWVXHPNNTo1Rqw74hMSi48IDLEoyFglQtM+gbW3z25dAuZEf4r1S9pkt3hBdeLb1NSk+yiTyWiz6fwUjvnUjQYldk+7407Uyc7OTiYnJ/npT3/K4cOH6e/v541vfCNTU1Ns2bKFVCpFf38/Tmd1qQ2J1pE1ndasWUNDQwPbt2/ngQcewOfzsXjxYvr6+picnCQUCnHo0CHi8TjXX389zc3NOhLH5/MRiURYtGgRx48fZ926dQwPD2u7s73eWTgc1km/o6OjWjjlcjm9Aq+YSKQ46Jo1a5ieniYUCuHz+XQY/czMDIsWLWLx4sXEYjGGhoY4evQo4XCYpUuX6jwwyVeymyCkDp+EncvsW3wJUsZJbj570IQMQnYNox4RQSvakAR/2BNM5bU4/CVkXgZcewSb5JiJaev3f//3+dCHPsSDDz7I/fffrzWGb37zm4RCIbZu3aoFjaQEXHLJJcTjcbq6ujh06BBer5fh4WEdBCMLYw4MDOicJJnNCvF4nEAggMvlYt26ddrxDjA0NMTY2Bi5XI62tjZmZmYIh8O4XC4tZKEqSK666io6Ojp03T2/389jjz3G9ddfT1NTEx//+Me57777+OIXv8j+/fu1RUD60J4vJ4Po7OysjkYV4SRCOBAI6AG5HgMlxHQl/kWp6GIPpxdtSYSvPTgAXghgkJxCqWQj34nWIxGC8nyJKUv+2xNlZSIufiSZaExOTuprIIJzzZo1DA4OsnPnTl73utdx8uRJnU5w4403ct111/HQQw/pQDOZJIuwkOfbHhwlbhF7lJ+YF0XDks9FmEuuoDwr9iLaMhEUgSia3NjYGIDOuxMN68USu+tGg4IXspDFhiodLA7+RCLBkiVLmJ2dZWRkhMWLF9PU1MTU1BSjo6Nak8jn8/z85z9n7969etbc3NzMxo0bSSaT9PT08POf/1xXmNi0aRPr1q1jw4YNrF27VjuM5QaV0kl79uyht7dXL2/g9/v1doC+GHJjBYNB+vr6dH5VJpPRNnqPx6PzSvx+v7ZdSw6FaIgyo5Y8sLa2Nu2kFUdtuVzWMxrJl5EZXqlU4rzzztNmGmBOcqtoEXKT2sNAxVlbj4jZRGam9rB40ZxkEiGzQXHkSs6J+PvE1CnXrVQqceutt3LXXXdx11138drXvpYjR45wxx13UCwWaWpqAqrmEwmIaW1t1YOA3+9n9erVTExMaDNhqVSitbWVUqlaLLhYLNLe3q4DJ6R6hPhfU6kU4+PjFAoFbVqT+1ysBNFoVM/mpRaez+ejublZO7NbW1u1hnT11Vfz6KOPMjAwQF9fHx/5yEf4gz/4gzn5OmLWE9+omGnstTLFrCo+MhFUEiBUj9gDZkTgy4ROHPmS1C3CQ34jZi3LsrQvRUzh0l6ZKIiVxePxaO1UrlE+n9dmc3u9SzGPiRl6vsCQ8O03velNFAoFXSS4VCrxuc99js2bNzM1NcXx48e55ZZbdBUSex6kaHeVSkWPW+FwWD8X8gzYl6yx51aJQJE+ALRgUuqFAszSDhFglmXN8WuL31MsPvYIxtNRN6OPDIQiwaWjlixZgtvtZtOmTTzwwAM88sgjNDc388QTT/DWt76VcrnMgQMHSCQSvP71ryefz7Ny5UqCwSDPP/883d3dBINBlFJceOGFWtXcv38/vb29rFixgvb2djo6Oti7dy+Dg4PMzMxotVNq+nm9Xq699lqOHTtGIBDQSXAibJLJpA58GBgY0BFNS5cu1Tfb9PQ0p06dIhKJ6FDkyclJ/H6/vknL5TJdXV3MzPwf6t48Oq6zvAP+Xe0azWj2VTPa9822ZDuRl9hOvGUhITYlARKH5STQjwZKKZTSUz7gHCCQNCllKyGQkJAmJ7RkdwgOSbzEuy1blmVZ+zYjaXaNlpE00sz3h/x7fEUJWynVd8/Jsa3I1syd977v8/y2Z2KZRDQWi8FutyMzMxOdnZ3w+XwIBoOi8FLzAAzxPHXqFG6//XZ86lOfwj333LPMx8LvpfoKgHQS5GnUD+tKu9h10K/Bqo3FDGEL9XtkBa2u/vm9xOJ1Oh3e97734fXXX8e+fftgMplw5swZfPOb38Tzzz+P/Px8bNmyBTqdTrB1rVaLqqoqRCIRkS0DEHyer62vrw86nQ46nQ6NjY0IBAJwuVyorq6WDhdY6pTWrFkjmXcsXliQ8RAcHx8XHjUtLQ1lZWVSAE1NTWF+fl6gu0uXLiEYDCIej+P48eOw2Wxwu93Yt28f3nnnHfziF7+Q1861y8OaBt/MzEyBL9n1z8zMLBM4reSLMWLMwtTpdBgfH5eiLxKJLOOT+EyxSzAajQiFQjAYDAiFQoLERKNR2Ywp1iEHZTQaBRpkcaMoS5MMVq1aJekjMzMzOHjwIDo7OxEIBJCeno7p6Wkkk0m0tLRgx44dKCwsxD//8z/jn/7pn/D1r38dFosFP/7xjxEKhfDkk0/igx/8ICoqKrB+/Xr8+Mc/RiwWw+joqIwG2rRpEwKBACYmJoS35X5GBTITeQg5clgquy52jVqtFpmZmWLjof0hPz8fFosFIyMjssepD2QeYgzxptfs3a4Vc0Cpuydu/sCSd6GhoQHDw8NYWFjA+Pg4SkpKpL2lU59djl6vF3FDRkYGurq6UFtbC2CpnbZYLCLjHhkZgcfjEROux+OB3+9HdXU1QqEQgsEgTCaTcAJzc3Mwm82IRCKS9Ufyc2JiQlp1PvyKoqCsrAw5OTliCqyrqxP+x+VyoaOjA48++ijWr18v1Q39Mz6fTw7utLQ0hMNh8WsxgoXSasb+UPGVnZ2NS5cuYf369XA4HGhoaMDZs2dlYf4mpKp2qE9NTQn+zQ5kJV6ZmZlC2KqTR9SRMJTDMiqK/N/c3JwQ+mqRyZo1a3DvvfciFArhM5/5DLZv345jx45hfn4elZWVKCgoEKiL0KLD4UAsFkMsFoPP50NzczOSySScTidGRkbEz5STkyPJBBkZGVi1ahXMZjNGR0fR2dmJ+vp6jI6OIhaLobu7G3a7XYYhEglgl+bz+RCLxTA/Pw+bzQZFUWAwGBCNRtHW1oZrr70WiqIgGAyiu7sbGzZsQE5ODg4ePIjZ2VlUVVXh+eefRzgcxg9/+EO89NJL8n5onwgEAsJXcK1Eo1F5NhkXxQKAX1+JRU0ymZScw8XFRSlW0tPT4fV6BS0BIAUy0YusrCyxgWRmZspYIJ1Oh4mJCUxOTop6eGpqSvYhdqYUDxgMBqSlpWHjxo0oKyvDxMQEzp49i3feeQc2mw3btm3D7bffDmCJ6zl27BiMRiNuvfVWvPzyy/jbv/1bBINBLC4uir3llltuQXd3N/r7+/GlL30Jd9xxB8xmMyYnJ7Fr1y7ppGw2G3p6eqSzPn78OHQ6HVpaWtDT0yOFFMe9LC4uiv2F90WdP0qzM1+P1WpFOBzG1NSU0BdUYlOgkpubK5AiI+HoDXs3pfCKOaC4yNV4ZnZ2NhobG3Ho0CFcc801aGtrw+joKHw+n2C0hw4dEgWd0WiUNj09PR1OpxNTU1M4dOgQbrrpJml5FxcXUVFRIW5+RVGE8/F6vQiFQkhPTxeSmeqaubk5WCwW4QXm5+fhdDphsViwbt06CaEtKCgQk6/RaIRWq4XT6QRwNXCUOHZBQQFOnz6NN998Ezt27JA4FnZBIyMjYiScnJzExMQESkpKEI1GZRPmJFTCLoTshoeH0dvbiy1btqC5uRnvvPPOMtiLlRI3ZxYI6sNpJRLewFUfFMUwGRlLY9Tp5uchTlWfGk6hQpQVKqvDZDKJhx9+GKtXr8aDDz6I9773vXjsscdw++23I5VKobOzU1SiFAsQRtPpdLDZbACWIF6Hw4GZmRkYjUb59xlVRYjjzJkzskmePn0ayWQSvb29yMzMRF1dnZil1ZsnR4SwKic80tjYiBMnTiAnJwd6vR4zMzNoaGjAuXPnYDQaodfrZdM8deoUnnjiCXz4wx8WEcaNN96IZ599Vg5EwpPqZBaq2sin8PVwjbBCXonGbnKv5D+AqwGv7G7IJdPSwa4oNzcXJpNJ+GZCWoFAQJAeQvMUKHDgKNNC7rrrLlF6vvzyyxgcHEReXh7q6+tRX1+P9vZ27N+/H9nZ2WhpaUFxcTHsdjtyc3Px6quv4oknnpCN/ODBg0ilUggEAnj88cfR39+PoaEhrFq1Cj09Pbjzzjuxfv16DA0NobOzE7/61a+ksLbZbHA6nXA4HEgkEjh//jwWFhawd+9eOBwOPP744xgYGMDMzAzGxsbksyTKwOKViuvFxaWJ4IFAYJntgHwUIUvCx+Q3edjx8H63a0WVOnyhrNbI40QiETm4KOPmpj0zMwOHwwGDwSA+I6pO0tLSRD3FypowGk10xEfZptrtdly8eBF6vV5IVJKbU1NTcgDMzs7CZrPB5XKhvLwcs7Ozkg3HD4q/UqLKhxuAfDgA0NLSApPJJOGVxH2pMCPc4vf7UVtbK3mAauc7qx61n2Fubk4GLZIjISHMMQl8jeqBfGrD30pW8hFiYjfJTpiwnVreOjs7u0xFxOouOztbEji2bNmC1atX4ytf+Qqee+45+UxmZmbQ0dEBj8eDG2+8UboycgZerxfJZFIEEkajEdnZ2SguLkZ+fj6ampoEk8/NzUV3dzeOHDkiXd3Y2Bj27NmD8vJy7N27F42NjXj99dfh9XqF46JStKCgACaTCdFoFHa7HbW1teJ1y8zMlOGV9fX1AIDy8nLYbDZYLBbhVq+//npUV1fjmWeewdNPP4377rsP//qv/ypiIh44s7OziEQi0Ol0Aleqc/fYKWVlZUGv10u6xEo06vI1qUl/8mzAVSk1eafMzKU5WeqhpuRm1D4iQnmUovOiMOZrX/sa/vqv/xq9vb2oqakRCTYVhH19fWhvb0dWVha0Wi20Wi2OHDmCUCgEu92Obdu24VOf+pRkhW7duhWp1NJg1GQyiY6ODgwODsJqtYr5evv27bJ229raYLfbsbCwAJvNhvT0dPh8PoHauN9wbNGWLVuwb98+bNy4EQCk46Jwgvthfn6+5Ely8jYFD7yHfEa4JvhnFvjMK4xEIu/6ua2YA4pEv5qwzs/PR3FxMVatWoX09HQMDg5KG+1wOIR3YgvLWA0AUnWOjo5iw4YNeOihh/DWW2+ht7dXlDrsaljx0hWelZWF1tZWDA4OwmKx4OTJkwgGg7Db7QIR3XrrrVi7du0yXJtzcUgoE5NmR8QE3+npaYEMZmZmsGrVKlRXVyMYDCIQCMDr9Uou16VLlxAOh+XwcTqdgg8T8+c9U8tgGe/U0dGBWCyGrVu3CoRDEQo3HYomuBGyav99QY7/l1cymZTDm7mJ3DTVU3a1Wu1/85Kww+RBTBXae9/7Xjz11FOorq7G7t27ceTIEdx+++1S+TocDiiKgvr6eqxatQputxtlZWXYvHkzLBYLDAaDJOmTQF+9erV43+x2u3jzFEVBf38/dDqdeOz4el0uFzZt2iQCHFacTDUwm83YtWsXampqYDKZcPbsWVlvOTk5KC8vF4OlzWaTz1ptx+Amq9FopPv/+7//e4F5qUrl5GgWaxkZGcLpUhUGLH9+V+KaIXLC4pc8G9WgRBbIqQFXxUSEPXn/1NJq8lncwCmc+eIXv4hPf/rTeOSRR/DGG29g586dWFhYQGdn57Iw1UAggMXFRclWDIVCwiHS+G00GkWAMTQ0BJfLBYfDgerqatTW1iItLQ1+vx99fX2iiNu2bRs2bdokwijuNaFQSJ5/HsQUb6xZswYulwtPPvkkNm/ejAcffBAOh0OGuxLWnp+fl8xPdeQT91V6wYjQ0IzMQAMamtkkkLP9bdeKOaDI5VAlw41WnWtH/HN6ehr5+flwOp0iLXc6naioqJBWlLin0WiUm9Da2opIJCI4MuW5MzMzmJqaErjDarVKEgMf8tOnT8Pn8+Hw4cNobm6WzoMSUIbahkIhXLp0Ca2trWhtbcXRo0exf/9+JBIJWYysKgivORwO8ZYEAgGMjo6KGbi6uhoAEAwG4XA4MDo6KlwVF4PJZJKOgBsED9LFxUWcP39elGQUf3BjIW8GXPWisWr6fS7v/8uLmyjd6ZFIBG63e1ngKT1g3IT4makVe7Qz3HvvvfjEJz6BgYEBnDt3Dh6PB2+88QYAYOfOndi1axfOnTuHUCiEnp4eMbhSjKBOFQGuFkjJZBJ+v1/S7WdnZ2EymQRKam5uRk5OjohljEYjmpqasHbtWgme5ZrPy8tbpqzs6+vDyZNL80BNJhOysrKwbt06aLVaaDQa4UmrqqpgNpvhcrmg0Wig1+vR0tKCDRs2oL29HW1tbfjRj36EO++8Ex/72Mckqy8ejwsHEYlExKNDcQntC9zg8vPzJU5pJV5UxOl0OuGHKByi1UJtUE5LSxPEhsIQdlLqUSNUw/Jw/7d/+zfk5OTg8ccfh81mw+XLl6W4KSsrk9QHIkP8czQalRExt956q6w/wpLcF3t6esSuMD8/L3FNOp0Og4NLUysef/xxvP3227jjjjukQ+EBouZnOVTTZDLB6/Xi1VdfxYMPPojvfe972L9/P77whS9gw4YNogvgoaZWLrP4U8Poc3Nzonzkwc2CmpAq7z3FQb/tWjEcFLsXbt5paWlSORgMBgwPD2N2dhbr1q1DMBjEjh07kJeXh5GREWzZskW8IX19fTLYkMbDnJwcvP/978fAwAB6enrQ2tqKkpIS5OTkiByZJlfKfbmxuN1udHV1wWAwoKmpCdu2bUNGRgaCwaAcCv39/ZiYmEBPT4+kkBO/JR79yiuv4IYbboBer0dFRYUY6jQajYghOjs7pRtLJpMoKSkRFd/CwoJAieQ9Jicnl3FI6sBGVosZGRnw+XyCX+fm5gqGTA8RH1A+fOpIFn4uK+0ih8bfz8zMLIPumJfIw4kbEDcEjuOgn4VCBqfTiW9/+9sIh8P4+Mc/jtLSUimIrFYrTp48CYvFguLiYiHLR0ZGUFxcLMMq1a8xIyNDZn+xs2pqaoLP50NRURHy8vJw/vx5gZEmJydhMpnEo7K4uIh4PA632y2JB1RO9ff3i6+HuXIUzTD1JDMzE7FYTFSZhMzZQc7OzuL48eMoKysDAFxzzTX4z//8T9nMWAFzzbBgYTGkNpHz6yvxYsfA9U14Nzt7aTI1uTQWZpSLsztiQce1xE2Xlg9FUVBYWIjPfvazGB4exq9//Ws4HA7ccMMNUkBOTEygrq4OmzdvRiKRQG9vr3gOGXztdrvxwAMPID8/H8888wxaW1uX8WbRaBT19fU4ceKEeLUIl9HDNjMzg/n5ebz88sv4whe+gPvvvx8dHR2Ix+MYHByUbr68vBwulwtFRUUoLS1Fb28vxsbGcPr0aVx33XU4cOAAPvKRj6CqqgpdXV0SHMBhl/RsEbK0WCzyDJJ2oMKYPkur1SpFJfed3+WdWzEHFDPuAMiDxdZvcXERwWAQAMQDwg2XEmmqAAmr2e12JJNJmZxrNptRU1MDm82GWCy2rOuZmJiA1WoVXJjtaXd3N/Lz81FTU4M9e/aIGGF0dFSqx/Pnzy87rLiAqXwiqTg7O4uRkRHp5tilEVLLysoSJVhjY6M4zum4BpZw8kAgIBUe4S1WQ4Qn1E71eDyO7du3S2XICB9WhWolIiFCwiA8+FbipSbtScqS6M7IyEAgEJCHhxmK5A7VAZixWAy7du3C9u3b8eyzz8JgMMDj8QgXl0gk4Ha7MTAwgLVr14qZV61SisViCAaDEuRrMBhQXl4Oo9Eoh4N6dAIhx8zMTJw5c0YyIy9cuIBkMokTJ07glltuEXjYYDBIJhzHayiKgq1bt2JsbGzZpsQhnKnUUip/bW2tQH+JRAJFRUXIyMjA0NAQdu/ejcLCQrz00ktIpVI4ePAgDAaDqEC5llgUsWpm0cIOkfd8ampqxU5g5jOp1+sRDAYF3gyHw3C73fB6vQCumlo5Y43iCMKilEVzbVksFkFjvvOd7+Dw4cNIJpMCm/J5/sQnPoGNGzfiG9/4Bubm5lBfX4+zZ89iYmICLpcLJSUl+Na3voVoNCr7Xn5+Pp566inE43Fs3rwZ1dXVOH/+PL73ve/h1ltvxdTUFHQ6HcrLy3HffffhzJkzOHLkCL70pS+hqKgIe/bswXXXXYc77rgDBoMBe/fuxec//3kEAgHYbDa8/vrrGBwcxF133YWPfvSjKCgowM6dO0XNmpW1NGPPZrPhgQcewN133y0eOCpK1b4qwufsqCkeCoVCsk4ikYioGcl7/y6v5Yo5oFi50DxJJR5VS4ODg9KCNzY2iuFLbY6dmZmRFprTYLVaLYaHh6Wq1Gq1yM7OxvDwsHhXFhcX8cYbb2Dz5s0CDZEnamtrw/333w8AUs1mZi7NGXI6nbDb7bj22mtFbHH69GnMzs5i//794kzX6/WIRqPo6OhAJBJBbW0tpqam4HK5EIvFJBiUqRY2m01wXLbyTU1NmJqawujoqHgo2LrTAEfsv66uTtIlFEVBb2/vMhiQrT3hL3VCMfF4bj7qqPyVdsXj8WXVO9MBFEURXofvR536zntFkcWuXbuwZs0avPjii7BYLHA4HHC73cjOzobNZhNYbmZmRrhIFgTsgtWwMvk7Ho5zc3PLwmuZ8zY6Oorz588jKysLly9fBgAUFxdjz549yMzMhMlkEg6EXUw0GpWRISS+aTKNRCKwWCzCcajhzHA4DIvFIhJ5zunhrCu9Xo8TJ07g85//vLxmFjWE9hKJBIxGoxhb1YICxkOxK11pFwtHQrN6vV4If14MmGbln5WVJaNvgKvjN9SpDJz59bWvfQ0vvfQSrr/+etx555146qmnMDIyIoVqQ0MDpqen0dLSgnvuuQfZ2dn4q7/6q2Wv8fHHH5ff33TTTaisrMSZM2ewsLCA5uZmUQZ+/OMfR3d3N7Zs2YLu7m40NzdjYmICxcXF8Hq96OnpgdVqxf33349HHnkEvb290Gg0uHTpEtxuN6LRKL74xS8iHA5jYmICFRUVSE9PR21tLXw+nwi+rr32WrS1teH222/H66+/jocffhif/OQnxUfJ+8gQBa6B+fl5mM1mmUXHe0AVH/cXBtCSwvlt14o5oAhrpaWlSVXMEe5ms1lij/r7+7FmzRqJ3ggGg3j22WdlrIBer5cYmLS0NJjNZskK44MTi8XgcrkwPz+P1tZWOBwObNmyBRcvXkRVVRUWFxcxPj6O++67Dw6HA9FodFnem9FoRH5+vsgx+/v7BTorKiqCVqvFwsKCjOmmCozwTWVlpWxaiqLg+9//PhoaGqDRaFBfXy9O7BMnTkjbzu9PJpNwu93o7e0V6E09vZOHGiXNwNUJmpwvRZ6Aajd10jE3VuLJK9HTAlyNluG64XukCZeQB7sHHig0zTKJWp0M4fF48OSTT+K2227D+Pg4zGazzGGiaEedRkAINR6PIxgMwufzIZVKCW84PT0Nt9sNv9+P8vJyjI6Owuv1CsdjNBpx1113IZFI4LbbbpMOHFiKF3r66afhdrvloKPJk50Nzd3shq1Wq3jDeJBQYKPu/Jh2T54gHA5Dr9djfHwc8XgcO3fuxKuvvirwOJEFbsw8nFgVs+sgrLwSYT7eK4o/AEix4PV6hRdhHBgLDdoQOBuLggBCgCT7DQYD6urq4HQ68aMf/Qj9/f2S3jI7O4uTJ08iNzcXZrMZL730Ep577jl8+ctfRm1tLX7yk5/I36FHqaqqCllZWdiyZYsYtgn7Z2VlwWQywefzyUifsrIy5OfnY/v27RgeHsZjjz2GiYkJuN1uSX5gusnTTz+NeDyOLVu2YHFxEX6/H8FgEO+88w7Ky8uFS+3s7BR4+m/+5m/w5ptv4l/+5V/w2c9+VvijcDgsyAv5XHam6kQXPp8s8DUajRTYPp/vXT+3FbP7kAdSY5NsA9Xuf24QPMQoKe/u7gYAqfwogaT6hA9kMBiUfDw+WBqNBrFYTKTYdFQXFRVJxWk2m0WQEAwG8dxzz+GFF17AgQMHcPr0aXR2dqKnpwep1NLcHKvVCpPJBKvVitLSUqmgnU6nfGhU2DCXzePxyCFB+JKkJjdExq4w1ogHWDQahcFgkI03Go2KiITROazGSUrynvMgIsmr9gut1O6JPIA6PoWvl34VwsbkNtVS/7m5OczPz0Or1aK0tBTf/OY3xXBNz1leXh4sFsuy5O65uTkcP34cAwMDknDu8/mQTCZhNBqxceNG+dzT0tLQ1dWF+fl5hMNhHDt2DMFgEHNzc3j11VfR09Mj3U4oFMLCwoJ02/fffz/q6+sFz1cUReBZmsIZw8ODmgkBlEaz4qahO5FIoL29HZFIRNYRfWNTU1MoLS3FT3/6U2zYsEEUj4QoeR+npqZEqcb1S16HnMgfe0ApivITRVH8iqK0q75mUhTlgKIo3Vd+NV75uqIoyr8pitKjKEqboihNf8jPUOdg8rWyG2UskfpAYkFDxEUNedODx6754YcfRnd3N+rr63HhwgVBL/R6vXArOp1OPicOiNRoNBgaGkJeXh6efvppXLhwAd///vfleabAoKysTD4/n88nyjuaXD1XYHy6AAAgAElEQVQeD4CrnLvH44HJZMLBgwdx9OhRvPe978Xx48cxPj6Oz33ucxgbG4PBYMC5c+fQ0dGBvr4+OJ1OHDx4UFAmHsKKouD5558HANEEfPvb35ZDjPsFi151uCz3FaJhXMfsptQF5btdK6aDAiCHDysddRI1Jax9fX3YvXs3+vv7UVNTg4qKCrS1tUGj0cjYdg4Fo2OZC5BtPSeEzs7OigKQM1yi0SjC4TC2bNmCaDQKq9WKzs5OmM1mHD58GG+++Sa6u7tRUVEhVRMd+4lEAi+88AKam5uxfv16kaDOzc3h5ptvhlarxS233IJQKASNRoNz587h7bffxsaNG/GrX/0KDQ0NwiXMzs6ioKBANjoeypS6U8U2PDyMtrY25OfnC/nNQ4oKnUQigfr6eqm8iB9z0fPAJN/An0fZ+Uq82Gn8Nnc/sJQawrVD7oeyYkLHnBtms9kE6qGohLDg+Pg4qqqqxBRM47Tf7xefTDweh9lshtvtls6fsFt+fr5AQ4RugSXv25e//GV4PB60tLRg27Zt8Pl8uPvuuzE9PY2dO3dibGxMgovpYRobGxPT5dTUFIqLi6XAASDdMI3bfM/xeByXL18WCX5BQQHOnj2L2dlZNDY2YmZmRoZ9sksgp0D4lwdQPB6XLpACDQCy4fwJXfcTAL4L4EnV174A4NepVOoBRVG+cOXP/wDgRgAVV/67BsAPrvz6ey/Cv+RmmZJBZIKFMYtUYHl4KgtbbrJZWVn44he/iOLiYtx1112oqqrCvffeKxOzmafY3r507o6Pj6OxsRGlpaWIx+MoLi5GMpnEtddei3A4DLPZjGuuWXorLLqMRiP6+/tF/OJ2uzE+Po5oNCrwLv9tUiTxeBwbN24U4ZjP58NLL72E48ePY3R0FNdddx1yc3MRDodhMBhEOFRUVIQLFy6gq6sL+/btk/1zbGwMDz74ID73uc9hfHwchYWF+NCHPoSf/exnAJagdnVxQhk71wx/T0iVEB/59/9fRB1xgcTjceh0OhET8IF3OBwIh8Ow2+2Ce/v9foFeaIw8efKktNZsQ3NycpCVlYWBgQE4nU552EnoqT1JTCRfvXq1RLswHmX//v0YHh5GUVERqqqqUFJSAovFItDPyMiIBHpSbEGYpLGxUcJAKS89ffo0Ojo6UFpauizhYWZmRmKVaOCjh4HvxW63Y3x8HIqiSBCt0Whc5k2YnJwUr9fAwIAM8lMURQhtbtZ8cKl246a6kiE+4Cp8mZ6eLt1DJBJZttFQjTU1NSWdELP4MjIyUF5eLj6NhYUFHD58GGVlZfLwq0d0UO1XWloq/CLVoOPj4zJbjP8eM9XS09MllZ8d2u23347nn39evCnE9a1WqyQD0IhOIzKHxWk0GmRnZ0tMktfrlYgb5hPyMDaZTJJ6wdHy7CTa2tqwZ88eBAIBaLVa+P1+7Ny5E1arFSMjI3Lf1CMR1KpPKuNoXuba+SM/y0OKohT/xpdvA7D1yu9/CuBtLB1QtwF4MrW0AI4rimJQFMWZSqVGf9fP+E2pPA9fIjH0d6nHbxBxoPCDaj4eUCwAbDYbHn74YXzsYx9DR0cHiouX3ordbsdrr72GrKwsWCwWPPTQQ+jo6MDY2JisCa1WC5PJhMLCQhGvMPDX5XKhr68Pi4uLkinq9/sxMTEhpl7SGexaamtrcenSJVgsFoHZ6J2srq5GMplEX1+f+OVIezgcDhQUFAiF8eijj+Lv/u7vZE+cnJzE+973Pjz44IMoKSlBTU0N9Hq98L68l4SeAUgXysOI+zb9l1QwEsn5bdeKOaD4obMK4wu2Wq145plnMDo6ilQqJXLzaDSKsbExGI1G4XUikQhKSkpkuifz6zo7O6VbmpubE8hCnTSQm5uLS5cuSeoEbz7/reHhYSSTSVRUVKCiogKVlZXIzMyUqrOvrw+JRAI7duyA1+vF0NAQCgsLl03fzMzMFA+Doijw+/3Izs7GoUOHsHXrVkxPTyMQCKCgoADz8/MwmUwYGxvD+Pg4+vr6EAqFsG3bNoH8YrEY2trapK02GAxyb9gNbt++HdnZ2QiFQqipqUEgEJBqUO2mpxGQmysf0JXqg2LCs1oZRwiH4apquT3VRuSumOpQUVEhWDijniKRCAoKCsRBPzY2htLSUqkO1bBfMplEJBKB1+uVgoecFqtzvV4vIz+ysrIwOjqKxcVFUQt2dXXhG9/4BnJycsTvRhiptrZWIoSYD8dux2g0SjGTSqXQ398Pq9WKyclJqUzD4TAikQiam5uRkZEBp9OJrq4uOJ1OLC4uTUqlt25qagpOp1PM6oQKKSlmDBLvCwUqvL/A1cP8z3DZeeikUqlRRVFsV75eAGBY9X0jV7723w4oRVHuA3Dfld9L9U7ejugB1wlzGVnw8D6oPXTcgHU6Hb72ta+hvr4ezz33HHJzcxGLxVBSUgKtVovvfve7MJlMWLNmDeLxOIqKirB//37EYjF59isrK2W2nM1mk1CCU6dOIS0tDdXV1bKeksml1HumOJw5cwZtbW1YXFyUzn12dhbj4+MwGo3i/6TJPBwOIxwOw2azyaieVatWCb/mcDhgNpsRCARgMBiQnp6O1157DevXrwcAbNiwQWLW5ubm8JnPfAaxWEzEIESqiMSQ81OH7fI5VY/tILr1blaWFVUeU1rNBU/Ib3BwcFmqOGcgJZNJmc1ks9mWZYbRkFhQUCBhjmazWf4/DwNKvEksc7NiLFBa2tLEzL6+PuTn5yMcDsNoNMoHYrfbpd0nZqvVatHb2ysj2gmp+f1+6ZRisRhCoZBsLpSAszIlDs0PdH5+HsXFxXJw0tjHENrs7Gx4vV5p2wnnmUwmpKWl4aabbpJNlhUNORrea1ZhAKTC+V348P/lRdgXgBQBwNX5OpSucrPk+6SXJy8vD5mZmSgpKUF7eztMJpPAwrQgnDp1Sv790dFRMVfGYjEkEgmMjIzgjTfewLFjx+D1enHixAlcuHABx44dw+LioqQBnDp1ColEQirM8vJy1NbWwmazQafTYd++faKca2xsREVFBW655RasX79eRAjkMNQm7vHxcYHvOI4lkUjg6NGjePXVV3Ho0CF5/X19fXA4HCgvL0dlZSUOHz6M7u5u5ObmyhA8CikqKytFdUYomd1gNBqV0d/qIFmiFRTr/C9ev+30+61eiFQq9WgqlVqbSqXWAlc9WoRduamzyCFyQ5qB3VZeXp4kJdA2wg2dI3NOnTqFoqIi5OTkYGhoCJmZmaivr8fi4iLWrl0Lu90uOXj9/f0IBoM4cOAAvF4vYrGYmOmnpqawbds25ObmiqiCSSl87QaDAQ0NDbLxc9hpKBTC2NgYLl26hJGRESni2Dm63W6UlJTg7rvvxp49e3D58mW5J/Qv0du0bt06lJeXy7PR2tqKZDKJV155RbrpG264YdlkBxq42WGzOGTTwdguqiX5Pf+jeVB/CQITWPL4sHNSt9AdHR146KGHMD09LV6l8fFxWSglJSVoamoSpzdn46iVOB6PB9u3b5eon6GhIWg0GsnwA5ZwVJfLhbq6OhgMBhFnUCRBgyYrMYPBIDJgtrLA0sRfjUaDM2fOIBAICE/B95OVlYXBwUEcOXIEwNWEiEgkIvH9VLvQ8U5pfXFxMYaGhmC323HmzBkZWMcNc35+Hi6XSzaPyclJOZyfeuopVFRUSPQPACE4+XtW6Vc+S9kcV+LFjZPjEZhfSGm0Os6JDwSwxNE4HA5ZL1arVYZLAkAkEkEyuZRsr9Pp0NPTIxNzJycn4fV60dHRgfn5eeleo9Eo/H6/QLrsPAiNcZNg0jUToIuKivCZz3wGGRkZGBgYwA9+8AOBqzlCA7jKg5C8np6elgM1KysLVVVVmJubg8FggN1uh8PhkMMxLS0NFosFmZmZGBsbk4MzKytL+Az13DT6CxlnxMOG3SUAKX7I29HsTXHPn6mDGlcUxXnl/TsB+K98fQSAR/V9bgDvLgNTXeqxNky90Gq1yMjIEPMzuyRurMlkEpOTk9IZsAj99Kc/jRtvvBGlpaVIS0vDpk2boCgK/v3f/x0HDhzAunXrUFNTg/LycuTm5qK4uFggaKPRCKvVii1btqCxsRF1dXVoaWkRNSjtMnx2WcRStceQ6pqaGtjtdgwODiKRSKCkpARlZWVYu3atRG+xc6cy12g0IhgMIjc3F1VVVejs7BTomHAyAITDYVy+fBk5OTl4+umnxW918eJFfOUrX0FnZydaWlqwb9++ZX4mQr78ubyfLAIosFEbvv+nYbFPANj9G18jgVkB4NdX/gwsJzDvwxKB+Qdd6kwnEr08gTmBlG+I1XN+fj4aGhokF42RN11dXQK5UbXFm0IindNOqY4ClqoIKrso7Y5Go0gmk3A4HNBqtWKYVCviaNQjZzE9PQ2n0ykbJFVxoVBIFr5erwdwdcNsbGwUrksdm8IYHbvdLtUToU7GzRB+4f0hIR8KhcRfwAF5a9eule6IiiUq9vg6WUWx4/hjr79EUcPXRbiGBwxHUKih4rm5OYTDYamaSepnZGTIBlNYWChybIaxWiwWeDwemM1m6PV6jI6OYmxsTGKmCgoKEIlEMDQ0BL1ej/T0dAkJDYVC4vBX86Hc+BcXl+Y/uVwu3HDDDejq6pJhmUwfoc+KoiF6SliUpFIp6aJLS0thMpkQj8fR0NCA3NxcrF69GseOHcPJkydx8OBBHD58GO3t7bh06RIASHab1+sVZRV/ltPplLWlth5w047FYvL9rJx5YP2ZipqXANxz5ff3AHhR9fV9V9bNtQAmfh//xIsSZ8KQExMTUgiouVcmdtCKQaiK/ky73Y6NGzeitbUVAwMDACB8dVpaGm644QbU1dUhJycH9fX1yMnJgdfrlSKiuLgYGzdulOece05TU5NEVSmKIobvpqYmlJWViYHf4/EglUpJ/Jvb7ZbPhaNnaEhnR2i1WlFeXi77EimEQCCAw4cPw+l0SqGdSCRQVlaGvXv3oq6uDg6HA2+//bbAztQGvPbaazLNgc8fB4GSz1XnqxKxYeHErut3rZffe0ClUqlDAMK/8eXbsERc4sqv71V9/cnU0nUcgIFV0O+71I574OpMGZfLhZMnT2J2dhYXL16E0WjE/Pw8SktLkZ+fL/E/VNR5PB6UlZWJeiSRSCAWi0k1ok6PIAEcjUZx7tw5SZYOh8OYnJwUIyf//ujoKDIzM0UZx8qFMnSLxQKTySR+psbGRoFUqIZKS0uD1WrFNddcI0PTCIuQD5ubmxP/C6fp8p4kk0mcPHkSTU1N8Hg8IhnnoU3ugO36W2+9JRsOx5JT7UN4kxUPOyaqlsh5/AnXE/hfLmoIJ3H2DA/+vLw8sRQAwNTUlMhdeUiw0svLy0N2djZ8Ph96e3vFN8bQ18uXL0u478TEBILBoChAJycnsbCwAI/Hg3Xr1kkWnXpSL7MACSvzoGREjqIowkfRHMpOlhJiHhzJZFI4V4o/CJEQVhocHMT09DQuX76M4uJiHDlyBMXFxbjmmmuwefNmbNiwQcyaFRUVWLNmDRYXFzE8PCwwMSEXjq1RFEU2dEqsWdBQdgxA4OHflQrwOz7LZwAcA1ClKMqIoigfA/AAgB2KonQD2HHlzwCwH0AfgB4APwLw//yh64WWDHq7COOrVZLqFH8WuCxIueF/6lOfQlFREQDgxRdfRHV1NcbGxvD000/DbrfLAESXy4ULFy4IJM/xFqdOnUJnZyesVisikQiKiopQV1eHiYkJ9PX1yV44MjKCyclJhMNhhEIhDA8Po6enB/F4HK+88grOnTuHtrY2zM3Nwel0or6+HhqNBoWFhXA4HLDb7cLJcz8tLS1Fc3MzrFYrcnJysG7dOuGAsrKy0NTUhIaGBmzduhXNzc2oq6vDBz7wASiKgq9+9avYvn27ZP91d3fjgx/8IMLhsDx/PJg4J4zIBosb0jg80CiYeLfrT+WglhGYAH4fgfnbFsx9iqKcVhTlNLA8dBBYgnAoWGDOWk5ODioqKpCTkwOz2YxwOCyiA06v5Abb0NCAcDgsPgPyOoRJ1HJI4vtUyHADI4QSCASEM2LqOXkhVpDc4HlgUZFFuTf5gXB46ayncIIHAKt+qvGApa4nGAxKm5yTkyNKvtzcXPnVYDCIGY8y+vHxcZhMJoGs6L8gJEa5LLk0vga1uob34I+9/hJFDbsQHrT8M3F5dsE8NAiVUmTAToQHnclkkk67tLQUqVQKhYWFSCaTOHXqlGwcly9fxuzsrKwVFkC8j6x8mQ6h1WphtVrl89FqtaK6SiQScDgcyMrKgtFoxNjYGNLS0mCz2UTwMjc3B5PJJGbN+fl5jI2NiQx8enoa4XAYVqtVICh2vg0NDVLJOxwOZGZmygaj0WhkSN7Q0BC8Xq/4gkwmE3Q6nYyUJ89Ewzu5v8nJSSlmWC3zUPsj18sHUqmUM5VKZaZSKXcqlfpxKpUKpVKpG1KpVMWVX8NXvjeVSqU+mUqlylKpVEMqlTr9h/4cqmgJh7PzJprAEfYsLHhxoiw58erqahw9elTWSDQaxU9/+lOEQiHs3r0bFosF5eXlWFhYENEJ193AwADcbrekvbBYoFLP4XBIh6FODM/NzUVpaSlKS0uRlZWFD3zgA4jH47jmmmuE2yGsTHsK9zaKEujHBCD7aXNzMwwGA6ampgRxSUtLw/79++XwSyaXhj1WVVXh8uXL0Ol0uHjxIj7zmc8AWEpOV0+zZkdKqweLLr4ncrEswAm//7brzy2S+JMJTLbYwNW0W2AJCx0bGxPTGw+y+fl5fOhDH4JWq8Xp06cxMDAgJzdFDEVFRTh48CAKCwulvUylUtJ1MOLeYDBg9erVYnwMBAL49a9/LRl7Tz75JJLJJIaGhlBfXy+cBV8LJcC9vb1SoTPy49y5cxgYGJBx2/Pz84hGozh48KBgtAwupZeKkF0sFpMBiTzo2tvbBbZLT0/H5s2bUVhYuCzAktUKD5gnn3wSfr8fmzZtQlVVFW688UY58AAIzMfPgPeXn8Wf6fqzFjWEGyhiYYHAVA2mHZDYJo9AST2wFLzJezUxMSH4PEewE8dvaWmRmUoWi0XmgilX/G+5ubmidMvIyMDg4CCys7Nls2ExBAB+v18SPEwmkxhfvV4vDh06JJOUKabhmleT2IymWVxcGn/AgogJ5Bzh3djYCLPZjFWrVmFgYADd3d1i/DQajfD7/YjH4xJ2vLi4KCnowBJ8OjMzIyIa3jceUjRHq9874amVeHGiLv1xXCOEYIGrZlc15EkjakZGBtxuN6677jr4fD6JLnvqqacwPj6OvXv3oqioSAonjuChqrKgoABDQ0NIT0+Xg2B6ehperxddXV3o7u4W2XZBQYEUKszcjMfjIlEfHh4WSTin5ubm5kKn06G3txcTExMYGxvD4OAg6urqAAD79+9Hb2+v+L6o5mNKO8df+P1+aLVa6PV66Yquu+46LCws4Mtf/jKOHTsmh/LLL7+MnTt3Ij09XRJ/eBCRl1SrJgEsU0ry/7/b9aceUH92ApNwHB3KVOzRa9Df3y+mQ1Y6eXl5QgAODQ0tG5ZlNpuRlpaGyspKeL1ekUCSlOODxZ8biUQwMzODaDQqpsbh4WHxFHBDqaiokG6H8mFWANzoyR8x7YGRKgz1TF1JsOjp6UFGRoaMSu7q6pLNksZLRo1kZGRgeHhY5vxQXRSLxWS+EPkpdkTs9k6fPo1f/epXOH78OAKBACorK2VT56Gtvhfq4Ni/wPUnFTWEbBhzxE5WLZ3nocDPW03iJpNJ8Q0xRHR4eBgajQb/9V//hYWFBbS3t2NqagqBQAAejweVlZVYtWoViouL0dXVhePHj8vnwYOJnAblu7ynVCpRrcfXv7CwgNHRUQkobW1tFd6KYhyKYShySCQS0Ov1ohabn5/HxMSEKDO7urpQU1OzjGOrq6vD7t27sXbtWvl8dTqdZM0x5JYq1ng8Lmka/HlM0iBUqrZsUCCizrZbSRchKEL9hF552PI/Hi7quDU1D7V9+3b4fD5Jyh8bG8PIyAgaGhrQ2tqKy5cvIxqNYmRkRIoJu92OYDCI6elpNDQ0iE+KyfRMGGfUGwAcOXJExvPwec/IyBCRBF9Tf3//snSdmZkZmRvGzuro0aOYmJgQleHExMQyBfPWrVsRiUQwOjoqNAvXbCgUQiAQEOhSURT85Cc/QU9PDxRFwVtvvYXZ2VmYzWbhL6laTiQSgjSxI+WhxXVErvvdrj/VB0UC8wH8dwLzbxRFeRZL7u4/mMCkKit1xfEPQDD4rq4uTE5OoqKiQtz1VqsVwWAQ6enpaG5uht/vFx5nenoaVVVV0Gg0uPnmm9Hf34/R0VHBXfngRSIRuFwuEU4MDAxgdnYWtbW1CAaDeOmllzA3N4fe3l7MzMygoqICa9euxRNPPIEdO3bIgZZILEXnl5WVSVU/Pz+Pzs5OkZQHg0E0NjYimVyKune73UhPT8fQ0JCkN8RiMUQiEVRXV8u4BPJfp08vIRkWiwUulwvT09M4dOiQ+B4IS4yPjyMcDqOgoABmsxlNTU3o6enBxYsX0dPTg5MnT2LHjh34whe+gAceeGDZtGIA4rHiRvNu/oQ/4RpXrhgq/xxFDYleAKKsIofAdUMYhx1G6kp0zNzc0vTTUCgkggTlil8kJycHbW1tKCwsFMLcYDBgdHQURUVFsFgs0Ov1sNlsWFhYwE9+8hNkZmZi9erV0Gg0YqRlVprD4UAqlZL0ehpxdTqdQH0AUFlZif3790t0TW5urmTgcTNSrhisiTBYrVYEAgFJUKH6rri4WMzhGRkZuHTpkgg22JUz9isQCCyDhy0WC7q6uqQIZGFFr5DZbBZ4kus2Ho9Lx8CInpV2EcoDIEpFdjgsgtWwHxV/k5OTUszSCPvKK69AURSEQiE888wzCIfD2LBhg3RmLJIsFouIGjjk0OfzIRAIyHrJzMyUWLRgMAiLxYL09KXgVkrg1euFhS8VtxqNBiUlJbDZbJKQAVydaedyuWS9zM7OIhAIiLKTymPC3Fu3bkVGRoYgNBSNuVwuzMzMwOl0oqOjQ1L6I5EI1q9fL0HW3/72t4UTVececr3w3hLpUhRF8jHf7fq9B9QVAnMrAIuiKCMA/l8sHUzPXSEzhwAwlnc/gJuwRGDOAPjIH7qAWAmzstHr9TAYDCIHVvs0mOJ8+fJlrFmzRnxPOp0O4XBYHjqz2SxO6rm5Ofzwhz9EfX094vE4duzYgdzcXJw8eRKlpaUYGhrCxMQEbDYbjh8/Lp0Oww8BoL+/H88884xAN4lEAqtXr4aiKIL1B4NByVsj/EQ/wtjYGNxutySoGwwGbN++HS+99BIWFhZQW1srSkF2kMShXS4XDAYDNm7ciNdffx0HDhwQyTiJSSr3PB4PjEYj5ubmcPr0aUxNTWHDhg0oKSnB9PQ0jh49Co/Hg+rqanR2diIcDotcngcS/90/Y/Dnn7Wo4UPFypabONeQ2tvFip/cGiEFxlCVlpYiHA4LWavVagXSW1xcGumu1+vh8/ngcrkE4+/t7cWePXvQ19cHi8UiAgaOVuHMLnWXyuRnckq0OTA5hAemXq8XH144HEYyuTRSXh21lEqlhNNi13zmzBk0NjZKsXTu3Dk5OILBoJg2+Xc+8pGP4JVXXkF6ejqMRqNkSh48eFA6Ud4XQprkx6jc+58oPv9SFw8Z8h6s4lmwGo1GWfPkjPgeyaM0NDRg06ZNePHFF4XzZLpNS0uLCEkIl8fjcTFCX7p0CWlpaaitrRX/FPk+btAGgwFms1mM5iy2QqGQWGio9GXny8Oqp6dH4HkWbzSKk+uORCJSCFMMwxlxhYWFyyTiDFR2OBwIBAKyx9lsNgwODuLChQuIx+NYvXo1KisrJbdUp9PJvChGkLF75X3n+1WPdPmTjbp/KQKTi4gKIWL3PBw464gkLFvi3t5e6HQ6Uc9xo2LkEOWMa9euRWlpKSorK7F582ZJU6CcvL29XUjgYDAoZDQAWdhU1lVWVkq1ykibvLw8ZGRkiPmShltO8J2bm0NXV5eY7vLy8uByuTAwMIDR0VEx2xFaI9wQCoWQm5uLnTt3Ytu2bXjxxRcRiURkLhAhHqvVKpVgXV0dtmzZIn6ZvLw8+P1LDUsikUBDQwO8Xi+uueYa8YEQk2ehwAdVTRb/oddfQpUFQB5QLni1xFUtFQYg6i1+L0d3R6NRlJWVydiEsrIy5ObmLuP6rFardFc9PT04e/YsWltbUVlZKWQz4Zh4PA6TyYSysjIJZWXI59TUFBwOB4xGIwYGBsTiMD09jYqKCtx3333CA1C0kEwuzTTr7OzE66+/jp6eHnR2dkKn00mBsm7dOhQWFiKVSqGqqgpNTU2Ynp5Gb2+vCHmMRiN0Oh3MZrNMiy4uLkZ+fj6uv/562czS09NRXFyMY8eOSeI6AFH1ET7SarXCf5FbVcPLK/FiJ61cSYXgr4Qv6a3kQcXnmBvotddeC6vVCpvNhvT0dLz99tuIRCK4/vrrMTIyIkkUFEQR7k+lUnC5XCgsLEQwGBQPGWEw8jDk/wgzMrGEBZjJZBIFKIscrmvugW63G/n5+dDr9cJJq4eSUubOoZtck0RgFhYWUFZWhpqaGvFsEp2iujA3Nxfnz5/H22+/DY1Gg1OnTknhRC4rKytL1h4TVohmsOhh2MLvKmxWTNQRcJWQ54tm98Q3bTAYMDg4KNxPQ0ODSGQzMzPh8/lk+i2x3YmJCZkR1dTUJDOYWCFpNBocP35cYuPV3hW32y3YcXl5OT772c9KHH9xcbEkV6SueIeoAPR4PKKKMRqNsiFUVlYiGAziyJEjyxz69EgQqrLZbAiHw5iensb4+Dhqamrg8/kkOXtubk7Gevh8PjGLbt26VQ70WCwGt9u9DJM+cOCAZAdu374dMzMz+NjHPoaHHnpIoCNCrMTD/5Sw2FQq9YF3+V83/JbvTQH45B/7M1ikqLwX+6cAACAASURBVKXmNPxNTEwI/MGHnZUiPyvOimIYLI2vFRUVOHToEK677joMDAygvLxcqm5GwlDVNDY2hsbGRni9XrzzzjswmUwoLi6G0+mUxAWNRoOxsTFkZGQIX8FDy+PxICsrC5cuXUI4HEZXVxfy8vKwZs0aVFVVIR6PS84eN4bvfe97aGlpQUtLCzZv3ixJBHa7HQaDQd6Xz+dDLBaTzdJoNMLlckl3zs2Q8V7q+VLd3d2yqZAroNqKqi51qDALGhYHK/XidFweHjygqOxjcgShJyIK3FS3bduG3t5eSXfw+Xz45Cc/ierqalEI+nw+6HQ6jI2Nobu7G4WFhdDpdGhsbITVakV+fr6k39PmwAg2FluE2JPJpIwGYaQaU00URZFpBdyTotGomP6p0iSUyeKks7NT/t/4+DgKCgqQlZUFl8uF7OxsDA0NyR6QkZGBkpIS4bgYnTU/P4+mpiacPn0ab731FlKpFO655x488sgjwt+R82VxTlUw93gWijx8362DWjEHlNpfwVMXgMBk6ugYAELyulwukVRT5VJWVoa0tDSUlpaKWoYbE4fFqeEcjskoKSnBwMCAEJF8sDMzM7F3714MDAwsk/KaTCa58YwpGh0dlTRyqlU0Gg3y8/Oxc+dO+P1+XLx4EZ2dnTLSPZFISMVPnNbv90v0Cas9iiQmJydxyy23oLW1FVNTU9JJdHd348iRI7jzzjuxsLAgYZOEBrq7uxEOh+H3+8WrQV6EHisA0qWS0FyJmw6rUwbDMk+QDz4VltyMyOeoYdf09HQcOHAAb7zxBtauXYvOzk7U1NRIGjk7EQb08jOmiKezsxMWiwV5eXmS0uF0OiVxPC8vTya1sjum/P3FF19EIBBAIpHAoUOH5B7z8GPX3t7eDp1OB7fbjaNHj2LXrl2oqqrC+fPn8eijj2Lv3r1wuVwoLy9HKpWCxWJBMBhESUmJdOZMPYlGo1i9ejVmZ2dx+vRp8a+EQiGYzWZJO+js7BTfHv2C9OipOwpmBFK+T5HEShzRkkqllk2c5mwrwl3cIyjdByBqX8rsJycnsX37dnznO99BV1cXpqen0dbWJjDg+vXrYbfbhTc2Go1ideG+ZjabMTU1hdnZWZGFW61WDA4OoqWlBeFwWBTAFPAw5o3FCBXFVPdNT09L0TE1NQWz2Yzs7GxRppKXSiaTKC8vl5/R29uLwsJClJeXy4HidruxsLAgk4TZKFy4cAGZmZmifK2vr5fAgIWFBZw8eRJr167F5cuXpQD7zaGQ3GcIXTJQ+39DJPFnv5hiwCqeRKP6sCooKEB7e7sMTWNqeSwWw9mzZ0U8MT8/D6/XKzd8cHAQXV1dOHr0KGpra7F582bxr/DDo5+I5jmLxSJjDLZs2SKV+tTUFOx2uyhUCJHxQX/hhRfwnve8B4qi4IUXXoDD4RCD5cmTJ7Fp0ybcfffd+PnPf47Tp0+LeZgQIX1bfr9/WdL2hg0bcPToUUQiEbz//e/HqVOnhJDkg9TV1SWjngOBAKampuDxeNDa2oru7m5JSWCszt/+7d+itLQUn/vc5/Cd73xHKh+SxX+Kp+UvdVEdR+iCmL/anZ9KpWRjVhRlGdnPSJ5QKIQzZ87gH/7hH9De3i5hotdffz0GBwdRVFQEg8Egnby6uCHfUFhYCLPZLAGd9KElk0sDJHt7e5cpPYGlIoAxM1qtFtFoFHl5eSIxHx4eRkZGBg4fPozdu3cjFouhurpa+IW6ujo0NjYiFArB5/Ph0UcfxVe/+lU5MAwGw7JxGQwTnpmZQU9Pj8B0586dw8TEBG677Ta88847+PznP4/vfve7In6g8ISdEg98elvUHRS9L7+L9P6/uqiEZSxWPB6XZ5cycG7GPMAIkdMflpWVha6uLlitVvzoRz/CzMwMbrrpJhiNRjHdU7XW3NyM9vZ25OXlyYyvkZEROJ1O1NbWynObm5uL/Px82bdycnKWoRmpVEq6KPLT69evxxtvvCFJEj09PaiurpY9KS0tDX6/Xz57zoMjBcAOf926ddKVBYNBjI6OigQdgIgsLl26hMXFRZSXl0uhdeLECfT29soBs3fvXoyOjuLUqVMSwMuikNFfLLRZlKvtLO92rZgDSg0l8Qax0mALaLfbBcZJJBLycBcUFMDn86GkpES8DpTeUg11/Phx4Zv4EKelpWFgYACVlZUYHBxETU0N2tvbJZaDhDqJRaqV1CGrhAQoF5+bm8OZM2dEkUgeK5FI4M0338SRI0ewadMmXL58WTayiooKgfCYYDE7Owu32428vDwEAgEcOnQIPp8P27ZtE5GFzWbDiRMnZJEBS3NhLl26JPi0VqvFqlWrJOcrPz8fGo0G0WgUfX19Uj3xfRBeUEvQV+L1m3CkWhzB7oifFcNBiYPzPTLBwW6349y5cyIgKCkpkQMiFAphdHQUWVlZqKiokDxGClfIwXBgoF6vx4svvigcodvtRmNjo+TycTDhrl27EI1GAUBG0f/iF79ASUkJjh49ipMnTwo/duzYMUxMTMDlcokSlKPLeejs27cP586dQ0VFhYgrOCMtFAohlUpJhiUnmMZiMeTn5+PIkSPYtm0bNm/ejPT0dJw7d04gP/r8KDvms6X2FfJn8fmgInSlXfSUMeGA64CWDkJ7VGKyyleUpTFADPnt7u6W4pT2hkAggHA4jKKiIqSuhPq6XK5lthCOzCG3zjxATudl4jfXSW5urvCQMzMzwnPu3r0bH/3oR2EwGPDss88ikUhgzZo18Hq9y2aesRiiN5BKVxa0CwsLEpU1MjIiRR/hzVQqhb6+PlRXV0vBQlpjzZo10iywE+d9VBeCAJaJTdRKPnVS/IqH+LjhAFgWVGm322G325GdnY2+vj7havr7+8XxrygKiouLsbi4iMLCQiEg7XY7Xn75ZVRWVuLee++FXq+Xn/HMM8+gpaUFXq8Xzc3NGBgYkAOHieEZGRlwOBzIz8+XWCQ+rIyzUZs/ufg6OjpEOEEPjl6vlw/4+PHjctBmZ2fj1KlT0Gq1MrKB6pfZ2VmEQiGYTCbk5OSgtLQUiqIgPz8fN998M771rW/BZrPJ8D2TyYSSkhJR51CCnpWVhZqaGly4cAEDAwOCq7/55ptoaGjA7Ows9u3bh9dee03GX69EWE99URmpzmWkP4R4PjtM5pIBEFKa/EMymcQvfvELXLp0Cffffz96enqwY8cOUdmx0svNzUVHRwfKy8vl8yD3ZTAYkEwmEQwG8c1vfhPve9/7xD/T3t6OwsJCUSxpNBocO3YMbW1twqNOTk7C4/GgpKQEDocDzc3Nst4ZX+TxeNDU1CSwEGcvkd+cm5vD2rVr8fLLL8NqtaK2thYLCwsIBAIyToObC//ewsICXn75ZXzpS19Cb28vPB4P4vE4/H6/cE/AkriAk2UpJGC6CaHUSCQiCrOV2HUT5lUXXYSJ6WPjUEr+yoKG3S/fOz1T2dnZsFqtkvYwNjYm4ga1Co/rcWJiYtk048LCQgBXhxMymYRpC8y9o4k/JycHP/jBD1BRUYGOjg7U1NSgo6MDiUQCjz32GDZv3gxgSdTj9/slHYXoTk9PD9xut2R4hkIhGAwGdHR0yOvIz88XDp3PEuO5GAtGiTqnOSuKIocURVvqcFgK1/h17u2Kokhu5btdK+aAomKMEksAUu3w9K+rq8P58+eRk5MjJHAisTRqQx3uSjVKXl4e3G63DO3jBNnMzExUV1djYWEBBQUFMBqNcDgcYqCkuoSVTWFhocy+icfjQhjyxnOOkl6vlxaf30OCcO/evRLWST6Nm2cwGITP58P8/LykrEejUQQCAVRUVEhQLqu5SCSCU6dOoby8HD6fD2lpaTCbzQgGg9i1a5d0WE6nU6TP0WgUNTU1CAaDy5Q1zGbLysrCqlWrJKaf10rcbACItF5dvbMCVhRFNhiOplB3hVwDzFw7evQo1qxZA7fbjebmZrS2tuKRRx7Bli1b4HA4YLVaMTAwIHzm4OCgTCheXFzEwYMHRYTwj//4jzh69KiMbli7dq1AjePj4+jt7UV6ejquvfZaNDc3o6ioCCMjI5idncVNN90EAKLky8nJkaDkUCiEgoKlgI09e/ZgcXER586dg9frlVy4rq4uSZM4efIk1q9fj2g0KoINTl3OzMwUU7fdbsfk5CQ+9KEPQa/X4xvf+AbMZrOE7rLiJkxEbpLPKVVi6sijldh1c01zcGMkEhGOhAgIu0aiLuzEY7EYbDYbXC4XPvjBD+Kmm27C4uJS2O/bb7+NkpISWWP9/f1YWFhAZWWlCB6AJeGO0+mUqdgcdEgUgHYCxmvZbDZ0dnZifHxcQqJ9Ph8KCwvR19cHg8GAcDgshY/VasUvf/lLJBIJmEwm1NTUiL1mdnYW69atQ1bW0kTm2tpapKWlob6+HrFYTIYezszMYHJyEkNDQ8jIyBAloNfrFUVhIBCQf5f7MwOSmVFKXyk7VN57pnJQaMN7+7s4yxVzQHFDpwGNCyAajcLj8SAjIwM6nU5MiDk5ObBYLGKUzc/PR1dXlwyg46wls9kMADLYLTc3FxcvXkRNTQ2OHDmChoYGLC4ujT4oKipCfX09zp8/D41Gg9HRUdTV1QkcwIFurKzm5+fFe8WoEp1Oh4aGBrz99tsSGFpTU4OGhgbYbDZ8/etfx4c//GEEg0E4nU4cOHBA4ETCjoFAAG63GwMDA+jo6IDL5ZLA2MHBQUxOTuLs2bMSkc9qJi8vD0ajUYh4ht7GYjFUVFTI0EdWPrFYDENDQ3A4HJiYmMDq1asxPj6Orq4uMbWuRD4BgHRAhAsAiDCFikoKPNjtkKBlN8XDSqvVoru7GwcPHhR5bH5+PoLBoHz+JpNJ4rYASH4Z5eCEOOLxOK6//np0dnbC5XJJPuTQ0BBmZmbQ39+P3t5e3HrrrcjJyUF2drbMLHM4HAJTcrwMVV8ej0dM6kePHkV5efkyccbAwAAsFgv8fr849y9fvoyqqir4/X5oNBq89dZbcDqdKCwshEajQTAYxE033YRkMol169bhtttuw+7du/HYY4+JMITpLLzf6gqZxSOhPa7H30V6/19dPAi49rVarRy85EJ+M8SUkxAyMzMRDodx+PBh/Md//AdefPFFuFwuDA0NCdrDbFBFUeDz+cS75nK54HK5JC2cwiNu4DzYU6kUTp06JWuX/kvCX6QrysrKUF5ejr6+Ply8eBEej0fEL01NTSKZdzqd8Hg80r2NjY3h5MmT2Lt3rwi7fD4f8vPzUVZWJgo9xjqFQiFRMBcWFkKv14upmfz84uIi3vOe90iBFIvFRO1JqFTdcZMbpvoTgCBV74bYrJjdh7EbxHU50j0ajUo0CMdVUOXE3D1CFsBVnLmjo0P8AbOzswK5AEBHRwemp6elm6EDmzJTrVYriRAMiqVSjtUjzXtUALGF5kwpRuhrtVqZdLlz504AwB133IGbb74Zfr8fubm5yM7OFpEIqzufz4ecnByJICFuzXh6GgvT0tLgcrmEsyLWy/fKTo9/5t/jxkI+g1l/119/PSorK/9HMvO/xMVKXh3TRNycFZy6YmPCOzcI9YgOv9+Pt956Cz09PSJsuO+++2RIJeXWDNrkQQMs3U+bzSZEMwD09vYiHA5jeHgYXq8X3d3dEkHEBzQQCEh3l5OTA5PJJGqxhYWrM3woNU4kEohGoxgdHcX4+DgikQh6enrQ2tqKsbExhEIhHDlyBDU1NUgkEhgfH5cNprS0FLm5uVi3bp3wkF1dXXjyySdhNpvFLHzPPfeIaIgwFACR6dPEqdVqJRiUm4vaAL0SOygAIoowmUwCW7LgYHdNPpYojjqBwu12Ix6PC49dU1ODgoICCdU1m83weDxiqqcYoaOjQxSVLFqnpqYQi8UkqHhmZgZtbW342c9+hkgkIv9WXl6eHPz0TrL41mg00Gg0KCsrQyqVgtvtRnFxMdatWycqvHg8jvvuuw8HDhzA7OwsXnnlFYyPj8v+yYIiFotJNij3QM6GmpubQzwelyixaDSKp556ChqNBps2bcLPf/5zdHZ2LuPySBPQg0UbCJEMrm0ewu92rZgDSl1JULLa19eHxcVFVFdXY926dZIozOQIRuAzM8put2NhYWkybUtLixhpU6mlcdhjY2Pwer0oLi7GL3/5SwmDjcfjsFqtsmHfe++9kvgcjf5/7H15fFv1lf153mVbsizbsmV539ckTuwkZIWEJZDQdNghU1pIKaVlgA4dSqG0nc6UD+2H0iUZWqAMS