diff options
| author | adamhrv <adam@ahprojects.com> | 2018-12-05 12:00:15 +0100 |
|---|---|---|
| committer | adamhrv <adam@ahprojects.com> | 2018-12-05 12:00:15 +0100 |
| commit | 90abf459d1df1f21960c1d653a1f936d1ec30256 (patch) | |
| tree | facab8e9bac6c56e69c369c2140cdbea218a01df | |
| parent | 0529d4cd1618016319e995c37aa118bf8c2d501b (diff) | |
.
69 files changed, 12246 insertions, 1835 deletions
@@ -151,7 +151,6 @@ config/settings/production.py old-package.json -datasets/ *.tar diff --git a/megapixels/app/models/bbox.py b/megapixels/app/models/bbox.py index 41b67416..ccdf229e 100644 --- a/megapixels/app/models/bbox.py +++ b/megapixels/app/models/bbox.py @@ -1,6 +1,9 @@ +import math + from dlib import rectangle as dlib_rectangle import numpy as np + class BBoxPoint: def __init__(self, x, y): @@ -105,7 +108,12 @@ class BBox: # # Utils # def constrain(self, dim): - + def distance(self, b): + a = self + dcx = self._cx - b.cx + dcy = self._cy - b.cy + d = int(math.sqrt(math.pow(dcx, 2) + math.pow(dcy, 2))) + return d # ----------------------------------------------------------------- # Modify @@ -117,26 +125,40 @@ class BBox: :returns (BBox) in pixel dimensions """ # expand - rect_exp = list( (np.array(self._rect) + np.array([-amt, -amt, amt, amt])).astype('int')) + r = list( (np.array(self._rect) + np.array([-amt, -amt, amt, amt])).astype('int')) # outliers oob = list(range(4)) - oob[0] = min(rect_exp[0], 0) - oob[1] = min(rect_exp[1], 0) - oob[2] = dim[0] - max(rect_exp[2], 2) - oob[3] = dim[1] - max(rect_exp[3], 3) + oob[0] = min(r[0], 0) + oob[1] = min(r[1], 0) + oob[2] = dim[0] - r[2] + oob[3] = dim[1] - r[3] oob = np.array(oob) oob[oob > 0] = 0 - # amount + # absolute amount oob = np.absolute(oob) - # threshold - rect_exp[0] = max(rect_exp[0], 0) - rect_exp[1] = max(rect_exp[1], 0) - rect_exp[2] = min(rect_exp[2], dim[0]) - rect_exp[3] = min(rect_exp[3], dim[1]) + # threshold expanded rectangle + r[0] = max(r[0], 0) + r[1] = max(r[1], 0) + r[2] = min(r[2], dim[0]) + r[3] = min(r[3], dim[1]) # redistribute oob amounts oob = np.array([-oob[2], -oob[3], oob[0], oob[1]]) - rect_exp = np.add(np.array(rect_exp), oob) - return BBox(*rect_exp) + r = np.add(np.array(r), oob) + # find overage + oob[0] = min(r[0], 0) + oob[1] = min(r[1], 0) + oob[2] = dim[0] - r[2] + oob[3] = dim[1] - r[3] + oob = np.array(oob) + oob[oob > 0] = 0 + oob = np.absolute(oob) + if np.array(oob).any(): + m = np.max(oob) + adj = np.array([m, m, -m, -m]) + # print(adj) + r = np.add(np.array(r), adj) + + return BBox(*r) # ----------------------------------------------------------------- @@ -199,6 +221,13 @@ class BBox: return cls(*rect) @classmethod + def from_xyxy(cls, x1, y1, x2, y2): + """Converts x1, y1, x2, y2 to BBox + same as constructure but zprovided for conveniene + """ + return cls(x1, y1, x2, y2) + + @classmethod def from_xywh(cls, x, y, w, h): """Converts x1, y1, w, h to BBox :param rect: (list) x1, y1, w, h diff --git a/megapixels/app/processors/face_detector.py b/megapixels/app/processors/face_detector.py index 02d068dc..747e057b 100644 --- a/megapixels/app/processors/face_detector.py +++ b/megapixels/app/processors/face_detector.py @@ -11,13 +11,26 @@ from app.utils import im_utils, logger_utils from app.models.bbox import BBox from app.settings import app_cfg as cfg + +class DetectorHaar: + + im_size = (400, 400) + cascade_name = types.HaarCascade.FRONTAL + + def __init__(self, cascade=types.HaarCascade.FRONTAL): + self.log = logger_utils.Logger.getLogger() + + def detect(self, im, scale_factor=1.05, overlaps=5): + return + + class DetectorDLIBCNN: dnn_size = (300, 300) pyramids = 0 conf_thresh = 0.85 - def __init__(self, opt_gpu): + def __init__(self, opt_gpu=0): self.log = logger_utils.Logger.getLogger() cuda_visible_devices = os.getenv('CUDA_VISIBLE_DEVICES', '') os.environ['CUDA_VISIBLE_DEVICES'] = str(opt_gpu) diff --git a/megapixels/app/settings/app_cfg.py b/megapixels/app/settings/app_cfg.py index 739ddce2..3e60a9b4 100644 --- a/megapixels/app/settings/app_cfg.py +++ b/megapixels/app/settings/app_cfg.py @@ -14,11 +14,14 @@ from app.utils import click_utils # ----------------------------------------------------------------------------- FaceDetectNetVar = click_utils.ParamVar(types.FaceDetectNet) - +HaarCascadeVar = click_utils.ParamVar(types.HaarCascade) LogLevelVar = click_utils.ParamVar(types.LogLevel) # # data_store DATA_STORE = '/data_store_hdd/' +DATA_STORE_NAS = '/data_store_nas/' +DATA_STORE_HDD = '/data_store_hdd/' +DATA_STORE_SSD = '/data_store_ssd/' DIR_DATASETS = join(DATA_STORE,'datasets') DIR_APPS = join(DATA_STORE,'apps') DIR_APP = join(DIR_APPS,'megapixels') @@ -38,6 +41,8 @@ DIR_MODELS_DLIB_5PT = join(DIR_MODELS_DLIB, 'shape_predictor_5_face_landmarks.da DIR_MODELS_DLIB_68PT = join(DIR_MODELS_DLIB, 'shape_predictor_68_face_landmarks.dat') +types.HaarCascade.FRONTAL + # Test images DIR_TEST_IMAGES = join(DIR_APP, 'test', 'images') @@ -51,8 +56,10 @@ FP_FONT = join(DIR_ASSETS, 'font') # ----------------------------------------------------------------------------- # click chair settings # ----------------------------------------------------------------------------- -DIR_COMMANDS_PROCESSOR_ADMIN = 'admin/commands' -DIR_COMMANDS_PROCESSOR_DATASETS = 'datasets/commands' +DIR_COMMANDS_CV = 'commands/cv' +DIR_COMMANDS_ADMIN = 'commands/admin' +DIR_COMMANDS_DATASETS = 'commands/datasets' +DIR_COMMANDS_MISC = 'commands/misc' # ----------------------------------------------------------------------------- # Filesystem settings diff --git a/megapixels/app/settings/types.py b/megapixels/app/settings/types.py index 0c3d7942..52470034 100644 --- a/megapixels/app/settings/types.py +++ b/megapixels/app/settings/types.py @@ -20,6 +20,10 @@ class CVTarget(Enum): """OpenCV 3.4.2+ DNN backend processor type""" CPU, OPENCL, OPENCL_FP16, MYRIAD = range(4) +class HaarCascade(Enum): + FRONTAL, ALT, ALT2, PROFILE = range(4) + + # --------------------------------------------------------------------- # Logger, monitoring # -------------------------------------------------------------------- diff --git a/megapixels/app/utils/file_utils.py b/megapixels/app/utils/file_utils.py index 773667b1..99282bd0 100644 --- a/megapixels/app/utils/file_utils.py +++ b/megapixels/app/utils/file_utils.py @@ -175,7 +175,7 @@ def write_pickle(data, fp_out, ensure_path=True): pickle.dump(data, fp) -def write_json(data, fp_out, minify=True, ensure_path=True, sort_keys=True): +def write_json(data, fp_out, minify=True, ensure_path=True, sort_keys=True, verbose=False): """ """ if ensure_path: @@ -185,6 +185,8 @@ def write_json(data, fp_out, minify=True, ensure_path=True, sort_keys=True): json.dump(data, fp, separators=(',',':'), sort_keys=sort_keys) else: json.dump(data, fp, indent=2, sort_keys=sort_keys) + if verbose: + log.info('Wrote JSON: {}'.format(fp_out)) def write_csv(data, fp_out, header=None): """ """ @@ -277,7 +279,7 @@ def sha256(fp_in, block_size=65536): """ sha256 = hashlib.sha256() with open(fp_in, 'rb') as fp: - for block in iter(lambda: f.read(block_size), b''): + for block in iter(lambda: fp.read(block_size), b''): sha256.update(block) return sha256.hexdigest() diff --git a/megapixels/app/utils/im_utils.py b/megapixels/app/utils/im_utils.py index a0f23cd2..d5e92aa3 100644 --- a/megapixels/app/utils/im_utils.py +++ b/megapixels/app/utils/im_utils.py @@ -22,6 +22,16 @@ import datetime +def is_grayscale(im, threshold=5): + """Returns True if image is grayscale + :param im: (numpy.array) image + :return (bool) of if image is grayscale""" + b = im[:,:,0] + g = im[:,:,1] + mean = np.mean(np.abs(g - b)) + return mean < threshold + + def compute_features(fe,frames,phashes,phash_thresh=1): """ Get vector embedding using FeatureExtractor @@ -40,7 +50,7 @@ def compute_features(fe,frames,phashes,phash_thresh=1): return vals -def ensure_pil(im, bgr2rgb=False): +def np2pil(im, swap=True): """Ensure image is Pillow format :param im: image in numpy or PIL.Image format :returns: image in Pillow RGB format @@ -49,35 +59,44 @@ def ensure_pil(im, bgr2rgb=False): im.verify() return im except: - if bgr2rgb: + if swap: im = cv.cvtColor(im,cv.COLOR_BGR2RGB) return Image.fromarray(im.astype('uint8'), 'RGB') -def ensure_np(im): +def pil2np(im, swap=True): """Ensure image is Numpy.ndarry format :param im: image in numpy or PIL.Image format :returns: image in Numpy uint8 format """ if type(im) == np.ndarray: - return im - return np.asarray(im, np.uint8) + return im + im = np.asarray(im, np.uint8) + if swap: + im = cv.cvtColor(im, cv.COLOR_RGB2BGR) + return im -def resize(im,width=0,height=0): +def resize(im, width=0, height=0): """resize image using imutils. Use w/h=[0 || None] to prioritize other edge size :param im: a Numpy.ndarray image :param wh: a tuple of (width, height) """ + # TODO change to cv.resize and add algorithm choices w = width h = height if w is 0 and h is 0: return im elif w > 0 and h > 0: - return imutils.resize(im,width=w,height=h) + ws = im.shape[1] / w + hs = im.shape[0] / h + if ws > hs: + return imutils.resize(im, width=w) + else: + return imutils.resize(im, height=h) elif w > 0 and h is 0: - return imutils.resize(im,width=w) + return imutils.resize(im, width=w) elif w is 0 and h > 0: - return imutils.resize(im,height=h) + return imutils.resize(im, height=h) else: return im diff --git a/megapixels/cli_admin.py b/megapixels/cli_admin.py index 45ebeed4..7b37e1c5 100644 --- a/megapixels/cli_admin.py +++ b/megapixels/cli_admin.py @@ -1,7 +1,7 @@ # -------------------------------------------------------- -# This is the vframe administrative script for utility -# add/edit commands in vframe/admin/commands directory +# add/edit commands in commands/admin directory # -------------------------------------------------------- + import click from app.settings import app_cfg as cfg @@ -9,7 +9,7 @@ from app.utils import logger_utils from app.models.click_factory import ClickSimple # click cli factory -cc = ClickSimple.create(cfg.DIR_COMMANDS_PROCESSOR_ADMIN) +cc = ClickSimple.create(cfg.DIR_COMMANDS_ADMIN) # -------------------------------------------------------- # CLI @@ -27,7 +27,6 @@ def cli(ctx, **kwargs): logger_utils.Logger.create(verbosity=kwargs['verbosity']) - # -------------------------------------------------------- # Entrypoint # -------------------------------------------------------- diff --git a/megapixels/cli_cv.py b/megapixels/cli_cv.py new file mode 100644 index 00000000..86246157 --- /dev/null +++ b/megapixels/cli_cv.py @@ -0,0 +1,36 @@ +# -------------------------------------------------------- +# add/edit commands in commands/datasets directory +# -------------------------------------------------------- + +import click + +from app.settings import app_cfg as cfg +from app.utils import logger_utils +from app.models.click_factory import ClickSimple + +# click cli factory +cc = ClickSimple.create(cfg.DIR_COMMANDS_CV) + +# -------------------------------------------------------- +# CLI +# -------------------------------------------------------- +@click.group(cls=cc, chain=False) +@click.option('-v', '--verbose', 'verbosity', count=True, default=4, + show_default=True, + help='Verbosity: -v DEBUG, -vv INFO, -vvv WARN, -vvvv ERROR, -vvvvv CRITICAL') +@click.pass_context +def cli(ctx, **kwargs): + """\033[1m\033[94mMegaPixels: Dataset Image Scripts\033[0m + """ + ctx.opts = {} + # init logger + logger_utils.Logger.create(verbosity=kwargs['verbosity']) + + + +# -------------------------------------------------------- +# Entrypoint +# -------------------------------------------------------- +if __name__ == '__main__': + cli() + diff --git a/megapixels/cli_datasets.py b/megapixels/cli_datasets.py index ae484e80..d91620e8 100644 --- a/megapixels/cli_datasets.py +++ b/megapixels/cli_datasets.py @@ -1,7 +1,7 @@ # -------------------------------------------------------- -# This is the vframe administrative script for utility -# add/edit commands in vframe/admin/commands directory +# add/edit commands in commands/datasets directory # -------------------------------------------------------- + import click from app.settings import app_cfg as cfg @@ -9,7 +9,7 @@ from app.utils import logger_utils from app.models.click_factory import ClickSimple # click cli factory -cc = ClickSimple.create(cfg.DIR_COMMANDS_PROCESSOR_DATASETS) +cc = ClickSimple.create(cfg.DIR_COMMANDS_DATASETS) # -------------------------------------------------------- # CLI @@ -20,7 +20,7 @@ cc = ClickSimple.create(cfg.DIR_COMMANDS_PROCESSOR_DATASETS) help='Verbosity: -v DEBUG, -vv INFO, -vvv WARN, -vvvv ERROR, -vvvvv CRITICAL') @click.pass_context def cli(ctx, **kwargs): - """\033[1m\033[94mMegaPixels: Admin/Utility Scripts\033[0m + """\033[1m\033[94mMegaPixels: Dataset Image Scripts\033[0m """ ctx.opts = {} # init logger diff --git a/megapixels/cli_misc.py b/megapixels/cli_misc.py new file mode 100644 index 00000000..7aa544dc --- /dev/null +++ b/megapixels/cli_misc.py @@ -0,0 +1,35 @@ +# -------------------------------------------------------- +# add/edit commands in commands/misc directory +# -------------------------------------------------------- + +import click + +from app.settings import app_cfg as cfg +from app.utils import logger_utils +from app.models.click_factory import ClickSimple + +# click cli factory +cc = ClickSimple.create(cfg.DIR_COMMANDS_MISC) + +# -------------------------------------------------------- +# CLI +# -------------------------------------------------------- +@click.group(cls=cc, chain=False) +@click.option('-v', '--verbose', 'verbosity', count=True, default=4, + show_default=True, + help='Verbosity: -v DEBUG, -vv INFO, -vvv WARN, -vvvv ERROR, -vvvvv CRITICAL') +@click.pass_context +def cli(ctx, **kwargs): + """\033[1m\033[94mMegaPixels: Random Util Scripts\033[0m + """ + ctx.opts = {} + # init logger + logger_utils.Logger.create(verbosity=kwargs['verbosity']) + + +# -------------------------------------------------------- +# Entrypoint +# -------------------------------------------------------- +if __name__ == '__main__': + cli() + diff --git a/megapixels/admin/commands/rsync.py b/megapixels/commands/admin/rsync.py index a821b460..a821b460 100644 --- a/megapixels/admin/commands/rsync.py +++ b/megapixels/commands/admin/rsync.py diff --git a/megapixels/datasets/commands/crop.py b/megapixels/commands/cv/crop.py index 778be0c4..778be0c4 100644 --- a/megapixels/datasets/commands/crop.py +++ b/megapixels/commands/cv/crop.py diff --git