diff options
| author | jules@lens <julescarbon@gmail.com> | 2019-04-18 16:55:14 +0200 |
|---|---|---|
| committer | jules@lens <julescarbon@gmail.com> | 2019-04-18 16:55:14 +0200 |
| commit | 2e4daed06264f3dc3bbabd8fa4fc0d8ceed4c5af (patch) | |
| tree | 1a17bb4459776ac91f7006a2a407ca12edd3471e /megapixels/notebooks/datasets/oxford_town_centre | |
| parent | 3d32e5b4ddbfbfe5d4abeda57ff200adf1532f4c (diff) | |
| parent | f8012f88641b0bb378ba79393f277c8918ebe452 (diff) | |
Merge branch 'master' of asdf.us:megapixels_dev
Diffstat (limited to 'megapixels/notebooks/datasets/oxford_town_centre')
3 files changed, 1945 insertions, 0 deletions
diff --git a/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes-Copy1.ipynb b/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes-Copy1.ipynb new file mode 100644 index 00000000..d8eac8f1 --- /dev/null +++ b/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes-Copy1.ipynb @@ -0,0 +1,917 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Oxford Town Centre\n", + "\n", + "- read in ground truth\n", + "- draw example frame" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import os\n", + "from os.path import join\n", + "import math\n", + "from glob import glob\n", + "from random import randint\n", + "\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import pandas as pd\n", + "from PIL import Image, ImageDraw\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "from sklearn import preprocessing\n", + "from tqdm import tqdm_notebook as tqdm\n", + "\n", + "import sys\n", + "sys.path.append('/work/megapixels_dev/megapixels/')\n", + "from app.settings import app_cfg as cfg\n", + "from app.utils import file_utils, im_utils\n", + "from app.models.bbox import BBox" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# input\n", + "fp_dir_dataset = '/data_store/datasets/people/oxofrd_town_centre/dataset/'\n", + "fp_dets = join(fp_dir_dataset, 'TownCentre-groundtruth.top')\n", + "fp_vid = join(fp_dir_dataset, 'TownCentreXVID.avi')\n", + "\n", + "# output\n", + "fp_dir_processed = '/data_store/datasets/people/oxofrd_town_centre/processed/'\n", + "fp_out_bboxes = join(fp_dir_processed, 'oxford_town_centre_bboxes_01.png')\n", + "fp_cam_avg = join(fp_dir_processed, 'oxford_town_centre_avg.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load CSV" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "cols = ['person_id', 'frame', 'a', 'b', 'bx1', 'by1', 'bx2', 'by2', 'fx1', 'fy1', 'fx2', 'fy2']" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "df_dets = pd.read_csv(fp_dets, names=cols)\n", + "detections = df_dets.to_dict('records')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>person_id</th>\n", + " <th>frame</th>\n", + " <th>a</th>\n", + " <th>b</th>\n", + " <th>bx1</th>\n", + " <th>by1</th>\n", + " <th>bx2</th>\n", + " <th>by2</th>\n", + " <th>fx1</th>\n", + " <th>fy1</th>\n", + " <th>fx2</th>\n", + " <th>fy2</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>270.828</td>\n", + " <td>794.098</td>\n", + " <td>309.037</td>\n", + " <td>834.066</td>\n", + " <td>235.925</td>\n", + " <td>770.142</td>\n", + " <td>371.546</td>\n", + " <td>1101.029</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>308.304</td>\n", + " <td>302.982</td>\n", + " <td>330.837</td>\n", + " <td>326.823</td>\n", + " <td>285.748</td>\n", + " <td>291.418</td>\n", + " <td>370.556</td>\n", + " <td>493.414</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>2</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>307.919</td>\n", + " <td>241.003</td>\n", + " <td>328.645</td>\n", + " <td>262.841</td>\n", + " <td>286.849</td>\n", + " <td>230.501</td>\n", + " <td>365.794</td>\n", + " <td>416.410</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>739.951</td>\n", + " <td>231.693</td>\n", + " <td>759.968</td>\n", + " <td>253.491</td>\n", + " <td>719.708</td>\n", + " <td>220.830</td>\n", + " <td>786.893</td>\n", + " <td>408.145</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>4</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>814.375</td>\n", + " <td>246.562</td>\n", + " <td>835.021</td>\n", + " <td>268.946</td>\n", + " <td>793.722</td>\n", + " <td>235.410</td>\n", + " <td>861.430</td>\n", + " <td>427.627</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " person_id frame a b bx1 by1 bx2 by2 fx1 \\\n", + "0 0 0 1 1 270.828 794.098 309.037 834.066 235.925 \n", + "1 1 0 1 1 308.304 302.982 330.837 326.823 285.748 \n", + "2 2 0 1 1 307.919 241.003 328.645 262.841 286.849 \n", + "3 3 0 1 1 739.951 231.693 759.968 253.491 719.708 \n", + "4 4 0 1 1 814.375 246.562 835.021 268.946 793.722 \n", + "\n", + " fy1 fx2 fy2 \n", + "0 770.142 371.546 1101.029 \n", + "1 291.418 370.556 493.414 \n", + "2 230.501 365.794 416.410 \n", + "3 220.830 786.893 408.145 \n", + "4 235.410 861.430 427.627 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_dets.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create Average of Video" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "frames = []\n", + "pos = 0\n", + "dec = 120\n", + "vid = cv.VideoCapture(fp_vid)\n", + "nframes = int(vid.get(cv.CAP_PROP_FRAME_COUNT))\n", + "\n", + "# read video frames\n", + "while vid.isOpened():\n", + " pos += dec\n", + " if pos >= nframes:\n", + " break\n", + " vid.set(cv.CAP_PROP_POS_FRAMES, pos)\n", + " read, frame = vid.read()\n", + " if not read:\n", + " break\n", + " frames.append(frame)\n", + "\n", + "vid.release()\n", + "\n", + "# save average\n", + "im_mean = np.mean(frames, axis=0).astype(np.uint8)\n", + "cv.imwrite(fp_cam_avg, im_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7ff1924f56a0>" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(im_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# save average for each camera\n", + "im_mean = np.mean(frames[:(len(frames)//2)], axis=0).astype(np.uint8)\n", + "cv.imwrite(fp_im_avg, im_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7ff191f4f240>" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(cv.cvtColor(im_mean, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate BBoxes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# create list of bboxes\n", + "dim = (1920, 1080)\n", + "bboxes = []\n", + "for d in tqdm(detections[str(cam)]):\n", + " bboxes.append(BBox.from_xywh_dim(d['left'], d['top'], d['width'], d['height'], dim))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# \n", + "im_saliency = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "im_saliency_mean = (im_saliency / (np.max(im_saliency) / 1)).astype(np.float32)\n", + "im_saliency_mean = 255 * im_saliency_mean\n", + "im_saliency_mean = np.clip(im_saliency_mean, 0, 255).astype(np.uint8)\n", + "im_cm = cv.applyColorMap(im_saliency_mean, cv.COLORMAP_JET)\n", + "im_cm = cv.blur(im_cm, ksize=(13, 13))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# save files\n", + "fp_out_saliency = join(fp_dir_processed, f'duke_mtmc_saliency_cam{cam}.png')\n", + "cv.imwrite(fp_out_saliency, im_saliency_mean)\n", + "#im_saliency_mean = cv.blur(im_saliency_mean, ksize=(5,5))\n", + "#fp_out_saliency_blur = join(fp_dir_processed, f'duke_mtmc_saliency_cam{cam}_blur.png')\n", + "cv.imwrite(fp_out_saliency_blur, im_saliency_mean)\n", + "# wave" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Old Viz" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Assign Colors to IDs" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "# function to create spaced colormaps as RGB values\n", + "\n", + "import matplotlib as mpl\n", + "import matplotlib.cm as mplcm\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import cm\n", + "\n", + "def get_color_map(cmap='prism', ncolors=20, as_hex=False, reverse=False, bgr=True):\n", + " norm = mpl.colors.Normalize(vmin=0, vmax=ncolors-1)\n", + " scalars = mplcm.ScalarMappable(norm=norm, cmap=cmap)\n", + " colors = [scalars.to_rgba(i) for i in range(ncolors)]\n", + " colors = [(int(255*c[0]),int(255*c[1]),int(255*c[2])) for c in colors] \n", + " if reverse:\n", + " colors = colors[::-1]\n", + " if bgr:\n", + " colors = [c[::-1] for c in colors]\n", + " if as_hex:\n", + " colors = ['#{:02x}{:02x}{:02x}'.format(c[0],c[1],c[2]) for c in colors]\n", + " return colors\n", + "\n", + "def jitter_clr(clr, amt=10, mono=False):\n", + " clr = list(clr)\n", + " if mono:\n", + " r = randint(-amt, amt)\n", + " for i in range(len(clr)):\n", + " clr[i] = max(0, min(255, clr[i] + r))\n", + " else:\n", + " for i in range(len(clr)):\n", + " r = randint(-amt, amt)\n", + " clr[i] = max(0, min(255, clr[i] + r))\n", + " return clr\n", + "\n", + "def random_color():\n", + " return tuple(map(int, np.random.choice(range(256), size=3)))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "frame_groups = df_dets.groupby('frame')" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 <class 'pandas.core.frame.DataFrame'>\n", + "<class 'pandas.core.frame.Pandas'> 235.925\n", + "<class 'pandas.core.frame.Pandas'> 285.748\n", + "<class 'pandas.core.frame.Pandas'> 286.849\n", + "<class 