1oIhayQlRASstpx7NiO4zW2vMuyJdmWbMub3u8P51xkBtrOdAB3fnw/Hz6OjZanp/e+995zzzl3AJs2bUJ5eblk0oQ9+DMsLAz5+fn46U9/iuDgYNTX14tWhHAf/fiOHz+O6OhoLFy4UPBlVikU8c6ZMwdTU1PifdbQ0IBt27Zh586d6OjoEPscjnzo7u5Geno6EhMTBS6gKSndtL1eL7q6unDx4kVxqzabzUhJSRGn99HRUfT09KC4uFga7bO1gmL/gM7yJEows2cgoKDVt7qiZx0AEbvSnfy1117D4sWLERgYiLCwMFRXV0s/kNcfyTXsDfhmwuyPcqQLE4qmpiZce+21WLlyJaKiouQxdDSYnJyeLcb+D0d0d3Z2CrxcU1ODlpYWpKSk4LnnnkNPTw90Oh06OzsFBj9//jwURRH7KyYzwHTFmJCQAJvNhgMHDghF32q1oq+vD1VVVVi4cKFUmCEhIbKR+OqFWDHRCoosLV+dy2xcLpdLqOWE65nU+GrBeF3xdyZ377zzDl5//XVERkbi7rvvlqRgZGRELMM6OjrQ1NSEM2fO4NSpUxLom5qa8N5776G+vh6jo6PSj6QbvU6nEycaOvD7uo0sWbIEWq0W0dHRKCoqQnx8PGw2G/R6PfLy8pCSkiKtgeHhYVRVVeH48eMoKyvDt771Ldx00014++23xUHE4/GIvKW3txcejwf19fUzJooHBQWhoKAAS5culd8B4MCBA3C73bjxxhvhdrvx0ksvoby8HE8//fQMOQc/J+F4EkoASH+ee+4nrVkD8fHCpv6IFh7sCRmNRrhcLuh0OsmKWRb6CgQJxcXFxUnJDUzbFA0PD0Ov1yM6OhqHDx9GVlYWLBYLUlJS4PV6odfrpRnMqbq+4z7Y4/A1R+TGQOeIoqIi1NTUSBXDLzY5ORlutxsJCQlobGxEZGQkenp6hIZJPNc3QHOmCnsYvHirqqqkOc/j4fsRChgbG0NsbKyMgCfTiPYuk5OTAikBH45NZ5W2ePHiGWaos3ExIJG4QgE3s2GSKAgbDw8PCxQDfGhcSeX78PAw7rnnHhQVFaGsrAwPPPAAHn/8cWRnZ2POnDmir6KglVR8Pz8/DAwMiAYmICBApuy2trYiJycHoaGheOqpp0QbM2fOHIFZGQT4WjqdDhcvXoTNZpMqjrTw0NBQvPHGGwgPD8frr78ug+UGBwfls/k6GAwODkqWTfeLkydPih1XeHg4wsLCsHv3bhQWFmLRokWSrBCS4nGx0meQ5ibPhIDV+Wxl8fnqnXyhJ04PoM8dPwMb/fy827Ztg9FoxLx582AwGDA2NgaLxSJQK6216LUHQK6tmJgYBAQEiPM7SQPR0dHCsDx8+DAMBoNYvNFNnHuYv7+/CL8ZlLhHEM6z2+2oq6tDVlYWUlNThR2n0+nwj//4j7jssssQGBgIp9OJiYkJ1NTUSEAh7BcUFCQDOBmomUidOXNGxhPFxMTg/vvvR3l5OQYGBlBaWiojkni+uaeQEco9lfcJIe1PWrMmPfZtTnLD6ezsFHHsbbfdhvr6enFmYI+FFUh8fDwCAgLQ19c3Y2Q22UYejweFhYVCCb755puRkpIiZTYAbNu2DV6vF06nE5dffjni4uJQWFiIrKwsCTasuHihxcbGSpXh9XqRnJyMZcuWyWfypZLu3bsXCxYsEHihtrZWKNDEwEktDQ8PR3FxMSIjI+U4g4OD0dfXB71eL1Dg+Pg4zGaz0NwJP/EmjIiIQHV1NY4dO4a2tjaBMDo7O1FUVISIiAhYrVaUl5eLYNloNMpmNRv7CVz0VyOEyQqHQkeyLDlSgXojwoHsOZBVZDKZ0NLSgkceeQQ2m02Sh5aWFhiNRoSFhcnNazQaxbyVFRzHZDudTlH1Dw8Po7KyEjqdDosXL0Z3dzcKCgpQVlYmWhL65J09exYHDx7EsWPHUF5ejn379kGj0cBsNmN4eBiPPfYYMjIy0Nvbi9raWkxOTuLs2bN46qmnsHPnTqF/K4oCi8WC3t5e9Pb2oqenB+3t7SgqKoJOp8PZs2eFKDI2NiYN8D/+8Y+ihWGwp7UOqypu4r4bN0dReDwegcNn4yLxhCQawuo07WXflagL9w8+t7e3F+Pj48jIyMDExIQYu9INpqurC16vF0lJSYKeAJBqmoatdH6gYTVtth588EH85je/ATB9npubm3HhwgWhgKenp2NwcFCO93e/+x00Gg0KCwuxa9cuXLhwAUajEStXrhR0hrPC+vr6sHjxYoSGhgrjl0kI0Qde83a7HRcvXkRPTw/6+/uFdEUdVWVlJV544QUsXrwYnZ2dOHXqFN5++22RfLBSZb+XKALRDaI8qqrKd/JJa9ZUUBzKxk2F2Wl/fz+OHj2KVatWiXaIrBvqiDiEjz0i+o0x+5uYmMDll18OrVYLAGhvb8fNN9+M3//+92JFEh8fL83TgIAA6HQ6JCQkoKKiAnq9HqdOncLq1atl2B3Fe6RgUhXNUn10dFQ2MT8/P9TX16Oqqgo333wzQkNDxe6ITVuDwSAWS7GxsYiJiUF2drZkNYTb4uLixK5mdHRUqMn19fUCRzALI/69a9cuaLVaGeFNCPLChQvQ6XRwOBziXL1nzx48/fTTOHDgAHJzc3H06FGBw2bT8u21kQ3J4EFoxOVyycU/NDQEAGJ+ySDFG5Tej7t370ZKSgquuuoq1NTUQKfTwW63Cxw3MjKClJQUjI+PiwtAc3Oz6GKA6b6U2+3G4OAg6urqEBYWJpnvokWLUF5eDo1Gg6NHj4qzAGdI0ZmcQt+enh7o9XoYjUa8//77OHbsmLDySkpKUFVVBVVVUV1djeHhYRQXF+PQoUNwOByIjo7Gm2++CYPBgBtuuAEajQarV6/G7t27hTxz4cIFLFmyBK+//jqMRiN0Oh2uuuoqtLS04MKFC0hPT0d7ezuGh4elSa+qKtra2lBYWIimpiapXum2MBthPvZ+uK+QycreDu9FAFI5AhBmb0hICPz9/fHMM88gOTkZ999/P8LCwvCTn/xEWKAZGRlISEiYUbmTNOHn54eMjAwhZzApjoiIkD7n2rVrhSVMKyMSnqqrq2GxWBAQEID8/HxMTU1h3bp10Gg0GBoaQnJyMsbHx3H8+HHpE5LowuDL69DXOJjMXj8/PxQXF6Orq0sgbe6zdXV1KCsrQ3BwMLq6ulBcXIzbb78dFy5cwJtvvol//dd/lT2b1TMTGt8eHt07eF4AzCCmfNyaNQGK0dUXAw4JCRGvPd/seGBgQL4k4poajUbo2NywfPsTUVFRcDqdmJycRENDA86fP4+8vDyZBcVhazxZfI/u7m64XC7RMOj1emENAphhCsnj4MZJISWJHSMjI6ioqBCvLjb4OWCPFv8OhwO5ubkwGo0YHBxESkqKuFKPjY0J/kyGFo97wYIFiI6OhkajkcZ/bW0t5s+fL1ApXbBpfJpyyTCyo6NDmIKnT5+W5vdszoYZXNmX5PA/RVEwODgozXA2bQcHB8X4kq9B8WlISAgKCwtxzz334LnnnsOzzz6L+fPno7W1FRqNBu+99x6WLl2KiIgI1NbWIiQkBHq9HmfOnJG+5N69e2XDcDgcMBqN6Onpwbx581BRUSHzgJYsWSK+bTt37oTJZILX60VWVhY8Hg8aGhrg9Xoxd+5cZGdnw89vekbYunXrUFhYiPr6enR0dCAnJwfLly/Htm3b0NnZKew6i8UiwSIgIAC9vb3YunUrgoKC8Ktf/UpstYDpMR9jY2PYvn07AKClpQWtra3SqGcyxEqzs7MTk5OT0Ov16O3tRWhoKPr6+kSLx5lns3ERVfAV6ZK4QIQC+HCyAuE1Ijvcl7RaLRoaGnDXXXfh8ccfx4033ojjx48jMDAQUVFRYjJLqFev12POnDlCpmJPmEgRyVxjY2OSeAHT96HRaJTpz3FxcQInHzp0SAIeez1MkBYvXgxVnZ7iEB0dLbAvAIEwTSaT7FsxMTFoaWlBfX29uJiQNj4+Po6cnBy0t7fj7NmzCAwMxNe//nWcPn0a5eXlUgSQiUziCV1GiDYx4DEwsa3B2VGfBAvPmgDFnhKxbV4cFotFPnhAwPTk0fHxcfGtImuLzTZfQSbLWeqfKioqhO/PjJVQj6qqiIqKEuol/a6+/OUv4yc/+YkcJ3tFvjOT6BIAQJzGyfWn0O/MmTN45ZVXEBISIuw9Olq4XC5xy9Dr9YLxnj59Wib4sq8UEBAg+qa2tjYYDAZ0dXUhLS0NxcXFsNls2L17NwYGBmA2m0VHRRsaiv+8Xi9aWlrQ3Nws55ueXrt27cKNN94orJ7Z2FNgtsbvF4D0gHjj0TSW1wgn2LJnQvo0rWVOnjyJ2NhY3HfffVi/fj2+973vycDAuro6LFmyBL29vQgLC0NVVRX27dsnTh0OhwPd3d1SUfn5+eHee+9FTk4OvvWtb+Hb3/42Dh06hBMnTohWKCsrCyEhIVIlsZqj7VFdXR3mzp2LsbExab7fcsstGBgYwJ49e2SiLSGTjo4OGUhJwXVISAhiY2PR0dEhGyx7Snl5eXj44YfhdDrx5S9/GXl5ebjyyiuh0+kwNDQk9wrZXuyBDQ0NwW63iwaRPTmyvWZjBQVA9hQy2Jjcso9D9wXuQdzUeb4IAW7cuBG/+MUvEBISgldeeQUbNmxAQEAASkpKYDQaERcXh4iICERERAgLkyxhX1qTqwAAIABJREFUnlvaGBElMhqnB0xTbjMxMT0RfGhoCH19faiurpYet9frRXZ2tlzjXq9XHErGx8dx/vx50e91d3eLZRPt3Qhx8n1GR0eRkJAAg8EAh8OBlJQU2O12DA8Pw+l0ChN6aGhIqq+tW7eivr4eL730kqBXdHOhEw8p7jznhE3Zyyei8+cSmlkToFiC+zJA2Fzj36iYt9ls8Hg8cDgcSEhIgMvlQmhoKBwOBxITEyUys5SntcfIyIiU21Rxk27tO2TLZrMhLi5OHKx5wxEWYLZA80TSJZkxkSnDrIvzhQwGA5xOJzQaDZxOp5TfvnNRRkZGJKsJCwsTtgs1CBzHTRudI0eOID4+HuHh4Th8+DDq6uoATMNMIyMjMs6BlR1vRI6S4M1Jyra/vz86Oztl9tFsrqCAD8XLGo1GNmWy93iTMFP1raaYnLAnxx5DT08PGhoaYLfbsWXLFmRnZwsF/ze/+Q3Wr1+Pnp4e1NTUQK/XY3h4GA0NDejv78fq1aulugoPD8c3v/lNtLa2Yt26dRgdHUVeXh6CgoKQmpqKyy67DNu2bUNkZCROnTol1HdKLbRaLe644w5MTk7i3LlzWLduHX7/+9/LsMzu7m6pzBwOh2hMQkNDZQQNiR8dHR2S2d53332wWCwoLi5GY2MjAKCsrAw7d+6UKqy6ulo2Sm6uJpNJNregoCD09/dLcCesyp7LbAxQvsQRHicRD9KhSabheWSTn819X0NcWgzdc889eOihh1BdXY33338fJSUlGB0dFf0bgBmtBqfTiaGhISQlJQk8TUiP703xfltbm3iEZmVlwel0Ijg4GOPj46ipqUFsbCysVisCAwORlpYGs9mMOXPmYGRkRDzz2Kd1uVwyQdrtdsNisaCzsxMZGRkS7KamplBfX4/6+nox466rq0N1dTUGBwfx9NNP48UXX0RJSQkA4MUXXxRyDA1tJyYmBDli8OT9Njo6iqmpKXF9GRoaks//SZ58syZA+aqJyTyZmJiA1WpFYmIitm/fjmuvvRavvfYaoqOj0dzcLLN3WHnRPcDj8cBkMsmm3tXVJaU1b76Ojg4Rx5Imy2ATFRWFiYkJmEwmnDx5EgBmaCMI67FvQVEnJ03ywuvr68Pk5KQ02XmRUIdAjJdZG3UmnAjr7++PlpYWnDlzRvQxY2Nj0Ol0MBgMsFqtMBgM0Ol0qKmpQXJyMkwmE6KiokTnBUCG5FFIynNF80++l2/WSMHf/2Qe1Ge1WD3wxiYt2tfFnHAviRQM0tSH0b6K/Z5ly5bhe9/7HqamprBgwQLcfffdOHHiBPbv3w8/Pz+89dZbMJlMCA4ORn9/P6KiohAREQGTyYQTJ07MoGWXlZUhOjoaTqcT6enpqKurQ0pKiiQL119/Pb7xjW/IWJeWlhbJKhcsWIB58+Zh3759CAgIEJf6jo4O7N27F0lJSbDZbEJN9xWNk83J2WRslCcnJ8PlciEpKQlVVVUICwtDTU0NrrnmGlitVjQ2NmLnzp0IDQ2VPgRRAl7vvnOjgA9Zt2TBEcqZbYsBgPecr+6JyQu94Zhc8rH0umQbwuv14sSJEygtLUVQUBDuv/9+XHPNNYiIiMD7778vYzlUVUVaWhrCw8PhdDrR1dUFm82GJUuWCMmrurpaqvn09HSkp6dL1TUyMoJz585Bo9EgMjJS2LgGgwF33nknWltbkZGRIZMLRkdHBbLs7OyUoadEXux2uyTd9A50Op04dOgQNBoNcnJyMHfuXCiKAqvVitdeew35+fkyK8vj8eCNN95AWVkZvvvd78qexSSQMDC1UrxG2McD8F/gPo5t+aQ1a1h8FHkRf+WFQ+KEv78/YmNjZdJoa2srAgMD0dfXN6PxSNIBnz80NASr1SrD1vilvfvuu2hra0NDQwM0Go1MT/Ud3EWrmfDwcGHtUTfB16cQTVVVyRAI7fk2ZfklEGbh88iEUlVVPN1iY2MFhujv75fs1+PxSO+rvr4eNTU1YkhpNpuRnp4us6F8mUl8P5fLJcGf2aPX65UKgYw03/EV/D5m22Jw4vHTDZ7Bl6QG36Fo1JcwYBG312g0iIqKwqFDh1BRUYGCggI8/fTTsvHGxcXhhz/8IR599FEkJSXB5XLJSG9gupq1WCwIDAyE0WgUR3yLxYKGhgYUFBSgqalJ2FVer1c2dj8/PxiNRvFfnJqaHpR33XXX4eLFiyKcbG5uRltbG0wmE9auXQuz2Qyz2YzGxkZER0fP8BxMSkpCenq6sNGysrJgNBqxfPly1NTUYMuWLXJt7tmzB9dccw3OnTsn6ASreVorseowGAySgBHWoR0Sz/Ffog1/nottAGqAuGlSLO1reeQLR7E3xMSHGy73l9raWrzwwgti3fPss8/KPuTv7y/BYGJiAhkZGQCmA3tbW5v0q3kt0TKN5sSXX345Fi5ciLS0NOTm5iI/Px8LFiwQLSivfQphaUBMMT6Zx2Th0Z2EEhUye4eGhtDS0oKGhgYYDAa8+eabuOGGGzAyMoKGhgZxWhkZGcEDDzwgcCg9SX0p/Nw/KNBl3557IYXJ7P3+uSR41uw+JDWQicZshbNnFEXBmjVrsHnzZlx77bU4duwY0tLShMVE5h4wbQek1WoFo+XQwqGhIaxbtw5WqxVHjhzBxMQEUlNT0dTUhMjISMmU2LOqqalBefn0UGBmIr4mnbTR599tNpvYzfBYKGrkF0KD0cjISFitVil/6c0HTDMa2Zvq7u5GYGAgMjMzZ9wQOp1OLG6oaTp79qzg2m63W/zWuLHwOMi0ItXWV4NGfUNISAiOHTsm8OhsXMxqSfHmRsOMmDRhQjOdnZ3SkCX0wSYuq+Hx8XHY7Xbs2rVLZv2kp6fD4/FgcHBQMnGDwQBg+rpITEyEn58fTp06BavVipCQEMTExKC3txdarRahoaHi5tDd3Y3s7GwkJSXBz89P9HYFBQXijLJr1y7k5uaKUTAHHlJK4XK5YDKZMDExgUWLFsHhcGD79u1i1XX48GEAQFpaGtxut1RQDodD4J3nn38e119/PfLz84UYsmDBAhw8eFDOI3u87NX4+/vDaDSKYwarcVatTOo+yZn681zss3Jj9RVtE+al9pCbLjVeH/3/pNqPj4/jiSeeQFFREe644w6Ulpbi8ssvh9vtxm9/+1uYzWZs3LgRg4ODwpIdGxuDXq+XAFdTU4O5c+eKvCUyMlJGvLNnxT4RABHhu1wuWCwWgSKp2eLjOzo6pKfs66xCintgYCCuuuoqPPfcc7juuusQGhqK8PBwvPDCC0KySkxMxN13340DBw5gaGgIL774oritcE9mkAI+nELBBN/XNYNWRySMcQS9L3Hi49asCVAMRMRYqW+hddHk5CSys7MRHh4OvV6PhIQEwWfdbjeSk5NlxLqiTDuL00yWWHpVVRXWrl2LwcFBJCUlweFwCA46NDSEmJgY2bxjY2Pxu9/9DlqtVuYJsQpiE5DitbCwMISHh0uzjzcoCQ9xcXEyLI26rOLiYuzdu1eol/T+S05OliqusrJyhl0Ty3ONRoPm5mb09vaK83JXV5f0wRh47HY74uLiZmDgPK8UiBKf5g3LRj1x7tkK8dFF2bevxpkz1C9xYBub0iSi8DHUZtBRIT4+HuXl5eKlxh7fwYMHceWVVyItLQ35+fnCrpo3bx5UVcWKFSvQ0tKCAwcOyGa9aNEicX1uaWmB2WxGTU0NGhsbceHCBTzwwANITEwUz8WEhAQkJSWJKeyRI0fg8XjQ3NyMP/zhD1i5ciUaGhrg8XiQn5+PwcFB0a0FBQVh3bp1Mno7Pj5eBOT0RouKisLg4CAqKioE6jx27Bj+9Kc/ISgoCNu2bcNrr72GoaEh6cf42keRZdrf3y8bEM1yyagkQWI2uo9MTU1JckII3uVyCVJAmIpBifAwEz5f2yzq5lgtlJaWorCwEFu3bsXmzZvxn//5nzhx4gRycnJw7733ymiVkpIShIeHy4bNqlev14ulkcvlksSqo6MDnZ2dYtza2dkpUpY5c+aIYwTZfUx0nU4nGhsbxZyWSTCNCPgaNIXdv38/7HY7rFYrCgsLcerUKRw8eBCxsbE4fPgwvve970mPiIJeko+42Ef39cYkusHz6DsMknA8q/VPWrPmSgoKCvov+CSHZx0/fhwLFiyAx+PBN77xDdTV1UGv18NqtSI+Pl7K2qmpKcTGxqKoqEhcdsfGxqDValFWVoakpCTs379fRhfo9XrU1taisbFRyv7U1FQYDAaZXgtM92NodQNMByCW1XQsZnY6OjqKiooK6HQ6Yepwwi9HJaxevRrr168XhhTxbpPJhDlz5sDj8eD48ePo7+9HfHw8FEUR25vKykqcOHECwHSGXFJSgoKCAuTl5SE/P19IFFNTUzAYDJicnERbWxtiY2MBQDbmmJgYofTr9XosW7YMMTExUFUVfX192Lx5swT42bi8Xq/QeQlLErLk8vUu5FC4sLAwye58LX20Wq1UBitWrAAAnDlzBm+99ZbAMVqtFnl5eVi4cKEIGtetW4fly5eLOWxAQADWrFkjfaDe3l7xAHziiSewYcMGGXzX3d2Na665BlFRUfD390dFRQWmpqawYsUKxMbGoqKiAv39/bjsssvES5K2RWazGaGhodJPM5lMMJvNSEpKQnd3N7q6umRWWkJCAjIyMkTgzQqSiZC/vz9efvllnD17Vvpnvu4hvtc7p0n7TkIltMrHzlaIj6Jtkqh43LxGSJUnA5dNf37e0NBQManmvc1g/cILL+Cb3/wm9u3bh7y8PDz55JNoaWlBZGQkMjMz4XA48MYbb+DixYvo6+tDY2OjIDs8Do7JsVgs0lfkVAKtVouYmBjEx8cjJSUFHR0dGBwcRFBQEHQ6nbAA+/v7JXnp6+tDV1eXwNnDw8Nob2+HxWLBiRMn8POf/xzh4eFISkoScf+vf/1rMQNoaGjAww8/PMNVg5U0Pzc1qDRM8B1Xz+DPfZEJASUfrGj/XBth1gQoUiSZWbDhpqoqLBYL2traMDk5ieTkZHR0dMiYANq7XLx4UZgojNJer1e0UaRMJiQkoKurCzqdDmlpaZg7dy66urrQ398vpXRgYCCqq6sREREBAHIx8+alOzbpktQMEeag5QkA0UdRk5CUlCSjxPPy8sSpPS8vT3oRVqtVqMq+Y57ZfzObzcIKZNVkNpuh1WqFFcOMlwMKOa+F1R+dNqhEz87Olg3so+SJ2bh4YdNLj8fJf3MTZoLCDciXEMJMj+4doaGhqK2tRXV1NV5++WVs27YNwDTJxGKxYHx8HDExMZg3bx6uvPJK5OTk4ODBgzh//jxsNhscDgfMZrPAvRz7fd9992HOnDnYunUrDAYDNm7cKESfhIQEREdHo7y8HB6PR1xEJiYmZEAinStCQkLw5JNPinOBbw9Rp9MhNTUVXV1dOHDgANasWSObUnBwMG6++WYsWbIEubm5CAwMRHFxMdauXQtg+j45ePAgLBaLVEUkmdDeiEmUr1MEYScytNjrmI0kCfaM+fmYBLO6IFTJZJe6QV5fhPTo9QlAKivgw/3r6aefxt69e+FyufDOO+/g9ttvx0svvQSTyYQ1a9agoqICX//61/Hmm29ibGwMH3zwgdzvNpsNPT09OHbsGHp7ezEyMoKEhASB8IBp+J+9nMzMTDmenp4eOfaWlhY4HA5cuHABdrsdnZ2dcDqd2LZtG5599ln84he/QENDA3JycnDs2DFYLBY899xzsFgsCA8Px8GDB1FWVoZf/OIXEmiIPhB18GUd8vjISP7oOBv22QIDA+U8k3YO4M9aqc0aiA+AZDeMwrwojh07hnXr1uHcuXNYtmwZbrrpJsTFxaGjowPx8fGIiorC0aNHcfXVV8uFqCiKuABkZGTg/Pnzohsh/s/sc82aNVL6DwwMwGKxoKamRswMCZVwkxsZGZEsQa/XS4OV/l5tbW3iLDFv3jzodDokJyeL0POqq67CkSNHZCx3ZmamBJ09e/agv79/ho+e7/TSuXPnYnh4GFarFaGhocjPz4dWq0VYWBiGhoYEmy4qKsKpU6ekKc/shhT2vr4+6HQ6XHHFFSguLhZnDJbiZMXN5gqK5qVs8rIiUlVVqM/s8RDmZcXKG8rXPX9gYAAvvviiUNADAgJkKF1BQQE6OztlTDbNZXNzc4Um/rOf/Qzf/e53xWh4amoK7e3tKCsrg9FoREpKCiorK2E2m0WK8Kc//Qm33nqr+PW53W6cOnUKCQkJiIqKQkZGBoaHh1FRUYHJyUl8//vfl6zeYDCIhAEAHn/8cZw8eRKvvfYaiouLkZubi4MHD2LevHk4e/YsRkdHsWbNGqxbtw6KoshsKlVVRd7ASojwKfuxvA60Wq1sROzv0SiWlHNu4LNpEbLjvUACBPuVAEQ3RlYdER1fgS83a1/oCoBUKX19fdi9e7cMA/32t7+N/fv3o7CwEFu2bEFFRYWYWNfX1yMkJATPPfcc2tvbZUZUZGQkDAYD0tPTMTk5Kf1Oh8MhCenhw4flmikrK0NVVZWYydJQ+oMPPoDNZkN6ejquvvpq8d5samqCqqp4/PHHhSkaFhaGV199Fb/85S9RX18vrQfuG+zFcTHIj46OzoBDaVlHATLwYXJAOJ7nnhDf34XVETMEXgTM4oBpAgVduDlwrKWlBYGBgWhpaUFubi5ycnJQV1eHyy+/XCiv3d3dsvlw83W73SgtLcWKFSsQFBSErq4u6PV6aDSaGXz8rKwsNDU1CazBbJg6EF/tkC97hf5V9KEym83S31q+fDlsNhvOnj2LmpoacaFmH6Kvrw/9/f1ITEyUaoyKbB5Ta2urzJwyGAzweDyIjIyUczU8PCz+gOHh4XA4HJIFks0XFRUlVOa8vDwRQLOUJ8NvfHxcsrXZtlRVxcDAgLiOc8Q92ZrUtAwNDcFgMCAwMHDGlFRScumZxsmnzBCprVu9ejW+8pWvSD/A5XLBYDCILVBwcDBSUlLQ3NyMnTt34v7775dqi72w4eFhuFwucVzo6enB6OgoTp06hZKSEkxNTaGwsBDFxcWIj4/HI488gk2bNuE73/kOhoeH0dbWhr6+PqxduxYnT56EwWBAQ0ODMO70ej2CgoLw6quvwuPxYMWKFUIzXrx4MQAIffree+9FX18fKisrERERgZdeekn0h0QuSK327c0w6eMGz8yZ5CYAMBqNksXPtuUr6CdRAoBozxj0eX1MTU0JnZ6kEULi7LOxciD8BUC8+zg0ksSJhx56CJmZmfiP//gPqKqKrVu34sCBA3A4HCguLkZBQYFUKXa7Hfv27ZuRFNNPMi4uDvPmzcPU1BQsFgsGBgbQ1tYGm80mur+CggLo9Xpcd911mJiYwMmTJ7Fr1y6kpqbiq1/9KvLy8pCamgqLxYLDhw9jz549eOutt0S3RKd14ENxM/cjIhX83ISDeU59NaMMQrz3WGXy9Sj0/tSEuoqiWAC4AEwBmFRVtVhRFAOANwCkALAAuEVVVedfei02vbkYWAi7nT17FgkJCRgfH8fcuXPR29uLG264ASdOnMDKlSuhKIrgtmyCV1dXIyUlRU4QG4sBAQGwWCwwmUxIT0+H0+lEX18fUi6NnlBVFUVFRcjMzERgYCD+8Ic/yGRaOitQjMbJt0FBQYiKisKrr74q2iq32y0b5eTkJFJTU5GYmIgNGzYgLS0NV1xxBVatWoXDhw/jqquuwu7duxEeHo7m5mZEREQgLCxMxkWwSiguLp4x18aXjj41NYWmpiYsWrQIZWVlUBRF7JLY1DSZTHjooYfgcDgQEhICs9ksI0I4cMx3htKfm3b5eS6KcylFCAsLEzNOBmdaGRFO6OrqglarFeE3dW80Fw4PD5cKku+xYMECHDt2DIsWLZJKwuFwyA3o8XjQ3d2Nl19+GampqSgrK8Odd94Jj8eDu+++G2VlZdi0aRO+9KUvoaurCyEhIaLSv+KKK/DII4/g8OHDOHXqFC5evIjHHnsMmzZtQkJCApqbm+FyuVBVVYWgoCBYLBb88Ic/xD/90z9Bo9HgyiuvxMWLF8Ukdu7cubh48SL6+/sxMjICg8GAmJgY2ShaW1vx29/+Ft3d3Vi4cCHeffdd6SsQguFnJFzOIAV8uFnxb1FRUfLepPT7zoWabYvQFIMVKxn2vVkxMfvn51AURRI8ohC8TlgdMInjY7mBBwcH4/jx46iqqoJGo8G9996LkpIS3HbbbbjlllvQ29uLCxcuoKmpCYcPH8bAwAC0Wi1iY2Pl/GdlZcFqtcoe8M4778xwwYmKisKcOXNk1EZjYyOGh4eRkpKCvLw8PProo0hNTYVGo0Fvby8GBgZw+PBhvPjii/jggw8kCfbtKXIkiW9QIoTLz8/395XOuN1u2YN5zhn8+ThW7ZQFfdosvitUVe33+f1RAO+pqvqUoiiPXvr9e3/pRXjhE9f1rU78/PyEsVRbW4vMzEwxqUxMTITb7UZsbCxsNpv47bEaSUpKwsTEBOLj46Xqob9VUFCQ+E/RCJH9pd7eXmRkZAiLid5ZLpcLGo1Gpl76zvIBpp0pyCoMCgoSWq5Go0FjYyMURcG1116L1atXw+v14uzZsygpKcHIyAh6e3vF549fOPsS1C4A0xeQXq+Hy+VCfHw8BgcHMTk5KRBAU1OTVE52ux1z584FAFx55ZVITk6Gv7+/BFyNRiNGs+ynkRlGTchsXNSQcTMh84naNMJMHFVOKr7NZhOYwRfqYSboO7smMjISra2tuOmmm2CxWKTP4itWpTxgy5YtePTRR/Huu+9iZGQE8fHx2L59Oy5evIirr74ae/fuxQsvvIDW1lbs378fU1NTWLVqFXbu3Int27cjMjIStbW12Lx5M3Jzc7F27VpUV1ejoaEB11xzDS6//HI88cQTAICbbrpJql4yF00mEw4dOoTLLrsMAQEB6O7uhtvthsFgEOo8rwcyXnld8z6jtsvlcmF8fByxsbHo7++XCp6oBjVUvOYnJiaEYON2u2el+wj3E0JR7L+yAvTdeFkhApBkjdcXiVNMTkhwINTJc8U2AFmALpcLTqcTP/zhD+W6CwoKQk5ODm6++WasWbMG1113HQYHB1FYWIjW1lZERkbKtWi32wXRoS6LpCo6ffB7YxVL8sLw8DBefPFFvPHGG3J9k3VHONPXG5AQP3tODEa+fTtfqI4EMMJ4dHJxOBzCjKQRMmnulNr8JXPhTwPiWw/g8kv/fgXAEfwVAYpRmngwN0f2oerr62E0GlFRUYEf/OAHMrwtLS0Nb731FlasWIH58+ejpaVFhLnp6ekYHh5GdXU1Fi9eLG7XpJh6PB4Zra3X62Gz2RAZGSl6GIp0k5OT0dLSIsdlt9ulYUqDV71ej9LSUsHt4+Li0NzcLOSMmpoavPLKKzCZTHj00UcRFhaG8+fPY8WKFejq6kJubi5aWlrEYJFiXzKHjEajXBT01AsMDERzczOmpqbQ3d2Nnp4e0WGFh4cjIiICiqIgLS0Nq1evFtIHADQ1NYnfGzO9uLg4uWCYGf25Bubnuai2J8zHXuHk5KRsqtw0uBmxkvSl3DMTZkY3MDCArKwsNDQ0oK+vD/v27YNWqxVnkampKbnuyOykHqSiogIpKSlCShkeHkZ5eTk2btyIoqIi/PKXv0RjYyMSExPx8MMP491338W+ffuQlpYGo9GIhIQEYZtu3rwZzzzzjLjPszK+cOGCaN/6+/uRkJCAgYEB2O12AEBGRgba29vlPJEpOjU1JaxMZv5JSUnion/zzTfL4L3Tp0/D398fdrtdJBicD+TLZKXLRHBwsDi+M+jNxkVkg+fBarUK9M+kjD/ZJmCfkgJd6qB8q8vg4GBxXSHJio/huaAgn+0BwqOVlZXSH/d6vUhNTUVWVhbi4uJgNpvFsggASkpKZAI39x+bzYagoCBUVVVJ0lRfXw+Hw4HTp0+jtbVV4DQyMEn4YiLBpNTXHo5EhoCAAEGdKEmJjIzE8PCwJIe++wQrJRLVgA+DPAB5jq+7je9jP7r+1gClAjioKIoK4DlVVZ8HEKuqag8AqKraoyiK8eOeqCjKNwB8g7/TiZknn0wrfplktHES7IYNG/Dyyy9DVaenYZaWliI1NVWa+w6HA+Xl5eL4vWvXLhQUFCApKUko1xwYSKUz3QkiIiIk66b1UFZWlohfWfpzYxsdHUV7ezsqKiqEKcd5Pe3t7ejq6sKuXbuwfPlyLFu2DMnJyeju7hb9woEDB1BXVycsPnr7kSzCyo/6hYCAAPT09EiTMjAwEHV1dQgJCUFraysMBgNKSkqwaNEijI2Noa2tDTt37sTtt9+OwcFBsYAaGxuD0WhEb28vJicnkZubi4sXL8r38VHYdTYt3mQajUam/9IIl72kjzZymTx8dEQ8ALnhHnroIYFvT58+jfT0dMTGxsq16HK5kJiYCGAahrZarZg3bx5KS0tlonNERARqamok2fH395fN8Cc/+Ql++tOf4pVXXsEzzzyDs2fP4s4778RTTz2F7OxslJaWIisrC88//zzsdjv+7d/+DT/+8Y+xYcMG7Nu3D0VFRaioqMCKFStgtVphsViwdetWlJWViTdaX18f5s+fP0PISePfixcvorW1FUuXLsXChQvFkTw3NxeXXXYZ0tPTkZqaKnRrGn4SimFFoNPppIKKiIiQzxkWFgar1fq5XReftHgt83MwSQWmqyGSaggD+up5CIHy79Q+cp4SNVbs3/kGb27YJBgQgub70GSV+rLKykpUV1fPIG5wEVmiPyjNAHxdbUj3ZpJJKjjF1qwOuW8yWaMOlcdMiI5VEZm9H2UEM/AQrmMFRQYogxf3Ne7vgYGBkggwKf+49bfSzJeqqjofwLUAvq0oyoq/9omqqj6vqmqxqqrFAITqSWoiDRvJwAoImB5GyNI7MTERPT09woYKDg7GoUOHEBQUhISEBLS0tMwY4DY1NSWVBfsQiqLInCSPxyPt1oxtAAAgAElEQVRcfZ5gZt/8YshW4uA6XkShoaE4c+YM3G433G63qLZLSkqE2t7e3i5zZ+jg29jYCLvdjrNnz4ruika0HO3BDZgO5qOjo7LhejwexMfHi8sFzXKvu+463HrrrRgdHUVfX5+IfLu7u2E0GuF0OkW/MDY2JuaSZBUS6uB/s3H5biSEW0mSYM+PJAXfSbiEA3lTkogSFhaG9evXIycnBxs2bMCNN96I3/72t3j55ZexaNEiVFVVyWYEQDzv8vLysHfvXkxOTkryc+LECaGGm0wm/OEPf8CKFSuwatUqHD9+XAa9bdmyBZOTk7hw4QJaW1thtVrlRh0cHERCQgKef/555OfnIyQkBHl5eaivr0dxcTHmz5+P6OhoaLVafPOb38SWLVuwdOlSvP3228jJyZHhedyY+/r6YLfbUVxcjK997WvYt28f9uzZg9zcXPzsZz8TmPz5558X+QTHuftuZqwgHA6HXD/sj9D14rNYiqKsURSlQVGU5kuthL+4WLUAkM/CxQqIyaC/v7/Y8PhW3QxU1BPyWmMgAj5MnhiofBMhADMIVtzPeC36EjG42bPyY5AbGxsTRxrCdJRU+MK2AGZojXi/+FZ4TIAZPFjlMRgymDFAsV/H5Jyfk4xaVo3s5ZFcw+fyPdjzopHCJ62/KUCpqtp96acNwA4ACwH0KopiAoBLP21/7esxagOQbJesobGxMbzxxhsiqLzpppswMTGBrq4uwYA7Ojpw+PBhqX44FXT58uVITU3FqlWrxHn34sWLqK2tlQFeLG9VVRUxndfrRW9vL4aGhiR4kXIZHR0t7xsYGAibzQY/Pz8xDk1ISEBaWhr8/f1RVlaGtLQ0YWrt3bsXXq8XO3bswC9/+Uv09/cLy8W3SZuQkID8/HxkZWXJDcOGNCnGO3bswJ49ewQL/tKXvoRjx47hkUceQXV1NaKiohAaGoolS5bgnXfeQX19vfTteENQ7ErmHjMeXrizcXFDIAzs5+cnY0sYZJnh8YZlJssMMTQ0FMHBwWJHFB4ejry8PGzduhU5OTmwWCx4/fXX8atf/Qpms1m8/EZHRwXe83q9eOaZZxATE4Ndu3bh1KlTsNvtUFUVTqcTqampMJlMclwpKSkICAhAdHQ0AgKmR6fs3LkTy5cvl9HsWq0WiYmJmDt3LhISEhAZGYmAgAAUFBTgyJEjyM/PlxEq2dnZuO6665CZmYnq6mps2LABZ8+eBTC9OTmdTvkZHh6OY8eOoaqqSiDQgIAAnD59GiaTCXq9XrRQFKfyvmDTXFVVgYEpXmXiZLfbZfP9NJeiKP4A/gPTiXEegNsVRcn7S8/znSDLXgqTMWb6ZOcR+uM9R0skX8q1b8+N1ROTOvatCMXxnPAe4/3FYOBrZMtAQnbk1NSU3J++8CIDFv1F+RzuS6R8815nIs89lYw9Jm58Pj/rR70VGZTI5mSAYXBlMkMZgu/jAMyouBi8mDB+0vofByhFUcIURdHy3wCuBnAewG4AX730sK8C2PXXvB4vEjYpp6amJGvgF0hI44MPPgAAgXNY9bApWFlZKbhnXl4e5s2bh+zsbOh0Oon+DocDY2NjMJvNYgdDI1bCRV7v9Ah3g8EARVFmvA8zKF7kbrdbHIdDQkLExt/pdKKyslKqFDZI+ZlpX0KqJYfu+eLeHJnBPoPL5UJHRwdqa2vlNUNDQ6HVajE4OIj4+HhkZ2cjPz8fhYWFwlLj+aNIlwI6ALIh0cSWF91stK0BIAEJ+HC6LiGOgYEBkQRwQ2Xzmk1uZv+cYTQ6Oorq6mr4+fnhn//5n0U/pigKVq5cCaPRiPr6ehFLR0REyMb1pz/9Ca+++qp83w6HA319fbj//vuxYsUK9PX1wWQy4a233sKbb76Jbdu2Ye7cuaJpsVqtSE9PR1RUFNatW4eJiQmYzWYcOHAA+/btQ319Pfbt24e+vj5MTU2hs7MTbW1t8Pf3x1NPPYWXX34ZR44cQU1NjVh9AZDGtNfrRWRkJJxOJ+bMmSMkCpvNhquuugr5+fnYuHEjfvSjH+HMmTPyeN6D7D9QUxYUFCRECW7AhIxpsfQpr4UAmlVVbVFVdRzAVkz3vj9x8V5lFcRs37enBEACC4AZMB83Um7gwIdicf7bV1vlC8vztSggZ0Llm0gRqud+QjiSrMHJyUm43W75N4OQRqMRtAeAfD7S5VmdUNfE9+dr8Lti39t3H2aiSriOn5cIBDCzqOAx+Ar8WYHyXmKVR8SDrL5PWn9LDyoWwI5LHzAAwGuqqu5XFOUMgD8pirIRQDuAm//aF/TNXMLDw2UjJfNmZGQEO3fuxPr16/H+++9j/vz5OHLkCFpbWzE5OYni4mK0trbC399fTBO1Wi3a29uRlpYmVNslS5bA4/Fg9erVcDgcaG1tRVpaGux2u1BNgWnoLiYmBhqNRrQtDJ68oP39/dHf3y9mnmRM3XrrrWhtbcXWrVths9nwm9/8BlFRURJcn3vuOfT398sXxpskMDAQ7e3tSE9Px8DAALq6usSPi6wY6npcLpdkhT/60Y8wMDCAzZs3IykpCYqiCPXabDZjZGQEmZmZqKmpQUFBgdBTCd2QEVZSUoLDhw/PgB5mI1FCVVVERkbKpGImHrxBSaMPDAyUYY++6nUmEr6Bqq6uDnFxcQgLC0N8fDzy8/Pxgx/8AL/+9a/R29srmwrhDmbjzc3NuO222zA5OYm0tDScOnUKUVFRSEhIkH7n/v370dvbiwULFuDw4cPYsmULVFXF8uXLsWPHDtTV1aG+vh6XXXYZzp8/j/T0dBQXF+Omm27Cbbfdhn379gnLtL+/HwMDA9BoNLjrrruQn58vY+fffvttTE5OIjExUcYqUGQaEDA9PDM2Nhb79u1Deno6FEVBYmIivvOd7yAqKgr19fUzqiAOEqVswuv1Ii4uDgMDA5IpEwrk9/IZLDOADp/fOwEs+uiDPtLnHvN6veeBD5OUjy5e574DOrkRf7RH8peQBe4RvjINvsYn3U8ejycaQP9H/+77eN9A+kkSkI96ggIfzk8DIKSEjxtEysfxffj7pWOfcXwfdw74nr7vzX9/9DU/on9K/rjP8j8OUKqqtgCY+zF/twNY/Te8rpgKsprypXm2trYiPDwclZWVWLJkCU6fPi0stvz8fHi9XthsNnR3dyM6OhplZWVISUmRvlNPT484ThNf9Xq9Qh4gu4fjlCkA5Q3uy8Zh1khKM3U0HAZYVVUFANi4caNQ3ykOZkAAPmyE+qrcycxyu90IDw+XkR9s+judToyNjaGoqAjLly/Hpk2bYLFYMGfOHBQUFKCxsRG1tbWwWq2IiYmBv7+/TNdlL4U/o6OjYbVaERQUhPz8fGGw+eLqs20xw+TwM14nnIfja37rcrlklAkto9xut0BVzJgnJibw61//Gj/72c/ED21kZARjY2NwOp3i48f+hd1uh16vR2hoKMxms5j4mkwmGI1GDA8Po6mpCSMjI2hqasLatWuhKAoee+wxYWN6PB6sXLkS/v7+iIiIQGNjI0pLS9HS0oKYmBgcOnQIDz/8MO666y58+9vfhtvtRlZWFvbs2YPQ0FCYTCbYbDb09vZi/fr1KC8vl76awWAQTdjIyIjAw06nUwZyvvPOO2hubkZ8fDx++tOfSgJGSJKu/XwuEzhWFMzMIyIiYLVaPytY+ONKtP8SGS+Rtp4HAEVRytnvnq1rth/j53F8s8ZJgpgpKyWWk8SFWVnRvmZychL3338/SktLUVtbC4fDgXPnzokfndlsFq8zBoWAgABotVo0NTXB398f58+fR2FhoeiqnE4nRkZGUFRUJO7BaWlpOHny5AwfKfq7kWDQ0dGB4OBglJeXIysrC8PDwygtLUVpaSleeukljI2Noba2FpWVlcjPz8epU6fEjJJBgPg+MF0ic8z7+Pg4BgcHZ8yXiYiIwPz582Gz2dDY2Ii6ujpERERg5cqVYnar1WoRFRWFPXv2wG6345prrsGhQ4eQlpaGnTt3IicnBwaDYYZVPvFv6oUYxGdjkKK6n7RgZqyUJTCAEbplv4gVE2EOsjdJoa2srMTKlSvxrW99C+3t7dKQ5mPZlB4dHUVMTIxMfnY4HOjq6sJXv/pV7NixA6GhoUhISEBtbS02btyIxMRE7N+/H11dXRgYGEBDQwMWLFiAlpYWcf4wmUw4duwYMjMzMTU1JYw7Cjfz8/Nx6623oq2tTYyAg4ODYTQaRWvFxGNgYAATExNIS0sT95K0tDS5xh0OB0wmE44cOYKqqirs3LkTiqIgKioKwcHB8pl5Hjnpl2PgiXYMDQ0hNDQUvb29M+CtT3l1Akj0+T0BQPen/aZfrM9+zZoGA8c/kMXnK9glVkoTVrqZAxA7DwDo7e1Ff38/hoaGkJWVhaKiIsmqOagrMzNzRtbc398vGThZgePj4+ju7hbVPzNSYJpdRXyXmxtdDVghDQwMYPv27TKQi/5toaGh0Ov1Yl1D4002X303UD8/vxk+f2y8crgi3yciIgIPP/wwli5dioKCAgno1LAkJiaisbERXV1dEuBaW1vR0dEhENfg4KCQT4ilf9Y2R/9dVhb7ZKxwaEnldDplBAmTCm6wvt5xxMnZ4GY1febMGYSEhGDHjh1oamoS30OKCjUaDUpKSuDn5yc9qPDwcIFa3377baxfvx5XXnklzpw5g+9///sYHR3F9u3bUVtbC6fTOaMCYUDIzMxET0+P4P1RUVFITU2F2+3GsWPHsH//fuTk5ODkyZPSZE9KSkJqaioWL16Mxx57TPpGvJ5cLheys7MFMiT2X1lZiaCgILS2tqK8vBzbt29HaGioMLqGh4el6c3rgaxInnsyUlnVkzRAxuSnvM4AyFQUJVVRlCAAt2G69/3F+j+2Zk0FRcYQ9QUhISHikQVA1NMejwebNm3Cd7/7XTzyyCP4+c9/jk2bNglkk5KSgpiYGIyNjcFkMsFiseDMmTPIysqC1+tFUVERhoaGkJGRgfr6epSVlWHp0qXo6+tDd3c30tPTBc7r7u6Gv7+/NN8TExNFI0MWldvtRn9/v2Sm7e3tmJiYwPvvv4+CggL8+7//uzSRIyMjRZNAVh6dK9jboBM5A5DH40FiYiKys7ORnJwsdE2tVouFCxcCgLgEVFdXo6enB5GRkWKZTzuXN998E8uXLwcAxMXFwWKxID4+HkVFRXC5XAgODhZxL4kaf05A97+5fFhZV2E6Oz6jKMpuVVUv/LnnTU5Oit6ElkfUlrhcLjGE9T3HDPzsy3CIJCvayclJHDlyRBhuUVFRaG9vh9lslmvs6NGjyMnJAQCx9gkNDUVGRgbOnTuHd999FzExMbj22msBAOXl5bBarUhKSsLSpUtx/PhxmEwmxMTECNTW1tYGq9WKxMREnD59GgsWLMDY2Bjsdjvy8/Oh0+nw9NNPY+vWrejt7UVISIho4dxuN5YsWYL4+HhUVlYiNTVV0Iif//znyMjIkH4uYWmyyChiZrXsG/CZKPkyraKjo8USi475dCAh/PdpE2tUVZ1UFOV+AAcA+AP4T1VVa//C057/VA/qf2fN9mP8zI9v1lRQ5MvTLoSQDfFs9mm4gVdWVsLPzw8XLlzAM888g2XLlsFms6Gvr0/0L3QT9/f3h81mQ39/P4aHh4WxQiJGRUWFTFttbW0VvD4rKwspKSliVcJhgewVcbGC4s2anZ0ttGOXyyUbHp3Q+RoxMTGyUfjqIAAI6ePqq6/GihUrcMcdd2DNmjXIyclBQUEB0tLSpF+XnJyMjIwMzJ8/H8nJyUhJSUFERITAX4mJiQgODkZbWxsGBgakL9Pe3i5WPb66M7Lj+Pqfwfpvs7IURREYioHE146FDDZg+lxGRUVJBUU2JvVkrDp8m86UHPT19aG9vV2U/hEREZLsmM1mNDU1ifedn58fYmNjMTAwgHPnzqG+vh7d3d14+OGH8eCDD6KxsRGTk5PSXwoICEB/fz/sdjs6Ojqg1WrR2toq5JiIiAhkZmait7cXc+fORW5uLm677TYsW7YMq1evlgRpaGhIqv4f//jHkrCsWrUKubm50Ol0Ul02NjaK6wCZm2Q6joyMiIaF8DMrejLOenp6BMkg5Z7sL41GM4OI8mkuVVX3qqqapapquqqqP/0rHj/bN/9Zf4yfx/Eps0GIqSiKyj4TAOklUFjHXgw3cVJGf//736OxsRFPPvkkAODee+/Frl27REMUGhqKhQsXIjMzEzt37kRzczNWrVol8EdHRwfWrl0rjhSBgYGIj4/HlVdeKd55HR0d4q5w9913C6WbUExHRwe2bdsmGXdCQgLuuusujI+PIz09HQaDAc8++6wwqmJjY3HkyBEcPXpUNlTgQ4YPDT6vueYa3Hvvvaivr0dSUhKGh4dx4cIFDA8Pw2azITk5GaOjo7BarVKVEdYiEYKjGsbGxjA8PIzNmzdjcnISWVlZsNvtGBwcxODgIP7lX/5F7IKampqwY8cO+R4AYGJi4uyn2RxVFOUmAGtUVf36pd+/AmCRqqr3f+RxvqysAkzLGmbr+lhG1ixbn9YxJquqGvMpvO4X6/+zNWsgPl91P5lstO9ghkanAAraaJba09MDk8mE5ORkXH/99bBarVK1REdHIzQ0FMnJyfB6vaitrYXJZEJfXx8mJyfR2dmJwsJCnDt3TpwXKL6zWq3Sb6JYUqPRAPhQDe52u8VhYtGiRSKApOHi2NgYUi6NY6ALOm0+vF6vjOJgn8vtduOBBx5ASUkJPB4P5s+fj7i4ODz55JNISkpCVFSUiEDps8YeytTUFCIiIiS7JVxjNpvhcrmwbNkylJWVobq6GhkZGaKxUJRpJ/isrCwcPnwY4eHhcDqdMiL7M1j/51hZs/34gL+PY/xi/f+9Zg3E52spQrjlozoC0sC58T7//PNQVRW/+tWv8O677+Kxxx7D+Pg4cnJy8J3vfAd33nkn3n33XWzZsgVtbW3IzMwUc82hoSF0d3fj0KFDGBoawrJly6THdfToUezevRvNzc3o7OyEx+NBT08Penp6BA6jfqm+vh5BQUGIjIyETqdDeno63nvvPZw8eRJXXXUVFixYgPLychH2ulwuMawdGRkRb720tDTExMRg48aNSE5OhkajQV5eHgYGBvAP//APyMvLEwYYK6+IiAhotVoYjUZhq/n7+wt0GBgYiNjYWNTV1aGnpwepqanYsGEDbrrpJixfvhzd3d2YmJhAW1sbQkJCcOTIETQ0NAiL8jN0kfiClfXF+tTW/8QW6VM4hv9UFMWmKMp5n78ZFEV5V1GUpks/Iy/9XVEU5TeXjrdaUZT5n8HxJSqK8r6iKHWKotQqivLgbDjGWROg2HuhRQa1LISZ6AdGOrSqqujv78fmzZvFwqWsrAwlJSUYHBxET08PHA4HHnzwQVxxxRVi0KqqKgoLC3HjjTfiq1/9Kq6//nrY7XZUVFQgKSkJ4eHh6O7uxsjIiIzfZhVx9OhROJ1OgRsJPXIWlFarxZ49e3Du3DlUVVVh8eLFKCkpEbU98X5+Lr1eD51Oh+joaOk5LVmyBAaDQcSETz31FL72ta8hKChIhMBhYWGIiIiQCof+Z7Tw4WN6e3vR1tYmrugkCcydOxfFxcUSyLZu3SpklNtvvx3x8fHC4PuMelBfsLK+WJ/KUv6HtkifwnoZwJqP/I2jiTIBvHfpd2D6WDMv/fcNAL/9DI5vEsDDqqrmAliMaW/VvM/7GGdNgAI+bEyzuU+rELoakLVFarfNZpO5KR6PB+Hh4bj55psRGhoqjDutVgudTgej0YiFCxeiublZmtcRERFIT0/HwoULERcXh+DgYKEQ+9LdKfh0u92ip2IFxYa7rzODVqsV4kJGRgbi4+Nx4cIFOXaKdEdGRmCz2cQa5/LLL0dfXx8cDge0Wi2eeuopLF26VBrg9AwEIMEtNDRURkLTSkWj0YjTAKsgVVWh1WrFgomVKu37gWlGml6vF3o+z8OnvVRVnQRAVlYdgD/9H2BlzfbjA/4+jvFvXf9tAs6nsVRV/QCA4yN/Xo/pkUS49PPLPn9/VZ1epwHolUv+pp/i8fWoqlpx6d8uTN+H5s/7GGdVgOJGz34M+z1arVamWfraZpBJ19LSgqysLFRVVSE2NhbPPPMMFEXB/Pnz0d/fD51OB5vNhosXL2L//v14+eWX8fbbb2P37t04ffo0EhISsGDBAixZsgQ2mw3z589Hfn6+QI5kgymKghMnTgCAjMMgzTg+Ph6dnZ0wm80wGo146623YDAY8MYbbwjdeWhoCC6XC7GxsQLH8bX1ej0MBoM4WCxevBiDg4MiTg4MDJS5UBqNBi0tLQI5+o4C8IX/aAFE14KRkRGEhYVBr9djamoKcXFxEoA0Gg20Wi3sdjtyc3NnWDl9Fuv/Gitrth8f8PdxjP8L6+Nskcyf07F8dM0YTQSAo4k+12NWFCUFQBGA0s/7GGdNgPJt9gMQFp+vcJWUbJIk+LiKigpMTEygtLRUKgO73Y7R0VGxeYmOjoa/vz8qKiqg0+kwd+5clJSUoKmpCRUVFbBYLJiamkJ6ero4UgwODsrMEkKQ9MWjHok9Mfq/MZC43W4hb5SWlopwVlEU8Qukx9nIyAhMJpOIcQGgrq4O8fHxElho4BgfHy9j3umqTScKRVEQGhoqVGuazVLwzMBPBl9/fz+WLl2K1NRU5ObmilksGYk0ePxifbH+jtdfRcCZZetzO2ZFUcIBbAPwkKqqQ3/uoR/zt//1Y5w1AcpX78T5Kr4VACE3wlN8ztTUFKqrq7Fjxw5ER0fjmWeewcDAAJKSktDZ2YmJiQkR0xqNRhw4cACvv/46Vq5cCa/XiyeeeAK33HILcnNzMTIygoqKCng8Hvzxj3/EHXfcgezsbAQEBECn08nGzU1/YmICcXFxGBsbQ2RkJCwWCzQaDSIjI3HDDTfgvffeg8fjgcViAQCYzWbEx8fLuG2NRgOHw4G4uDg8+OCD8hnXrVuHTZs2ISgoCAsXLpTPr9Fo0N/fL+eHkOjw8LCMXJ6amoLRaMT4+LhMCmawMhqNQpGPiIhAX18fKioqUFRUhLa2Nuh0Ohk+B0AqyC/WF+vveM1mAs4njSb6XI5ZUZRATAenP6qqun02HOOsC1DUQPm6KdNGBZg5kwSAqNfPnDkDg8Ego9ofeOABJCQkyDRR5dK4jJ6eHrFVKioqwpo1a3DLLbfgiSeewH333Yd77rkHAFBUVIRVq1bhuuuuw8DAgMB0QUFB6O6e/h5IO2fvx9/fH0NDQwgMDERGRgbGx8cxb9486HQ6mM1moXQDkArI6/UiMzNT3KCnpqZw/PhxpKenY2JiAh0dHdDpdMjKykJERISMSeDnoomnemkOC4MfKe3sW5EZyaFhdGBXVRUZGRkScIeHh6USnI3jNmYDI+vScXzByvr7WLOZgPNJo4l2A7jz0neyGMAgYbZPaynTG9OLAOpUVX1mthzjrNl9/P39pVlPJwn2nmiAyQrDt3lPN3K3243S0lKMjY3h9OnTCAgIwBNPPIHBwUHodDrEx8fD398fOTk5eOedd/DAAw/gK1/5CgDg3LlzcLvdSExMxC233IKamhrceuutOHfuHMrLy0XgSk8yeu6Nj48jIyMDAARKPH/+POrr6+F2u7Fo0SJkZmbiiiuugFarRVBQEOLi4mSmD8XECQkJcLvdUgl98MEHUFUVi/9fe2cX22aV5vHf8XcdJ/br2HHjfDhtSqAp/aJLgW6naoCy1VwwW6G5AAGj1a7mYpcKiZvdO6SqSAjUmxXSSl0xLCB1CqIiCyISjCpaREJpGzVtmjSQNIXG+Xbc2E5iO0787kV8jlwGdrYsqd3p+UlRkrducvK2ep885/yf///hh5UTN6ycU/l8PuWTJ7cTA4EAfr9fFcFoNKoyWCoqKti4cSNr164lmUyqc6u33npLdWLSh00qDGXHJe1ryoUyUmSBVmXdEfxMAc4vjhDij8BXwL1CiKhYiSN6FdgnhBhkxebr1cLLO4BhYAj4T+Cfb8MS/xZ4DnhUCNFTePt1qddYNoO6y8vLyipFesAVy5xlaGFxJpPcDoSVbqarq4vnn3+enp4e9XflwKq08rFarWzatIne3l62b98OwKZNm27qFDweD5s2bWJiYoLHH3+cRCLBU089xSeffKKyoR555BEV2ub3+6moqKChoYG+vj6y2SzRaBTTNDl9+jStra1ks1k8Ho/yHIQVo1qv18uWLVtYWloimUyqlNVUKkUsFsPn8+F0OhkcHFSxytK6J5lMKuGDDDKT3eX8/DyGYagiJL0JZby97JqkeEP6C4ZCIWKx2E1y9Z/KzykBSpEFIISQiqz/1bNvNTBN84vCYXIxvwH2Fj5+GzgF/CtFiifgjBDCJ4SoXc3figtfWx5up4QQxaqssljj7cI0zQ5WHqilXMPTP/FHfxZNVPg3+JfVXdGffc8v+fFzJSjhGsumg5I+dNLUElDiACmckO7bMopDdlW5XI58Pk8sFsM0TZqbmzly5IgysZyZmVFBglL99/rrr3P69GlOnjzJ4cOHOXToEGfPnlWDuW1tbXR2dqrAucXFRQzDUBk/Qgji8Tgej4e1a9eqjigSiVBRUcH4+DjT09PKSHbz5s0MDw8rAYXsEkdHR8lkMpw8eRIhBMPDw0xNTeH3+7l+/TqbN2+mpqZGdWDyjEt2kqFQSHm6LSwsUFdXx+zsLHa7nfHxcTWIK733HA4H7e3tdHV1AStu8Ddu3OD7779X748dO6bcwmdnZ0vzH+LHKWdFFmhVlkbzi1I2Bao4CE0O68otv+KYdTnbIy2P5INUKuA6OztZXFyku7ub/v5+Xn75ZRUDAKgUUIATJ06Qz+d5+umn6enpIRgMUldXp4IGn3zySU6cOMG+fftobW1lz549NDc3Y7PZcLlchEIhhBDU19czOTmJ2+1mYmKCUChEJBIhEAiobB05y5TP59WMkl5LkRcAAAugSURBVNVqVWa0VquVsbExKioqlMO1EEJFc8h7JMMRk8kk69evx+PxEI/Hqampwe/3k0wmVYSDNH+V9kpyO+/y5cvcc889+Hw+qqurVSy49PGT97c4nr5MuBMVWaBVWRrNz6Jsnj5yiDWbzTI3N6fmb8xCXpKMwJCuDvKBK+XXNpuNpaUlOjs7+eCDD2hubqajowO73c4bb7zB/Pw81dXVxONxZmdnaWpqUu7k77//Prt27WJxcZETJ07w0EMPceHCBZ544gleeuklPv/8c4QQtLe3K5f00dFRAHUOJR3R5+fn6evrU9lPkUhEuVjLrsrv91NTU6Mk5ACGYShvv/r6egzDIBAIkE6nmZmZYWFhgbm5OYLBIJlMRn1teVa3ceNGVeSkU3cwGMTj8ag5qZaWFoaGhti8eTO1tbXU19fjdDrVtmldXR2ffvopuVzupqiTMqKcFVmgVVkazS9K2RQoWWxkVyTPnGSnIc9L5INTmslK9dvi4qJS2l24cAHDMJiZmWFwcBBARRLIVF0Ar9dLd3c3NTU1TE5Ocu+99+LxeBgfH8fn89Hfv3K00dbWRmNjI9lslsnJSbxer5Kay3TWXC7HtWvXaGlpIZ1OYxiG2nLzer0qEkKq8uS8UTgcVo7kZ8+e5dSpU6xZs0YF7cmYA0CFya1Zs4ZsNkt7ezvDw8Ok02lisZjK9VlaWiIYDKqzo8XFRXK5HLFYjIGBAex2uyqE0rlDznEBKurkdg3p3gLlrMgCrcrSaH5RyqZASddwKZSQWTNSGCAl0fJhLWXW8/PzqqgVb/f19vYSCATo7e1lbm6Ow4cPMzc3pyI85JCtaZocP36c3bt3c/ToUfbv38+HH37Ixx9/TG1tLZ999hmvvfaaCrmrqalh/fr19PT0YLVab3Inl+dfs7OzBINBtUW2b98+3nnnHfbv38+VK1c4ePAgExMTWCwWgsEgfr+fqakpEomEiuWQXZNMbU2n0ypRV6rstm3bpuac0um0ig9fXl4mkUjQ1NSkghLlWs+dO8fY2BjT09NEIhFcLhder1cN8MoYcSnrL6dB3XJRZIFWZWk0t4OyUfEJIZR7ufzNXXZJxYal+Xwep9Op3M7lWZWMm5CmrB0dHVgsFq5cuUImk+GZZ57h0KFDHD58WBUOKVA4deoUR48eJRaL8e677zI4OIjT6eTixYu0trbyzTffMDAwwLZt21heXqa3t5dkMqlmnGKxGOFwmMuXL+PxeFSsugyUy2azHDhwgPb2duLxuCoe0WiUqqoqBgYGWLt2LY8++ijd3d3U19crjz/ZTYXDYWKxGA6Hg/HxcRwOB1999RV2u53W1lamp6dxuVyMjIwoBwnpsBEMBmlsbOTIkSMsLi4yPz+vtu+WlpaUxN3pdGK1Wslms+rfQzp2lAvloMgqrEOrsjSaVaZsOqjiYVz5cJQyZxnbLaPSATWvU2yPJM+lstks2WyWvr4+wuEwZ86cUbZHyWRSOaN7PB6Wl5fp6upi7969KnJjfn6e7777josXL/LRRx9x8OBBtm7dSl1dHS6Xi7a2NlKpFLOzszgcDrVtKHOacrkc09PTqrORBaaiogK73U4gEKChoQGHw4HP51PzSplMhsbGRrXllkwmVaKrTHCdmppS1kVut1t9r3g8TjQaVWIHaRO1vLyszqLGxsbU/ZL3ThYoi8WiDHelKEUU4tM1Go2mFJRNgZJnTnJLye12K7cFOctks9mwWCw3zUL9UGnmcDhUoerv78fn82G1Wvnyyy8B2LdvH1VVVWQyGWw2G42NjcTjcSYnJ9mzZw+7d+9maWmJyspKuru7uXz5Mh0dHVRXV/Pss8/y4osvcuDAAUKhEF9//bXy5WtpaSEUCrGwsIDX62V0dBS3282uXbvYuXMnbrebgYEBWlpamJycJBKJMDIyolzV5TafxWJR8Rk+n4/6+nqam5u5du0aZ8+eZW5uDpvNRmdnJyMjI9hsNsbGxlQMt8yBikQiuN1uqqqqyOVyJBIJ5cSeSCTI5/Pq3lZVVal7vmHDBrWVqK2ONBpNKVm1AiVu0ZJGnjFJCbgc1pUPSYfDgdVqvckBHFDuDnJgt1gssby8zPnz5zEMg6GhIRKJBI2NjeoMR8ZppFIp1ZmFw2HC4bCSu2cyGY4dO8abb77Jjh072LlzJ21tbWr4V/oFVldXYxiGGnzt7+8nHo+TSqX49ttvyWQyVFRUMDs7y+LiIoFAAEDNUslB3qtXr97UweTzefx+v0rSlWsPh8MEgyup2jLmo66uTolK5NpsNhtWq1WdkblcLiwWixralQXWNE2SyaQq8NLbrzgwUqPRaG4nq1Kgfo4ljYx1l24I8qBeKvXy+TxLS0uqmOTzeeV4LvOhpBuFtOhZXl7mzJkzjI6O8sUXX/Dee++xY8cOXnjhBRUfD9De3s4DDzzA8ePHsVgsRCIRhBA0NDTg8/lobGzk0qVLPPfcc7zyyiucO3eOxx57jGg0SjabVcXpvvvuUwVz48aN2O12JUdfWFigoaFBCRhk0ZWRHTMzM5w/f56rV68qufnExIRyHk+n04TDYVpaWvD7/TQ1NeFyuXC5XMCKwi+dTquCGY1G8fl8Ssbu9Xpxu908+OCD7N27VxXkeDyu5p4ymQyRSER1p7LYaTQaTSlYrQ7qlkPCirfp5NCtzIeSv8nLsxlZzKSrhOw2imMlZBeSSCTo6+sjEAgoV3EpZJBnOJWVlfT09ChPPPk9pFDB7/dz//33K0l7V1cX69atU+dV8gxMyral0GNhYYFQKERFRQXZbJampiY1o5RKpaitrcXlcjE1NcX09DQbNmygurqa2tparFYrhmFgt9u5ceMGHo8HQHU2sogYhoHf78fpdOJ0OqmqqlLnUMPDw9jtdmZmZtSWJqz8MiCFErLAO51OKisrldBEzpVpNBpNqVitAvUXbVOEEL8XQpwXQpyX12w2201nKcUDulKMIOMu5OvlQ9diseBwOFQHlsvlVBrvxYsXiUQiXL9+Xc0GNTU14fV6gZUtskuXLrF79248Hg+7du2ivr5ePcRHRkaIRqMEAgEmJiYYGhrCMAwV6WG1WkmlUhiGgcvlwuFwMDs7y+DgIIlEgomJCeLxOE6nk8bGRoaHh0kmk2zYsOEmibnX62X79u1UVlaydetWNQdVWVmJYRjK8qihoYGFhQUsFgupVIrR0VGSyaQqTIZh8Ktf/YotW7awbt06AoEAg4ODNDc309rayvj4OFNTU0q5J+M31qxZo4aApRefFK5oNBrN7UasxgNICPFb4O9M0/ynwufPATtN0zz4E6+fBuaB2C++mDuHAOX780dM0wyWehEajebuYrWGXG7JNsU0zaAQ4rxpmn+zSuspe+72n1+j0Wh+yGpt8ZW7JY1Go9FoypxV6aBM01wSQkhLGivwh1JZ0mg0Go3mzmTVfGx+hiXN0dVayx3C3f7zazQazU2sikhCo9FoNJr/L2VjdaTRaDQaTTG6QGk0Go2mLCl5gbpVz747FSHEH4QQU0KIy0XX/EKIPwkhBgvvjcJ1IYT498I9uSSEeKB0K9doNJrSUNIC9XM8++5g/gvY/4Nr/wacNE3zHuBk4XNYuR/3FN5+D/zHbVqjRqPRlA2l7qBu2bPvTsU0zS+A+A8u/wZ4u/Dx28DfF11/x1zhDOATQtTenpVqNBpNeVDqAvUXPfv+ygmZpjkOUHhfU7h+t98XjUajKXmB+rFIaq171/dFo9FoSl6gbsmz76+QSbl1V3g/Vbh+t98XjUajKXmButs9+z4Cflf4+HfAfxddf76g5nsYSMitQI1Go7lbWDWro/8Ld5NnnxDij8BeICCEiAIvA68C7wsh/hG4Dvy28PIO4NfAELAA/MNtX7BGo9GUGG11pNFoNJqypNRbfBqNRqPR/Ci6QGk0Go2mLNEFSqPRaDRliS5QGo1GoylLdIHSaDQaTVmiC5RGo9FoyhJdoDQajUZTlvwPAEFafEjXN5AAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -300,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -309,7 +468,7 @@ "(256, 160, 189)" ] }, - "execution_count": 10, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -325,22 +484,22 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-presurgery_space-RAS_T1w.nii')" + "Text(0.5, 0.98, 'sub-la02_ses-presurgery_proc-newrobustfov_space-ACPC_T1w.nii')" ] }, - "execution_count": 11, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -370,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -379,7 +538,7 @@ "(256, 160, 189)" ] }, - "execution_count": 12, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -390,28 +549,27 @@ "\n", "# load and check dimensions\n", "ras_acpc_postt1_data = ras_acpc_postt1.get_fdata()\n", - "ras_acpc_postt1_data_squeezed = np.squeeze(ras_acpc_postt1_data, axis=3)\n", - "ras_acpc_postt1_data_squeezed.shape" + "ras_acpc_postt1_data.shape" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nii')" + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-newrobustfov_space-ACPC_T1w.nii')" ] }, - "execution_count": 13, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -424,9 +582,9 @@ ], "source": [ "# visualize center slices (sagittal, coronal, axial)\n", - "slice_0 = ras_acpc_postt1_data_squeezed[128, :, :]\n", - "slice_1 = ras_acpc_postt1_data_squeezed[:, 80, :]\n", - "slice_2 = ras_acpc_postt1_data_squeezed[:, :, 94]\n", + "slice_0 = ras_acpc_postt1_data[128, :, :]\n", + "slice_1 = ras_acpc_postt1_data[:, 80, :]\n", + "slice_2 = ras_acpc_postt1_data[:, :, 94]\n", "show_slices([slice_0, slice_1, slice_2])\n", "plt.tight_layout()\n", "plt.suptitle(acpc_postt1_basename)" @@ -441,7 +599,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -450,7 +608,7 @@ "(256, 160, 189)" ] }, - "execution_count": 14, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -461,28 +619,27 @@ "\n", "# load and check dimensions\n", "ras_postonpre_t1_data = ras_acpc_postt1.get_fdata()\n", - "ras_postonpre_t1_data_squeezed = np.squeeze(ras_postonpre_t1_data, axis = 3)\n", - "ras_postonpre_t1_data_squeezed.shape" + "ras_postonpre_t1_data.shape" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-postonpre_T1w.nii.gz')" + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-postonpre_T1w.nii')" ] }, - "execution_count": 15, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAADmCAYAAACAlxFoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9eZzdVX3//zx3v3OX2e7se5Ihm4QkhC0sQVABFVrQtlRtq7XW7WulX2yVWqutpVWrrf60LrV1gSIq/ESpIqRgDUQiBJKQZEgIyZDJJDOZ5c7cmbnb3O3z/ePe98mZMWERgUs5z8djHnOXz/18zud8zue8zns556Mcx8FisVgslmrD9VIXwGKxWCyWk2EFymKxWCxViRUoi8VisVQlVqAsFovFUpVYgbJYLBZLVWIFymKxWCxViRWo54hS6rBS6jUv1PYWi+WVi1Lqj5RSP628diulkkqp7pe6XC8VVqCqCKVUr1Lqf5RSaaXUflPYKg33UaXUrFLqqFLqM0opz0tZ3heKSj04/1vP738jSqmLlVJHX+pyPBeUUj+tCEBSKZVXSuWM919VSvmUUrdXBpmOUuriF7pMjuN823GcKyqvi47jhB3HOfJCH7dasQJVXdwK7AQagY8Ctyulmirf1QDXATHgHOBS4EMvRSFfzvymRe/FElGllPvFOM7LkV/3GjiOc0VFAMLALcBn5L3jOO+pbLYVeBtw/DdUXMtzwXGcV+wf8GHgGDAHPEG50/8W8PfGNhcDR433h4EbgMeBaeCbQOBpjnEYeE3l9dnANiABjAJfAnyV704D5oGI8dsHgPecYr//F/ivX+ccK5+7gI8Ah4A48H2gofJdAPjPyucJYDvQcor9vx34BfBFYAbYL8eofN8O3AlMAQeBdxnfnQ08AswCY8A/Vz4/AjhAsvJ3HrAM2FI5xiTwvcq2vZVtPcZ+fw78yaLy/UulDH8PuIHPVfbzFPB/zH0AtcB/VK7RMfnNKfb3j5X/pxvHbwYyQNPTXJeLgaPAX1XKcRh4q/H9t4CvAHcBKeA1lXLdBEwAQ8BfAy7jN+8C9lWu9ePA+lMc+xPA7cD3KtvuAM4wvl9ZqcMEMABcZXz3+sq+5yp18yEgVDnfknHN2gE/8HlgpPL3ecC/6PyvB8Yrdf2ORef/VeC/K8faAvQY3zvA+4Engacqn62obD9Fua3/7nPoC76Fcd+f5PujwMXG+75K/bgq7/8dGDe+/0/gupPsx1Mp+7sp3w/TwP9nfP8nwM8Xbdv7YvWJ1fb3khfgJTtxWA4MA+2V973A0sUNlZML1F6gC2ig3Fk9XcM+zAmBOhM4t9LweiudyXWV764G9i367ZeAL55ivz8EPvXrnGPl9XXAL4HOSkfyNeDWynfvBv6LstXmrpQ7eopjvB0oAH8OeIHfoywiInZbgC9TFr21lDtXEcltwB9UXoeBc41yLhadWylbla7Kvi54mm1/zkKBKgAfqNR7EHgP5U62E6gH7mWhQP2wUh8hymLzMPDup9nfl4FPG8f/IM8weKDcrgrAP1fqfxNlIVpe+f5blXo83zjnm4AfAZHKeR8A3lnZ/ncoC8ZZgKIs6D2nOPYngDzw5so1+xBlofZW/g5SFk4fcAllgZByjQIXVl7XUxFBFt0nlc/+jnIbawaagAeBTy46/7+rHPP1QBqoN85/DrioUj9fALYa+3Yoi1FD5RqEKLf1d1Suy3rKwr/6WfYH3+I5CFTlsyPAmZXXTwCDwErju3Un2Y+Izo8oDzh6KQuq9BFWoMz6eqkL8JKdePkGHqc8MvUany9oqItvPMqC8x7j/euBQ09znMPS+E7y3XXAHZXXfwD8ctH3NwLfOsnv3lG5YWK/zjlWvtvHQkunjXKn5QH+uNKZrHkW9fh2yqNjZXz2cOV8uoAiC63Cf5RzAu4H/nbxeXBy0bkJ+Deg81ls+3MWCtSRRb/5GRXBqbx/jewDaKFsyQaN738f+J+n2d85lDtHGU0/wjOM3jnRQYeMz74PfMxohzcZ37kr5VplfPZuTnRm9wAffJZt/xNmW6MsgKPAhZW/4yy0zG4FPlF5faRy3OhJzmexQB0CXm+8vww4bGyfWXTdxjkxSPkW8F3ju3ClLXVV3jvAJcb3vwc8sOj4XwM+/izr5Fs8d4G6mbIno5WyQH2G8uBngXW16DciOucan/0A+FDltRUo4+8VG4NyHOcgZYH4BDCulPquUqr9Wf582Hg9RNmdsTjo+tbFP1JKnaaU+rFS6rhSahb4B8oxJSi7RaKLfhKlPIo09/HbwKeAKxzHmXwe59gD3KGUSiilEpQFq0i5g76Zcof3XaXUSCUhw6uUutA4vwHjUMecyh21qE7agSnHceYWfddRef1Oyq7N/Uqp7UqpNz7N6fwlZcvgYaXUgFLqj5/u3BcxvOh9+6LPzNc9lEf0o0bdfI2yFXDS/TmO8xBl62eTUmoF5YHBnc+iXNOO46SM97otneQ4McoWzdCi7aUuuygLwgKUUm81rtlPT7Zvx3FKlDtguWbDlc9Odpw3UR6UDSmltiilznua82s/SXnN84s7jlMw3qcpC9HJypikbGmcqn56gHPkmlWu21spi8cLxRbKQnsR5cHWzylbwpsoi2XplL9cGNNafN6WCq9YgQJwHOc7juNcQLlxO8CnKXc0NcZmJ2vgXcbrbsoWBI4RdHUc55aT/O4rlGM0/Y7jRCm7UVTluwFgiVIqYmx/RuVzAJRSlwNfB650HGfP8zhHKN/cVziOU2f8BRzHOeY4Tt5xnL91HGcVsBF4I/CHjuM8YJzfauMwHUopZbyXOhkBGhadUzdlVxSO4zzpOM7vU+78P005KSRUKefi8zjuOM67HMdppzyC/7JSahnl6wVPf80W72+UsntPMK/nMGVLJWbUS3TR+f5K+YBvUw6m/wFwu+M42ZNss5j6yvkKui2d5DiTlC3cnkXbHzPKvXTxARzHucW4ZlcYX+lzVkq5KNeHXLOuyme/chzHcbY7jvNblK/ZDylbfYvLKoycpLwjJ9nuVJhlDFN2552qfoaBLYvac9hxnPc+h+M9V7ZQtjgvrrzeStklu6ny3vI8ecUKlFJquVLqEqWUH8hSdjcUgV3A65VSDUqpVsoWyGLer5TqVEo1UBaZ7z3Lw0YoJwQkKyNtffM4jnOgcuyPK6UCSqmrgTXA/18p7yWUM43e5DjOw8/zHKEcgL5RKdVT2bZJKfVbldevVkqdXskcm6XcMRZ/9QiaZuDPKlbW71AOst/lOM4wZVfhP1bOaQ1lq+mWynHeppRqqow0E5V9FSnHqUrAEuNcfkcpJaIyTblzKjqOM0G583xbZd7IH3OSjnoR3wc+qJTqUErVUU4kAcBxnFFgM/A5pVRUKeVSSi1VSm16hn3eTDmO+DbK7shny99W0pkvpDwQuO1kGzmOU6yU+0alVKRy3f4v5WA8lIP0H1JKnanKLJNrewrOVEpdU8mAu46yKP8SEGvwLyvX82LgSsrWtK9ikdU6jpOn3DakXYwBjUqpWuMYtwJ/XWlbMeBvjPI+G16vlLpAKeUDPgk8VGlTJ+PHwGlKqT+olNurlDpLKbXyORzvV1BK+ZVSgcpbX6UdKygPsCjfU28D7nccR5J93oQVqN8Ir1iBohx4/RTlkelxyp3sX1HuaB6jHDvazMnF5zuV7wYrf3//LI/5IeAtlN12Xz/Jvq8FNlDugD8FvLnSAQN8jHJQ9a5TuGyeyzlCOeh8J7BZKTVHuXM6p/JdK+Usr1nKrr8tPH3H8hDQXznOjZVyxyvf/T7lONEIcAflmMB/V767HBhQSiUr5bnWcZys4zjpyn5+UXHXnEs5+P9QZds7Kcdbnqrs513AX1DOOlxNWRSfjq9Tvn67Kaf130U5HiSd7R9SdqdJpubtlGN0p8RxnKOUs+EcytmXz4bjlf2PUBbt9ziOs/9ptv8AZfEYpDxa/w7wjcrxb6NcZ9+h3L5+SNniOBU/ohy3maZs9V1TsZxzwFXAFZSv55cpW89Srj8ADldc1O+h3DlT+f5WYLByzdop3xePUK7nPZTr59neK1TO5eOUXXtnUnbZnZSKG/l1lO+hEcp1+2nK98Dz4QnKItRB2e2dYaFVuIWyq/KI8V5RblcAKKX+XSn1pedZjlckamHowGJ5biil3k45IeGCl7osvy5KqSuArzqO83QWx7PZzzeAEcdx/vpZbHsx8J+O43Q+07a/aZRSnwCWOY7zthf72M8WpdS3KCddPGNdWv73YmfqW15xKKWCwKspW1EtlEfpdzzPffYC1wDrnmfxLBZLhVeyi+9/BUqpbsPlt/jvFbuG1zOgKKe3T1N2xeyjHB/59Xam1Ccpz437J8PtiFLqr05xXZ7JNWv5DaLKWZ8nuw6ndBlaqgPr4rNYLBZLVWItKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVWIGyWCwWS1ViBcpisVgsVYkVKIvFYrFUJVagLBaLxVKVeF7qAgAopZznuP2C147jnPK94DjOgt+Z2yqlUErh9XoJBoNEIhGUUvh8PorFIm63W+/TcRzcbjcAuVyOYrFIoVAgk8mQz+cpFAo4jkOxWKRUKp20LC9DJh3HaXqpC2GxWF5ZVIVAPRe8Xi+lUgm/308+nycQCDA/P4/L5aJUKqGUwuVyUSgUAHC73SilKBaLAFpwRJyam5vZtGkTy5Yt441vfCOlUon6+nr8fj8tLS1MTEzQ0NCA2+1mdnaWbDaL2+2mVCqRz+dpbW3F7/eTSCSYnp5mamqKI0eOMDs7y9DQENu2beP48eM89dRTzM3NvZRV93wYeqkLYLFYXnm8rARKLCCxaESUisUiXq9Xi1CpVNLbiwXjcrm0teRyufB6vdTU1PCa17yGK6+8Ep/Ph8fjIRAIEIvF8Pv9eDweGhsbmZmZYXZ2li1btqCUwu12MzQ0RHNzM0uWLGHFihUkk0k8Hg9tbW0EAgGi0SiJRIIzzjiDgYEBfvSjH5HNZtm7d+9LU3kWi8XyMkNVgwvq2br4vF4vLpcLl8slvyOfzy9w3bndbgqFghYkKAuWWFWBQIDOzk6uvfZa+vv76e/vp76+nlgsRiQSIZPJsG3bNrZv387u3buJRqPaAmtvb6dYLDI5OYnX62V6eppUKkUsFmN2dla7B3t6eujv78ftdtPf309DQwPz8/McPHiQQ4cO8c1vfpPa2lruueeeF6A2XxAedRxnw0tdCIvF8sriZWVBOY6zIJYk/z0ez4JYj8vlWrCNWFSRSIT169ezYsUKzjrrLKLRKLW1tYTDYerr6/nFL37BU089xc9+9jNGRkZYsWIFPp8Pl8tFKpVicHCQXC7H5OQkqVSKuro67d6LRqPE43Hm5+c5fvw4O3bsoLm5mX379rFs2TJWrFjB6tWr6ezsRCnF4OAgra2tzM/P893vfvdFrkmLxWKpfl5WFpTH49FuO6/Xi+M4FAoF7fIzBUziRFC2qhoaGlizZg1vectb6O7upqamhtraWnp6erjlllvYv3+/dv+VSiXtjvN4PORyOTKZDOeffz5HjhxheHgYn8+H3+8nl8vhcrmYnZ0llUrhOA6zs7OsWbMGn89HOBwmEAiQyWSIRqM0Njby7ne/m/HxcSKRCE8++SQPPfQQLpeLT37yky9oPT8PrAVlsVhedF5WAuX3+3Ech1KphNvt1u48KFtNxWJRZ9mZ51VTU8MVV1zBxo0baWtro6GhgZUrV9LU1MT3v/997rvvPgKBAK2trcTjcfbu3UskEiGbzZLL5XRiRl9fH0ePHmVsbIxIJML8/DwAwWCQiYkJ7XrM5/PE43FisRg1NTVEIhG6u7uZnp6mrq6O9evXU19fzyWXXMLIyAh9fX1s3bqVyclJHMfhXe9612+6ip8vVqAsFsuLzstKoHw+n37tOA5+v18nSchnSint8isWi2zcuJHzzz+fc845B5/Px4oVK/B6vezdu5df/OIXRKNRCoUCjzzyCMlkkpaWFrq7u+no6OC+++5jZGSESCTCzMwM8XhcC2QoFCKTyVAqlUin00SjUfL5PE1NTfj9forFItlslnw+TyKRwOv1Eo/H6erqYvXq1VpIm5qaeOc730ldXR01NTUUi0W++93vkk6n+chHPvLCVPhzxwqUxWJ50XlZCZTH41ngupP5S8ViEZfLpb8rlUpEo1H6+/t5//vfTzAY5JxzzqGuro6nnnqKW2+9ldnZWTo7O/npT39Ke3s7qVSKXC5HU1MTLpeLgwcPMjY2xvT0NNFolJaWFs4991xyuRzNzc0Ui0UtQtlsllQqRT6fZ3x8nFQqxfDwMF6vl/b2dhoaGjh48CDpdJq2tjaKxSLJZJK+vj5qamro6OggkUiwatUqNm7cyMaNG5mcnOR73/se9957L9PT02zduvUFvQbPgBUoi8XyovOySZKQpAexkmQSrAiTWDYy4bavr48LL7yQaDRKU1MTHR0dFItFbrrpJo4dO8bSpUvZvHkzPp+P1tZWhoeHmZ2dZWxsjGPHjjE1NaUz+171qlcRDoeJRCIAOk6VTqdxHAePx0MoFCIcDnPaaaeRzWZ5+OGHOXbsGGNjY0xNTen4WF1dHe3t7bhcLgYGBkin05RKJZqbm3nsscfYvn07yWSSnp4eVqxYwfT0NFu2bKG3t5fDhw+/hFfAYrFYXlxeNhaUmV4u8SYRJlnZAcqp6C0tLXzwgx+koaGBuro6crkctbW17N27l2KxiFKKW2+9lenpaU4//XSGhoZIJBJ4PGW9fsMb3qBXgvD5fHpCcF1dHfl8Xk/SLRQKJJNJstks4XBYp7NLkkV9fT3z8/NMT09z77334vF4iEajLFmyhKVLl9LQ0EAikWBqaorJyUkymQyNjY00NDSQy+V43etex4UXXkg8Hue2225j8+bNDAwMUCwWSafTL9DVOCnWgrJYLC86LxsLCk4sMyRCsHj5IrGiNmzYQG1tLR6Ph9WrVxMMBrnllltIJpNMT08zMDBANBrFcRympqZIJBKEw2E2bNhAV1cX4XCYyclJvfKDZOLJPKxkMonf78fn86GUIhgMUltby+zsLI7jkMvlKBQKHD58mN7eXnp6ejj//PMZGBggk8mwa9cuDh06xJo1a2htbWXZsmUsW7aM3bt3k06n8fv9NDY28t///d+sX7+eVatWcdFFF1EqlThw4ADFYpFAIEA2m32pLoXFYrG84LxsLKhgMKjjS5IOLm4zsaz8fj/XX389vb29dHV14TgOS5Ys4a677qK+vp6HH36YBx54gEgkQmdnJ48//jiRSITLLruMmpoavRqFiNDs7KxecaJUKjE2NgZAIpHQ6eUtLS0Eg0EymQwul4v29nZmZmbIZrM6kcPj8ZDP58nlcszMzDAwMMDY2BhjY2PU1dWxbNkympqaWLt2LT6fj0OHDnHo0CE6Ojp0DOxDH/oQhw8f5pFHHuFnP/sZO3fuXLDe3wssVtaCslgsLzovCwtKYk6SXi6WkznvSSlFX18fa9aswXEckskkXq+Xe+65h8HBQZYtW8bevXtZv349oVCIwcFB4vE4l19+OdPT04yOjtLU1EQ4HCYWi+HxePB4PJRKJVKplJ6AK+XI5XJ4PB6OHz9OY2Mj4+PjWjzFjRiNRnWqeqlUwuv1EggEOOOMM5iZmWH37t0kEgkGBgYIBoPkcjm6u7tpb28nHA6zbds2lixZwsTEBEeOHAGgtbWVK664gp07d+r6cRwHn89HLpd7qS6RxWKx/MZ5WVhQHo8Hr9er5zzJKuMiBmKpfPKTn6Sjo4Pu7m7q6+s5cuQI8XicsbExNm/eTKFQoKmpicHBQZYuXcoFF1zA8PAww8PDuFwuWltbcRyHpUuXUlNTw/j4OHNzc9qN53a7tSgNDw8zPT2NUopQKMTIyAg+n4+2tjYA0uk08/PzFAoFvF4vkUiESCSiEypyuRw+nw+v18vAwADxeJxHH32UUCikV5wIh8Ps37+furo6urq69DJKyWSSBx54gNHRUR577LEFK627XC4ymcxv+hJZC8pisbzovCwsKIktmWvrFYtFfD6ftlpCoRCNjY1EIhGWLVtGTU0Nw8PDJBIJdu/eTTAYJBaLsX37dvL5PGeddRb19fU6caJUKpFIJMhmsyil6OnpYWZmBqUU4XCY2tpaQqEQUF4yKRAIcOjQIeLxOJlMRlswfr8fv99PKBTSyQ/5fF6XW/Y1Pz+vY0mnn366tsqmpqZ44oknmJubY9myZaxatYpSqUQwGKRYLDI/P08gEGDNmjW0t7ezb98+SqWSdjG63W6CwSDACyFUFovF8qLxshAov99PoVDQbj0zW85xHMLhMOeddx61tbU0NTVRKpX4/Oc/TyAQ4JZbbiGfz3PmmWeyc+dOurq6WLlyJYlEgtHRUb1Ekaz6IP/T6TQ+n08vABsMBgkGg0xNTeH3++no6NALvgaDQW3lBQIBQqEQNTU1NDY24vP5GBkZIZ/P6ySNTCZDKBQiEolQKBR0jGvDhg1EIhH27NnDjh07GB0dZc2aNXR0dDA5OannfwFcf/31HD58GKUUd9xxB/Pz8zrWJa7QYDD4YsSnLBaL5QXhZfFE3VKppNfhk8diiFCVSiUaGhpYunQpjuPQ2NhIPB7XyyBls1mWLl3K4OAgo6Oj9PX16QcMptNpstkssViM7u5uenp66Onpoba2FrfbTTgc1haUZPLFYjGd4i6WytzcHC6Xi3A4TKFQ0G49r9eL2+0mEAjoycNut5v5+Xnt/pOyZLNZurq6KJVKdHV1cdlll1EsFtm7dy+PP/44LpdLW26pVIq5uTna29t54xvfyPr16wG0hSkxO1lhQyY4WywWy8uJl4UFJXEmQC9hJHi9Xs4//3xtfciqC8eOHePBBx/k7LPPZmJigng8zsaNG/UisceOHSOdThOPx9mwYQOtra36ibqyOGw+n9euNYkpmVl5fr+fQCBAIpEgn88zPT1NbW2tfpChCGldXZ3OOqypqcHj8eh5TLFYTCc5pNNpQqEQgUCAXC7HH/7hH7Jnzx727dtHPB6nt7eXQqFAW1sbn/zkJzn77LN5xzvegdvtZt++fTqJQ8TZTCAxl4CyyRQWi+XlwMvCgjJXkTCFSpIjli1bht/vp6amhl27dpHL5di3bx/JZJJAIMDhw4fp6ekhFApp16DX62V2dlaLXS6XW9ChAySTSZ2B53a79Tbi0gP0vKxwOIzX68Xn85FKpchkMjoRIpfLaQsmEAjo4xQKBb0CuqyaPj09TTabpaGhgVQqxYUXXsgFF1zA6OgoAwMDAMTjccLhMHfffTfpdJoNGzbw2te+Vs/tkmQOyUKU8xGXaDAYXLCuocVisVQjVS9Q4q6SBARxXblcLjweD93d3SxbtoxYLEZnZydDQ0OMjo4yOjrKBRdcwObNm/V27e3tjI+Ps3//fg4fPkwmk2H58uXU1NQwNTXFwYMHOXz4MOl0mnw+z9GjR5mcnMTn8+mHHRaLRYLBIC6XSydUuN1uamtraW5u1nOkZmZmKBaL1NXVaVehiFwgENB/iURCn6PEigKBAFNTU3oVi56eHt73vvdx7rnnMjQ0RDwe5+jRo6xatYqPfexjHDp0iL/8y7/khhtu0I8AgROPuzfXLgQWxKj8fv9Lc2EtFovlGah6gRLLQybRinUgk3XXrl1LoVDA7/frVSG2bNlCf38/u3btoq+vj3PPPZdQKITjOKTTaTweD5OTk7hcLhobG+nu7mbp0qUcO3aM+++/n23btrFz504OHjyo51MVCgWKxSK5XE5P0q2vryedTpPL5fSk3mw2SyQSIR6Pk0qlCAaDtLa2UiwWyWQyOj7V0NBAU1MTra2tpFIp0um0XoBW4mMSQ1NKEY/HaW9vZ926dTrNfdeuXXR3d/Ptb38bn8/Hb//2b9Pf33/StQol41FcjZJ0AuXHkUh2ocVisVQLzyhQSqlvKKXGlVJ7jc8+oZQ6ppTaVfl7vfHdDUqpg0qpJ5RSlz3fAorLTeZAyehfKUVnZyerVq0im83S3t7O4OAgBw4cIJvN6iy9jo4O7c7KZDI6BiOrP0gsKRqNsmLFCmKxGIcPH+bQoUM6TuTxeLTojIyMUCwWdeKBxKbm5uaIx+N4vV5mZmZIpVJ6gq9YfH6/XwtsKBTSrkIRJ4lFATqBolAoMDc3R2NjI47jcOaZZ7J+/XqSySTDw8Ps3r2b9vZ2Hn74YVpbWxcIlNSfrGO4WNzF1SiZf47jEAgEnu8ls1gslt8IzyZJ4lvAl4CbFn3+L47jfNb8QCm1CrgWWA20A/cqpU5zHKfI80Cy98RykafovuENb6C3t5czzjiDZDLJtm3bOHLkCL29vWzdupVLLrlEp4oHg0Hm5uaYmZnR7joRhkwmg1KKtWvXsnz5crZs2aJXNJ+ZmSGZTBIOh7n//vspFos0NjZSX19PIpGgpqZGl2lubg6Px0Nzc7NOwHC5XOTzedxuN8VikUgkQjqdJhAIEI1GCQQCOukin8/jOI5enHZqatdpXQEAACAASURBVIpsNqvdgbFYjImJCc477zwymQx79+5lbm6O+++/n3Q6TSKR4IYbbuDuu+/WYixClc/n9SK75pwyEXvHcchkMtraEmvQTEipJpRSjliAUn75b35mIhaluSK+vD/J/nX87mT7epZl/JXyiGtasjwlTijWcqFQWDCd4Nns+1Tne6rfmOtXAgvilLKdiRn7lWXFnqmMjuOop93AYnkWPKNAOY5zv1Kq91nu77eA7zqOMw88pZQ6CJwNbPt1Cmd2QOYzn8Sa6ujo0BbQoUOHyOfzhEIh8vk8S5cuJRaLEQ6HaW9vJ5FIEI/HmZ6e1ou++v1+/cgMc35VTU0Nra2tAFo4crkc6XRaWx/5fF5PhJV5WmKdFItF/V7ESTogSTuXuJTjOEQiEVKplJ64K/GtQCBAMpnUDzyUyckTExNcfvnlpFIpHcMqFAo89NBD/N7v/R41NTV6crAkcZgL7cojSWQbES7J8pPzU0rpOWHVhpRNBFeSX+Q76Uilbsxnhcn5i9Vqzqkzr6G0P/OBmG63G5fLpRNfzAQel8uljyfWaKlUIhAI0NPTwznnnMOGDRuoq6ujs7OTXC7HihUrOHToENFolLm5OcbGxti2bRs/+MEPOHr0qHb7ulwuAoEA8/PzunxQdn3LwM20nAGdyCOfmXUALBjsiVDKvSCrtcgUD4mfyrnK7yW2Ki5jn8/HzMzMC3fhLa8onk+a+f9RSv0h8AhwveM400AH8Etjm6OVz34FpdSfAn/6tIUzHlBodgRer5dQKER/fz+hUIhEIsGxY8d44IEHCAQCjIyMcNZZZ+F2u2loaODo0aMMDg6ilKK1tRW32834+DiBQICjR4/qx7enUinC4TATExNEo1HWrFlDJBLB5/MxNjZGLpejoaGBUChEKpViz549eh6T1+slnU7T1NTEzMyMFhdx501OTtLe3g5ANBqlsbFRZ/8dO3aMYrHI8ePHtaXj9Xr1skmycnk+n9erZWQyGf7kT/6Ev/7rvyYWi7Fnzx5e97rX8ZOf/IQ///M/51//9V85fvy4HrFLZyydk4gnoDt4EUjJXJRyVCumKJkWlHTa0nZMIZFOVSY2Q3kQIoMWiXNKXczPz+v9e71e/agVeW0OnuT4dXV1bNq0iT/90z+lo6NDz6H75S9/ydDQEPv27ePIkSMUi0Wmpqbo7u7m6NGjtLe309/fz4YNG3jPe95DbW2t3vbAgQPs3buX/fv3Mzg4CPzqAE4phd/vRylFLpfTAxo44RqXx8RIbNe0EGUAKLFWOUdTyE3LUupL2ixAKpV6ka6+5ZXArytQXwE+CTiV/58D/hg4mVl/Ur+D4zj/BvwbnHotPukkpaOUzkFWDfd4PDQ1NTE8PMy+ffvweDxMTU3pjl9GfB6Ph2AwqLPwxE0nbqxkMqk7ulKpxMGDB+nt7dVzmUx3TENDg74p5VlQ8tyoQqFAbW0tyWRSu8xaW1v1qhLz8/MEg0H9ePdsNksmk9HLJQ0NDekHI2azWTwej7YS0um0tnrm5+dZsmQJo6OjrF69mieeeAK/38/u3bvZt28f69evp62tTc+LMupcdzQyApfOTSwK09oyY3/VhsTOZNQ+Pz+vr4FY1WLJmCvem/FDs6M1LR85Z7FWpD5EBKUtwomOX/Zx2mmn8ZnPfIbm5mZ++tOfMjs7y2OPPcbg4CCpVAq3200ymWRycpKpqSlcLhd79uwhHA4zNzfH/Pw8e/fu5cc//jHLly/XMcdLLrlEu5t/8pOfcPPNN3Pw4EGdhSnHF2tKBEjei9UH6GxYESfTgpRzFytakmtkcCPWPpywKGWgI8JdrW3G8vLj1xIox3HG5LVS6uvAjytvjwJdxqadwMivWzi5yRbHTSKRCBs3bqS+vh6/38+jjz7Kzp07WbZsGVu3bmXNmjWEw2EOHjxIZ2cnU1NT+uGF2WyWubk5vdBre3s7Q0ND1NbWks1m2bt3L9lsltHRUU477TQKhQLT09McO3aMUqlEW1sbjuOwZcsWEokEp59+On6/X6eXt7a2ksvl2Lt3L62trcTjcZ2sEQgEaGxsxOPxMDMzo2NMkrXX09NDa2srLpeLQ4cOMTU1pZ8x1dfXh9frJZlMaoHs6Ojg8ssvp6enh927d3Pw4EHe9KY3ceWVV7Ju3TouvvhiXC4X8/PzCywJ080jloGMqs3RcDVjuiLFjSqTkQuFAul0WrvFpOM0RUyERjpTaVtifZluwMX1JW4tQK84cu211/Jnf/ZnuN1ufvSjH/HDH/6Q6elp7r77bv2wy2g0qh+eOT8/TygUYv/+/bS3t9PU1KRXCunt7WVkZIQf/OAH7Ny5U7vfenp62LBhA+9///v50Ic+xIEDB/i3f/s3brrpJn3dRFTNhZUXW3mmxWzG4GRag+kCNN2G8hga+Y20EymfDAoslt8Uv5ZAKaXaHMcZrby9GpAMvzuB7yil/plykkQ/8PCvWzjzcRrmBN1wOEx/fz+BQICdO3dy5MgREomEfux6JBLR7rVSqUQ8HmfFihW0tbUtuLnm5uaYm5tjeHiYXC5HPp9nfHycYrFIMplkfHyclpYWAoEA8XhcWzGFQoFcLkdvby+nn346xWKRkZERCoUCdXV1pFIp3Ul2dHTolSxOP/10PB6PHtHm83my2Szz8/Mkk0kaGxuJRqOkUind0c7OzpLNZunr69OjfllUtqWlBZfLxapVq3jooYcIhUIcOnSI7du3s2nTJp1lKHEVMznArFcz3iL1I5OZZXRcbUjnGAwGdXKJrPQhi+vmcjmy2ay2sMTqMoUHFlpBEic04zziIpXrJp2wWG+bN2+mr6+P73//++zatYvh4WGKxSL19fV0d3frWOf+/fuJx+PE43GKxSKrVq3i9NNPx+VyMTIywoEDB2hoaGD//v10dHTQ1dVFMpnE5/ORSCSYnJxkYmKCO+64g1e96lW85S1v4dOf/jRLlizh29/+Nk899ZQWJDiRCWoKsZRZrE85f0C7qiX+JOIv20iM0hzMmBmhspCxuEUtlufLMwqUUupW4GIgppQ6CnwcuFgptZay++4w8G4Ax3EGlFLfBx4HCsD7n08Gn3TI8lo6jv7+fp0p19bWxpEjR2hsbOTAgQP09/fruUu9vb3Mzc3h9/uJxWI0NDTozunSSy8lmUwyNDTEyMgIU1NTQHlOkDzHaefOndTX1+sYFJRXcVi2bBnXXHMNSikymQy9vb3aZx8KhXSWYKlU4tChQzQ2NuqV0SWJY2xsjJmZGZ2iDrBmzRpisRjbtm1jdnYWt9tNc3MzpVKJ/fv343K52LBhA/F4nKeeeorR0VE6OztJp9M0NDQQj8fZu3evXiPw2muv5ZZbbmF+fl7Xn5kMYLr5TFESwVqc3VVNmNmJcj6APtfF6xCKVSRWlrmdubaj1+tdMLVBOmuZAC31EY1Gee9738tHPvIRfD4fH/3oR5mbm2NgYIAVK1aQSCRIJBIMDw9z/PhxcrmcjjG94Q1vIBqNLrB4LrjgAorFIj//+c8ZGxvjyJEjelJ3d3c3brebjRs3UiqV2Lx5s3ZFr1q1ive85z1cc8013Hjjjdx1113E4/EF0wtEdM3EEdMykutsJiBJcoe41YEF7j8zG1A+d7vdVbswsZn1WXmv/5tZiifLdDTfnyxL1IyFmvs/VUbpr5sV+mwxE6LkeGbZF5dz8Xcny/RcvK20IXkvVvlizEzZk9WpkYg06ThO0+LfP5ssvt8/ycf/8TTb3wjc+Ez7fTYsPjFxR0WjUQCy2Sytra0MDQ1x9tlns3PnTlavXk08Hqe7u5tgMEg6nV4wQjZdhaFQiOXLl9PR0YHH42FiYkILgXQestyRWDVjY2M6w05GlRIXkmQLsY4KhYJO4pD5UDKaz+VyOoZlXlixEGV1is7OTh2bkHlVNTU1zM7OMjs7y+TkJM3NzZx77rnceuuttLS0EA6HGRwc5Mwzz+See+5hdHR0wc0kHbJTWSrKDJqb6x7K9tWKxCbN525J2eWamwF+QKfxS/KHvJfBg3Tmsj+xtOQ6eb1e3vWud/Ev//Iv3HHHHbzjHe+gWCwyNzfHOeecw9lnn83dd9/N0NAQK1asoLOzU1tC+XyempoaPeCRBX+lTW7dupVSqURrayvhcBiPx8O6devw+/3s2LGDL33pS3R0dHD11Vfj8Xg4cOAAd999NwcOHGB+fp6/+qu/4gtf+AJvfvObuf/++xfMbxMrSrwK0nbNxBgz8UHasPl7MylELCUzoaSaY1CS9Qlo0fV4PHoAYnoX5L+Z0WmK92JhNifBy+DOdJWb7alQKCxoi4vjwWZGqhxHxEbKYWamSnsXN7e4ZaXtyoNVZX9yzRe7ek0Pipy71JVYy1Jev9+v24YMxguFAsFgcEHcV9qb2edIHF62k/3Pzc0Nney6Ve1isXIR5ILKqCOTyXDGGWfox2J8/etfp7m5mXw+T0tLC7lcjubmZpqbm8lms8zOzjI1NUUmk9HPbRLXhSRA1NfX6+wrn8/HAw88oCfxptNp+vr6CAQCjI6OMjExQSqVoqGhgVKpRDKZZPfu3aTTaUZGRlBKcfz4cWKxGG1tbRQKBZ588skFqcIul0snbYyPjzM/P68XqhURm5mZ4ZJLLqG2tpahoSGGhoZIpVI88sgjtLa2EovFSKVSTE5OAmVX1xve8AYGBgbYvHkzV111Fb/zO7/D8PAwn/3sZ39lBCMxA2lkkmosN5OMvqo5iy+Xyy1wJ8lNLGn2i0f8cjPKNuL+9Pv9Oktycaq2iIrUyT//8z/z1re+lb//+78nkUgwNDTEpZdeSjQa5fHHH+cXv/gFwWCQ3/qt32JoaIi5uTm6u7tpa2tjdHSUDRs20NjYqBM57rvvPvr7+9m9ezdr167F7/dz9OhR3Qa2bdum58pdeOGF7N27l6985Sv09/dz1VVX4fP5uOeee2hvb+dv/uZvuPzyy/mv//ovvvCFL3DjjTdqd7MIrdnRSJuUjkosS3EvQ7nzNQdcYmFmMhltVZou0Gq1uGFh4ofpLpeO3vQgBIPBBYPHxdaHy+XS4iZ/Msgz3aHyXvZhpvqb+zZdytJezSQU04MkSU2mm9bv9+trbK4buniAKdff7/cvSCAyz0+uv4iLJGzBCStZRNBcY1TKI3VhrveZz+f1+ck8T5m283RUtUCJ4puxKEnbFiE4duwY0WiU6elpnYQQDAaZn5/Xi8HK4y3q6+t1rMkcQXs8ngXpsQ0NDdrlF41GWb9+PUopnRl37Ngx3bkfP36c8fFx0um0fq7T7OwsfX191NXV6Qu2Z8+eBStT+Hw+Vq9eTVNTE4cOHVpw3tlsllAoRDQa1QkO0viSySTHjh2jrq4Ox3GYnJxkfn6e7u5uWlpa2LJlC3V1dQwNDbFr1y4uueQSPv/5zy8Q5cU3jmFm605GOq5qfuihuKXE2pWbWG4Uc9QPJwTMdOM4jqNvQNPVI7Emj8ej12z84he/iMfj4SMf+QgDAwOsXLmSq6++mh07dvDkk08yOzvL2rVrCQaD9PX1kUwmmZqa4uyzzyYYDOqHVxaLRZqamshms6xYsYLBwUFe+9rX6vhQe3u7buPpdFrvf25ujuXLl9PW1sbu3bv50pe+xOrVq9mwYQN+v5+nnnqKn/zkJzzyyCNcddVVjIyM8JrXvIYdO3YssAjF6hQvgAzcMpmMjt2ZbmDp1IEF0yfErS3Wl+k2rjZMETCfxi11Ih2w6RY1Mx3NWKx5njKgNL0jcKJtmpap2S5NC1XKJ4IvxzVd16a7UNqmGf8zM03N7GfZz+LBgwz8TWvaNAbM62gOYqTuxICQ35oeBnN5OtMtLr8TI0HK+nQiVbUCJSMNqRw5aXn8eTabZXx8nEcffZSLL76YX/7yl3R1den5RZKkIMHqiYkJksmkrgy5KaWxNTc3c8899+B2uzn33HM57bTT2L59O+vXr6e5uRmXy0VTUxN9fX088cQTPPjgg3qUOTk5idvtJpVKEYlEaGpqoq6uTi+R1NjYSFdXF7t376ajo4PGxkZSqRS1tbWEw2Gampr0MknSCOrr6/WNcuTIEWpra6mrq9Op40ePHtWNb3x8nEgkQn19Pfl8nqamJvbs2UN9fT3nnXceNTU1evKkNDypT/NBkGYDNOMS1djpyA0tncfiJZzkxjNvNvMmE+GXqQeLs/TMm6mmpoatW7cyMTHBN77xDQ4ePMjrX/965ufnefDBB9m5cydut5vzzz+f+vp6li9fDsBFF13E8PAwXq8Xv99PXV2dzgatq6tjampqwcr4gUAAv9+P1+vVKen19fWsXLmSqakp2tra9NOXzzzzTO677z4eeughpqen6ejoYMOGDcRiMe6++26+//3vs3XrVn74wx/yzne+k7vvvltb6qYnAVjQ4ZmdiXS6IuLSHmUgJlmRZkJNtVrc5mBGXFLmAz6lwzWFQNqTWIuO4yxIIJGEFOmozTYl9SmuUJmKYt5L4q0QYZGEHrEw5ufndeKKiKmIAaDbvBzfFDlTSMwYs7w3LTO5h2Rf8kghEa3Fmb7mYEfai/SjpvBJuSSGK65gKf/iZKWTUbUCZY4iZCTsdruJxWIAtLW1cddddxEKhRgbG9MTWxsaGvQ8JDNQfODAAdauXUskEkEpRSqV4uDBg3R1dVFXV8f09DR79uzhggsuYH5+nv7+fh544AH9vKZMJqMrcvXq1fT19QFlC0vmMXk8Hh588EFCoZBuKBMTEwSDQbxeLytXruTw4cNEIhFCoZC+sYPBIC0tLczNzel5WZJNFQgEWL58OUop5ubm9IKzU1NT1NbWajP56NGjzMzMcOWVV7Jv3z46Oztxu92Mjo5yySWXcNddd2nTXBqdNEJp/FIec/QsI+VqQzpQc6UO059vjgTF3WDOWRNBNl1UMrqVm1UpxZe//GXe/OY3c9111xEOhwkGg1x99dXcfPPNPPnkk/h8Pi699FLGx8dZu3Yt4XBYJ9ZMTEzoDlDmvomLWGKpsViMubk5xsfH6erqYunSpUxPT+vlsMQ13dzczJlnnolSSrufNm3axGmnncbg4CAPPPCAzv47//zzOe+88/j5z3/Ohz/8Yf72b/+Wa665hhtuuIGJiYkFsSZzwCLuG7lnJMNT6tBcEcXM9jPnVVXjYEaQMpquJbMtmIk34XBYLz1lusLNlHxpO3K/mAJkxj7NGJBYOuIpkeObFp7cc+aUBvmt9IdSTqXUgvKZbj/TfWfO+5OyyZQLQIu3DN7ENWiKkbkvcVHLccw6FKGUdiICLLFO8Uo8m2ktVRsBNy+IVKjEDuRGGR4eJhwOk0qlCAQCemTndrtJJBJ6BJhOp/XaeBJnCYVCeiY/lC2q2tpaPWKWCpTAqjREcYvIiEoyrWT9OnncuyxpJGv/OY5DLBYjFovpNGNpWLLmnVgr0gmIO7Onp0efn8Tl3G63jhdIOeQcpqencbvdPPnkk4yMjLB8+XIdS5C6Nc1/M1NLYg1S3083unmpMS3rUCikOwm5qeVmlroyb1TpCBa7SGR/0WiUj370o1x99dV84hOfYHx8HI/HQzgc5pZbbuHxxx9n5cqVrF+/nsHBQdatW0c4HKahoUG7mYvFIrOzs7qTCoVCxGKxBckcgE5qGR0d5fHHH8fr9eoVTOLxOIVCQWfyNTQ0EA6H9Zyq+vp6IpEIr3vd6/D5fAwMDHDnnXdy8803U19fz2mnncYXv/hFrrzySnbu3KnjrNLJiQVnxunECpAOSOJ0ZtKEmWwkbbaaXXxm3MwUErE2JKYkbirTGjTdaVC2dOW9PHpHXOhyf5pTO8StK78Ry0jqb7EAmdaZHFP+SxKPfGaKmSwoIAMtKYMMSuXaynamOJmuQemHTKtN9iP3nLiJc7mctpTEzSv1Ydad1Jn0NWJRyXenomotKNNdI8peW1tLV1cXNTU1BINBRkdHCYfDTE9PE4vFdPBZ5g+JkstTbgcHB+ns7CQWi5FOp1m9ejVbt25l6dKlNDY26mC0ZKS8+tWvZmxsjPr6ei16Ui4Z/ZgxLZervMKFCI4I1OzsLMuXLyebzdLW1kY2m9XPmmppadEjGXEnBINBSqUSO3fu1EvlSIOShiCp6fX19TpDUOZrSRq64zjU19dz6aWX8qpXvYpt204siWgGQiVZRBqVNGg4kalUrUjbSKfTCyYimwJg3iSSXWRakqYrJJfLUVdXxz333EMoFOKjH/0oBw4c4E1vehOPPfYYt956K3V1dVx55ZVEIhHC4TD79u0jFAotiDnKqiMrV67Uy2BJyrh0FNIJJBIJstksAwMDeuDwqle9SmeQdnWV576Ly3rZsmXMzMzgdrs5fPgwU1NTpFIpurq66OnpoVQq8eCDD7Jjxw6uueYa3va2t/Hxj3+cTCbDE088wXvf+17uuOMOXTfiIoUTrjA5lrQLWYlfWOz2EY9BtWZ9Sl8gYiFuTbnXZGK3tBszwUa2NQc38t5cp9K05mFhOr8koIgQyfdS9zJglWSl3t5eNm3axOrVq+nt7WVmZkYvBCDhC9lvNBrVD2XdsWMHBw8eZGBggEOHDi3oCxcnYwDa8pJBiHiCzGttLtKtlNLnIQMtWZFHLCJzxR45rgig1K30P6bL72RUrUCJUou56nK5iEQiRKNRnQ5sBhHFrZbNZrX/XkZAZgDcrKyamhodK/J6vdTV1TE3N6eXMzKXdTGDpaFQSI/Ia2pqtP84GAzS0NDA4cOHF5jbYs3J6EjWZjt+/DiHDh3Sa/Sl02lSqRShUAifz0cymSSZTFJTU6OFcHFCh9/vJ5VKaZeB45TT1OPxOC0tLUxPT1MsFjnjjDPYunXrgsCoxEZmZ2f1eZgiBSefO1ENmIkPgLZopc2YIiudvrgXFsdZzECt1+vl4x//OPX19Xzta19j//79XHrppdx88816ILRs2TJWrFhBbW2tzsoUKy0Wi5HL5YhGozQ1NZFIJMjn8zQ0NOh2Jm6URCKhO0dpxzLJXDqfWCymk2amp6cJBoPadStpxNL+ZmdndZr6xo0b2b9/P7fddhujo6OsX7+eo0eP8sADD/C5z32OPXv2cOjQoQWxGRkkSUcsHgk5jgiWmWxgugLNzrkakQGJtAcRDWk3cEI0zI5TLGs5P3n6gdn/mIF+07Um20gdifVmuv2UKi+Rdd1119Hb26s9KPLkg+PHj7N//35SqRRTU1MUi0XdB4bDYVwul14lp6enh6VLl3LFFVfQ3d1NPp/nscceY/Pmzfzwhz/U52m68USEM5mMdnubSRUyqDO9EtK/mVnRMmle3HZiTUnfJy7rcDisBz3SF52KqhQo03oy6e3tZc2aNeRyOR5++GFdUS0tLbS1tembLRAIaDdeIBBYMI9IGoiY/GeeeSbFYvmRG5Luu27dOmZnZ0mn09TW1upOrKWlRQc8xUw2g5sej4fa2lq6u7s5fvw4jY2NABw/fpxMJkMsFqNQKD/mPRqNsnTpUkqlEtu3b6exsZHdu3czMTHBWWedRWNjI+Pj44yMjDA4OKg7H7mxTP9vS0uLfv5VKBSit7eX7du3s2TJEoaGhqivr2fVqlW6gUkHJDEHybZZPM/jZGmq1YJp+UhnKR2L6X6R1SUk2CwdixkQNv3gt912G+vWrePzn/88Bw4c4Oqrr+bOO+/kyJEjbNiwgdbWVpYtW6Yt7lQqpQcCgJ7jUSqV9DPGzGSMSCTC8ePH9WCiUCjoDMSNGzfqid4zMzPU1dWxYsUKCoUCiUSCpqYmPYBobGwkkUgAZVENh8PU1dWxfv16PVH77LPPZmhoiNtvv52RkREuvPBCfvzjH7N9+3a2bdvGBz7wAW699dYFsTpJvYYTK1GIG8mc/Cn/pYOWwZiZol5NmIlAwILEGjOhQO4Rc26gdKJmXNu0tMzPRIRkQCTHFOEXV+K5557L+9//fj0NYMOGDezatYt7771XDySffPJJfc+nUintYpVjSdm93vIDUKenp3Ech1AoREdHB5OTk6xbt463ve1tvOtd7+K1r32tjmc++OCDfOMb39BZh6aFKOJkDtqk3xPrSu4f+Z1M25DBv9SjbG96OUQAzdj3qahqgRLzGNCpuY2NjToRQrJwJM4g69qJIPl8PqLRKF6vV2fFiAtQgotmLEZGw+KrTqfTzM7O6riSuO7ELSaBd2mIUL5h5VlPknouC75OTExQV1enL5iMMNasWaOzvSS5wZxUKWv2yZNvAWZnZ/UNJqmpoVCImZkZ+vr6dLZSPB5nZmaG7u7uBZlapits8c1XKBQWCHk1IuUX16qMdiXILzezuB/EcpSOVCxsM5Nt3bp1vPrVr+ZrX/sajzzyCH/3d3/HP/7jP2orqq+vj6ampgU+fmkXcsPNzc3pLC4oxyvEaoJyrDMajS6wvuvr6+nq6tLtMRgMkkqlFmSkSsZiMBgkmUwCUFtbi1KKc845R4/spa3L8VpbW7nqqqu4/fbbyWQyXHzxxXrQc/311/ODH/xAp/wKMsFdOh8ZKS/OQFvslZBtqxEz4UCsQ4nhSnuRhAWz4zddwlJHprVp7tuMI4sAmh6Lmpoafvd3f5fOzk5aWlpYtWoVw8PDfOYzn+Gzn/0s2WyWqakpPRgwQwVmevzijLx8Ps/ExIS+jwuF8rPpisUi9957L//zP/9DLBbjsssu46qrrqJYLLJixQo++9nPsmPHDr75zW8CJ6ZhLI5HmklScl/JdtI+4cSqLebqLqY1ZmZOmqGSpxsEV61AmSIlF37JkiXabfKzn/2M+vp6Dhw4wIoVK4hEIoyNjekgZ0dHB0eOHKGuro66ujpGR0e1mImrxkw3np+f1xNqd+zYwZIlS/RyNKL+0sBlop90Fl6vl+PHj+ssQ6WUtrzm5uZYunQpNTU1pFIpbfqa85Fqamro7+/XJrLf79eLcsoyTcViUWcwiqkfDoeZnJzUDVhiWaVSib6+Pubn5/WcmY0bN+qym8/1kVGv1LnZ2hs6mQAAIABJREFUyBbPnagmpO5Md6W8lzKbI0JTbKVDMl3A4XCY66+/nq1btzI1NcUHPvABHnnkEXbt2sXZZ5/N6aefTiAQWODWE3GKx+MLRMmcUCl1KWIGaBeRlK2uro7m5mbdppRSRCKRBYFsSbows7GUKj8+JhqNanESV5SsRpLP52lra2PDhg08+OCDrF27lmQyyTe/+U0++tGPcs4557B9+/YFQftcLqfdL2ZHZB5brFIRJomfVGuSBKA7RI/Hs2DRW/PczKw1QN8TZvsR4Tbfm24t+V7ut7/4i79gfn6ezs5O1q9fz8c+9jHi8Tj/8A//wPj4uPZgmG1ZMj+TyaR+VlgoFNJuODmGiKgkWwE6BGGm0R87doybbrqJ//zP/yQUCrFs2TJuuOEGrr/+el7zmtdQLBb53Oc+x65du/T9Ii5RsfzkuKZQSp8jgiRt1IyzSuasJEOY8SuJaZ2KqhUo+W+6FOrr6wH0xFa5IJI1l8lkaG9v1z5zWaE8Eolov66Z+SXuuWw2y+DgIKVSieXLl+sLLKMYcd9Jxy4BVZmTIAu++v3+BSs65/PlxWCnp6d1xyYjIhkhJ5NJ3fmIkMo6g2Y8QJa+kVGIz+fTnYjUj2Q55nI53XAaGhqYmZnRWYmyvTQOOJFKKg1NOqpqjT/BCStbArZwwpduptPKZ6b7RlwV8p3L5eLf//3fufjii/niF7/Itm3byOfzfO973+PSSy+lp6eHSCSiRUQs9dnZWf3gSRlpigujWDwxl03KJBa1CJzX6+Xo0aM0NjbqJA4RFWk7Ip7mLH2Z1pDP52lvb6empoaGhgbm5+epq6vT1tTY2BiO4+iV8y+66CJ+8IMfsHr1ajKZDF/96lf5p3/6Jz74wQ/y6KOPasE024EMXkw3l+OcePqyXAu5l6pVoGSw5ziOjuNJbETa/uL7QSwB6VClPZmDC9OLIW1D+oHa2lq+8Y1v8MQTT9Df389//Md/8OUvf5lPfepTdHd389rXvnZBlrJ04rW1tbjdbtasWUNfXx/19fWk02mOHj3KyMiIfnr2hg0b9DJf+Xye6elpjh49qp/sLeUVD4+IRSqV4vHHH+fGG28kHA7z4Q9/mMOHD/OVr3yF973vfezdu3eBu1+sSakjM9tPBsQy6DNdg6bYykRw+Y3ci3JvnIqqEyg5OVFwucGh7Hevra1l69atuN1u3fFLwLC3t1dfMLnJpHIuv/xyhoeHGRgYIBaL8dhjj5HP51m7dq12nS1fvlyPdsfHx3VihlSsZNocOXKEmZkZvTxONptlcnJSL70j82AkoCnL13R2duoZ/ObNLIFaEdUnn3wSt9tNa2urjhENDg7S2tqqBVBiHaFQSJvRItiDg4MsX76cgwcP0tzczMTEBNlslpUrVzIwMACcECjpzKVjkpGg6eeuRkwXrZRd3HlyM8l/uSHEMoATq2a43W42bdrEmjVrGBwcZN++fbzvfe/jX//1XwkEArS2ttLc3Kw7NXGdpNNpvbpCOBymUChQX1+vpwLI9RQxikQiTE5OaldPIpHQz4OSskigWQZUUk6Z2gDo7D1AT96V55ZJZyQCJVMxotEol19+OVNTU6TTaR5//HEuuugi3U7+6I/+iF/+8pd6+oTZeZvxJHE5n2yQIwOAahUoM91bXP3iTk2n0zrt2e/3L3g8jZyzdMSm+930WITDYe16LZVKfOlLX2LLli089dRT3HbbbVx44YVcdtllLFmyhK1btzI6OspVV13Ffffdx/z8PI2Njaxbt063j6amJu0Jkr5i6dKl1NfXk8lkaGtr00lcx48fp6urS/cFYj0dO3aM73znO8CJR6mIIBeLRdatW8fb3/52fvazn7F7925SqRRvectbuOCCC9i0aROO4yx4YKf0pTJQlv5ZrCz5TOrSdIHK53JfiiAvzrhdTFUKlBkXghMB2Wg0qkeQqVSKXC6nXWqBQIBEIqHnMrS2tupFUjOZDN3d3QQCAZ2WK64z6UBqa2sXdHSSQSOxHHNEMjw8vEB85ubmCIfD2mITN5k0FrGcRkdH8fv9+nHykr0l5yfHl0wXMYmlocTjcf3e5/PpgLvcMFJWGdnJ8k/Dw8MLkgSABZ2JBEGl7uUzc85FtSFuWXHViY/edKmZmaDi/pIONhKJ6JHfZz7zGWKxGLfffjvNzc3ceeedjIyMsGnTJnp7e3VcsVQqLwuUTCZ1xzQzM0MkEqGzs1PHFyWhRQSsUCgsiJk++uijCxYhHhsb09ZQd3c3iUSCuro6isWijjnKU5wlqULarKS6y7WUgdvevXsZHBzkda97HaFQiLm5OWKxmF5GaW5ujpGREb761a9y7bXX0tLSwvj4+K/EW0wr1EwskJE1LFyloVqTagAdH5P4by6X094GEWTTShJBM1fLgBNZwZLoInUhyRGXX345hw8f5sILL+Tw4cMoVZ4c/KMf/Ugv7tzU1ERNTQ3XXXcdO3bsYH5+nlWrVv0/6t40uNGzTBu9XkmWLWuXLNuyZXlvr71v6ab5EhI6wzYwWUgIBDhTTEEYDpnJ/DkpZoYzNfxhAhRDaoZTNSwDX1HQAwxZOmSDpJtOJr3vtru925ItS5Zk7bIly9b54b7uftQsCZwM4/NUpbrT7bb1Pu/z3Mt1X/d1w2g0Ip1Oo6qqCu3t7bDZbBgdHRXtOjLzmKWtrq7C4XDIWaYGaTwex6lTp4QFzL+jsEEul0NXVxcmJyexf/9+3HfffXj3u9+No0eP4vjx4/jmN7+JRx99VJAB2ljW6lR4lM6fWRGdPwND1uqJGqgB428iw6lrUzoo/qpSV9va2uB2u2E0GjE2Nib4P2c8MfIrlUqor69HW1sbvF6v9P7wAG3ZskUK1ByBwVk7TqdTyAc0RnQuZM4tLCwgnU7D6/WiqakJRqMRZrMZ+/btg9VqFcPPgjwNUCAQwLFjx0RUtqGhAVu3boXZbAZwU4YnFoshHA7D4XCgsbFR6O9NTU0yJnx1dRW33XYbamtrRfKIEKPRaMTc3Jw41FAohJmZGczOzmLbtm24fv269E2pRWNV9ompt4rFb8bFz0x4U43oacRpMJlZqMGDXq+H1WqF3W7HD37wA5nf9cwzz+DOO+/Eli1bYDKZhBVHRRA6f2axiURCoF4GByRAqLTa9fV10W2knmNdXR2WlpakvphOp+F2u2E2m2UgZ6lUqqB5MwNzu93w+/0V0HUoFMK1a9cwNTUFo9EopA2z2Qyz2Yx0Oo2Ghgb84he/wAMPPCDq/O9617vwk5/8pILVxoxK7RdT2ZOqEyObbzMvfnaSUFTYis6HgRqfnYaW/57nSSUTsfHWZDLhiSeeQLFYhNfrRSwWw1NPPYWamhrRZOTPZw9VMpnE9u3bkUgk5HtmMhkYjUbEYjFxLHq9HuFwGJFIRAKXQqEAl8uFpqYmJJNJ2Gw2GAwGhMNh5PN5vPOd78Rtt92GQCAAo9EIk8mEaDSKpqYm6PV6XL58GS+99JL0Y9psNjz77LNoa2tDc3Mzjhw5gocffrgCHgRu9nupLR4qixO4yW5UkSfCwyrLURWU/U1r050qHgAVWtI0DXV1dRXQQiqVQrlcFqNM+RfWF0i3JP1RZd0wZWcfBKMAFn3z+XwFbsuIgFpm9957L+x2O1wulzT68fuqTB7WgHQ6Hdra2mA2m3Ht2jVcunQJ4+PjeN/73ofp6Wk4HA4UCgWpbZRKJUSjUYEWGS3X19cjEAhIozKFO1VqfbFYRG1trexfPB4X6IdQqIoBq4eOe8T9U43QZlzFYrFCdZpQglo3UR0XFRRIUjAajXjsscck633qqafEAW3duhXATRYesOE86uvrRf0+n89LN32xWEQsFoPBYEBLS4swTVkrzGazMhqmUCigra1NsjIaDGZ5RAKYIfJZi8WiyGT19vZicXFRivGZTAbxeByxWAwtLS1ouzELbXl5GRMTE+jq6qqAhi0WC5599ll0dnbihz/8IR555BFcvXpVmoVVZ69m0Srjk30tAH7NiG22pbJUGbyofVHAzWyRhlQVNFUDT34NkQfWgnft2oVCoYDBwUFMTEwI4uH1etHR0SHkKIfDgerqakxOTgrBZH19Y+abz+dDc3Oz3GtC8FNTU3K3C4WCZLuxWAwWiwWdnZ1yTqmcz6zdbDajqqoKdXV1aGtrw8mTJ+Hz+eB2u9HU1IR8Po9XX30V6+vrOH/+PIAN2Lq1tRWPPPIIvva1r1UQjrhXwM1GeXXPaEO4f6okFAlmDKrfrISw6RwUcFPJQK2R9Pf3S9bEiMZsNotRSiQS0ifCTKCmpgb9/f24evWqRDiMhlXGjcFgQGNjI9bX12G325FOpwWuyeVyosPHPhhuNJ0JoUDCIOT76/V6abosFArYu3cv/tf/+l9wOBwYGhrC+fPnYbFYcP36dVFQz2QyMJlMUqOgwbRarSiXywiHw7BareIAWdci1ERJJIfDgcnJSaTTaZlrtW3bNvT29mJ0dLQiEiaccWsth8+wWZdKGafxYH2P9HM6Zv69Ou+JzbSTk5Pi5EKhEA4cOIBSqYS6ujrJzkulUgVbsqenB8ViEel0WupSAKQPTlX+WF5ehsPhgE6nw8DAAGZnZ8VQjYyMYG5uTuoN7Nsjq0utK9Ew2u12LC0tybuhoWVGplLDU6mUNPXyXi0vL6O1tRUTExPSRO73+7Fv3z5cv369IiNSAy4aa9buVKVuNUjbjIvnnPed+8X6L39VHZnKYlUJFaqNIQngkUcekXE3J0+ehMFgwHPPPYdyuYyBgQEYjUbRY2TwS1RkfHwcnZ2dSCaTmJubg8vlQnt7OzRNQzqdRjAYxMTEBHK5HNra2hCPx9Hd3S16iGyLYdBpt9sRiUQQj8elNl9bW4tEIoFSqYQHH3wQADAzMwNg453dddddWFtbw7lz5/Dzn/8cq6urUkL56le/iscff1y0PLkf6r6qZAp+De8ig0juP23Nra0Lv2ltSgel9hvwMLBeRKo2sU1+HT07GTCEVOx2uzStsceIB4SXiRtHo5bJZGCz2WRjU6kUzGYzmpqaKqi4/D0NBesgzEbIqjObzZLFMcMbHByETrchYptMJjExMSHPQcUB9WVzSKP6UsvlMvx+v8A0hOqoy0fR3Ewmg3w+LyPiaehYlFcjHDp8Zh+bdRFOUIushE1o1Glo2CKgsv3K5TLe/e53Y2BgAEePHsXk5CQGBgZEuFXTNCl6k4yiUmYBCLOSAwYJW1CfLZFIoLa2FlVVVchms7KflK+i0evp6UFVVRUaGxtFComOhBG+Cq9Rhoi1EUI+LNwnEgmsrq4im81ienoaU1NTcLlc0vpQX18vAdiVK1eErffRj34Ux44dw9TUVAVtmA6QdGgGNDTOvD+buf6kZkq8+6o0k8riU9mzal2TBBg1a9DrN/QR9+zZI7VHg8GA69evIxAIoLu7Wz4D3xvl0Jh9891SDaepqUnsUTAYRDweh8vlkropM3LqKFKkQA2+9Ho9/H4/NE2D2+1GNBoVm8WhgSR4EUYsFou47bbbcOLECWQyGVy/fh3d3d3o7OzE4OAgLl26VAGps28MuKmsToSCe8T95t4BqLDPbxbQbLoTRaNCg2kwGNDR0QGn04lMJoOZmRlEIhGZRcNNYfRMdfFAICC03t7eXgSDQVy8eBEARNx1cXERNptNpIG44bW1tZienhbl6dXVVXR1dYkBoCOrrq7G+Pg4Ll++jEAggEgkIuyyWCyGSCSCsbExTE5OYnFxUQqtlGLatWsXPvrRj+IjH/kIHn74YXR0dMBiscDv96OlpQWrq6tCxuAzlkolLCwsSPbX2Ngoz2MwGCqonCsrK2Kw5+fn0draCpvNJk6MtFiVWq72J9BJbtal0lnJuCJUpkIHLChzjACwYYQOHjyIwcFB1NbW4tSpU9DpdNi6dSscDgdisVgFK4nGiCQUOhGSUxgZEq5hVEt9yNbWVoE9VIFWo9GIQCCA1dVVtLe3C+mBho6OlZk/n5FZC9VSCHMXi0VEIhFMTU3hypUrcDqduPfee9HU1CSjPBobGzEwMIDu7m4kk0lMT0/j1VdfRVdXF3bs2AHgZrClEnhUuFR1Rtz7zVyHUs8Kayhc6p3mvqr0b76LW4v/RFL+8i//ElVVVbh48aL0V/3qV79CdXU1ampqMDw8jPn5ecRiMZG+Wl1dxcLCgjA5E4kE/H4/BgYGpPZFdiDljOrr62G32yXwzOVymJ+fx8zMDFZWVkQGzmQywe/3o7e3F3V1dZiamsLMzIzU16empjA6Ooqmpib09PSImHQ+n4fJZMK+fftw5swZOUtjY2N48MEHhbhTLm80lxOiViFQwqdqZsWAl3Cf2vj7ZgjNpjtR6sHgS/L7/WhubkahUMDU1BSAjd4nu90Op9MpDasOhwNnzpxBLBaTbKenpwcWiwUHDhzAxYsXEYvFZB6TyWSSiMLlcgl1WK/fkO6YmJjA+vo67rjjDsk+DAYD8vk8Tp48iZdeekkgkfr6ejQ1NWHLli3YsWMHmpqasLq6ikuXLmFpaQnhcBidnZ3w+XzYvn27vNDV1VXs3LkT+Xwet99+O9LpNP7pn/5JmINUHSDdk9H7hQsX4Pf7kc1mEQqFpHGS2K7NZhMWEutrkUgE+/btw3/9138JNKbCGYx8GBWrzaybbakUaKoscM4RnQkAqTmoGSLpxR6PRyi7mUwG//Ef/4Evf/nLMv8pm81ix44diMfjaG5uRiKRgMvlEidOdRLSe/nzaMyZrQNAMpmU4jxh4YmJCZFjWllZwcmTJyWLYhady+UkaGL0SuIDs2BmblQ1KRQKaG9vR11dHRoaGmA2m7G0tITFxUV4PB5RSWG2NjQ0hJaWFtx33324//778cILL1RQkhkYAaiYRquSbFQHsBkXn4Hvh2efGQzfE59XhY+Bm0QQNTipqqrCZz/7WUxOTsqkhEwmg+npaayvr2Pv3r3w+/0wGo1oa2uDx+PB2tqGokwmk0FVVRV27Ngh2fLi4iKMRiPC4bCcA9ZAOWVhbGwMbW1tUgdlQOpwOCRzt9lsCIVCCIfDAv23trbCZDJJzZDOraGhAT6fT56J5YE33ngDoVBIUKx7770XRqMRX/va1/DII4/gwx/+sLTPHDp0qGKfVR4A0Qq1fkcH9lbINZvKQTHVJYyiXgJqlAWDQXR1dcmFZ+pIvDObzaKurg79/f0oFApSx6mtrUV7e7uk1syAWF8yGo0YHx9HR0eHKIV7vV5MTk6ira1NmDd0AufOncPExISMJaBSBOGRQ4cOicJ1uVzGzMyM0NPtdjsaGhqkr4n4LHFqRjJqr4D6ctfXNzrD19bWxCgxglebOtXoRYUTaFhpSGlkVWPDfd/MNShmkeVyWSAzwgdqjY17zEyI75tDL3O5nAwUZCbS3t6Oc+fOwWazwe/3I51OS02SZ0dtpmZ9VI3QWfMymUyiiUgYh7Ri6jISomN90Wq14tSpU/D5fPJ3PKusg7CtoFAowGKxwGg0IplMore3F9lsVs5/KpVCLBaTYIRROaFdMsgIbXPv1ExDrcUxYGI2qdbH/hBijaZp3wXwAQCL5XJ58MafuQD8B4A2ADMAHiiXywltwxN+A8D7AOQB/B/lcvnCm/0MGkUaTj4bHS4/M1EbtVal1ltUx33nnXfi3nvvxcWLFxEMBkVt/Pjx4+jp6cH27dvhdruFqFUsFiXA4UgWOs61tTUJRsi6ZGbS0tKCubk5mVDAM8y+u7q6OtTW1grsRzvEsoLf7xeRA7vdLo7I5XJheXlZoEdKo/E8nDhxAvfccw9SqRS+/OUv44EHHgAA3HnnnWKTOI1BDdCYfavUdLVORbukBt6/bW0qB6VGN8Q49foN+SCTyQSHw4Hh4WHs2bMHoVAI9fX1EsmYzWbMzMxg//79aGlpEfYKCRQsHp47d05m6qRSKSSTSYGEWlpaMDs7i2QyiaamJmjahmSR1+sFcFN5YmJiAm+88Qbsdju6u7thNBoRCoXEGAUCARw9ehTd3d3w+Xzwer2IRqNIJpOIx+N4+eWX4fP58IEPfEBYOaoz+uAHP4if/exnYnQ5KVen04m0TSwWw9LSUgW819jYiNraWszMzEh/FI3S3NycSCrRQNOg63S6CiacWq/ZrNpqaua3trYxskKtI5JkoHayE2LQ6zekgPbt24cf//jHv1bztFqtaGtrQzabxeTkJNbX19HR0QGHw4GGhgYRciX8p8KJNB78HDSCc3NzeOONNxCLxXDPPfeIUDBrGIwwSe1/9NFHUSqV8IlPfELEP9m/lM/nYbPZ5D3xGQljUrdxeXkZyWQS2WwWuVwO6XQa6XQadrsd+/fvF5FZ3jXCU1RPoeFmLYp7CkACKLWhWJXv+j3X9wD8C4D/rfzZ4wBeKZfLX9Y07fEb//9/AXgvgO4b/+0H8P/c+PV3LjoaBl1qMMxfSZcmhEcnxuBRvU8PPPAADhw4AK/Xi4sXL4pjf/nll2Gz2VAoFDA/Py8MPDbSMmNOp9OS5fBddnd3o6WlRTQWmV2wCZjtIZFIBP39/WhtbUVDQ4MER+pEXvbTVVVVYX5+XoSn2dZCMhdHwJD5y9qQ1+vF6urGdO5MJgOHw4Hx8XH8/d//PT7/+c/jySefRE1NDf7lX/5F9uRWFjChblUqivUrlY7+u9amclBqFKPCF3a7HQAQjUYrPLDFYkE+n5eZSAaDAT6fD0CloKPFYsH8/LwQB9i8xkNAw+xyubC6uip9BGyCYxZCFtfk5KRAROvr65iZmRG8WNM0RCIRmEwmzMzMoLOzU2TxSUPWNA3RaBSTk5NwuVwSibLO4PP55JkZjagGjM2bavG6vb1daPO8THz5vIzhcFhqJNxjOkX+G0b+KqNpMy4VPiCkR4PJPeFSCRXMOiwWC3w+H5xOJ0ZHR4XuzQi0ubkZdXV1MBgMSCaTojaytrYhWswaKKHR2tpaMQ6lUgl2u11o4plMBna7HXv37kU0GsXjjz8Oi8WCw4cP4/bbb4fL5UImk8GZM2fw1FNPweVyYX19HQ899BAcDgdcLpdkbKqzVesO1dXViMfjsNvt0rOnEoYmJyeRyWQwMTGBUCgkxo4O0WAw4Mc//jE+/OEPw2azSabI5yFRhIrVKpxKB/kHOieUy+UTmqa13fLHHwJwx43ffx/AcWw4qA8B+N/ljR92StM0h6Zp3nK5vPBmP4fOhudH/ex6vV7uDm0M742qMQcA7e3tuOuuu/Dggw/ixIkTiMfjosuZTqdRXV0Nl8uFQCCApaUltLa2QqfTIRwOY25uDmtra9Kk7/P5xKAvLCygqalJzk08HpfgxO/3IxqN4tixY2hvbxfpI0L58XgcoVAIVqtVzmehUJBaeDgcFkdGMhEHvS4sLKBUKsm8u1gshq1bt2JxcRHZbFaklvR6PR566CHE43Hcfffdvxa0qDCvyoAEbhKT+BnYKM1Wmd+2No2DUqMUFc4CIArSwWBQMiIO8WNROZvNCvWS+L3Ks/f7/bh27Rp0Oh0uXbqEd77zndDpdHC73SiXy0JGoLxNLBaD1+sVKIiUcQDioBKJBDKZDKqrq3HgwAGhCScSCZw9e1aYMF1dXXA4HOjs7JRagE6nw9WrV+F2u9Ha2oqWlhYp1jY0NMDj8SAcDss4Bx4CRkpVVVXCUOSsITpHu90ukjhqX8Ls7Kw4PpUZxu/NCFHNoLiPm3ERf6cB4dA8teFYdVwA5Gu8Xi+y2azol+l0OvT29gqEShWOmpoadHR0CLQL3BzWp6pWkOFGogINkCr8SQN41113IZVKoaqqCpcuXcLOnTtht9tRLBaxc+dO6YVRdf7Yv6RpGhwOh2RxrCmwFkp4iDPDCLF4vV4hbLB/S33PhF+cTmfF/WGGajAY5NwRBmbmxcDmbWZ9NtDplMvlBU3T6m/8eTOAoPJ1czf+7NcclKZpnwbwaT6fKmyqQk5q0zqdMh0Tz46qsfnnf/7n6OvrwwsvvICRkRHJJoeHh0WI1WKxoL6+Xsa/cE5dIBCA3++HxWKRSQdsvKauYiAQkOnesVgMY2NjOHjwIHbu3CkSakajEW63G/l8HoFAAAbDxqiffD6PqakpeV6v11uRtfDc0padPn0aoVAIpVJJpiZkMhm8613vkrFBDodDhq/+/Oc/x8c//nF873vfw/T0tOwbvz/vHc8L7wgDRpKyeL7+fwPx8bAwBVf7KhhhxuNxiVLI1mImpGma9EXx3wE3Fa2rq6vR3d2NoaGhCtpxuVxGNBqViIobnM1mkUqlhBRhs9lEE4tSIVVVVTCZTGhtbUVzc7Ng11VVVejv70c4HMbY2Jik4YxCgY0UO51OC+7r8/kkIikUCqLdxj4qFuaJK5fLZYmeaSj42ZklqZT6YrGIjo4OaRzVtI2pvHReauc36beblSDBpbL1VEOpOmU1muM+MONcWlqS92q1WpHJZJBIJOB2u6Ujf2FhAQ6HQwzK/Py8kGoYUPAskLjDXia73S7kBkI7fr8fg4ODEkWzmXxkZAR79uwBsDElOZVKVYxXYUavaZoU09PpNBYWFqTPibUqNvSycD86OiqzzXgWaSBaW1sRiUTkZwAQmS/gpoyRWjdQHTWdEs/bH2H9ppT+N6Zu5XL53wD8GwDodLqy2uahqqTw/LMexCCG9473nqjNJz7xCQwPDyMcDst9vnDhAtbX11FfX49YLCaz5/hOfD4fksmkMCepfk971dLSgpqaGkxMTKBYLCKVSqG1tVXq22fOnJHgcnFxUfrq5ufn5XM5HA7J4Bgkzc7Oor6+XnT71tbWMDs7i1KphKmpKczPzwu5y+l0YmFhQYgzKysrmJ6ehs/nE329ubk5XLlyBXfccQcCgUCFYguzaD4bxW9J7KE9Icv4xjv6nS/7TR3UH6OAeeMASfGYD0GDQrLBjh078M///M9ou9ElzyIdgArDC0C0+q5cuYL29nahY1OPj5EMLxadVqFQEAfE2tVDVFz9AAAgAElEQVTly5crKJtnz56FxWJBuVzG7bffLmPcSRsmFtzW1obnn38ex48fx5/8yZ9I4TWfz2NlZUXkSQYGBqSxk1mB0+nESy+9BKfTKfBesVgUeX4WXykbwuiHe8aiLCGhXC6HxcVFHDp0CFarVTIs1fDQoBMfVtlbm20xs6ChUeEEZpNqVMdfGbjU19cL9X9tbQ3t7e2Ix+OCm8fj8QqSQENDA1ZWVhAKhSoCEVKG1cyst7cXmqahtrZWMiwKC/M/FsGvXbuGc+fOoampSbQXaSSpUG0wGOTvCLmxTSIYDIozIYMLuKnzODc3J0FNKBQS1GF6ehqBQADbt2/HSy+9VOF0yBAk/EsohgEQgwG13kBG6tu4IoTuNE3zAli88edzAFqUr/MBCL2Vb6iSaAg5qcw8BjPqcD6qS1C66vHHH8fs7Czi8bjUM0+ePIm1tTWEw2GUy2X09vaira1NDDQdB7+Xx+MBAJmSzWCHY1tIT9c0DT09PZiZmUGxWMTS0hKsVqvUvaliYTKZMDg4iEAgICSMVCols/Aohksn43A4UCwW0d3dLUr9pVIJDocDdrtdGIFDQ0M4d+4cTpw4gfe+970SZJ8/fx6f+tSnkMlkcOTIEQl21OZuErb4jGptWEVt3o4+qO8BeM8tf8YCZjeAV278P1BZwPw0NgqYb2nxQ9No0piohgiARLMApK+Dh4vwHgvHzIwWFhYEc62rq0NHRwfC4TDS6TSWl5fFeDCqmJqakqGHqVQKly9fxujoKE6fPi3d4YQBqJfHjIwGjg6SHeE6na5i0BxT8vb2doEPSqWSMPLy+TxSqZQYJrJkqBDAP8/lcsjlcpiYmBCWj4oNM/2mA4xGoxWXhXunZq3Mwuiwft+ladp3NU1b1DRtSPkzl6Zpv9A0bfzGr84bf65pmvakpmkTmqZd0TRt11s9L6wb8H1w3tKtTZaqQ2GQ4na7xSGZzWYZ+re4uIilpSXEYjG5WDU1NZibm6tQZGAtk0odc3NzcknZ77KwsIBCoYBMJoNSqSQCsbc6noGBAVGmYD2SgQOhONZ+4vE4CoWCtEQQ019cXJTRLktLS5idncXk5KRE2GR8si0hEokIe9NisWBlZQU1NTWYmpoSTTdmDWpWTRiMmRSjZrW+8zatZwF88sbvPwngGeXPP3Hj3NwGIPVW6k8MHmkfiMCorDPaGPU5aIMymQz8fj8OHDiAc+fOCSmnVCrhypUrmJycFGo4tRR5xwmrjoyMCETr8XjQ2dkpotDBYFDqo6zxcdx7X1+f1DnL5TI8Hg/q6uok0CXUqyIKtxJv+DmWl5dFNo3/6fV6GQRrNBoFGdi9ezd0Oh2++MUvSlmFKEFHRwc+8pGPiMINYU4Av6bYo54btX+OEPbvWm+aQf2xCpj84Co0R6PCiCIYDEqDGHXw2BfEyJGblE6nEYlEcPvtt2N1dRXDw8NobGzE3r17xYDFYjFMTU0J7fbnP/85otGopMyLixtBG3XWisUiQqGQUM6tVqt0izMqSyaTFXUPQjuRSAQulwulUgkejwd9fX2oqqqCx+NBqVSSRmSSMGZnZ2G1WtHS0iJRXalUEnHTtbU1JBIJjI6OijMql8twOBxiYHkR19c3VLcJYTU2NiIYDMrlo5MCKqnb6nv4Pdf38N/MygJuDj4jbMfCPiNj4Kb4JzMhVSR2YWFBIuV0Oi2iwVT1aGlpgclkQiQSkcu/vr4utFzSwSkvtba2VgEz5/N5iSKBm4QXGks6gNraWgkSSH5gVsZmaRpSrpWVFUEWCAdmMhm43W6EQiH5meFwWKjkPBc0rAaDQfTiCOutr6/D7XbL56Sj5/PTaaoyS2qdQW3CfKtL07QfYcOe1GmaNgfg/wbwZQA/1jTtUwACAD5848ufxwZCM4ENlObP38rPYODIZ2UfJLM+Ff7lGWIGSWHpv/7rv8bOnTsxOzsror5PPPEEent7K/oyM5kMpqamhGDjdrths9nQ2dkJs9ks+pgA5H2xBsmfx+BwfX0dc3Nz6OzsRCQSEVvIxl2WJjKZDDRNE41Otq4kEomKYMpqtYqqxOrqqqjQMHNT22kWFhbQ3d2Nz33uc6KF2t3djWKxiG9/+9t49NFH8cADD+C73/0u36PQ5XnWSSxSCUo8I6pE2G9bf2gN6m0tYHKpDX+85MTvs9msZC2MjHmAAEiPC40RDROb59xutzS9kZHX2NiIyclJYZIkEgn5LPwe/HpSvK1WKy5duiQ9LrlcDtlsVmYCqRRjABgZGUEymURnZydaWloEPsjn8/B6vVIv4EEDgEgkgkgkIrRxOqZoNCpGKRKJIJlMihEh7EJDq0KOdHA8DA0NDQiHw+q7kAvJw8RM7Q/JoP4YQQ3PCY0KAwIy6ZiFMPqnEeXi7C2yAZeWlgBA3nN/f7/AcYFAQARcPR4P9Ho9otEoBgcHodfrJQNmMJHL5YSym8vlJMsBbmqYJRIJqbcSLnI4HDLtWZ1ZRPLD7OysZIqq5mN1dTVSqRSKxSJeeeUVbN26FXr9xnTerVu3YmFhAUNDQ+jt7UVXV5ew8SYnJzEzMyOQTE1NDdLptHxWlcmpngP1jqoBzB8K8ZXL5Yd+y1/d9Ru+tgzgc3/Iz2EET0esCvFSoUNVM+e5If2+qqoKTz/9NJLJJJaXl3Hp0iUAwNzcHHp7e9HU1CTN9YRvJyYmsLq6CqfTCb/fL+eVzbRqIOH1ekWBhIH36uqqkGtisRisViuGh4dhMpmkd8/hcEj23NraiuXlZaytrUmNmeeF0F84HJbnYVmhvr4e1dXV0qsXiUSkjaWvrw9tbW34wQ9+gC984QsiPBsOh9HT0yOtMmqPGANd9SypCii0q2+23m6SxB9UwNQ0rQxU4pHEtznbpKqqCvv27cNXv/pV2O12XLx4UajkbG5UBTYTiYRQzumMmHHRQWWzWfj9fgwNDSEY3PCrrBGxaa5UKiEcDmN5eRl9fX0yz+k///M/UVNTgzNnziCdTqOjo0PGbRCqW1lZQTgcFpHGVCoFp9MpcNDExISk/HV1dSiVShXOiQ1wlFtKJBIy4oNZHhmMiUQCa2trAg2wn6VYLIoBtVqt4oT4Z7yMPEyU8+HBfRvX2x7UMMNmFH/je0twoDpvRqOEdlZWVoQowWdnMXfPnj0CBa6vr0tQQqditVql/WB1dRU2m01mlXHSLeE61ocACBsvlUoJvMZ3wEtORhdrEKyLst6QzWYrBJNp0KgsUF9fD5/PJxmBpmloaGgQI8OghUSjQCAgsJKaZTC7ozNSM1MadpVkQNmszbpUKEkNIAFIs7PK3OPdZ/A2MDCAzs5OnD59Gul0GtlsFi+++CLK5TKam5uFLedwOKRuXF9fj4mJCZw5c0b0PLn/DJAIhdlsNuj1eqlPLS8vCxynNuGGQiE89dRT6Ovrw+7duxEMBrG2tgaTyQSn04lYLIaVlRWZtkChAhK+isWiBNPsk2ObAksP09PTiMfjoglos9kwPDwMu92OX/7yl9i9ezdqamrwwx/+EE1NTRKsq7wBVVJM7YFicMC7+2YZ9x/qoN72AqaaBXDxoNChcDNZeCaDjwaI0Q/hMGpYsZDOzeIG0VAzEmWTpvrzmaqmUimMjIyIIWIvTTqdlhEYy8vLQvmmyKx6mbPZLKqrq0WLjwaRitPMIKl6TDopIRr+3FwuJ1GV2+2Gw+EQcVBmjIx8+Qw6nQ7xeBx9fX2or6/H5OSkQDdq35Nq4FmH+G9efzAri4eeQQmfhfuosjKBm89DaDCVSgnz6uzZs1hZWZHx64x0a2troddv6CYyc5+dnUUwGJQhgDyPzJBZwGY/E0kPNE5UfeAZ4NczKKPmo9pcrLYWsGmTAd3U1JSoFVRXVyMSiUj/X1NTk4yVr6mpkf9PJBKixM47pbI71eCFzb90Uqxr8vPzaxksbMbFc037wDNOcgvrT2RKAjcHE+r1enR3d8ugVAB49dVXAQC7du3C4OCglAwYHBJGVZmPnFTADJsN48zqnE6nBAlUpmc2xD232+2in2ez2dDY2Ii1tTWpT5FGDmzYHGY6RGKIMjA7dLvdQrAiTFlVVQWn0ym2zmAwYGBgAEtLS5iZmcGWLVvg8/mwvr6O3bt3i3akOkVAhaS5j9xnBopv5az8oWKxb2sBE7ipKE7jojbHkmmjaRrq6+tRVbUxxI8vWu15obGlICdfMKO8YrEoelmxWAzXr19HbW0t3v/+96OlpQUf+tCHUFtbKyQBFWu/evUqzp49i7m5Odx7770oFotIJBKYnJwUmf3Tp0/LzKeLFy8imUyKqgUAaRhmJGG1WkUuhBkY6xBms1kMbalUEhxY0zS4XC7RVfN4PLDZbDIAjCMUbt2TUCiE2dlZ9Pb2SqMlLyQNI38Wf30bV+RGMIO3K6ih0eGlpNEHbjojRnI0CDxbKysraG5uBgDB+fP5vJBm2OxKwojH40F9fT2SyaREyCSb8CKSSJBOp6XxWv35dFImk0lYoKlUCteuXUMqlZKzqqozqFEnI1MGPQxwGBFbLBaMjo4iFoshkUhII+b6+jo8Ho9MfCZCwO9ltVol26Y6Cz83DQnPJfePP1/9sz9CMPP/ealn3WQyVZCx+Nysy/I+GI1G7NmzR9o6FhcXEYlEhLpvNBrh9/uxY8cO9PT0CCJC1fjDhw+LwgvJLUQ/GMwaDAa43W6B7ZxOJzRNk6kKFosFbrcb2WwWVqtV6qZAZZaikszU52XwWVVVJQQwvX5jaKHZbEYymRT5OAb91dXVsFqtKBaLUqaIRqO4ePEixsfHEQqFkM1mRQn9VtvBz6D2tpL9qda5f9d6KzTz//YCpvKz5HAQwydMwRlNbCSbm5uTgi3TREJrsVgMdrsdNpsN6XRa8FePxyMQSTweh6ZpGB0dxb333itFcWL3qiovD67f78edd94Jv98vDbiHDh0Syi+hmEAgIJ+HRcEzZ86gv79fGkDJGDMYDGi7MVZcJVIQxqEuYEtLC1KplLD7yBQqFouYn5/H1NSU/Du+eP6qEiFaWlpw7do1keAHbgo88gC/1R6F33MxqPkyfj2o+T81TTuCDXLE7xXUMDvkwVezQhaLVforMxayJYvFItxuNwAIvby3txcARLeR/WvMruncObbAbDZLR3+5XJaomH/PEfGMzCn/YjAYJAtPJpPo6uqSSJjajsxMqCUIVGb2fH69Xo+RkREcOnRIDBpHgfv9fnmnKnkGgMDiVLlnUV09OzTSbAHhHgKQfVdrqJt1qcEe4SXun5pFUdmb93/v3r1oa2vDmTNnoNfr8corryCbzeKv/uqvBLYj+5NIyMGDB2Gz2bB7926k02lYLBaEw2HY7XZRhyD9nKM0VIKG1WoV26YybDs6OnD06NGKxn6bzSbPxLYTkm+Am3V8o9EoTNRCoYCRkRHcfffdQoyx2+3Q6XTo6+uT4JX3h3Jr6+vrePHFF3H48GEJ0rZv346RkREANxm0KrqhCg6rDFAVZv1t662w+P4oBUxy9BkV82FIsd2yZQusVisSiQS2bNki49j5Mnj5V1dXkUwmpamNTChGr5qmwWKxIBAISDZF/JxwGrFofl/Wa7q7u+F2uxEMBrG6uipjC5xOJxYXFxEIBCrGrav8/5mZGXR1dUmErNNt6OOZzWb4/X7o9XokEgnpf6EjJSuHBpWOi9ldKBSSAXcqjZZRr+pg19fXkcvlBBIkrMmLq0ZZjHD+EKPzxwhqNE2ThljCFrdCmoTeVBYRcJOVyeI31Uj0ej16enoEVqbKCCExn8+HgwcPIhaLifYjYTUWsNX5PryMfGesIfEdF4tFeDwetN1QurbZbEgmkxKkEI4CgGw2i/n5eXg8HqknsG9weXlZiuwGgwHd3d1Ip9OYnZ2VHigaL9YK0um0iOF6PB5YLBY4nU6EQiFEo1ExMDQ4DNhY6GZGxTvLr92si+9EzWhV2F/NOtQo32AwYMeOHejs7MTs7Cw0TcPCwgIGBwelrtvY2Ijx8XHYbDaB+EdHR8XmtN3o2/R6vUJmmZqawuDgoLxDTmsg3Fq+0Y9mMBiQSqUQj8cF6qP6PQDJsAkJk9hFZXO9Xo/W1lYkEgk4nU5ks1mZttvR0QGdTocdO3bAbrcLoYctMQz8DYYNEeNsNotdu3bh5MmTSCaTaGxsRHd3N7q6uiS54HmgPea+Eyrms9EBvtnaFEoSvIiq9+dhZ7THCbNOpxNOpxOtra3So8IDRcbNwsICOjs7RZGBVGJGftlsVpg4HG3AeTzM1gixMdrw+/1ob2/H+Pg4stks+vr60N7ejtraWjmYbrdbaLmsA9FgxWIxLCwsIBQKYcuWLXC73SiVSjIob2VlBZcvX8by8jI6Ozt/jfnFtJtd5OzzIsWYhU6Vssz9U/u0GFnRsHFvVCiA0ZpaWP591h8rqOElZmSn9svxPRDiIkwMbNC/yVAixOVwODA3NycBDS9sPp8X6IXNkqTktra2YnR0VJhbbIIlKcZoNOLy5cvo6uqSz8SzbLPZhMzjcrlQLBaRzWZl7AtZdRwbTxkbBhDUkwQ2DAjPRFNTE2ZmZpBMJsURx+NxtLW1CVxHg2g2m/Hcc8/B4/GIuvovfvGLCsKAuniHGLioo9MJn2/mpbJTVRo9jShw867xbK2vr8tAQELJpVIJe/bsQbFYxMLCApLJJHp6esRWra2tCVoTDAaRSCSwa9cusU2cE2a1WqG7IVDAxn0GlRaLBYVCAblcToIr1hcXFhbwyiuv4GMf+5i8B8J2JIyxb4o6krRNHNGTy+XQ398vmRpwk7nMWmm5XJZ+L9LYqTTx2muv4YMf/CCOHz8utTO1RYW2lgEO955O/62WDzaFgwJuMq5oHNWDw+yCxodFQarxEvtn3Sifz0vWRDaeyvLSNE2aFtvb2yVj6ezsFL0/smny+TxcLhe6u7tFfNHr9Qq9l5ELJ6ZyvAaL2GoGs7i4KIXKlZUVNDQ0SM0jnU7DbDbD5XJJ1mg2m5FKpQQqJOzAC0amkApBcR/VTIhRjd1ulzH1HBHNjI4RPzMrNbLcrEvVx+NnVmtrLD6rZ4TP+sYbb+A973kPWlpaEA6HsXXrVszOzopaOBtZOQ6DGT7X1q1bAQBNTU0ANs5ve3s7hoaGpB1hcXER1dXVuHbtGtLpNFpaWkQBJJVKQdM0nDp1Svqu7rjjDqkl8RlGR0exuLgIt9uN+fl5bNmyBV1dXbDZbJifn8fOnTsRDocRDAYl6AmFQuKcPR6PMMzUmi6JOGazGY2NjdDr9QiHw0J9pkoG745aX1CV8AEICYkZ2mZdKrLBgE21DTSyAIQVzPErbW1tuHDhAubm5oSwtXXrVoGuLly4gI6ODgmMe3p6kMvlEI1Gsb6+jnQ6jbq6OpE0I+yl9nIy8OD3XF5ehslkksGrJEg98MADUrumvdM0TZwZn4G1UBIYSIjo6emR6b+cQxWNRiv6OI1GI1KpFLLZLAKBgGRfrG/Pzc0BgLS0qMQZ4OYgQpXFyiCY622B+P5YS3VMjCJo4HU6Herq6rBr1y488cQTkhXFYjGZacKv1TQN7e3tKJc31AUIxzDyyeVyCIfDsFgs6O/vlyjV5XJhYWEBw8PDuP/+++F2u/GNb3wDjY2NaGtrw7Zt2zAyMoLV1VUR8iRFNJvNSgRJIdlDhw7h/PnzOH/+vDhL6vsxlW5vb0dHRwcuXLgAnU4nTbs8cHwuvV6Pq1evIp1Oo7OzU4q7tbW1SKfTyOVyUsQfHh6GwWAQRiOfT6/XiwNOpVIVLDGVBsqIh4dns9YVVEowcBPqIB7PPSLswCydNPNYLIbz58/jHe94B4xGo/SBkCFJgoOm3dS+W1tbg9/vR6FQQDabFRiZWmuMSgHIiAPVSU5PT8vPqq+vRyaTwenTp1EqbaifU3qIkBprJC0tLYhEIiKxMz09jYceeggejwf5fF4col6vl3YJwrhkZVHLsr6+Hn6/HysrK1hYWBBVFmYLp0+flj1jxsR+LSIVLIiz/4zv4630tfxPLrU/7jfBTgDE0TKQpT05ceKEqIR4PB5s27ZNEB9N22iQjcfjknGTNcl+OgBSKiCphfRx1iSpbMJgkc31TqcTly9fhs1mw6VLl7C4uCjDB6nduXPnzgqHS2YzG2UBCJxNos/8/LwgQkRZCD1zOrjf78euXbuQyWTg8Xhw/fp1eDweqYkODg5Kyw/3kXvLwFytZ3KPVXGA37U2jYNiBKzWQ+iFk8kk2traAECwckIlrKPwgVWaKFNdpq2Tk5NwOBwIBALYtm2bCIQCkAJiNBoVeiXTZTKieOHJemLjL79/JpPB+Pg4jEaj0C/5OXg4a2trMTc3J0xEGr5UKiW0UtaXzGazyOYQauDPZP2EfVKU2GdNTY1yScln8Ry4yThjxHXrnrMGcmuD62ZaKs0ZgGSyZMrxIhCyooiuWs9jJMmM2OfzCeWXdG9mnWtra8KqMplMIhlz6xlbWVkR6RkK0er1G1NPX3/9dbz++uvo7u5GIBAQweBisYi5uTlEIhEZEx6JRNDT0yNZ8uHDh1EoFDA0NIR//Md/xF133YVgMIgHH3xQ1M6bm5srBt+1tLTIMzscDiSTSczNzSGZTAIAduzYAZ1Oh7vvvhu//OUvMTExIZk3oW8VzSCcx4hZva+bOdvmfrAex/vLO8LzzlYXBmxVVVW4du0a3vve9+L06dPCfmT2zj2gukOhUJBJtsDGFAUiLqxX8lyNj4/L3WJTfj6flzOswsTHjh2TzLtc3hCNPnv2rPTm+f1+YeAxA6b46+zsLCwWC9rb2+F2u4UW7nQ6hfhTW1srQgVra2vo6uoSJxePx8XmtrW1YWpqSv59c3MzZmdn4fV6MTU1JWeHVHPeLd5FNbB5W1h8f4zFiEHNotSHW15extLSEqLRKHp6enDlyhX09vZiYWEBv/rVr7BlyxaYzWak02mUSiUpVDJzCQQCMiI9kUhgdnYWPT09iMfj4hTYmc1BhUtLS+jq6sLc3ByWlpZw8uRJlMtlbN26VXB89UXE43EcP35c+p9UyXu1E9xmsyGbzWJubk6kedbWNhTSd+zYAYPBgGvXrsHr9UrdioVswi6UEGHWNjg4iBdeeEG0BensuQdms1kiaa/XK4Pz1ItIQodKT93MSzWYjGI1Tavo9+AFYH2Sy2w2Y3l5Gc888wzMZjOamppQXV2Nbdu2VcgSsbHZYrEI/TebzVYUsgkDlUolXL9+XaA0khiqqqqwtLQkTkan08Fut0skvnXrVly9elUg3MnJSeRyOZw4cQIf+9jHsLKygqtXr8LlciEej6O2thb9/f3wer0iwfTMM8/grrvuEihOHc9CY8i9oGOiiGhXVxdaWlrg8XiE8UpImAaVZBMAv9E58fdvBbL5n1w0imTG8VcGkGTA8v5wtA2NKltcCKP6/f6KWhX3hu+SfUUMiNxutwSMbOTOZDKIRqMYGxvDzMwM+vv7ZeRGMpkUPU69Xi89WNlsFjU1NRIEWa1WjI2NweVyoaWlBQ0NDSiVSlhYWEAsFhM5LN4JslupYpPP55FIJCpqiCyDsP5J3cdSaUOWjRkjnSobyZkgsFTAuhZRMWZXtPlvtjbFiVLp5Vw0Mix2FwoFoUFmMhmJUtXojkaWIxRYECUD0O12I51Oy+FgnxENc21tLRoaGmAymWC1WqWbm+QEfj86HtWhjo6OIhKJCIRkMBiQy+XgcrnQ3NwsfQ2ZTEZqXoTbGM2xWE8FilAoBJvNJs2i/N40jiRruN1uRCIRMSSU6GE9gLOzSKPmiHO1iZkFTTLeVJh1My4aXBrOW4Ob32RUeXlYH2R22tfXh4aGBuzbtw/nz5/H0tISwuEwJicnMTIyguHhYQwNDWFqakreOx0Q5/ksLCxINlQqlWQ4pMGwMelY0zRcvHgRZ86cwXPPPYdgMIiXXnoJBoMBd999tziRq1evyoyhb3/723j99deF3UfIp1gs4vr16ygUCvB6vbhw4YLsyfLyMtxuN5xOJzwej/RaUXeSvSuhUAjPPPOM1J7OnDmDS5cuiZNTs3A14mV9VWVs8d6ylrJZF5U6SJhhHYj1PpWkBUBkwqLRKK5duwaLxYLOzk7U1NRgbGxMes4o88M2E1LH+/v7JXhh7xkdQ6FQwPT0tMgRWa1WbNu2TWbDkVhDMgtrZ2zWpX2kwg3bTnK5nATcLS0tMjDVbDZjeHhYJLKYudXX10uAQtifbRJUNu/u7kZfXx8cDoecF87eo2o62arMktguwfvIgFelmJNT8LvWpsiggEodLzoNGp3FxUUcPHgQPp8PdXV1GBsbw86dO5FIJARqSafTyOfzqKurE/YVGyx1Oh06Ojpw+fJlcXrj4+Noa2uTXiKOR+YhoHOJx+NYWlpCJpNBb2+viNUSNqIjfPXVVwWeMRgMOHLkiBgdq9WK2267DQ8//DCKxSKeffZZXL9+XZSMWZOiU2tpacHExATMZjMaGhrEoDKaymazAuUBQCgUEgiBoz+4j4yojUYj6urqoGkbI6gpgaQysXhxGWlt9iwKuAnzAZDPzwiNl0ON8oGbNOKqqiq88soreOyxx6DX6xGLxcSAb926VbIPQqDz8/OiXr+ysoKhoSFomiYZzaVLl1BbWwun0ylFZtJzV1ZWEIlE4HA4RNjY4XAgGo2KE6P6BNlh/BoqVre0tAhFmc3Ca2sb4+GHh4dRU1MDr9crc65IgydtnKxBk8mEI0eOyMiEe+65Bz/96U/x+uuvi6oKgxNmFkBlkZsKLITMSOzZrIufnSQEOiVVBEDNAgiT5fN5/OQnP0FzczMeeeQRjI6Oynyovr4+6bVkiwF7nKg2TlifZIaamhphVr7wwgswmUw4ePAg+vv7pWQxNjYGg2FDaNbv9wvMys9LRCadTmPfvn1obGxELpcTZICOiOziLVu24Pvf/74QvLZt2yZZYy6XEzSG44cIN7M+xp8VCoWwtLSE+fl53IEZjT0AACAASURBVH///di5cye8Xi+OHTsmdW4GN1TLoR1Rgxm1d+/N1qZxUKpBVLMhvV4vvQOJREIa1UwmkzgHdu9ns1m5KMzKKJLKi0Q2yuXLl0UPi5ewUCgIBLe6ugq3241wOCwNrYTMiMMzIqc6BKMvfg2d4fLysnSgNzU14QMf+ICwgRgdMQqhIa2rq5NOc0JZLNrX1NTI5FzOxeKLVwkS1dXVsNlsWF5eRlNTk0RS6oBGtWeHB0etSW1WkgQAocfy3FAi5lYK8a2YuOqootEozp07h56eHjQ3N+O+++7Dd7/7Xdx5552SjbJxkwokfr8fgUBApKxOnTqFzs5OvOMd78Dk5CQWFhbQ2NiIcnljqGQwGEQ0GpWZXOvr6/D5fPIu1Aya/VmMRhn0mM1m9Pb2wu12i4MslzeagqemprCwsAC9Xo+ZmRns2LEDi4uLCIVCUmNbW7s5bmNiYgL33HMP9Ho9Dh8+LAMNQ6GQ7BcZZiodmPeEzonOn8xS3sfNuFhPUj8ra08MaFSdShpqnU4n2XG5vKG7FwwG4XK5kEgk4PF4MDAwIJJRkUgEZ8+elfpwf38/zGazKKen02n5PWvRn/nMZ7CysoJTp07B7XZLLXP37t2SYVVVVWHXrl1SQqAzHRgYEMahTqdDT0+PlEMymQyuXbuGtrY2oa6T+ZdMJnHhwgUJPhiU1NXVyRTpYrEo6iUjIyNYXFzEv//7v8NiscDlcmHfvn04e/asDC7kHtM+Mtj9TY3dt8ra/ba1KRwUD4dqSAjTUBGag+JaWlqwsrIixehisYjnn38esVgMFosFBw8elC5rOodsNovW1lapA/CSVVdXC+2SZIOlpSU0NTXBYrEgmUyitbUVk5OTKJfL8Pv98m9ogGZmZjA1NYX6+nph3rFngD02a2treOqpp/Dggw/itddew+7du+Hz+TAxMSEQSmNjoxgmvV4vdFQaUw4VY0TGkeFutxtzc3PC6Eun03JIOB7E5XKho6NDuth1Ol1FwZWSPup/jLg3K8SnQsK3Us1v7b6nagD/DY2QOm6aNcCJiQkMDg5ifHwcLpdL6kXc91gshrq6OmkBIO2WmUkymUS5XEYgEEBTUxNGRkaQz+cxNzcnjdcMbviZnE4ngsGg1LMYLBFKBjZGE4yNjYn+pNqblUwmBednL6DBYJBMn4255XIZ169fRygUwv79+1FVVYW9e/dCp9Ph+eefF8fHGiejXnX/1IBGzUA2u8wRHa/KaFMdLHCTOASgggm3urqKH/zgB9i+fTt27tyJXbt2YXh4GB/84AcRiUSQSCQwPz+Puro66XEiPMa+NmYMbJju6+vD4cOH0draKkQf9mHa7XYcOnQIJ0+eRDweR09PDw4ePChK9S6XCy6XC8PDw6JSwdEb09PT6O7uRlNTE5LJJDRNw9zcHN773vfCYDBIs7Ber0dzczPm5+cRiUREPDgWiwHYsDe1tbXwer0IBAJYXl7G0aNHYTab8elPfxof//jHMTU1hddffx1f//rXK3gDKmpBFEkl26ytrYnCyputTeGgVIozH1It1hN24MVlHYrFvqmpKQAQxhMLoPl8XgbHdXd3C/24trYWPp8PxWJRJDwYLdM5BQIBWK1WMfhUrmBEwctrNBrR09MDj8eD6elpXLx4Efl8XlhkzN56enoEq37++eeRz+cFAlBrbWrTKSM7Cjkye6I8DYubzDaZJRFK4GXzer2ora1FKBSC1+sFgIqDxN8z+1PZWpu18E2aOeEOGh+1D+NW+Rrus8omKpVKEogwmty9eze+853vYO/evQLzmEwmgUUZgFAck3UHtemSTY2s2bS3t8sQy/X1daGzU1ZIp9MJVMv9b2lpQTAYxMDAgAQgDGJSqRR8Pp9AkMBN2aLZ2Vn4fD64XK6KcQcsiLe3t2N5eVmyOovFIqrYJPUQESAURiicMlFkhvJME+bbzOvWXksiIKrqitrPw7NFwz8xMQGfz4cPfOADuHr1Kl566SUh1nR1dcHpdIqOJxu9g8EggsGgwLt9fX2Cjhw6dAjFYlEU8FtaWiRIT6VSaG9vR319vcwVO3DggBC/wuEw+vv70dnZKTOi1CGm/J4mkwlutxurq6vYsmWLZC2s6VMj1G63IxgMikA1e70Y6P7qV79CuVzGI488gkOHDiEej+Ppp58W+j0JFnRAAGQv1fNBe8JA7s3WpnBQ6lJp4nyAcDgs7Jj9+/eLCjN7R/bt2ye4ezweh9FoxNzcnPSR5HI50eKrrq7G7bffLhvENNtsNmNiYkJqS8lkEsFgEJcvXxYpG5/Ph6WlJRQKBZEO6erqElFOGrnh4WEZ2lVTU4MdO3bg4Ycfxr/+67+itbUVwWBQIinWy0gFBSD1N9LN2ZNTKpVQX19fgZWfPHlSRE65aOQMBoOMdHY6nVKro4FWaeRkF6msODrhzbhoWEj2WFtbkzlHJH4Qkr0VzmRmSjILVUSOHDkil7y3txeXL1+WxlrgpiinXq/H9PS0wGzMJgBIjwubGevq6sQ5mkwmiWzZL8dgC7jZyW8wGDA4OIh0Oo0DBw7g2rVrACB05fn5eTQ1NUk2RxibxJiqqiqMj49jYGBAaPI8E4lEAp/97Gcl+AgEAlL/IozMSJ/3kA3Q/Iw8PwBkVAfrL2/ziJa3dbF/i8/A1gIGwMwU1Z4v9d+Nj49jcHAQu3fvRm9vL4aGhmA2mzEwMCBMN1L8y+UyYrGY3G+z2QyPxyPyWZqmwePxiDOpra1FsVjE4uKioD7MhH0+nwSfuVwOIyMj2L59O5qbm1Eub0xZpgA15Zeow0gmqdFoRCaTqVBHZ9Df2NiIiYkJNDY2AthwXrOzs3A6ndJiMzs7i8bGRuzatQudnZ34yU9+gqGhIfzyl78U+8HghugFf76qMsHMtaqqSsRuf9faNA5KTRFpSNTpi/Pz87h69aoM/VpcXBQVgIGBAUSjUYTDYWjahlQRISyHw4Hdu3fj8uXLAICDBw8Kdby9vR2Tk5OSMjPTSCQSMJvNOH78uNSjfD6fdIWTgsxmOWLvqVQK73jHO5BMJmWiZm9vrxRAv/KVr+C1117D6dOnEYvF4Pf7EYlEhG115coV6HQ69Pf3S4TN/aDydjKZlIie4rEOh0PmQjHj0+l0aGhoEMYQi/WNjY0iGKn2QQGVw//4DjZzVKz2bBEKUyFisj8JV6mKI6xdAht7yoi2UCjg2LFj2LZtG65cuVLBSGKGQomkXC6HTCYDh8OB6upqJBIJgUYymQxcLpcEOxQS7ejoAACZJwVASAwAhDhjMpkwOjqK5uZmNDU1wWazYXFxUUbOsMePrRUcSsfsy2g0IhKJoL6+HnNzc1KTZA3FZDIJ2mCxWODxeCreNbN3ACJcC0DqoDwb3FP2Bm3mpZ4LGlHWGAkNMzAjogNAsvDvf//7qK6uxuc+9zn827/9Gx544AGcOnUK3d3dcicBYGlpSZppnU4nvF6v1H5MJpM0YtfV1YkzJDRLh5/L5dDV1SXZViAQQEdHB1588UXYbDZ0dXUJK5nBJcsAap/e+vq61C1JwgAgP4NBVnNzszhuNqpfvHgRFy9ehMlkwnve8x48+uijyGazOHLkCJ588kmpWTKrZobNJIOBG8sdwM2p0kwE3mxtGgcFQC4sIxmVTq1OGCXssry8DJvNJhGQw+HAlStX4HK5RLWhrq4OKysrFTJGtbW1EmXzoLIew8iCEBwbbB0Oh3xORs2MRtRaByMG1jmMRiN8Ph8aGhqQyWQkq6EeHLu4if3SSJCuHIlEkMlk8IlPfEIYWVRyN5lMcLlcUtylQW1pacHi4qLAO6SjxmIxafRllM9MRM2a1Ah5MzsoGkiVRk68m59bFb5VWZqEAC0WC8bHxwW7f+655/Cxj30MP/zhD9HY2IhnnnkGe/bsQX9/v7DsCoUCHA5HBeuRWmiMYjVNE4XwtrY2FAoF7Nu3D4lEAolEAvX19TAYDJifn5fMxW63o7m5GY2NjVhZWcGf/dmfCUHjypUreOc734nbb78d58+fx8mTJwUWpAM1Go3wer147bXX0NDQIHAjGWazs7OSTSeTSRw+fBinT5+G0+mEw+GQfeEzcQ/Zx0NIlftIp0eYerNnUHTeRCh41m/NANRon7AwyxDf//730dzcjHvvvRdPPvkk/uZv/gZHjx7FQw89hLW1NSwuLiKRSAgtm0r5CwsLaGhokJYPOnSbzSZlC1XAWX0fJFHpdDr4fD5s2bIFqVQKdrtd6owOh0OmMDidTnlO3o3FxUUZdU8lfU7kphAAs8hCoSBkj4GBAczPz+NLX/oSMpkMXnjhBRw7dgxLS0vCfqT9I+JCZIbMRdZKWRoBIIHwm9UuN42DUmV26IhoJEn9XV5elmiVRqGmpgYXL15EY2MjbDYburu7kUwmJf2enJyUZlyq7jY3NyMajcJisaCvr0/IEdQsGx0dld6S5eVl6HQ6mcUEbIxM5+djXUEtvNMREXpxOp3o7u7Giy++iOXlZTz44INIJpP4u7/7O6ysrGB2dlZYW7W1tbhw4YIcPJ1OJ4K2LMqzT4GHNpfLobGxUeCKxcVFyT5dLhfOnDkjneHhcBiNjY2YnZ0FUNmXQPae2oS5mReNiIqBA5WjyhmxMTJkrwuzgkwmI537wWBQZn4RGs7n87h69aoUsBlMMNp2OBxSs2HjJSWrpqenxRi1tbVhaWkJa2tr8Hq90ljudDqRSqWg0+lEF4/F69nZWdx5552YmprCZz/7WZhMJoTDYZmFFgwG0dHRIcbIYrGIEgSzPGbcpMkPDAygVCqhtbVVjMiVK1cA3IQnVWUWniOqXLP2RsiQZA4ats26aEj5jKpsE/+Od50QupqNMstZWlrCM89sTIr55Cc/ib6+PoyNjeH48ePo7e3FoUOHYLFYZDxOKpVCKBSCz+cTggwAeeds1meZgExiOhs6SKvVinA4LO0wbW1tknHZ7XZh/JLJSoiNPXQk4kQiETQ0NMDj8aC5uVkybQrIplIprK2t4cyZM/B4POjt7cVXvvIVzM3N4aWXXsITTzwhgz4BVAjvMpNS67MqKqZKj6mEld+1No2D4iFhTYARPbABh0QiEWmm5ebw5YbDYaTTaezatUuKv3R0NTU1mJqakkxsy5YtMBgMoqXHKZdM80OhEEZGRirm7xiNRhFiNZvNFXIeage5SnFX8XweGr5ADhyj1AoPE7MiFiZ1ug2pfiojr66uikwJyRSMdBnBU4NNnXUTjUYxOTmJvXv3SmalUsi516SJqrR1ZrObbTHbJclD3XNmVgDEqLJQy6/n2VlfX0coFML09DTuuOMO/Omf/imOHz+Ob33rWyIjQyNcLpeRyWRElDOZTGJkZAQHDhwQ0kA2m8W5c+fQ1dWFT37ykxgYGEA2m8XVq1cRDAblZz344IMYGxvD2NiYzG7asmUL/H6/QNBerxd1dXWYmJjAyy+/jPe97324cOECjhw5IhDizMwMfD6fMDjj8bicrf7+fuzfvx+FQgHj4+P46U9/ip/97Gf4+te/jve///2SvVGJW6UEE+Jj/xAJIoRqVGhYzag262IGzRlbREGqqqpkyi1QSaYhw5U1PN6Pc+fOYevWrTh27Bg+//nP4wtf+AKMRiNCoZBAyjMzMwLPdXd3w+VyYXV1FTMzM4hGo0in09i9e7fAgBynsb6+jpmZGRiNRhnX7vP54PV6Ybfb0djYiGg0CqvVKnvOc81AhL1LmqbJOZ+amhIxZE3TxAHq9Xrp3QM22KJHjx6VQOpLX/oS4vE4jhw5gtHRUfn3vFcqa5Zq5TqdTuwY7QizU0KCb4ViDmwiBwVAshIae3rcVCqFxcVFzM/P4+zZs7jtttvw/PPPi1NhH5SmaQiFNoax7tixA2tra9I82NDQALPZLBIgNDJk9C0vL2N2dlbmK/HykWpJWZN4PA6PxyPOh9EzD8m1a9dkVAYx/tnZWSFzcN4OJ1ISPuR4BPbClEol3H333fD5fHL4rFYr4vG4wDD5fF4yt9XVVWQyGTQ2NiIQCEDTNPT09MjE1ddffx0HDx5Ee3s7Dh06hJ/97GcVzBs6LNZZVLHQzbhoOFUIBoBAJXwelbmlZlt8Pk3ThGxgsVhw9OhR1NfXw+v1QqfToaamBul0GufPn8eePXuEJBOJRKSv6emnn5ZR3Dt27EAqlRLSzunTp6HX6zE+Po5oNIqlpSXRP+vq6pKxGZ2dnWhra5N3yqmli4uLor332GOPVQwUJKuVvU6lUgmdnZ143/veJxnP0tISxsfHMTU1hQ996EOSvVksFvT29sJut6OhoUG0JkmOYD2BWbzqwLinNEDMuN6q0fmfWmqDqCrzxf2jUaUzY6ZIu8TgZmVlBd/5zneQTqdx33334cc//jHe/e53w2az4cknn8S+ffvk3VLhfnl5GTMzM2hoaEBnZye6urokGAyFQnA4HAL5c+J1fX09AIh9I2PT6/Uim81KjdLhcAi5JxKJwOv1SkZP+SwKE1gsFiH9XL9+HeVyWd7/yMgIXnnlFaRSKXznO9/Brl278M1vfhNPP/00zpw5U0HRV3snAVQE5LfC7AwQ1aZo7uWbrU3joPhg6mXgQ7BIWSptqJH39vbi5ZdflmiOxUBOs6TmnN1ux+zsrBTICYFls1mhgRcKBcFTWS/weDxYWloSA2ixWGCz2QRbBVARuZNhuLq6KmNBSDWlkvrExIRM+S0Wi5ienhYogVEOAJk1VFNTI7UI9eKrlHRqhRFO1Ov1aGpqQi6Xk+i+pqYGLpcL0WgUQ0ND2Ldvn0Bd6tAzNWNlNESDtRkXnSlhEUIL/JWLxrS2tlbgPgZBvFBkN/FiAcD999+Py5cvY2xsTLJfzvUhIeLMmTOiuWiz2RAIBFBTUwO3241YLIZ/+Id/QGtrK/72b/8WP/rRj3DgwAFYLBZcu3ZNgpqtW7cinU6jp6cH2WwW09PTot1HllahUMC3vvUtHD58WKCmQCCAV199Vdhhy8vLuOeee0SqKxKJIB6Po6amBrfddhsOHTqE/v5+/OhHP8Jf/MVf4FOf+pRQjS9cuICrV68CuFlHIKuMe6VGyRzVojp83p/NDPPd2rul1ikZxNDgqjp9aqBmMBgEjn/22Wexa9cuHDx4EI899hi+8Y1voLe3VyYYsP5ts9kwOTmJ7du3w2AwyLQF1mh4f9l7SWd/4sQJ7Nq1CyaTqYLUQNmlrq4uxGIx6SkqFosV2SADUGbnQ0NDaGtrk0xfr9fj+vXrOHfuHEZGRlBVVYWqqip88YtfxP79+/Haa6/hxIkTOH36tLxrFa0AKgUWuD/q3/Hvub8MCokmvdnaNA5KrRmozgqAKAp/9KMfRT6fx2c+8xmcPXsWp06dkpEGAHD27Fl4vV5hsJRKJZkaSfgtm81KxEw9NabSwIaxvvvuuzE0NIRLly5Bp9OhtbVVjMDS0pKwsyibQkKD3W6vUEm2WCzo6OhAV1cXLl68iGee+X/be/PouMorW3zfklRVUqkGlUpjWZM1eJKMDcYYG4MhDsY0YxbDe6sh5JGQ7vVeSPfqdHdId4eX/Fb3alZ6SOfl9SKdlwRDBojTJDE0NtgYFPAQD1geJFvWZM1VKpVq1FCSSnV/f0j7+JNxggPILuDutbwklTV8VXXvd75zzj5770Bvby9cLpcQO8bHx1FbWyuOqYODgygrK0NeXp5MnWdlZWFgYECCFT1iVKmQjIwMcWKtrq7GHXfcgTfeeANtbW0YHR3Fddddhx07dmB4eBibN29GX18fjh07Jq8zLyo1s0hnFh8vclKF+RhPa8ys1QYuiTHMAviec/D7+uuvlwHcRCKBu+66C729vbJRqWK6NpsNN954I3Jzc3HixAlhS23atAl2ux2nTp1CUVEROjo68J3vfEckq7iZ8xry+/2SNff39yOVSuHo0aNwu90yTlFbW4uKigoMDAzA6/Xi5MmTSCQS+MIXvoBQKIQ333wTDQ0N4hk1OjoqDfnx8XG0t7eLZM69996LtrY2HDx4EOvWrQMA5Ofny8bI56pS6NlPYMbE8jcPOPz8UqRrrhS4t6gWMyzbqWotvG54EFAfVxv8JNv827/9G3Rdx913342HHnoI999/P9rb21FaWoojR45g9erVqK2tRV1dHRwOB3JzcxEMBiWgqweszMxMeDweqaR86lOfwszMDCKRCAKBAIqLi1FVVSVZXFNTE2688UbJ/LiuyclJBAIBMVp1u93Stz579ix0XUdPTw8aGxuRk5ODc+fOYfny5XjwwQfxwAMPYOfOnXj++ecxNDSEV199FQDe9Zqpoypqq4OlURIimJEzw6Jbw6XuK2kToAgGG/Vz9mRYUistLcX69euxf/9+jIyMoLi4WCwReFoOh8OIRCKorq6Wod14PI6hoSHh/ttsNmHtcOMihZwnhmQyKWwsbuKadl5CSVUXV03xyJQhm4o0YTLx2P/hqZQnamZCPK1QHJLZAe0+OOPDC9LpdAqRQtM0nD17Fna7HZWVlThz5gzcbjeKiorQ0tKCW265BR6PZ96QLi8ylcGlnobSERyg5utlNpvhcrkQCATmqQLwOfE1ZnBSs8Zjx47hU5/6FD772c/i6aefxsqVK9HU1CTzJ4FAQGxYZmZmhPV53XXXCVHnmmuuwf3334+vf/3rkskuW7ZMXHEnJyfR29uL7u5u7N27V2aHlixZgp07d0pGeODAAaxbtw4ulwvLly/HuXPnhNV6+PBhaJqGO++8E2azGY2NjXjyySflFEy33q6uLhQUFMDtdotbMOfyqqqqcOjQIZSXl89znFZnutQGNjchnog5tKz2p8xms5TF0hEX9izZW+Whg/c7cL5cxZ9TS1X8ef7/wMAAvva1r2F8fByVlZXYvn07fD4fHnzwQYRCIbzzzjvYt28fvvKVr0gbgH3pcDg8b9wjJydHSnDqjB+Df15eHtra2pBKpVBXVydknI6ODun/FBYWyoGc/Uiq3gBAMBgUFX+Xy4Wqqip8/vOfxw033IDFixfjpZdeQjwexwsvvICjR49KoGbgUYfh+TsZ+Jkl8X7k9/OQeOE9eSlImwClZk/8qJ7ik8kkwuGwzP48/vjjePnll9HS0oKSkhL09PTAYrGIxbLL5UJpaalQtTVNQ09PD6xWK1wul1A0+/v7xZdJ1XZj2VDTZmVlRkZG5JQJnE+f2QtYtGgRTpw4gZmZGYyMjAhDhgZybrcbkUhEZiW4sQJAf3+/kB44N5OZmQm/3y/9ApqEsTTJ/pLJZBLDRWCWHURmWDI568Sbm5uLsbEx3Hnnnejt7UVrays2btyIV199FalUap4MULr2nC4Em8OUfGKwpviq2tRXAy5PwtPT01L2s1gsaG9vx9jYGBoaGrBhwwZYLBZxpu3s7MSSJUtk9igSiaCtrU0GqFesWIG1a9eKnuL09LRsHhkZGTLBf+zYMVEW+PWvfy29kLvuugtHjx5FOByW58Vy9PDwsFjA/NEf/RF27tyJ6elp3HHHHfjqV78Kq9WKmpoaJJNJnD59GpOTk7DZbND1WZ0+TdPQ1taG5cuXo6ioSBiARUVFIqfFoXbeZ7wO1D4e//9CrUOekgHIwHG6Q1WpYUmTmRL3HfX5q9kX3zMGMW7KTz75JMxmM55//nncfvvt+Na3voX8/HycOXMGP/7xj/Gv//qvKCsrk0Or3W6H1+uFw+EQc0P2qDIzM6V0R5dtlvnGx8dRV1cn7MpkMomenh6UlZVJVYfuuytWrEBrayvefPNN+P1+BAIB2Gw2lJSU4KGHHsKjjz6KiYkJ/OY3v8Hx48exe/duPPnkk1LuJtSsSX3PWW1hO4AZuMruJPizzLYvdZ9JmwClMrAuTLFZnuPN0t3djcWLF6O+vh4dHR1iEmgymURJwuPxSM+KUiH8x42JlE3+HTXocKAulUqJcypwfpKegYbrGh0dxdDQkMgrVVZWypvAUyXZdUzt2T/ihsqLIpFISGY4MzOD0dFR2O12KT/xhMVATisPnvSvuuoqCVxsZg8PD2N6etYN+OzZs6LKTSIKL0JmFcwqmeGlG3id2O32eRsr/WlMJpM0innjkDCi+uswINCuhOWxxsZGXH/99Th48KBM1tfX18t8HXuSZFYNDg5K/Z9q0T09PcIa5WZHRZOGhgZ4PB4cOnQIb7zxBkpLS1FZWYnp6Wn09PRIHzWVSuHMmTOoq6tDW1sbhoeHRT/P5XLhzjvvxMzMjKit0LcHwDxbl02bNiE3NxfRaFROz8DsxhEMBmV+SS33cuhS7dupNHReJ2pP71Kow1cKXJsaeNWMADivUAK825dOVfrgPcvyPoPanj178Oabb+LBBx/Etddei9raWnz/+9/HX/zFX+DQoUMoLS2FyWRCc3MzAKCiogL33nsvkskkysvL5YDO2UyqU5DwQI8mjs+wSsQDKgNtPB7Hz372M3R1dWHVqlUAZvtDDz30EL70pS9hamoKu3btwujoKF588UU0NjbKAYNZolr+577Ae4nXAF9Tvh4q2xGAlB7VRIOEjo9UD0rl7jMIqOwsALJR79+/H4WFhdiyZQs8Hg9++tOfIisrC6tWrYKu6+KLQlaf2+2WuQOr1QqHw4GxsTFhxWRmzsrwq6y7gYEBSfvJntM0TfT5VEaPxWJBV1eXqAjTc6WqqkpucJYOQ6EQJiYmkJubK7XaeDwupBDaNJAGTwp5PB6H3W5HUVGRNExJwKB9dyKRQFVVFTIzZ+2jeYEtXrwY09PTOH78uPS8/H4/6uvrcerUqXknIF6EDEqXmopfblx4rVA6hX5IfC0pF6P21hjA2KSenp5GX1+fNLI3bNiADRs24J//+Z+xadMmTE9P45lnnoHL5YLX68Xk5CROnz6Nnp4eLF68GM3NzfjqV78q1hirV6/G7t27UVZWhv7+fjQ2NsLtdsNut2PFihU4fPgwLBYLysvLsX79epw+fRo33HADjh8/LrNLRUVFZ65lmAAAIABJREFUyMjIEBsZVg7y8/OFUXr//fcLPZh05BMnTmDRokVwOp2YnJxEd3c3Vq9ejYGBARQVFYmEzpYtW2Sj5omWmwtw3lFAPbzwcfZNWPbmpsiyVzpCpTfzIzdRlTGsHk7VvolaalNLXWqmoPaynn32WWzbtg0lJSXYunUr6uvr8c1vfhOZmZl4+umn4fP5MDg4CLPZjF27dmFgYADr1q2Ta3TRokUIh8NirbJr1y4As4eGffv2iW4oxWitVitGRkbkn8vlQltbG2w2G2677TbcfPPN6O3tRTAYxDPPPIMXX3wRx48fl9YIM2QeNtT2CgOKSiJRqxE83KsZJtmfFw7kqj3gS0HaXFFqIOKTUW8Kk8mEM2fOiM11PB7H4sWL0dHRgdtuuw1vvfUWpqamUF5eLqoM0WgURUVFcDqdktnwxvf7/fK52hBmKs9TFKey+Y+lJA78cfgvGAzKejVtVrae2ncejwfxeFxoxKzF8mLnRwDz5q+AWRkeDibTC4pEidHRURGlpD9UYWGhPB/OQ6iyPPy7lHZi01SlmjMbUdP8dAPLYAz+3GBoNEmqOSn//H8qIfC94vR8ZmYmzp49i8nJSWzfvh2JRAJLlizBvn37RKqmqakJZWVlsFqt6OzsxKc//WmUl5djbGwM27Ztw6ZNm+D1euH1emEymTAwMABg1vZ7ZGQETqcTJSUlyM/Ph9frxeLFi0XxPB6PIxAIwOPxiCo2b2ayu+iiyn7PddddJx4/jY2N8Hg8+Mu//Et873vfw9q1a1FUVIQXXngB69evR05ODvx+P1auXInFixeLoC0AOZVzA2YJhyKxAObN3TEzBc5TjplBpDPISuVhhRsnAxUPxSoTlIdIbra8N4DzUlvcNxis1SwiEong2WefRX5+Ptra2nD99ddj+fLl2LJlC4qKinDgwAF85zvfQSKRwOnTp5GbmyvVEv5+ChIAkIMO13zo0CEpPdtsNoRCIRQVFWHZsmV49dVX0d3djTfeeAOdnZ3Yt28f9u7diyNHjgA4L2fFsqaa6atVLB5WeU3wAMs9Q30t+f9Uj+A1zAyU9+FlKfFpmtYNIA5gBkBS1/U1mqa5AfwcQCWAbgAP6Loefq/fxdIBSwWq1Ao/Hjx4EF6vF263GwcOHMB9992Hnp4eNDQ0oLS0FAcOHEB1dTWKi4vR1NSEiooK6R85HA4JXHzh6MrL8mBGRgb6+/vFiM5qtUqTnBsG+1TMUKgYHY/H0dvbK7TStWvXwuPx4MSJE+jv74fb7ZbspLi4GBkZs9pbqvo1y3bsrdAWPi8vD6WlpTJEyVMtFaf5Go2MjKCwsFCyw7GxMbEop+QS7cWXLl2KdevWoaurC2fOnJGLkhcs8G4KaTqBsjLsEaqyVE6nE0NDQ/K9VqtVLAbUcozaZ+AwbSgUQnl5OU6dOoWXX34Zq1evRm9vL/7sz/4Mf/d3f4c1a9ZgdHQUV199NW655Ra4XC5UVlaKWsDw8DCi0aj0v6LRKLKzsyXzCgQCqK2thcViwZkzZ7B//34cOHBAyC80J+RGyDk7j8cjB66enh6sW7cOWVlZYiGzefNmvP766zh06BDGxsbQ1NQkPSiPxyM05FOnTmF0dFQcW1OpWfXzVColWm7cyFOp1DxiCTekC1lb1AFM5/Ie7xm15wRgnl079RxJI+fzY/BhhqAGZLU0zsyA9wzvZ13XEQqF8LOf/Qy/+tWvYLVasWXLFixZsgQ2mw2PPvooiouL5zn7BgIBDA8Po6qqColEQmzW6c4cDofFHTuZTKKoqAg1NTVwuVyYmJhAY2OjzDr++Mc/Rmdnp8x3cq9RWYrsJfEeUpl6KolMZeDx/9UDt2rNwkyUwU5lAV4q4/PDyKBu1nU9qHz9BIC9uq4/pWnaE3Nff/W9fom6aD4ZlVkGzKqad3d3i5aYyWRCWVkZzp49KwNwra2taGhoELFVKgDb7XaZ5wAg6r7cqHJzczExMYGBgQH4fD6UlpbKXIFKp8zMzJQ5A84wDA4OiqWz2WyWDYlvEi8w9U0h3ZKzOGqJDTiv6s4ZCd4gZKtxPovPh8rA3Cx44gUgzW32zRj8ampqUFdXJwN7KiuHp6J0PRVnZGRIDT6VSkmAotwUbyRuLgwY7ANNTk5KRqKK8r766qui5sCTaVZWFo4fP45Fixbh6NGjGBoawm233YZf/OIXqK6uxuc+9znU19fDarXi7NmzyMnJmaeSzxJKIpFAKBTCmjVrpP+oKj+kUikEAgFxy6UKP0tMPF1XVFTMK5FQDaCrqwvZ2dm47rrr8Mwzz8BiseDaa6+VLDIjI0MYqrm5uRgaGsLbb7+N3t5eeY1YVlYHL00mk5SR2OMDIKouzBZsNhv8fv+VuiR+L9QKCTdT1aKcPUu1B0tlfG7QDB68L9QRBvX9UFmBfB0ZvLkfPf/88xIgMjMzhbhFDymXy4VFixahu7tb9iCLxYKRkRG53jVtVimit7cXO3fuRG9vL5qbmyXT4VpYemWgUA8c6r3OEQ3uBSqTWA1kJDvwsMe5ON5r6sgO+1IqW5KZ+KVgIUp8dwPYNPf5swAacQkBShX15JutXizcWPbs2YMNGzbA5/MhHo9j9erV2LVrFzweD7xeLzo7O/Hyyy/LbMfw8LAIyo6NjeHEiROorq6G0+mUEwMwu8GHQiGxdOdNSSdfl8slb6zP50NlZSUsFgv27duH3t5eGcAtLCxEdXW11PuXLl2KpqYmxGIx3HrrrYhEImhvb5eUXB0AVE8rZrMZxcXFGBkZwfT0tJQKKSKZnZ0Nq9UqQdtkMsHr9c4zR6OIqNVqFdJIX18fOjo6kEgk0NDQgOXLl+O1116b1yRXbQfSUeYImL34OWBNYzbeJJwxIeuRczwkxPCGY1+PGfXevXvhdruRmZmJhoYG+Hw+BINBeL1epFIp/Omf/in+5m/+BhkZGfjbv/1bRCIRvPLKK/jGN74Bp9OJb3/729i4cSPeeustuN1uCTLxeBxZWVlSfmSNPhQKIZFIYOXKlWI6yFkm9jfZN2VPdXJyEp2dnSgoKMAPfvAD2O12dHR0wOv1Ih6P4/HHH8fZs2fxX//1X/D5fFi6dKl4ldHTqa6uTu6ro0eP4rXXXnuX3QZZhDwdq+xTMh95QCNBJ50zKIJZIHtoLDnRloQbNw8QPNgwmKjUaf4uVQKKe5dKR+c9rgZDXoP8W8FgUIguaqlNJSZwf+RjVH3h11wPMyAA82b/uB61H8SfY4LAzEoNsNyXVJUNld2oPh+un4dkvjZqSVDd498LH7QDrgPYrWnaO5qmfXHusSJd131zb5IPQOHFflDTtC9qmnZU07SjfDPVlJrBiTclS3IzMzPietvZ2Ynh4eF5PPxt27Zh/fr10DQNkUgEp06dwunTp3HkyBH09PTA5/OhsbERe/fuxYEDB3D48GHJgGiJXFJSguHhYbhcLglYLAUCQGFhIV577TX5PUzhnU4nampqsH79eqRSKbjdbuTk5GDFihUIBALYuHEj7rvvPjntkzbPGRfONlVWVqKyslLME4HzahnM+qjfRmZiMpkUhlA0GpXm+szMjEyOOxwOkUGhCy9JBWr5Rj3dpGsfigPSvHmYFXHejeVQZpJqAOOmy0DMEyD7fGfOnME999wDXdeFWVVUVCQae9dffz2am5uxd+9eDA4OYvHixaIE8Q//8A9CPJmZmREBWG72yWRSrmNmXLRHIPuO5WQessgIZXazbNky/Pu//7swWletWiVeaDt27EAsFsOiRYtEpJjv6cjICMrKymR2TvUf4muoZnzcrNjjY6bEEzlPzPx/XqvpCJaiWMLkc+SGrpbZVeIDDxRqrxM437skuKEzO1B7c7yv1L6W2lZQyQmpVEoOC3zfaEKqvi/j4+PzhmL5vPj7gfPkD+6n7KWpZCgGGz4ntYSXTM7KsLHyQ8YiMJ/scGG/TiVaMIjymjGbzZKFXgo+aIDaoOv61QC2AvhfmqbdeKk/qOv693VdXzPXt5Kor5aa5r5PPjI9PHXqFKampjA8PIxz585h5cqViMVicLvd6OzsxB//8R/LDU9mncrCIWsvEokgHo+joqJCaJrZ2dmwWCxSnrNare+al0ilUhgYGEBfXx9MJhOcTid0XYfT6URpaSmqq6tFUZqZUjgcxokTJ6TUx9On+nxZ6qGmW1ZWFnJyclBQUDBvLUyxVXFGj8cj9vL8vQDmlTR5AiLFnY+RLKKytS4MVOkKPj9uMLzxSBShKSBLWPx/APNeI5YsWlpakEgk8NZbb+GRRx4R1mZGRgbKyspQXFyM0tJS/PznP8eOHTvQ19cnZdUf/vCHOHfunFhqWCwWjI6OyuxRKpUSZ13esOvWrZNhcq4lmUxKZjc1NSUqIhxl2LFjB3Jzc2Gz2bBy5UpkZGSgvLwcLpcLPp8PPT09MJvNaGhokFO51+tFQ0MDUqkU1q9fj8nJSfzgBz/AK6+8Iv0mTdPmbSjMuPLy8mS2KpVKweVyiWUNg1hWVtYlWXh/WNA07TZN085qmtYx10p4TzCDVrMNdQCV9yK/R+3L8uOFg6cA5nmLXUg8YObAx+fWPq9sBpz3SWIvjIGOGQvBYKGOx6iBgWtQr3MGQ3X9DLT8G3we6vckk0nxl6OYAEuj/Dl9ju2pvhYMpAyMDFQ8GLH0dyn4QAFK1/XBuY8BAL8CsBbAkKZpJXNvRAmAwKX8Lr6hcz8nJ16e2NQX+OTJk+jv75eGsK7rItz59NNPA5jNOFatWoVgMIjm5mY5UVNok8GAsytMgaempoS8UFxcjIqKCmlUk8HEsk0gEBDBTbfbLc6YfX19CAQCaG1thc/nw+HDh3HkyBF84xvfwAsvvIClS5fCbDajvr4eHo9HpO9ra2tRUlKCoaEh+Hw+jI+PY82aNbjqqquQn58Pu90ufYK+vr55XkJXXXUVLBaLWHfoui6bKXB+tooGdzMzM2htbYXD4cC6devmlcc+CuCJEJgN7FRnVksc09PTQnBhj0EdSGXwUgkqHR0dKCgoQEtLi5SBaUxZVlaGq6++GhkZGXA4HFLmvf766+F0OnHw4EHk5+eLrQLnV4DzGws3L/YUKyoqsGjRIgmqnLlTsxmWljmKYbFYpHxLzUi+r8wYXS4XHA6H9AnI5GRGyMFg2tiQIMEsicQR9sCi0ag8j1gshnA4LIPK7EldrnKwpmkZAP4dswfj5QD+u6Zpy9/r5/hacF9R6eXAeUNDXkNq6YzBgO+FmlHydefhkO8lS4dqH5dBUQ103OOYgVH2iIdP/m0GELXUx2tJLTmqAZi9MwZEPk8GID53Vd6MeyH/8f1Vs0I1iPO1VIMq93AeCtXqDJ/HpeB996A0TbMBMOm6Hp/7/FYA/x+AlwA8AuCpuY87LuX3XVgzVTMnnix4c/v9foTDYaFdcziRmcS+ffsAQFgv/f39YtzGtDUUCskFYLPZ5p04yO5zOp0it8/v5Y3ON0edrDebzXA6naL3l0gkcOzYMakvT0xM4NSpU7DZbMjLy5PSHN9kXqQcpOQGlZubK6cU9orYh2L/hdkTey3MttSLkTdFIpGQMheVJtQyAW/UdAavBYfDIQcDbh4ApBzLzUA9nbL3wMFnlpGzs7PR39+P48ePo7S0FI2NjeI0qx5QzGaz9B3JHh0YGEB9fb0oWyxevFiIFlSq52A4xWdNJhPq6+vnCawODw8LGSaRSMh7Q3+iVatWobu7W4JvQUEBUqkUWltbRXyYOn8MzNR2m5mZwc0334xoNIqXXnoJx48fl2DEngw3R26uAOT1ZZO+oKAAk5OTErRIMLqMWAugQ9f1LgDQNO0FzPa+T/+uH+BzvBjUbEKF+jWD74XPk1kjM6QLszPV9kUNCGpw4+auHhBVghgzl4sx4NRRHLVPxPWwx87AxmtfDZwsf869lvMCj9pvUyn5vKcuzN5UwoWu60I8YQLCg+Ol4oOQJIoA/GruBc8E8DNd11/VNO0IgO2apn0eQC+A+y/ll/FFV180RlpGa54OqUH28MMP48iRI/jHf/xHHDlyRIYj29rasGLFCvT29s6bISDRICMjA1u3bkVjYyPC4TBaW1ulzh+Px0U8lv0aEg7I0qO1PKmhHHSsqanB4OAgTCYTent7cfr0aZHC2bRpE/x+PxwOB06ePIkHHngAW7duxbFjx/DLX/5SFLVNpll1BM66dHZ2Ijs7W3pOIyMj4mtFC29udlQuZ4AlFZ1Btbe3F6FQSAZIrVYrwuEwTCYTGhoaxBZA7QOmK9iI5Q2n1uRZqtK087JBnBMDzm8OpN3ymmLQ+u1vf4vPfOYzGB4exsaNG9HY2CgGg9XV1RLI+dr9+Z//OTIyMvAv//IvYsXCWRb6/GRkZIibcTwel/k6v98vsjW0TOEMCRvoFDbWdR2BQEBOzGTRjY6OCsuOwYWHn0gkgpKSEnFa1XUd3/ve9xAOh9Hc3CwHErJF2ctjwGL5T7WfiEaj0rPifQq8e4NfQHgB9Clf9wO47sJvmuuLszc+CaB5oRakltcuhos9zoBJVjAAz8zMTBA4/1qqB9L3wsVef2Y/xB8SHNTfN/f3PclkMnjh96l/4wOozlRc7MH3HaDmTi9XXeTxEQCf+kN+F0ss7A+pU908DaggYUKlhtbV1WHnzp3IzMwU4kAikcD69evR3NwMv98vQ6yUBCopKUFbWxt8Ph8yMjJQVVWFSCQCALDb7ULjVht7bDbb7XZROKfpGF0rrVYrWlpaEAgEcM899yA/P1+yq0QigVgshv7+fkSjUbGzr6ysRE9PjygDALMeVgT7Wfn5+TJnw8DJpi7ZXn6/XwIdM6ZQKIRgMCgbeUVFhcxv2Ww2LF++HF1dXfMkpdKVIAGcz6wpW8WTHFXeWf7jAYfMNDacWZagYKhKqiChobu7Gw8//LBs3ABEYT43N1eYpMePH8eGDRvw5S9/Gc8995z0mNasWYODBw8CgNTwObowMTGBDRs2yAma72s8HpfnxmuZVHdVpJXBiQoC9BTj3yotLUUwGBT/MAC45557sHv3bgwNDeH111+f53dE0gZLn5Tn4mtJWR9mkiwxqkOt6lDnAuNiJ6d3Xay6rn8fwPcBYI6MtWahF/ZBkO5rvBLrSwslCbWpqDYNCZ6W1eY2yyZutxsdHR2oqKiYZ3MRjUZRU1OD8vJyPPLIIzh8+DCef/55MQNsa2uTsmAikcDZs2fR09Mj7rclJSXzWDk8jWdlZYl8Eq2U2fyORqM4cOAALBYLAoEAtm7dCq/Xi1AoJJPhHJjdvXs3du/eDa/XK46aTqdzXh28p6dHNh1glj24ZMkSaZizfET09fWhtbUVQ0NDwuorKyvD6Ogo/H4/+vv7JXUvLS1FRkaGNMJLS0txxx13YNu2bfNo/ukKljr4/Jlhk9nHz0mV1+ZmRtjHoeiuOozI3zkzM4O3334bGzZsgMlkwjXXXIPOzk4UFxdLX8br9WJwcBDRaBS9vb1obGzE1772NfzJn/wJfvKTnyAWi0lmfujQoXllaIoLRyIRHD16FB6PBytXrsTJkycxPj4uLDyytcrLy4V9mJmZKX5lbGB7vV688847EtCmpqbg9/uRSCSkh7py5UpkZ2djx44dOHLkCGKxmAQmAFIyVIfk1b4KGXsM9llZWXLy5wHhMtLM+wGUKV8vAjB4uf64gcuHtGg0sKEGQJrBwHm9J5X9ojbogsEgMjMzRTWA/SCSJjIzM7Fnzx7ouo6HHnoIX/7yl7F06VJ4PB4R++SUPbMMnhyp2MANjz0ANo8jkYjw/Mni8vv9iEQi6O7uxtKlS1FXVyelO97ssVgMmzZtwo033ohwOIxjx44BgGxA4+PjMtvU3t6OU6dOyecnT56UbJDqxH6/H319feju7obP50MoFBJK6vj4OPr7+xEOhzE0NAS/34+RkRF4PB643W6htLIExtedpbLLOQP1flhZcz8HXZ/VX2RDltcIG8hULlcZSmqPis+V1xnttlOpFDo6OsRojiZvZCKxR0iSxje+8Q10dXXJ4cZqtaKjo2NefxCYLZ0Eg0EMDg4iLy9Phng540b6OwAp3arDkDU1NdKjKi8vl+9NpVJwOBwywU/TQavVivr6ehw+fBiRSATNzc3vYrOxZwmcF0Smkr4ayDlQPDY2JoxDvp6XsW95BECtpmlVmqaZAfw3zPa+DXzMkDYZlNokZKPvwqYhP7Kmv2fPHnzxi1/Ezp07sXz5cng8HgSDQSl/RCIRFBYW4kc/+hHy8/Mlq+nt7cXevXtRXV0tlgokKHCzUG20uRnoui5kh3A4jC1btuDkyZOoqKjAjh07MDo6Co/Hg5qaGrHdpiNrR0eHlBPZzP/mN7+Jo0ePwu/3I5lMykwXG68kXsRiMWESct6K2Y86A8R6NbO6SCSCzs5OTE5OYmxsTEo9bW1tSCQScLvdMJvN4iGUm5uL0tJSMTu7XFBYWZ/G7On4iKZpL+m6/nub3qqYKTdKNpYBSABmyYqBSGUdqcoTwGwznPNh27dvx9jYGJ5++mnJftlTysrKQl5eHuLxuBBipqam8MYbb2D58uUoLS1Fd3c3ZmZmZNg3GAzC5XLB5XJJP6u9vR2RSAQHDhxAWVkZcnNzYbFYpCRdXl6OyspK3HLLLdi+fTumpqaQn5+PoaEhfOYzn0EoFEJHR4c8r5GREaGEA7OEH5YPf/rTn2LHjh1CqedzUpVKeFghA4vjEDTFY48SON/4Vw82lwO6ric1TfsSgNcAZAD4ka7rLe/xY99f+JV9YKT7Gi/7+tImgwLm0xhZclF5/vx/NZPx+/2IxWIYGxtDW1sbpqampCfDm1PTNLjdbiEplJWVweVyoaurSzYN/l1ucqpDKAOY6j9UUlICq9WKSCQiGY3T6cTmzZuxfv16JBIJRCIRkcvx+/1obW1FNBrFz3/+c7zyyiuYmJgQnyGqTA8PDwsLjyfY3NxcmT+gvh4AeZ4sY3HDZtObA6GcbVEHNLu7u9HU1IRDhw6J/9TU1BQ8Hs+VuASElaXr+hQAsrJ+JzinRhouswb22Ph6MQPIyMgQDzC+1xaLRdiTfK85D0fm0uTkJHbv3o2cnBwEAgHoug673Y6+vj4hxFA2yWw2Y2hoaB5xQWVIsofDsQbawhQWFoqSAZlPLLNNTk6ioKBArtVkMonW1laUlJRg6dKlModFQkNubi4cDgcKCwuldL5x40bs3btXDkAMXurgp9qD470GnCcvcc0M7jwoklxCUsXlgq7rO3Vdr9N1vVrX9X+4hO9P980/7dd4JdanpUMj3GQy6TzBzn0t9FhmEdxkL5xcvuqqq3DTTTdh48aNyMnJwZtvvim/w2KxIC8vDyaTCRs2bEB+fj4OHjwoPaiWlhYcPnwYa9asQWdnpxAuqHl27733isWByWTC4OAgDhw4gOHhYdx0003w+/3SP3jggQdw+vRphMNh5OTkYP/+/dA0Df39/QCAX/3qV6IfyE2ivLwcjz32GDo7O9Hf3y9MrOHhYeTk5MhwLpv/Q0NDctJnOYtEiZGREXmNSFPmkGZPT4+UclTKJ+nrAPDYY48BALq7u7Fz506hEM/hnYVsjmqadh+A23Rd/8Lc1w8DuE7X9S9d8H0qK6seC8jK+hDgAfAuxlOaYaHWWKHresEC/F4DnzCkRYkPOJ9FqVPXaimGMwBkmPF7aXPh9/tx33334fXXX583pDY2NoacnBw0NTXhoYcegtlsRkFBAQYGBrBkyRK8/fbbiEQiQhYgQ5CNYdbdk8lZEzAGgo0bN+L06dOor68XMcd4PC4bPkuG8XgckUgE4XBY1s/nMzAwgP3794tuH2v7LM8BkDklNtcnJyfnucQye7JYLIjFYpJFjY6OCk2f2QBwnmmlaRpCoZDQn7u6urBixQpkZGRISehyvv0XeewjzcpK9/UBH401GvhkIy1KfOwNsI4OQMoipJxfbC4nlUrB5/PB4/HgyJEjcLlcsNvtwt7ihk9aeVNTE86ePYvR0VGhoX/uc5/DXXfdhYcfflgGGjk3BUAkhTRNEzuNkpIS5Obmora2FpFIBG+88Qb27NkjRAQ6omZmZsLn8+HEiRNSnqSMDGv3r7/+OpxOJ4aHhzEwMCCW5dPT0+ju7hYjvVAohOzs7HmDnna7HYsXL5ayVEHB7KF1bGwMQ0NDiMViYkmhsgMZ5Ml6HBsbk7/NstdlhsHKMrBgeL8EnA95DT/SNC2gaVqz8phb07Q9mqa1z33Mm3tc0zTt/8yt96SmaVdfhvWVaZr2pqZpZzRNa9E07c/SYY1pEaBU8ORPrTiVFKGW9tS5qZ6eHjgcDsTjcVx99dXw+XwAZhve0WhUhhRpk/ziiy/i3nvvxZYtW2SOxuv1oqKiQqjL7AkxK6G3j9lsRllZGVKpFG644QaxP/jJT36CwcFBNDc3Y3h4GOPj45icnERLS4sQLtgnYHZIaZ6enh5UVVVJ0OHMFQVlBwcHce7cOfj9fvGkIZuKfk+rVq3Cpz/9aTz66KNoaGhAfn7+PGFLstsYIMlyY9A7d+4cAoGA2JBcZhisLAMLAu19yiItALYBuO2Cx2hNVAtg79zXwOxaa+f+fRHA05dhfUkAX9F1fRmAdZjVVl1+pdeYdgGKUOePVMKEqo1F5l8oFILVakUgEMDKlSuFQs1NmbYL4XBYDL/GxsawZs0axGIxtLe3IxAIYP369fOEPOm9RIKE6nbb3d2N1tZWhMNh+Hw+TExMoK2tDeFwWNataZoMdqoMM/5+yvjTviAUCsnsE3+W9GcqdYfDYbHCcDgc4iNDm3uz2Ywbb7xR9PVoHUKpKFWtOCsrSyRPqNweCoXUyfbLAl3XkwDIyjoDYPvHgJWV7usDPhpr/KD4gwk4CwFd198CELrg4bsxa0mEuY/3KI8/p8/itwBc2py+6QKuz6fr+rG5z+OYvQ+9V3qNaRugAIj2HL1wSM9mD4e9po6ODmRmZmLfvn3VNYLlAAAQGUlEQVRYtGgRbr75ZtnUGWTi8Tja29uxZMkSeL1ePPXUU0gmk7jzzjtRU1MDu92OZcuWoaGhQTK3WCwmrqTqlL/FYsHQ0BB+/etfo729HR0dHWhtbUVHRweysrLEk2lmZkbUsJn5qKVKMrZ6enpE8sbhcAhdNz8/XyjBuq4jGo2iu7sbXV1dotJOFlYsFpNeV2ZmJiorK8X4jsw9aoPpuo4lS5agtrYWOTk5yMzMxLp168Rb6Erg48bKSvf1AR+NNX4IuJgskvcKreVC/C5roiu6Zk3TKgGsBnDoSq8xbUgS7wUOlHJzVzd6n8+HqakpxGIx6Louvjrs9YyPj8PtdsPtdmP//v0yZ3Lq1CmsWrUKvb29WLVqFfr6+lBZWYkzZ85IIOTfYMmRWQezGxI2ampqxMZCpcVz6BE4L+nEtbF0aTKZ4HK5xNl2enoaHo9H1kDCBanvuq6jt7cXmZmZ8Hg8wnI0mUwYGhpCOBzG8PCwzDKR/ssMlJ5GgUAAoVAIuq6L8rXf779ccjUGDFwOXBIBJ81wxdasaVougBcB/Lmu67EL+/7qt17ksQ99jR+ZAAVg3vAoBwe56bPXo2karrnmGuzbtw/BYFDsArq7u3HnnXfi7bffFqbanj17kJWVhaVLl6Kjo0MGInft2oXx8XHRdaO9Boc+rVYrDhw4ALPZjOXLl8NsNqOmpkasO+iXEo/HRWaHFG8SPihLw4AzMzODiooKmcvijJPD4RCSRjKZnGcvomka9u3bh5mZGVGYpmoCGXyk6dNVuLy8HJs3bwYwqzeoGuXt378fPp8PKuXfgIGPONKZgDOkaVqJrus+bb410RVZs6ZpWZgNTj/Vdf2X6bDGtC7x/T5wop2lvGAwKHJEzFI4eMiB2sHBQeTn5+Oqq64Swc7q6mpUVVXJZt/c3Ixly5YhIyMD8Xh8XkAIh8MSYPg4MNvL6enpQXt7u/SootEoHA6HKDiolg/8maqqKlRWVgr7kEPAgUBAMjHatVdUVEhZjlJFhYWFYstBuaacnByRzamsrMTGjRtRW1uLgoICVFdXo66uDg6HY56rZSqVwvHjx9HW1ia09XRFOjCy5tZhsLI+GkhnAg6tiYD51kQvAfjs3HuyDkCUZbaFgjabKv0QwBld1/81Xdb4kT4qc9Ofnp5Ge3s76uvrRbbHZDKJ/trk5CRKS0uxd+9e1NTUoLW1FRkZGSKqmp+fj82bN+Pxxx+X0hgVKGw2GwCIfTv/jY+PY9myZaLg0NLSArPZDK/XC6vVipycHJw6dUrUACiPw6n9q6++GrfeeismJycRCARQVlaG22+/HdFoFEeOHEFTU5PoujkcDgwNDSEvLw8lJSXIzs6G2+1Gfn6+2GgwExoZGRFfrBtuuEE8i86dOydahbFYDAAQDAYxMzMjIrmXUezzfUF7H5JIC4htAP4vgOeUx8h4emoueD4B4KuYz3i6DrOMp3fZQ3zIICvrmKZpdgDvaJq2B8Dn0miNC473KYv0oUPTtOcBbALg0TStH8D/xqxn3sWsiXYCuB1AB4BxAP/jMixxA4CHAZzSNO343GN/c6XX+JEOUCpGRkaQnZ2NWCyGzMxMUQgnwSAzMxM5OTlYunQp2traMD09LX2fvLw8UbmORqPzhoFJirBYLCJno9ov8PfHYjEZ2s3IyEAwGMS5c+feZcucnZ2NwsJC3HTTTRgdHYXdbsfKlSuRl5eHpqYmsXx3u92i7zc5OYnR0VEMDg6itbUVZrNZnF0tFgvy8/PR1dWF2tpayR6DwSDi8bhkVKrYrTZnM3H27FkpSQKQtaYx/mCjuoWCrutvzTWTVdyN2U0ImGU8NWJ28xfGE4DfaprmYtlkAdfnA8DmdlzTNJWVlRZrvFzQdX0nZjfUK7mG//47/utd1kRz78H/WtgVvetv7sPF+0rAFVzjxyZAAcB3v/tdfPe73wUA/OY3v8G5c+fE38hms8Hv92PdunWwWq3Yvn07MjIy8J//+Z9oaGhAf38/br31VjzxxBMwmUyora3FyMiIkDOot6bP6Zt5PB6RLiooKMAdd9wBm80mFHcOywIQdepkMonq6mo89thjohlYVVWF4uJitLW1AQB6enpQVFSEJUuW4K677oLD4cDg4CAGBgYwNDSEgoICZGdno62tTdQmli9fji1btqCvr08GeiORCKqqqpCRkSGkDwAIBAIYGRlBKpUSUVjS36nbl8a4JKO6K4h5jCdN096L8XRZNv/fx8pKlzUaMHAxfKwClIqbbroJzz77LEZHR7F48WKUlJQgFAphYmIC5eXlMJvNos7c0dEBl8uFuro6rFq1Cq2trRgYGEBeXt48L6qJiQmMj4/D5XLJXBOdSJctWyYSRDk5OdK/SiaTYinvdDqxdu1aIVGQlcjZo9LSUmRnZyM7Oxsul0vcW3NycmCz2ZCfn4/KykoxSkwmkxgdHUVXVxeqqqpQXV2NU6dOIRaLIRgMCpGCwWl0dFQCbCKREIdidWYszfFRZGQBBivLgIH3hY8sSeJS8Mgjj+Db3/42Hn/8cbS1tWHVqlWIRqMoLCzEyMgIzGYzrFYrfvnLX2LXrl0oLy/H17/+dQAQ6wEqW5A0QWUJ+kkBgNPpFAZdVlYWpqenJRgAECuDRx99FBs2bMDY2JgoQUciEezevRuJRAJ2ux3FxcUiczQ+Po6BgQFMTk7C6/Vi7dq1aGlpwbZt26BpGrxeLyorK5FMJvGLX/wCLS0tWLt2LQYGBpBIJHDs2DH4fD44HA6ZueI8Gd1ZWXpk6S/Nkc6MLGCO8QQA6c7KSpc1GjDw+/CxDlAqvvKVryAQCKC1tRXJZBJOpxMAZCCXahDLli1DbW0tiouLpb9EYgMJD7FYDEuXLkUikRC7A2Y01PJj1kXjQzLxmNWwJ6ZpGlavXo2ysjL4fD4Eg7Pi0tqcWWJxcbH0j1KpFK699lpUV1ejt7cXzc3NsNvtcLvdmJ6eRl9fH0wmE8bHx8W3CICYJZI6r86KMTCpNgxpjHRmZAEGK8uAgQ8Vn5gABQCf/exnsXXrVimj0d7d4XBgYmICBw8eRCwWw3/8x3/g7rvvxujoqGj+cSNPJpMIh8M4fvw4zpw5g2AwiNdee038nxwOB4qLi/HOO++Ikd7k5CTWr18v2oCUJqK/j8PhQE9PDxKJBJxOp+j1ARBTPavViqmpKTgcDtx8881Ys2YNioqK8Morr6C7uxulpaWiakHdv7fffhuBQECswhkQZ2ZmEI1GpbxHY8jLZTj3fvE+JZEWBHOsrIMAlmia1j/HcnoKwKc1TWvHLNPwqblv3wmgC7OMp/8H4H9ehiWSlXWLpmnH5/7dnmZrNGDg9+Jj24N6L/z93/+9fP5Xf/VXyM3Nxauvvor9+/dj8+bNMJvNSCQSYkRot9sxNTWF3NxcRCIRGeytrKxEKpVCU1MTSkpK0NPTg5qaGrjdbhksttvtWLFiBdrb27Fo0SI4nU50dXWhvr4eqVRKKOR2u13o8RaLBTabDSMjI2I7Yrfb0d/fD6vViqVLl6KsrAzT09OIx+NwOp0wmUw4evQoNmzYgDfffBMDAwNob2+Hy+VCSUmJ0OoZwCwWi1iMUCMw3VUk0oGRNbcOg5VlwMAC4xOVQf0u/NM//ZMofI+MjKClpQV+vx/A7KwVsyBKBkWjUWiahrq6OrhcLni9XkxMTEi5MBaLyXwWbbXZ70qlUojFYnA4HEgkEujo6IDD4RDjQbvdDpvNJnbadrtdaOH8G6SXW61WlJWVwev1Ynp6GoWFhSJWazabkZ2djZ6eHhHU5TqYLTFj4vBwumdQBgwY+GThE5tBXYinnnpKPv/Wt74Fh8MhKuos8+Xm5kLXdQwPD6OqqkpmlkKhEAoKCmC1WhEKhaQsNzo6CrPZjIqKCrEn7+3tRX5+Pmw2m8gKUWNv0aJFCIfDAGaJF93d3TLDxD4X569MJhOcTicqKirE5lzXdeTl5WFoaAiJRAJlZWXo6OiA2WzG6OgovF4vBgcHJXAyIJFinu6DugYMGPhkYcEyqHSRpHk/+Ou//msp8ZGcwMxDm7P6sNlsIuw6MTGB6elpTE1NyQwSg5vJZEJ+fr58HggEpAdltVphtVphs9ngdDqRSCQkw2LJjX+PxAqK5DKTysvLk76VzWbDmjVrRLmisLAQOTk5GBsbg9PpFM0/mh66XC6YzWb5nRzyNWDAgIF0wIIEKC19TMLeNx599FE0Nzfjhz/8oQQLzhNZrVbk5+djcnJSZp3q6upw3XXXwWq1orOzUxQtGIQIyhXl5uaKB5PNZsP09DRisRgmJiaQmZmJwcHBeazAiYkJUbWgYzDJD+rXJEJ4PB7E43GsWbMGzz33HILBIAKBALKysqTUCECEa43yngEDBtINC5VBpYVJ2IeFJ554Qno2ExMTsNvtIhg7NjYmPR2WymgSyKxkeHgY+fn5cLvdYo3B38XgROX0ZDIpxAWWFqnaDkAyJW3OHZf9pqysLOTk5MDhcKCurg65ubmIx+Ow2WxIpVLo6uoCAJFropAt5Y+MAGXAgIF0w0IFqPc0s9I07Yuaph3VNO3oAq3hQ8Xjjz+Ow4cPo6WlBVNTU+jr60NRUZH4MEWjUfh8PglMlBCyWq2wWCwYHBwUawwSKJxOJ0pLSzE6OorMzEwEAgGxms/KypJ+E/tUMzMzCIfD6OzsFFNEUuCzs7ORm5sLk8mEJUuWYOvWrejr60N/f7/4PKneUtFoFACkd2X0nwwYMJBu0BZiOFPTtPsBbNF1/QtzXz8MYK2u64//ju8fBjAGIPihL+ajAw/S9/lX6LpecKUXYcCAgU8WForF9wfJpui6XqBp2lFd19cs0HrSHp/052/AgAEDF2KhSnzpLkljwIABAwbSHAuSQaWLSZgBAwYMGPjoYsEGdd+HJM33F2otHxF80p+/AQMGDMzDgpAkDBgwYMCAgQ8KQ4vPgAEDBgykJYwAZcCAAQMG0hJXPEB9lDX7/hBomvYjTdMCmqY1K4+5NU3bo2la+9zHvLnHNU3T/s/ca3JS07Srr9zKDRgwYODK4IoGqI+DZt8fgG0AbrvgsScA7NV1vRbA3rmvgdnXo3bu3xcBPH2Z1mjAgAEDaYMrnUF9rDT7fh90XX8LQOiCh+8G8Ozc588CuEd5/Dl9Fr8F4NI0reTyrNSAAQMG0gNXOkC9p2bfxxxFuq77AGDuY+Hc45/018WAAQMGrniAupgltcF7N14XAwYMGLjiAeoP0uz7GGKIpbu5j4G5xz/pr4sBAwYMXPEA9UnX7HsJwCNznz8CYIfy+Gfn2HzrAERZCjRgwICBTwoWTOroUvBJ0uzTNO15AJsAeDRN6wfwvwE8BWC7pmmfB9AL4P65b98J4HYAHQDGAfyPy75gAwYMGLjCMKSODBgwYMBAWuJKl/gMGDBgwICBi8IIUAYMGDBgIC1hBCgDBgwYMJCWMAKUAQMGDBhISxgByoABAwYMpCWMAGXAgAEDBtISRoAyYMCAAQNpif8fgepdJhFntPsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -495,9 +652,9 @@ ], "source": [ "# visualize center slices (sagittal, coronal, axial)\n", - "slice_0 = ras_postonpre_t1_data_squeezed[128, :, :]\n", - "slice_1 = ras_postonpre_t1_data_squeezed[:, 80, :]\n", - "slice_2 = ras_postonpre_t1_data_squeezed[:, :, 94]\n", + "slice_0 = ras_postonpre_t1_data[128, :, :]\n", + "slice_1 = ras_postonpre_t1_data[:, 80, :]\n", + "slice_2 = ras_postonpre_t1_data[:, :, 94]\n", "show_slices([slice_0, slice_1, slice_2])\n", "plt.tight_layout()\n", "plt.suptitle(postonpre_t1_basename)" @@ -512,7 +669,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -525,8 +682,8 @@ ], "source": [ "# load postmri mask\n", - "mask_post_basename = make_bids_basename(subject=subject, session='postsurgery', space='RAS', suffix='T1w.nrrd')\n", - "mask_post_fpath = bids_root / f'sub-{subject}' / 'ses-postonpre' / mask_post_basename\n", + "mask_post_basename = make_bids_basename(subject=subject, session='postsurgery', processing='seg', suffix='T1w.nrrd')\n", + "mask_post_fpath = bids_root / f'sub-{subject}' / 'visualization' / mask_post_basename\n", "mask_post = open(mask_post_fpath, \"rb\")\n", "\n", "# load nrrd file of postmri mask as array, check dimension\n", @@ -536,22 +693,22 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd')" + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-seg_T1w.nrrd')" ] }, - "execution_count": 19, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -564,9 +721,9 @@ ], "source": [ "# visualize slices with ablation (sagittal, coronal, axial)\n", - "slice_0 = mask_post_data[141, :, :]\n", - "slice_1 = mask_post_data[:, 122, :]\n", - "slice_2 = mask_post_data[:, :, 73]\n", + "slice_0 = mask_post_data[145, :, :]\n", + "slice_1 = mask_post_data[:, 117, :]\n", + "slice_2 = mask_post_data[:, :, 75]\n", "show_slices([slice_0, slice_1, slice_2])\n", "plt.tight_layout()\n", "plt.suptitle(mask_post_basename)" @@ -581,22 +738,22 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-seg_T1w.nrrd on sub-la02_ses-postsurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 20, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -609,26 +766,26 @@ ], "source": [ "# postt1\n", - "slice_0 = ras_robustfov_postt1_data[112, :, :]\n", + "slice_0 = ras_robustfov_postt1_data[111, :, :]\n", "slice_1 = ras_robustfov_postt1_data[:, 119, :]\n", - "slice_2 = ras_robustfov_postt1_data[:, :, 116]\n", + "slice_2 = ras_robustfov_postt1_data[:, :, 114]\n", "\n", "# seg3D mask of postt1\n", - "slice_01 = mask_post_data[144, :, :]\n", + "slice_01 = mask_post_data[145, :, :]\n", "slice_11 = mask_post_data[:, 119, :]\n", - "slice_21 = mask_post_data[:, :, 73]\n", + "slice_21 = mask_post_data[:, :, 75]\n", "\n", "# overlay of postmri with its mask\n", "# sagittal, coronal, axial from left to right\n", "fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n", "ax1.imshow(slice_0.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax1.imshow(np.flipud(slice_01.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", + "ax1.imshow(np.flipud(slice_01.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.2)\n", "\n", "ax2.imshow(slice_1.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax2.imshow(np.fliplr(np.flipud(slice_11.T)), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", + "ax2.imshow(np.fliplr(np.flipud(slice_11.T)), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.2)\n", "\n", "ax3.imshow(slice_2.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax3.imshow(np.fliplr(slice_21.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", + "ax3.imshow(np.fliplr(slice_21.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.2)\n", "\n", "plt.tight_layout()\n", "plt.suptitle(mask_post_basename + \" on \" + robustfov_postt1_basename)" @@ -636,19 +793,19 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.898 , 0. , 0. , -115.22799945],\n", - " [ 0. , 1.45454192, 0.21941006, -128.99696517],\n", - " [ 0. , -0.36649898, 0.87078309, -20.81916049],\n", + " [ 0. , 1.45454049, 0.21941006, -126.48405766],\n", + " [ 0. , -0.36649862, 0.87078309, -13.1171681 ],\n", " [ 0. , 0. , 0. , 1. ]])" ] }, - "execution_count": 21, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -667,22 +824,22 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_space-RAS_T1w.nrrd on sub-la02_ses-postsurgery_proc-inT1_space-RAS_T1w.nii.gz')" + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-seg_T1w.nrrd on sub-la02_ses-postsurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 22, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -695,14 +852,14 @@ ], "source": [ "# postt1\n", - "slice_0 = ras_postonpre_t1_data_squeezed[112, :, :]\n", - "slice_1 = ras_postonpre_t1_data_squeezed[:, 112, :] #few slides off? not sure which corresponds to which, 110 is def diff.\n", - "slice_2 = ras_postonpre_t1_data_squeezed[:, :, 116]\n", + "slice_0 = ras_postonpre_t1_data[111, :, :]\n", + "slice_1 = ras_postonpre_t1_data[:, 117, :]\n", + "slice_2 = ras_postonpre_t1_data[:, :, 114]\n", "\n", "# seg3D mask of postt1\n", - "slice_01 = mask_post_data[144, :, :]\n", - "slice_11 = mask_post_data[:, 119, :]\n", - "slice_21 = mask_post_data[:, :, 73]\n", + "slice_01 = mask_post_data[145, :, :]\n", + "slice_11 = mask_post_data[:, 117, :]\n", + "slice_21 = mask_post_data[:, :, 75]\n", "\n", "# overlay of postmri with its mask\n", "# sagittal, coronal, axial from left to right\n", @@ -711,10 +868,10 @@ "ax1.imshow(np.flipud(slice_01.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", "\n", "ax2.imshow(slice_1.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax2.imshow(np.flipud(slice_11.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", + "ax2.imshow(np.fliplr(np.flipud(slice_11.T)), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", "\n", "ax3.imshow(slice_2.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\")\n", - "ax3.imshow(slice_21.T, cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", + "ax3.imshow(np.fliplr(slice_21.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.suptitle(mask_post_basename + \" on \" + robustfov_postt1_basename)" @@ -807,7 +964,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -816,7 +973,7 @@ "(256, 160, 189)" ] }, - "execution_count": 31, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -832,22 +989,22 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-postonpre_proc-talairach_T1w.nii.gz')" + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-secpostonpre_T1w.nii.gz')" ] }, - "execution_count": 33, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -860,7 +1017,7 @@ ], "source": [ "# visualize slices with ablation (sagittal, coronal, axial)\n", - "slice_0 = ras_tal_postonpre_t1_data[112, :, :]\n", + "slice_0 = ras_tal_postonpre_t1_data[111, :, :]\n", "slice_1 = ras_tal_postonpre_t1_data[:, 119, :]\n", "slice_2 = ras_tal_postonpre_t1_data[:, :, 116]\n", "show_slices([slice_0, slice_1, slice_2])\n", @@ -868,6 +1025,43 @@ "plt.suptitle(tal_postonpre_t1_basename)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using mri_vol2vol" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(151, 186, 151)" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# load second coregistered image\n", + "vol_postonpre_t1_basename = make_bids_basename(subject=subject, session='postsurgery', processing='postonpre', suffix='f-in-tal-1mm.nii')\n", + "vol_postonpre_t1_fpath = bids_root / f'sub-{subject}' / 'visualization' / vol_postonpre_t1_basename\n", + "vol_postonpre_t1 = nb.load(vol_postonpre_t1_fpath)\n", + "\n", + "# re-orient to RAS coordinates\n", + "ras_vol_postonpre_t1 = nb.as_closest_canonical(vol_postonpre_t1)\n", + "\n", + "# load and check dimensions \n", + "ras_vol_postonpre_t1_data = ras_vol_postonpre_t1.get_fdata()\n", + "ras_vol_postonpre_t1_data.shape" + ] + }, { "cell_type": "markdown", "metadata": {}, From 0222aa5f0fb7df8c596d5f65dfdd63218470d645 Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Thu, 27 Aug 2020 11:21:39 -0400 Subject: [PATCH 21/25] Updating file --- .../validation_of_postsurgicalmasking.ipynb | 94 +++++++++++-------- 1 file changed, 53 insertions(+), 41 deletions(-) diff --git a/notebooks/validation_of_postsurgicalmasking.ipynb b/notebooks/validation_of_postsurgicalmasking.ipynb index 733d21e..507f912 100644 --- a/notebooks/validation_of_postsurgicalmasking.ipynb +++ b/notebooks/validation_of_postsurgicalmasking.