a/megapixels/commands/cv/csv_to_faces.py b/megapixels/commands/cv/csv_to_faces.py new file mode 100644 index 00000000..64c8b965 --- /dev/null +++ b/megapixels/commands/cv/csv_to_faces.py @@ -0,0 +1,105 @@ +""" +Reads in CSV of ROIs and extracts facial regions with padding +""" + +import click + +from app.settings import types +from app.utils import click_utils +from app.settings import app_cfg as cfg + +@click.command() +@click.option('-i', '--input', 'opt_fp_in', required=True, + help='Input CSV') +@click.option('-m', '--media', 'opt_dir_media', required=True, + help='Input image/video directory') +@click.option('-o', '--output', 'opt_dir_out', required=True, + help='Output directory for extracted ROI images') +@click.option('--slice', 'opt_slice', type=(int, int), default=(None, None), + help='Slice list of files') +@click.option('--padding', 'opt_padding', default=0.25, + help='Facial padding as percentage of face width') +@click.option('--ext', 'opt_ext_out', default='png', type=click.Choice(['jpg', 'png']), + help='Output image type') +@click.option('--min', 'opt_min', default=(60, 60), + help='Minimum original face size') +@click.pass_context +def cli(ctx, opt_fp_in, opt_dir_media, opt_dir_out, opt_slice, + opt_padding, opt_ext_out, opt_min): + """Converts ROIs to images""" + + import os + from os.path import join + from pathlib import Path + from glob import glob + + from tqdm import tqdm + import numpy as np + from PIL import Image, ImageOps, ImageFilter, ImageDraw + import cv2 as cv + import pandas as pd + + from app.utils import logger_utils, file_utils, im_utils + from app.models.bbox import BBox + + # ------------------------------------------------- + # process here + log = logger_utils.Logger.getLogger() + + df_rois = pd.read_csv(opt_fp_in, dtype={'subdir': str, 'fn': str}) + if opt_slice: + df_rois = df_rois[opt_slice[0]:opt_slice[1]] + + log.info('Processing {:,} rows'.format(len(df_rois))) + + file_utils.mkdirs(opt_dir_out) + + df_rois_grouped = df_rois.groupby(['fn']) # group by fn/filename + groups = df_rois_grouped.groups + skipped = [] + + for group in tqdm(groups): + # get image + group_rows = df_rois_grouped.get_group(group) + + row = group_rows.iloc[0] + fp_im = join(opt_dir_media, str(row['subdir']), '{fn}.{ext}'.format(**row)) # TODO change to ext + try: + im = Image.open(fp_im).convert('RGB') + im.verify() + except Exception as e: + log.warn('Could not open: {}'.format(fp_im)) + log.error(e) + continue + + for idx, roi in group_rows.iterrows(): + # get bbox to im dimensions + xywh = [roi['x'], roi['y'], roi['w'] , roi['h']] + bbox = BBox.from_xywh(*xywh) + dim = im.size + bbox_dim = bbox.to_dim(dim) + # expand + opt_padding_px = int(opt_padding * bbox_dim.width) + bbox_dim_exp = bbox_dim.expand_dim(opt_padding_px, dim) + # crop + x1y2 = bbox_dim_exp.pt_tl + bbox_dim_exp.pt_br + im_crop = im.crop(box=x1y2) + + # strip exif, create new image and paste data + im_crop_data = list(im_crop.getdata()) + im_crop_no_exif = Image.new(im_crop.mode, im_crop.size) + im_crop_no_exif.putdata(im_crop_data) + + # save + idx_zpad = file_utils.zpad(idx, zeros=3) + subdir = '' if roi['subdir'] == '.' else '{}_'.format(roi['subdir']) + subdir = subdir.replace('/', '_') + fp_im_out = join(opt_dir_out, '{}{}{}.{}'.format(subdir, roi['fn'], idx_zpad, opt_ext_out)) + # threshold size and save + if im_crop_no_exif.size[0] < opt_min[0] or im_crop_no_exif.size[1] < opt_min[1]: + skipped.append(fp_im_out) + log.info('Face too small: {}, idx: {}'.format(fp_im, idx)) + else: + im_crop_no_exif.save(fp_im_out) + + log.info('Skipped {:,} images'.format(len(skipped))) diff --git a/megapixels/commands/cv/face_frames.py b/megapixels/commands/cv/face_frames.py new file mode 100644 index 00000000..76f23af1 --- /dev/null +++ b/megapixels/commands/cv/face_frames.py @@ -0,0 +1,82 @@ +from glob import glob +import os +from os.path import join +from pathlib import Path + +import click + + + + +@click.command() +@click.option('-i', '--input', 'opt_fp_in', required=True, + help='Input directory to glob') +@click.option('-o', '--output', 'opt_fp_out', required=True, + help='Output directory for face frames') +@click.option('--size', 'opt_size', + type=(int, int), default=(300, 300), + help='Output image size') +@click.option('--slice', 'opt_slice', type=(int, int), default=(None, None), + help='Slice list of files') +@click.pass_context +def cli(ctx, opt_fp_in, opt_fp_out, opt_size, opt_slice): + """Split video to face frames""" + + from tqdm import tqdm + import dlib + import pandas as pd + from PIL import Image, ImageOps, ImageFilter + import cv2 as cv + import numpy as np + + from app.processors import face_detector + from app.utils import logger_utils, file_utils, im_utils + from app.settings import types + from app.utils import click_utils + from app.settings import app_cfg as cfg + from app.models.bbox import BBox + + log = logger_utils.Logger.getLogger() + + # ------------------------------------------------- + # process + + detector = face_detector.DetectorDLIBCNN() + + # get file list + fp_videos = glob(join(opt_fp_in, '*.mp4')) + fp_videos += glob(join(opt_fp_in, '*.webm')) + fp_videos += glob(join(opt_fp_in, '*.mkv')) + + min_distance_per = .025 # minimum distance percentage to save new face image + face_interval = 5 + frame_interval_count = 0 + frame_count = 0 + bbox_prev = BBox(0,0,0,0) + file_utils.mkdirs(opt_fp_out) + dnn_size = opt_size + max_dim = max(dnn_size) + px_thresh = int(max_dim * min_distance_per) + + for fp_video in tqdm(fp_videos): + # load video + video = cv.VideoCapture(fp_video) + # iterate through frames + while video.isOpened(): + res, frame = video.read() + if not res: + break + # increment frames, save frame if interval has passed + frame_count += 1 # for naming + frame_interval_count += 1 # for interval + bboxes = detector.detect(frame, opt_size=dnn_size, opt_pyramids=0) + if len(bboxes) > 0 and frame_interval_count >= face_interval: + dim = frame.shape[:2][::-1] + d = bboxes[0].to_dim(dim).distance(bbox_prev) + if d > px_thresh: + # save frame + zfc = file_utils.zpad(frame_count) + fp_frame = join(opt_fp_out, '{}_{}.jpg'.format(Path(fp_video).stem, zfc)) + cv.imwrite(fp_frame, frame) + frame_interval_count = 0 + bbox_prev = bboxes[0] diff --git a/megapixels/commands/cv/faces_to_3dlm.py b/megapixels/commands/cv/faces_to_3dlm.py new file mode 100644 index 00000000..658d4484 --- /dev/null +++ b/megapixels/commands/cv/faces_to_3dlm.py @@ -0,0 +1,96 @@ +""" +Crop images to prepare for training +""" + +import click +# from PIL import Image, ImageOps, ImageFilter, ImageDraw + +from app.settings import types +from app.utils import click_utils +from app.settings import app_cfg as cfg + +color_filters = {'color': 1, 'gray': 2, 'all': 3} + +@click.command() +@click.option('-i', '--input', 'opt_dirs_in', required=True, multiple=True, + help='Input directory') +@click.option('-o', '--output', 'opt_fp_out', required=True, + help='Output CSV') +@click.option('-e', '--ext', 'opt_ext', + default='jpg', type=click.Choice(['jpg', 'png']), + help='File glob ext') +@click.option('--size', 'opt_size', + type=(int, int), default=(300, 300), + help='Output image size') +@click.option('-g', '--gpu', 'opt_gpu', default=0, + help='GPU index') +@click.option('--slice', 'opt_slice', type=(int, int), default=(None, None), + help='Slice list of files') +@click.option('--recursive/--no-recursive', 'opt_recursive', is_flag=True, default=False, + help='Use glob recursion (slower)') +@click.option('-f', '--force', 'opt_force', is_flag=True, + help='Force overwrite file') +@click.pass_context +def cli(ctx, opt_dirs_in, opt_fp_out, opt_ext, opt_size, opt_gpu, opt_slice, + opt_recursive, opt_force): + """Converts face imges to 3D landmarks""" + + import sys + import os + from os.path import join + from pathlib import Path + from glob import glob + + from tqdm import tqdm + import numpy as np + import dlib # must keep a local reference for dlib + import cv2 as cv + import pandas as pd + from face_alignment import FaceAlignment, LandmarksType + from skimage import io + + from app.utils import logger_utils, file_utils + from app.processors import face_detector + + # ------------------------------------------------- + # init here + + log = logger_utils.Logger.getLogger() + + if not opt_force and Path(opt_fp_out).exists(): + log.error('File exists. Use "-f / --force" to overwite') + return + + device = 'cuda' if opt_gpu > -1 else 'cpu' + fa = FaceAlignment(LandmarksType._3D, flip_input=False, device=device) + + # get list of files to process + fp_ims = [] + for opt_dir_in in opt_dirs_in: + if opt_recursive: + fp_glob = join(opt_dir_in, '**/*.{}'.format(opt_ext)) + fp_ims += glob(fp_glob, recursive=True) + else: + fp_glob = join(opt_dir_in, '*.{}'.format(opt_ext)) + fp_ims += glob(fp_glob) + log.debug(fp_glob) + + + if opt_slice: + fp_ims = fp_ims[opt_slice[0]:opt_slice[1]] + log.debug('processing {:,} files'.format(len(fp_ims))) + + + data = {} + + for fp_im in tqdm(fp_ims): + fpp_im = Path(fp_im) + im = io.imread(fp_im) + preds = fa.get_landmarks(im) + if preds and len(preds) > 0: + data[fpp_im.name] = preds[0].tolist() + + # save date + file_utils.mkdirs(opt_fp_out) + + file_utils.write_json(data, opt_fp_out, verbose=True)
\ No newline at end of file diff --git a/megapixels/datasets/commands/face.py b/megapixels/commands/cv/faces_to_csv.py index 6b7b18b7..07226c31 100644 --- a/megapixels/datasets/commands/face.py +++ b/megapixels/commands/cv/faces_to_csv.py @@ -9,8 +9,10 @@ from app.settings import types from app.utils import click_utils from app.settings import app_cfg as cfg +color_filters = {'color': 1, 'gray': 2, 'all': 3} + @click.command() -@click.option('-i', '--input', 'opt_dir_in', required=True, +@click.option('-i', '--input', 'opt_dirs_in', required=True, multiple=True, help='Input directory') @click.option('-o', '--output', 'opt_fp_out', required=True, help='Output CSV') @@ -34,16 +36,24 @@ from app.settings import app_cfg as cfg help='Slice list of files') @click.option('--display/--no-display', 'opt_display', is_flag=True, default=False, help='Display detections to debug') +@click.option('--recursive/--no-recursive', 'opt_recursive', is_flag=True, default=False, + help='Use glob recursion (slower)') +@click.option('-f', '--force', 'opt_force', is_flag=True, + help='Force overwrite file') +@click.option('--color', 'opt_color_filter', + type=click.Choice(color_filters.keys()), default='color', + help='Filter to keep color or grayscale images (color = keep color') @click.pass_context -def cli(ctx, opt_dir_in, opt_fp_out, opt_ext, opt_size, opt_detector_type, - opt_gpu, opt_conf_thresh, opt_pyramids, opt_slice, opt_display): - """Extrace face""" +def cli(ctx, opt_dirs_in, opt_fp_out, opt_ext, opt_size, opt_detector_type, + opt_gpu, opt_conf_thresh, opt_pyramids, opt_slice, opt_display, opt_recursive, opt_force, opt_color_filter): + """Converts frames with faces to CSV of ROIs""" import sys import os from os.path import join from pathlib import Path from glob import glob + from tqdm import tqdm import numpy as np import dlib # must keep a local reference for dlib @@ -57,6 +67,10 @@ def cli(ctx, opt_dir_in, opt_fp_out, opt_ext, opt_size, opt_detector_type, # init here log = logger_utils.Logger.getLogger() + + if not opt_force and Path(opt_fp_out).exists(): + log.error('File exists. Use "-f / --force" to overwite') + return if opt_detector_type == types.FaceDetectNet.CVDNN: detector = face_detector.DetectorCVDNN() @@ -71,9 +85,20 @@ def cli(ctx, opt_dir_in, opt_fp_out, opt_ext, opt_size, opt_detector_type, # ------------------------------------------------- # process here + color_filter = color_filters[opt_color_filter] # get list of files to process - fp_ims = glob(join(opt_dir_in, '*.{}'.format(opt_ext))) + fp_ims = [] + for opt_dir_in in opt_dirs_in: + if opt_recursive: + fp_glob = join(opt_dir_in, '**/*.{}'.format(opt_ext)) + fp_ims += glob(fp_glob, recursive=True) + else: + fp_glob = join(opt_dir_in, '*.{}'.format(opt_ext)) + fp_ims += glob(fp_glob) + log.debug(fp_glob) + + if opt_slice: fp_ims = fp_ims[opt_slice[0]:opt_slice[1]] log.debug('processing {:,} files'.format(len(fp_ims))) @@ -83,25 +108,46 @@ def cli(ctx, opt_dir_in, opt_fp_out, opt_ext, opt_size, opt_detector_type, for fp_im in tqdm(fp_ims): im = cv.imread(fp_im) - bboxes = detector.detect(im, opt_size=opt_size, opt_pyramids=opt_pyramids) + + # filter out color or grayscale iamges + if color_filter != color_filters['all']: + try: + is_gray = im_utils.is_grayscale(im) + if is_gray and color_filter != color_filters['gray']: + log.debug('Skipping grayscale image: {}'.format(fp_im)) + continue + except Exception as e: + log.error('Could not check grayscale: {}'.format(fp_im)) + continue + + try: + bboxes = detector.detect(im, opt_size=opt_size, opt_pyramids=opt_pyramids) + except Exception as e: + log.error('could not detect: {}'.format(fp_im)) + log.error('{}'.format(e)) fpp_im = Path(fp_im) + subdir = str(fpp_im.parent.relative_to(opt_dir_in)) + for bbox in bboxes: roi = { 'fn': fpp_im.stem, - 'ext': fpp_im.suffix, + 'ext': fpp_im.suffix.replace('.',''), 'x': bbox.x, 'y': bbox.y, 'w': bbox.w, - 'h': bbox.h} - dim = bbox.to_dim(im.shape[:2][::-1]) # w,h + 'h': bbox.h, + 'image_height': im.shape[0], + 'image_width': im.shape[1], + 'subdir': subdir} + bbox_dim = bbox.to_dim(im.shape[:2][::-1]) # w,h data.append(roi) # debug display if opt_display and len(bboxes): - im_md = im_utils.resize(im, width=opt_size[0]) + im_md = im_utils.resize(im, width=min(1200, opt_size[0])) for bbox in bboxes: - dim = bbox.to_dim(im_md.shape[:2][::-1]) - cv.rectangle(im_md, dim.pt_tl, dim.pt_br, (0,255,0), 3) + bbox_dim = bbox.to_dim(im_md.shape[:2][::-1]) + cv.rectangle(im_md, bbox_dim.pt_tl, bbox_dim.pt_br, (0,255,0), 3) cv.imshow('', im_md) while True: k = cv.waitKey(1) & 0xFF @@ -113,5 +159,6 @@ def cli(ctx, opt_dir_in, opt_fp_out, opt_ext, opt_size, opt_detector_type, break # save date + file_utils.mkdirs(opt_fp_out) df = pd.DataFrame.from_dict(data) - df.to_csv(opt_fp_out)
\ No newline at end of file + df.to_csv(opt_fp_out, index=False)