'pandas.core.frame.Pandas'> 719.7080000000001\n", + "<class 'pandas.core.frame.Pandas'> 793.722\n", + "<class 'pandas.core.frame.Pandas'> 876.425\n", + "<class 'pandas.core.frame.Pandas'> 656.185\n", + "<class 'pandas.core.frame.Pandas'> 1607.1429999999998\n", + "<class 'pandas.core.frame.Pandas'> 1615.588\n", + "<class 'pandas.core.frame.Pandas'> 1790.455\n", + "<class 'pandas.core.frame.Pandas'> 1645.396\n", + "<class 'pandas.core.frame.Pandas'> 1459.905\n", + "<class 'pandas.core.frame.Pandas'> 1361.4979999999998\n", + "<class 'pandas.core.frame.Pandas'> 890.294\n" + ] + } + ], + "source": [ + "for frame_idx, df_group in frame_groups:\n", + " print(i, type(df_group))\n", + " for dframe in df_group.itertuples():\n", + " print(type(dframe), dframe.fx1)\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def draw_frame(idx):\n", + " # test draw a frame\n", + " # get frame image\n", + " im = frames[idx]\n", + " # get all detections per ID\n", + " \n", + " heads = []\n", + " bodies = []\n", + " # draw body\n", + " # draw head\n", + " \n", + " return im" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "59902f9a5cde4daf9beff2eeed60e04f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=387367), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# create list of bboxes\n", + "dim = (1920, 1080)\n", + "bboxes = []\n", + "for d in tqdm(detections[str(cam)]):\n", + " bboxes.append(BBox.from_xywh_dim(d['left'], d['top'], d['width'], d['height'], dim))" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "#size_draw = (1280, 720)\n", + "size_draw = (1920,1080)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/data_store/datasets/people/duke_mtmc/processed/duke_mtmc_bboxes_cam5_alpha_0.05.png\n" + ] + } + ], + "source": [ + "# draw it\n", + "clr = (255,255,255)\n", + "im_draw = np.zeros([size_draw[1], size_draw[0], 3]).astype(np.uint8)\n", + "im_bg = im_draw.copy()\n", + "limit = 100000000\n", + "stroke_weight = 1\n", + "alpha = 0.05\n", + "cam = 5\n", + "fp_out_bboxes = f'/data_store/datasets/people/duke_mtmc/processed/duke_mtmc_bboxes_cam{cam}_alpha_{alpha}.png'\n", + "print(fp_out_bboxes)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "51e8433c791541a48e0b243093582439", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=387367), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7fa5eb1d1f28>" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i, bbox in enumerate(tqdm(bboxes)):\n", + " if i % 60:\n", + " continue\n", + " bbox = bbox.to_dim(size_draw)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_draw_next = im_bg.copy()\n", + " cv.rectangle(im_draw_next, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", + " im_bg = cv.addWeighted(im_draw_next, alpha, im_bg, 1 - alpha, 0)\n", + " if i > limit:\n", + " break\n", + "\n", + "cv.imwrite(fp_out_bboxes, im_bg)\n", + "plt.imshow(cv.cvtColor(im_bg, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'rois' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-45-ed83ab959530>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0malpha\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.125\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mroi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrois\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbbox\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mroi\u001b[0m \u001b[0;31m# expand\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mbbox\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbbox\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_dim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msize_draw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'rois' is not defined" + ] + } + ], + "source": [ + "# draw it\n", + "clr = (255, 255, 255)\n", + "size_orig = (5184, 3456)\n", + "scale = size_orig[0]/1920\n", + "size_draw = (int(size_orig[0]/scale), int(size_orig[1]/scale))\n", + "im_draw = np.zeros([size_draw[1], size_draw[0], 3]).astype(np.uint8)\n", + "im_bg = im_draw.copy()\n", + "limit = 2000000\n", + "stroke_weight = 1\n", + "alpha = 0.125\n", + "\n", + "for i, roi in enumerate(tqdm(rois.items())):\n", + " fname, bbox = roi # expand\n", + " bbox = bbox.to_dim(size_draw)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_draw_next = im_bg.copy()\n", + " cv.rectangle(im_draw_next, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", + " im_bg = cv.addWeighted(im_draw_next, alpha, im_bg, 1 - alpha, 0)\n", + " if i > limit:\n", + " break\n", + "\n", + "\n", + "plt.imshow(cv.cvtColor(im_bg, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create Average Image" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0b1e14cbaa644802bc8bfc2c42b8e10b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1107), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-24-4d9676b22f03>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mim_comp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mempty_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp_im\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1920\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m255\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mfp_im\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp_ims\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mim_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp_im\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1920\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m255\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mim_comp\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mim\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "im_comp = np.empty_like(im_utils.resize(cv.imread(fp_im), width=1920) / 255)\n", + "for fp_im in tqdm(fp_ims[:100]):\n", + " im = im_utils.resize(cv.imread(fp_im), width=1920) / 255\n", + " im_comp += im" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "im_mean = np.mean(ims, axis=0).astype(np.uint8)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f4060095c50>" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(im_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.2 0.4]\n" + ] + } + ], + "source": [ + "a = np.array([.1, .2])\n", + "b = np.array([.1, .2])\n", + "c = a + b\n", + "print(c)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[0.16078431, 0.17254902, 0.1372549 ],\n", + " [0.15686275, 0.16862745, 0.13333333],\n", + " [0.15294118, 0.16470588, 0.12941176],\n", + " ...,\n", + " [0.49411765, 0.54509804, 0.5372549 ],\n", + " [0.49411765, 0.54509804, 0.5372549 ],\n", + " [0.49411765, 0.54509804, 0.5372549 ]],\n", + "\n", + " [[0.15294118, 0.16078431, 0.1372549 ],\n", + " [0.14509804, 0.15294118, 0.12941176],\n", + " [0.14509804, 0.15294118, 0.12941176],\n", + " ...,\n", + " [0.48627451, 0.5372549 , 0.52941176],\n", + " [0.48627451, 0.5372549 , 0.52941176],\n", + " [0.48627451, 0.5372549 , 0.52941176]],\n", + "\n", + " [[0.15294118, 0.16078431, 0.1372549 ],\n", + " [0.14901961, 0.15686275, 0.13333333],\n", + " [0.14509804, 0.15294118, 0.12941176],\n", + " ...,\n", + " [0.48235294, 0.53333333, 0.5254902 ],\n", + " [0.49019608, 0.54509804, 0.5372549 ],\n", + " [0.49803922, 0.55294118, 0.54509804]],\n", + "\n", + " ...,\n", + "\n", + " [[0.26666667, 0.29411765, 0.28235294],\n", + " [0.27058824, 0.29803922, 0.28627451],\n", + " [0.27058824, 0.29411765, 0.29019608],\n", + " ...,\n", + " [0.70980392, 0.74117647, 0.70196078],\n", + " [0.70588235, 0.7372549 , 0.69803922],\n", + " [0.70588235, 0.7372549 , 0.69803922]],\n", + "\n", + " [[0.27058824, 0.29411765, 0.29019608],\n", + " [0.27058824, 0.29411765, 0.29019608],\n", + " [0.2745098 , 0.29803922, 0.29411765],\n", + " ...,\n", + " [0.70588235, 0.7372549 , 0.69803922],\n", + " [0.70196078, 0.7372549 , 0.69803922],\n", + " [0.69803922, 0.73333333, 0.69411765]],\n", + "\n", + " [[0.27058824, 0.29411765, 0.29019608],\n", + " [0.27058824, 0.29411765, 0.29019608],\n", + " [0.26666667, 0.29019608, 0.28627451],\n", + " ...,\n", + " [0.69803922, 0.73333333, 0.69411765],\n", + " [0.69411765, 0.72941176, 0.69019608],\n", + " [0.68627451, 0.72156863, 0.68235294]]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im = im.astype(np.