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -126,9 +126,21 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'app_postonpre_t1_fpath' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 11\u001b[0m \u001b[0mpostonpre_t1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnb\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpostonpre_t1_fpath\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 12\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 13\u001b[1;33m \u001b[0mapp_postonpre_t1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnb\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mapp_postonpre_t1_fpath\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 14\u001b[0m \u001b[0mtal_postonpre_t1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnb\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtal_postonpre_t1_fpath\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'app_postonpre_t1_fpath' is not defined" + ] + } + ], "source": [ "# use nibabel and load\n", "postt1 = nb.load(postt1_fpath)\n", @@ -148,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -210,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -229,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -289,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -321,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -330,7 +342,7 @@ "(256, 160, 189)" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -346,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -355,7 +367,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, @@ -391,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -400,7 +412,7 @@ "(256, 160, 189)" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -414,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -423,7 +435,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, @@ -459,7 +471,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -468,7 +480,7 @@ "(256, 160, 189)" ] }, - "execution_count": 48, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -484,7 +496,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -493,7 +505,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-presurgery_proc-newrobustfov_space-ACPC_T1w.nii')" ] }, - "execution_count": 49, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, @@ -529,7 +541,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -538,7 +550,7 @@ "(256, 160, 189)" ] }, - "execution_count": 57, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -554,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -563,7 +575,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-newrobustfov_space-ACPC_T1w.nii')" ] }, - "execution_count": 58, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, @@ -599,7 +611,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -608,7 +620,7 @@ "(256, 160, 189)" ] }, - "execution_count": 59, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -624,7 +636,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -633,7 +645,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-postonpre_T1w.nii')" ] }, - "execution_count": 60, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, @@ -669,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -693,7 +705,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -702,7 +714,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-seg_T1w.nrrd')" ] }, - "execution_count": 66, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, @@ -738,7 +750,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -747,7 +759,7 @@ "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-seg_T1w.nrrd on sub-la02_ses-postsurgery_proc-robustfov_T1w.nii')" ] }, - "execution_count": 30, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, @@ -793,7 +805,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -805,7 +817,7 @@ " [ 0. , 0. , 0. , 1. ]])" ] }, - "execution_count": 26, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -824,22 +836,22 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-seg_T1w.nrrd on sub-la02_ses-postsurgery_proc-robustfov_T1w.nii')" + "Text(0.5, 0.98, 'sub-la02_ses-postsurgery_proc-seg_T1w.nrrd on sub-la02_ses-postsurgery_proc-postonpre_T1w.nii')" ] }, - "execution_count": 71, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -874,7 +886,7 @@ "ax3.imshow(np.fliplr(slice_21.T), cmap=\"gray\", origin=\"lower\", interpolation=\"none\", alpha=0.3)\n", "\n", "plt.tight_layout()\n", - "plt.suptitle(mask_post_basename + \" on \" + robustfov_postt1_basename)" + "plt.suptitle(mask_post_basename + \" on \" + postonpre_t1_basename)" ] }, { From 0b84bfc2ead146fa39d2b6be4ac2c3b7f37eef0a Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Sun, 4 Oct 2020 14:08:07 -0400 Subject: [PATCH 22/25] Updating --- notebooks/confirming_ablation_region.ipynb | 285 +++++++++++++++++++++ 1 file changed, 285 insertions(+) create mode 100644 notebooks/confirming_ablation_region.ipynb diff --git a/notebooks/confirming_ablation_region.ipynb b/notebooks/confirming_ablation_region.ipynb new file mode 100644 index 0000000..17e0545 --- /dev/null +++ b/notebooks/confirming_ablation_region.ipynb @@ -0,0 +1,285 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Confirming the Anatomical Region of the Ablation Using Freesurfer LUT" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After annotating the ablation region of the post surgical MRI with Seg3D, we use Slicer to reorient the MRI from RAS to freesurfer (FS) space. Then on the mask, we overlay the Desikan-Killiany atlas provided by Freesurfer, matching each voxel to its corresponding brain region in the atlas. Compare the resulting list of brain regions to what was clinically reported will allow us to confirm that the mask was mapped to the correct space. \n", + "\n", + "We will us la02 as an example." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# import modules\n", + "import os\n", + "import nibabel as nb\n", + "import numpy as np\n", + "import nrrd\n", + "import collections" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Freesurfer's lookup table (LUT) assigns a number to a certain brain region. The full table can be found here:\n", + "https://surfer.nmr.mgh.harvard.edu/fswiki/FsTutorial/AnatomicalROI/FreeSurferColorLUT" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading lookup table for freesurfer labels\n" + ] + } + ], + "source": [ + "# get labels using Freesurfer's lookup table (LUT)\n", + "fs_lut_fpath = \"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\\\\sub-la02\\\\FreeSurferColorLUT.txt\"\n", + "fid = open(fs_lut_fpath)\n", + "LUT = fid.readlines()\n", + "fid.close()\n", + "\n", + "# make dictionary of labels\n", + "LUT = [row.split() for row in LUT]\n", + "lab = {}\n", + "for row in LUT:\n", + " if (\n", + " len(row) > 1 and row[0][0] is not \"#\" and row[0][0] is not \"\\\\\"\n", + " ):\n", + " lname = row[1]\n", + " lab[np.int(row[0])] = lname\n", + "\n", + "print(\"Loading lookup table for freesurfer labels\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Freesurfer provides three different types of atlases: Desikan-Killiany, DKT, and Destrieux. The three are trained in different ways, but in general, an atlas is a model of the cortical surface based on probabilistic information estimated from a manually labeled training set. For more information, visit\n", + "https://surfer.nmr.mgh.harvard.edu/fswiki/CorticalParcellation" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading atlas\n" + ] + } + ], + "source": [ + "# assuming atlas type is desikan-killiany\n", + "depth_atlas_suffix = \"\"\n", + "mri_dir = \"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\\\\la02\\\\mri\"\n", + "\n", + "# load in ASEG image file from atlas\n", + "aseg_fpath = os.path.join(mri_dir, \"aparc%s+aseg.mgz\" % (depth_atlas_suffix))\n", + "depth_atlas_img = nb.freesurfer.load(aseg_fpath)\n", + "aparc_dat = depth_atlas_img.get_fdata()\n", + "\n", + "print(\"Loading atlas\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After annotating the ablation in Seg3D and mapping the mask to FS space using Slicer, we index the annotated voxels of the mask. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading mask\n", + "Loading mask index\n" + ] + } + ], + "source": [ + "# load mask image\n", + "mask_dir = \"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\\\\sub-la02\\\\test\"\n", + "mask_fpath = os.path.join(mask_dir, \"sub-la02_ses-postsurgery_proc-slicer.nii\")\n", + "mask_img = nb.load(mask_fpath)\n", + "mask_data = mask_img.get_fdata()\n", + "\n", + "print(\"Loading mask\")\n", + "\n", + "# determine where mask is\n", + "mask_indx = np.argwhere(mask_data)\n", + "\n", + "print(\"Loading mask index\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We overlay the annotated voxels with the atlas and the LUT, which gives us a list of brain regions within the mask. This should be similar to what was reported clinically. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading brain regions in mask\n", + "Brain regions in mask: \n", + "['ctx-lh-superiorfrontal', 'Left-Cerebral-White-Matter', 'WM-hypointensities', 'ctx-lh-rostralmiddlefrontal']\n" + ] + } + ], + "source": [ + "# determine list of brain regions in mask\n", + "aparc_indx = []\n", + "for i in range(len(mask_indx)):\n", + " aparc_indx.append(aparc_dat[mask_indx[i][0], mask_indx[i][1], mask_indx[i][2]])\n", + "\n", + "regions = []\n", + "for i in range(len(aparc_indx)):\n", + " if (aparc_indx[i] != 0) and (lab[aparc_indx[i]] not in regions):\n", + " regions.append(lab[aparc_indx[i]])\n", + "\n", + "print(\"Loading brain regions in mask\")\n", + "\n", + "print(\"Brain regions in mask: \")\n", + "print(regions)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def _from_tsv(fname, dtypes=None):\n", + " \"\"\"Read a tsv file into an OrderedDict.\n", + " Parameters\n", + " ----------\n", + " fname : str\n", + " Path to the file being loaded.\n", + " dtypes : list, optional\n", + " List of types to cast the values loaded as. This is specified column by\n", + " column.\n", + " Defaults to None. In this case all the data is loaded as strings.\n", + " Returns\n", + " -------\n", + " data_dict : collections.OrderedDict\n", + " Keys are the column names, and values are the column data.\n", + " \"\"\"\n", + " data = np.loadtxt(fname, dtype=str, delimiter='\\t',\n", + " comments=None, encoding='utf-8')\n", + " column_names = data[0, :]\n", + " info = data[1:, :]\n", + " data_dict = collections.OrderedDict()\n", + " if dtypes is None:\n", + " dtypes = [str] * info.shape[1]\n", + " if not isinstance(dtypes, (list, tuple)):\n", + " dtypes = [dtypes] * info.shape[1]\n", + " if not len(dtypes) == info.shape[1]:\n", + " raise ValueError('dtypes length mismatch. Provided: {0}, '\n", + " 'Expected: {1}'.format(len(dtypes), info.shape[1]))\n", + " for i, name in enumerate(column_names):\n", + " data_dict[name] = info[:, i].astype(dtypes[i]).tolist()\n", + " return data_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[\"L'1\", '-1.095576', '66.539884', '35.287211', 'Unknown', 'Unknown'], [\"L'2\", '-3.804778', '67.947332', '35.308774', 'ctx_lh_G_front_sup', 'ctx-lh-superiorfrontal'], [\"L'3\", '-7.318944', '67.799889', '35.474825', 'ctx_lh_G_front_sup', 'ctx-lh-superiorfrontal'], [\"L'4\", '-10.587486', '67.266380', '36.440106', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"L'5\", '-13.942345', '68.679315', '36.434484', 'ctx_lh_G_front_sup', 'ctx-lh-superiorfrontal'], [\"L'6\", '-17.505318', '68.924151', '36.523733', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"L'7\", '-21.141346', '69.575450', '36.618872', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"L'8\", '-24.768636', '70.216901', '36.678147', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"L'11\", '-35.076995', '71.398199', '37.646456', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"L'12\", '-38.717799', '72.429766', '37.662103', 'ctx_lh_G_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"L'13\", '-41.295015', '72.632320', '37.804739', 'ctx_lh_G_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"L'14\", '-45.299609', '72.962515', '38.653796', 'Unknown', 'Unknown'], [\"N'1\", '0.310365', '55.307639', '56.059407', 'ctx_rh_G_front_sup', 'ctx-rh-superiorfrontal'], [\"N'2\", '-2.779489', '55.580637', '57.002584', 'Unknown', 'Unknown'], [\"N'3\", '-6.232275', '55.840585', '57.364656', 'Unknown', 'Unknown'], [\"N'4\", '-9.536342', '55.708765', '58.360146', 'ctx_lh_G_front_sup', 'ctx-lh-superiorfrontal'], [\"N'5\", '-13.145142', '56.022641', '59.303125', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"N'6\", '-16.482282', '56.661112', '59.521911', 'ctx_lh_S_front_sup', 'ctx-lh-superiorfrontal'], [\"N'7\", '-20.069954', '57.348006', '60.408980', 'ctx_lh_S_front_sup', 'ctx-lh-superiorfrontal'], [\"L'9\", '-28.123609', '70.128234', '37.574121', 'ctx_lh_S_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"L'10\", '-31.415426', '71.136879', '37.578534', 'ctx_lh_S_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"N'8\", '-23.744426', '57.254204', '61.382683', 'ctx_lh_S_front_sup', 'ctx-lh-rostralmiddlefrontal'], [\"N'9\", '-26.677349', '58.281536', '61.560423', 'ctx_lh_S_front_sup', 'ctx-lh-rostralmiddlefrontal'], [\"N'10\", '-30.366181', '58.192371', '62.593553', 'ctx_lh_S_front_sup', 'ctx-lh-rostralmiddlefrontal'], [\"N'11\", '-33.968939', '58.874767', '63.507398', 'ctx_lh_G_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"N'12\", '-38.102582', '59.640912', '64.751481', 'Unknown', 'Unknown'], [\"F'1\", '0.861862', '63.898502', '21.573020', 'ctx_rh_G_and_S_cingul-Ant', 'ctx-rh-medialorbitofrontal'], [\"F'2\", '-3.310259', '64.571406', '21.624713', 'ctx_lh_G_front_sup', 'ctx-lh-rostralanteriorcingulate'], [\"F'3\", '-6.687859', '65.592659', '21.649191', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"F'4\", '-10.103678', '65.049286', '21.755192', 'ctx_lh_G_and_S_cingul-Ant', 'ctx-lh-rostralanteriorcingulate'], [\"F'5\", '-13.723719', '65.693017', '21.803671', 'ctx_lh_G_and_S_cingul-Ant', 'ctx-lh-medialorbitofrontal'], [\"F'6\", '-17.402136', '65.135075', '21.900789', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"F'7\", '-21.041273', '65.785383', '21.949461', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"F'8\", '-24.332869', '66.843202', '22.750460', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"F'9\", '-28.005797', '67.427854', '21.936957', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"F'10\", '-31.610378', '67.660516', '21.922215', 'ctx_lh_G_and_S_frontomargin', 'ctx-lh-rostralmiddlefrontal'], [\"F'11\", '-34.977180', '68.303613', '21.889212', 'ctx_lh_G_and_S_frontomargin', 'ctx-lh-rostralmiddlefrontal'], [\"F'12\", '-38.321770', '68.941184', '21.897649', 'ctx_lh_G_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"F'13\", '-42.347067', '69.579321', '22.112220', 'ctx_lh_G_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"F'14\", '-45.247106', '69.826285', '22.024732', 'ctx_lh_G_orbital', 'ctx-lh-rostralmiddlefrontal'], [\"O'1\", '-2.619987', '43.623528', '5.812632', 'ctx_rh_G_rectus', 'ctx-rh-medialorbitofrontal'], [\"O'2\", '-6.001861', '44.705278', '6.761735', 'ctx_lh_G_rectus', 'ctx-lh-medialorbitofrontal'], [\"O'3\", '-9.757011', '44.643291', '7.832460', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"O'4\", '-12.702457', '45.252072', '8.090518', 'ctx_lh_S_orbital_med-olfact', 'ctx-lh-medialorbitofrontal'], [\"O'5\", '-16.000612', '45.935355', '9.019448', 'ctx_lh_S_orbital_med-olfact', 'ctx-lh-lateralorbitofrontal'], [\"O'6\", '-19.941449', '46.264511', '9.972084', 'ctx_lh_S_orbital-H_Shaped', 'ctx-lh-lateralorbitofrontal'], [\"O'7\", '-23.292785', '46.157549', '10.932246', 'Unknown', 'Unknown'], [\"O'8\", '-26.549290', '47.194924', '11.066268', 'ctx_lh_G_orbital', 'ctx-lh-lateralorbitofrontal'], [\"O'9\", '-30.189134', '47.074387', '12.073564', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"O'10\", '-33.504938', '47.366476', '12.975333', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"O'11\", '-36.844992', '48.015650', '13.203840', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"O'12\", '-40.450991', '48.309201', '14.138261', 'ctx_lh_G_orbital', 'ctx-lh-lateralorbitofrontal'], [\"O'13\", '-43.396573', '49.338923', '14.303202', 'Unknown', 'Unknown'], [\"O'14\", '-46.761809', '49.220334', '15.224906', 'ctx_lh_G_orbital', 'ctx-lh-parsorbitalis'], [\"O'15\", '-50.799976', '49.151101', '15.879254', 'ctx_lh_G_orbital', 'ctx-lh-parsorbitalis'], [\"O'16\", '-52.358044', '49.637330', '16.078271', 'Unknown', 'Unknown'], [\"G'1\", '0.018761', '53.647884', '35.197651', 'Unknown', 'Unknown'], [\"G'2\", '-3.112528', '53.860282', '35.337854', 'ctx_lh_G_and_S_cingul-Ant', 'ctx-lh-rostralanteriorcingulate'], [\"G'3\", '-6.528509', '55.282611', '35.345926', 'ctx_lh_G_and_S_cingul-Ant', 'ctx-lh-rostralanteriorcingulate'], [\"G'4\", '-10.133507', '55.532376', '35.426841', 'Unknown', 'Unknown'], [\"G'5\", '-13.435716', '56.152072', '35.463624', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'6\", '-17.063573', '56.055837', '36.323271', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'7\", '-20.408834', '56.679634', '36.336439', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'8\", '-24.001348', '56.921880', '36.383149', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'9\", '-27.369889', '57.549149', '36.391990', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'10\", '-30.985986', '57.797984', '36.431495', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'11\", '-34.257121', '58.413666', '36.420977', 'ctx_lh_S_front_inf', 'ctx-lh-rostralmiddlefrontal'], [\"G'12\", '-37.687867', '58.658298', '36.460188', 'ctx_lh_S_front_inf', 'ctx-lh-rostralmiddlefrontal'], [\"G'13\", '-41.277843', '58.900392', '36.512916', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'14\", '-44.616937', '59.524187', '36.540439', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'15\", '-48.701198', '59.806767', '36.684980', 'ctx_lh_G_front_inf-Triangul', 'ctx-lh-parstriangularis'], [\"G'16\", '-51.498405', '60.370667', '36.764905', 'ctx_lh_G_front_inf-Triangul', 'ctx-lh-parstriangularis'], [\"X'1\", '-0.416632', '28.166140', '50.955763', 'Unknown', 'Unknown'], [\"X'2\", '-2.660382', '28.353301', '51.929068', 'ctx_lh_G_and_S_cingul-Mid-Ant', 'ctx-lh-caudalanteriorcingulate'], [\"X'3\", '-6.022934', '28.632972', '53.161506', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'4\", '-10.101884', '28.986033', '54.305472', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'5\", '-14.092396', '28.986742', '55.980049', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'6\", '-17.026503', '29.234083', '57.034625', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'7\", '-20.661998', '29.546895', '58.104272', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'8\", '-23.555413', '30.125634', '59.101146', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'9\", '-26.875198', '30.065661', '60.189676', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'10\", '-29.802244', '29.995585', '61.255322', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'11\", '-32.646110', '30.604097', '62.205235', 'ctx_lh_S_precentral-inf-part', 'ctx-lh-caudalmiddlefrontal'], [\"X'12\", '-36.646198', '31.289810', '63.267809', 'ctx_lh_S_precentral-inf-part', 'ctx-lh-caudalmiddlefrontal'], [\"X'13\", '-40.097632', '31.247037', '64.402526', 'ctx_lh_S_precentral-inf-part', 'ctx-lh-caudalmiddlefrontal'], [\"X'14\", '-43.652207', '31.929346', '65.398302', 'ctx_lh_G_front_middle', 'ctx-lh-caudalmiddlefrontal'], [\"X'15\", '-46.536866', '32.208883', '66.400773', 'ctx_lh_G_front_middle', 'ctx-lh-caudalmiddlefrontal'], [\"X'16\", '-50.232055', '32.901193', '67.544440', 'Unknown', 'Unknown']]\n", + "[[132 108 187]\n", + " [132 108 188]\n", + " [132 109 185]\n", + " ...\n", + " [147 116 183]\n", + " [147 116 184]\n", + " [147 116 185]]\n" + ] + } + ], + "source": [ + "pre = _from_tsv(\"C:\\\\Users\\\\d0156\\\\Johns Hopkins\\\\Adam Li - epilepsy_bids\\\\sub-la02\\\\ses-presurgery\\\\ieeg\\\\sub-la02_ses-presurgery_acq-seeg_space-fs_electrodes.tsv\")\n", + "\n", + "keys = list(pre.keys())\n", + "values = list(pre.values())\n", + "coords = [[] for c in range(len(values[0]))]\n", + "\n", + "for i in range(len(values[0])):\n", + " for j in range(len(keys)):\n", + " coords[i].append(values[j][i])\n", + "\n", + "print(coords)\n", + "print(mask_indx)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From c8d61717b407962bc5e91df01c04102dcc4a7466 Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Sun, 4 Oct 2020 19:11:12 -0400 Subject: [PATCH 23/25] Updating --- notebooks/confirming_ablation_region.ipynb | 112 +++++++++++++++++---- 1 file changed, 95 insertions(+), 17 deletions(-) diff --git a/notebooks/confirming_ablation_region.ipynb b/notebooks/confirming_ablation_region.ipynb index 17e0545..e233f82 100644 --- a/notebooks/confirming_ablation_region.ipynb +++ b/notebooks/confirming_ablation_region.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -114,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -150,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -182,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -220,21 +220,45 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[\"L'1\", '-1.095576', '66.539884', '35.287211', 'Unknown', 'Unknown'], [\"L'2\", '-3.804778', '67.947332', '35.308774', 'ctx_lh_G_front_sup', 'ctx-lh-superiorfrontal'], [\"L'3\", '-7.318944', '67.799889', '35.474825', 'ctx_lh_G_front_sup', 'ctx-lh-superiorfrontal'], [\"L'4\", '-10.587486', '67.266380', '36.440106', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"L'5\", '-13.942345', '68.679315', '36.434484', 'ctx_lh_G_front_sup', 'ctx-lh-superiorfrontal'], [\"L'6\", '-17.505318', '68.924151', '36.523733', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"L'7\", '-21.141346', '69.575450', '36.618872', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"L'8\", '-24.768636', '70.216901', '36.678147', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"L'11\", '-35.076995', '71.398199', '37.646456', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"L'12\", '-38.717799', '72.429766', '37.662103', 'ctx_lh_G_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"L'13\", '-41.295015', '72.632320', '37.804739', 'ctx_lh_G_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"L'14\", '-45.299609', '72.962515', '38.653796', 'Unknown', 'Unknown'], [\"N'1\", '0.310365', '55.307639', '56.059407', 'ctx_rh_G_front_sup', 'ctx-rh-superiorfrontal'], [\"N'2\", '-2.779489', '55.580637', '57.002584', 'Unknown', 'Unknown'], [\"N'3\", '-6.232275', '55.840585', '57.364656', 'Unknown', 'Unknown'], [\"N'4\", '-9.536342', '55.708765', '58.360146', 'ctx_lh_G_front_sup', 'ctx-lh-superiorfrontal'], [\"N'5\", '-13.145142', '56.022641', '59.303125', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"N'6\", '-16.482282', '56.661112', '59.521911', 'ctx_lh_S_front_sup', 'ctx-lh-superiorfrontal'], [\"N'7\", '-20.069954', '57.348006', '60.408980', 'ctx_lh_S_front_sup', 'ctx-lh-superiorfrontal'], [\"L'9\", '-28.123609', '70.128234', '37.574121', 'ctx_lh_S_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"L'10\", '-31.415426', '71.136879', '37.578534', 'ctx_lh_S_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"N'8\", '-23.744426', '57.254204', '61.382683', 'ctx_lh_S_front_sup', 'ctx-lh-rostralmiddlefrontal'], [\"N'9\", '-26.677349', '58.281536', '61.560423', 'ctx_lh_S_front_sup', 'ctx-lh-rostralmiddlefrontal'], [\"N'10\", '-30.366181', '58.192371', '62.593553', 'ctx_lh_S_front_sup', 'ctx-lh-rostralmiddlefrontal'], [\"N'11\", '-33.968939', '58.874767', '63.507398', 'ctx_lh_G_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"N'12\", '-38.102582', '59.640912', '64.751481', 'Unknown', 'Unknown'], [\"F'1\", '0.861862', '63.898502', '21.573020', 'ctx_rh_G_and_S_cingul-Ant', 'ctx-rh-medialorbitofrontal'], [\"F'2\", '-3.310259', '64.571406', '21.624713', 'ctx_lh_G_front_sup', 'ctx-lh-rostralanteriorcingulate'], [\"F'3\", '-6.687859', '65.592659', '21.649191', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"F'4\", '-10.103678', '65.049286', '21.755192', 'ctx_lh_G_and_S_cingul-Ant', 'ctx-lh-rostralanteriorcingulate'], [\"F'5\", '-13.723719', '65.693017', '21.803671', 'ctx_lh_G_and_S_cingul-Ant', 'ctx-lh-medialorbitofrontal'], [\"F'6\", '-17.402136', '65.135075', '21.900789', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"F'7\", '-21.041273', '65.785383', '21.949461', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"F'8\", '-24.332869', '66.843202', '22.750460', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"F'9\", '-28.005797', '67.427854', '21.936957', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"F'10\", '-31.610378', '67.660516', '21.922215', 'ctx_lh_G_and_S_frontomargin', 'ctx-lh-rostralmiddlefrontal'], [\"F'11\", '-34.977180', '68.303613', '21.889212', 'ctx_lh_G_and_S_frontomargin', 'ctx-lh-rostralmiddlefrontal'], [\"F'12\", '-38.321770', '68.941184', '21.897649', 'ctx_lh_G_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"F'13\", '-42.347067', '69.579321', '22.112220', 'ctx_lh_G_front_middle', 'ctx-lh-rostralmiddlefrontal'], [\"F'14\", '-45.247106', '69.826285', '22.024732', 'ctx_lh_G_orbital', 'ctx-lh-rostralmiddlefrontal'], [\"O'1\", '-2.619987', '43.623528', '5.812632', 'ctx_rh_G_rectus', 'ctx-rh-medialorbitofrontal'], [\"O'2\", '-6.001861', '44.705278', '6.761735', 'ctx_lh_G_rectus', 'ctx-lh-medialorbitofrontal'], [\"O'3\", '-9.757011', '44.643291', '7.832460', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"O'4\", '-12.702457', '45.252072', '8.090518', 'ctx_lh_S_orbital_med-olfact', 'ctx-lh-medialorbitofrontal'], [\"O'5\", '-16.000612', '45.935355', '9.019448', 'ctx_lh_S_orbital_med-olfact', 'ctx-lh-lateralorbitofrontal'], [\"O'6\", '-19.941449', '46.264511', '9.972084', 'ctx_lh_S_orbital-H_Shaped', 'ctx-lh-lateralorbitofrontal'], [\"O'7\", '-23.292785', '46.157549', '10.932246', 'Unknown', 'Unknown'], [\"O'8\", '-26.549290', '47.194924', '11.066268', 'ctx_lh_G_orbital', 'ctx-lh-lateralorbitofrontal'], [\"O'9\", '-30.189134', '47.074387', '12.073564', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"O'10\", '-33.504938', '47.366476', '12.975333', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"O'11\", '-36.844992', '48.015650', '13.203840', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"O'12\", '-40.450991', '48.309201', '14.138261', 'ctx_lh_G_orbital', 'ctx-lh-lateralorbitofrontal'], [\"O'13\", '-43.396573', '49.338923', '14.303202', 'Unknown', 'Unknown'], [\"O'14\", '-46.761809', '49.220334', '15.224906', 'ctx_lh_G_orbital', 'ctx-lh-parsorbitalis'], [\"O'15\", '-50.799976', '49.151101', '15.879254', 'ctx_lh_G_orbital', 'ctx-lh-parsorbitalis'], [\"O'16\", '-52.358044', '49.637330', '16.078271', 'Unknown', 'Unknown'], [\"G'1\", '0.018761', '53.647884', '35.197651', 'Unknown', 'Unknown'], [\"G'2\", '-3.112528', '53.860282', '35.337854', 'ctx_lh_G_and_S_cingul-Ant', 'ctx-lh-rostralanteriorcingulate'], [\"G'3\", '-6.528509', '55.282611', '35.345926', 'ctx_lh_G_and_S_cingul-Ant', 'ctx-lh-rostralanteriorcingulate'], [\"G'4\", '-10.133507', '55.532376', '35.426841', 'Unknown', 'Unknown'], [\"G'5\", '-13.435716', '56.152072', '35.463624', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'6\", '-17.063573', '56.055837', '36.323271', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'7\", '-20.408834', '56.679634', '36.336439', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'8\", '-24.001348', '56.921880', '36.383149', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'9\", '-27.369889', '57.549149', '36.391990', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'10\", '-30.985986', '57.797984', '36.431495', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'11\", '-34.257121', '58.413666', '36.420977', 'ctx_lh_S_front_inf', 'ctx-lh-rostralmiddlefrontal'], [\"G'12\", '-37.687867', '58.658298', '36.460188', 'ctx_lh_S_front_inf', 'ctx-lh-rostralmiddlefrontal'], [\"G'13\", '-41.277843', '58.900392', '36.512916', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'14\", '-44.616937', '59.524187', '36.540439', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"G'15\", '-48.701198', '59.806767', '36.684980', 'ctx_lh_G_front_inf-Triangul', 'ctx-lh-parstriangularis'], [\"G'16\", '-51.498405', '60.370667', '36.764905', 'ctx_lh_G_front_inf-Triangul', 'ctx-lh-parstriangularis'], [\"X'1\", '-0.416632', '28.166140', '50.955763', 'Unknown', 'Unknown'], [\"X'2\", '-2.660382', '28.353301', '51.929068', 'ctx_lh_G_and_S_cingul-Mid-Ant', 'ctx-lh-caudalanteriorcingulate'], [\"X'3\", '-6.022934', '28.632972', '53.161506', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'4\", '-10.101884', '28.986033', '54.305472', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'5\", '-14.092396', '28.986742', '55.980049', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'6\", '-17.026503', '29.234083', '57.034625', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'7\", '-20.661998', '29.546895', '58.104272', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'8\", '-23.555413', '30.125634', '59.101146', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'9\", '-26.875198', '30.065661', '60.189676', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'10\", '-29.802244', '29.995585', '61.255322', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter'], [\"X'11\", '-32.646110', '30.604097', '62.205235', 'ctx_lh_S_precentral-inf-part', 'ctx-lh-caudalmiddlefrontal'], [\"X'12\", '-36.646198', '31.289810', '63.267809', 'ctx_lh_S_precentral-inf-part', 'ctx-lh-caudalmiddlefrontal'], [\"X'13\", '-40.097632', '31.247037', '64.402526', 'ctx_lh_S_precentral-inf-part', 'ctx-lh-caudalmiddlefrontal'], [\"X'14\", '-43.652207', '31.929346', '65.398302', 'ctx_lh_G_front_middle', 'ctx-lh-caudalmiddlefrontal'], [\"X'15\", '-46.536866', '32.208883', '66.400773', 'ctx_lh_G_front_middle', 'ctx-lh-caudalmiddlefrontal'], [\"X'16\", '-50.232055', '32.901193', '67.544440', 'Unknown', 'Unknown']]\n", - "[[132 108 187]\n", - " [132 108 188]\n", - " [132 109 185]\n", - " ...