\ No newline at end of file diff --git a/megapixels/commands/cv/mirror.py b/megapixels/commands/cv/mirror.py new file mode 100644 index 00000000..9ca1cac7 --- /dev/null +++ b/megapixels/commands/cv/mirror.py @@ -0,0 +1,57 @@ +""" +Crop images to prepare for training +""" + +import click +import cv2 as cv +from PIL import Image, ImageOps, ImageFilter + +from app.settings import types +from app.utils import click_utils +from app.settings import app_cfg as cfg + + +@click.command() +@click.option('-i', '--input', 'opt_dir_in', required=True, + help='Input directory') +@click.option('-o', '--output', 'opt_dir_out', required=True, + help='Output directory') +@click.option('--slice', 'opt_slice', type=(int, int), default=(None, None), + help='Slice the input list') +@click.pass_context +def cli(ctx, opt_dir_in, opt_dir_out, opt_slice): + """Mirror augment image directory""" + + import os + from os.path import join + from pathlib import Path + from glob import glob + from tqdm import tqdm + + from app.utils import logger_utils, file_utils, im_utils + + # ------------------------------------------------- + # init + + log = logger_utils.Logger.getLogger() + + # ------------------------------------------------- + # process here + + # get list of files to process + fp_ims = glob(join(opt_dir_in, '*.jpg')) + fp_ims += glob(join(opt_dir_in, '*.png')) + + if opt_slice: + fp_ims = fp_ims[opt_slice[0]:opt_slice[1]] + log.info('processing {:,} files'.format(len(fp_ims))) + + # ensure output dir exists + file_utils.mkdirs(opt_dir_out) + + # resize and save images + for fp_im in tqdm(fp_ims): + im = Image.open(fp_im) + fpp_im = Path(fp_im) + fp_out = join(opt_dir_out, '{}_mirror{}'.format(fpp_im.stem, fpp_im.suffix)) + im.save(fp_out)
\ No newline at end of file diff --git a/megapixels/datasets/commands/resize.py b/megapixels/commands/cv/resize.py index 5e2d31aa..f535c8b6 100644 --- a/megapixels/datasets/commands/resize.py +++ b/megapixels/commands/cv/resize.py @@ -3,6 +3,8 @@ Crop images to prepare for training """ import click +import cv2 as cv +from PIL import Image, ImageOps, ImageFilter from app.settings import types from app.utils import click_utils @@ -17,6 +19,25 @@ HAMMING ⭐⭐ ⭐⭐⭐ BICUBIC ⭐⭐⭐ ⭐⭐⭐ ⭐⭐ LANCZOS ⭐⭐⭐⭐ ⭐⭐⭐⭐ ⭐ """ +methods = { + 'lanczos': Image.LANCZOS, + 'bicubic': Image.BICUBIC, + 'hamming': Image.HAMMING, + 'bileaner': Image.BILINEAR, + 'box': Image.BOX, + 'nearest': Image.NEAREST + } +centerings = { + 'tl': (0.0, 0.0), + 'tc': (0.5, 0.0), + 'tr': (0.0, 0.0), + 'lc': (0.0, 0.5), + 'cc': (0.5, 0.5), + 'rc': (1.0, 0.5), + 'bl': (0.0, 1.0), + 'bc': (1.0, 0.5), + 'br': (1.0, 1.0) +} @click.command() @click.option('-i', '--input', 'opt_dir_in', required=True, @@ -24,17 +45,26 @@ LANCZOS ⭐⭐⭐⭐ ⭐⭐⭐⭐ ⭐ @click.option('-o', '--output', 'opt_dir_out', required=True, help='Output directory') @click.option('-e', '--ext', 'opt_glob_ext', - default='jpg', type=click.Choice(['jpg', 'png']), + default='png', type=click.Choice(['jpg', 'png']), help='File glob ext') @click.option('--size', 'opt_size', type=(int, int), default=(256, 256), help='Output image size (square)') @click.option('--method', 'opt_scale_method', - type=click.Choice(['LANCZOS', 'BICUBIC', 'HAMMING', 'BILINEAR', 'BOX', 'NEAREST']), - default='LANCZOS', + type=click.Choice(methods.keys()), + default='lanczos', help='Scaling method to use') +@click.option('--equalize', 'opt_equalize', is_flag=True, + help='Equalize historgram') +@click.option('--sharpen', 'opt_sharpen', is_flag=True, + help='Unsharp mask') +@click.option('--center', 'opt_center', default='cc', type=click.Choice(centerings.keys()), + help='Crop focal point') +@click.option('--slice', 'opt_slice', type=(int, int), default=(None, None), + help='Slice the input list') @click.pass_context -def cli(ctx, opt_dir_in, opt_dir_out, opt_glob_ext, opt_size, opt_scale_method): +def cli(ctx, opt_dir_in, opt_dir_out, opt_glob_ext, opt_size, opt_scale_method, + opt_equalize, opt_sharpen, opt_center, opt_slice): """Crop, mirror images""" import os @@ -42,28 +72,23 @@ def cli(ctx, opt_dir_in, opt_dir_out, opt_glob_ext, opt_size, opt_scale_method): from pathlib import Path from glob import glob from tqdm import tqdm - from PIL import Image, ImageOps, ImageFilter + from app.utils import logger_utils, file_utils, im_utils # ------------------------------------------------- # init log = logger_utils.Logger.getLogger() - - methods = { - 'LANCZOS': Image.LANCZOS, - 'BICUBIC': Image.BICUBIC, - 'HAMMING': Image.HAMMING, - 'BILINEAR': Image.BILINEAR, - 'BOX': Image.BOX, - 'NEAREST': Image.NEAREST - } + + centering = centerings[opt_center] # ------------------------------------------------- # process here # get list of files to process fp_ims = glob(join(opt_dir_in, '*.{}'.format(opt_glob_ext))) + if opt_slice: + fp_ims = fp_ims[opt_slice[0]:opt_slice[1]] log.info('processing {:,} files'.format(len(fp_ims))) # set scale method @@ -74,8 +99,30 @@ def cli(ctx, opt_dir_in, opt_dir_out, opt_glob_ext, opt_size, opt_scale_method): # resize and save images for fp_im in tqdm(fp_ims): - im = Image.open(fp_im) - im = ImageOps.fit(im, opt_size, method=scale_method, centering=(0.5, 0.5)) + try: + im = Image.open(fp_im).convert('RGB') + im.verify() + except Exception as e: + log.warn('Could not open: {}'.format(fp_im)) + log.error(e) + continue + + im = ImageOps.fit(im, opt_size, method=scale_method, centering=centering) + + if opt_equalize: + im_np = im_utils.pil2np(im) + im_np_eq = eq_hist_yuv(im_np) + im_np = cv.addWeighted(im_np_eq, 0.35, im_np, 0.65, 0) + im = im_utils.np2pil(im_np) + + if opt_sharpen: + im = im.filter(ImageFilter.UnsharpMask) + fp_out = join(opt_dir_out, Path(fp_im).name) im.save(fp_out) + +def eq_hist_yuv(im): + im_yuv = cv.cvtColor(im, cv.COLOR_BGR2YUV) + im_yuv[:,:,0] = cv.equalizeHist(im_yuv[:,:,0]) + return cv.cvtColor(im_yuv, cv.COLOR_YUV2BGR) diff --git a/megapixels/commands/cv/videos_to_frames.py b/megapixels/commands/cv/videos_to_frames.py new file mode 100644 index 00000000..0b56c46a --- /dev/null +++ b/megapixels/commands/cv/videos_to_frames.py @@ -0,0 +1,73 @@ +from glob import glob +import os +from os.path import join +from pathlib import Path + +import click + +from app.settings import types +from app.utils import click_utils +from app.settings import app_cfg as cfg +from app.utils import logger_utils + +import dlib +import pandas as pd +from PIL import Image, ImageOps, ImageFilter +from app.utils import file_utils, im_utils + + +log = logger_utils.Logger.getLogger() + +@click.command() +@click.option('-i', '--input', 'opt_fp_in', required=True, + help='Input directory') +@click.option('-o', '--output', 'opt_fp_out', required=True, + help='Output directory') +@click.option('--size', 'opt_size', default=(320, 240), + help='Inference size for face detection' ) +@click.option('--interval', 'opt_frame_interval', default=20, + help='Number of frames before saving next face') +@click.pass_context +def cli(ctx, opt_fp_in, opt_fp_out, opt_size, opt_frame_interval): + """Converts videos to frames with faces""" + + # ------------------------------------------------- + # process + + from tqdm import tqdm + import cv2 as cv + from tqdm import tqdm + from app.processors import face_detector + + detector = face_detector.DetectorDLIBCNN() + + # get file list + fp_videos = glob(join(opt_fp_in, '*.mp4')) + fp_videos += glob(join(opt_fp_in, '*.webm')) + fp_videos += glob(join(opt_fp_in, '*.mkv')) + + frame_interval_count = 0 + frame_count = 0 + + file_utils.mkdirs(opt_fp_out) + + for fp_video in tqdm(fp_videos): + + video = cv.VideoCapture(fp_video) + + while video.isOpened(): + res, frame = video.read() + if not res: + break + + frame_count += 1 # for naming + frame_interval_count += 1 # for interval + + bboxes = detector.detect(frame, opt_size=opt_size, opt_pyramids=0) + if len(bboxes) > 0 and frame_interval_count >= opt_frame_interval: + # save frame + fname = file_utils.zpad(frame_count) + fp_frame = join(opt_fp_out, '{}_{}.jpg'.format(Path(fp_video).stem, fname)) + cv.imwrite(fp_frame, frame) + frame_interval_count = 0 + diff --git a/megapixels/commands/datasets/50people.py b/megapixels/commands/datasets/50people.py new file mode 100644 index 00000000..fb35b2fe --- /dev/null +++ b/megapixels/commands/datasets/50people.py @@ -0,0 +1,129 @@ +from glob import glob +import os +from os.path import join +from pathlib import Path + +import click + +from app.settings import types +from app.utils import click_utils +from app.settings import app_cfg as cfg +from app.utils import logger_utils + +import dlib +import pandas as pd +from PIL import Image, ImageOps, ImageFilter +from app.utils import file_utils, im_utils + + +log = logger_utils.Logger.getLogger() + +@click.command() +@click.option('-i', '--input', 'opt_fp_in', required=True, + help='Input directory') +@click.option('-o', '--output', 'opt_fp_out', + help='Output directory') +@click.option('--media', 'opt_dir_media', + help='Output directory') +@click.option('--action', 'opt_action', + type=click.Choice(['download']), + default='info', + help='Command action') +@click.option('--slice', 'opt_slice', type=(int, int), default=(None, None), + help='Slice list of files') +@click.pass_context +def cli(ctx, opt_fp_in, opt_fp_out, opt_dir_media, opt_action, opt_slice): + """YTMU utils""" + + + from tqdm import tqdm + + # ------------------------------------------------- + # process + + if opt_action == 'download': + # downloads video files with ytdl + handle_download(opt_fp_in, opt_fp_out, opt_slice) + elif opt_action == 'face_frames': + handle_face_frames(opt_fp_in, opt_fp_out, dir_media, opt_slice) + + + + + +def handle_face_frames(fp_in, dir_out, dir_videos): + if not dir_out or not dir_videos: + log.error('-o/--output and --videos required') + return + + import cv2 as cv + from tqdm import tqdm + from app.processors import face_detector + detector = face_detector.DetectorDLIBCNN() + + # get file list + fp_videos = glob(join(dir_videos, '*.mp4')) + fp_videos += glob(join(dir_videos, '*.webm')) + fp_videos += glob(join(dir_videos, '*.mkv')) + + face_interval = 30 + frame_interval_count = 0 + frame_count = 0 + + file_utils.mkdirs(dir_out) + + for fp_video in tqdm(fp_videos): + # log.debug('opening: {}'.format(fp_video)) + video = cv.VideoCapture(fp_video) + while video.isOpened(): + res, frame = video.read() + if not res: + break + + frame_count += 1 # for naming + frame_interval_count += 1 # for interval + bboxes = detector.detect(frame, opt_size=(320, 240), opt_pyramids=0) + if len(bboxes) > 0 and frame_interval_count >= face_interval: + # save frame + fp_frame = join(dir_out, '{}_{}.jpg'.format(Path(fp_video).stem, file_utils.zpad(frame_count))) + cv.imwrite(fp_frame, frame) + frame_interval_count = 0 + + +def handle_download(fp_in, dir_out, opt_slice): + import youtube_dl + df = pd.read_csv(fp_in) + if opt_slice: + df = df[opt_slice[0]:opt_slice[1]] + df = df.fillna('') + fp_videos = glob(join(dir_out, '*.mp4')) + fp_videos += glob(join(dir_out, '*.webm')) + fp_videos += glob(join(dir_out, '*.mkv')) + + ydl = youtube_dl.YoutubeDL({'outtmpl': join(dir_out, '') + '%(id)s.%(ext)s'}) + + for i, row in df.iterrows(): + vid = str(row['youtube_id']) + if not vid: + vid = row['vimeo_id'] + if vid: + vid = str(int(vid)) + url = 'https://vimeo.com/{}'.format(vid) + else: + url = 'https://youtube.com/watch?v={}'.format(vid) + if not vid: + log.warn('no video id: {} for {}'.format(vid, row['city'])) + continue + + found = False + for fp_video in fp_videos: + if vid in fp_video: + #log.debug('skip: {}'.format(vid)) + found = True + + if not found: + try: + with ydl: + ydl.download([url]) + except: + log.error('could not dl: {}'.format(vid)) diff --git a/megapixels/commands/datasets/megaface_flickr_api.py b/megapixels/commands/datasets/megaface_flickr_api.py new file mode 100644 index 00000000..62232ab8 --- /dev/null +++ b/megapixels/commands/datasets/megaface_flickr_api.py @@ -0,0 +1,141 @@ +from glob import glob +import os +from os.path import join +from pathlib import Path + +import click + +from app.settings import types +from app.utils import click_utils +from app.settings import app_cfg as cfg +from app.utils import logger_utils + +import dlib +import pandas as pd +from PIL import Image, ImageOps, ImageFilter +from app.utils import file_utils, im_utils + + +log = logger_utils.Logger.getLogger() + +@click.command() +@click.option('-i', '--input', 'opt_fp_in', required=True, + help='Input directory') +@click.option('-o', '--output', 'opt_fp_out', + help='Output directory') +@click.option('--slice', 'opt_slice', type=(int, int), default=(None, None), + help='Slice list of files') +@click.option('-d', '--delay', 'opt_delay', default=None, type=int, + help='Delay between API calls to prevent rate-limiting') +@click.option('--checkpoints', 'opt_checkpoints', is_flag=True, + help='Save checkpoints') +@click.option('--api_key', 'opt_api_key', envvar='FLICKR_API_KEY') +@click.option('--api_secret', 'opt_api_secret', envvar='FLICKR_API_SECRET') +@click.option('--checkpoint_interval', 'opt_ckpt_interval', default=10000, + help='Save checkpoint interval') +@click.pass_context +def cli(ctx, opt_fp_in, opt_fp_out, opt_slice, opt_api_key, opt_api_secret, + opt_delay, opt_checkpoints, opt_ckpt_interval): + """Appends Flickr API info to CSV""" + + from tqdm import tqdm + from glob import glob + import time + import flickr_api # pip install flickr_api + from flickr_api.flickrerrors import FlickrAPIError + + # ------------------------------------------------- + # process + + if not opt_api_key or not opt_api_secret: + log.error('source .env vars for Flickr API and try again') + return + + # init Flickr API + flickr_api.set_keys(api_key=opt_api_key, api_secret=opt_api_secret) + + # reqd in CSV + df_ids = pd.read_csv(opt_fp_in) + if opt_slice: + df_ids = df_ids[opt_slice[0]:opt_slice[1]] + + log.info('Processing: {:,} items'.format(len(df_ids))) + + # iterate MegaFace IDs + identities = [] + + tqdm.pandas() + + for idx, df_id in tqdm(df_ids.iterrows(), total=len(df_ids)): + # a = flickr_api.Person(id='123456789@N01') + df_id_dict = dict(df_id) + + # append relevant data + try: + person = flickr_api.Person(id=df_id['nsid']) + info = person.getInfo() + df_id_dict.update( { + 'user_name': info.get('username', ''), + 'location': info.get('location', ''), + 'real_name': info.get('realname', ''), + 'time_zone': info.get('timezone', {}).get('timezone_id', ''), + 'time_first_photo': info.get('photos_info', {}).get('firstdatetaken'), + 'photos_count': info.get('photos_info', {}).get('count'), + 'description': info.get('description', ''), + 'id': info.get('id'), + 'path_alias': info.get('path_alias', ''), + 'is_pro': info.get('ispro', ''), + 'url_photos': info.get('photosurl', ''), + 'url_profile': info.get('photosurl', ''), + 'url_mobile': info.get('mobileurl', ''), + }) + identities.append(df_id_dict) + + except FlickrAPIError as e: + log.error(e) + + + if opt_checkpoints: + if (idx + 1) % opt_ckpt_interval == 0: + df = pd.DataFrame.from_dict(identities) + fpp_out = Path(opt_fp_out) + opt_fp_out_ckpt = join(fpp_out.parent, '{}_ckpt_{}.csv'.format(fpp_out.stem, file_utils.zpad(idx + 1))) + log.info('Saving checkpoint {:,} to {}'.format(idx + 1, opt_fp_out_ckpt)) + df.to_csv(opt_fp_out_ckpt, index=False) + + if opt_delay: + time.sleep(opt_delay) + + + df = pd.DataFrame.from_dict(identities) + df.to_csv(opt_fp_out, index=False) + + log.info('Wrote: {:,} lines to {}'.format(len(df), opt_fp_out)) + + +""" +Example API data: +{'id': '7124086@N07', + 'nsid': '7124086@N07', + 'ispro': 1, + 'can_buy_pro': 0, + 'iconserver': '2325', + 'iconfarm': 3, + 'path_alias': 'shirleylin', + 'has_stats': '1', + 'pro_badge': 'standard', + 'expire': '0', + 'username': 'ShirleyLin', + 'realname': 'Shirley Lin', + 'location': 'Fremont, California, US', + 'timezone': {'label': 'Pacific Time (US & Canada); Tijuana', + 'offset': '-08:00', + 'timezone_id': 'PST8PDT'}, + 'description': '', + 'photosurl': 'https://www.flickr.com/photos/shirleylin/', + 'profileurl': 'https://www.flickr.com/people/shirleylin/', + 'mobileurl': 'https://m.flickr.com/photostream.gne?id=7102756', + 'photos_info': {'firstdatetaken': '2004-05-24 12:12:15', + 'firstdate': '1172556588', + 'count': 9665}} +"""