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "megapixels", + "language": "python", + "name": "megapixels" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes-Copy2.ipynb b/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes-Copy2.ipynb new file mode 100644 index 00000000..67b25637 --- /dev/null +++ b/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes-Copy2.ipynb @@ -0,0 +1,448 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Oxford Town Centre\n", + "\n", + "- read in manual detections\n", + "- draw example frame" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import os\n", + "from os.path import join\n", + "import math\n", + "from glob import glob\n", + "from random import randint\n", + "\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import pandas as pd\n", + "from PIL import Image, ImageDraw\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "from sklearn import preprocessing\n", + "from tqdm import tqdm_notebook as tqdm\n", + "import random\n", + "\n", + "import sys\n", + "sys.path.append('/work/megapixels_dev/megapixels/')\n", + "from app.settings import app_cfg as cfg\n", + "from app.utils import file_utils, im_utils\n", + "from app.models.bbox import BBox" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# input\n", + "fp_dir_dataset = '/data_store/datasets/people/oxford_town_centre/dataset/'\n", + "#fp_vid = join(fp_dir_dataset, 'TownCentreXVID.avi')\n", + "\n", + "# output\n", + "fp_dir_processed = '/data_store/datasets/people/oxford_town_centre/processed/'\n", + "fp_dets = join(fp_dir_processed, 'body_roi_400.csv')\n", + "fp_cam_avg = join(fp_dir_processed, 'oxford_town_centre_avg.png')\n", + "fp_cam_sal = join(fp_dir_processed, 'oxford_town_centre_sal.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load CSV" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "df_dets = pd.read_csv(fp_dets)\n", + "detections = df_dets.to_dict('records')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>index</th>\n", + " <th>h</th>\n", + " <th>record_index</th>\n", + " <th>w</th>\n", + " <th>x</th>\n", + " <th>y</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>0</td>\n", + " <td>0.268369</td>\n", + " <td>0</td>\n", + " <td>0.072830</td>\n", + " <td>0.136287</td>\n", + " <td>0.693005</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>1</td>\n", + " <td>0.222680</td>\n", + " <td>0</td>\n", + " <td>0.053638</td>\n", + " <td>0.846111</td>\n", + " <td>0.568722</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>2</td>\n", + " <td>0.199632</td>\n", + " <td>0</td>\n", + " <td>0.059557</td>\n", + " <td>0.461100</td>\n", + " <td>0.366682</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>3</td>\n", + " <td>0.136677</td>\n", + " <td>0</td>\n", + " <td>0.032335</td>\n", + " <td>0.460765</td>\n", + " <td>0.080763</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>4</td>\n", + " <td>0.162292</td>\n", + " <td>0</td>\n", + " <td>0.036466</td>\n", + " <td>0.374826</td>\n", + " <td>0.219409</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " index h record_index w x y\n", + "0 0 0.268369 0 0.072830 0.136287 0.693005\n", + "1 1 0.222680 0 0.053638 0.846111 0.568722\n", + "2 2 0.199632 0 0.059557 0.461100 0.366682\n", + "3 3 0.136677 0 0.032335 0.460765 0.080763\n", + "4 4 0.162292 0 0.036466 0.374826 0.219409" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_dets.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Read Average of Video" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f22c99f4da0>" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "im_cam_avg = cv.imread(fp_cam_avg)\n", + "plt.imshow(im_cam_avg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate BBoxes" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3789aa74b6924d5496a8490ced93b19f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=3714), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "ename": "KeyError", + "evalue": "'x1'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-16-656c58874c2c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mbboxes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0md\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdetections\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mbbox\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBBox\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_xywh_dim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'x1'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'y1'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'x2'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'y2'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mbboxes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbbox\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'x1'" + ] + } + ], + "source": [ + "# create list of bboxes\n", + "dim = (1920, 1080)\n", + "bboxes = []\n", + "for d in tqdm(detections):\n", + " bbox = BBox.from_xywh_dim(d['x1'], d['y1'], d['x2'], d['y2'], dim)\n", + " bboxes.append(bbox)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b1ef0355970e43569dfad1366640885e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=62741), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# create grayscale saliency\n", + "im_saliency_body = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes_body)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency_body[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c00b1fbfb199414cb2b9af5394694b40", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=62741), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# face\n", + "im_saliency_face = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes_face)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency_face[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "im_saliency_mean = (im_saliency_body / (np.max(im_saliency_body) / 1)).astype(np.float32)\n", + "im_saliency_mean = 255 * im_saliency_mean\n", + "im_saliency_mean = np.clip(im_saliency_mean, 0, 255).astype(np.uint8)\n", + "im_cm = cv.applyColorMap(im_saliency_mean, cv.COLORMAP_JET)\n", + "im_cm = cv.blur(im_cm, ksize=(13, 13))" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7ff0d5a7fb00>" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(cv.cvtColor(im_saliency_mean, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# save files\n", + "fp_out_saliency = join(fp_dir_processed, 'oxford_town_centre_saliency_body.png')\n", + "#cv.imwrite(fp_out_saliency, im_saliency_mean)\n", + "im_saliency_mean = cv.blur(im_saliency_mean, ksize=(5,5))\n", + "#fp_out_saliency_blur = join(fp_dir_processed, f'duke_mtmc_saliency_cam{cam}_blur.png')\n", + "cv.imwrite(fp_out_saliency, im_saliency_mean)\n", + "# wave" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Old Viz" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "megapixels", + "language": "python", + "name": "megapixels" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes.ipynb b/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes.ipynb new file mode 100755 index 00000000..6fbca884 --- /dev/null +++ b/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes.ipynb @@ -0,0 +1,580 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Oxford Town Centre\n", + "\n", + "- read in ground truth\n", + "- draw example frame" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [], + "source": [ + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import os\n", + "from os.path import join\n", + "import math\n", + "from glob import glob\n", + "from random import randint\n", + "\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import pandas as pd\n", + "from PIL import Image, ImageDraw\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "from sklearn import preprocessing\n", + "from tqdm import tqdm_notebook as tqdm\n", + "import random\n", + "\n", + "import sys\n", + "sys.path.append('/work/megapixels_dev/megapixels/')\n", + "from app.settings import app_cfg as cfg\n", + "from app.utils import file_utils, im_utils\n", + "from app.models.bbox import BBox" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [], + "source": [ + "# input\n", + "fp_dir_dataset = '/data_store/datasets/people/oxofrd_town_centre/dataset/'\n", + "fp_dets = join(fp_dir_dataset, 'TownCentre-groundtruth.top')\n", + "fp_dets = join(fp_dir_dataset, 'TownCentre-output-BenfoldReidCVPR2011.top')\n", + "fp_dets = join(fp_dir_dataset, 'TownCentre-output-HOGPedestrians.top')\n", + "fp_vid = join(fp_dir_dataset, 'TownCentreXVID.avi')\n", + "\n", + "# output\n", + "fp_dir_processed = '/data_store/datasets/people/oxford_town_centre/processed/'\n", + "fp_out_bboxes = join(fp_dir_processed, 'oxford_town_centre_bboxes_01.png')\n", + "fp_cam_avg = join(fp_dir_processed, 'oxford_town_centre_avg.