\n", - " [147 116 183]\n", - " [147 116 184]\n", - " [147 116 185]]\n" + "[[-9.99999940e-01 0.00000000e+00 0.00000000e+00 1.26817993e+02]\n", + " [ 0.00000000e+00 -1.49011612e-08 1.00000000e+00 -1.21573318e+02]\n", + " [ 0.00000000e+00 -1.00000000e+00 0.00000000e+00 1.59645630e+02]\n", + " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.00000000e+00]]\n", + "[[-9.99999932e-01 2.61643042e-04 -2.61643042e-04 1.26817993e+02]\n", + " [-2.61643042e-04 3.42285418e-08 9.99999966e-01 -1.21573318e+02]\n", + " [-2.61643042e-04 -9.99999966e-01 -3.42285418e-08 1.59645630e+02]\n", + " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.00000000e+00]]\n" + ] + } + ], + "source": [ + "pret1_fpath = \"C:\\\\Users\\\\d0156\\\\Johns Hopkins\\\\Adam Li - epilepsy_bids\\\\sub-la02\\\\ses-presurgery\\\\anat\\\\sub-la02_ses-presurgery_space-fs_T1w.nii\"\n", + "pret1_img = nb.load(pret1_fpath)\n", + "pret1_aff = pret1_img.affine\n", + "print(pret1_aff)\n", + "\n", + "mask_aff = mask_img.affine\n", + "print(mask_aff)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\"L'4\", \"L'5\"]\n", + "['Left-Cerebral-White-Matter', 'ctx-lh-superiorfrontal']\n" ] } ], @@ -249,8 +273,62 @@ " for j in range(len(keys)):\n", " coords[i].append(values[j][i])\n", "\n", - "print(coords)\n", - "print(mask_indx)" + "elec_coords = np.zeros((len(coords), 3))\n", + "\n", + "for i in range(len(coords)):\n", + " for j in range(3):\n", + " elec_coords[i][j] = float(coords[i][j+1])\n", + "\n", + "### comparing voxels\n", + "elec_vox = np.floor(nb.affines.apply_affine(np.linalg.inv(pret1_aff), elec_coords))\n", + "\n", + "elecs = []\n", + "elecs_name = []\n", + "\n", + "for i in range(len(mask_indx)):\n", + " for j in range(len(elec_vox)):\n", + " if (np.abs(elec_vox[j][0] - mask_indx[i][0]) <= 3) & (np.abs(elec_vox[j][1] - mask_indx[i][1]) <= 3) \\\n", + " & (np.abs(elec_vox[j][2] - mask_indx[i][2]) <= 3):\n", + " if (coords[j][0] not in elecs):\n", + " elecs.append(coords[j][0])\n", + " elecs_name.append(coords[j][5])\n", + "\n", + "print(elecs)\n", + "print(elecs_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\"G'6\", \"L'4\", \"L'5\"]\n", + "['Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter', 'ctx-lh-superiorfrontal']\n" + ] + } + ], + "source": [ + "### comparing xyz coordinates\n", + "\n", + "mask_coords = nb.affines.apply_affine(mask_aff, mask_indx)\n", + "elecs = []\n", + "elecs_name = []\n", + "\n", + "\n", + "for i in range(len(mask_coords)):\n", + " for j in range(len(elec_coords)):\n", + " if (np.abs(elec_coords[j][0] - mask_coords[i][0]) <= 4) & (np.abs(elec_coords[j][1] - mask_coords[i][1]) <= 4) \\\n", + " & (np.abs(elec_coords[j][2] - mask_coords[i][2]) <= 4):\n", + " if (coords[j][0] not in elecs):\n", + " elecs.append(coords[j][0])\n", + " elecs_name.append(coords[j][5])\n", + "\n", + "print(elecs)\n", + "print(elecs_name)" ] }, { From b6a6bc4bcfa28c67d08c9ea3c59e4b9c057e6bb5 Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Fri, 23 Oct 2020 18:12:17 -0400 Subject: [PATCH 24/25] Updating --- Identify Anatomical Regions.ipynb | 36 +++++ notebooks/confirming_ablation_region.ipynb | 180 ++++++++++++++++++--- seek_visualization.ipynb | 100 ------------ 3 files changed, 192 insertions(+), 124 deletions(-) create mode 100644 Identify Anatomical Regions.ipynb delete mode 100644 seek_visualization.ipynb diff --git a/Identify Anatomical Regions.ipynb b/Identify Anatomical Regions.ipynb new file mode 100644 index 0000000..2c4db71 --- /dev/null +++ b/Identify Anatomical Regions.ipynb @@ -0,0 +1,36 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Identifying Anatomical Regions\n", + "\n", + "This workflow describes how to confirm the anatomical region that was ablated. We essentially \n", + "\n", + "So we have access to the anatomical parcellated volume, which we can match each voxel to a brain region on an atlas, and this should roughly match up w/ what is reported clinically." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/confirming_ablation_region.ipynb b/notebooks/confirming_ablation_region.ipynb index e233f82..6b047d3 100644 --- a/notebooks/confirming_ablation_region.ipynb +++ b/notebooks/confirming_ablation_region.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -114,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -122,6 +122,13 @@ "output_type": "stream", "text": [ "Loading mask\n", + "[[132 108 187]\n", + " [132 108 188]\n", + " [132 109 185]\n", + " ...\n", + " [147 116 183]\n", + " [147 116 184]\n", + " [147 116 185]]\n", "Loading mask index\n" ] } @@ -137,7 +144,7 @@ "\n", "# determine where mask is\n", "mask_indx = np.argwhere(mask_data)\n", - "\n", + "print(mask_indx)\n", "print(\"Loading mask index\")" ] }, @@ -150,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -182,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -220,13 +227,18 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "(256, 256, 256)\n", + "Loading mask\n", + "(729, 3)\n", + "(2140, 3)\n", + "Loading mask index\n", "[[-9.99999940e-01 0.00000000e+00 0.00000000e+00 1.26817993e+02]\n", " [ 0.00000000e+00 -1.49011612e-08 1.00000000e+00 -1.21573318e+02]\n", " [ 0.00000000e+00 -1.00000000e+00 0.00000000e+00 1.59645630e+02]\n", @@ -239,26 +251,137 @@ } ], "source": [ - "pret1_fpath = \"C:\\\\Users\\\\d0156\\\\Johns Hopkins\\\\Adam Li - epilepsy_bids\\\\sub-la02\\\\ses-presurgery\\\\anat\\\\sub-la02_ses-presurgery_space-fs_T1w.nii\"\n", - "pret1_img = nb.load(pret1_fpath)\n", + "# load mask image (filled) \n", + "mask_fill_dir = \"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\\\\sub-la02\"\n", + "mask_fill_fpath = os.path.join(mask_fill_dir, \"sub-la02_ses-postsurgery_proc-slicerfillaxial.nii.gz\")\n", + "mask_fill_img = nb.load(mask_fill_fpath)\n", + "mask_fill_data = mask_fill_img.get_fdata()\n", + "\n", + "print(mask_fill_data.shape)\n", + "print(\"Loading mask\")\n", + "\n", + "# determine where mask is\n", + "mask_fill_indx = np.argwhere(mask_fill_data)\n", + "print(mask_indx.shape)\n", + "print(mask_fill_indx.shape)\n", + "print(\"Loading mask index\")\n", + "\n", + "mask_fill_aff = mask_fill_img.affine\n", + "\n", + "# load pret1 image\n", + "pret1_fpath = \"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\\\\sub-la02\\\\test\\\\sub-la02_ses-presurgery_space-fs_T1w.nii\"\n", + "pret1_img = nb.load(postt1_fpath)\n", "pret1_aff = pret1_img.affine\n", "print(pret1_aff)\n", - "\n", - "mask_aff = mask_img.affine\n", - "print(mask_aff)" + "print(mask_fill_aff)" ] }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[\"L'4\", \"L'5\"]\n", - "['Left-Cerebral-White-Matter', 'ctx-lh-superiorfrontal']\n" + "[[127. 124. 188.]\n", + " [130. 124. 189.]\n", + " [134. 124. 189.]\n", + " [137. 123. 188.]\n", + " [140. 123. 190.]\n", + " [144. 123. 190.]\n", + " [147. 123. 191.]\n", + " [151. 122. 191.]\n", + " [161. 121. 192.]\n", + " [165. 121. 194.]\n", + " [168. 121. 194.]\n", + " [172. 120. 194.]\n", + " [126. 103. 176.]\n", + " [129. 102. 177.]\n", + " [133. 102. 177.]\n", + " [136. 101. 177.]\n", + " [139. 100. 177.]\n", + " [143. 100. 178.]\n", + " [146. 99. 178.]\n", + " [154. 122. 191.]\n", + " [158. 122. 192.]\n", + " [150. 98. 178.]\n", + " [153. 98. 179.]\n", + " [157. 97. 179.]\n", + " [160. 96. 180.]\n", + " [164. 94. 181.]\n", + " [125. 138. 185.]\n", + " [130. 138. 186.]\n", + " [133. 137. 187.]\n", + " [136. 137. 186.]\n", + " [140. 137. 187.]\n", + " [144. 137. 186.]\n", + " [147. 137. 187.]\n", + " [151. 136. 188.]\n", + " [154. 137. 189.]\n", + " [158. 137. 189.]\n", + " [161. 137. 189.]\n", + " [165. 137. 190.]\n", + " [169. 137. 191.]\n", + " [172. 137. 191.]\n", + " [129. 153. 165.]\n", + " [132. 152. 166.]\n", + " [136. 151. 166.]\n", + " [139. 151. 166.]\n", + " [142. 150. 167.]\n", + " [146. 149. 167.]\n", + " [150. 148. 167.]\n", + " [153. 148. 168.]\n", + " [157. 147. 168.]\n", + " [160. 146. 168.]\n", + " [163. 146. 169.]\n", + " [167. 145. 169.]\n", + " [170. 145. 170.]\n", + " [173. 144. 170.]\n", + " [177. 143. 170.]\n", + " [179. 143. 171.]\n", + " [126. 124. 175.]\n", + " [129. 124. 175.]\n", + " [133. 124. 176.]\n", + " [136. 124. 177.]\n", + " [140. 124. 177.]\n", + " [143. 123. 177.]\n", + " [147. 123. 178.]\n", + " [150. 123. 178.]\n", + " [154. 123. 179.]\n", + " [157. 123. 179.]\n", + " [161. 123. 179.]\n", + " [164. 123. 180.]\n", + " [168. 123. 180.]\n", + " [171. 123. 181.]\n", + " [175. 122. 181.]\n", + " [178. 122. 181.]\n", + " [127. 108. 149.]\n", + " [129. 107. 149.]\n", + " [132. 106. 150.]\n", + " [136. 105. 150.]\n", + " [140. 103. 150.]\n", + " [143. 102. 150.]\n", + " [147. 101. 151.]\n", + " [150. 100. 151.]\n", + " [153. 99. 151.]\n", + " [156. 98. 151.]\n", + " [159. 97. 152.]\n", + " [163. 96. 152.]\n", + " [166. 95. 152.]\n", + " [170. 94. 153.]\n", + " [173. 93. 153.]\n", + " [177. 92. 154.]]\n", + "[[130 113 185]\n", + " [131 111 182]\n", + " [131 111 183]\n", + " ...\n", + " [148 112 182]\n", + " [148 112 183]\n", + " [148 112 184]]\n", + "[\"L'4\", \"L'5\", \"L'6\"]\n", + "['Left-Cerebral-White-Matter', 'ctx-lh-superiorfrontal', 'Left-Cerebral-White-Matter']\n" ] } ], @@ -280,15 +403,22 @@ " elec_coords[i][j] = float(coords[i][j+1])\n", "\n", "### comparing voxels\n", + "\n", + "# convert xyz coordinates of electrodes to voxels of mask\n", "elec_vox = np.floor(nb.affines.apply_affine(np.linalg.inv(pret1_aff), elec_coords))\n", + "#elec_vox = np.round(nb.affines.apply_affine(np.linalg.inv(mask_fill_aff), elec_coords))\n", + "\n", + "print(elec_vox)\n", + "print(mask_fill_indx)\n", "\n", + "# compare voxels of electrodes and mask to find overlapping regions (should match clinical results)\n", "elecs = []\n", "elecs_name = []\n", "\n", - "for i in range(len(mask_indx)):\n", + "for i in range(len(mask_fill_indx)):\n", " for j in range(len(elec_vox)):\n", - " if (np.abs(elec_vox[j][0] - mask_indx[i][0]) <= 3) & (np.abs(elec_vox[j][1] - mask_indx[i][1]) <= 3) \\\n", - " & (np.abs(elec_vox[j][2] - mask_indx[i][2]) <= 3):\n", + " if (np.abs(elec_vox[j][0] - mask_fill_indx[i][0]) <= 3.) & (np.abs(elec_vox[j][1] - mask_fill_indx[i][1]) <= 3.) \\\n", + " & (np.abs(elec_vox[j][2] - mask_fill_indx[i][2]) <= 3.):\n", " if (coords[j][0] not in elecs):\n", " elecs.append(coords[j][0])\n", " elecs_name.append(coords[j][5])\n", @@ -299,26 +429,28 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[\"G'6\", \"L'4\", \"L'5\"]\n", - "['Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter', 'ctx-lh-superiorfrontal']\n" + "[\"L'4\", \"L'5\", \"G'6\", \"L'6\"]\n", + "['Left-Cerebral-White-Matter', 'ctx-lh-superiorfrontal', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter']\n" ] } ], "source": [ "### comparing xyz coordinates\n", "\n", - "mask_coords = nb.affines.apply_affine(mask_aff, mask_indx)\n", + "# convert voxels of mask to xyz coordinates of electrodes\n", + "mask_coords = nb.affines.apply_affine(mask_fill_aff, mask_fill_indx)\n", + "\n", + "# compare xyz coordinates of electrodes and mask to find overlapping regions (should match clinical results)\n", "elecs = []\n", "elecs_name = []\n", "\n", - "\n", "for i in range(len(mask_coords)):\n", " for j in range(len(elec_coords)):\n", " if (np.abs(elec_coords[j][0] - mask_coords[i][0]) <= 4) & (np.abs(elec_coords[j][1] - mask_coords[i][1]) <= 4) \\\n", diff --git a/seek_visualization.ipynb b/seek_visualization.ipynb deleted file mode 100644 index b8508ba..0000000 --- a/seek_visualization.ipynb +++ /dev/null @@ -1,100 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Center slices for image')" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Import os\n", - "import sys\n", - "from pathlib import Path\n", - "\n", - "from mne_bids import make_bids_basename\n", - "# Define entities and the basename\n", - "subject = 'la02'\n", - "session = 'presurgery'\n", - "bids_basename = make_bids_basename(subject=subject, session=session, processing='robustfov', suffix='T1w.nii')\n", - "\n", - "# Define bids root and the file path to image\n", - "bids_root = Path(\"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\")\n", - "img_fpath = bids_root / f'sub-{subject}' / f'ses-{session}' / 'anat' / bids_basename\n", - "\n", - "import nibabel as nib \n", - "import numpy as np\n", - "\n", - "# load image\n", - "img = nib.load(img_fpath)\n", - "img_data = img.get_fdata()\n", - "\n", - "# Re-orient image to RAS coordinates\n", - "ras_img = nib.as_closest_canonical(img)\n", - "ras_img_data = ras_img.get_fdata()\n", - "\n", - "# Visualize slices\n", - "import matplotlib.pyplot as plt\n", - "def show_slices(slices):\n", - " fig, axes = plt.subplots(1, len(slices))\n", - " for i, slice in enumerate(slices):\n", - " axes[i].imshow(slice.T, cmap=\"gray\", origin=\"lower\")\n", - "\n", - "slice_0 = ras_img_data[128, :, :]\n", - "slice_1 = ras_img_data[:, 94, :]\n", - "slice_2 = ras_img_data[:, :, 80]\n", - "show_slices([slice_0, slice_1, slice_2])\n", - "plt.suptitle(\"Center slices for image\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} From 86e8c8e4fcea0ffd125b39fc7b661ecd03ef3f8c Mon Sep 17 00:00:00 2001 From: dlee0156 Date: Fri, 20 Nov 2020 03:20:31 -0500 Subject: [PATCH 25/25] Updating files --- Identify Anatomical Regions.ipynb | 36 -- notebooks/Confirming Ablation Region.ipynb | 158 +++++ notebooks/confirming_ablation_region.ipynb | 334 ++++++---- .../confirming_ablation_region_la03.ipynb | 594 ++++++++++++++++++ 4 files changed, 976 insertions(+), 146 deletions(-) delete mode 100644 Identify Anatomical Regions.ipynb create mode 100644 notebooks/Confirming Ablation Region.ipynb create mode 100644 notebooks/confirming_ablation_region_la03.ipynb diff --git a/Identify Anatomical Regions.ipynb b/Identify Anatomical Regions.ipynb deleted file mode 100644 index 2c4db71..0000000 --- a/Identify Anatomical Regions.ipynb +++ /dev/null @@ -1,36 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Identifying Anatomical Regions\n", - "\n", - "This workflow describes how to confirm the anatomical region that was ablated. We essentially \n", - "\n", - "So we have access to the anatomical parcellated volume, which we can match each voxel to a brain region on an atlas, and this should roughly match up w/ what is reported clinically." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/Confirming Ablation Region.ipynb b/notebooks/Confirming Ablation Region.ipynb new file mode 100644 index 0000000..2a0cea5 --- /dev/null +++ b/notebooks/Confirming Ablation Region.ipynb @@ -0,0 +1,158 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Confirming the Anatomical Region of the Ablation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This workflow is used to confirm that the annotated post MRI mask was mapped to the correct space by the following steps:\n", + "\n", + "1. Manually annotate the ablation region on the post surgical MRI with Seg3D.\n", + "2. Use Slicer to orient the segmented MRI to freesurfer (FS) space.\n", + "3. Overlay the mask with the Desikan-Killany atlas and compare to clinical results.\n", + "4. Overlay the mask with electrode location and compare to clinical results. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Manual Annotation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We use Seg3D (https://github.com/SCIInstitute/Seg3D/releases) to manually segment the postsurgical MRI, which creates a binary mask of the ablation region. \n", + "\n", + "Note that the postsurgical MRI should be in FS space. If not, map it to FS space using FLIRT. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "flirt -in {ses-postsurgery_space-ACPC} -ref {ses-presurgery_space-fs} -out {ses-postsurgery_space-fs}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Mapping to FS Space" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Because Seg3D uses its own coordinate system, we need to map the mask to FS space. This can be done using the 'Resample Image (BRAINS)' function in Slicer (https://download.slicer.org/).\n", + "\n", + "Using the original postMRI (in FS space) as the reference image, we can map the mask to FS space. It may be a good idea to use an MRI viewer to ensure that the postMRI, the mask, and the reference atlas are all correctly aligned before moving on to the next step." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Overlay Mask with Atlas" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Freesurfer provides three different types of atlases: Desikan-Killiany, DKT, and Destrieux. We use Desikan-Killany. More information on atlases can be found here: https://surfer.nmr.mgh.harvard.edu/fswiki/CorticalParcellation.\n", + "\n", + "Freesurfer also provides a lookup table (LUT) that assigns a number to a certain brain region. The full table is documented here:https://surfer.nmr.mgh.harvard.edu/fswiki/FsTutorial/AnatomicalROI/FreeSurferColorLUT.\n", + "\n", + "Comparing the annotated voxels of the mask to the Desikan-Killany atlas, then finding the corresponding brain region in the Freesurfer LUT should give us a list of the brain regions that were ablated. This should match what was reported clinically." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Overlay Mask with Electrode Location" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are two ways we can overlay the mask with the electrodes:\n", + "1. Convert electrode locations to voxels\n", + "2. Convert mask to xyz coordinates" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using Voxels" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can convert the electrode locations to voxels using the affine matrix of the presurgical MRI. Applying the inverse affine transformation then flooring the values will produce the voxels of where each electrode is located. \n", + "\n", + "Overlaying these numbers with the voxels of the mask produces a list of electrodes that were removed and the brain regions each electrode was associated with. This should match what was reported clinically. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using XYZ Coordinates" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can convert the mask to xyz coordinates using the affine matrix of the postsurgical MRI. Applying the affine transformation will produce the xyz coordinates of the ablation region.\n", + "\n", + "Overlaying these numbers with the xyz coordinates of the electrode locations produces a list of electrodes that were removed and the brain regions each electrode was associated with. This should match what was reported clinically." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/confirming_ablation_region.ipynb b/notebooks/confirming_ablation_region.ipynb index 6b047d3..4ac887a 100644 --- a/notebooks/confirming_ablation_region.ipynb +++ b/notebooks/confirming_ablation_region.ipynb @@ -11,9 +11,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "After annotating the ablation region of the post surgical MRI with Seg3D, we use Slicer to reorient the MRI from RAS to freesurfer (FS) space. Then on the mask, we overlay the Desikan-Killiany atlas provided by Freesurfer, matching each voxel to its corresponding brain region in the atlas. Compare the resulting list of brain regions to what was clinically reported will allow us to confirm that the mask was mapped to the correct space. \n", + "After annotating the ablation region of the post surgical MRI with Seg3D, we use Slicer to reorient the MRI from RAS to freesurfer (FS) space. Then on the mask, we overlay the Desikan-Killiany atlas provided by Freesurfer, matching each voxel to its corresponding brain region in the atlas. Comparing the resulting list of brain regions to what was clinically reported will allow us to confirm that the mask was mapped to the correct space. \n", "\n", - "We will us la02 as an example." + "We will use la02 as an example." ] }, { @@ -27,7 +27,8 @@ "import nibabel as nb\n", "import numpy as np\n", "import nrrd\n", - "import collections" + "import collections\n", + "from PIL import Image" ] }, { @@ -114,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -157,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -187,9 +188,16 @@ "print(regions)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's compare the mask with the location of the electrodes. " + ] + }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -227,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -270,7 +278,7 @@ "\n", "# load pret1 image\n", "pret1_fpath = \"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\\\\sub-la02\\\\test\\\\sub-la02_ses-presurgery_space-fs_T1w.nii\"\n", - "pret1_img = nb.load(postt1_fpath)\n", + "pret1_img = nb.load(pret1_fpath)\n", "pret1_aff = pret1_img.affine\n", "print(pret1_aff)\n", "print(mask_fill_aff)" @@ -278,100 +286,124 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# read electrode locations\n", + "pre = _from_tsv(\"C:\\\\Users\\\\d0156\\\\Johns Hopkins\\\\Adam Li - epilepsy_bids\\\\sub-la02\\\\ses-presurgery\\\\ieeg\\\\sub-la02_ses-presurgery_acq-seeg_space-fs_electrodes.tsv\")\n", + "\n", + "keys = list(pre.keys())\n", + "values = list(pre.values())\n", + "coords = [[] for c in range(len(values[0]))]\n", + "\n", + "for i in range(len(values[0])):\n", + " for j in range(len(keys)):\n", + " coords[i].append(values[j][i])\n", + "\n", + "elec_coords = np.zeros((len(coords), 3))\n", + "\n", + "for i in range(len(coords)):\n", + " for j in range(3):\n", + " elec_coords[i][j] = float(coords[i][j+1])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[127. 124. 188.]\n", - " [130. 124. 189.]\n", + "[[128. 124. 188.]\n", + " [131. 124. 190.]\n", " [134. 124. 189.]\n", - " [137. 123. 188.]\n", - " [140. 123. 190.]\n", + " [137. 123. 189.]\n", + " [141. 123. 190.]\n", " [144. 123. 190.]\n", - " [147. 123. 191.]\n", - " [151. 122. 191.]\n", - " [161. 121. 192.]\n", - " [165. 121. 194.]\n", - " [168. 121. 194.]\n", - " [172. 120. 194.]\n", - " [126. 103. 176.]\n", - " [129. 102. 177.]\n", + " [148. 123. 191.]\n", + " [152. 123. 192.]\n", + " [162. 122. 193.]\n", + " [166. 122. 194.]\n", + " [168. 122. 194.]\n", + " [172. 121. 195.]\n", + " [127. 104. 177.]\n", + " [130. 103. 177.]\n", " [133. 102. 177.]\n", " [136. 101. 177.]\n", - " [139. 100. 177.]\n", + " [140. 100. 178.]\n", " [143. 100. 178.]\n", - " [146. 99. 178.]\n", - " [154. 122. 191.]\n", - " [158. 122. 192.]\n", - " [150. 98. 178.]\n", - " [153. 98. 179.]\n", - " [157. 97. 179.]\n", - " [160. 96. 180.]\n", - " [164. 94. 181.]\n", - " [125. 138. 185.]\n", + " [147. 99. 179.]\n", + " [155. 122. 192.]\n", + " [158. 122. 193.]\n", + " [151. 98. 179.]\n", + " [153. 98. 180.]\n", + " [157. 97. 180.]\n", + " [161. 96. 180.]\n", + " [165. 95. 181.]\n", + " [126. 138. 185.]\n", " [130. 138. 186.]\n", - " [133. 137. 187.]\n", - " [136. 137. 186.]\n", - " [140. 137. 187.]\n", - " [144. 137. 186.]\n", - " [147. 137. 187.]\n", - " [151. 136. 188.]\n", - " [154. 137. 189.]\n", - " [158. 137. 189.]\n", - " [161. 137. 189.]\n", - " [165. 137. 190.]\n", - " [169. 137. 191.]\n", - " [172. 137. 191.]\n", - " [129. 153. 165.]\n", - " [132. 152. 166.]\n", - " [136. 151. 166.]\n", - " [139. 151. 166.]\n", - " [142. 150. 167.]\n", - " [146. 149. 167.]\n", - " [150. 148. 167.]\n", - " [153. 148. 168.]\n", - " [157. 147. 168.]\n", - " [160. 146. 168.]\n", - " [163. 146. 169.]\n", - " [167. 145. 169.]\n", - " [170. 145. 170.]\n", - " [173. 144. 170.]\n", - " [177. 143. 170.]\n", - " [179. 143. 171.]\n", - " [126. 124. 175.]\n", - " [129. 124. 175.]\n", - " [133. 124. 176.]\n", - " [136. 124. 177.]\n", - " [140. 124. 177.]\n", - " [143. 123. 177.]\n", + " [134. 138. 187.]\n", + " [137. 138. 187.]\n", + " [141. 138. 187.]\n", + " [144. 138. 187.]\n", + " [148. 138. 187.]\n", + " [151. 137. 188.]\n", + " [155. 138. 189.]\n", + " [158. 138. 189.]\n", + " [162. 138. 190.]\n", + " [165. 138. 191.]\n", + " [169. 138. 191.]\n", + " [172. 138. 191.]\n", + " [129. 154. 165.]\n", + " [133. 153. 166.]\n", + " [137. 152. 166.]\n", + " [140. 152. 167.]\n", + " [143. 151. 168.]\n", + " [147. 150. 168.]\n", + " [150. 149. 168.]\n", + " [153. 149. 169.]\n", + " [157. 148. 169.]\n", + " [160. 147. 169.]\n", + " [164. 146. 170.]\n", + " [167. 146. 170.]\n", + " [170. 145. 171.]\n", + " [174. 144. 171.]\n", + " [178. 144. 171.]\n", + " [179. 144. 171.]\n", + " [127. 124. 175.]\n", + " [130. 124. 175.]