\ No newline at end of file diff --git a/megapixels/commands/datasets/megaface_names.py b/megapixels/commands/datasets/megaface_names.py new file mode 100644 index 00000000..01e93e2d --- /dev/null +++ b/megapixels/commands/datasets/megaface_names.py @@ -0,0 +1,65 @@ +from glob import glob +import os +from os.path import join +from pathlib import Path + +import click + +from app.settings import types +from app.utils import click_utils +from app.settings import app_cfg as cfg +from app.utils import logger_utils + +import dlib +import pandas as pd +from PIL import Image, ImageOps, ImageFilter +from app.utils import file_utils, im_utils + + +log = logger_utils.Logger.getLogger() + +@click.command() +@click.option('-i', '--input', 'opt_fp_in', required=True, + help='Input directory') +@click.option('-o', '--output', 'opt_fp_out', + help='Output directory') +@click.pass_context +def cli(ctx, opt_fp_in, opt_fp_out): + """Creates CSV of NSIDs from MegaFace""" + + from tqdm import tqdm + from glob import glob + + # ------------------------------------------------- + # process + fp_im_dirs = glob(join(opt_fp_in, '**/'), recursive=True) + + log.info('Found {} directories'.format(len(fp_im_dirs))) + + identities = {} + + for fp_im_dir in tqdm(fp_im_dirs): + # 1234567@N05_identity_1 + try: + dir_id_name = Path(fp_im_dir).name + nsid = dir_id_name.split('_')[0] + identity_num = dir_id_name.split('_')[2] + id_key = '{}_{}'.format(nsid, identity_num) + num_images = len(glob(join(fp_im_dir, '*.jpg'))) + if not id_key in identities.keys(): + identities[id_key] = {'nsid': nsid, 'identity': identity_num, 'images': num_images} + else: + identities[id_key]['images'] += num_images + except Exception as e: + continue + + # convert to dict + identities_list = [v for k, v in identities.items()] + df = pd.DataFrame.from_dict(identities_list) + + file_utils.mkdirs(opt_fp_out) + + log.info('Wrote {} lines to {}'.format(len(df), opt_fp_out)) + df.to_csv(opt_fp_out, index=False) + + diff --git a/megapixels/commands/datasets/sha256.py b/megapixels/commands/datasets/sha256.py new file mode 100644 index 00000000..c04fb504 --- /dev/null +++ b/megapixels/commands/datasets/sha256.py @@ -0,0 +1,90 @@ +import click + +from app.settings import types +from app.utils import click_utils +from app.settings import app_cfg as cfg +from app.utils.logger_utils import Logger + +log = Logger.getLogger() + +@click.command() +@click.option('-i', '--input', 'opt_fp_in', required=True, + help='Input directory') +@click.option('-o', '--output', 'opt_fp_out', + help='Output directory') +@click.option('--slice', 'opt_slice', type=(int, int), default=(None, None), + help='Slice list of files') +@click.option('--recursive/--no-recursive', 'opt_recursive', is_flag=True, default=False, + help='Use glob recursion (slower)') +@click.option('-t', '--threads', 'opt_threads', default=4, + help='Number of threads') +@click.option('-f', '--force', 'opt_force', is_flag=True, + help='Force overwrite file') +@click.pass_context +def cli(ctx, opt_fp_in, opt_fp_out, opt_slice, opt_recursive, opt_threads, opt_force): + """Multithreading test""" + + from glob import glob + from os.path import join + from pathlib import Path + import time + from multiprocessing.dummy import Pool as ThreadPool + import random + + import pandas as pd + from tqdm import tqdm + from glob import glob + + from app.utils import file_utils, im_utils + + + if not opt_force and Path(opt_fp_out).exists(): + log.error('File exists. Use "-f / --force" to overwite') + return + + fp_ims = [] + for ext in ['jpg', 'png']: + if opt_recursive: + fp_glob = join(opt_fp_in, '**/*.{}'.format(ext)) + fp_ims += glob(fp_glob, recursive=True) + else: + fp_glob = join(opt_fp_in, '*.{}'.format(ext)) + fp_ims += glob(fp_glob) + + if opt_slice: + fp_ims = fp_ims[opt_slice[0]:opt_slice[1]] + + log.info('Processing {:,} images'.format(len(fp_ims))) + + pbar = tqdm(total=100) + + def as_sha256(fp_im): + pbar.update(1) + return file_utils.sha256(fp_im) + + # multithread pool + st = time.time() + pool = ThreadPool(opt_threads) + with tqdm(total=len(fp_ims)) as pbar: + sha256s = pool.map(as_sha256, fp_ims) + pbar.close() + + # convert data to dict + data = [] + for i, fp_im in enumerate(fp_ims): + fpp_im = Path(fp_im) + subdir = str(fpp_im.parent.relative_to(opt_fp_in)) + sha256 = sha256s[i] + data.append( { + 'sha256': sha256, + 'subdir': subdir, + 'fn': fpp_im.stem, + 'ext': fpp_im.suffix.replace('.','') + }) + + # save to CSV + df = pd.DataFrame.from_dict(data) + df.to_csv(opt_fp_out, index=False) + + # timing + log.info('time: {:.2f}, theads: {}'.format(time.time() - st, opt_threads))
\ No newline at end of file diff --git a/megapixels/commands/datasets/ytmu.py b/megapixels/commands/datasets/ytmu.py new file mode 100644 index 00000000..66680ed0 --- /dev/null +++ b/megapixels/commands/datasets/ytmu.py @@ -0,0 +1,205 @@ +from glob import glob +import os +from os.path import join +from pathlib import Path + +import click + +from app.settings import types +from app.utils import click_utils +from app.settings import app_cfg as cfg +from app.utils import logger_utils + +import dlib +import pandas as pd +from PIL import Image, ImageOps, ImageFilter +from app.utils import file_utils, im_utils + + +log = logger_utils.Logger.getLogger() + +@click.command() +@click.option('-i', '--input', 'opt_fp_in', required=True, + help='Input directory') +@click.option('-o', '--output', 'opt_fp_out', + help='Output directory') +@click.option('--videos', 'opt_dir_videos', + help='Output directory') +@click.option('--action', 'opt_action', + type=click.Choice(['info', 'faces', 'rename', 'download', 'metadata', 'split_frames']), + default='info', + help='Command action') +@click.pass_context +def cli(ctx, opt_fp_in, opt_fp_out, opt_dir_videos, opt_action): + """YTMU utils""" + + + from tqdm import tqdm + + # ------------------------------------------------- + # process + + if opt_action == 'metadata': + # downloads video metadata with ytdl + handle_metadata(opt_fp_in, opt_fp_out) + elif opt_action == 'download': + # downloads video files with ytdl + handle_download(opt_fp_in, opt_fp_out) + elif opt_action == 'info': + # converts original data file to clean CSV + handle_info() + elif opt_action == 'rename': + # rename the videos to video ID + handle_rename(opt_fp_in, opt_fp_out, opt_dir_videos) + elif opt_action == 'split_frames': + # rename the videos to video ID + handle_split_frames(opt_fp_in, opt_fp_out, opt_dir_videos) + + + + +# ---------------------------------------------------- +# handlers + +def handle_split_frames(fp_in, dir_out, dir_videos): + if not dir_out or not dir_videos: + log.error('-o/--output and --videos required') + return + import cv2 as cv + from tqdm import tqdm + from app.processors import face_detector + detector = face_detector.DetectorDLIBCNN() + + # get file list + fp_videos = glob(join(dir_videos, '*.mp4')) + fp_videos += glob(join(dir_videos, '*.webm')) + fp_videos += glob(join(dir_videos, '*.mkv')) + face_interval = 30 + frame_interval_count = 0 + frame_count = 0 + + file_utils.mkdirs(dir_out) + + for fp_video in tqdm(fp_videos): + # log.debug('opening: {}'.format(fp_video)) + video = cv.VideoCapture(fp_video) + while video.isOpened(): + res, frame = video.read() + if not res: + break + + frame_count += 1 # for naming + frame_interval_count += 1 # for interval + bboxes = detector.detect(frame, opt_size=(320, 240), opt_pyramids=0) + if len(bboxes) > 0 and frame_interval_count >= face_interval: + # save frame + fp_frame = join(dir_out, '{}_{}.jpg'.format(Path(fp_video).stem, file_utils.zpad(frame_count))) + cv.imwrite(fp_frame, frame) + frame_interval_count = 0 + + +def handle_metadata(fp_in, fp_out): + + keys = ['description', 'average_rating', 'dislike_count', 'categories', + 'thumbnail', 'title', 'upload_date', 'uploader_url', 'uploader_id', + 'fps', 'height', 'width', 'like_count', 'license', 'tags'] + + import youtube_dl + + ydl = youtube_dl.YoutubeDL({'outtmpl': '%(id)s%(ext)s'}) + + df = pd.read_csv(fp_in) + data_exp = [] + + for i, row in df.iterrows(): + video_data = {'url': row['url'], 'id': row['id']} + try: + with ydl: + url = 'http://www.youtube.com/watch?v={}'.format(row['id']) + result = ydl.extract_info(url, download=False) + video = result['entries'][0] if 'entries' in result else result + for k in keys: + val = video[k] + if k == 'title': + log.debug(val) + if type(val) == list: + val = '; '.join(val) + if type(val) == str: + video_data[k] = str(val).replace(',',';') + # log.debug('video_data: {}'.format(video_data)) + except Exception as e: + log.warn('video unavilable: {}'.format(row['url'])) + log.error(e) + continue + data_exp.append(video_data) + + df_exp = pd.DataFrame.from_dict(data_exp) + df_exp.to_csv(fp_out) + + +def handle_download(fp_in, dir_out): + import youtube_dl + df = pd.read_csv(fp_in) + fp_videos = glob(join(dir_out, '*.mp4')) + fp_videos += glob(join(dir_out, '*.webm')) + fp_videos += glob(join(dir_out, '*.mkv')) + + ydl = youtube_dl.YoutubeDL({'outtmpl': '%(id)s%(ext)s'}) + + for i, row in df.iterrows(): + vid = row['id'] + found = False + for fp_video in fp_videos: + if vid in fp_video: + log.debug('skip: {}'.format(vid)) + found = True + if not found: + try: + with ydl: + ydl.download(['http://www.youtube.com/watch?v={}'.format(vid)]) + except: + log.error('could not dl: {}'.format(vid)) + + +def handle_info(fp_in, fp_out): + if not fp_out: + log.error('--output required') + return + urls = file_utils.load_text(fp_in) + videos = [] + for url in urls: + splits = url.split('v=') + try: + vid = splits[1] + vid = vid.split('&')[0] + videos.append({'url': url, 'id': vid}) + except: + log.warn('no video id for {}'.format(url)) + # convert to df + df = pd.DataFrame.from_dict(videos) + df.to_csv(opt_fp_out) + + +def handle_rename(fp_in, fp_out, dir_videos): + import shutil + + if not dir_videos: + log.error('--videos required') + return + + fp_videos = glob(join(dir_videos, '*.mp4')) + fp_videos += glob(join(dir_videos, '*.webm')) + fp_videos += glob(join(dir_videos, '*.mkv')) + + df = pd.read_csv(fp_in) + + for i, row in df.iterrows(): + vid = row['id'] + fp_videos_copy = fp_videos.copy() + for fp_video in fp_videos: + if vid in fp_video: + dst = join(dir_videos, '{}{}'.format(vid, Path(fp_video).suffix)) + shutil.move(fp_video, dst) + log.debug('move {} to {}'.format(fp_video, dst)) + fp_videos.remove(fp_video) + break
\ No newline at end of file diff --git a/megapixels/commands/misc/compare_sres.py b/megapixels/commands/misc/compare_sres.py new file mode 100644 index 00000000..b96570fe --- /dev/null +++ b/megapixels/commands/misc/compare_sres.py @@ -0,0 +1,59 @@ +import click + + +@click.command() +@click.option('-i', '--orig', 'opt_dir_in_orig', required=True, + help='Input directory') +@click.option('-n', '--new', 'opt_dir_in_new', required=True, + help='Input directory files to compare to') +@click.pass_context +def cli(ctx, opt_dir_in_orig, opt_dir_in_new): + """Compare quality of super resolution images""" + + import os + + import sys + from os.path import join + from pathlib import Path + from glob import glob + + from random import randint + from PIL import Image, ImageOps, ImageFilter + from pathlib import Path + import cv2 as cv + + from app.settings import types + from app.utils import click_utils + from app.settings import app_cfg as cfg + from app.utils import file_utils, im_utils, logger_utils + + log = logger_utils.Logger.getLogger() + + fp_ims = glob(join(opt_dir_in_new, '*.jpg')) + fp_ims += glob(join(opt_dir_in_new, '*.png')) + + log.info('{}'.format(len(fp_ims))) + + while True: + rn = randint(0, len(fp_ims) - 1) + fp_im_new = fp_ims[rn] + fp_im_orig = fp_im_new.replace(opt_dir_in_new, opt_dir_in_orig) + log.info('new: {}'.format(fp_im_new)) + log.info('orig: {}'.format(fp_im_orig)) + + im_new = cv.imread(fp_im_new) + im_orig = cv.imread(fp_im_orig) + + # show + cv.imshow('new', im_new) + cv.imshow('orig', im_orig) + + # handle key io + k = cv.waitKey(0) & 0xFF + if k == 27 or k == ord('q'): # ESC + # exits the app + cv.destroyAllWindows() + sys.exit('Exiting because Q or ESC was pressed') + elif k == ord(' ') or k == 81 or k == 83: + continue + diff --git a/megapixels/datasets/commands/extract.py b/megapixels/datasets/commands/extract.py deleted file mode 100644 index 4e77a978..00000000 --- a/megapixels/datasets/commands/extract.py +++ /dev/null @@ -1,86 +0,0 @@ -""" -Crop images to prepare for training -""" - -import click - -from app.settings import types -from app.utils import click_utils -from app.settings import app_cfg as cfg - -@click.command() -@click.option('-i', '--input', 'opt_fp_in', required=True, - help='Input CSV') -@click.option('--media', 'opt_dir_media', required=True, - help='Input image/video directory') -@click.option('-o', '--output', 'opt_dir_out', required=True, - help='Output directory for extracted ROI images') -@click.option('--size', 'opt_size', - type=(int, int), default=(300, 300), - help='Output image size') -@click.option('--slice', 'opt_slice', type=(int, int), default=(None, None), - help='Slice list of files') -@click.option('--padding', 'opt_padding', default=0, - help='Facial padding') -@click.option('--ext', 'opt_ext_out', default='jpg', type=click.Choice(['jpg', 'png']), - help='Output image type') -@click.pass_context -def cli(ctx, opt_fp_in, opt_dir_media, opt_dir_out, opt_size, opt_slice, - opt_padding, opt_ext_out): - """Extrace ROIs to images""" - - import os - from os.path import join - from pathlib import Path - from glob import glob - - from tqdm import tqdm - import numpy as np - from PIL import Image, ImageOps, ImageFilter, ImageDraw - import cv2 as cv - import pandas as pd - - from app.utils import logger_utils, file_utils, im_utils - from app.models.bbox import BBox - # ------------------------------------------------- - # process here - log = logger_utils.Logger.getLogger() - - df_rois = pd.read_csv(opt_fp_in) - if opt_slice: - df_rois = df_rois[opt_slice[0]:opt_slice[1]] - - log.info('Processing {:,} rows'.format(len(df_rois))) - - file_utils.mkdirs(opt_dir_out) - - df_rois_grouped = df_rois.groupby(['fn']) # group by fn/filename - groups = df_rois_grouped.groups - - for group in groups: - - # get image - group_rows = df_rois_grouped.get_group(group) - - row = group_rows.iloc[0] - fp_im = join(opt_dir_media, '{fn}{ext}'.format(**row)) #TODO change to ext - im = Image.open(fp_im) - - - for idx, roi in group_rows.iterrows(): - log.info('{}'.format(roi['fn'])) - # get bbox to im dimensions - xywh = [roi['x'], roi['y'], roi['w'] , roi['h']] - bbox = BBox.from_xywh(*xywh) - dim = im.size - bbox_dim = bbox.to_dim(dim) - # expand - bbox_dim_exp = bbox_dim.expand_dim(opt_padding, dim) - # crop - x1y2 = bbox_dim_exp.pt_tl + bbox_dim_exp.pt_br - im_crop = im.crop(box=x1y2) - # save - idx_zpad = file_utils.zpad(idx, zeros=3) - fp_im_out = join(opt_dir_out, '{}_{}.