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load CSV" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "cols = ['person_id', 'frame', 'a', 'b', 'bx1', 'by1', 'bx2', 'by2', 'fx1', 'fy1', 'fx2', 'fy2']" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "df_dets = pd.read_csv(fp_dets, names=cols)\n", + "detections = df_dets.to_dict('records')" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>person_id</th>\n", + " <th>frame</th>\n", + " <th>a</th>\n", + " <th>b</th>\n", + " <th>bx1</th>\n", + " <th>by1</th>\n", + " <th>bx2</th>\n", + " <th>by2</th>\n", + " <th>fx1</th>\n", + " <th>fy1</th>\n", + " <th>fx2</th>\n", + " <th>fy2</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>0</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>295.626</td>\n", + " <td>811.142</td>\n", + " <td>334.374</td>\n", + " <td>851.827</td>\n", + " <td>260.713</td>\n", + " <td>811.142</td>\n", + " <td>396.615</td>\n", + " <td>1121.977</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>1</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>901.680</td>\n", + " <td>402.431</td>\n", + " <td>927.320</td>\n", + " <td>430.350</td>\n", + " <td>877.443</td>\n", + " <td>402.431</td>\n", + " <td>957.062</td>\n", + " <td>624.178</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>2</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>1646.674</td>\n", + " <td>935.667</td>\n", + " <td>1691.326</td>\n", + " <td>982.208</td>\n", + " <td>1596.772</td>\n", + " <td>935.667</td>\n", + " <td>1729.112</td>\n", + " <td>1293.447</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>3</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>882.242</td>\n", + " <td>49.998</td>\n", + " <td>896.758</td>\n", + " <td>65.783</td>\n", + " <td>866.204</td>\n", + " <td>49.998</td>\n", + " <td>916.275</td>\n", + " <td>179.462</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>4</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>740.066</td>\n", + " <td>229.356</td>\n", + " <td>759.934</td>\n", + " <td>250.987</td>\n", + " <td>719.841</td>\n", + " <td>229.356</td>\n", + " <td>786.812</td>\n", + " <td>405.142</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " person_id frame a b bx1 by1 bx2 by2 fx1 \\\n", + "0 0 2 1 1 295.626 811.142 334.374 851.827 260.713 \n", + "1 1 2 1 1 901.680 402.431 927.320 430.350 877.443 \n", + "2 2 2 1 1 1646.674 935.667 1691.326 982.208 1596.772 \n", + "3 3 2 1 1 882.242 49.998 896.758 65.783 866.204 \n", + "4 4 2 1 1 740.066 229.356 759.934 250.987 719.841 \n", + "\n", + " fy1 fx2 fy2 \n", + "0 811.142 396.615 1121.977 \n", + "1 402.431 957.062 624.178 \n", + "2 935.667 1729.112 1293.447 \n", + "3 49.998 916.275 179.462 \n", + "4 229.356 786.812 405.142 " + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_dets.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create Average of Video" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "frames = []\n", + "pos = 0\n", + "dec = 120\n", + "vid = cv.VideoCapture(fp_vid)\n", + "nframes = int(vid.get(cv.CAP_PROP_FRAME_COUNT))\n", + "\n", + "# read video frames\n", + "while vid.isOpened():\n", + " pos += dec\n", + " if pos >= nframes:\n", + " break\n", + " vid.set(cv.CAP_PROP_POS_FRAMES, pos)\n", + " read, frame = vid.read()\n", + " if not read:\n", + " break\n", + " frames.append(frame)\n", + "\n", + "vid.release()\n", + "\n", + "# save average\n", + "im_mean = np.mean(frames, axis=0).astype(np.uint8)\n", + "cv.imwrite(fp_cam_avg, im_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7ff1924f56a0>" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(im_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7ff19214ab70>" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# save average for each camera\n", + "im_mean = np.mean(frames[:(len(frames)//2)], axis=0).astype(np.uint8)\n", + "cv.imwrite(fp_im_avg, im_mean)\n", + "\n", + "plt.imshow(cv.cvtColor(im_mean, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate BBoxes" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ff61e53037744af7b0c5d901bb1a1398", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=62741), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# create list of bboxes\n", + "dim = (1920, 1080)\n", + "bboxes_body = []\n", + "bboxes_face = []\n", + "for d in tqdm(detections):\n", + " bbox_body = BBox.from_xyxy_dim(d['bx1'], d['by1'], d['bx2'], d['by2'], dim)\n", + " bbox_face = BBox.from_xyxy_dim(d['fx1'], d['fy1'], d['fx2'], d['fy2'], dim)\n", + " bboxes_face.append(bbox_face)\n", + " bboxes_body.append(bbox_body)" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "157f87ed590d474ea1d3f75943841633", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=62741), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# create grayscale saliency\n", + "im_saliency_body = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes_body)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency_body[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d85e76dc545c4f3e99589bffc7511324", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=62741), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# face\n", + "im_saliency_face = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes_face)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency_face[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7ff0aea66710>" + ] + }, + "execution_count": 172, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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28nUXUuXFOfiTRHpt83ZQl+4F6G4iB/C0y8brqSFFHW++Y0z7UT0A7WuOIb5qQ/Wkb2c9OTlZjSOOnbRWoXrUsJX2oRNqJb4edFnZEcBOotDqrQhAwwgEWY/JVi9c873a6vp7rF+9AbX8nQD0Nc2cuGr5cysorWF/4te3D1ZhkBm9qR6qsBlw8W8HfRcQPSu2heeOjo7w/Pnz1X30bPhhuEv/lrC1V+sC1Esix6Ojo7V/6fLXIfu6inojbp0rqDlYKanwt+vbQzYp/EOd+yJs8gQ8XOMEwLx0TGg5auTcuXMHL168WHmQ+l6pigR8nOhmhaSjatzMksWM7AhgJxfEQS+BoqYlQKsV5f8I5aGcRAC608df1qYEwD35Dx8+XIVvdC8/XXeC2J07d1bv0ueWP30NhAI/25RIgAt/z58/X7PgFBRfvHixtl9e4+vAeljnxYsXK+DVl7611lbAfnR0hNPTUxwdHa2A+tmzZ2tAnf5b13cHAVido16UNEgiJBZPo38J6THxtCVULWZ90yi3mKYwSbKWVbfeNz5W3dBwj8Cv6zhkvTycpADNEBjHPAkgeZOJcNRr0vypr0r0mv91pt+3KTHsCGAnpVRA6BOQAEsgIIin97AroOv7cZRI/F7eTwLQ9/NoaIjkQCuf9SKAsayTk5ML+8UTsXl7T05O8OzZs7XXSpAYdL2Bk1BfCaweEy1Jtbh13z/vJdifnJz9D/DR0dHK+ifos0wP/6jlzvJITgR79wSUTHzhXN+Jr2WoVaoeEq8fHx+v6qBA7WtCrn8Cvv+pvRsn3k++buEErVtiuV2WZMYneo+OjlZA7+sOWoaOU3/1t364rqSLyIlgdNwBWHuGhfXUdL4mMOtJqOwIYCdRKvD3iXd6erraRQFgBfK6qybF8pUAmJ+Cv77DRT0DtbZ0AU4JgNaWAj+BmhawA38CEtUDgDVLnHWiDvRVykyrIQ6KEoCHbSjLsqyBPS1zhoR4jwIxgcWfByCIa+hHy9T/A3Cw1/RpbYGfpEclC30/Pok+7fZSfTvoa/9wHLnHlsjcy1ePRJ8QJ1nxvvv3768MBa4peRvTzjXddXTv3r218aDkyXvZ395eAGseGdNpuzwkpGsUs7IjgJ2sSQX6HPDJutI4sIZr9MGqRAC6SKrEof/h6nFcfWiLWzaVNEgqGqeurPvqXCIHDUN4et1ppH+yDqz/cTiANUvaQywKqiSAZ8+erUI/VXoN81RxfiWpFNJJ3oSSiAOO6sEXpdUaZV46dqoxl8afL/QCiMRaeai+XqEPc6mHRgKgh8JydD1Bx0vaucPy6a0SuNWYIPkzX+pKz7PdNFqS3isy3lR2BHDDRAfUrFzVgpBOQl9I04U23xGjIKBury60MtyiMX6eZ1608HVxVyd2Bfb6AJDqJC1WVsDhx+5SOwEQNAGsANoXTjmxtY+0HgrG+kfkvtirIK6xfq2Xt9Vj/G7tO2mkNQQH/6S7kd58PCdg9sVk4OKf1yj4M59ERF4PDc3peVrh6nHwITiOS/WsfFypxa3taK2t3hZ7//79VehOwzosm+0j4fM/npUAUphNPawU2tpEdgRwA2WTjrwM+KfJ6aEe3bbpi2keukn79blLguES3ZetxEACODw8XP3n7v3791eTgR6IEwcntltnPfDvWUsprqp5OxgSxGmxV6CpgKSLskoAWl8SgP/xe4oLO5DqP1UxZOTpWAcHSfcA3NJ0zynp3seTf1zf+mAb7/MNCED94FjK38mN1re2R8NObC/DmQ78Xqa3ge0+ODhY7UjjmHACALBmQC3LgqdPn+JrX/sanj17thrz3AGmnoKGsrSftG92awA7ieLuavXte/Z9K6fH71++fLnaLqoLtokA3APQ0IDGTrm7AngFKrp1T5/K7cU9E+hXFqvrKlm4wPpfKdLC9oVZTkh3zx3MlQDU+lbw1vi7hzKS5Z8IgPXmt9ZLrX23aEfhBQf/XlgtxejVg0m6Bl55A56n/1ZjQUNQtI7VonaPjr897OL18Py13vrcjBs66mksy7KaS6wj1zQ0BMRz3LnG+rXW1kJ2zGPnAdxySQB92fCO5qkucmWdOUinnQ3+AiyCDi18EgBDOvo+dt3p488Y+PMBPuF6Vhh15da/A4y23e+r+kHBQi1wWpcEWlrrTKsTnt8O9IkAlFg0Vq8ehJKex/z12QCSUuXFOHFoHVSfCnSuc9Whr7loODGFaDRMpmShgJ48qTQvtN4K0iRRD53otk7mvb+/v6Zj97hc53qN61T6MKAbVADWDCWOKc6xw8PDFdkdHx/j3XffXe08Ozk5Wa0L+TZdeji6NjQjOwK4IVJZmz1W10npEzQBfbLCfMJxoHJXDd+MqCSgBLC/v7/2kjVOACcA3WOtnoQuClZPTs6Igj5w8TUKwPrDN6oLBSbVq4KTh0kSWGscn+LhGQV1t9i1zr4oy3w9fq+ehG7t1K2etIDd6k6LvbSQnbjc4uWxh1zSulBamHULnH3ti8Ru8afzPaJgP+lOsEQAWr56T26Rq2dBHXOMcD2KBpAaNtzA4E84sy6cb0dHRytiODo6wte+9jW8++67q7WE58+f4+7duytiZ4iJ9e55MEl2BPCaZRM3bQSAOqEqt1hBTncz+ATVmOudO3dWccxHjx7FB1x0h45aISQGpuU2UH+IJu2s8Ek90oGHPxToPNatbQYQ265EkBb4GJrRMI9biqyX1k+vu6WfgN7v8XYqUfiCrz/h6/F1ts3bpV5Nz8p2AvCx6Ba/hvgSyXr/VGOh+qT2eP9rHZLn4TtvdAHey9F+9Yf+9DkXegAEZIY109ZXAKtQ0fHx8RoB6BtlOY84hzjn2BafTzOyNQG01j4K4NMA/hkApwA+tSzLD7fWvgHAXwHwzQB+BcAfWJblK+2sZj8M4DsBPAXwfcuy/OK25e/klfSsfd/KppPBz+lWzUePHuHJkydrr1fgYPQnaGkxAa+seCcKuqjJMqzCCz1JMV5d1FPrjwDIyZhARPNN4OxA62GUKmziIKugoec9ZJUISMnB89QwklvzySNJ5ObWvo+x5AX4+PNdYup1pTw8tKdjYQT83l9qALheddcN7/M60MNyD8B33vAehlsU/Ftrq5cKEriXZVk9xOhPB7Nc/lYC4NtIdSeQthPA6pmUtL4yI5fxAF4C+I+XZfnF1tpjAL/QWvsZAN8H4G8sy/JDrbVPAvgkgB8E8B0AvuX8860AfuT8+z0jm7LzKJ80YdIOHnVN+dsXeHWXDwngzTffXHvBGtP6ThzugtG6qKvLeqqVNWvlJ3ErjgthumYAXHySkmm0TAVq5uPWugIrjx1IktWeQin6pDDr77Fbj+mPSEk/iVBU91pPJxQPy1Q69zHIb981puE2zwtYX7hMRkxlzGhbmJcudGu7CK6sk7aD9dIHspbl7F++eA/l9PR07TdJRgmARhH/PU77lSGeRACttdWmCQI666EeqwI9j+mJpNdrzMjWBLAsyxcBfPH8+J3W2i8B+DCAjwH4tvNkPw7gZ3FGAB8D8OnlrMf+dmvtfa21D53nc+NkW7CurKfZMpMrXKVR4EzAX33UVVXXUkH78ePHJQEwnsn7uAtGQUUHKrDupnt7PETR06eCFAFVwycnJyerSaP735l/yk9JwsFX4/MKrl6ftD6g5Tkh0KLUOmoaDedoGXo+rUtUMXyvq4dNNJ3rqgf+Dvw6xqqwT+oHBXp/4LBaRFYda53UQ1qWV/9ypjF33sNy2R/c0aYeJccI17F4TQlAd6XxWRb2Y2ttdU71o22i1/Dy5cvVe7UYgqKulDBYHtd7jo6OXm8IyDrvmwH8SwB+DsA3EdSXZflia+2D58k+DOALcttb5+fWCKC19gkAn7iKem0rbpVsKj1A64m7y1UaJQBOXHW9NWaYHlFnGn8i1wngjTfeWO3JV6IgAXAgcxHKwY8TxeO8m7qpCk6+mEeAVquQOtJQjXscGibyMILG0BWENZ2DqnoH6iE4mCp5KHgrmLllr3Xz3UG+UyWFptzTqYA/SQJqB34ddwr+KeTiAKx9mgC/2rigeiXpsyz3xNzDSR4A5xLXedR7Zb/pVk0lEzV0CPYPHjxYu4cvL1Tw191unFMnJycrArh79+6aB6peK+ukL1t0T2tGLk0ArbVHAP5HAP/Bsiy/0ZnY6cKFkbcsy6cAfOo876t5xHULGZGAn68mUWV5pnQcCMmVc2uF3wQC312ggK/bLgn2et0J4O7du3j8+DGePHlywQPgwNU9/Bz8ukCa2r8J6FdgpXkty7KK1SoB6JqDT3aKx7/Vglbw93LVsnTrX3fyAOtkrVa/AlV6cKwK61R1q9YKEgEoIDr4O8D4N9NQvzpmfD3JQ2wpXw/vpHyq7aPUsYK8hv50AZwvBdSngbV/mBeNBz64xXGt/cw66djmvOU9DPdovJ6vL1cC0HAQH/rj+KXHoYaFh75IFsxjU8MKuCQBtNbu4Az8/9KyLH/t/PQ/ZmintfYhAF86P/8WgI/K7R8B8GuXKf+6JSmzIgZ11Wbz8us6Cbwst4wU5LgDwOP0unMnEYBu71Qwdw/g8PBwzbrTB15YR8ZgFfBGpKfi4QGddOpVuPWti3Uq6iV4/imermCrxwo2wPqDXG6ZqyWvfeZhEJ3A7jVpCErzTHVLBOkfXwh2UpjpDx2Ho40Ebp2ncpIH4etQVcjHx4kbHADWSLO1V++n0m3H2j8a/mM4Bnj1+mf98JzWj/OJ84dvq2X99vb21ghAd8rxmO8OIgnxtRRcX+MWYx0X/EtK1demcpldQA3AjwL4pWVZ/hu59FkAHwfwQ+ffPyXn/2hr7TM4W/x9e7mh8X8gA/1MaEgtXQ8D9MrxBTQPV1QxVgKBgroCvlv6TgBq2c8QgC8uc2LyvfWzoYVKd2pRM6xEAAReTUpgfS+2Dn5a/GnxVy1gfzmaewLJik5WtocctDz2oYeMkueRwj8az3ZCdKCvfjsBpH7pEYKPxVFYpsqzysctfx3fmo+3gf3PscG06h3RS+ZH686Yvo7jvb09PH/+PHpsAFZegYO+nrt///7qKXZ6DU4A+hwM5zeJB8Cqrs+fP1/9/wNB//nz5xcWk7dZAAYu5wH8HgB/GMDfb639vfNzfxJnwP8TrbUfAPCrAL77/NpP42wL6Odwtg30+y9R9rVJihXzOKWhKNgn4B95Ez4B3Pr3WD7TcqDraxQU7P3JW43j+3ZODQE9evQIjx49wuPHj3F4eHhhV4cu7nIXAsFrU0kWv3+Yr1rYai2rVcprOnnVfSaw+oJqAtwqtJLq7XVL40Ot/2TRaz3cC/F6OCkp8FVE3AP/CqwJhhp65LXeXHBJHm0VAnLr3+tJfTkBqB4UxPlbQ6jaLt67t7e32tLsxhk9c1/X4nmGRvmmWuAVAfDFiG5IUbzNLENfqDjzJ/SbymV2Af3vyHF9APj2kH4B8Ee2Le91iw/u6lvT0+Ko8vL73BVWQNbydWHX/2GLk4MWvf/TlXoAtPgZs3SvQMM73AXE5wB0UU8nEGOVbvH2pIrjAq/euc/8FQyB9X9lWpZX79RXa5/XU/hDQdffkpms62RJjwBOAYv1cuAiUOm6SSJAB/pUR18nSJ6Lh2a8P1I70nfPC3bdKPn6h+Mp7VDjNc3DSY1t5us3KB4y1HMMlWroxwlsf39/FYtn3TW8SmBmvTQkpNb/4eHhagy21lb/VeFhMoqHb1prq2cHnj59igcPHuD4+PjC/N829k/ZPQm8gYwmgHdEZSlV4R2N4etEUfDXl6FxJ0I7j1u6B6B56vvzdSGXH19A1gfBaM0AryxYtXIrS1AlWc/MT+O4nKAK/gQ+XifRnp6erl7Cxgmt3oDH8CsL263yBP5eZ2+zx4o97JNCRk4AFcizzIogEvinmLm2oecVVGGddM7brbrhPSlc5JZ/2jrqIbcUplPyV/0pGWmITculUaH10u2VTH/nzp013apeOT8J2PoadCUZzr1ZYV1IJk+fPl29BkIJ4OvmAbyXJFn7ye3tgXz6rQSgJODhDAV/JQA+ZUgCqDwA7jHmaxl025m+r1+fEaDFwvzcgh1Zw6qXFMLQ8zqJNQTm9wHr2yjVA6AFdXr6aheQAiGvVQCqlmVqpwpDBd5ODzXgJdS0AAAgAElEQVT4Nc2XQOZbR937SNa/7gKqQlW9fqksdZfKoPE02sbRWE+EkBbKXRdsqz6U58aD6knz4VhS4vFydeeSbrbwNSHVHeeue/AaauXY03DPrOztvfqPDL6O5SrDP8COAKIkCygNZL9HQ0BV+soNVpDX/cEcBGpd9AhA39uj+XIQVQSgC7vclaBrER63pkWWdmFQOCHTrhYlFM3DF8cU4PQ3gOgBKIH4hHUAdmvSgdhj4m7tazsrb0Hz8nANXzmg4MJ2OaB7+CqFe1J73eLvEUMam+rJMM3s/Z6Pg23avaL6c09MX8Phfeb9oHrXsaB10R1B/M10BNq066oiAF9/03Zts0OH85rGmM59X4vZVnYEUEgF3M66Cgoat+xZPDoxNO6uC0W68KQLSzoI1KXUNGn7Jx9O8TUApvdtfGqFu+Wp1pfvSU+hDk5cfb+9piOhUHe6Y8OB1c89e/ZsRQB8gEfr7t8pbOIkkEIiChbA+msMEgFQ/Jpv52S8uQoXuQVcxfor8B9Z+w4iHHfa5jQneh8FfbdUe4YUdZo8Nh1vrg9te/KK1HDoGWW664xhFv9fBT6kRT365o3Lbst0YQQghX0ua/0Dt5AArqLRyQoaua09i17zVTfSLSEHfn4UjBWkU6xe/2Rdnz7Uf+BSAtDXMmve/qyAE5taf24xqxuedrF4Op9EbqHRguPkd2BWgKPuma8SAIlTLST9JHJKoaA01rRvtR7qyXjs2QGp8jg8rFWFdpKnksI9DvijEE8F3mmujYDH81FCqfLRMJ2eTyE69wp0HGk/JMPB+9YNOQ3ZLMuyejcPx7I/6+FzWY+vAqe0Xvq0b4U/28itIoCraLRbhZ7/NgSgA1kJwK0gDfnowpcTgD8uTiudJKCLtcDZQNR/0fI/c+E1DQFpzFIfeXdQ4eTSSZC2T7oFpuRQEYCXxUnK+9Vyc3Blvk+fPl2tAfh2VtW5grVbjx72SR5eGkeVtZ7KUStWwUk9jhT2SATg5SRdpnPeLgXrZJFX7R7l5eDP/N078jx5zE0ASZ8O+D2dKwGk8I3PYXoIuktIx7E/s6H3OhFcFQGwjGT57zyALe/XSd4jgbRIVBGAAiiANQDyB138tQoEcycAfUpQd/goAbCeBHgu3JIo3APQ9QXdJcS6qxXlLnQKBVXhCCUM/W9Uxrx90rMdjOMD6+/kd1ef+fPfkVRfvp2QeTPPHmh7+K7y9PQ4WfoJ/Kk7Byzm0wP/ntXbA/7kAWib0rjuzTHNq/Ie3PJPunMi0e+qj1w3iRh8PKaQnvaxtoNbOll/DV3SeHHjR9uhhHeVskn/bCq3jgCuUpIV44N4xhNIzKwuoe919hew8TwtdQ3xqIfgT++SAPb391cEwFAQgZ/eg5IL8CrWSyJS8Af6oQMHl8pSZYzbP77oqROS4H9y8updKO4BsJ58CykfRDs9PV215fT0dA38naAdRBwM2P+p7XqcQlYVAbDeFYBXZFoR1SafBLSVJO84zZ0K/H1/unpfiTyTfh3cfbz5uOuNQyVZJ3ltC9eOdAG4IhsVGlP6kNdVysibu4y8JwkgufjVYB4BPkHLz6fFIX9Pj5OExvCdAHQ/vy7w8n4Cf0UAvEaAZX31gTKdKHTDNa0PujQpHRQdHH3vvU+oRABpgZV58TXU6urzW/tSgcjr7mOjsrQq8K/CBJW16qBWgZan1/u0Dj3rX8Nam4QmKqCpvN/R2oHmq3rUceZlp/bOGh9prUT1yLL5zeP9/f0L/aZtTcaez6WrJgC2PZHPZeU3NQFUA9E7VY97HoBblAr07vJqOEIBXHfm+LoA/0hC4/zcseOLwSQBlqthIk2j7wa6d+/e2uBkPX0S0nrmROm5njoJU+xfQ0HqRieAA16tA7x8+XLNA/DBzzT+R+xcyEshoMr69bZV4J8AxxcIU1gsAdYIwJJ127OgZz2A1H+bWJNqPaf5UoGft13JmNf129uX0nmYR8df8r78W8eGPjuS+g2ow72ax3V5AGkO9PQ0K7eGADaJf6U0em4TAlCw90VdAmh6LNvfueMEQPDWgfPgwQM8evToAgH4A126wMv6+EvguOBLb0LLVFBIwKjfaZLy2IFNJ6C+sVA/fKlVFddu7ezlXayvh0yAV1Yjw0Can64BKDGnye79r6IgVXk3p6ena+Dvr5Zwi5N1TnpzfaTQT+oD/x55NdX55Pm41+Rjwxd6R+sJqgsfR9623m8nzkSkvfCZ9ofro9LLSI++1neVUhkLFVFtIreGACpxy613nJjbO1fDNm49eoxTwdl3nni8v+cB6CLww4cP1/5IvUcAugjsoSFdK9C60MpRMOW5NGH5nUBGwdB3/OjimS4AKwGkRdJlWVZ/hq17rrW+uqB7dHS0lg89AF0ToPA+7UsdIw5Eo62YJIBql4iGo1IYwid1WrysFsx9LPfAswf8s4vAmp/Phx65UJIFWwFyVb6POf/0rvWIUctMRJb06/n42sdVCsdBam8igk3kVhNA6sDe9yYE4FaNW/387SDLwaDnqlczex587wfBXAmA+ejThty9o0/u+uPoSk4a/0/hnZGHlUIZFTj6/mnfSdFz15UAHMjUgl+WV++HSQDF9N7fKVzhxEj9+GTzEI9b/lXcn/rzmPSICKpJnSznTSzBGcvW85wdG1on1at6eToXK3Cu8p8Zd04IOt6Bi6/rVj3ovK/q6IveV/VuniSJ2JK3+J7yAFTJ1cJM9TsRAH/rrhzfyunWvS7Q+rZM3eaZXtSm/6ilBPDw4cMLbwXV7aMa6uGOHu7p1/UG/Z224zlB+jl1/1O4x61/BXm3/J8/f7766E4g/3cr5sc2KWE5cPtim4a2fJz4fdqXPh4o2lYNMbmV74vUDuophDTz7Z9q/PdCKNqW1N9pbozAq+c5VGU72fH86emrtSavY/IU0tjrWcTeH+75eFgwhQ+9jYoPuuamT9RfJQHoGPRnb9KT+JvKrSQAB63Kja2sWw9/aF5OAP7xsI+DLfNUy9sHib7QbUQA2kbfBnpwcPY2UPc4EoElHToRzkxkBXyCvoN870MvYFNrTSet77BSPSUSqya9E1wCb7bVQafnCVVEoB5AAvpk0fVCPNX1ZIW7J5X6uup71WkVIumNGdUdx6teUyJmXbVveH8Fgr2QkOoxjQU16Bz80xqgk4U/oHnVC8DA+r/Esd2pre8pD8ClZ5noNWA9juqLoLpzpyIADa14fD95AP4eHw3xqBfBvfr6NkFtm68n6IMrSkhatsa9KxlZm0xTudxq9fvTwvpbP4kA9KPtVtDwvk5jYGYsaLu9XQrUSgDqdrtOeiGcRABuCTsB9QA99ZufU534d08nrk/XbbVBIuVTtS2VoX2dPLHUT0nfFQlXZXp73EDwtntUwLHhqsU9gN5us23kVhPAjIXnDK73pkGsBKBWtB7rPv3kATCN7+/XBVxuyVTrXV/ZrATAweYegBKEgr4PyDS5kwVZhR8qt7u35dPBf7QG4CGSkYXa8wLTpE5xXWA9vureiMb4HcyYB+9z/SRLPulc2z0r6X4/rzrqEWLlISY99/Sq19161/HjdXavTduYiK0C+SoMp+3wseFepIeBUsgxeaNM3zOytpXT09M1T5ubKXSeqQewqRdw6wjAB8yog/ScdlIawK21NWBPYSAnAH01g+7s4TGBXd+trw9xqfXu3oTmRfDXLaL0AFhvn+RJHGjZ7grkec4teI3zp+P0SYM2gWTq7xkLdmTdOtgqgCshab2UoCqLvnLJUxgngZr3SZrEPes/eQhV2EJ/u6Wr1rfmlQA+6dd1nQC5521q6CflMdrtw/5wPY7AX0mgeo2I44TncR3WP3Wgr1PRuXRZ8AduCQH0JrZa54m1fT945c6xHI/r671KAARtjedzX76C+v7+/torGnTBmOV6+MZfBXF4eLgWPtItquz0mQGooOWhCFoaDOmopX5ycrL6c2r96Ll3330XT58+xdOnT1fXUuyfeToJ9QZvAv/qd/L8tP3ubaSneB3guTDtgKTXnQgc8NQqplSgWHkJqS97Vv9MuEZDL65zJ4jK2HIds23V2k7V106OCfx7sf9k2KguHAuqhd9k+bsxqPF/9cavWl6+fLn2Li3OL/5RfJpXmxDBjSeAakBz4DmDewenxZ1EAB4C0o7VtGqpM50TAEMyTK9P5+ruIU48PeceCNcGNDSkk3ITt9PDOWoNV1s2OdkI5AR5BfqnT5/i3XffxbNnz1bnuTCsgzQBrFvkm4wLNwR6oQ7m76EEEp5a/06MrJ/Hs6vFueTRpO9k9SedVCSZwilJN24Bu16uQscqvdAM8019nbwP/q7IoNoBlOpdEUDy8nvn/Ol+et9XLaenZ396r8bWu+++e8HYOjo6WhHApmsBN54AgH6oR8MwvnCbrGknAM9PPQAnAGV+f9++gjqA1TEJQ/f+8wOcdTItet+/z7JIANsuNCmA6S4eBRm1/NXV5Pmjo6OV5aGA77/536W6BVQJoAr59EI/yZpNn8oyTVZ0sv5ZPxUF9BR71vUPX5DzkIyeS+Egr2tl/af7Z/SWwLuSHokkclW9Okir7pykKk8itbcH/mr9VuPFrX01snph38oz4Oc6wJ/e5fPnz1eAT/D/2te+tjomOfABy9+UHkDqQA21KMBqR2q8nSSQrH3tSAV53UOv6dQa16d2uR0RwIWHwjzuv7f36nUGHGBqVfhnGytDwxga8lBA1vO+tZOWhYK5Ar6SwLvvvrsiCd6nWz57cX72s/8eWbJVeEPbT9BRYNfQTXqFg1qoHl92azPtZOpNwF54pxcC6uVT6asX9mEeaUz1dO995eEtB2onTN244P1X6UsNFydrDy8xb/fcGcbpEUC15letB1xX3J/tPjk5KdfXRp71rNx4AgAuPqWbWF1B1klBrWqdHHqvE4AvxOqgYDxed+VwgFF0oPvCLvDqpWc6WH0wOmltKjp5OAH9xWyJANx6Pz4+Xovn+1oAPzow01a1amBWbesBUQVO2u6Ur5JiClE48CYC0HtmwT8BehUG64WOPL/L6In5jMaWW+2VTl23KURVEbiL3u/emlv+qnfN0xd0q90+I2u/Cgm5V3eVwrlaba7w7aDbLgTfeAKgkhMDe5xfgd8fvPL4ucbzFWiVAGh10wPgIPLdPEx3586dVSfs76/v0NGF32VZLhCAhoUo23So3+8Wrg4itaL0aV6P37sH4Iu+/pRvejVCilXzOJ3vWa8zoKag6ucVpDwkxXQOQCn8oATb825Sf/ZCPb3wUJIUTkkekuvUwb/nZXn+Xje39HvAn8C20lHlTaTx5AZcIgBfyE0Pgfmn5xlUpHgZWZZl9V8XaUOFLgpraHUbrLjxBADkuGZarHESYPxcX5/gBOKxfncLk/fBP24nGdB7UAJg2EEJwB/M0uusT5JtSUCtCFoLbkVoKITnOMgI6v5KBwI/Q0C8pl4ErbaeZZIA3K3NXlhD9aNgwXMKXJpOQT0BF3VHAmU7krXv4J8s9dkQz+ic60715OBegX7SP40S15laupqXtk115WsgqZxEJmpJq6fVC6+lOqmVz/mbogVudG3y8bm8rXfeE4679FoV//j62m9KD8CBX0MmFZu7N5Dewe8EoHFBteyBV3/xuL+/vwJ9J4CDg4O18AMngnsAwPr/36qloruakoW0iTgBpP376l57/F89gDQQexZ/BfwVCKU0s+GeEfirxavpk4XpHgKBSAkteQe9UE0v1KP3JKs/5ak6SGA/WhvxfJyAR+sqNHD0W8nQd+F4n1agqf1Rbc31+ut80jCqGnUsz9f6qvDPDPh7GOgqxdfqfHdeFQr6uhBAa20fwN8B8I+WZfn9rbXfAuAzAL4BwC8C+MPLshy31u4B+DSA3wHgywC+Z1mWX5ks48LA1s7yraAac/c1AR8AuqXTvQjG9L1s367pBHBycrJGAGnvPwmA+ekAdqLbRBRsFLA5SBzUUwioesjLY5EzoZ4E3AlwkjtfeQcJVKlLtT4138oKV+s/hXVSzHlkwfeEgKn9NXOv68d1lCzrBOKaXn+nPB3c1OL3ftP69zwGt/p7ZF6F1lL9PAqgc4ptnSEAJ4IKWy67PtcTNdz81erpv4mVJDeVq/AA/jiAXwLwxvnvPwPgzy7L8pnW2l8A8AMAfuT8+yvLsvy21tr3nqf7npkCKi/Arf4E/v4vWWoVkAD0oS+9V0MyOqn0NQ/0KgCsCEAtTqAmAJKFDiQO0JH15pIsV+7Y4TvzKwJwi0N38yjwa2goPZWo7r+HFyowB14Bivd51cZk9aunlsZP0hO/03tV/CEm1a3mw2P91rLYvlT/UV96Ptqe0acH/ukcj3uAltrrpKx19LzUM/C2sj/9fTeVzrzODv4pRKNWe7Lsq3h/2vd/nR4ADQ/1zP0dW2mH1abWP3BJAmitfQTAvwHgvwTwH7UzbfxeAH/oPMmPA/jPcEYAHzs/BoCfBPDnW2ttGdS6sv7TAnACf39lqwKsE0BiebW82OEaMlLwPjg4WFmiFQHs7796gRvTsk7a3h7wJ3AgWPnTu7pH2OOKiQAI9Fx8Sn/o4sTgk7Xqw9Smqp3J+kzhtQrI+K3korpKC7u+tdC9gSq0VXkE1bXZieqAW+mp+mg+1VgaeQCVF9A7NxrDDupKxMmqrXZqOfiPYvQ61zTcq4RR4Yov/l4X+I9E20JjshdyHcllPYA/B+A/BfD4/Pf7AXx1WZaX57/fAvDh8+MPA/gCACzL8rK19vZ5+n+qGbbWPgHgE/L7guU/Y/1XJOAxQQ0BpU4/r+9aPXztQQkggZTHDt0inrV2kwWmE0MfCT89Pe0SAN1KDQER0PVVDz03NMVnR2AyIoDKiladUL9+3LPIK51VC8FJ5xX4zRJAal8llVdB6ely5E1VHkAvD69Tz0Cp6lfJTF/o+HJPJ4E21+80hKoA7vNd1+AqPPHdQtfpAfTE58u24A9cggBaa78fwJeWZfmF1tq38XRIukxce3ViWT4F4FPnZSzJ+q86qAJ+Pkl7//79NddYQz4aAnJr/bwuq4+vF+j5EQFoSATAGoCdt3/17YCXdpzoAqU+4csQEIHc3/NDIKe167t//IEuf1DMCYA6sjEyTQA94Gc610k6n/Smlj+AC6GeFAJi2ooUtH4JqFIbRhO0B/o9S7+y1NXzSR6m/h6Jh196Xka6pvrjR+vHMah9kfqU+asRp1igBp0SANM60HPO+3nfQPI6SSB5mxUp+nzYVC7jAfweAP9ma+07AdzH2RrAnwPwvtbawbkX8BEAv3ae/i0AHwXwVmvtAMATAL8+U9DIAxhZ/UoCbj2otZ+sAirY3Uh3CTnA1DpK9/jCmaZL9/K8u8IALoQv/EGZtGNAv3Ufscf4nz17dmGxSReL9S2Z7CPtL34n65LHlSU5G1LogZhb5WmHjxNAcqUrcqnyrrwEb3OVJrVd2+ix/R74j7wyv5bE61Wl9/x8XHuerrfe+5RS6Key/t2iT4ZbIgD14p1MNL80769SSIS62Ou7fXS9bdvYP2VrAliW5U8A+BMAcO4B/CfLsvzbrbW/CuC7cLYT6OMAfur8ls+e//5b59f/5jJR88oDSG7fCPxJAJqvuoweS9QQkNbHiUg9igRqThhqXVbgp9fUSleLm5Z/AmZdAyCw+3t+eI6DLD1korFxjYdTF2rB+4TXiaoWueqyAopZizcRguvRwWaTkIOeV/J1gpiVHtlV4O+6VBBLcWklCrWAfW1K8/U+q6TnnaRxUf1mXqrXRMKuX51rvS2bDtJKADp3UxjXPQn/uPV/VSRA46Qy3OiJJ6LcVq7jOYAfBPCZ1tqfBvB3Afzo+fkfBfAXW2ufw5nl/70zmTlgp8XgmZ1A7FDf/la9B6RHAJ52hgB8S9qyLBcsCPc2gPUdJDMEoIvA+vCW7/7xJwlJANWTwtVE9JCW913PWu0N3OqaE42DiJatwJ/COAo6PUvfSUPr5+73JpOxsvpZf//WjQt37txZe824b/1U8FOQ4LjQlwFqOdVv12svzeiaGwO90IaPOW1fAn0HdffQU1pfGxgB/3WFf+gJ+W6fFJ68CusfuCICWJblZwH87Pnx5wH8rpDmOYDv3iZ/HdDO/JUH4F4APQFdFFLG107VwZEGIQcX06iFoYObg8MHjehkBaAeVvDvZVlWMfuKAHxvvsfz024efweQbjerQE/B3+Pss5JCLDNpWZZ7Sq29WiPxRWIHl4oMqjRpF5DWrRd/7Vn83rZ0nxInwxX8d7nHjx/jfe97H548ebK2u02/qRcl+rfffhtvv/12rHeyaJOXNWv5uk6Tt0cdJzJWUWMjgbl/FC/UcKs2cmhI2EngdYD/ixcv1l6proZb9d6fG0EA1ykKNmm/72jR98GDB3jw4MHqT1UUgAGsgX3aZurArO6nbitzd1sHuruiCmJuYXroAcAKgNQD4MROHgDPaahHwzv+0jbeo/eneDjbM9NnlVcwukd/pzSq3wRCTiwVAWiaEfGmydaz3lMbUntmLH8P67jRc3h4iCdPnqwteiYC0Gc8jo+P8bWvfQ0vX75c8+JGbdBzFQH0dJhCnkxTEXEqs/IAksXuWz/VeNO1ACVY3x6qeKP5Xof1n+Zo9fePqt9t5UYTgHa2k0Ba/U9EkHYBAa8GaIoZquXgAJBCUTpZmUYnSAIpXbxl5+vgV9ed+dIqV5IgKaQ4YfUSKQ/zML0SjO/CqKzCBPYz1jyPEwh7mXrdLUgHFyffEQFU8f8ESF4Xbce24ZCUrgqdpU8ai34eOBvnp6enw9h1Gquqz9m2pP6pwKoiYteF7+hJBpsSQeUBpE/yKjxMdJ0egOvK152qNSrqY1u50QQAXPQAkhXkr3uoFoAfPHgQCUAnjw4Whjh88Org4jqBh0QcEPlJVnuPAE5PT1cEoGmSa69hnZOTk7V/70oE4K9y6Fn+2h+pvb0wiOpBLf0EDtp+J1ElZJ5LFqYTQG9L4YgAqvvSdxUq6Y1tPa4+veujMhKx9oi9OleBclVWKrOKWVdA5/rh3J2x/rneV4WAHODTBhM3Bt3gu2qp9Olej5P9ZeTGEwCQt32puzYb/9dtoFRuUqa6jU4CwCvS4GDzjnLLlcBPUdDWp3F1hw3wagcLQ1H+tC0JQN/hrw99pdfJVjHFakF0FAJQDyBZxtv2d8rH66XfDs483/MAqOPRImSy/v2ctn8GmP36yNIHcAGEEglUxDHSsddD25iusw4VoOvxjE5TX3l7lABGm0AUyHlvRQC6BpB2GL6Ovf/e1uTpXQcR3XgCcCWM2L/3UJjuAgLWd+Ika4OWrVqfQJ6ICpY+oCkc3LrY+vz589W1tA6wLGf/GQzgwrtRPM7vC7v6By7qAej2zp7VOyMOqsnq83b5dwKSHgmwrAS0FQEn8PE2jDyAtCDu7Uh19/SpnQ6sem4GzEcfJ41EMKleleVftTEtkifQr/RejT2dYylU67iQtsh6aIhGpJ/TB8HSn0rpCyCvSpKB6/im7bqqsm88AVASEfinit/5zgC1GtWy0LKcZXVgerm9AZ8IwBdcFdB1EtFrIAkxrebjf9uoi0bVq5s11p/qx3aoJIIbWXYJRDU/13nqcy8/fXv/pDKcpLzNvU+1HpDE69xLkyz8Edj3yq9Av5ov+tFx4ISa8ufvqi7aP2oE6Nzz9FV7eKxrAG4Zu2Wf1vZ0t9+IANyLuMqwS5KegZvWHnpEvIncCgLoDerKpdOVfPUGdA1APQCeY3muaI1Lapk+eSg68JVsuHBbEYBa5iQAvm5CX/Nwenp6gQD8/eH+J+1pN4HXedb6r4Cxsu5SnyoBJ3BQgHHresbq9fpqvVIdZzwB11lvAvZIrbLuZ72IRKCVgQRcDJt4mNPznPE0eC6Bee/jc3BmrKQ2jtYAdNfPiAA4r93idtDXMXHV4vr3NioJXVX5N54A0oTwgThj+evCELAeu00EkAa7AlbyDhTECdQvX75cu/f09PTCE34cVPpKB/4GsNqu54u2/moHje2TADTsM3qBm4Ojt5vXRjHzTfvWrfqUJvXLJmWwHD+eIYFt2pbqMCIxr6/XtQfKvbKT1TiyaCsy8HySHvX+tLDbI9ieVOCf5rp7/SQA3x3k20ATASQ9KX5ctaT+cUK/qnJvPAEA9QDsKalyn7hrpyIAP1dZahQfyD0CAHDBA9AHrvxdHwT+k5OTSAD+cjd9X4ju7U/vD+9Zkyo+oat2p0nc27rm+fj1HimMxMkrtSeVvQ34V8Cdxot/VwDsFt42k73nYVSLyJuAWk9PGlqsdpWNdJ104nVPUYA09zWdA3tvYdjvd7y5avBPbUrtu8pybwUBUCrLaSbG6QyqA43n1EpxkE8drla9hkP8BW06+NUD0F1A1QvdgLMQEIA1AuA9TgCaT/WvQbNhDLf8KR76qUJAaYeN5q39kEB2G4s7WZkJeLRO1RbQ2e2wes7BwSesj2Fff/J01bkRwFchoIp0XFcz5Ot9q+FJJQD3OBnuqxbVvc06/yoPoLd4qmDvoR3dKVSFW64b+LWtDv5OAkqCVyG3ggCqgZ6smtRZ6cMBq8rc27v471X62y1LBzkHf1r4OrkI2vq0nxOAAn1rbS0E5GsA+jI3f6jLvQKdnLMDaASg2nZe5/fIAxh5IUo+lQXrC4O9/BWARh6Mf2udvD56rfpU9+s5ltfzAKqxnzxfJ4AU01bdzJKwGk+uS50H1HXa3cZ81Bhx/Tsh+fweefy9LZ4zYF4ZMdsYJjOS6uTkl8bSZeTGE8DM4B+dTxYRsP43jwAuDDgv39Owc/T95f6vRrpzhxODr2YgAbj1r2Gb1tpqEdhfA+sPgqnn4HWoXnesek0AqMcOoE5+FeC6/lS3I4uzR/7ex+neVH6y8h2UUv1nJ9xVWIlpos+GOCsCqACmB2wVUfHelIcbBHpe8+iNmTTvdb6mNT899r9hVQ/Ajb6EIald1wn+bGcVakXk0twAACAASURBVEphqKuQG08AwNjq13TpvpRfD+jTAEiDlel00TaFXmj587oTgFrt/kZPEsze3t6FOL4Cva4NpLcHpkE8GkSVNaZeSPXwWGVdO/ik4yQ961o/PYs1WXSjHUy9+vR+V5JILuXT8xo8FJBixU4Ayfqv9OXinnEC7Z61XOk2jYleHVJIJMXt0wNhThoU9QZSzD9hzaZ130S0bcDmu902lVtBACozShgxdwXkfj0RQLKQPfTi/77FcA2v85+6+Apm3dWjBPDy5Uvs7589Bby/v3/hdRFu7aeYrLdF9VhJAvw00dXzUYtPJ4pbgj09p35OfV6d67XDAaoHUklHVRkO2JURogDK8woqyShJx7MkoJ9lyQ88jgi4sv4TAbhukwewCcFWddB29nb++ENbyYLmvOLv5Emk/fc6t9jOai1nE9H+TH3bW8PZVm48AfiE1+NZAKhErVUFO73uC1tpMCtgJwLQF63pE7pOAB7+IQFwcDoBqBeQXungVm5Pt5XuEgEq+Hv4xwkg6asiXK+X/q6s4DQGel5ATxSoK11V53vAruBQjV3VWa+s1O5kHStoJWJJevGyvS+BdWOAv/112UoAWoaWk8ZkIiQlTg8BpRe1JRLwBVTtDw0JubeQgFfbp29TvQoCoKR+fs8SANAnAU8zKwpmzuyaxkMdwMUnZv0Fb744q7F6/1cuff2yEwAnFl1Wt/J90bkKD1Wxf20nB7dbdNpeL7daAKaMQkBOvqO+ngH/1Mczlq7qIYFwBYzpW+vk4ODXemTj9ais/uqTiLH3Uf0kEqf4gq6vCem8Snm4J1CtwaXxWrWzIkFd9PU1P+bH+VWFmbwdOu6vCojZ5mrcV78vK7eGAComrBZMRl5Csnx8wKWYO3BxAvgCrj6Y5fvx/Slg3/ef4vittfgQlxJAqqsuDHubXZIF59a/fqcHyhw8emGzBLQ6ORNQVjFZ71MHmARiWqYfOxBV9/i9qW4zRksF+Gni9wB/9MToiAAqD8CvexjSCcBfalhZ+r2xmKQC9xT717cEJ+JkObwXwNqOIfeiXH9KANdJAn7O++eycuMJoJo8em7WElTG5kDV/H0ynJ6ergG3gyLz1jTpD9jTwnDaoZMWcjnJWI4vujoBKDFwC6rr0nWjx4kEnBBGD5XphEneQc+iqcIls3HQCuSrTwL63sTy9KOJWpGB64LHbgFX+pqx/rXOCbwqYkzEpPMneYop31S+tzlJRboO/inc428D5utfvE9YF11w7T0T0KvfVRKASs9wuQrwB24BAahUikjA5aGQFy9eYH9/fwVIus0SeDXhHOgUuH2gA2dEom/gTH/krGsAXBtIL2ZLu3q0TKb1NntaJYHeQHHrvbeGkPKuYr2cbCnOqzKyiBPIjqQHyA6gbvFqO/R7pqze9SrdTLtm8ugZQZuASHU/cNHrdS8reY49g4zfVXlpDCgB9Kx+/yQSZh39oTASqD801tshdJVSea0zhu42cqsIgOLKqUjAY/J8dz/BnYs4mq/fnwhAwZb7+pUAeI+/eplA7eEhBVPfy+91UVBPBOD66FlilWVYeQGeb5V/T3qD2L0B/67u0fJ716uyCQhu8aoky3zUTi1TiTGVXdXZ6z3jFaU2z9S35w2pB6CeXfImZgBefzNdpVdv72zoR7eBJk9LCQBYXxCuwF716fPossCsxlWKEKh+rooEbjwBJJDy3x428Vj78fHx2o4BArfHxnler/tL1JZlWQNmfQjL4/s87zFzfXLXQz1OANou/0tIb3+yxvU30H/9cQX+yeupQgjVMVADm0+eFPKorvHYQcSvJ+u/N6GcEHzS90B6Zg1A8/S8q/yqGHj18FeqX5JEgK3lUI+eB1COF803ieuxRxpA/hMYPvClwK+hH393v9aHbeKL4BT0/dh1pzph3a5CiA3+t626nXzG+NhEbjwBADk23Qv1OPArs7OzfA+7WvQKxhrDJ8g6SGuYJ72Qzevqr3vQshOZOYFUBNAD4h6J9ghAy6mIYyQ9sNTrFVj2SCCVUQH/jDW8qXXvbZrZgOD3+vmq/qMnfhMpjtqWyDONEx1fyQNw8Ge61E71JBKwqrd0enq6tjHASSDt+/eXuamVr8TlZM28kweQdHwVVr/rxTeReKTgquVWEADQj/UrWGoo5ujo6AIBcMXfd874wqYCNUHeQzHqAThhpFdBsA26qOxhllGdEgFUk0/11vOgetZcyiMRgANOBaSz4YhR+gSsDmSjvEfWaUrj+ffIplf/XtmJBNIOqAqYUhuTQeDlel+msVJ5AHp/Dxh97CQC0HZrPatdT9XfNva2w1KScTKzsJ7uvayoIZt2A84aXJvIrSEAoA9EyQvQ0I+u9APrBOCLrkoASioaivGYvpODx+y189z7cGJLi7CaRnXhaSp9ebpKh56mp3cvS497Vm+yVHvg2bOuU/5+r1+rxlZqRyWprrOeRtJf5SX19rbP7Iyq+qGqY+UFaAhIPYDRuPA0blg4MGtYRXfrzFj+yQPgfcyL+ScdjMBfP6MtyZuKGofVLsGrBn/gFhJAOuck4N4AdwCpB+D77/VBrmVZD8c4AdDiV9B39lZi0XoC+cGqytJPLnaVzwi0R+krAkj5ubhb3LOU+T1rPfvE04+PhRQCGYFxDwhTPqleqR3eTtdHRVgKOgpgTgajBWAvUyXVqzeunAA87cggUOPGCYDfDnIJ/J0EdOePL/z6g2Cer5bPclT/quOk76veCaQYknYCav2vigxuDQGMrFu3oBMB7O3trQA5WfUac3cXrLLslUj0fiURr38F8trh7v71dvokF7EC/2SF9dJqndM9Vf8AYwB30vDFU71308m2yYRJevN8kseisWkHcE2n+qh+6/kK7KvwhrfFQbrqr94Y4PjtEYBeqwCW3xUBKImrrmc8oN4ieC885oaClul6HhHtVRLAyBi8SuCnXIoAWmvvA/DfAfgXACwA/l0A/xDAXwHwzQB+BcAfWJblK+1MSz8M4DsBPAXwfcuy/OKmZSbgrxTn3oCGgtzq96dynQDU6lcCcA9AwZjnXKq6JhJI51QP1cQaAfssWWide4CfwNwtKx7rZGL65EqnSXqV4jpwXXiZPcu/d76SCkiqMEQvJMG6J4Ce+TjQVEaKe3bJMEj61Pxc/4kok7VdWeXJg3QSYb05/z0UVOk95XcdoqSbQtKOK1dFCJf1AH4YwP+8LMt3tdbuAjgE8CcB/I1lWX6otfZJAJ8E8IMAvgPAt5x/vhXAj5x/T8to8FYfJQIlAPcU3PVSMnACUCufT9y6lZ4GPFAvQLvV72TE38zLJ6dPwCptmqisr6ZxvasoECQLmASQJmPalldNsJmJlwDXgcrLSyTo56t8U5srQHZJ53o6Sjt/RouTWpb3XWpnFXp0D+Dk5GQ1fyrQT8e9Med6AFBa35UnUC3+8pqOx5OTk7X+SeN2xouojJZthbiStn9W/+x3WfAHLkEArbU3APwrAL4PAJZlOQZw3Fr7GIBvO0/24wB+FmcE8DEAn17Oav23W2vva619aFmWL47K2gTwPXavAM8OA9ZDQL6XP4VflAD8qWD1BpLbrG0AEPOf8QA8pFRZb0lnleXg4JCs/9D3F751EviESQtmm06aCjhnzvXyqK4nQNdwRQ8UevlXpJHi/hUBVFs/tYwe2I7GRTXffOw4yXr+agj5fHCd89st/uQFqI4qkkgfl9PT0zVDZQT8LlfpFdCQ7IG/G45fVwIA8M8C+CcA/vvW2r8I4BcA/HEA30RQX5bli621D56n/zCAL8j9b52fWyOA1tonAHyiKnRb69/BWZWqiva1AObhi7tpcnjHJAJQ0nBC8WPtbHcDe5OYZVe/k0XoxyOLm5O/mgCbTAoFxt419xaq9BUJah4prV9PZVXeQFWXdOxWZwK3HhDOEM2sXtLYdW9gEz16GCnNVdUBr7lee2GYUahG+210XstM+es1l6sAfuqAc9/BPoF+Mvi2lcsQwAGA3w7gjy3L8nOttR/GWbinkqStC7VfluVTAD4FAHt7e8v5ua5l0gP+FAIiAaT4v55PBLAsr14FAWDNKneAriZRtdjsoO/lVZaYDoyRvvS6W3AJ/GJHBg+guq+aiFqPVHYlM8Cn35XX0wP8qt6pXemeXntS+MCBLL2UrGeRal/yuyK3av4kEqi+Hbw9f80XqI2PpM+004dP/Po7ftJrH3yLqIaAqv5gm7R83gdcXLfyfrksESj4V28LdlK4Ki/gMgTwFoC3lmX5ufPfP4kzAvjH7Ty001r7EIAvSfqPyv0fAfBro0J8Mju4V+CvwM0/U+FkAy6GYZK3oNeSlc582BGbEEAiqERqVT5JP/7dAwE/dhm5vaN0es2BsQodzOZRkcm2E7EiMAVpLZdl9fRQWYweDlPQ9+OZhd9ZqUigB/w+7hgy8XzTHE3jvhLXh7/nx1/zwM/9+/cvnHOC4KsedO1CPz3PglvGe+sPVV9v0i/EFH/tTFqTdCK4rBew9UsslmX5/wB8obX2z52f+nYA/wDAZwF8/PzcxwH81PnxZwH8O+1MfjeAt5eJ+D+Qd81UgF3F/3vxtBRqSQA9s3g7Uyf1KEZk5hOzmsh6LqUt+jCer8CrZwH3QHS23J41nvJKlvAsuc2EB5K13vMMep5CApjRpyp7RseVfnvAX4UcExGMwkTV+JzRs3tG1QNg+p32/s+8J6kiKffkqj69rPW/LMvq/T/pHUC+HqDrBFfxeojL7gL6YwD+UjvbAfR5AN+PM1L5idbaDwD4VQDffZ72p3G2BfRzONsG+v0zBVQu6yZAzNCPWp4z4DuyjoCLj8JXHkCyrHr39rwI1YvrqBrQledAGVnTafK6qHU8K5q+yjOlrfRBnQH1S+sSMSSymSGISkb59YBPLdZeGdoeByxP1zMSeuM0jaeqrBnw7+kreUdKAr1znlfqnzT/OGZn2uJlXIWcnq6/AM6/KzLQLeuX8QAuRQDLsvw9AL8zXPr2kHYB8Ee2KGNtYPZAXq3sFDtlfsCrp+4qS0bLduHg4sRz6yABb89ySoQzqlfKvwJ+16fWNcnIsryKwe917Fm2Vb8Q6IH1V2MrAYyAqLLs/He6liSNDf5OIK/W7sjbmNVnT88jYyQRAHWp+VVjcZPQD/U1swA+8+BXpaeqzT4XvC/StXT9MkIC0FfJu8Xvr5n3ENBl5MY/CayD1kM2iQT29/dXFr92mltLvD+RSs/6mRnUqe4z3kXybBJJ9Kw5vT4zaSkj63vmWk8v1LtakayrAn1VprfL+9X1y3Mz4N9z73vhFyf7Km897i0sVrtZZqTyvkb6dAPFx6um5XHv3Ih0Z3XdC+X4Yq8/N+CGn4+Rqn7aP65Dr99VSMK2mU9vTG8qN54AgP62tYoI0kBQt1qVORuLTyCjC7+9tL7Iq7976xHe5gTwPe9l5A3MgG/VJ1U/URLg90IVPVLx+9wDGAFXqsMMAVRW+MgDYPkzHsXstsOeJHJT3R0cHODevXs4OTlZLZhWhlTyAJZlWQs5VERQGU1JT0kn1RrAKCRUgb8aGpWutD69eqbvy0rySnofrf9lwR+4BQQwUkhFAn5ub29vtROoRwC9heHKMndPorqvRw5VukR+PbDvEYDqtAJbPe+TRgGlur8H+BWAjoBW2+LlJiBKZXhZet82HoDXj+LhAbUoNT8FKz1fiZI+jZyjoyM8ffoU9+7du7BmoHPj5cuXuHPnDu7fv4/79++vQgnPnj3rer9cYGQbv/rVr+Kdd965QAwjwKqkR4QzVn96DXT1rqQ0fp1w0yI8+7C6dlmpsKuHAzoeLis3ngAoIwJwINUwkLtuHNAVAfSAnOkTAaSHuKoO7RFFBfazE2skCUR7lrmXm9zkdM8mIO9AyPsT6aS+9DZ5/uot9Ky6igD0eo/YEgHwHgJbsnadmFz3lJcvX+L58+dru9qePn16Qa/uDb355pt48uQJDg4O8PDhQ7z55pt48OBBHPc6r7SdR0dHeOedd4bWaW+MVmCbwL+3u8cJQUNBHv7ZhIxepyiZpz+S8veTXdX8V7nxBNCz9n2xt9oVAKwvEroFeHJy8b9/fTLMbIlz4kgTqudhbGPl967NDPpemiqvyoPwvCuwT2Du1jav6X1+rmqHAzXBl2DYc+dn6+318nQ8diuzIsKRPt3gAIDnz5/j2bNn+OpXv3qhPTqu9vb2VtsM9/b28OzZs7U/NXKjR8er6lfz1Dr52KjE+7la8O0t+m6zEFyFSr3evXl0evrqtRGXFeaXtqkn8Ne3EHgI7rJy4wkAuEgCVcy/56Ip2LIjqUTdPVRNBvcAWK9ZC3/mo23sWVUjAvDrQD/GOTOY3BrvpUvAqcd6biZPFW2bW+MjcHbDYAZ8vT0zAFfVo+dZpPbxmp8joHGsHB8fX/CUdAzu7e3hwYMHuHv3Lvb29lZ7yN2AqQBmZHRsIj0vK5GDk0H63VtI13CVt8W9uB4xzxL1jLjlX4F/ikRU83tbufEEkDwA9wKSRaH3AhcJgNdba6t8UggoEYCD9TZhnnSP5sk6uw7427971lgPvBOgpms9SYBX7WjRiToL/um6t7WaqLT+PS3vryz4BORa9sh7cD2wHq6XGcu/OvbxonXQMdxaWwEMj9O4640fr9M24OP9X3kA6YGv0bmKEPhRkE+WfMqP9znhXIYEaDRW/x8+sv7fUx6AApCDsYM/cNGS0o9OCB8AyQ32eHyPAHrhndGx5p8s+WT1Vd8+KPy3E8HIyqvySFIBoYJctRbjUrXR04yscYJuVRbHQWUJ9tqbSKBHeApyes3bTMD2tnibU/9VROn3VuOsN5ZGebun0ru/MgjUwq/i/7oA3Hs9dtJt0ruX7695UAKoQkybCOd7Ff4ZeQHvWQ+Ax8kDqKwK7Swd5Drx6SYqeJMwVOG+8Oux0h4JpPMp3upWXW/yqn7SsetQraB0fZP8VNKESGWMyp2t00z6WbfdiWgTa3xkwTvIpWPPN1nhmpbXnNxm9OhAPxt+TPm5MTKqg7Yj9U3lCWzyqudNLfOKtP16Vf9t5fT0dO3BrvSUrz/tqxEK7TPg8iRw4wmA4uC/v7+/WuDiJ5FC6jCNBZMMEqj7pEjXK5CvAL/yMEaTMIFDz3p2a39WemA4AjX9nTyASnptcmtntl7axwqgmm+Vp4PzyHr1c27l83cCKa0Hx0fPA/B7K2L18cIxRoOnGtt+n+siGSKz48sB3sFerfq0y6fa9ulrA0om7lFV49XrOEqziajOuH2XC/HPnj3D06dPV59nz57h+fPnqw9fC6EegmLIZeVWEEByVZPFXJGDT1YHSbX4K6tIz/mCsHslFQmkUFDVnhmr38MAPJeO9bd7Rp5Pz3JOFlwqZxPw136owNrT9+pSTXJOGB77/SNrysE+hbScABhLBsYEMCL41Ec9qfJO4yyNu5l8Z8X7plrkreL8fOWzvgRO/wDeQ0L+zXqPDBaKr1FpnTcRJ9nj4+M1cHfwVwLgzq30KgjHi23lVhCASuXGOgnQI0hsrmDDjk5greWk5wBSXH+0DqDnEqF5G/lbZRtrpAfGs4OoAt5ePSpL0sut6pB0oOcSCY7qz+ORl1RZ+ADWjAu9Pxkc7hFUYFyF/Xp143EiizRXmLYydnpjIV2bGX+uj0QCI0Lw+L+fq9YBfPxoG3nddcLjqs2zwny4tZzPcBDoj4+PV8f0BBz80wvgFDsuKzeeACoQrAa4Aqy7cz4hgfUQUG+vv+/nT+A+CvckwtK2eLuSzFrUqrME/j3g3QRYK2Jx8KrAvZqYnk+qs5bhefXaOyKuHuA6mI88AN0FlOrOcaAg5NuUe+1KuvWxpudaa8PxmcTnWtJP6uMK/JUARoSQLHr3wHycuOXtOOF1dD2n68nwqUTBn6DNcI6CvBICQZ/A7/8P4Jb/VciNJwAVB/0Z8NeYqltgetwLz3gZaQG3RwwVAaT2JVFLhb+r+0bglggilT0ioMp1nmmT6t2BsbJm072eZ2+Cqg576Zy4HGgqS1/TJpLwMhIhzFjhI0njFcCFYzdcFCgrnSSSTX3mYzUBv4dtRk/7pp1AvjMn9WtPnz1y8jSb7gBaluXCFk8Cvn/rp2f183NV4A/cEgKoAKFi9wTMtHx0sCYCqDwAt+x73oCzdeVZ9KzC2U7eJt22A6gCzspiH+U1StsjodGErc4pOOkiYfI+knXfA7YKKHqA76GZqt2bEG+y1rWcagzyO/XvyCr2axUxpu2WFein/f6jPf9J/9V41cX5y+7vd/E+8G2fvT99Sc8AXGXcX+VWEEASBzQHfk5utXw4+CkKCsliB7AG4tVC8cjST4SibajOsY7azhngTDry+9QLqPJLYOC623bSeP/1wM/rnOrhdaqAXPNJ91YAWOVT1Um/RwRQeUGVZZvOJf15uU52FQkkqXQwSpcI0kM623x64aM0DpxgvQ3aHzQUvf968yGJ9zMxxB8A82cA0nv/3agc9des3AoCmLF0klWVwJzWuw+Mav+/d94s8FeeRGV1VZ2aQDxZ3A4EKa8q315aBaJeX2wim06kStLk9ms8TiCq9Uj3b0IoKV1F8IkAekTi9a36ohr/ANaAoxqfmk+ll2QweJurhfBeaMcXdtNfPqa3fvZerreJ7qgXBX/m6XgwGrveB9yarpa/xvt10dfj//oMwHt2DSBZNT6J3OJPk8D3WKvVNwLukfXf2/VTgX8iAm3nDEhepds6yr+y6kYWobcleTU8rsrvlaG6HFnMnneql4YD3Moc6cLrBayDr4+FTSzLSoeqAx2D/LAOIw+gynskblCpvnhc7e+v9vz7ls/RK5+rB8JmyDqRtqZ1j2NGHwr8Dv5pMdhj/wT/ak3yquRWEAAlNXzWCwD6IaAUywewBuAjD6D3LEH10TbMyFUBfrKaN7l3k3rMWEyz9/cm7+geJYkR2SQQ83JnSSD1dW8yz/RLMoqSp5o8gF7ZXv9N+znprXrYq3r4q7L6079/JQIY1X+m39xr2eQZAO8LD/X0/vDdd/7MYMdl5FYRgMvIM9CJoUAPrA+MCsR7hKKW3CjmP9uBtKT02qzFsSmgz6adrcM2eXrbR6KeQk9HlaU88gyYVwX8mxDAjLHi591b8rapR6FgNPJCdexXW0wr0XrNeAxJHw6kDqqbxv3TNlDtl4pwq/bxO4XERoZGlWfyxDS+n2L+vuunwhGv+2XkVhLAyKLyga4kkCbwTOy+RwBOBqk+fsy6a5u8bSq9AVi5sPztwJJ02ZvUqq9N5DJewqi93o9V/ZOFlyZ1yrNXxxH4z5L/aEJXYM3xzOPeE+gc4yMjpAcoFQiNCLHaz98D/kQS1YNe3m+pzur1Jx0kDNgWXFmexu5nPIDevv8KW65Cbg0BpME689GJUk1y7bTeGkDvFQ49Aqk676rZvNJZ71w1qSvCqKzrXjovr/JyRuX1yp+x1P2+ETGk/EZt43cah9W16l6WNRonydpMHkBVZq+/K13rcdqKyXNp0bfa299710/1DICWw9+q72qMeL/xrQFpLmxq/TsuJBKoPu4BKLZcBwncGgKgjCyoTT5OALMegHfEJjH/TQhgU4t7Rnep3AQ4IxKorOjZeiiwzdw3Y633SICTu6qzE9E2E1+P09gA1h/Icr3rOQ3z9EigNwb5OwFb0sMIUHrkmmLx227znCUDfrTc/f39Nf1qO1N/6pyg7pIXs+lc9DEwIoGZV0BfJfBTbgUB9KwkKpgdxQFPpVeMr4PCXejKA9iEHNSNrOJ4IwKg+OTU9mxyXypzkwFVTYIZ8JjJcxNCGLVb+72awBUwVOCfCDHpzy3AXiyXeTpoKWH12prK8PGXgHBTgkv39cDfQzmjt3tW2z7Te3/0CWAvu5rv6beSMX97f25jhCVjctYD6EUa3pMhoMrCUfeWHwI+t77pcQJetbrS7gmdyL2nea/aA+gB7SYgPCqnAq9eCCT9dl3OEFRF6r22aShD70m6q+rr9as8md7EH7WpGjupnfxdlZfSa1tcD+kzC2IVcKr+q7FReQA9L6AH8KPXP1RrAfpJeusZQGlubgK0igW68HsZy79nPFyF3BoC6H2UCNTqJ/hrPsD6AlrPA2BaJQid2IkELkMAm1ipSU/pd3XeddLLv5pgej2RalU3ilupPYJ2Utl0YqZv1e2mkyq1z8eDGwdedye2ylNN5KdpKgMkSQ8kZ6UHuhUJVKQwejJ4FuxdHIhdV9r+qwLWZVnWAJ0Ar3v/q1dA+OueK4P0RhFAa+0/BPDvAVgA/H0A3w/gQwA+A+AbAPwigD+8LMtxa+0egE8D+B0Avgzge5Zl+ZVNy6zAX2Od7hn45ElW4WyYJ03ybT5V23qWYDVhE0DMEAB14b9Hk2tbSXXRehIkHZzScUWm+l2RxiZtSvmkNnk70jjRemibRn1agb/m1yNSSmXhz+jAy6qMlU3IoedFaNrUjzoneb8bcmqBA2dhNZ5PuHAZS3tZlrUyq5h/tfc/eQGbYMe2sjUBtNY+DODfB/DPL8vyrLX2EwC+F8B3Avizy7J8prX2FwD8AIAfOf/+yrIsv6219r0A/gyA75ktLw3yigwSgGln6+IaB04V/9fBNgL9qr78ndo00263hNMErwDAQS/9vizIV+1PdavuGwFtr44JhGf03SOP3n3p/Ghs9vIeeTfb1KdXx97xTDk9GXkDCeD9obHkYbI+laetHr8Cf48AuFbIvHk9xfB784Tg73v7HfiTB1CBf7W2eNUEsNnf21yUAwAPWmsHAA4BfBHA7wXwk+fXfxzAv3V+/LHz3zi//u1tEnl8sLpllRSWXqTkDF1tm6vIYGQhpPMz1pmSVNX+q/pclfQIZwaINgH4UR28Pl5OVccZXW1zX6Xznp4qnY3SbaLvNI43tTQTOCewr/bxpyd5Rw+KJU+00k2av44HI2NuGy84YY6/BiL93+8mO3+uGvyBS3gAy7L8o9bafw3gVwE82xMQsAAAIABJREFUA/C/APgFAF9dluXlebK3AHz4/PjDAL5wfu/L1trbAN4P4J9qvq21TwD4xKDstQF8ft+aB8BzyQPwzq2YlgrvdYrWJ9Wxqr+LW4Ee7kmW/6hM/60hhVTuJiA8SrvJYK3CCbPpKz1UoaOZ+o5CcX7fDFFUUpGX12VEJjOfUSzZ26fl+7yqwje9B78S+I9IYxT/rzyoGWLW8QGgW3av/5IR6qGoBPwzlv8Iay4jlwkBvYkzq/63APgqgL8K4DtCUtY2afBCS5Zl+RSAT52XsfQsmYoIfMCSGLhG4ANZO1AniZbpHcJrVb1Cu2plJsUEEvB8tPwEcAqElGogJ6uulybVNx1vIskTGllj1fhwY2BTkk716AH1CGhndFKR1Ijwq/JmPzOSQqoJ/BMJVGA/IopZIkhS4YMuyOtWW21nqsPI4EnA7x6Av+nTwz/+Coj0uWq5zCLwvwrg/1mW5Z8AQGvtrwH4lwG8r7V2sJx5AR8B8Gvn6d8C8FEAb52HjJ4A+PXZwtJESwpJAKGWvg8izbPHuEoAXic/vipR8PZjL3eTuvQmziZewLZE522adbPVWtN+0cV/n9yaf49MtV6b1Kcalwlok5fXq8/oXALxbQG+kuQNVB8HS/2u9uuPCCPdU+mDY6EK++g5xY9kCFbgmzyOtOCbgH/0BzBez2R4XjXOXIYAfhXA726tHeIsBPTtAP4OgP8VwHfhbCfQxwH81Hn6z57//lvn1//mMtmaapIR1FWSO6gDzUHBwcQntZc7qt9lRfNIoOVpZkBtFmR7k71KMyKeqg0pr5E4ASYQ1bokq1W/CRae74zL798V8Prvysvhd69Nvbr48bYyqh+/FdT9uAL16j1AvddBV6+O0I/q1gkoGVB6jed7i9WbGAOKJb4jyK39BPweiXBMumq5zBrAz7XWfhJnWz1fAvi7OAvd/E8APtNa+9Pn5370/JYfBfAXW2ufw5nl/70blheV7Fs/EzFoZyc3cmYCpxV4T7Ot9LyKnsWjxwm8e8CbvAm91gNWfo+IqFcHL3NTGencgb8CV+4IYzolDpbj5c7WY9T2UburvLVu1XgdlV8RU3XsukxWf28dIC3wjh4QS88DpPCQW+cjz8rT9R4406eOZ/rMdVttSEkL1Vfpuc3KpZ4DWJblTwH4U3b68wB+V0j7HMB3b1FGBH633NWaU6sOqC1ZdmxlsY08gMpb6F2bmaA6KdNx716VnuU+Oj8rvbY44Gqa2XJ7OvIxkVzlHtGN0lR16QFu75Parjqqxl5V71E5s2m8Hi4V+DsRVJb/bGy/ir1Xnpz3O43BFPJhGoZWUp69NYaeQZR2D452H1aLv1VfXRcp3PgngVWqyZaseE9PSS6/5z8iBE2fypmdiL12biOVlbuJ9TIjPdJL9UnXXF+z3kKqQ/XRcZHa3isz1ZuTXcudrUulm5SHj1H1UryOm5SZ7tH6JMDrgf82i7098Hcy6Vn0/DhwttZKa5vpmc4XgWcIWCUt9mpYZ+a1D1X4Z7YOl5VbRQCUBLhuRaV0KR/PM02OmeP0u8p3kzppuyoQ633z2MMgiQR7Vo6TyywJpHalNlTXK2t5lOesbOOJVBN0UyDWb/danRA8VOV18TpW12faWxFBsvh74aDquGdtp/JSW/S3gjrHUi+mrvcmfczMU6arni1K2z0T+M+QQA9zLis3ngBGwKzglCambgfkwNP7Uzl+fTQgRuerNqQBOAOE/jtZST133u/t3VfVMVmwiRArL8BBP7WhqlcChpn7qvb00mv+VR+ma5VxUIG8i4Y5qzRVfWaBw3WaFj197vD1y5v8sYumcc+hRwKpvQ6QCu68N8XYT05O1tYL3KtKpOdla1ot3xd2/enf9H+/ySvw/wFg/tcpN54AXKoBr8e6JuAd7fvDeX12cntdquPepBxNzB5YjDyCShLQV2XPWEUzoNgDafUoRuCUzum9TkZe51k9tba+fjQDrjMk3xPVVTWGdH1L2zOyGqtx67pMlr2fJ+iPXuBW/dlLegjMSccJIfWlznGCur5tlQSQLG4dD3qsbR71qaarwJ8vgEtgn174ltYEEr5dh9waAqgmIn97Gl8YrjwAZdhNLCovV7/TfaMJWbWZMmvhpzwcOEYEpOd5r++28jbqPXpvsmIT2G3ariTezhRWSN9aj6SrWSLfpH97Y0nrTJ3rFmY93wN+LyeRsOpJQdn1pwSwLEvc1eP/+KXnlAj0OxFL5SUkXaul7x5A2sfPscz2pfWInidQ1WG0EKzWfQr/MJ8e/lyH3AoCqAZxjwA8rZ5TQEvXbgoBuIWbvjeVHrhVZXqdevdXOvdrl/FeZtKOCDOBP7+TR9EDfr+eznt6LUNBn9fd9a88AAei3hjWtmtZDnqJQBWYWRe33h1Ee4vCabePE5DXV/VHsKXXpgQws8VSdZIIRr9dh9RdIhnffeQL0ale1X7/6wR+yo0ngARCPnEc1DSdiz8n4B7BNgSg6VJeKWZJcVe8B8SXAf30uwIst9pVXyMC6NVhpv5JN9vqYZOyRvXu3TuatKojNTwcVHjOwcitcg9bbhr+UUlgP+NBOcj7/RUZeLqqDNcn2wlgBaRM//LlyzXPtBdXpyQAdgBneIl9puPv9PQ0vtzNj3u7f9wDqPputi+3kRtPAJTRRGSn6ATx8E8acKmMCiBH5ad8ZogEGIdFnOQcECud9WQTAE9pEumxvqM8K9JO/VIB+WhiJJ15ebMkPjMxR2Mh1SMRo4KhXlPLn/ePwL833vg9An8HcRLZaOtmNdd6IK9g76CuOgHOHuACXhECyyIwKwifnp6uFqF7ZTJck8JBbHdrZ2EmLvA+f/58day/R699HhGBj6XrkFtDAJRqYOuC7wj4ewSgZVTnqnu8jqnO6f4KxJNHMCsJcHr19nJmPQ2vo1/r3bepbHOPirdr1EfbEEA1bhLpJGLgt5OVGzcz9RvJzBxxgFcCmLXsewTj/eOAnAiA3+4RKAG45a1jlGGsHvEwP20bMYYEkBZ60x+/jLaCevinGi/XIbeOAFRcMWnXz+j+CsDT9VkCSHlUE3QE7JsCfxJvWwWCer0C9U1lpv6zBH2VUhGgn9sU/P28L0C6RamhtaoOlJ6XOGOwJN1uAvzJA+jt9b8MEeg3AZnpgfU3eWoIqLUW37DJtPruIOro4OAAd+/eXfv2V0AkYXlc0L579+5andQTqUig918AbPumxL6J3FoCGFm2s3lUADAzoXrgPwMO24pailVeCcSTtZnqn+5xzyAR2U2T5ML3pLK8egbByCio0o3GQpVvZTXPlptEdaTfej0B9yz4p8XgEVEkXaZF32V59eoH3tsLqWibuBj9+PFjvO9978Pdu3fXdiRp3V3/y7Lgzp07ODw8jFs5j4+P8c477+CXf/mX8aUvfSmGgEZ/BON9eR1yKwlgBvw8fZVP2gaq96QO6FmPnhc/aZVf27KpzHoGMwCTgDxZnl7mVYD+JlZ/j/R