\n", + " [133. 124. 177.]\n", + " [137. 124. 177.]\n", + " [140. 124. 178.]\n", + " [144. 123. 178.]\n", " [147. 123. 178.]\n", - " [150. 123. 178.]\n", + " [151. 123. 178.]\n", " [154. 123. 179.]\n", - " [157. 123. 179.]\n", - " [161. 123. 179.]\n", - " [164. 123. 180.]\n", + " [158. 123. 179.]\n", + " [161. 123. 180.]\n", + " [165. 123. 180.]\n", " [168. 123. 180.]\n", " [171. 123. 181.]\n", - " [175. 122. 181.]\n", - " [178. 122. 181.]\n", - " [127. 108. 149.]\n", - " [129. 107. 149.]\n", - " [132. 106. 150.]\n", - " [136. 105. 150.]\n", - " [140. 103. 150.]\n", - " [143. 102. 150.]\n", - " [147. 101. 151.]\n", - " [150. 100. 151.]\n", - " [153. 99. 151.]\n", - " [156. 98. 151.]\n", + " [176. 123. 181.]\n", + " [178. 123. 182.]\n", + " [127. 109. 150.]\n", + " [129. 108. 150.]\n", + " [133. 106. 150.]\n", + " [137. 105. 151.]\n", + " [141. 104. 151.]\n", + " [144. 103. 151.]\n", + " [147. 102. 151.]\n", + " [150. 101. 152.]\n", + " [154. 99. 152.]\n", + " [157. 98. 152.]\n", " [159. 97. 152.]\n", - " [163. 96. 152.]\n", - " [166. 95. 152.]\n", - " [170. 94. 153.]\n", - " [173. 93. 153.]\n", + " [163. 96. 153.]\n", + " [167. 95. 153.]\n", + " [170. 94. 154.]\n", + " [173. 93. 154.]\n", " [177. 92. 154.]]\n", "[[130 113 185]\n", " [131 111 182]\n", @@ -380,32 +412,16 @@ " [148 112 182]\n", " [148 112 183]\n", " [148 112 184]]\n", - "[\"L'4\", \"L'5\", \"L'6\"]\n", - "['Left-Cerebral-White-Matter', 'ctx-lh-superiorfrontal', 'Left-Cerebral-White-Matter']\n" + "[\"L'2\", \"L'3\", \"L'4\", \"G'4\", \"G'5\", \"L'5\", \"G'6\", \"L'6\", \"G'7\"]\n", + "['ctx-lh-superiorfrontal', 'ctx-lh-superiorfrontal', 'Left-Cerebral-White-Matter', 'Unknown', 'Left-Cerebral-White-Matter', 'ctx-lh-superiorfrontal', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter']\n" ] } ], "source": [ - "pre = _from_tsv(\"C:\\\\Users\\\\d0156\\\\Johns Hopkins\\\\Adam Li - epilepsy_bids\\\\sub-la02\\\\ses-presurgery\\\\ieeg\\\\sub-la02_ses-presurgery_acq-seeg_space-fs_electrodes.tsv\")\n", - "\n", - "keys = list(pre.keys())\n", - "values = list(pre.values())\n", - "coords = [[] for c in range(len(values[0]))]\n", - "\n", - "for i in range(len(values[0])):\n", - " for j in range(len(keys)):\n", - " coords[i].append(values[j][i])\n", - "\n", - "elec_coords = np.zeros((len(coords), 3))\n", - "\n", - "for i in range(len(coords)):\n", - " for j in range(3):\n", - " elec_coords[i][j] = float(coords[i][j+1])\n", - "\n", "### comparing voxels\n", "\n", "# convert xyz coordinates of electrodes to voxels of mask\n", - "elec_vox = np.floor(nb.affines.apply_affine(np.linalg.inv(pret1_aff), elec_coords))\n", + "elec_vox = np.round(nb.affines.apply_affine(np.linalg.inv(pret1_aff), elec_coords))\n", "#elec_vox = np.round(nb.affines.apply_affine(np.linalg.inv(mask_fill_aff), elec_coords))\n", "\n", "print(elec_vox)\n", @@ -417,8 +433,8 @@ "\n", "for i in range(len(mask_fill_indx)):\n", " for j in range(len(elec_vox)):\n", - " if (np.abs(elec_vox[j][0] - mask_fill_indx[i][0]) <= 3.) & (np.abs(elec_vox[j][1] - mask_fill_indx[i][1]) <= 3.) \\\n", - " & (np.abs(elec_vox[j][2] - mask_fill_indx[i][2]) <= 3.):\n", + " if (np.abs(elec_vox[j][0] - mask_fill_indx[i][0]) <= 1.) & (np.abs(elec_vox[j][1] - (mask_fill_indx[i][1]+10)) <= 1.) \\\n", + " & (np.abs(elec_vox[j][2] - mask_fill_indx[i][2]) <= 1.):\n", " if (coords[j][0] not in elecs):\n", " elecs.append(coords[j][0])\n", " elecs_name.append(coords[j][5])\n", @@ -429,15 +445,110 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[\"L'4\", \"L'5\", \"G'6\", \"L'6\"]\n", - "['Left-Cerebral-White-Matter', 'ctx-lh-superiorfrontal', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter']\n" + "[[-1.0955760e+00 6.6539884e+01 3.5287211e+01]\n", + " [-3.8047780e+00 6.7947332e+01 3.5308774e+01]\n", + " [-7.3189440e+00 6.7799889e+01 3.5474825e+01]\n", + " [-1.0587486e+01 6.7266380e+01 3.6440106e+01]\n", + " [-1.3942345e+01 6.8679315e+01 3.6434484e+01]\n", + " [-1.7505318e+01 6.8924151e+01 3.6523733e+01]\n", + " [-2.1141346e+01 6.9575450e+01 3.6618872e+01]\n", + " [-2.4768636e+01 7.0216901e+01 3.6678147e+01]\n", + " [-3.5076995e+01 7.1398199e+01 3.7646456e+01]\n", + " [-3.8717799e+01 7.2429766e+01 3.7662103e+01]\n", + " [-4.1295015e+01 7.2632320e+01 3.7804739e+01]\n", + " [-4.5299609e+01 7.2962515e+01 3.8653796e+01]\n", + " [ 3.1036500e-01 5.5307639e+01 5.6059407e+01]\n", + " [-2.7794890e+00 5.5580637e+01 5.7002584e+01]\n", + " [-6.2322750e+00 5.5840585e+01 5.7364656e+01]\n", + " [-9.5363420e+00 5.5708765e+01 5.8360146e+01]\n", + " [-1.3145142e+01 5.6022641e+01 5.9303125e+01]\n", + " [-1.6482282e+01 5.6661112e+01 5.9521911e+01]\n", + " [-2.0069954e+01 5.7348006e+01 6.0408980e+01]\n", + " [-2.8123609e+01 7.0128234e+01 3.7574121e+01]\n", + " [-3.1415426e+01 7.1136879e+01 3.7578534e+01]\n", + " [-2.3744426e+01 5.7254204e+01 6.1382683e+01]\n", + " [-2.6677349e+01 5.8281536e+01 6.1560423e+01]\n", + " [-3.0366181e+01 5.8192371e+01 6.2593553e+01]\n", + " [-3.3968939e+01 5.8874767e+01 6.3507398e+01]\n", + " [-3.8102582e+01 5.9640912e+01 6.4751481e+01]\n", + " [ 8.6186200e-01 6.3898502e+01 2.1573020e+01]\n", + " [-3.3102590e+00 6.4571406e+01 2.1624713e+01]\n", + " [-6.6878590e+00 6.5592659e+01 2.1649191e+01]\n", + " [-1.0103678e+01 6.5049286e+01 2.1755192e+01]\n", + " [-1.3723719e+01 6.5693017e+01 2.1803671e+01]\n", + " [-1.7402136e+01 6.5135075e+01 2.1900789e+01]\n", + " [-2.1041273e+01 6.5785383e+01 2.1949461e+01]\n", + " [-2.4332869e+01 6.6843202e+01 2.2750460e+01]\n", + " [-2.8005797e+01 6.7427854e+01 2.1936957e+01]\n", + " [-3.1610378e+01 6.7660516e+01 2.1922215e+01]\n", + " [-3.4977180e+01 6.8303613e+01 2.1889212e+01]\n", + " [-3.8321770e+01 6.8941184e+01 2.1897649e+01]\n", + " [-4.2347067e+01 6.9579321e+01 2.2112220e+01]\n", + " [-4.5247106e+01 6.9826285e+01 2.2024732e+01]\n", + " [-2.6199870e+00 4.3623528e+01 5.8126320e+00]\n", + " [-6.0018610e+00 4.4705278e+01 6.7617350e+00]\n", + " [-9.7570110e+00 4.4643291e+01 7.8324600e+00]\n", + " [-1.2702457e+01 4.5252072e+01 8.0905180e+00]\n", + " [-1.6000612e+01 4.5935355e+01 9.0194480e+00]\n", + " [-1.9941449e+01 4.6264511e+01 9.9720840e+00]\n", + " [-2.3292785e+01 4.6157549e+01 1.0932246e+01]\n", + " [-2.6549290e+01 4.7194924e+01 1.1066268e+01]\n", + " [-3.0189134e+01 4.7074387e+01 1.2073564e+01]\n", + " [-3.3504938e+01 4.7366476e+01 1.2975333e+01]\n", + " [-3.6844992e+01 4.8015650e+01 1.3203840e+01]\n", + " [-4.0450991e+01 4.8309201e+01 1.4138261e+01]\n", + " [-4.3396573e+01 4.9338923e+01 1.4303202e+01]\n", + " [-4.6761809e+01 4.9220334e+01 1.5224906e+01]\n", + " [-5.0799976e+01 4.9151101e+01 1.5879254e+01]\n", + " [-5.2358044e+01 4.9637330e+01 1.6078271e+01]\n", + " [ 1.8761000e-02 5.3647884e+01 3.5197651e+01]\n", + " [-3.1125280e+00 5.3860282e+01 3.5337854e+01]\n", + " [-6.5285090e+00 5.5282611e+01 3.5345926e+01]\n", + " [-1.0133507e+01 5.5532376e+01 3.5426841e+01]\n", + " [-1.3435716e+01 5.6152072e+01 3.5463624e+01]\n", + " [-1.7063573e+01 5.6055837e+01 3.6323271e+01]\n", + " [-2.0408834e+01 5.6679634e+01 3.6336439e+01]\n", + " [-2.4001348e+01 5.6921880e+01 3.6383149e+01]\n", + " [-2.7369889e+01 5.7549149e+01 3.6391990e+01]\n", + " [-3.0985986e+01 5.7797984e+01 3.6431495e+01]\n", + " [-3.4257121e+01 5.8413666e+01 3.6420977e+01]\n", + " [-3.7687867e+01 5.8658298e+01 3.6460188e+01]\n", + " [-4.1277843e+01 5.8900392e+01 3.6512916e+01]\n", + " [-4.4616937e+01 5.9524187e+01 3.6540439e+01]\n", + " [-4.8701198e+01 5.9806767e+01 3.6684980e+01]\n", + " [-5.1498405e+01 6.0370667e+01 3.6764905e+01]\n", + " [-4.1663200e-01 2.8166140e+01 5.0955763e+01]\n", + " [-2.6603820e+00 2.8353301e+01 5.1929068e+01]\n", + " [-6.0229340e+00 2.8632972e+01 5.3161506e+01]\n", + " [-1.0101884e+01 2.8986033e+01 5.4305472e+01]\n", + " [-1.4092396e+01 2.8986742e+01 5.5980049e+01]\n", + " [-1.7026503e+01 2.9234083e+01 5.7034625e+01]\n", + " [-2.0661998e+01 2.9546895e+01 5.8104272e+01]\n", + " [-2.3555413e+01 3.0125634e+01 5.9101146e+01]\n", + " [-2.6875198e+01 3.0065661e+01 6.0189676e+01]\n", + " [-2.9802244e+01 2.9995585e+01 6.1255322e+01]\n", + " [-3.2646110e+01 3.0604097e+01 6.2205235e+01]\n", + " [-3.6646198e+01 3.1289810e+01 6.3267809e+01]\n", + " [-4.0097632e+01 3.1247037e+01 6.4402526e+01]\n", + " [-4.3652207e+01 3.1929346e+01 6.5398302e+01]\n", + " [-4.6536866e+01 3.2208883e+01 6.6400773e+01]\n", + " [-5.0232055e+01 3.2901193e+01 6.7544440e+01]]\n", + "[[ -3.18199909 63.42667983 46.64562988]\n", + " [ -4.18199903 60.42667986 48.64562988]\n", + " [ -4.18199903 61.42667986 48.64562988]\n", + " ...\n", + " [-21.18199801 60.42667985 47.64562988]\n", + " [-21.18199801 61.42667985 47.64562988]\n", + " [-21.18199801 62.42667985 47.64562988]]\n", + "[\"L'4\", \"L'5\", \"L'6\"]\n", + "['Left-Cerebral-White-Matter', 'ctx-lh-superiorfrontal', 'Left-Cerebral-White-Matter']\n" ] } ], @@ -451,9 +562,12 @@ "elecs = []\n", "elecs_name = []\n", "\n", + "print(elec_coords)\n", + "print(mask_coords)\n", + "\n", "for i in range(len(mask_coords)):\n", " for j in range(len(elec_coords)):\n", - " if (np.abs(elec_coords[j][0] - mask_coords[i][0]) <= 4) & (np.abs(elec_coords[j][1] - mask_coords[i][1]) <= 4) \\\n", + " if (np.abs(elec_coords[j][0] - mask_coords[i][0]) <= 4) & (np.abs(elec_coords[j][1] - (mask_coords[i][1]+5)) <= 4) \\\n", " & (np.abs(elec_coords[j][2] - mask_coords[i][2]) <= 4):\n", " if (coords[j][0] not in elecs):\n", " elecs.append(coords[j][0])\n", diff --git a/notebooks/confirming_ablation_region_la03.ipynb b/notebooks/confirming_ablation_region_la03.ipynb new file mode 100644 index 0000000..1d66537 --- /dev/null +++ b/notebooks/confirming_ablation_region_la03.ipynb @@ -0,0 +1,594 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Confirming the Anatomical Region of the Ablation Using Freesurfer LUT" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After annotating the ablation region of the post surgical MRI with Seg3D, we use Slicer to reorient the MRI from RAS to freesurfer (FS) space. Then on the mask, we overlay the Desikan-Killiany atlas provided by Freesurfer, matching each voxel to its corresponding brain region in the atlas. Compare the resulting list of brain regions to what was clinically reported will allow us to confirm that the mask was mapped to the correct space. \n", + "\n", + "We will us la03 as an example." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# import modules\n", + "import os\n", + "import nibabel as nb\n", + "import numpy as np\n", + "import nrrd\n", + "import collections\n", + "from PIL import Image" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Freesurfer's lookup table (LUT) assigns a number to a certain brain region. The full table can be found here:\n", + "https://surfer.nmr.mgh.harvard.edu/fswiki/FsTutorial/AnatomicalROI/FreeSurferColorLUT" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading lookup table for freesurfer labels\n" + ] + } + ], + "source": [ + "# get labels using Freesurfer's lookup table (LUT)\n", + "fs_lut_fpath = \"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\\\\sub-la02\\\\FreeSurferColorLUT.txt\"\n", + "fid = open(fs_lut_fpath)\n", + "LUT = fid.readlines()\n", + "fid.close()\n", + "\n", + "# make dictionary of labels\n", + "LUT = [row.split() for row in LUT]\n", + "lab = {}\n", + "for row in LUT:\n", + " if (\n", + " len(row) > 1 and row[0][0] is not \"#\" and row[0][0] is not \"\\\\\"\n", + " ):\n", + " lname = row[1]\n", + " lab[np.int(row[0])] = lname\n", + "\n", + "print(\"Loading lookup table for freesurfer labels\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Freesurfer provides three different types of atlases: Desikan-Killiany, DKT, and Destrieux. The three are trained in different ways, but in general, an atlas is a model of the cortical surface based on probabilistic information estimated from a manually labeled training set. For more information, visit\n", + "https://surfer.nmr.mgh.harvard.edu/fswiki/CorticalParcellation" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading atlas\n" + ] + } + ], + "source": [ + "# assuming atlas type is desikan-killiany\n", + "depth_atlas_suffix = \"\"\n", + "mri_dir = \"C:\\\\Users\\\\d0156\\\\Johns Hopkins\\\\Adam Li - epilepsy_bids\\\\derivatives\\\\freesurfer\\\\la03\\\\mri\"\n", + "\n", + "# load in ASEG image file from atlas\n", + "aseg_fpath = os.path.join(mri_dir, \"aparc%s+aseg.mgz\" % (depth_atlas_suffix))\n", + "depth_atlas_img = nb.freesurfer.load(aseg_fpath)\n", + "aparc_dat = depth_atlas_img.get_fdata()\n", + "\n", + "print(\"Loading atlas\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After annotating the ablation in Seg3D and mapping the mask to FS space using Slicer, we index the annotated voxels of the mask. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading mask\n", + "[[132 108 187]\n", + " [132 108 188]\n", + " [132 109 185]\n", + " ...\n", + " [147 116 183]\n", + " [147 116 184]\n", + " [147 116 185]]\n", + "Loading mask index\n" + ] + } + ], + "source": [ + "# load mask image\n", + "mask_dir = \"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\\\\sub-la02\\\\test\"\n", + "mask_fpath = os.path.join(mask_dir, \"sub-la02_ses-postsurgery_proc-slicer.nii\")\n", + "mask_img = nb.load(mask_fpath)\n", + "mask_data = mask_img.get_fdata()\n", + "\n", + "print(\"Loading mask\")\n", + "\n", + "# determine where mask is\n", + "mask_indx = np.argwhere(mask_data)\n", + "print(mask_indx)\n", + "print(\"Loading mask index\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We overlay the annotated voxels with the atlas and the LUT, which gives us a list of brain regions within the mask. This should be similar to what was reported clinically. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading brain regions in mask\n", + "Brain regions in mask: \n", + "['ctx-lh-superiorfrontal', 'Left-Cerebral-White-Matter', 'WM-hypointensities', 'ctx-lh-rostralmiddlefrontal']\n" + ] + } + ], + "source": [ + "# determine list of brain regions in mask\n", + "aparc_indx = []\n", + "for i in range(len(mask_indx)):\n", + " aparc_indx.append(aparc_dat[mask_indx[i][0], mask_indx[i][1], mask_indx[i][2]])\n", + "\n", + "regions = []\n", + "for i in range(len(aparc_indx)):\n", + " if (aparc_indx[i] != 0) and (lab[aparc_indx[i]] not in regions):\n", + " regions.append(lab[aparc_indx[i]])\n", + "\n", + "print(\"Loading brain regions in mask\")\n", + "\n", + "print(\"Brain regions in mask: \")\n", + "print(regions)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def _from_tsv(fname, dtypes=None):\n", + " \"\"\"Read a tsv file into an OrderedDict.\n", + " Parameters\n", + " ----------\n", + " fname : str\n", + " Path to the file being loaded.\n", + " dtypes : list, optional\n", + " List of types to cast the values loaded as. This is specified column by\n", + " column.\n", + " Defaults to None. In this case all the data is loaded as strings.\n", + " Returns\n", + " -------\n", + " data_dict : collections.OrderedDict\n", + " Keys are the column names, and values are the column data.\n", + " \"\"\"\n", + " data = np.loadtxt(fname, dtype=str, delimiter='\\t',\n", + " comments=None, encoding='utf-8')\n", + " column_names = data[0, :]\n", + " info = data[1:, :]\n", + " data_dict = collections.OrderedDict()\n", + " if dtypes is None:\n", + " dtypes = [str] * info.shape[1]\n", + " if not isinstance(dtypes, (list, tuple)):\n", + " dtypes = [dtypes] * info.shape[1]\n", + " if not len(dtypes) == info.shape[1]:\n", + " raise ValueError('dtypes length mismatch. Provided: {0}, '\n", + " 'Expected: {1}'.format(len(dtypes), info.shape[1]))\n", + " for i, name in enumerate(column_names):\n", + " data_dict[name] = info[:, i].astype(dtypes[i]).tolist()\n", + " return data_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(256, 256, 256)\n", + "Loading mask\n", + "(729, 3)\n", + "(2140, 3)\n", + "Loading mask index\n", + "[[-9.99999940e-01 0.00000000e+00 0.00000000e+00 1.26817993e+02]\n", + " [ 0.00000000e+00 -1.49011612e-08 1.00000000e+00 -1.21573318e+02]\n", + " [ 0.00000000e+00 -1.00000000e+00 0.00000000e+00 1.59645630e+02]\n", + " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.00000000e+00]]\n", + "[[-9.99999932e-01 2.61643042e-04 -2.61643042e-04 1.26817993e+02]\n", + " [-2.61643042e-04 3.42285418e-08 9.99999966e-01 -1.21573318e+02]\n", + " [-2.61643042e-04 -9.99999966e-01 -3.42285418e-08 1.59645630e+02]\n", + " [ 0.00000000e+00 0.00000000e+00 0.00000000e+00 1.00000000e+00]]\n" + ] + } + ], + "source": [ + "# load mask image (filled) \n", + "mask_fill_dir = \"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\\\\sub-la02\"\n", + "mask_fill_fpath = os.path.join(mask_fill_dir, \"sub-la02_ses-postsurgery_proc-slicerfillaxial.nii.gz\")\n", + "mask_fill_img = nb.load(mask_fill_fpath)\n", + "mask_fill_data = mask_fill_img.get_fdata()\n", + "\n", + "print(mask_fill_data.shape)\n", + "print(\"Loading mask\")\n", + "\n", + "# determine where mask is\n", + "mask_fill_indx = np.argwhere(mask_fill_data)\n", + "print(mask_indx.shape)\n", + "print(mask_fill_indx.shape)\n", + "print(\"Loading mask index\")\n", + "\n", + "mask_fill_aff = mask_fill_img.affine\n", + "\n", + "# load pret1 image\n", + "pret1_fpath = \"C:\\\\Users\\\\d0156\\\\Dropbox\\\\bids_layout_data\\\\sub-la02\\\\test\\\\sub-la02_ses-presurgery_space-fs_T1w.nii\"\n", + "pret1_img = nb.load(pret1_fpath)\n", + "pret1_aff = pret1_img.affine\n", + "print(pret1_aff)\n", + "print(mask_fill_aff)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[128. 124. 188.]\n", + " [131. 124. 190.]\n", + " [134. 124. 189.]\n", + " [137. 123. 189.]\n", + " [141. 123. 190.]\n", + " [144. 123. 190.]\n", + " [148. 123. 191.]\n", + " [152. 123. 192.]\n", + " [162. 122. 193.]\n", + " [166. 122. 194.]\n", + " [168. 122. 194.]\n", + " [172. 121. 195.]\n", + " [127. 104. 177.]\n", + " [130. 103. 177.]\n", + " [133. 102. 177.]\n", + " [136. 101. 177.]\n", + " [140. 100. 178.]\n", + " [143. 100. 178.]\n", + " [147. 99. 179.]\n", + " [155. 122. 192.]\n", + " [158. 122. 193.]\n", + " [151. 98. 179.]\n", + " [153. 98. 180.]\n", + " [157. 97. 180.]\n", + " [161. 96. 180.]\n", + " [165. 95. 181.]\n", + " [126. 138. 185.]\n", + " [130. 138. 186.]\n", + " [134. 138. 187.]\n", + " [137. 138. 187.]\n", + " [141. 138. 187.]\n", + " [144. 138. 187.]\n", + " [148. 138. 187.]\n", + " [151. 137. 188.]\n", + " [155. 138. 189.]\n", + " [158. 138. 189.]\n", + " [162. 138. 190.]\n", + " [165. 138. 191.]\n", + " [169. 138. 191.]\n", + " [172. 138. 191.]\n", + " [129. 154. 165.]\n", + " [133. 153. 166.]\n", + " [137. 152. 166.]\n", + " [140. 152. 167.]\n", + " [143. 151. 168.]\n", + " [147. 150. 168.]\n", + " [150. 149. 168.]\n", + " [153. 149. 169.]\n", + " [157. 148. 169.]\n", + " [160. 147. 169.]\n", + " [164. 146. 170.]\n", + " [167. 146. 170.]\n", + " [170. 145. 171.]\n", + " [174. 144. 171.]\n", + " [178. 144. 171.]\n", + " [179. 144. 171.]\n", + " [127. 124. 175.]\n", + " [130. 124. 175.]\n", + " [133. 124. 177.]\n", + " [137. 124. 177.]\n", + " [140. 124. 178.]\n", + " [144. 123. 178.]\n", + " [147. 123. 178.]\n", + " [151. 123. 178.]\n", + " [154. 123. 179.]\n", + " [158. 123. 179.]\n", + " [161. 123. 180.]\n", + " [165. 123. 180.]\n", + " [168. 123. 180.]\n", + " [171. 123. 181.]\n", + " [176. 123. 181.]\n", + " [178. 123. 182.]\n", + " [127. 109. 150.]\n", + " [129. 108. 150.]\n", + " [133. 106. 150.]\n", + " [137. 105. 151.]\n", + " [141. 104. 151.]\n", + " [144. 103. 151.]\n", + " [147. 102. 151.]\n", + " [150. 101. 152.]\n", + " [154. 99. 152.]\n", + " [157. 98. 152.]\n", + " [159. 97. 152.]\n", + " [163. 96. 153.]\n", + " [167. 95. 153.]\n", + " [170. 94. 154.]\n", + " [173. 93. 154.]\n", + " [177. 92. 154.]]\n", + "[[130 113 185]\n", + " [131 111 182]\n", + " [131 111 183]\n", + " ...\n", + " [148 112 182]\n", + " [148 112 183]\n", + " [148 112 184]]\n", + "[\"L'2\", \"L'3\", \"L'4\", \"G'4\", \"G'5\", \"L'5\", \"G'6\", \"L'6\", \"G'7\"]\n", + "['ctx-lh-superiorfrontal', 'ctx-lh-superiorfrontal', 'Left-Cerebral-White-Matter', 'Unknown', 'Left-Cerebral-White-Matter', 'ctx-lh-superiorfrontal', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter', 'Left-Cerebral-White-Matter']\n" + ] + } + ], + "source": [ + "pre = _from_tsv(\"C:\\\\Users\\\\d0156\\\\Johns Hopkins\\\\Adam Li - epilepsy_bids\\\\sub-la02\\\\ses-presurgery\\\\ieeg\\\\sub-la02_ses-presurgery_acq-seeg_space-fs_electrodes.tsv\")\n", + "\n", + "keys = list(pre.keys())\n", + "values = list(pre.values())\n", + "coords = [[] for c in range(len(values[0]))]\n", + "\n", + "for i in range(len(values[0])):\n", + " for j in range(len(keys)):\n", + " coords[i].append(values[j][i])\n", + "\n", + "elec_coords = np.zeros((len(coords), 3))\n", + "\n", + "for i in range(len(coords)):\n", + " for j in range(3):\n", + " elec_coords[i][j] = float(coords[i][j+1])\n", + "\n", + "### comparing voxels\n", + "\n", + "# convert xyz coordinates of electrodes to voxels of mask\n", + "elec_vox = np.round(nb.affines.apply_affine(np.linalg.inv(pret1_aff), elec_coords))\n", + "#elec_vox = np.round(nb.affines.apply_affine(np.linalg.inv(mask_fill_aff), elec_coords))\n", + "\n", + "print(elec_vox)\n", + "print(mask_fill_indx)\n", + "\n", + "# compare voxels of electrodes and mask to find overlapping regions (should match clinical results)\n", + "elecs = []\n", + "elecs_name = []\n", + "\n", + "for i in range(len(mask_fill_indx)):\n", + " for j in range(len(elec_vox)):\n", + " if (np.abs(elec_vox[j][0] - mask_fill_indx[i][0]) <= 1.) & (np.abs(elec_vox[j][1] - (mask_fill_indx[i][1]+10)) <= 1.) \\\n", + " & (np.abs(elec_vox[j][2] - mask_fill_indx[i][2]) <= 1.):\n", + " if (coords[j][0] not in elecs):\n", + " elecs.append(coords[j][0])\n", + " elecs_name.append(coords[j][5])\n", + "\n", + "print(elecs)\n", + "print(elecs_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-1.0955760e+00 6.6539884e+01 3.5287211e+01]\n", + " [-3.8047780e+00 6.7947332e+01 3.5308774e+01]\n", + " [-7.3189440e+00 6.7799889e+01 3.5474825e+01]\n", + " [-1.0587486e+01 6.7266380e+01 3.6440106e+01]\n", + " [-1.3942345e+01 6.8679315e+01 3.6434484e+01]\n", + " [-1.7505318e+01 6.8924151e+01 3.6523733e+01]\n", + " [-2.1141346e+01 6.9575450e+01 3.6618872e+01]\n", + " [-2.4768636e+01 7.0216901e+01 3.6678147e+01]\n", + " [-3.5076995e+01 7.1398199e+01 3.7646456e+01]\n", + " [-3.8717799e+01 7.2429766e+01 3.7662103e+01]\n", + " [-4.1295015e+01 7.2632320e+01 3.7804739e+01]\n", + " [-4.5299609e+01 7.2962515e+01 3.8653796e+01]\n", + " [ 3.1036500e-01 5.5307639e+01 5.6059407e+01]\n", + " [-2.7794890e+00 5.5580637e+01 5.7002584e+01]\n", + " [-6.2322750e+00 5.5840585e+01 5.7364656e+01]\n", + " [-9.5363420e+00 5.5708765e+01 5.8360146e+01]\n", + " [-1.3145142e+01 5.6022641e+01 5.9303125e+01]\n", + " [-1.6482282e+01 5.6661112e+01 5.9521911e+01]\n", + " [-2.0069954e+01 5.7348006e+01 6.0408980e+01]\n", + " [-2.8123609e+01 7.0128234e+01 3.7574121e+01]\n", + " [-3.1415426e+01 7.1136879e+01 3.7578534e+01]\n", + " [-2.3744426e+01 5.7254204e+01 6.1382683e+01]\n", + " [-2.6677349e+01 5.8281536e+01 6.1560423e+01]\n", + " [-3.0366181e+01 5.8192371e+01 6.2593553e+01]\n", + " [-3.3968939e+01 5.8874767e+01 6.3507398e+01]\n", + " [-3.8102582e+01 5.9640912e+01 6.4751481e+01]\n", + " [ 8.6186200e-01 6.3898502e+01 2.1573020e+01]\n", + " [-3.3102590e+00 6.4571406e+01 2.1624713e+01]\n", + " [-6.6878590e+00 6.5592659e+01 2.1649191e+01]\n", + " [-1.0103678e+01 6.5049286e+01 2.1755192e+01]\n", + " [-1.3723719e+01 6.5693017e+01 2.1803671e+01]\n", + " [-1.7402136e+01 6.5135075e+01 2.1900789e+01]\n", + " [-2.1041273e+01 6.5785383e+01 2.1949461e+01]\n", + " [-2.4332869e+01 6.6843202e+01 2.2750460e+01]\n", + " [-2.8005797e+01 6.7427854e+01 2.1936957e+01]\n", + " [-3.1610378e+01 6.7660516e+01 2.1922215e+01]\n", + " [-3.4977180e+01 6.8303613e+01 2.1889212e+01]\n", + " [-3.8321770e+01 6.8941184e+01 2.1897649e+01]\n", + " [-4.2347067e+01 6.9579321e+01 2.2112220e+01]\n", + " [-4.5247106e+01 6.9826285e+01 2.2024732e+01]\n", + " [-2.6199870e+00 4.3623528e+01 5.8126320e+00]\n", + " [-6.0018610e+00 4.4705278e+01 6.7617350e+00]\n", + " [-9.7570110e+00 4.4643291e+01 7.8324600e+00]\n", + " [-1.2702457e+01 4.5252072e+01 8.0905180e+00]\n", + " [-1.6000612e+01 4.5935355e+01 9.0194480e+00]\n", + " [-1.9941449e+01 4.6264511e+01 9.9720840e+00]\n", + " [-2.3292785e+01 4.6157549e+01 1.0932246e+01]\n", + " [-2.6549290e+01 4.7194924e+01 1.1066268e+01]\n", + " [-3.0189134e+01 4.7074387e+01 1.2073564e+01]\n", + " [-3.3504938e+01 4.7366476e+01 1.2975333e+01]\n", + " [-3.6844992e+01 4.8015650e+01 1.3203840e+01]\n", + " [-4.0450991e+01 4.8309201e+01 1.4138261e+01]\n", + " [-4.3396573e+01 4.9338923e+01 1.4303202e+01]\n", + " [-4.6761809e+01 4.9220334e+01 1.5224906e+01]\n", + " [-5.0799976e+01 4.9151101e+01 1.5879254e+01]\n", + " [-5.2358044e+01 4.9637330e+01 1.6078271e+01]\n", + " [ 1.8761000e-02 5.3647884e+01 3.5197651e+01]\n", + " [-3.1125280e+00 5.3860282e+01 3.5337854e+01]\n", + " [-6.5285090e+00 5.5282611e+01 3.5345926e+01]\n", + " [-1.0133507e+01 5.5532376e+01 3.5426841e+01]\n", + " [-1.3435716e+01 5.6152072e+01 3.5463624e+01]\n", + " [-1.7063573e+01 5.6055837e+01 3.6323271e+01]\n", + " [-2.0408834e+01 5.6679634e+01 3.6336439e+01]\n", + " [-2.4001348e+01 5.6921880e+01 3.6383149e+01]\n", + " [-2.7369889e+01 5.7549149e+01 3.6391990e+01]\n", + " [-3.0985986e+01 5.7797984e+01 3.6431495e+01]\n", + " [-3.4257121e+01 5.8413666e+01 3.6420977e+01]\n", + " [-3.7687867e+01 5.8658298e+01 3.6460188e+01]\n", + " [-4.1277843e+01 5.8900392e+01 3.6512916e+01]\n", + " [-4.4616937e+01 5.9524187e+01 3.6540439e+01]\n", + " [-4.8701198e+01 5.9806767e+01 3.6684980e+01]\n", + " [-5.1498405e+01 6.0370667e+01 3.6764905e+01]\n", + " [-4.1663200e-01 2.8166140e+01 5.0955763e+01]\n", + " [-2.6603820e+00 2.8353301e+01 5.1929068e+01]\n", + " [-6.0229340e+00 2.8632972e+01 5.3161506e+01]\n", + " [-1.0101884e+01 2.8986033e+01 5.4305472e+01]\n", + " [-1.4092396e+01 2.8986742e+01 5.5980049e+01]\n", + " [-1.7026503e+01 2.9234083e+01 5.7034625e+01]\n", + " [-2.0661998e+01 2.9546895e+01 5.8104272e+01]\n", + " [-2.3555413e+01 3.0125634e+01 5.9101146e+01]\n", + " [-2.6875198e+01 3.0065661e+01 6.0189676e+01]\n", + " [-2.9802244e+01 2.9995585e+01 6.1255322e+01]\n", + " [-3.2646110e+01 3.0604097e+01 6.2205235e+01]\n", + " [-3.6646198e+01 3.1289810e+01 6.3267809e+01]\n", + " [-4.0097632e+01 3.1247037e+01 6.4402526e+01]\n", + " [-4.3652207e+01 3.1929346e+01 6.5398302e+01]\n", + " [-4.6536866e+01 3.2208883e+01 6.6400773e+01]\n", + " [-5.0232055e+01 3.2901193e+01 6.7544440e+01]]\n", + "[[ -3.18199909 63.42667983 46.64562988]\n", + " [ -4.18199903 60.42667986 48.64562988]\n", + " [ -4.18199903 61.42667986 48.64562988]\n", + " ...\n", + " [-21.18199801 60.42667985 47.64562988]\n", + " [-21.18199801 61.42667985 47.64562988]\n", + " [-21.18199801 62.42667985 47.64562988]]\n", + "[\"L'4\", \"L'5\", \"L'6\"]\n", + "['Left-Cerebral-White-Matter', 'ctx-lh-superiorfrontal', 'Left-Cerebral-White-Matter']\n" + ] + } + ], + "source": [ + "### comparing xyz coordinates\n", + "\n", + "# convert voxels of mask to xyz coordinates of electrodes\n", + "mask_coords = nb.affines.apply_affine(mask_fill_aff, mask_fill_indx)\n", + "\n", + "# compare xyz coordinates of electrodes and mask to find overlapping regions (should match clinical results)\n", + "elecs = []\n", + "elecs_name = []\n", + "\n", + "print(elec_coords)\n", + "print(mask_coords)\n", + "\n", + "for i in range(len(mask_coords)):\n", + " for j in range(len(elec_coords)):\n", + " if (np.abs(elec_coords[j][0] - mask_coords[i][0]) <= 4) & (np.abs(elec_coords[j][1] - (mask_coords[i][1]+5)) <= 4) \\\n", + " & (np.abs(elec_coords[j][2] - mask_coords[i][2]) <= 4):\n", + " if (coords[j][0] not in elecs):\n", + " elecs.append(coords[j][0])\n", + " elecs_name.append(coords[j][5])\n", + "\n", + "print(elecs)\n", + "print(elecs_name)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}