7ukjjgW0Z9XPak10ZBdX1ngfgpKx5pXZU/dY719NJ73vGch+tA1QgP1ok9ja5rpQA0i4gBdRe2/f29vDw4UO8//3vx/3796d0NytPnz7Fb/zGbwDIC9PVVlAdL9cJ/sAtJYCRJLZPStSQUTWx0+DzckZWYIrxed0q8OuBngNGBSCjAdSbJL06jMTBbmRpbiOb1m0E5hWg6+TsjYXe1sxUF553j82tzd74GBGTSyLyTT5+z6ZrAKP99q7fHlmrnpUAkl6S3q9b+LDYyPqvcGJHAFcgyXoF1idCBfSjgaTfVZ7pnuuQBBS9tvfqo5Ovl/+mMgL/Xv6blJ3Sapt7/U1JQDMyCBIweXoHtFQ//a76qjJGeoaJ62UE7grYm27rHFn9Xl4StkfHsIeAkgcwA57XTQKs28wicI8ErrOut5YAHIy2UZB7AJ7XaDJVUnkcnv/I+h+JE09Vz6oMByWvW5WmV76LtnFGh7P6SAQ1qgvvG5GepqtAvbonWZ+9Zz943jcveJ+kPkpk1AO+0bUZvbunsqm30AN/14vW1R+E0zCJ7wJKD4DN6Oc6hATQ2/rp4F+Fpa9DbhUBqDJmAIWDxYF2WV49Du5PXFaWnef5ui2L685zW0DdpAw/3yOU0fke+TtgpnQJPHtpKjDX42TFedioIkQ1RkZkXHkyqe7M+91330VrbW0XDPNKu3mAi3+Q/vTp07V7qvCP1rHn8em51FcVcbbW1nb2OAGkp20rfV03EbAdvTd/9vb/X3f9bg0B+KRJe/01XQJ+Pe/3814vs0cIlSVV5bVJ+ygJMDYBT82n8gJ6AD/jpldSWa0uut879Rmw/h+/fo8+qallz4K6n/e01aKcf/tkrh7x17FJ0fYlYEq6rNrj956enuKdd97B06dPY7kO6Gnrp3rKfKDKwzsJ9HuegLfPibYytHiOOqOFrQTAvf+JABL4Xpc4+Pde/ex60N/XJbeGAIDN2bACt2VZ/5ONEaBetgN6pDCyZFVmwyhMW9WjF67ZRkb3OXElsvNzChK+V15BpwLzKt8eASRLvbpPz/n1aiFYddUzNlwPrsek1xFgcBui3ufgXe3t54f749N9Du4V8CepANqv8Zw+i0AC0Afl9O2fTgA98L1qYd7bWv+vQ24VAVTi1lWaSCp+fmRp+O+UPl2byZPnNgHfUdrL5FW58cmVr457A9hJIF3zfHqeUY8AFFDSeT9X1X00IVM9qrol6fVXqpeSSGWobAoi3peV1e7gPwv6IzKodKYh2uRNKqirweD5VJ7VdYsSQAX6qd9eVz1vLQHMAPjo2mw5m0y0GUC5LqkAedN79fcIpPV8kqQHzSNZuikPJw0/9omeJvwI9Lfpq2R9p996juDp9Uz1Tu31Os+QTY+4E9GP7knHlcykqYA/EYDWUwmg8girMl4HIcwaB8ko8ePrkFtBADoxKD4Zelb8tqEN3u8DJbnxOmFnAGWTevUmX8pHJ0oPYKv7RlIBzKi9vbomQk/tS8Co+etxb1L1wNrT9drTKzfFmVtb/9MZ1101ll0nqU1+jvdVZK7nen3fA/wRoM54ia6z9McoCvDUIcO4Gu7Z39/vvlgt9cd1i4+HEUm5fq5TbgUBjGKHo5BCb1J5Pp53RSrV7x7gVPdX0rPUPM0mFlpywUfljCTppPIUen3Ru3emTg7GDrY90K/6qfddgX76zfqn91X1yE51kkhgBjSqPq/CNvxs8sbPTT7eZ9pXJAE3YKhH1sUJgATB+1OfMx8Aa+sd1yUp3l8RwesGf+CWEECSGYAZgYoDf8/aG+WxiWwy4HrWfS/tCGR7knRYAfemeaf7ep7IiOyqeutvHvN7hgCqMTEC/95v5jvqlzTOHDxn9F2Bbyr/KoB8lJfWW+uSCLpnSHnfOMmq3rW9SjAAVu8C2uQFkpuKEtJol1jyCK5bbi0BzErPmuyl6Vl9CRySF1GlqdLO1m32dw+wR+UlwO+Bf7pWkUbSYSLrmb5j+gQaalV62t59qa0JiDb9eD5V20b9m+rXu9Yjj8rq92tpm2jKK5Xrx56mpy/dAebt4zndNcT8fOGfcnp6ioODM9jTv668Di+A7fA/p09E8LqBn3IrCGAWMBN4VWDm+VUAlibu6J7Z69tKspoqAE1lV7ro6Ut/z1isXmaygnugn0igV78UL9Y4cQ/A/XzyGvjtbnyy6Ko0tD5HgON6rsbMiHB6gKu//bqfnyWq3ngfEaKGbHRPf6WLFAJK/ZTyuO7tnyqsy+i/f79ecisIwGUEgHquAjGm6ZWRvntpWYbf15vAes9IegA+qpdLT1+9idcjj1FdRoRc1bN3r/7WveD+cJm2YYbYk34S0Kv12SMA5qE7VWYMGtdBqk8PXF1X3sY0l1K5I925HtM9rhu95iTP8n0XUEUAPMf8lFD8/v39/bW/bdSniq9a3Op3HXy9SWAY/Gqt/Vhr7Uuttf9Tzn1Da+1nWmu/fP795vn51lr7b1trn2ut/R+ttd8u93z8PP0vt9Y+vm2F00BL3+m4GqQj66Rnxcx23gxA9to0+lSLSqmeo/r39DZKP7pnVs8jvSSAuarPJrqvrLqZsdIbEwlwKx1fRqdVmpk8ZnRY6Sx9/IlZ/dOU6o2aVZr00rXef/JelyzLxecAerp63TLjAfwPAP48gE/LuU8C+BvLsvxQa+2T579/EMB3APiW88+3AvgRAN/aWvsGAH8KwO8EsAD4hdbaZ5dl+comlV2WseXP88DFsEWl4F4e1eTo1TEdp7yqOnkesyGXpJ+eVKGVkXi+vXCT/vZ2V+1P1uCoTQn8quNR31ZAVwFXSuPHKb/0W9ut7a8IZOZcr22Vrr1/emSTzifQ7/3WeugahO+gYloNo6U6agiIwmMngOsC32rMpPZ/vWRIAMuy/G+ttW+20x8D8G3nxz8O4GdxRgAfA/Dp5axFf7u19r7W2ofO0/7Msiy/DgCttZ8B8PsA/OVtK54Gb48g/Pi8Hmu/e2VtUh+/ZxOmv8xgGIVVqnaPYu/p3pk6VzqgaIy+1x6/t0c4CZh6aVI+qp8qpDNLAPxO7RmFC1Pop2pLRQYzBpKTjIN/0uWoHhUJeEjMy9PQDoASyH1xH8Daek9aPKa4B3Gdi7DLsgyt/6+nbLsG8E3LsnwRAJZl+WJr7YPn5z8M4AuS7q3zc9X5C9Ja+wSAT/QKr8A/5HVhsPOY92raVE4qN01er1fKI4FTZQ1X9U5pe1Zc1b6qrqmMTbyKSkZAVklF0klfus3PF39TP4yIqwKvHvgn0Et9qfm7pV2N1dFY6um4Gvu9fu6tATiJpWs9nQB5u2bSRxr/vpDuZOn/IaziIaO0XnBVksZPrx9ft1z1InCKHyyd8xdPLsunAHwKAFpri5wvwWl0PKx0J60DSI9wNJ0fX4Uk0K7SVOTVS1t5ADNtnqnXiAAqEu4RN499YulOoNTuVJ8KoGdAzSd6KmM0Hnr67QG+Lyb25kAC85Sng38CcGDd6vY0BOq0YJ7q7W8dBWoPIP19JM9r+UkHe3t7ePHixepznYvAy/LKA/D+ugmyLQH849bah5Yz6/9DAL50fv4tAB+VdB8B8Gvn57/Nzv/sTEE9cHLwqIiA+WxCCl7+NsTC+3wCjwB3U9n03gTu25QxA24p7OH3JZ2O+tvro2Xofz2kP1rpgX+PACo3vupjPZ7VsdenqnOv3KTbRAQ9wuuV02tv0pnrj+l7HoCmcZ201tbeSqrirwZPRsPe3t7aLqDrDgH1vMavNxFsSwCfBfBxAD90/v1Tcv6PttY+g7NF4LfPSeKvA/iv2vluIQD/OoA/sX21N/cIKNuSwFV1VDVBR66459E7VwHO7PmKlBKI9KQCVW3jqE4J2JL0QHDmXGrTpsDv+c6SQAK+dL0H1tUYrc6lseZpvD7bEInrj9Z2CtkwfJe8D60rr6f1IyV/JQit3+vaBcS2V6+D7o2d1yVDAmit/WWcWe/f2Fp7C2e7eX4IwE+01n4AwK8C+O7z5D8N4DsBfA7AUwDfDwDLsvx6a+2/APDz5+n+8+V8QXhWEij1zvH4vA1rv4t2luWmeqQ0vRDGJh3bI4I04Zi2ByKeRq/3wHgGeGfb0yPpSneevleGA1UvBFTVXc+NQj2j86O6Jg8mtbdHCD3g136tCHCWVFK6XlmVbigEe283P/5mT9VV+gMgb5sTgF5PBHBdwKsk4GsA1ffrlJldQH+wuPTtIe0C4I8U+fwYgB/bqHav7p2yioE5sBh5CSnfEbhW9ZqVqk1VKGSUttcWYO5BsB6ppnxHaXpA1SOsnr5T/mpF9u4b1ZNg0dvKl2K7vstF21K1v6qP5qNkVoHsTN6940QAVRneth7wq4Wvr8N2kFcrH/9/e+cX6sdRxfHPIfUW1NYmViWk1aRShTzZGEpE2ydJk6CNf0AiQoMKIihYRDASkL5W0QdRLIrFVqotosW8FBtE9MVW25g0KeltbmLE2muCVWxFUavHh525OTmdmd3fze+3u7/e+cKys/Ob3fnO2d3znTk7+1vSfwcd/8Mn1XP3zxDiMS1vG/4ZahZQl45CH5irN4FTTiklDtB95kqXE+AdRlcnn7ohLxUph9k2Ikpx9jdvbrRhy7S1o9Ree5N3EfRcWz28Iynx8fmp9nkhKc3+Kc0EytXvbVJqn29bimeb8+8ivKmRSMquqbp9p6FNBFKfvvRCadd2OqcXv5RztwLgRwC2Dv8MYFbwISD/QHhozJUAQF4EIrqEQNrK5er1x/B15jhNAzknWfqt1FvL9e67hsJKPC28E0o5ja4hupJDn0QA/G8pobrUZVKkbO9tk7q2Su0uOflUPSlxSh0zV1fJ+dvRi3XcnquIrIwWfLtLnZrcfedFQlVXHgLPOgQUuft6SmGgvjE3ApBywLNwtF0caak37ctfKnKC1yWE47mUxCu3/2o52/pSTipVV+oG9w4mV1fq99QsILtPKt8ep9TTn6bj922NSDlJz7Nkl9L5TNk817FK7Wsdc4qTj8HbsFzqHQ3f828TAJtn22LzUiOAWL9/E3hWsCOAmJ7GdTMtzI0ApNDWayqV947Rlpkmn0nKlpxz3C71dEqOLYWUmE7L+ce0dySTCE7Kwfg6cmGOeKPn6s7V5+vJxW1zc/1z/LvYLHdt+jpS9aaubd/2nCO32140u4ietbU9RkzDhVBOKgRkHXVc+/cLcgLg4T+32SYAdmrqLBBt4EOHOTv2jbkTAH/i/c1j8yLaRCJ1jL7QJlgRXR1zW68vNWy26WldhCnn37VsCvbBqt83rlOi4h+cpvazeSkBaLt5c/um2lhCTghyI7tSnX5fPxsqHi83W8b2puO2D+PY41rnb8v682Idc+oBb26Ea1H6kpdvix0R2GVhYWHlRbC+3gNoE9EhMHcCkEPX3tYY4HtmXffp2ptMOd7UUL9rHaneZa5cF6TqSTnv3AgpVU/JCXYpG7d9fLbkaLs4/7bzlmpvroOSEsqSLWy663528VMxUz17O8qK21ZUYjts6KPUk8+FiezvdpTir0s7Aoi/ewEAenkTONop9+B3KKdv8bIRgBKmLQ6pi7Jr2UlOeq5HWEJuBNDmuNsc/GraUXL0/hgp55+rs41jLiyUO05MW0fn89rEYDXItde3PXUuUxxyI67UsdsEoEv7U2XtrB3gJWE4/xcN/lzGdSksI/LS/wKK8CMdW1d0wv4h8Cwdsa03FTYsXad9YE0IwKyRE5iuTqLN0eccZVuZUr6tL9WGnMi1iWmpvhJS9ZdEoEu6TQB82ZRTzd2s0xKBHL8uYUG/nePTJqQ2Py7+Wizt4525F1MfSvJO2Ttsu04hdw/4UYfN85xSIjYLxPpSIcwhHX/E2AXg78Ciz+xyYw+Eq4E/D01iAswT33niCvPFd564QuXbBW/qUmjsArCoqtuHJtEVIvJY5TsbzBNXmC++88QVKt9povWTkBUVFRUVL09UAaioqKhYoxi7AHxraAITovKdHeaJK8wX33niCpXv1CAjeHBaUVFRUTEAxj4CqKioqKiYEUYrACKyS0QWRWRJRA6MgM+1IvJzETkpIk+KyGdC/h0i8kcRORqWPWafLwT+iyJyywCcz4rI8cDrsZC3QUQOi8ipsF4f8kVEvhb4PiEi23rm+lZjw6Mi8ryI3D4W+4rI3SJyXkROmLyJbSki+0P5UyKyv2e+XxaRpwKnB0XkqpC/WUT+aWx8l9nn7eEaWgptmvrr9hmuE5/3vnxGhu8DhutZETka8ge1bSu6vu3X5wKsA04D1wELwDFg68CcNgLbQvoK4GlgK3AH8LlE+a2B9+XAltCedT1zPgtc7fK+BBwI6QPAnSG9B3gIEGAH8OjA5/9PNHOZR2Ff4GZgG3BitbYENgBnwnp9SK/vke9O4LKQvtPw3WzLueP8GnhHaMtDwO6euE503vv0GSm+7vevAF8cg23blrGOAG4EllT1jKr+G7gf2DskIVVdVtUjIf0CcBLYVNhlL3C/qv5LVX9H85nMG2fPtBV7gXtC+h7gfSb/Xm3wCHCViGwcgiDN1+ZOq+rvC2V6ta+q/hLwnzGd1Ja3AIdV9S+q+lfgMLCrL76q+rCqvhg2HwGuKR0jcL5SVX+ljce6lwttnCnXAnLnvTefUeIbevEfAn5QOkZftm3DWAVgE/AHs/0MZWfbK0RkM3AD8GjI+nQYVt8tFz58P4Y2KPCwiDwuIp8IeW9Q1WVoRA14fcgfA9+IfVx8A43VvpPacgycIz5G0+uM2CIivxWRX4jITSFvEw3HiL75TnLex2Lbm4BzqnrK5I3RtsB4BSAVCxvFdCUReTXwI+B2VX0e+CbwZuBtwDLN8A/G0YZ3quo2YDfwKRG5uVB2DHwRkQXgVuCHIWvM9s0hx20UnEXkIPAicF/IWgbeqKo3AJ8Fvi8iVzIs30nP+yhsC3yYizsvY7TtCsYqAM8A15rta4BnB+KyAhF5BY3zv09VfwygqudU9b+q+j/g21wIQwzeBlV9NqzPAw8GbudiaCesz4fig/MN2A0cUdVzMG77MrktB+ccHjy/B/hICD0QwinPhfTjNLH0twS+NkzUG99VnPcx2PYy4APAAzFvjLa1GKsA/Aa4XkS2hB7hPuDQkIRCbO87wElV/arJt3Hy9wNxZsAhYJ+IXC4iW4DraR769MX3VSJyRUzTPAA8EXjF2Sf7gZ8YvreFGSw7gL/F8EbPuKgHNVb7Gg6T2PKnwE4RWR9CGjtDXi8QkV3A54FbVfUfJv91IrIupK+jseWZwPkFEdkRrv/bTBtnzXXS8z4Gn/Fu4ClVXQntjNG2F6Hvp85dF5qZFE/TKObBEfB5F80Q7QngaFj2AN8Djof8Q8BGs8/BwH+Rnp/w08yGOBaWJ6MNgdcCPwNOhfWGkC/ANwLf48D2AWz8SuA54DUmbxT2pRGlZeA/NL23j6/GljSx96WwfLRnvks0cfJ4/d4Vyn4wXCPHgCPAe81xttPn9hD+AAAAb0lEQVQ439PA1wkvj/bAdeLz3pfPSPEN+d8FPunKDmrbtqW+CVxRUVGxRjHWEFBFRUVFxYxRBaCioqJijaIKQEVFRcUaRRWAioqKijWKKgAVFRUVaxRVACoqKirWKKoAVFRUVKxRVAGoqKioWKP4P4ir4e1LLD1JAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "im_saliency_mean = (im_saliency_face / (np.max(im_saliency_face) / 2)).astype(np.float32)\n", + "im_saliency_mean = 255 * im_saliency_mean\n", + "im_saliency_mean = np.clip(im_saliency_mean, 0, 255).astype(np.uint8)\n", + "im_saliency_mean = cv.blur(im_saliency_mean, ksize=(13,13))\n", + "im_cm = cv.applyColorMap(im_saliency_mean, cv.COLORMAP_JET)\n", + "im_cm = cv.blur(im_cm, ksize=(13, 13))\n", + "plt.imshow(cv.cvtColor(im_saliency_mean, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 173, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# save files\n", + "fp_out_saliency = join(fp_dir_processed, 'oxford_town_centre_saliency_face.png')\n", + "#cv.imwrite(fp_out_saliency, im_saliency_mean)\n", + "im_saliency_mean = cv.blur(im_saliency_mean, ksize=(5,5))\n", + "#fp_out_saliency_blur = join(fp_dir_processed, f'duke_mtmc_saliency_cam{cam}_blur.png')\n", + "cv.imwrite(fp_out_saliency, im_saliency_mean)\n", + "# wave" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/data_store/datasets/people/oxofrd_town_centre/processed/oxford_town_centre_saliency_face.png\n" + ] + } + ], + "source": [ + "print(fp_out_saliency)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "megapixels", + "language": "python", + "name": "megapixels" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} |