{}'.format(roi['fn'], idx_zpad, opt_ext_out)) - im_crop.save(fp_im_out) - diff --git a/megapixels/notebooks/_local_scratch.ipynb b/megapixels/notebooks/_local_scratch.ipynb index b827127d..04653206 100644 --- a/megapixels/notebooks/_local_scratch.ipynb +++ b/megapixels/notebooks/_local_scratch.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -25,39 +25,39 @@ "from pathlib import Path\n", "sys.path.append('/work/megapixels_dev/megapixels')\n", "from app.models.bbox import BBox\n", - "from app.utils import im_utils" + "#from app.utils import im_utils" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "dir_ims = '/data_store/datasets/people/uccs/rois/extracted_p100_sr_z2/'" + "dir_ims = '/data_store_ssd/apps/megapixels/datasets/umd_faces/faces/'" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "13407\n" + "366192\n" ] } ], "source": [ - "fp_ims = glob(join(dir_ims, '*.jpg'))\n", + "fp_ims = glob(join(dir_ims, '*.png'))\n", "print(len(fp_ims))" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -66,267 +66,137 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "def eq_hist(im):\n", - " for c in range(0,2):\n", - " im[:,:,c] = cv.equalizeHist(im[:,:,c])\n", - " return im\n", + "import face_alignment\n", + "from skimage import io\n", "\n", - "def eq_hist_yuv(im):\n", - " im_yuv = cv.cvtColor(im, cv.COLOR_BGR2YUV)\n", - " im_yuv[:,:,0] = cv.equalizeHist(im_yuv[:,:,0])\n", - " return cv.cvtColor(im_yuv, cv.COLOR_YUV2BGR)" + "fa = face_alignment.FaceAlignment(face_alignment.LandmarksType._3D, flip_input=False, device='cuda')" ] }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f085550f5f8>" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "rn = randint(0,len(fp_ims)-1)\n", - "fp_im = fp_ims[rn]\n", - "im = cv.imread(fp_im)\n", - "plt.imshow(cv.cvtColor(im, cv.COLOR_BGR2RGB))" - ] - }, - { - "cell_type": "code", - "execution_count": 20, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(744, 736, 3)\n" + "[[ 7.7000000e+01 1.4900000e+02 -1.1224205e+02]\n", + " [ 8.2000000e+01 1.9300000e+02 -1.2135642e+02]\n", + " [ 9.8000000e+01 2.3000000e+02 -1.2948232e+02]\n", + " [ 1.0400000e+02 2.6300000e+02 -1.3206934e+02]\n", + " [ 1.2000000e+02 3.0600000e+02 -1.2124072e+02]\n", + " [ 1.4200000e+02 3.4400000e+02 -9.2954704e+01]\n", + " [ 1.6300000e+02 3.7100000e+02 -5.4981693e+01]\n", + " [ 1.9600000e+02 3.9300000e+02 -1.7925461e+01]\n", + " [ 2.4400000e+02 4.0300000e+02 2.7864736e-01]\n", + " [ 2.9300000e+02 3.8700000e+02 -1.3769936e+01]\n", + " [ 3.2600000e+02 3.6000000e+02 -4.6755795e+01]\n", + " [ 3.4700000e+02 3.3300000e+02 -8.0964935e+01]\n", + " [ 3.6900000e+02 3.0100000e+02 -1.0593121e+02]\n", + " [ 3.7400000e+02 2.5700000e+02 -1.1472308e+02]\n", + " [ 3.8000000e+02 2.2000000e+02 -1.1149809e+02]\n", + " [ 3.9000000e+02 1.8200000e+02 -1.0361591e+02]\n", + " [ 3.9000000e+02 1.3900000e+02 -9.4220436e+01]\n", + " [ 1.0400000e+02 1.3300000e+02 4.3474506e+01]\n", + " [ 1.2000000e+02 1.2200000e+02 7.1498917e+01]\n", + " [ 1.4200000e+02 1.2200000e+02 8.9102051e+01]\n", + " [ 1.6300000e+02 1.2800000e+02 9.8589928e+01]\n", + " [ 1.8000000e+02 1.3300000e+02 1.0129678e+02]\n", + " [ 2.6100000e+02 1.2800000e+02 1.0623423e+02]\n", + " [ 2.8200000e+02 1.1700000e+02 1.0553984e+02]\n", + " [ 3.0400000e+02 1.1100000e+02 9.8668877e+01]\n", + " [ 3.3100000e+02 1.1100000e+02 8.4234200e+01]\n", + " [ 3.5300000e+02 1.1700000e+02 5.7826008e+01]\n", + " [ 2.2300000e+02 1.7600000e+02 8.9960014e+01]\n", + " [ 2.2300000e+02 2.0900000e+02 9.7667168e+01]\n", + " [ 2.2300000e+02 2.3600000e+02 1.1006288e+02]\n", + " [ 2.2800000e+02 2.5700000e+02 1.0699586e+02]\n", + " [ 2.0700000e+02 2.6800000e+02 6.2377831e+01]\n", + " [ 2.1700000e+02 2.7400000e+02 6.8581779e+01]\n", + " [ 2.3400000e+02 2.7400000e+02 7.1986130e+01]\n", + " [ 2.4400000e+02 2.6800000e+02 7.0020035e+01]\n", + " [ 2.6100000e+02 2.6300000e+02 6.4959923e+01]\n", + " [ 1.3100000e+02 1.6600000e+02 5.2735260e+01]\n", + " [ 1.4700000e+02 1.6000000e+02 7.1834030e+01]\n", + " [ 1.6300000e+02 1.6000000e+02 7.3827728e+01]\n", + " [ 1.8500000e+02 1.7100000e+02 6.5663589e+01]\n", + " [ 1.6900000e+02 1.7600000e+02 6.9234627e+01]\n", + " [ 1.4700000e+02 1.7600000e+02 6.4162338e+01]\n", + " [ 2.6600000e+02 1.6600000e+02 7.1274078e+01]\n", + " [ 2.8800000e+02 1.5500000e+02 8.1187317e+01]\n", + " [ 3.0400000e+02 1.5500000e+02 8.1272804e+01]\n", + " [ 3.2000000e+02 1.5500000e+02 6.3240097e+01]\n", + " [ 3.0400000e+02 1.7100000e+02 7.2885315e+01]\n", + " [ 2.8200000e+02 1.7100000e+02 7.6228050e+01]\n", + " [ 1.8000000e+02 3.1200000e+02 2.4142036e+01]\n", + " [ 1.9600000e+02 3.0600000e+02 5.0310665e+01]\n", + " [ 2.2300000e+02 3.0100000e+02 6.6943947e+01]\n", + " [ 2.3400000e+02 3.0100000e+02 6.8957146e+01]\n", + " [ 2.4400000e+02 3.0100000e+02 6.8649460e+01]\n", + " [ 2.7700000e+02 3.0100000e+02 5.3547874e+01]\n", + " [ 2.9800000e+02 3.0100000e+02 2.7884233e+01]\n", + " [ 2.7700000e+02 3.2200000e+02 4.4683220e+01]\n", + " [ 2.5500000e+02 3.3900000e+02 5.2615326e+01]\n", + " [ 2.3900000e+02 3.4400000e+02 5.3733994e+01]\n", + " [ 2.1700000e+02 3.3900000e+02 5.0684834e+01]\n", + " [ 2.0100000e+02 3.2800000e+02 4.1441620e+01]\n", + " [ 1.8500000e+02 3.1200000e+02 2.4862476e+01]\n", + " [ 2.1700000e+02 3.1700000e+02 5.4459751e+01]\n", + " [ 2.3400000e+02 3.1200000e+02 5.9157970e+01]\n", + " [ 2.5500000e+02 3.1200000e+02 5.6092865e+01]\n", + " [ 2.9300000e+02 3.0100000e+02 2.7973539e+01]\n", + " [ 2.5500000e+02 3.1700000e+02 5.4150818e+01]\n", + " [ 2.3400000e+02 3.2200000e+02 5.5666077e+01]\n", + " [ 2.1700000e+02 3.2200000e+02 5.2463966e+01]]\n" ] - }, - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f0855499f28>" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "im_eq = eq_hist_yuv(im)\n", - "print(im_eq.shape)\n", - "plt.imshow(cv.cvtColor(im_eq, cv.COLOR_BGR2RGB))" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f07d40fa1d0>" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "im_merge = cv.addWeighted(im_eq, 0.35, im, 0.75, 0)\n", - "plt.imshow(cv.cvtColor(im_merge, cv.COLOR_BGR2RGB))" + "fp_im = np.random.choice(fp_ims)\n", + "im = io.imread(fp_im)\n", + "preds = fa.get_landmarks(im)\n", + "print(preds[0])" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ - "from PIL import Image, ImageOps, ImageFilter" + "import json" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Help on function ensure_pil in module app.utils.im_utils:\n", - "\n", - "ensure_pil(im, bgr2rgb=False)\n", - " Ensure image is Pillow format\n", - " :param im: image in numpy or PIL.Image format\n", - " :returns: image in Pillow RGB format\n", - "\n" + "68\n" ] } ], "source": [ - "help(im_utils.ensure_pil)" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [], - "source": [ - "im_pil = im_utils.ensure_pil(im_merge, bgr2rgb=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f07d41d6e80>" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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p3NmATtXck4vKYWFrUSTkerw9rTbvHshGDrlHNNrv+tv7o0I4gjWGbZK1f+0z6+Lm6sePH7HkjJwS5pNbJsuz8yDEDwpg49uzMIgFyow4+P5sbnFYC+fFgEbSKlb99MAefbCCKTgxp19zowSbgCkgBve3jxZbG4OcMziGO+O0IMYAYbduhIEy5DvEGABh5OF7R/dgnqdBUe+fxXgtbTx4eI8HduR4zS1pKOeEgLg/Bm9Eo2nacj3OJyDVqMuyrp3JyeJA5WuRgXvC1QqRChi269wpgeNiv8nixM13GjeCp6mD0D+q8OFrwlIZZNcrQogOroWwy+oaOQUy7W+phX+aQvFB377b8IHvoum/S7jrnrR4dcMC9LnubDl3P7hN/Dk2ZiD3BRBoz6/3SbA/flNg9+5z9NnbPbW/79rbr4gMLlgM7qq0BKGG0R137XvfP17f9v5U72X/PrEgvIbvtC+kNFgHa7dapmm+yRQEfP6xsluT9TndHPPOdX6flkOXVywBO1h+HTt546G/CkXgtE/CNMUODrZwHuA7g2eJbRGE5uMBbh207xTbdnRgS90E9uSdL5G2ED2OvlGS/cGP7MG0mwBtYhTDcE97y6GUghBCj2G3xa1FbyZWjBFSKaUxhs50nAacwwcs4HK5+nVqcWtoIFS1XaKUeszBRWgLAwCsaIMMdma6iHTi1DRNMPbNql3PmDC1KSjp2Mg6cAxGkHGWjfHZXhsVS5uuHi1IfTylplK3zXFUNL5BFGgpPU8ip1RB2tjHvahinvbnBzysOc1zj+S0a99lHvJGNmo7vITQlcdRUs4oecxmvV2uJOIA42gJ3LMc2ut3imd8iTL6KhQBWlEHNDrx3m/z17HhBKhx5/re0rO4SkdRm/wyEYVxxz/uVPtMxJfjuwAAGuLl1cR8DZNodNs4uBjnhzOYBZQX32VD6ASpblIP+EgkRiF0v/YeKs/s/v/uGuzzCP6RwqrkRKRRATSr7WZRDum94xgxc083Pso92vc8zzf4wWvS3bK6gJcheSvECB5o1A3YHOdgiH4/7+Hz7WNKHUNonxPmIZHodWnuQT3D7fUOe3lXAHwbdjySu0hkF0370bkG26C7MiDaD2c3m5s/p4Qts6vl4XO3CLbj3jEX36go97v3UcGMu+h9k7v7fhUEUwKelyuCOKNNAIT2HjbWYIgMLgqok1tCDJgkghmY4smtkxppAIByXT39uPiCV6q7eSmYJEBJsdzJkhQRBNlPAVW9mwo8ShzcE8AnvsxxvyDujkfpC3J8rR2rqN41ZUcOf1MEXcG1xVFzc7gqMkVVaOq/F1WEXKC2KY9d1Ie5k4jWYXx7bkNVGA+Pjzidz3h8eMTPf/77CDF2LgPX+/pcKLC5q68pDh0LyTQLrY3bvTJaVezANv3RJR1xCCglw4hgtVwX4IvIzMABriVKXTbkf2pRCLcgMsHsaEnsTXH387ZB9hBX2IF+YyShsxaHnyNJxtgf2rIuO9CxmHYbfNEVqDuHZQWmLWxFUWAREAuwhcBMmCWicAZQEJh8QZOHTQE3wWMt5gEAQgJShea6kMjHjWqqbiq5Y4CjKDnaviuMIfuQEw1uTcszaAlGpZSNspwNEPTrcndtWBLFKlHJ6b89P6QRpWqa97Isu0iDMKMMBCvnLihEtpCtK2VFBLc0R4gqUikeXlPFRIBpBsiJUc7UzGCh6mosXmykzZuabLSBys3VzD2tvWW0CvMuotBCesfNIYSAZV0727CN+5Fl6G86Y9SPV/MOwJ7BSQT0KlMHtVPXTSNcvVW+CkVgsM4mbDKWI/MPMfa6874BNlItx5/AtovH+LLxthGXyi5C4N+/BdyMtnhyR6YPGARX8h8bEOKEx0fnwLv57CZ1XhUI7NdGiigBp9lJQVYKAkkv6AHsQ0+oJcBSGzNyfdky53xcbjPR2n0ck4BekqNybZZBCAHUXIP6nltpfIPRjIlMOaUNfMvbdaScoWvBPGl3NbZjlIo3NKtkQ/ybC7HVmOCuvDoztZf72o55JEMdwcwYAtoQtQpELeIwuijte2FwLXbRjTpG3yMv7XuTr0IREAj7IpJOrsgDuYRZ3MYjnxzjtjWGCkf22j1xEgx3M7XJFtorO4T9JQpzsxpoB2bdFwkBpl7Z53w+43w61x0v9Iw3xAIrvrNxDdSf57ObrMuKwPt4fqogl4iXLsvmCVfLsrgfLFv9hLaz3lzXzgeOG1dhHFNrUYfNhG9WwBhyE0j/vS28cexyylCqHIt6nmVdMOZ3pJR2pK2UM1gZqhu6z1IR/Hrc0W1oIb9eqq6gH7ffA7cxHJ6reY7FMaW8YU85+e4fQwBrBUGFMcm8tybuAIhjFupxnryWiuys2gOQaHpbNPbgNhDvLeK3ylehCLyy61sunIZ//s1fVkaW4D0lMFoFry32l1wRwOm9EMbj6Yx5mnGepo6iA76DKwNTmFzRsd9brLRgq0pgjm7uKSloquc0YM0Jy7p2X1UJiMy9CMaXxrnHXbu7H9VslgpGNcJQW/zZ9vf/9PS0S3rajlt2ufltkTa5XC49KuIRir1FALjFMM23CP827jW34I1bbzt/ukMnXmq0oX3uGFlohKOmEI6y1Sfc5lm7rLdkcX5OXjvGlwDlX4UigO0pxsBGCtlk/J1rxaClPrhNSyrfkor6e68Aej6hy10lkIdQz83379SYK7a/Fxlq9Z2mCXOsFFdpxBc/1ylE98lrQVIO/nuLhCxpAfu2CjXf4YopntaLp9qWVMOP1QUKASGee359v57h2tJw/Y0w01ydEIIXRa3yWhEW1YKlxufnacL5fOq8jWVZPGxnikstFjOO/5YivdG0G8mp1Y1o1sBc4/3XSsRq7zPLLlekKa2cc1deQGUgHiINzJs7eZyHjXLcSpm1qEJ7bsyMefDHc0o75Ta6O03esuc1a2ArS98qdR3iAO19IkjYMzVDTbN+i3wdioBe1l7NhCPcov/3vuM7lbsarAVLWW8+czzG58yoe58ZCTyvfW+cOE6ImjFX3/943JwSqIbzXgr7MJxKm5r5a40oVfqCEOZarmyTcfHv/NY7SuEt4zEeo5SyQ7lzNenbMbtytXJzz8fxe4myPV5jO/btM9m7J22Bp7o4X5J7eFK/lzEtXQThwH6997sD0vv04/3O/d1C2luLBwcKmQmlpl2+dcG/JF+FIiA4j+Cee9AejtA9RXD72rIuL1oE9yTG0OsbvCQhhF5xdjv3XhHcm0TMnv12qq7A+XzG+Xzy2noiMFOsq+f7M7wWH8ORdQJAyiDbKvu2nzklXK6XrggStoq5PZZPL/MpmsXQypGN93A01e/JURG06wC2hR9i7FTc0SW4d6wxarMHBjdro0tKnqpdyVCjtMIpjlG4QnpLfkB7/971NTXQMIQcQscCRjchhoCf/uQnNxbPPeX6XbktRFRL0zsBj5mhts3DYzWsL5HPKgIi+hsA/mUA/9DM/nR97WcA/hMAfxLA/wHgz5rZPyJHMv4agH8JwDOAv2Bmf/etFyOyLwzSbhbYmFxFHSx0M7Axxwaz95CAE2PoTU72Ne+lm5NA2x0FrT7iuCC62Zdzb6LR/h5F1UN81KokDbX3z+cT3r9/3z9HtfPNJAGQgEwLJgmeDEjqxfgMUBsKUxBjHcg8qgrSAl291NrINmxRJX2h8tPxvZaQ4ztyqM+DuwJuO+35fO6/35t08zQ5Oae6I81cL0W75bdzmw4WwOiSeajy1r1j5R0o1u57UwKt38KGQxwtgv3C3IC8ceE6yWlfHGZZlp7o1D8zHmsAUnXAQlrY4V468vH1di2AU6nNrJPSvJTfdu9t81Rs83GLorydAv8Wi+A/APDvAfibw2u/CeC/MbO/Wrsd/yaAfwvAvwjgT9V/fwbAv4/PtDvrFxKkViHyWd98oc23o/rQt+8clcAovcPRAAZuSuX283fLdo2+Yu36M4aqXtK+zRLw/gQCIa6pxW3CEaRNvrqgogQwm1sEaiDZX2c3r8vtztqiAsyCWEuzNddA7yiBXjuwDuZe+cr+d8Pgw++rCrWxKKX0asevyb1imscU75HDMU5sVQbzRjl+DQDdQshNUTjph5m7gx6GaMNxPrQGIrjjBijzxoGo49jOd5OQhH2IVlVr5efPjdTrMipHG9hxiv2cLV7p503H/KwiMLP/joj+5OHl3wDwz9bf/0MA/y1cEfwGgL9pjnD8DhH9lIh+3cz+/mfOgcvlWi2AY+nmtvu0+C92OzmwN+mC1VtSdBCyHqkqgwAO247m5b0VMXo7rzZhzuewYymqKniIxedSIHGCDdWUQgheICO4IogSEIQhURAiQ9gQwAgiYDNnudUyZwQAulZTj2EcwDCwCJbLBcUMSQtWibikXH1XBcgg3Oi8wTMraUY2RjAFWYJqhtjGGOwdA+qcYaFekWgtqWOvLILZGJMIzucTAK9lsCuSmv3YCOPuM2APtQy8CGNkNY0hSQDgyJVrkZEX72UhTB53zxsIKhQgAAzDLt5L1of64F2MFBY9/GdRseYFgrixDqvQ8JytEcFMvTx8czNzBpiRNAOaAU3gx3fgEKDqG4VExklmQDMuS4IyQ6mGFUWgmnYRk6PsNhYBlNQb2bwSHWNs1kcgH0Nq7MqUf3Bm4a8Ni/v/AfBr9fd7DVD/OIDXFQEMrdjE6A4Abg4zA/Y9ZfoBIyV5COlUauau2EUdw3XZV8PZXfvhNTKvByDEmGLAKc6IJzddAxhSHxLVnP5dXZBXNtWGvl8LhihAVQQxYq4xdK7tzFgVagmmGYHhANsBgdxUJO7yL4QZbHtm3ef827a4VQ9hSNwPsTZZlmWXuwA4/RosDpKxAMzO29hZLZuPzAdrwVJGUAaIkUmgEvsmP16XvXJdfY4M4dGUUr/PeZq7qwCgV51ScA0n/sGyh1p6c7uXz1VBbvJLg4VmZkSfY6ffytgE9d27x/66g0dxN2lUCXZwAe6h3YATfWIMN6XI23eYeWg15f8ul0sPmS3L0guINItgDCEefdySfIccQ2DChtMcEBh4OE14OJ9B8EKgbB5OtFpGKg5Dp+STtmQnybc6AOu6OldgWbAMZqwDg4RTDOB6nLmavJ+WBCvNEtjyMnZjWOtBMlzpKYCJtoImUi9tLLvd3IiRqRdjROHNxVB1ynWp4dixIKs/fFdKEjZiFghIeYFaAqRGfVpOgwxhxNoxyAurMtK6Ojfj9OB5Fbq5RSIMU4ZVl4kA5OjHeXp62u/22CuVcX6MbNXRxVyXtRc4OeHUgU8jRqqKUPKW/fglVYtVdcs+fEW8u7f2n4wt16F1rn6LfFdF8A+ayU9Evw7gH9bX39QAFcCuCeqv/uof63fri27MrS6fJRuNC/O1YWsLuqWw7kJ3OffJ0enCh/O+hsj2kJU4XyCwx5enKSKQAfAIgGkBUkYkdtegF/Z0ohAMNYIyHntLJGn+bIxuKTlwmtGILe36yRQE9fM3sO4g53nuoCgzQ1Sx5D1W0joLt3E+7vBaFCq1+qFuPQHuxT+bsVV2PRfaefy8JF6CjLSAB+DXczMEFGrtAbPeLDWwl1MLJF6lqFkUxChV8QZiWCNnsXd0XpblVY7IKK9ZQo0vcZrc8lNSMPuYNSVSVF89Rj+WHvy3z4iHEQ9VsuHK4EsW93dVBP8lgH8NwF+tP/+L4fW/QkR/Cw4S/vxz+MBRvB5B6k0hndHGO1DkKKPPpeBeL+/22I39tb23LMtuQqy1wGXO+YY+3LTuKDQcuxGEQhTMU/B/USBVPTFqFKMUMJkDwXWyGxgQBcy7O5Vi3dIpZWt9vhQ3R7laA8KEubX1muqOWN0PM6DkFcaMGG67K2v20uVWtl6KoVlSVBmRhF0bsZ071ZrMltJrLhzOUP+18OY+a7Edx2UDhX0cjwy+1iK9RjeY+oIX9pLnQgSu3Y0B1Kawno7drC2lWu9BvahqjBF5TbuW8vfkVUVQx8WVbYKaz8kYAq7Lhgv0efSK0mnzPtvbrIfRQh3dV0aLKnxPGAER/cdwYPCPEtHvAfh34ArgPyWivwTg/wTwZ+vHfxseOvxdePjwL77pKnCfE3BMRd4+22Km1v9uu1PLHjxOWq2hLGBrEdZwgfZvPBbzlrcwDujYtp2IIBREA+HwAAAgAElEQVSQsyIGhpjiZ48/QZwI5ylgDgETE6hsRbokCEAES96FJgzgqJAgG1DMYAZc0orruuBpveC5LEhQWAASLRADHoPnIlDNZszqtQzJUNOPAbXiYNawuzbufFbC5XJxNtyyeDGMDiB6evQ0xZtF0JSAdxwqsGyg4DpNARAM2bzAKrrPKg7UHo61LqvnXcwORpaBW98Awl59x4Do8BiE5+5GTtOE03T2czMh8IbiA56HkaDIAlCu2EwlbokwlMttotghFDkupzafRKTjEjlnV0aykcWmeQZflu4ajK5HK07SOiH3NufYMizrJKv3fj/1eFz8sdZa7K7LZ5TbKG+JGvy5F9765+581gD8628++/FiBuTZQcJhkcjxQQE+7W77442ytZLa5xEsy7LLGmwyItljk5LWjm27vtqI0jJC8Jj1+XzC4+MZYQLO5xmRBcSAINxYescYr5GHghg0AG7uylwuF6dOiy92AAgxYqpkJaMCIS9t1q7QJxUjSkDR9GpVJqmcCuLNJZlbhCTf7l4+bq5Ui6pXTaoapLVt1+F7gVtsHRDZg8FRfEFP0wQRwWVJGP0KZt4h/C3HwSqi38K6pJubsd0XQ5kRlJGYEQAUvu2T2PIovisZpzWf8esVxDhhTVv1pJZ12OabByWaq6B3WYHyUqbpHRkrGTdasTB/ESbxVTALnWhCfSc+KgEANziBPzjbfq/lzIN4auhWCruZr41QVLAsuT+U7Vja8+ubBXDXrDKDAT2mbsUTYM6nE95/eIfzw4SJgXMDukwxSdwd0+/xZgjclId55RrdLA8vYOG9HYwKRALODxEhEgBXAoEZcjqhrBmZMp6uV48oUMH794+YZeqx7c62G3bfhi+0VGYyD4mFeat4M7L0xgalIQTANnKNEHt1ZWzgrysi7X+XUjraPpq3UfahyaNMU6MRu0IJ0UOM4Ns+fw/zCQsn5/tfgbVkoN5XU7Cj3AMLP1fWrnFVcgjIst3HNE+4Xi59LrZW8nm5OmA8lNoDNiB1jGC0a+j1CnrewX5e0hglaG6CbvUr3iJfhyL4QmlK4J4l8FrG2TGRaESAx2O3BWsH6NELQQBUF3MzGZkJ54cZ59OEeY6YCZhqwYsXMdtj8gh8VyVTdxuqRl+Wxevqk5t68QRMpzMAhXDdBUutkccBQbxM2RNdsCwXnB8ewQLEafJ6enUSzdPkLcYO998SpJgYp9pmHPBz9wSfA/7CXMOiLLseDm1HPM8nZ9xJqbv4XH30qSvpThQaLeBcFf0wVF6zcQsXCgPEBia6GWsrxcHZ1i7e9pTwXeiR+W724GvS+nW2RZuzW0pTnOqz2TI1+zmJwVQrDr/xPE0RN8tgxBjG7lWquqtZ8SXyo1QEAPpOf/v653nlbXLf49V3JWC1msggPfcbtQYWgIeHM96/O+P9wwmPDw94iCdM7A+cCJX8cntNO8CsnbtOFGLG86dn5OxRgqy+GE6nE+YTIRDjcT7jdD65NVCcwMTMuOozLtcrYmDM8wf8yvsPmOeIZUlY14yUcy20EcD51uJp1zXPcy+gkhqhhzcacu+9QOamdvEdL8SI8+mEMM++614veHg8V4DutkV8jBOYcx/bdH32sTbv1eg9AAfegLjZS8KVdct9MRyD2LkYRNHdKY8y+G+hRhKUbqntb5UxnFhUkfLaNyKqiirE2EuSKdBLmLfn3eS1pKFci6Leq1nYlNu9egdfIl+HIjBCUYIE8UVhwNiFxNF66qmxORuWJfdklb0JOdYT2IcHgQrUFEVWT+FV015WrGECXQWot0pvZjyh1N2IME3A+SHi4Tzhj/3kA96dzvhJjAhmCMUnZwOlCrviCiIgarFmP6ZMEQZg1YLLcsWSC56fn7F8fEZ+LnhaS21frpjDjAcmnKczIgWIOgFLTECFQAaIRDAHnCbfLUWBiQXzuwnpVJBLwVoMqRhyccbf47uHbddR7RMrTMFDmWS1AlKCkUEiI85bzsFpCoi8RSWYCXMgIEQ8TK4AAsUeP3TSUy3iWnJNtPL98XyeezZlXboAQt95++4XNh+8PbWWaKXqrM1QPNTILA4OCgAU5JK9TBmA8zRjSRlWFKdpM+OXtIX/mrvjx94qIrWEsMbkkxhg7FGSSQLkNEHXhKUWjqGcEMm5DCMvxVuTbcSlexWO2rmP0t7PLfWdbt97i3wVisCZhdrTSwFUaqXLsdyzP5w9+HeUIz5wr/TY9rn7MV7yDCAQtx2FqmlHOM0zHk4P+JUPj/jphw+YJeJ8mmvEwkB83y2IMWCeT6DgffUUwOl8xvr0qXbwdc5BIcbH5yesmpElIwTHA07TI07TjNM0o2hBjCecpggmqqYqMNcwojAwnyKmOYIkoJQFQEFaV1zX6hrVSklt979cnEvx8PCA0+TAk5YVK7R2RtZ+jmb6MhSWtg7VIXi1I2bGVEuGh7aAiyL0ceStoEkbLWEoUc+qq5Nh2/WbVSaeijsWX6WqCIwVqgSKghUOsq55BQ990Zwc5e3llrRtEiLiwO2Nn3H7LI8Ltd1fWhPmOVQcSb5oQY7HPv5+DzO597kmInJT3PQl+SoUAcy76DZFIEF2A89MuF6vvZdAM1ObGbaVptKa8Xfs2nsgwRh2CqTtbLctpwqIrWexnecz5lpG/MP7R/zKz36CeWL3gbP5rqDonZ3H6/B23QKR4IlB5EUvJAY8vHvnQFYifMpX/PzTJ/y/v/8RuaxQtEkaMc8T3s1n/PTDTxFEoGZgIzy+OyOGgMvl4oCeecdkIeB0mjBPAVkdpMtDOnDb7RpiDyhOwggxYGbyHIKiCObFP5O19z1fAgCk7kTW2HzkO+WHdx9g5tZa+111y9dooeEpTDDbqlb7ItyHfkGKEBhEBq4hBOPg3Z7FF5wn2FRlYwSwIAshqCJDESdBWTMiB8AI1+R4wLIuveBJyh5dyWvZjc+9zaa5YqOsNZ09xKnO4y1cGkLcMS+PWMUxfH1PjvU42+fHn6pbejbzj7CcOeC+qLAAeQO0W0hx3P1zTtiXFNs6+bTKNiP/+0tEVTtby5N+/BpCcL98nmeIEB4fHzFNE86TM+EmYWhlRIqIP4AhfVgEPdwVQuhVjKbT2V8j7kDZNJ0xTxnP9OSkHjbEGBGj78D93qp5KUIIkYFLS17w5qhzFMTo12dCwHqrFI+TmdlxTAkEtVzpun5MZgdJ1QpyMZ+Y5MY7dXPWd8CUVngbu9QXVIxxxw0ZJ2+PCgnDdKtPIRIgYZvOTQEZh5vIUnMTqL5uZACJA4a5eenbwhnrHQJARMSy3gcMx+hBJ1HVGgVtc5K43U+/R/G5+JaaF8fvfu6z9z5/LCH3VvkqFAExbUU8cUgIqdCqyAZSpcGUayh0zmnjrWOjrB4LXqhytyyOTUlHMhEzIGx4OJ27AoghIE6Gh/mMD+/PXmkYAqk7Uday7WwAklk1Dx3RbjUDpmnCJWUkVYRieP747MQkA56WC67rBZ+WXyAJQzXgxIx3MeDEAQ8fJkwPjJILZBKEGHA61TLnUZALY4qCXIpT+tkQI2NSwYpPECuwdEVJGWthzPOExyAIlpHLiqlyIhqFJq9XrNdnpHWF9jyDVBWi+8a1ikpF8g1MHnFxLOFUGZARUAcU1RRBAkIkmFottiEwNVemtTz95hFu5qE0cLIyD9vijxy3Aqst8hEVmQlUBGWeQRwgyxVFPdMSwZOjUCJySVAFijKM9gvTsYzRGh3nycBLKJtyKyVBgoc2T6czPj099dB067z82s7+mjtxb4G/6Db8qFwD3N74USm8tRBlk31R0g0jYHa0eHyYLZw4XgszMEXG+XTG+3cfME+T5w5EwzzNeDxPbjmksg/nMIHqrjNyhpriOZ1O1bcGyoH51dq9PT094fn5GRxOABQsHud/fDzj3fkBpzhhNf/uFOJm/lVugKlBqBJx1FBS7jvpuIuaFggDcRKQKbhOZKIN2b5nGs/zfKjPIB5aJO6JLr09fS94IjBtfr5fAxODI3fTXkl3/QvV1JXD2MEpxAoq111/aMcu0l6rimNIeRBiFDJXxGVCuoxj36yFalF9YQpdU0CuTBT5lIFTvd7JG7nO07xr9faSfFfUn4fxBrZ186NyDVoE+DWE9EtZX3t68QYUxhhA5GSYsahJwwGa78cCPJxPOMUZ59OM0+kMMUf+Y02MQfGQTslbYpS3sdrupxVbYXag0Bd7xlJbZo1yJE1xrcvqrk7E+Tx58dNp6ii7MONcfdKFBYUFEI+EENCzNtd1uanUo5rBUET27M4CVyBCBC0DWUv1JtQ1KgEWRqiMweZWNQVAragmEYzM/foY++LunzNAD7tXJPeraUDuYnRFUPpivZ3qpbIaFegp31KTjyABzPsoUy0GgU0hfJl0iu+0meVNuOY2tPZvn5PRXfpSGa2VxnH4UVkEBrtr2qQ8Vs7ZBvGYT7BRRfelrUYW3IjeGnnFm4SEisVhnkOvWOtNKwr+6B/5FZgqHqYTpnmCZIWQOWXWUBlfpe6yTtGNIezi2a2+ggw7cq7dccaH/vTpE56fn7Gua6+Qs65XMBtinHA6TThV2vIkAYV9Fw2g7XyOgmISN5OlVjyyXKDZoGZdMQLAHCqBqSQQFFGoJjQRci6OxaRxx63sv2rZHKU1R/UcjI0h2n131FwAIqAi/FSLaTjrUXoUoT1zCfv25j0hDC+H1yQKSi4AC6wYJmnt4LwvkNcMOOG6prohAJCAZS3g4jkfx/oT9+L0x923Tb11XXE+n5FSwsPpA5blWitKR+jT08ZruKMYRtBwHIdRRkv2nivRcKSU0ptLpn8ViqBJOTAFd7UIdyCT1xbcdv0tTNi/q62y720Ri1JJGPM09y7LwOpdl2sSi6oiREZJilxWSCGc4hlChtM0g5BBHbD0vgykznA7tucmIrx79w4PD489wYnj1At9ppzw/PyMjx8/4unpCUVLZQFmhBAxzzPevXvnEYD5hHmacHl+7sc3VTw9PbtlooYQaWvusaw1hh5h6ineHz9+xDSfPbwYAgILzArO5wdYUliB+7Et7Kp79l9RZyiGwfeJcVMCjlYzAnnYT3pEQDvS/5r0wiQvoOTM3Os6jNWak21EnUBOQSzsIcMAdw0KcXfNghpU2dutWVXazo16sxzBV/9ZsKwLZsx4vlx22NVbjzcu7HvKoWXJHr/XmsS0197q5XwVisBAyGFyU9uAnBcEPtSVy1saLAXA2MtGKRQrtNPGDEBJGcU84880dWugZI8o8IhCRwYgmMI7xBAwS4AQ45qfMJWMWJXDPE+QVElByCileL4CDAJv6R5ANZTm5qiZQZgxgRHUzdNVC5ZlhWhATgWIjLwo8qJYc8aaEox8MQQRzPOM9x8ecDpPmOYJNAVk88w3KwoUw2VdfSyshk8NOCshK1BIcEmK66dPeL4kPC0JIZy9U6AwZD55QlfJECrIeYVxAHHtoJSdbNPJM+xZlsgJzZme59kBQWmltQ1BPCRIbDCuZCGtyUevWKt5sGZDR+EPO16cdgq+bQQheKFagoNxlquSZsCCgkkhWcAogGZMgZCzIYrheTVMRFAwjBJCANZcAFJPyd7Ots1bkh79MYIDogCKErzshOLhIQB0glrCucz4+BHAep+7QszdrBh5NKiLvEEfUj/Hgv75nupMjLJ6XWtu0as3yFehCICq6akORIiAHimfbWDc59ayTzVu0sGhyiaTOmGkhosaaDee1w+/YCLUdGIgns94OJ17C/IWphtbTJkaFAqGg2sSp541RuoFOIIEnMLUTVpVRUorUmaUknvZq2VZcL14iXIt267gUYEzAkuvCbCsK0KMSMuKdV2AsrX0aslLgKFYLZaZFIrNLVjWFWFmTByqv08Qir1gCBPD1HYFYgB012eetopMQAuPju4PI9bVLrXEOtB0Ne8U/FEibbvYsZCqVyZSnGr9xJxz71Y8PsveXLSFbxXVMnGlwGSes0B+Ud4JbYsCzOQKBSGimF/PvSK5DW+5F6ruhDYzt+7a3z3cfd/16K/dKZzacg3aU1nXdadMyvF7+j3WI/iDkGZOomYQrqtbBHEoMuGJLhuwo62AJIDI+7xsaMZ5mjCF6N2HB4kSa/HQIZml9hFgVXDdAf/Iz36GubXVqgaH1O8B7o4HIigLUAy5FFiw7pOVYRFN8wRhQa7WwLKsmOYJpRSYGZ6fn3G9XvtD9Z6AjLyuCMQ4ieMOpziDzZXOuq4gIhR1roPXVnBFIOb4ijdDreXYlhXXy4rLuuwmnanv3K6gEiYOfSG2EKwwAzH0HAVgi1cTechwZuq1FZgJUq2jxiAMMewSio4iLM6UBINk3/ylUXi5UrZtdaq5qaenKzGUnF9CRTGJ1ywozCjBn4Op52iwGUwE0/mEbIrnkgH2ZCaw4jRP3nbNWmiUseYtNbrt5Ou6wDBUpq45EGVY8ADARO5u1mapj4+PUFxwuVw6gc30SJO/FQehsas3cHwf2CowC28kubfIV6EIRhF2XsAc9oSIogqwZ5Jp8a45rfosWXGaKxQ5OZA0BSf5AFud+Sbvpw3oaj7mND0gEMGKQZgQiRFG0M9qxRvzwc1rRikZKxsCCOfTI06nM1LyQqc9saQy6lJOuFyveF4unqVWniESUIpXx7ler85xH0JMDw8PeDx509QPD4/utydFWld8+vkvEFgQxDkDjeDSLIK1ZKRc3EViwcPDA1JSoLVvN6/sk7NbJa2tqKrCuOUcbH0egFbWXBDCITLA3opLelgQOIWpfqZaAyRvArBbk1qplYUAYIpb6y4jJxm17tJUXY1CgMTZy6ZpAYUAITfTAf+cGoHNQGYoUBQjqAhoiggheZ1FE2i1MpackE2hLB3guyfNiiusu2iUFsWnT59qs9uAXAFD5qVzCpgZ5TOLVVXf3Bupfbbg9ZLvR/nqFAExI3Do/maTrWR5DWe1LK/hH8P9RyfFBASZcHo4IYg4bRkAikHyiIQH38no6r8HR7mpxeHhnnDLM7BdUpOBhBBCrBZJNbtFMNZKALwbsKcVr8i5IET355+envz1nDqQaKOlYu6GpFQw1XOWVJmUWbEiuQtQSvfjC5yTsK4L1pLBMeAf/fwXYPOd+dP1CVxDmik73hEq8zGruUlZ7YI+mWgEsaxTpp2XYWDWXkCVmZDh/RvVPC36c3TXHoIjBthzCppjMIYrnytIKgOKr7gt8edgb0TMtQtz8SzQWHGHXAooA5MIZJqgxZA5geEUai1u9VjNvIRuOMlRWqiuKYEjB0ZquDnlXNvdbUj/WxiA9wDEl2Tkd/z4CpOg3qR53DsE6dlY/ebFNR2BMQdBsgKp7DIybCBLbXgpzBB1IGnVglgC5hjBIKh4fbtAHvOPQcDhtPNxmcgJNrXkV1b3R6/riqwFq9b+dsxAiK7hK5K+PTiCSOgc9OfLc82ZyCip1NZlKz5enpGJ8ZwWkLCXsDICV0yDKMCUkC4FixJyBpZkCLUHHpRQ1mHnjgRNCSVn96uTK5dryVjX3MHINglTWhFrOJIo1nJjhIc5YlVDzgrPAASmSLUQinmZdDKEKIATsn0B10UqMSCnBJkDMhui0s1kPk7Yjt+Yjz3gAKLBm8vG6q4VU0C4Z46i1iE0AkgYUZxtKmenD0ryas4lG0QMIhPmyJjChKQGnRkhTD2LL+eE51Wd9WgLAolba1WxmUQovbx8lnVFrODlGGHJKVcuhOeDjEVF7kUgxjVwD2AEDmnJ35GH8HUoAnKcIMSIbLWqbkv9baCTVUUBp6eyKahlqBWFxFoAIlYmGzEsZfeha6OMKOLdxCzVQhaGEAhBGIpG/CGPg4uXv6aqlMy8uceSViwp9QlYivPxnTmnjhWoworBjLy/Yc3MSykj1d+l+/UZ6+LcgTK0DDerPnaNeFj14QsEJWcH8iqtt6Sya/iCmtVHNYqyZncTcnIXBS0BihurskCjF1IR3joSlVIwIfgOqT7uMQRPdqpZmG0iE6y3QecBoDWWXSP7l+S13W7chcd04OP3RBwraOLdsxpRBPj48SOoKS4TMAXESXC5rgAFLMkgYIAmLAtwXS+IQWAasKa8uTn9nuu571gKx47Lqt5SvdOSmYG6YdkXmPDHex5rHf4y8nUoAlRyhlqdhAqqRSyIayy69gSAZgePpgCxmoBSfbp5npErQ4iyE32sKobIgmCAwrU8WXUlAiO2OgjYahFKCChWep2CnMwtgVKQNIOCg2pT8OQXB/4KSi5IOaGsCdM0Y4oFmt10v14vFekVkGWEqdXK86jBuni/hW4Ky5YYU4pXLUpZa4nxxSvyMvf+B03W1XsyKAFL8TqGwoxVU2W5xb6LtEm1LguIPWrSXneFah35JmYE8fseacKA1zzg5k6VgvP5DKBynFYPw7ZjHrP6RgxnvK5Gh+YhDX2aIsbqVGOKulbzvR3ThEFho0uf5oCcmv9uALw3Ak4Bkg0xEp6fn71NnAjeP8y4JgWUoYiVT7EgJa9lQLWgSXsGl+fLrq1bDG4RXYHeOj3EiJAdNEw596KmRzzsWKewAX+v9TM8NkH9g+hr8IOIiFTNShh7pjQfzT8TvFQYCBEBrPBdp6h/p7b2kkCdJEJMiBXJNiOgMtW5htkav7xhA63egZGTnBSeUJRta0PuvUsdAHMgylBS6VTekjwBKaUAyuYT4nrFmjzkQ5FA1fS9XK7DggAkRjR4SOukyOzXDQp98i3LirmVIBtDqbVHQq7Xmqz0zMgYIox4Z07mnCABgCrOs1OAuQKjXCpASl4xiA0o0sDCUMdWvJQ4cW/CmpNXQmplvYMEHOtK3JMRFW+WxXEqewJXayq6HdOJWL55eDKTIbsWRM4ZkYD5NGNZUgsTeOQoAzILlrQixQhCrXMQBIbVSTrhdkGtBxd8xygVr1Tc7mWepl4d6nxmBw5zxlrL6d+ED7+geOlLwq8ojaO8pZz5n4A3QP01uKv2W2b2177XjsiVfKOmA0DHmGOL2RfMIpDgJn8LQ3FZnbOei5cDKwWTASAPiQUSCJObi2owZkggRPNJaVDAFHlZvfa9as1kzAAIzNU3TwtKNuRMsMIAGGnNmDWAgnatm7Qgm+126FwKSA1XTUjmaHw2hdGKtSg+Pl9c2RQF0QOIF6xZAVFkDbiuK9akmIgQEJHTBdfnZ6SccV0XKIDIjMJArrX5YAVmGWtOIBYnMlnxbDtLCBLBnKEUUEiRgpdVO00TKJIrUVYEA0I8e+9AM1dARAARGIYIQzHz6kPYx/1bfH8e6h62WgJtN/eCtW31+M/G2WiL2T+fwBxADOS8IoSpm8NZt0VyqjkXRb1nYC4rArkFIzHgPD9gXTOEwpaDUXGUbApMDCCiJEbiBOSMeHoA1oTfXwtOEsAzsKaElBNmSE2VZigVxChgAvK6QMgLpFxzcrrxwijJa0TMgRE5ertITWDEvhEsSwbQmqVuCv6lMGCrfSgHCw/ArpPz5+QtFkEG8G+a2d8lovcA/g4R/dcA/gK+547Io1BFjpkYHAStyrGX42qIPkGUoExgEpQCiDnG39J/AUf8t8SSWy2phBpLN1yv13YFOM3vUdTDa9erh/hG39TNXOqUr5RqCOrqPIBSMlQjlucnPC9XfPz4EcW8Kk4M0801qBaknEHi99Bi9SVnKGVcc8FSFqRKpAk1dXv0RtUvvdbtl5smLcOndmIMKLinNU/iTVjJCKtIj3k3AhJVt6SRhKS5MtUieHx47OdtY3ZT9QeoKchbwl8f35uAmWLj922/v1brr59j+P08n5BlUx6xOI6UTCHJn9u1XGEmOM9nFBg0PQLRPA9kUUzR3QTBMddh7NC1RQ68JsN7MDtT1HMcNuAvh9yLymwEty9POgL2VsD3qghqp6K/X3//SER/D97Y9HvtiHwUbtiACITdN9JcAFXEbjLWZiHmJqL7/VsI6zhJemx/+NekTZYtTZe33vNqSGva9VgEnCwSQN2KIVXk64JSayv6d28f6DTflplma9mApYOggQiA1wvMlfWXS+4hqmMz15tjyuYCcLm/YBoBidSvYeKA0zRhmmYEswqgummdK1OyqO581TZ5he8o2c9MaOb9OKneMupekx1Q9lZiPfaJO8BWSn+eJ6zPK4gzJACMgGkOODFBtSCshBWGwNQ7EbfT7nNdfBGmVKseDWBuqC3gd/d3cbfofD5/MeI/ivyAFkGX2h79nwLwP+CX7Ig8NkF9/+GDL3h4aMr9TyDKZjqK+cIzMFAMUQTGDCpAthqzBjpfgAeQZAS7HPGmWtVqowtr7WkAtAnoAOBaS1SHIMCKXkB1BNOcTlyQloRf/P7PcTqf4S637wam1huvjtuTNtKOCFgUU2AQvLApB8bWLln7AmkouJdnu59UBWxEm1S7ETWW5rhTRQY0JayF8Fh7MwQRRGJM5G3FLFDvAxBCwPV63fgDu8av8tlKuuVoEVhjfwCoi5Kw7ynQEfoX0PHdPdvujZ6rsLuGsmUwtjb2KRdECp5sFQMeHzNCyVhTwbJ6tGAGo2hALhGcnVyWVleI2crQN4PdrWoh1IpPPD099zFrUcfOnQgRIYbeZLYxPsf7G92De6FFwOfGsq49s/VLFMqbFQERvQPwnwH4N8zsFyMa+V06Io9NUH/t13/duGnYGpYCDK1QBwHbfDHnAFCtEmxwUggEFaB75Zx1YFLNFuykH1OUNXWwMMZY2WsOyOVXNCvXBVOy1lCTdt8O2EpRd1+P9lrbKyulahYKQB4+9DCe1xHMecWKzcp4STbAURCZUBqQqZ7QdPPZhsekDHnw0uinEPvOHkJw+iG2CZdrN6WuCGs/wj4ezC8qAhomtb8ANFfNefkEVi+QOn5uPNyx7fcox34Lo9JNXYE6+Dp+P4QAM8XD7DyCh8cHcFqRy5NXGQqECMIcGGtlq5IBWghcWgGYvWW2kYm4P99W62JqLex532EpxtibyOys2c8s6LFHQhubH0QREAL4aYoAACAASURBVFGEK4H/yMz+8/ryL90ReX8OroAZAGZwKd4Qkz1nvtRacgyAJSKIIVUNUUrlogeGqS/shnrb6rXzdgUyzcfWLQWr8XxGyobTaYKagEz6LkxFsVyvkKxeEKNW/qVUcAoRacmwvJmCp9o1yHfQxTv7GjoXHQAyuRJo2jOSF2MVCjWMFwEwWBmTOttuLZtyKcND7scI0TseERCFEeuAreuKkquSrGOQzNmZxrXIJjGmKQDi+fxBCCECM7n7cbEVwoZpDneAKS83PyoBpzYDQQKuyxWn+YRSST+N/OPJN9ndODUszxe3/KTSn6vyk6qciKm2Z+MBcOSbcWhYxLgnNIUM+PGJgWIZHpAqmAjQnECqeE4FgQRTjCAmlJIQqFqdpwmXlZHWBSw1ici8cOq48NyK3EDAERNItR6FatnqOYa4S6Bqc8X0PolIVRFrJ6N2XzIo2o7LfI9NUAnAXwfw98zs3x3e+sE6In9OVBXZfC8hAIGGdEvhnoBkBqy1JwCwmftaWq8E66SeXJOT2u7QKMS51gpIOSMMue/EzuobY9qN/tr8Qg9FCpIWKPlEJeEa23ezOMTo1YVrrzxlr9nBdUHPURBr3gUbsGTnHeSUobL3URtQ16RNxNZtZzTNR0XSkokkCKbZUX4Rv3aGcxkoMKIp4lBebb/j7PGBNsHXlMEccF1W5FpkpLWe00IwZM/XT75QZxYw+2INsd6fGgoKoIBML4fE7uXtj9czFukod3bLHuoTcjZpvYd5mpDJlXYoCs5ewYqthpqL332z2BqpagcIdhczgO506HrNknpNmrXJQI807D/wtuO8xSL4ZwD8eQD/ExH9j/W1fxvfY0dkg+/YY3UfrtVttJqKY926VBTGggBfnMRe+NIa3RTYTH/jWo3OvGy6+feD+LZzvdYkn7pLZdPKCPS+hmsFCVW1dhdWkGotWRbBbCAQ8lpqW7BKJa2TMoSAdV0dnKzJMV6ogsASvc5/CAjRmY0g652RmD3kZiVXQlB2S+bwsNtO0EhGItSjEi0TbpomJNtclJa7Djgd9qfy3tOq6+eNAOYJoXYwbmZzGnbWaZpwvV5xOp1QdJ9xCSPkyqs4nc64PF+RxDMMPdOwJmOl7M8tFwRuHYe0ukXbwpimyXfnO5ZAk5de66SpdfX+mCEgsBONyrCzAkBaV4TgVaSiRGTKKMTIlW8ikRGVIYvcKBPe7ciN8FQQQuwEK++avHenmozkqqVuTFSjRu19wOsglpqcNrqgn3MdX5O3RA3+e7zMEP3eOyI3UdNubjr5p0YDUBNrSo2Le1jfOeYFuOS1Nwz1CkIAKi3Xj2tQdfJJKQUb0Ft3ZGw7pGfgvc7MIvJ6+w8PZ6R/kDFNU1fC7vdTb5hRalqwWamVjwtYIqQuzMZVNXJ/8TRPiKGVzKkWwjzt6cSDeBNYj8G3sunt+tMrZXfm2tcgxIB5mjHFqddw7Oy0Ssh6fHjoyVFFtSoBRcnWlYynwvrUmqYzrtcV65pxRa6maurg15pcAUYiB9EUQK+d4Bl8y7p0y0ZY3Dq4k493jNQcFWZLZBpdNGBT2tJASRCosfROZ/DKzihkgqpnnZaS0KygMYzan0XZ/P4WdWnjM0uAHqwCFu6l8pZl2eFIRwqyqWKa5zeXIXuLfBXMwntLzSoBKKVUjXtPO+6R5FzAZhAiFNnKha21ii+JQImxLgmmybEDNZAY1MgJMjkNBUMVc2DMDxNUgUtaUdal5wmMwrZdc04JWQt+8fufIMK4Xi99h1nXpQNDgFtp6lt6Ndm8cYfTiQWFFAzrFY5a8lT7jkQHylYmXLCFQAt5VEU1Q6aIGIZaAexsP5kiQt2pnqoLY6QAefakiGAWp1WrqWd/VlKOK2PvxdAWZFGF5YwwTchXH6P2HgA8XzzLMq0JcYoo2VAInZjUnheLk3LUuOIYTvUz2ypStW7KzOwWBQTlDheiVYWOodGy0ccZQO9ByAdF0K65KQSq5c2YGXlx3gbVBK85ROSZMa+K50ty8lpVBDKAla08mYN/gHNbCphryLfoDbjZKMnAbQTIj4A+zqdqjX1f8lUoAlNAl4xEpYa9yItrlNLLM2lxkxFAb34RL4AED5N5WLA1QylDV5lmBdQDFe83oKXAYLUzbYZqBpWMpALYhCUl5GIoVhcwFShqKTMFpBRnLVZGpFSlVUqBrevQbYZgq3b03gIjwwtp5gyAPYGJYoBYbStmhLmSppgZEIXX+FSU9RfQkrGWBcIzhAKCeEMRUEHhjASg2OTHklqg1KzWISzOzCRBjk1hJnDt2RcJYC4gI0wSAfOQmFkGhwnTNKFkT/jysWGoMLQCn0vJuOYFl+sKNULKBev/R937vNqybHtenxgRkZlz7b3PPfe+elUIdoRq2FQEQexIiR0tLBtKFYpUo/4AQUSpljbsVEsFBRt2CjsPLbAj2LMKEexYCDa0o4UN7YjvvXvP2WvNmRkRI2yMEZk551p7n3VO3SrOCVjsveacK2f+iBgxfnzH9+v3vuJ5FydRSSnuC6YHNYWiYI1gxnEwxFLKHlIk99beUsLO07QbzuE92NxxoARG365ayClSaiOJEYNYWS/tXA2hdwKd2TEAKwaplh6Qai3fPUGYEqJqpWvvfSmlHJubTHSEptCJZI5KwZndWCTuxmHIxu+H8ByRMsIHQCtJMJk8sNAW7pSjVY928h8aPw9D0JWtHmiryMEFMOizohw3plZbaDFErB0p0F2Zr9TVEoBtSEj3vX4+XMWmnizSamQkatDP0M3TUC2U28a6NVothFqsJh10Jz9QrZSqjmhsrhgc+e677w1HkJKToL79IFQVemB1fEFt7gmgTOnLCTGwWndO1i5cawXXIfhaqmngKkTi7iL3YE1TyzQxZWNxNpSgYxskeLefeHgTiFEIXdCkhPh03GfgWkzC/VYLvQVatecwMtcF3WXZm1bQtJ9XCAbPTdGShV+Kd1XVMRmNaZru4vtRRguqUCuvhdKPURzfYQYmf/Fzu0elFWnmKUlwXceU2aTSPMFZsXmVHTAEUL5ceX5zjOrB+fof5dq/VhZ8JDT9ZTUdBcvSjmScdiWdkmKq6gCg4/d1XY2j3okjtlJ4enpiK8WPMTAC1kEYouwZ1lIHjNUWUk7CFIVLTkwxshYlB+Gqw01zjoMuNLXGEYJVJWpVdCcraXzzzSckxt0YpBTZvqJ2JSJcr1em+ULVR1DT688WtQrIPE+sVdlKs3LYV26vnHZJgMuyeHOPuZhTykRkbyNOaZToOjGyA2+qht1DkyjoZrmCrVVu643Vk3EHbkFodC/BNZq23c0dsXOMZpgWMdLYHPubGXR1ZqqcTetA4hF3D9bp8UzHOLNi916dWSnuRgCc2/IhVGhvqBBN00RtChyViQTGyFwtUHl09c9ey6G01VD1xPRZfFUE3ICker8sY4x36skj52DHOzgeQ06vzvu942dhCDr9rlNLA3unX60GqT2TmQ7yy9A9BiaAJD5fX1AtewwGlhEfYyxWcQhv6ArNdoThcr7FQmM3vhBjtozkXpKEt5JW4IxEqb4iAC3OUkwFujEPiQgv1yspJ6bLxRSHo+1ERt1l/AXjmqpXHSz8efv7h4bBuO776zEKsqdlMjm3KfHrX33LsswHHVlMJLG4SCSCBOoZS9+O+nhXe1alG9/BVgtV1Z6FYzqaGzmRQMrpUDd2vsoskRSEFDz55mjFR6MgIq4WFXZD8Ejt/Q96DChyqIo2UL2BQkuCiiInWb6TEsu7ht3XyD1U2FGWbmi06Y7u7O2oEJaTpDr8MLz7PH4WhiCEQMwHbr4325GbG4PBC1C7Tbq4DVBOJcfEPHt9fiskseTZ+GxpNim7Z+a3UrlcPrDdVtIoWUahZ6zzpgVEbJfNIUBMTEGd/88FMXSUtoTqZErzNJPCy26hRxmu1mJKwRLJaaGqsNWjn8DiQUXblVU3omDUaU345sMnJm/kaXWjo3x6eqLWF5oG41+o6nTjlkeI3fsWmu7KQRaPB2rd/HfLwktIhNiYloUmjY+fFrIqU057z0PM5g1oq3s/QpPK1jbWmwGVtDa0RkKDXh0hEZQgnaAdUObJa+zBWsJDspbmLBGJwbAO3uo8xrkcN8b4vwnTHlUCVfVqkhme4AQqNroJsgSlDYWpO/vpIKjda6pQlbpVy6v4POxgXBRifJbq4eQUEzVA0w2r5jdyFkpp5MmegfaCRAsVkkYmOdB/6mXM0XQWxZq/Rk/JYEk+C/6Mjct0N2yuDZq3c6XiFxUaBGd63Xew2ggn0UkAohB8p79D1YnRVokn42+ugDRAK81f1zZKOsJvP3+HdHg6yUfnPBkJSGloq6zebD4lMVmwEC2u9bHjCnR4HiujkWRvQvGHrP2MBhSDNjr8rWx1Txr1cTxfDOe5uusKegJRWj/yKFuhBSVOX36cZxzG2F0us/EOJAl88/FiIRLBqcjTK8/oy8MSkqEbg1DQY0FXmnNGpr2KEWPcM/u2+D0rHuXdAJjxjN/yBAbM28LBbq3ftUJob4ZQj3j9Ua2ZpomXlxdrzHJC1eiMyRZiev4qRpRO7kKR4wJyTmjd+yrBYT9nluNz7gqO0qa0w0C8Ot9TCNIdzJRzRgPE6ch3GGT+F2QI6H5DvDmoq5JP8RBYD/iAXO6YdQQlUtTj/RYsZu/qBiAwqnXqu0XOicvlQr1tRhThrunkrmkPnV6VVlbAtewQzl1xYKXIQYtlGgD3caW97g/zjWaR4zi6t++2PibI62ShyL0i78Fu/75xr/Po+g5OqjlwB0FM9zCKSce9dxKdDYa5+gHxcmMCZ+496NFEhGme9l3sDMHt73Slz6i9t95rqtRSmJeZy7S8en7n8Xict0g/LUwxEpaG0pyMdvx9BFoXb4Mf59Hu3Pn99QeC0y/Ni+ElvD7fY344g599PgDuHZRivTO/LDpzjwvxrO9A+A2r35oBb+hK7XWXStcUacpO4dUFiAmt1cpmntALMRJoBNTKXSOxJMKnT5+YJoP5TjHTyqDPio6uA61GFpFTumtFPjd2jMWVc35zUxsTYZSFzudQS7UONlUmh9VeLot/ZvAhdiOzCCaz3TA6tNor4vRu0HcREvA8wUkV+jxG1jvnxK8+fjKYdvMyphuI3tS9FAP9WNn2bYOWRJw6zRyeQiMRIRrlekpph06P6oQqiN73LTzSmI2y4XlYN2TZdSKXZTlKcmLkqVG80qHdn5kBuQyfMZqqsndx2vUUJxMdsuXlJCAS1X66dqaUSbmQOrTNNoD2YMDGHDJP8vVifjRkgwF5vDawDo+KTo+fDydOhNZ1b1oa1/Rep+7nYQjeGMMI7L97SNDUsN8w6vvG4W/v26QZtVMFJE37gupaUCIRJeXEJWfmaeZymZhSInjBKXgfgzqMcVkmFGG7vbEAfOImtcReCkenW2vmPq5b4bqt3NZiPRJp3hOeY5KHWuit7Dt+StnRgZ5Zd3r3hDBNndvWrMTXLGEFlqeYp8kWmns6eiobjmHdld7Eg7m7S56s0y6Gg4QkhDfr0OY6V/eCbKGFborGOSa032tVGq9/ZgsrYmEsKQm1mkrUmZ5skLiOmnotdeehPI91vVFrZZrmPR7eNRZ9Q+m9s1UrNS7LRMrxTtR1jN3F98U3RGrT0xPrzQRMFcglkXPj+++eob6eCz80tI1KQTTuwrc+o8c8f1TsftVdydENWoppMIwNdM+3/aI8gg5UXDqso94fgBjmtDdrlRVgCkLwXTWlDGoNHRbVYnCyIRnOwAvYT/IsdEgfmIFpghwal6BMDsW9SacHS75lhVAhyETbMAqyUlnH7p4yMW1IiAhK6qamG8BlxRYU4daFHmeImGaAVmqyXbcyrL8BUrQZBBoE7RsSMlPOJMzNuxVbSAQlS6MF5doKPShNMm0RWo7EPhlXAt61OWDYHaQrsyQSYgIq2XgP5/yB3jDUXm9IDHuyzxw232U2JVTlkgc/wWadfEmhjx4G2R+tEqgCKc6+4M0I0BPXtaMtOCW6u8rNwjoUVK00PAybiNALXJkIaQIaUwi8lJWnKdKxEqsg1EF3INB6gRoNsu3jUHIa2IYjGbfPGz+ncl3R2qwLMRp/hdaGdmuqigFawbkl4r5x9a4kCbvoeoxCTpCkQdtIHbZW6NXyOEW9Vd0xUIOM1ZLodv0NK6OSImszDyCKeSdR9QgsayX8ogzBG+MxY/wlifQfe8zHvx2x63vGvhB2i2tJTWK4T+y5eznGCCn2GrjIG3uc4/pPD06cG2FZFhK2wwWszn7xysntZWOaZ+Y58fHTR/KUEUnkkEgB1JWKghzQ5Slllnkh58jHT592zn2rJJiEvDE/PTAySWBbC6pWwlXXAIjdYMIpCxKsfXqM5n0WKWWIwct9p+P26HwQm9f3dS997uVJ91CEjtYC20rzxgTNkfLd90hXbn4+2eHB527LmMXQiyfE3kgKvvUcaq07b8E0TSYoq7e969R259F6Xu/k3OHYvfd8VhOvAJmWpUQhNcMsDFjxrtXolZ9H3+UcTrbW9hJiKYc4ziOO4JflEWCT/NyYcf6B+xbbps1JLh8VcU2X4HGcDUDKmdu27pzyyWvbk9iOu6TMFjNXPYAam2MRJg9JbHLM/kBWZ+5V5mmmNVjbSpLI1hp1XVF3f+2Blbv+g3Fe8zxDU+q2MZKF8zwfbnzv5uFEgzTnmFjVjMwSI/MyMU+m6xhCdBotp3PDvQhHClpuIPPhg/EmLJfFSlGtkecZm4IHeOjxXtr9PialdCF2rxR0QSTRCcZ50NsOFusaUI007TQtFtJ0odbmEzagGnwu9AdDZL7FPgdCJceAtE5Xk7zD6dRrN5TnCBVFBDXb5loW6VCVkrjnDPZvUieHmaa9OzFXtf4Ov+7n52eU5C3vQAi74djnm7ecSxTSMu+vTykxxYxE6CkZoCwI66mXBk4KSb55DFDYWCeP6+XvZ/wsDMFbCai3asiP47Vn8PVM+vj8siwsKbNcgnHz5USOma6d1VWJpEN/YN8Zx3gEuIgIeZnQTblenyHeJ3Yex7lE+NZIKTF7Fj+IucRzSrRSmASay4mZ5xFtosa0E772pq9wRoN4dNdtOCeqPIsdQjCe/WiQ5O6dlWOcDcMrYz0Svn1QixnAInSjDA9R0JboKFvxzsJuBmHd1r2FeU+mdt3Rf+Fk3GMcU7YDkd6KucV0YjDZNSOUNc9i6GNqM3rzgDrCMexkJ2/d/zHatt0xTn2NLPVsBIaXmVRd5bvtXWJT9HAvRlDl07rxUiwskIek8lvjrL68ruudlsL2NRjrV8bPwhCMttPz2LbtzQ6t83jrva8tQPHsdQ8NpCE9kUI39x7T/Et6uGij6eXuGI+GYLhnt40nb9FdW2UtZWcDuv/7SK0FSV/Gtw/uOQkLEo7rfPrwgQ3rDgwc0Nc8TcyXyXc2oZ0CjzEhzUh0ZGd4Pmesj4z72JnNcATCiXp4GIKB9jxn9nuwTsohe7ZWE1mpvZna0qrUzVijWm0O+ApspfGyXY0OrosnE4MLznZDmZ6Ye9KglysWIuUYmHMwDyx6e3c3yvumulPXqaq3iSiiJm9mtGev3Z5zknooTw+koBHqmuLTY2d3cuXn6GIvAE3sd0ND2tx5WmYL94KVS+ulgGzUslKLlQS/tgHeNSSdPRB+4YZg7FJjMo4s8ug6g7eBtF8qjcGRjT8DMrQ1NARCUiyFFbzDLACFrs07kjrIIM48FoJqd9aftv/kbBMvTxNaKikLjQQe9+Vk3Idjvj3fXmhdmbEwZhy/1mpCpFGRqOQE0yJMS7bd272mqo1VG8134B6U0iuJCSEQg4UJqtbMVVtDe2dZnqArEo2DDxoiXsbrp4YsGjnO0CET6XHbk2rqeIledZfyXpst+KFITLT8R0oJWkFbYa2BcnN2qG7t5a13bqVyWytVhVupNC1k6TvoZ2wE56U6uYQ7wao/qtBrIAlUVeYpspdR8BKlOC2cQA+G2MORmD1iHsR5PspBWhLEgFwWuakxKfWTGE2MLkEfEK8uqDZiOKDIZw9PJJCkkIPpcNI7T5eFrVwJNOIk3MqXm4weQVSP3uk0Ta6mdUC43zN+FobgrTHUg38qhrx8gbzjccTkgJpgCZgpmbx3IryrBluLl77UaukpJbrA3A3iW0M8ocusxNf6gRUfhiWlhFCZ58w8ZySxu8YistOkDQHTEMV+mtXLt7qZKEgwtFlX7vgbuhrrzzQlK5fGtMebORwUYtM8G+RbjKbd6Cr7gZ33sW2b1fFL4S0t0B7EO0Ij63ajtIi2yHUzUZq1Ftatcl0rt7Jx21ZkyqR+79GJ39MxlOhGuJBCYJ6TSZCN0qUKEhZCykSKSa7psSHk/DphPPpBvhYmSFUPeYI/u4hI39vdH8exa4dXG1UMglbLX0SJzDEzzROXaaasG1PMd+3EXwsTzmHB4337xRmCvaNNTmAfJwjtb7Tx3uHRo+Gyt/UAf6hutkBPvP6Pw5B16XCdMciu0HlaJm7P36MhW4b8lEwaN3hvYDplh7WpUVKtxk23nR5gFDHVHV+k++vRSCxr3Vim4baPzHClu65Aisa5Z4pMlkU3AJVQeoWu9GY5hO+ePzOnhTlFkEOJd5z/NM1MJ+l2OAznyDKLRJJDsAam4AxPOSeqQnPmpei6lGnauw+3ZpTgVYXtVthqZdNq8m+tsVVDwamA1uJBjRoXgt0ggvP/NTUy2nXbDPQjwrZtfJgnNCjRKo7Uahn1gKlOjSkwT9PewDPYkINAdAMwjMUgMBl3zXD9h9dkxiki/eSRPnQIjnHuJUj+XquNNGXPyXRX87ZzbaXS+/nbeVXVOhuGc3VlfPYxXHjP+FkYAnrfUWJfOvkzOssywU4OGY9FCQ7rFPlqbmFg/k1Exdzz0Jsp+qKkHA1Q9BMvZ+xixTUaz6y9xZWUhzjG4LG3cw7WdJSsNJayaQtWJ04t68Z1vbGWlVtZ2UolxEToQm3GJlQ8fk9USlckBwcVNWK8351EDARkiTlhYOBj8hi326Ko9X5X2ZOEDmcNwYlF1IlkFJraHSylUVrntt5oVbjVwvPLiz1vbbSQ2YrJy2+tolocCl65XBYWSWiwUqAGuHlvfl2tFXmZMret8vRxQkOl9o6GTkMxv26cczMD4qzMb6VqH9mZv7QPL8sCzvI0Pv84V8aCfCtnFTv02jwUMmq7RKA1NTbsrvADnBRfGqP6896S+P53P+nbft8jWBJ9imd4qdFApSx7qWeMSmXdVuurL1bTNnRYJT6wx+6LzJM2aEf60B6w3XaeJlJrbNvNHoAWBxRZ6UtitISvHI0+Ip2o4vEue2nn5jXd1ivQCKHTpFOlot2AP/OU2VQJ0RiLQ4BPHz+AbpawFMgYQKT0xibw8rKiqCfVIhITUzA8f1itEabWym0rLE8X1main3GDZZlYUkemTOsQJLGqdW4SjPkoxkiPkWvZ+ERgeboYxLgNaPHodUgoN9/lgG5CHyqRRqeFihFFGUP0WjrXW+VlK7AGWjeyl+FdXMvVNS/F/I9qGo69FZ4uE3ky5KOoZf5vtwIEQvbcRuisrfDNdCG2zXb/UCw+EtO61ADESOkAakxQrRLzYqxPqju9mz/du+lp829z9qDIer0xz5mrrkxLompgq83DhSMRG1NCnHfz7ngY0KiXCik6KtA/E9Q6HNu9VzE6Cl8vnUZXa6aasj2jOGWq64j+EOfmGO+hM1+A/wGY/fN/q/f+74cQ/jHgj4A/AP4u8G/23rcQwoyJpv5TwB8Df7n3/n99/VuOppzxk3IGbzQKX3BzjEq8nryBU2JwoMJOEM0RUkiwmDvu8Fvh4gKaegW2G9Oc6Fh7aZBTwsrBHl2dG9/3gu7IvfHvOGcD3URCEqRHRJz4MnjjT853PHVTtsSSlQYXWut8/3wlRAuTtNhuZ81MR16sVuW2FTcGFSSiI/fRjf6g1sYaA9f1Rk5CnD2huhmHYNPGBycyDZ78QjK5dmN2Vk8yhvPkHrkUQ0eqsyyNRphSzXi1WqEP/LzdzyDwiKwSiUxAmqIxAwUDZ2kHFcP5A2xOjVbrjSmZ9sCSE5c8MeeECHtbs4jsGpCPeoU2L37YjRZ5rbRkIUNG6xF+fGmoKzWrBsM0eGmzlIJiPQJr2V5pQP7YkYJR4qMWdn6Npenu797xmRX4C733zy508j+GEP474N8G/qPe+x+FEP5z4K9hgqd/DfjT3vufDyH8FeBvAH/5a1/Q+1GyGS7ntq57zDYaeh7HoCCrpe7dbHBfbnqzeyseMdS5lDbANc/Pz97rH0A48PpBdtRXx9mU33hgKSd6qRaTls0mswrdJ/W6rvRoE2vJE5sv6JQSy7Iwx4kcOtfbBtHAOnM2YtFNlVttFGwNacdIWptyLZV1Xa2TMk8MFuimgaaBtVVY4bvPL3z7zcfdzY7dce0amOZoCMFoilJaT94U1ugz7t951GaZcjMETsPdGrfbjVJG+c3QiIZn2J8QRxCmvogTy2XmssxMMRFPoKTFv3vJxhIlXfn08YkpRS5L5uNyccVzJfe0l3cHHkQIe3/IPh920ZQvLz5r3X7oQK2VVkxdWsW5EOi7/uYg0BP7sOWGtFtoGK2isW030pRf3dPHEO694yyCmnL+/SULnZ78s/+a/acDfwH41/31vwn8B5gh+Ev+f4C/BfynIYTQv4J1DOH+YrW1V3TTk9wjC+G4WZfLhXYSlUw5mQDIgxEotewu4CNG4Jz8WpaFrXobp4A61XlOAs1crhAjdfOy2mAOwuJzi3/dI+kKBOaYCK6UlIP1GGgx4guV0YabSHGy7jmPGVVNL6BcV7oGVm0UVZ5v1TPLAQkJjZkeKz2ZZyAVni4TVTtVIXUorVu2vSR++/nGp9kZjNMgz6jW5JSClcaSIGRS0r0Tb55nbvq65dq8n27gsN5ope0KS2DGtzVzl5vA0zTTr8/M83R4gOV14QAAIABJREFUdC245L0tqFY2SNEWl5cmVUxwJU0T2cVfslg15mkSlmky0H84Fvjxr7Wbj/OFIcP+tjd5RvMNBq3oidvaXkhBmPNsxDNdkQdtWxF2dS1xTwmtqDjVfY9kMdh5LWeU4Gu69tbam9WDkZ042p0P3Yf4+64ahBAi5v7/eeA/A/5P4Lf9wIAOoVM4iaD23msI4XdY+PD/PRxzF0H98OnjcWFibarTPHO9XvfXy+11r8Gjss/dhWUrJdUvlHcex5gotVSj9p5nttKpw8CMuC8ab8HoUuz1ZADWbWeO6YPgoiu37YxvN1ETSZnQoaybKenUSkqTMTF32VFNqrbTtGr04F0arQfmjx+otXLdLBfgPTo7vj5KIkg2zYKcyGlCu9X8b+4xTTsXgLBthT/75/6AZZ64PC3Gj/BQMjyqB18erTUTFm1WWisnOngreUYE52URYZrtOdm1KqGYx5UEljmRY+ByFjq5LBZ2zYnszT5/8OuPrLeVeZpYloXQvFmNdGcERATRvmMD3uoz+NIIp2OEAUnPyff7CL2QJvfJsc3Bkt/+9+BaWwDi+QOhlkaXvw8g0IlcB3BD+hOO854Pdatn/BMhhG+B/wb4x3/a190dcxdB/cM/92c7HBb4rp96/MuRQxihQt3pwI6yzZElfu3mnQFCO+fdXi4L5JTY1vXg22+Kdmv3bRFy4642axDkTLtVSMJtrXy6LPR1UIKN9lbbiWM0QE6gIt0Vh3uhFyNiWYBFwr6jxZhROqU06u5QRbLnHkKIxAw3jEsg5xk44K1RlDQZS3EMjbpal2YPkR6MtKXUSpaETKZ9GCLEVAkJpB36AWPx1KrEMAHCPM1s9RntzUKU3k8sqtZzEB0aDZWuVuWYRIh0YhbWNqFjV0tCF9sZLynxlCbmFLEajl9/DuQcCSg5d2JMRv0+Jz4sE8syUetB/20AnkAMgZQi/bahtVK18vTNN7YA/dqOOXM/d0ot5N6oAWLvZGCZjCasBXMDLjmyvdz2XNOmG4EEMsp6h7FLDgcvXal06mbl09oVPJd0W8uu53BGfv5QNeDHSREf40dVDXrvvw0h/G3gnwG+DSEk9wrOQqdDBPX/DiEk4FdY0vAHx9kInHME8BpBdY6Fziy270myqFcM+hvwUolCqFZSjDGadLjvuObqHYkyCcHIOFxw9UvjfO7Rz/2tBGgKmDR8zkQ6pIxSoOqDFFwnErybDwKBqMIUEiXaudbaSEHIiLmj7pqmIKCNVlZuL7abPOWZp8s3pLgYcq8pguUMOt2BHse9CmIIttKqhWEorXkYdNaHDNbU1YGQItrH+ZtBjiEhy9EzH0IgdvNcchTXfcxMA1Dk2gcpBi75wjxbUnWZLzAvzFMixeTAImVtdf/bJTj55yK7TNu5uvS1ZxdF6A4gmueZbeAUGiZwK8EIQi4TeWBcvExZT6zHY2g/WpzNQGSkFEMFrld//dQReqqAnd/7fY73VA3+EChuBC7Av4AlAP828K9ilYO/yr0I6l8F/id//7//Wn7Av4UBLR7JwsEUs49TT6k83IizAXm0iIMma9zMUiuXbAIZIcSjoeSE9APQFbKx1VHpBDF0maqV2rR344mrZW8vHi6+Bu5bYB+M2GVZ6CRStqxzFHEqb2HKwpwyEjrXspEjfHiaSHmilMqtrITQSSlSa6OhxAZBiyk8SEcbTBKZJVqZLCWjDEvR+ffsZ9sKOSe2tfDp4zfEOJleQq1UVUMt6tA77C76ah7Z0+WJtWxs1VpwJUVKq6x7K+zR45DF5NqiWru2hME3YarJlY4E6y+QKdPaRgqBy2JVA07MPSFGUhSWOZJc+COKlYGjQt88JEMI02T31ZO8dMtRfPvtt7snOTAb47oe59PIMfSgxJTAw7+cI6mpV1KsJHiZreLSWrMy47YR3SCcN4qOGYNalSktxBhZS0JvVyv/idD92mqtd5Lq4knYY+VYLuTYAN8f7tytk3d85h8B/qbnCQT4r3rv/20I4X8D/iiE8B8C/wummIz/+1+GEP4P4E+Av/KTzuwdYwBa3hpvAYp25Rt1jHrvXylNHpMZrG98eIzaO60ewh1wav6IBozp5wTog3GSGIlpIqW804qlaCw+c8oE6SQJXKbZynodkEiM5r5bLqMwu0F8KZ6xd3yEkWpkUoQPy+QdeCbOEWNEtBNjYEkzeQp886tPlqXP0TP6blD7fTPYGU4rUZD2wCnZldrqIdElwfigtJvScnsjv7BkV6b2hOyU0G4cgCl2L1VaQjOKHXOaZ8vGu2cyGnpCvfcgJ0enSjeXeTRq3T2vN579m69F86RSSsjgKYi2UThszAR3TscHk8770tj7YU4JvlFOPicsx+L/mveyv/cTUXDvqRr8r8A/+cbrfw/4p994/Qb8az/tdH7ckJP79Oq9B3fKXvPseGtUEaoqt9uNz3Q+fHwioHz4sLBtXgBqgdCVSEcLaDupMaXkjTdHDC2O/18+PNFq3Smw7ohDPblTuxp4aMBdg8mKaa8seWKZJsKUGPDUPF9QjlKqiPDy8sLz8zMf+7TLral39TW1UCCnwDzNBIFaVpPjipAkMs3Cr3/zDb/+9QeWS2CenFy0B4RgwqZVQU2kJOfspCKuruwLIsXMhFJaJS8z19vNrlkgx4iEwK1soIds+HkMUtkRMgyswTzP5GDMUB+WC3Ge2MrK7At8a5XYldhNB1OyJWAnT5B2J2ANIbiQrrUrj0X1JUNwDv+O9uNISoHUlGmaWby7MrZO7cFxJRbD12aVHhNKte8NCk2M97AJhkeJEbpdvwbIaSZ3XBj2yHt9++23O/nIl8budapVtTSwG8D3jJ8HsvA0RARtbb+wwVwM0XT6ut5tsCN+Z+jIYey15SQs0tRueuvmCj4tF3IUCp0mMxoXZJnQ9TOCZXqbKK07h2GzyRZipku3DkYDqTPFRBCDdUpIzrqmqGD6eqWYe5ucHNN3spQX40kUAxClmJilky8zT998YJoiH72aIpLQ1lnmxdpng8mDb+vG58+f2bbKtlaen6+05rt4F+Pxb4XeKr0JrXSERMrm5l+ejBNxeppAMGqy3pEwQQ8mrNI2p80K1K7EINRQHfR1kMNo9n4LraRowKMxgog1NqWx6O4N9zQN2u1ODJ1pco1JMbc+z1aJkRCYpgWAPgkTlhuqEg2E5fmJMFsXYC+GhTAq9eD8fgc2//j31SxkuHEWroI6XbCIkD2xHEujB9NP1NgRDYYY7ECIhJ6IDruuqlCUkBITCkENYRggJCFoogalqvE2jHDlHKK8Nc5rQRzjsofX8QcksE7jZ2UIdiLQc0dVKdYAEpIzE325ZPjqeKfjnG+qtqFJcHzWQkjbkUK0cxjzdqj1dBGkH3TqYAnDeZpsN04GFgmDtz5aR1toxibsfKUWcyarh88pcZknphhJEesMnCJPTzMfPzz57pSIMZNiNoRf7yZqGm0X3bbmyssT21ap1ZBqrd2z4KYUicmy7vOc+M1vfsM331z49PSByzwzTYkkkYD1yb8n8ZqS0cMHrdRg9fCAQkz3BlvMdX4coxw3xjwNoNW8d/xdni533wfQ/V7WWq0qEk0gBYzgFRzc5B7ByLjrKTG5P/uHjsfhqr+1Ax/JTtn5GkRMlNeEW22etp1R6fVPHeQrMrQsqjW94SFZOIOsfhzKsD/8vHf8bAzBmYLp/LvE+Aq9NybOmVf++F13ApLzOCPHai2QjOVlxKdKJOSJFhqdwLzM1NVCgctiE7EUaA/staPBw348q1AHxXUDhU7bRUzGyCmRU2RKiTlFljnzNAnffvsNHz9lpinz9JRI0TkI80yKCZigdzqd222lLDOlbKy3mW2pXG/WHnxLCe2GkddmUmQxTSxPtuCfni5886tv+HBJFj54WS7JBBpcvNTUdIfhGRLy50WUHdc+NeitEZK55DxUUUI0LsNRDtbemU6GeiTlkrcJTwghDS3G41leFvMISnMJ9DyxJKse4N2U3UMx2zM6QZqTsqhZJGxxjev60hhzsJwYksfre3dsYO8QNaaSCnSqVtfd1J2FVFJAHaIN7u0GI1XR0KzHRJQUgFPZ8JxDOM95yx0Y4UqpBqkO7h3H+HWk5Ktrffcn/yGMc8w23KGUkqGlvmLeovPT2WQYi/112WaMtKMLu+0S6i4aRjWu1puEnKivU0zUesi27zuLyP4a4Fo2neTxsCHuXp9zjoFlMo9gmTNPy8ynp8ynjwtPSybPicsSmabJmYwNcRh4ssnh0twxGA9CDJHQb0gQlpyZ84RqZSs3S3SyeNkv8unTR5bLzNNHK7ldJlMeMnYxw09b0vDAqr9VHh3Q4yiCVENMWqj2ms5t0LefEXQ5HZ+ZpnmnEx+KQpfZuBTracfewWSnqSsESwaeDFRKyXf6Zi3bvQGdEA5k4Y5VeUzmPpz7PE3U8gVcipreIQGTsYsGHUgaqDJ0JZRzqKT9yG2FQSsfYYqRkoQk8PK80vrXwwI7Bz+mk9WcK1ThgdTla+NnYgj63cJPKfHy8nLPHadtl7FOku56E6ozwaac9+LJgFput5Wc0l5GzDGBrpRitFa1NfKnT6xb5Wlx3L8a311KybHyxeW/g4uNnBKQITw04cBMgslq57U1JBrIJKCE1ogxMUliyRN/+Ge+5dPHC998+MgS4fKUmCaLi5cPM2maSGkiykSQRCTRGn69Qt6E9eYEmSlSipGkLhu0EhCZud5eULV+/Gkx0tJ5TiyLMM2ZlIR5XqyMKREtgYIdXzcHT52tWTCdBd02kgRaKSzLTKuRm+sA9NMiH55Qxkg4Boy2tUPXz1iDINFJITDlbNyCGkixkUI2AJ9uzGlGna/gXFO/d/c7IVjZd+dd7ErowUvHINLNoGt86PE/jNUjBiTEidt6I08TqRtkfHjx3VML2Ut/q3TCprRWmWLa0YPBOx5jtORm78k7Yo1gJcXA0+WyaxQM0ZLzGOf79OlC94QjEbQ0g2WPDfWXxWJsDzAlu1k/5NJ07Xfx/tnlfrSesR1lmHO/eXRiUlULFTRFtmoU4Og9pfZggekEtFUjy3i4wee8QcCSaxLccDjPvzEGlT0DP/uON88T0yx8uizMl8S8RPIUyctCzImYMlEmU2PWQGvDpfVyYbaJP1CPWQKrVqMS750PT0/7dUxL4sPThZQD04RjGZJN7BiRYM1NvXdKUYuD3dAFxxLYjD+gtFM0dWOCGdrQzQMf1cIdo38qxz4iSPdqiOc+4NjdUjDMwB6bh75j+M+L/124+uDuuj9R+jv+hlMV6uQZPfarjDCj+3OfYnJ15KO0DNCb5VGieE0zYPmnh7mrat2JY/49siENrcxxSiKR2soAM+7z4T3jZ2IInNN/qPP8gCEYXYdvuUyjt2DvXBRD8o1WU3sg4yEGjIevcS0dYia40s9jHRc8OhELC+SEZJRTaADHQ81RLHHYhiEIptaYjLRDIjw9LUbAscxMc+LyNDPPmTxHksuUmydiGfrQAi10mDrNhVjQTuqdUjsxR1roBCYLl4IZPUJgypNRlX1YIHRStHxKzqaqJCJEZmiF1mzHDLIeC7Drnt3f73etO807QSBZqq44j6HdMmGZlj1xedz31zz88byw3YCI8CpXwDsMwTs3w3eNfbM5YxXifWuyuNfUQiB5iXY3oiEchKbj865ejMgubnsejyXDx3VhKtX3ILpHNO4vzhCcd4jz5Kq1Oshi2w3A+W/AbkbK2Tq6uL8RY5RTzmDKk3MEWqhRa6XEyKSdIgF09CwcxiY5MSVd9vKM9m4TNYS93dXi9yF51iw0eIPNeFkmPn164te/+ZaPHyYuU+bDZeLp00yeEimb+k+MCQP+22IGIdFRgR4aUxRI0aCuLmpya5UwJZNOnyZynpA4woBIzAZOik5bLjGSpwz5Ak3IPaJNUAlEWZFYkd4JDxNxhHKAS7Ozy55JOIg2R0gW4n3n34CGnzUppniK/aO4WrPuqMZd4TeIx/59P97wyvb+lH50/wFOsKK0poayDMHq+LALhj5uAGMu1mrt7pJkrxwMMojD0/S+FYwMJYmpQD8mJc8ebBBhXhbYCqU5AUnZSFmYu/3+/Pz86r4DfPjwgVpX6lb3ECuKWP8IiTj9wgzBEDeBY3Hf8RM8TMC9BOgPoqkyx9lajIf6zBuln/3YpaLZ2G3Gd90E0rYSyKQwSon2d2NC5CRoM6DHaB02HYCjw+29w6jZNoJ448yS93g954wkJeYJ21YDRmUk9rs2+68IXcyzCAJB1TflgHjzS86ZPE1mJKZIjAFJwT2FY9clZUgJJMLmXssA44SDbflLwxq4Tkb49N6+s6cjgfrWc0kpkR4mrikc1X1Ch9M57T9vJHDBdtwg/c5bGwAw4zUUcOr2r9HkjWOBzR0r01rzkKbzNTuNupcENzFlowFj3z1LFdKU6INa3q9hkKiICILs0PUxzhBoEfHcgek0llJY5d5DMe/gF5QjCKOn3hf4wBPsxqB5e+WAinazfJsbgjllQw1hLCrmZtmlFdR1CYUsEVOqsthaUqR1tR+FrSpQWKbMkmdL5DhgKcaZXuuOI2jN+sqjZ8M7UBxT3mMgNEPnJQJi7JQWjqaJEiCmQMvJehySkmYhfEjE2WriMYjH4tlXeTQjIICY1p3GTqcRWicmLEafE9NTQqUZFiKZFyDRhDfvGlaaxbJhusB8gZhgC0bXtr1AXwGD86pfj0gny2iRtvzM7XqjiZVWDw7J42cSgwKfYdfJd8pd5kvMOLX2Oizskq2CEYJRrRGI4WYCJcF4G8x7sM9bXb9Tt0DQe0r62BME6+0PiHlv8XWl4JwsrLUSovENSBdKcUbjVnd+plF5Imd6LYhYZWhLE4sMRaTO7XYlTdHjfoEeiL2Tgs09lUJIjXItlHLuh7jvvgVrYRcRBuClKY7KtPboUq257j3jZ2EI+hsCJ2MMlePuYcEwFucxiEosfaaeiXWUlWdONOwlZHijD6H37gq044a3NwEwY9hks53i7L2M6sbZFRwPo4NJtYN10Y0EWTQXckqZnLKHA+LdQXEPCfaOIZUd0txVSMl2tahqWf/QIBi+P3vZ0TQU4mtW55ggTzBk2CLgu9OXfICzu7mHB13pX9hRd4Xh/Hq6DUzIWNRvQeFEwqtcQPSqQe84yCrsRiSl8fpYpMexeh9/H31xHgnR8fMWAYjNz697fGcilMHBlqKRx4Y9P7IQZPQNCNoc+u5fqY03S5WPofN7aP6/RoP+OH4ehuChuWUINIwF/1glWDej2NpdwGifHf3cpRSSGI579LqHYF7Fo4TZ3Xm4IQBbvGPzHNwFtRaDvU4TkU7tjbbdG4GylX13GXHnACENR02cJbhW6wycR8ae4BnzEQ6MyT/+3/dZbe6w5wdESKp3yTETHnVobjLPw1cH+w2RboZAkv2BhN3ohB72jr3e7+vuR2h2EMO+6vo89fc3TwquLy8EEb759Om4P6oepnjD0xsegaUE7hOyEthzC7i60TDArlJgocrONzEEVcP++/h3nHrvfTcO471h5POcbMd1mvwpTrv2wP75fl9GlmAt02MixRjRJTMqLqYFaZ6ohEiMC7DR1IRVx1w8Y2uGR3AONR4Nw/lzvzgRVLhP0IyFBQNDcJ8XgCPpspOSKqylvBde/WqcOxHP7uSR9IrcbldjKQ5vg2zgeBC7i9kPj8Ba0U3ItJRqgpvJufWCxaz7j3bfhMZq9MXaOwRzeTtCkmQ0YSdjGry1W3I+vIruxxo7hcR9klox2jNn2ui10ls7oQr77r6Pbo+jCmMtwFVOyMGHf5vqXpkYw/4fLGTxY7Xw1j3tbya9bGcP1GoGYXxmLN5+eoadbud9cpXHIjkj9wbA7DyOUIFXr5+vJ3n34fj+lBIx3ZetB908mJfaPAmreppP3T3AN1oJf4zgz0BPvmf8rAzBwUdweALgF+RG4I7L0Km0hkZ87d7sE3/8ZZm6z6nE6B6FfX9n28puhEQipZVdg/BxjIVjNd4DmjuwJ6EHqsd/BCt5TtOnXc0IEf+w2k8Q272DVw6CmidAJ9ZqAB/VPStvX+biLiFhsSjuEQB9kGeMIjZmoTpWHtsMQLWHOMMQ4HqIarLg0o8MuuAaCGev4fSsBq9BFLnrrQdr6RYn2nwrYSdy9Ffsz4vRFW931oR0u7v+0V/VHSbQcdLQfm8s7PhHKfLRnR4Lr2n9QUMw6MluTrGXsqFip5x4enoCMGEXBxZpg61WgjNE9/Z2aPR4Pu+FDv/iIMa9d67X644cfO2CGm/7eXK11l49TOlQ1gKitCh7SaUUEx0drtw8Tf6A+54NHtTUKckuUNnKoXFoHopnnLd1zzOo9r3TsWzWaaYtQY9WnehpRzmaoQ9ohRpNIn306otj0W3hDw8geuuk45+bYslDf2xJCJId3groaXF07G80cFoNPsbiF/ubIFDdA7lt9K2wbYWtWTg0XPth2EzezaTdijaKeyMDbh1FmLp5CEMwtW6bUXSlhDRn95VhYKxPoRvj6Kv5cSS8jlxB6Nbpp6rEndi2oe1QUe4S6Hto6HLr40huXFJKBCcGPYcLY+xz7I31aXT6dqPFQ7Vt24giaCmIdrqog4dcfKQKlGbiyD1gSRnzDGsplK25RoKXok9iJcPbeDSWj8nNnzJ+FoaAzp0RGAageEzeVKHpHr8NxNUYg5egPSRTRASCog7dnKb51VcPlN+QHx9uXK2eoPSd3UQwjgrB2qxc1lugN9w1N9TfgEwPd33gClQMj65AjkcSzQ56DvA9OFdHnp1iXVRH0O4Xf/obiZ50GpBacCmjkSW7n9BdzQNQZwxVhWbQX/XF0aoLl3qjk/ajxx/Y6c333drvUWiOqAtiDThN0fC6FDw6KO0S+g9O5EdX925H7iMMOUmrh8MQPB7n0Wt5RDv+2HHuTBxHSAJzFC7ZwoaeI9Jm1rXu3pOd66H29aXxiLH5fY6fhSEIYhn0oKZZv24rpCMJCE7e4O5ldcTVaA+GU37BtaqHOtI8J+Qk9WVcBZWFgbyyuHC0N5dayVVcxKRbBxnm9loCJrNV60qsrRJZcBA80InRSEK6umLwg6upql5P93LnenPPYexunic45wcULAs9qgfhBDA6LfQ+3ACO1x4Nh90s/KZ6PVYhmK5gvW1st6tJgbsLe140qkoI4gzFpnOQ5+lgRjqNlBJb2fYJrN0SWLVVS7YN4pB+YATuJ8Ybk6W7y/tG7HvmPuwn4zXee6wKbNtmu+0JTv4lQ/ClAtKgjAPYyraHt+YhmNbCvGTmyXosLsvsmx6mWelEKcXFacam007nMXoNxMuwj+PsCdwZxl9aaBBCMMz76XSamlpsqQXdkX5+cd5AtLmybtd+uFD+wbELr0ENp56yJazmmcvl4hNAEQk7eUicjajDvqe7R6BfcAstmdlqpZS2eyvmlnqvgnsEe7JQzUtf15VIZ1vvaawG0m2f5MMzwDPjP4ai9mwE7ITPJ+//WkceQem9sm0rdS27ynFr7hW1tiMwa630Dr/73e8o1ZSMy/ffEUMwKnE50IYiwjJb2/DI55wX2h3CLoQ3E4J2Lcd/B7Kwf2XntISm3v3deSMYm8ZP2VnNCDm+ZFQtsI1nux7Pc5QScwrkJHStvjk43Zm4l+QGq75Tvftd5/cTxs/DEJzUZ4ZVlmi7Tk7WhZZSIs/GinN9uVKA5XKhlsJWthPs02mfpgnpMC+ReZ6Yp5k5ZZ5mlwQPYoo0Wkl5IaXINE9kn4vVZYtV9U3cgapCOya2udBmCMzGOFDJ3Wnw/F8XWu0wHzV0e29AXt1a4Lv92OXfcu39I3t58XEd9U4tZd8Vx8fDaC7eGj0UgiSqdqNyr7bwURM3HejJ1uq+s29bMbo338Gu1yvB4+2PHz+aUXfS0e+3jRwT7U7A47W7PgzBW6buHA6M7/waj+9uUB+el53/AcjJOe85iveMgIU8LZztq4OmpswUJ+q6cf28WrOYiGE5kvFL2GcTVQvgmpkB43rUV6f8k8bZEPyYfMHPwhCcAUXnGCnnvO+aeZ6NBCLAx5wpt5WAWfh1zUdCDycHaabas8QZCUZ4MWfh44cLOQYynZgzkyRD6enGtsF5j84heJeieFiyUeoGCKF0KJ1Go5a6y4r7V9N6p/XAqv1OHn0gR7baeXlZ+e133/Hd54/8wW9+hc7JRTAMcbaX+/AwoYv9vbjns3sO2XZ31T2f0L2LU5uVXkM/JtqIRcMtmG6BBC8cmI5Dq9UWfiuulKQ07bS18vm333F7Xvn88kzpyrptrK0Qoxkv1c6Hjx9oCnMWUoCX9WY3ZbLae1X1++MCq3QivtBOi34nmw1HGRO8ihB0B4Ht80jM6BqWoO2dkqpK6IZ1GBwIAQwe/oXE26s5qiYIC+wwYummNUgUK71uhdiNfzFK3De3pp11a57sa9TSuW4b371sPBf4/qWw1WaycFqRWtDwPiauNjaZzs6MNcqg4Y0N7Evj3YbAWYz/Z+D/6b3/xd+nCGrv93HOW0O17W2X5zBhoADBkm9nrsPz367bxjcXp7ySYA/P6/KPjEdjnLO19v5Y7MadqN0SnKWWu8nT1BlqwpGreBxbMBHM68vNj+3XIQP4c/rwWPTdKwqPRFTDCDh0Gu306ghHT/qdo4rby9VYmDelajNDEHyy91N93XnzajM3tpSVrWys25WtrBQ19h7LbxzdcnVnfDZG59rte8Yu3vTMDuQ5kFHsuENkftnN3XMAZ0PwUGL82ng89iPu4UtDvKXcBG+D3SUHvOF5IaMkH1drlZw9GtNOV9jWjbVUthW+f37h5XZlLRtFmwHjfioY5ieOH+MR/FvA/w5847//DX5PIqhjZxvG4CxiOpKIqobkExG6Y8s7I0l4KPuMMRh3Us6EKNRWuFwuLkqCGwGBbKw61oJwVAbG+cC5czEa1XTvbGuhlMamxw6y16CD6QBupbpS0mHgSqnM8wSZ5lCDAAAgAElEQVQ0alN+97vvaM1YcLsqilifuqoZheNkOBIgzaF1wz8VqJXu8GZVk9xW1V0DcjD6NlXKbWW93bhdr9RWaXQkm6R3dJXmMMBBQYmR3SMCZxxeLeN/K6vvova967YiL8IyZcqmvFxf7JakuBvuYazteX85NzBATGebtyf7guVgzpDp3tr+/iPV/CMS7wxe+5IXcB5WpRJSntFmO7FRmcEgMkGVWsv+vC0ZnWnNZey6cLs2fvv8me+fX/ju843ffl65bWU3As1D0aZ6h3I8j7vXwv01vvrcO7sP3+U7hBD+UeBfAv4L/z0AfwETOQUTQf1X/P9/yX/H3//nw3t7IX/iyHlwyL12p9QpzExf/gCsdHExzWgw3HmaHF+QTz9Or+W7nLHqmFJzKYVSD+DNeGi1HvH0CFdenatEUpygC8/PN263m6En+3lXCwegaE/6dY7g9FQV8PfVS6xdB2uTufilFFoplgDcNtu5aqXqRq0rqqZRuJbbG+rODXbiTfv/NE17ok2CcfEvy7IrSx+5hI3VFZfPY7+f/eu7ue34Z87Eoyy7J2Jb23++5hG84jPw87gHN91/9vz5nPMuoDtKpmNOnHMf2nTvj1H3ELrqHenO7bqxVmXdKqUZTvO6rdy2lbWVHzRK5/N767p+ynjvEf5j4N8FPvnvf8DvUwT146DtPhKF8JqRZYxxs0d7ZymvUWKjPCcCUxIuy8XixxyIkkjRev1TiuQUkRE7dt+ZdfAkWsOI7YhwvXl5UpuXFuNe+lNHEQaOfgFtfQ9ZxFmRjAjlyhSgbyt1K25MglVOdi2ZgTE4/Wg7rPwwEF32e9FV9/LZMAJl2+jV2qV779RmLLspGe4hYCEECBpuNJKlEwWopkCkTrKZRLgC4eIEKk+WsBUA13VQ6bwUC3niMlOxCsEkh7dxlH5t11enSh9YgscQofviH9RwhIB6cniMI4dweBznY4z3zrvn9Xp9ZQTO4/AibJfu7hVt240g+QgLANWC9pWUjH9x1PxL7ejW+dPvV56fn/ntd5WXFZ5vhT/9/ju2Vln3NJKHBf0gxT0b00ejNcLlcQ7RVZ2Mz1LeLLO+Nd4jefYXgf+39/53Qwj/3LuO+o5xFkH9gz/8sz8pYXrGur96L1rLcU6ZD08fuFxmowSbEnNcyNmUhcyiyn4n5MyTeg7tO6g3iRjIyNfhG52TZ2+gqe6IRrDQoNbKrJXpw0RpnefrC6V4tv49crb7wzWvYOyM5hUc/Rmt287cnKNvzz+6WhDNWrJ2wY+cPMEU9v5+EaFKN/qtbAQpSR4aXKYJmlJOmhOP9HEiwpSmfaFZ6UwRd0pHQ9F5538rZzRKsdF7Lu66KX9gJ93P9+HYZyPxmM/Zwz4drevmffb7iOUY3XIIKVmVIKpQu/Lyu8+060ZfG+ut8nK98fnlmefnZ25NrcrwhVLIGSPwU5GDPzTe4xH8s8C/HEL4F4EFyxH8J/wDEEH9sSOKoDES35gAORkl2TxPzLMZgZwzOSenzQqHa5WFJqYQEwJQHdF7aoDRYOpE6qF5xbLeYJ7AuUmpu5u+u4snQ2DuYSNoIcgTVTufv3thKDPfubZ7TwD3s26vFgz3+aAd3+vSXa3JJgmBaMnDcd9ytkahLojH7l3t4iWd1J57N9c1BnoMyJT59s/8hmtR1tUqD7t2ZFNola29Zo8eKM+BMUg5GUvUqSdkfKf2/ooP8jxGcrBo+2IY8LUxnsl55z97EF9C9g3AVIpihRuRQYFxGvfQ5HUtZExB+k9+9x104Xq9stXCdSt0BA3WXFRrtfbzN8b5Xo726d/3eI/k2V8H/jqAewT/Tu/93wgh/Nf83kRQbbzK2g9tOH194RKtkUbfuClHt1fcE30xmhDHhw8XEqY5OKVEDJ0Uoehm5XpVtFVSngwFXivrttK1U5uVBAnW9dd6c11B21VHbNi0s5bNFZSNznzEk7VUlsuFHDJK5GUrvKwrW2m0Uuh59loQ93C2EzBoxJ2Dvqt7C+6Ik/d/fWet1Rh+5KwTEAKExPx02cMHS24djD2tViQGtlromIBorZXJ2Y8uy7Lz/rfVrjdEIeaE6tGBJ8G8tiUtlsuJB9HGUDDaw6eTQRjPdqeKD4EyXOB8ErDlSCKO3x9b28diGkbp3Lr7Nep7YyPaCCJ8WBZT1BK50zS8b9G2ioA2e+2Pi+36LQjX28af/snv+NPnF76/rbw4fqA45fm23ZjmyOVy8U3g9fmcew/AQtT71me5y9X8w6Aq+/f4ByiC+vhQtJ3yAPGI5x+VkcfffvrmIzkLi7P0tlZPnXJHODGYbUK0aoVgu78C2+blMQ0ONw5mCIDm/xfPCxQXrlRVOmH3BOxf2UMFicLvfvdbPswzIp0lKr/97jPF+Q0HLDnHYM1AXTwz7IYgtB14c3Q46o5gtBKgAZlad46GaMrSIsalMC8zgUCTZPoIyQxCrRUhmAsskRKCeT3VINMpZ7oEQjtl36NAdb3BMFl7dauIHAYAMKHSLnvPAVgvwMjwv/Uc99LgG+/pqTIQQtjzSQNK/Dge6e8HhPdsIMbcORuQYTAmv39bsyRsrdUavji8DKOSr2yb5Vu6BqoU1t55fnlm3Srfb1euW6F2WG+F4p7GaEqCTinVBV/vQ4GveQL7534iKulHGYLe+98B/o7//+/xexJBHXJPKd0v/uollABIb0y4eGgS0xdsjRBPNeAAaZ5JwXYlCXD55leklLksmWWeiSF7UqejMVEQWhBCm5GQbZIQ2Talbja5tHdKrZTWKP4wSmtste5MskhAciaOEqNWtsFHnwK1d7SCSDIUYYWX20b4mGgpcF0bRQ2IlAbC0OG/1ssgXm/33IP3FtgkvO4JtR46PRhteqeSxO6RRCHNQl6EOFn1JIfFkoqlG+Iu2s6kHWIDZUPq1VSJZcbEQsQ8tCBAsmSZS711bdAD2dmDgoQdWCNB0N5MdCNgNHHqUnIDgt1N+xA6IuyNO9qOpHEMvtA9T9q6If3CWMDDSHLflXfGCTxWRmI65Nn2sqmPpsYX0TRQtbNqBYE8R2snr7BVKDXx27Wyro26VSjWhHarpsP5xy+feS6V79crt63cNRi5vwMIEpLnGQ7j92icisOkY4y7qtO+ls7ewUPS9WvjZ4EsDOGAGH9p7LqI7trtCR7Vnfddg+EG5nxgyKdpcgowazOe54neHLHW2DNo58nyOEYM/VY5bOQCvjRKrdBtZ9VmE7y1hroGgKqy3m58//l7br+eaP3i/Q0WO3IHpj1lyPWomgzvYAB0HmvoIkYcOs1Gj55zdu4C8yCiRGIa1RKjMm/SiZv1e8QYkR58cXWiyo5hAoMWt7JRtnKwIj3stOMejfdaa3dxeldFRfZQ62tDdfBTWB5EPXH3U6vUZyKRxzHCCFWHP38hVzeasF7WG2XdaKvng4IxEF3Lxvcv11216UvfNRb4eeRsice3PIIx98c4f+YXBzGG+7LO46R5vAnDIIze79GqfHm60BQulwtPy8Scrc/AaKUtbkopkabFXWnbkWqz+B0ORKIltyzuHN2B3Q3C6H1IKdHbgRx8fnnmsly8vdhDhdaMQcdp0lO67x1/elr4/PzMdb1ZXqFjYQjN+AlGH0EPgO6AoXEfBjR4GAE9kYmcOfWj6xfE5LTiKbrDUSAlkmfhrZHOOSBe9QKYFyDSyY5q7qf8TZ6s1v7oWh/jni68j1zIeFfV8i4ngpJHIzsM3pgPnb57A69wCKfvejzOGdR0/qvHzx2LKbz2JE7Z/EFGqgprgdu68XK7UnulKXy+XbmWEWryapxzF/EN7c7zRvloKMY5vsV4/IuiM39rPDK3vmUNU0qoGK1zFNOoUyLLsvCrX33iw2VmeXpCgBRMadj4BtOeBbZdMLwiRH0ctRRqawQJLNPC7WZAIOW822Vrk65l75FQtZi5BzwBZEi8UgrheiVn5enXH3h+fqF2gyZXdRLMwWjZMQ9BlF79XvROcrrrwxOwjwevsw8DIDEyzbM1YokcLcwhwLJ4h7PVnEUDXYQQLNEUPctvx7XQoTuk2B6JGctDo+D1fTwW02s3VbueHZ3dIxiJrjPV/XmMRKl2Ix9967vvxEe+YFjuzkW/DHMXMSTrWs0j7MHCs3O1aGuGJv3+ejNDUDdebp//f+7eJtS2ZFsT+saIiDnXWvv8ZObNvPe++3j1tCF2hAIpqI6IIgjasSPVtdSmFjarsFmt6r6mIIiCoiJUTwrFvoUotsQCKUpeFT5vvXvz5jln77XmjIgxbIwRMWOuvfY++2TmlZMvYJ+1z9rrZ/5EjBg/3/g+VAEu64pc7PxjnPzxMYr1uRLhzXLqcN4jJL4lDF86PltD8JyuwfiasWoQU8J8OOFnX36FP/yDX+Crt29w/3BvNxgmusnEtmvVCvLEkUhFEYAG0HtQwQhnElXUUnH/YGITXaPxcvHjrDgejjhfzmgtqNmTUjlnqMf95/NiXHYpQZcF0wr85s+t9//ycEGpCgTfOZUBaufn+om8CXus62o4AtVdj0Bv6W18+SEY2KftDk0roRSvUEwOTFJnGWqf41+t/k+HswYwC2IIJjnHxutwrVzUxnOGQEVNs6+9b8iCX5N0tkFEEOcAEBFLQoo82kV3GpUvWBS3PmN8v2JbvEqAVsH5sqDNmVoUSxHcX84oqrisC4SCMWsHBov6++31jbIMw+e2547HTQr+uXMYN8kWJjRj8imIw8/DENDHpc6u3aERL95O4tWrVy42ori/vzeUYFkB2I51OLy2zO9lwfn8gPP5su3mzl4kxXD5I9bbQghrTro73XX46IhTlypdkabkgvP5jGVdjGKbgHVdwJRwPN5Z/4R3qUUJiNOE+0tGXgAphBINxQcAW9as9oVIzJ1vYcwL7Fz5VrdPqcvEExEw7GBwGnJcOVujUpBU+16rAMDCAyKEIuBBgagh3MYdrRnxbUfXDT3a4mE3IO3YA21GYTyfngxticWWm6Ets6/PzJ9xxw03FtS1B9rG2HCmBKQ4YVlWUDDxEqkZosCyWDu3VKONXy9nazHOFi6QJCRLy/SOwTEcEBHHu8z+fWV3LZvYyZj8nJxyb1c+HMLr8bp+bHwWhoBw29o9R9s0jjaxfvftt1b2WxZIqbh/9x5zCmC28hVgC6QU292rAhxjV5gBrHRfBjDQiG9/6rtF9vyJVYxmbVkWxGiiIlytdLYsFhrEKXVQk4jgt7/7Fpf1Dz2GTEZmqezgmgGs9MxkH0fLDbAr6dweujUuXY3mdbR+AENwmsBJ+z/cOIpIb3l9Dt57yyPoToq/T4fX7HIhA+IQGJKlZEli8v8/NZ6O/fEo9r9lCJ4bt7zWjWFof12A26jfFi62140b33UScfyulNLQ57LnM3xuY70en4UhANHuprfHtsBjjLuFdl0S2vq+pZdP1nWFcIBWQkrbc4fjASlao8k8z7uLRWw4bWuj3YxAexyPoTXONNq0dgwtQQiYC22sP+KhwaasvCwLUjq4RoPg3bt3ePfhA3K1hNIUreMyNMIR3XbJJsN+C0x1dVn7ebnfYNXIUq0Y4eGAtTfH3QzdcPuGZLOQpH3mZliqE222dz4u1d3O7bS/b20TzUvYXtdc3jywCl1/RnbuyHVde+fouPu3McKHW9iWYkQevToPDXb3sn9WhJKVtNm7A/OwYdRah56TW0Zwf/6dsfvqWJumR3tuVyHzasv4fOtHaNevnYNtQj+x0EBFNlET2QQcnhq34p8YI453d12bIGdjM57j3J+7uzuBOYDiVl6sHpMFZsQYrHVYBGgegejGPzgYgnVdd1naDlL5yOJ8//49pmnCm9MRuRQX9KjIecUlr1jWFfUw22RTATmDM/Gn3Spr7+WtZ99BUWDbPXvqmgl4gu+nVR9iaEaiQY+f33mv4/p23QJ7+nO4jto4J4OFQOXGfR8Ny/UOHWOE1OKe3tMIwTZuaWI+7rj8tNG+r5Y6LHAnGrmxxMYNro0x0XfLe3kqdG5z8NZ1/5TxeRgCNZKOSGxy2ioIBCgpoNWorosY5IIYFAOWgRFIRRAmayCagmXKAwjEBtAJYHCaUBEQ4oSLlL6nzQ4h1WogoZwNFcYUO4y4KCFXRUgzzs5Zn6YDBIy1ZlSfzCar5ntjSEDwltTa98ve5FTzggzB4fUJpa5YM/Dh/Rm1aJ+s5gy4OElnFtn6AIia8Cftdmsi6k0x6v9G97oChcH9rqCGXHSaNZNwd5gyKgKrH4MYxymCtV4XBUrFHCMeOmlMhRUlgu96K1is5AgApayAAOlw8HPknrOwHT310IPg+ogwafv2GsAXC/Ouh2MMfq5zFfbdmzEaPbimxXArpOkYDGbUYhtVwmawViGEw4T1coFSwSoFVQXndUFRK4UqR0T3NPtipdvuP7A1gEXL7/ZHb3GABnSYNQAoHnsPY6L9Jwco+pgli9Roq7ZIM3gybFTQaS2Yh+MBIZrbdJgPOBwsC8tMOB1OfeK8OZwMObasOJ8vpiy7PE0r3aoM1l22xzaItH6DoeHohqsoLbattXtC3324x69//efIpUJVcDmf8ep4hLJz6qluvr5fM1J9cqfYvY4NNlz9+5tiEZECMhCDKKOs1fgLqv2flLsHIKpArSi5YjmvvZMSoA03IQBgFGaP7ym792cL8XK5AM5r0PARRjIj1xxMu+sH2Dz4GJz2U2Lkj42md1NFUBkmoForzpeLNRJdhUC24ydkYoCDLdey/e2psRmH79dYNH52ctGYl4zPwhAAuJnJHUc/Qd6yri0b3sIJw7OLl8sIISXcnU44HI949eoOUo3FOA84loOXaViA8/mC9+/fO+b+9miNQzEmhxZvzzcj0P8/JBy392+GoJUW53nG5XzGd9+9R1kFRBHMyUqDwFbaGw/kOdbf8XhbqBIAqk7prWwKwLC4X+EiI0qGlV/Wfj6m77BP1uXsPHxLxv2He6xSXBtwExfJpWlLbMcYOGAtBrCKMfmjvb5KBQkhPktLig3v8YL5/WMaAoMeNzh5YzdasHiIeI1zYQ4IQSAUEMiarVsP2XUFbP8+T5reyK28ZPykQwNgj+gbd9RbJzaWgEQEh8MByT0DQDDPE07HE7748gv8/Oe/wDzPCJ7VNvqrhHmaEAIjCiGXgvXhYlDZUvDdt9+CIVjXc/8+wBZVY0FqfQSijyecJY+2525lgKMfz7IuWNYFr16dADDuHx5wOZ/wKiVICJ2tzFqNPVS4GuT6Btrq/VBU3cIHrQWqWwwa+zU1YhIVoOQV61JQ1o22fLks4Lo1BrVmm9U9mXUt9lMLlkaW6teiMoBsIq+9oacIQphc1UeMpelqWOZ7n9yjQY2q34sbhuBWkvD6b+1zxtGSjE+BjpjZQFYAiod7l7xaXupwgNSKh2VFozZnZhhVvnVasqVmHlULnprbAJzO1SHsvD+ecdMsz9i6vxCAojb6zR0WgIjt7C3hcjod8ebNW/zxH/8xXr25wzxP1o4ZY6cGA9ChqSnNOExWMZDL6kzIFyzLBU1GC0NCrDpXwMuPeU9Rdp29boasGb8Ujerrcr7gw/sHnL9YUe8qFNETfPRiLkvbtU3wcxT1aJwJRBYmqHcWtiSoVKM+X1fBulxQa3VDoE6jph1Pf/+Q8e7ddwCs5TajoKpVUBoQ5iKWwONawNnOf9YtQbapUtk1MG4DBaYNO/9U3A7gpgDttSG45RHcWhzXd/bWa2pDecMa33I1MFYpzgKV96FkYLaFHxj63Gr9HmNH+uKPt851WZafVo7gudG8gqLmbpHvpiEZn8DhcDCtwjAhRFPWARFSioAQWAIURtMlIggx4HK+YDlfDNctBh9+eHjA/f0DGlBDyooQt9IZe00e2NxTZkZjFBtzA7XuPZrxVvRS1ZwQOUHzxXINVSC5Yl2MMXi9ZOh8gJDF6dzRgls2X1veYLjZrSdAKlvlo2kaEIBonZ7VhBIBDahVkFczduuSkRdBXq0lulbFxdGbLcRZq+D+XLEW7i23Ve1HlZCL4SQ0khO7bF5d9uvRxWYDA9mvJ9mR5lABZURlnNIBEbxbZF0odriozLxD6d1K+LXnP2YcRiDP+L6q4j2yRr8eQ8KSi0nfed5qWY3LMqWEdV3sXnmSm9QS3SlYQnw8Vtuc9s1DexLdsZEo7P5/fb7X5/cXxhA0OXI443/wNOp8mDGlgJQCclmQasCf/dmfISTG4TDj1avX1iM/uOWN1IGUO6f9Kc4otWJZVlyWSy8blisLv+a8tRXfGLmTmz7evcbW0HmeuofSxjTNuL+/B6vgN9/9Dn8pfwPAW66vwiMReTJHJl7mVCVUDfuefQYiApQFqhUqQM4L8rpCiqKUinXJWC4FOa+WFOu7nbVtl5yxrCvuPxS8//DBrsuyoKKAwlb3JyJUVtQOFrJfErCrebN3nZoqtGCaIo50ALwqkEIEiHfe0Jj9/32Npto8ZuIzMpSC084/ZjIybH/YeXzCAHGyapd3lDPwCCsxhsBtvmr9cZSPXjo+O0MQmLGsy+DmNdRf6zcXzAcjzmRSABUpRcxTxPlyj1fJ+FXt4hLm2TwF4yc0jwKVEF06Kz9cMJUJ3naHD+/f+fcaRTfxBuKoYoq1gLlnJRcsuWzPsU2GnPMuDs3DLjNNc59EVQST5xxev3kNEsHvfvc7fPf+Hb56c8KpzJicObcn6xoIaBit1wDAILO2r/lrBQoYIWiP0deLC53WirwYIcb5vOLh4QGX8wUcGA8PD30nLcWh02fTiQAcOh29KjFg3nPJPY4vpeJwOGCVApTcy2cAQLnpKxYoTSgPFSkmnBwJut3LbYdm3nMGXGNPxtdf7+zPhQbj36/fF2Jwr9TmAQdGXp3I1sFEMUbM84wMwTEYiUklRnRCUa0C3Ngo2ghD8luHdHXbOJon0PgQr6tWbc6NDUcvzRN8dobgerSTtQQSME0BKTFCAF6/eoUvv/wCb968xTRNOL06IU4HSw5yQIwB83wwfIGXqUQENTupCRFKmHC5nFFdhHK5XLDyMjbE9QvbmIgBuLpR6SKpGzqtdrx4+z4FXDEpeNIyouvl6nYzqwqWvOC79+9Q9eeuOFSfzTIDQyeedyUC6AuzeQlEAVQLylCqPZ+dgq0I/umvv4WI4nffvsf7Dx9MF4IZ9/f3m+Gq1YVP98e1ritKNWr3holH4u4RqDbA2IZf6Ncne54kBSw1I65NoJRR5oLA8f9vrY9HBoSZTREKLbwwTsrz5Yzl8uPs3G2OXScL2/e/5JjHcjWzE5f8RQkNuitOtlOEQJimiC++eosvvniDb77+Gq9fv0aIEV999Q1EySjKB3KSrW5uYKPCtrOR6xG0HvEQDJQUOGAdLEFzY+1G2Q06HBNiyRAEbzj6ANGCWjPYs7zzHK1nH2mYXBaXN4PSZLQElgeppeLdhw+4v5zx5u5gHIhoZb/b16ir/+6um0mXqapRr5fcKc7axCqrIOeK9+/uIWKJLyWDaT9c7g1T0RpdtMBk3ytECoiAWjNiSijr1hBVXRMx0WQgow4hbrJopu0wXlvAkn+lqt2fXCDR2KLmyUBF+iNag+vL2D5beyjDvWkLgJVbHdgg4spOKkgxYaWCsdh8fZzcSWYAkOCptGEPKVpoMHzmS8KgscrSxqeQnH42hmDMoo9js4YCYgUxcDhO+Prrr/Dlz77B3d0dTq/uEGMCBQJLRAgJIWxiFFoNpWjeRUF+f/FSWMZlWXA+L3i4rPjdd++wLquhBdlKM6KCogWrZOPaCwMMNBBIZ1zOHyBI3u3HoJCRUoRCEaaIQxj6GSA4zMkAOFUAEHIVnBCAwrjkimVdUCRjYcWUYDRuFEz1p2rnEiAir//71B5bkot0I1BqRS2EKtaNpo0urArOyxlrWfBwvmBZKx7qAk2CoE4OqqspU4eAqgWiGdzapJ19NyZAQQjReP5DmBCIUErFFAMksPExMsBEJn/mE75W82ZiIjAafj5BqsvARUCS8UkgGN6jzYvrJpt2X65zKmNepxkV4dEgNGO0oRkr7FLbogekGqKyFKOyhzK0AhERohUrEhZZsDqlOyswgVEcSdRUtSkBrNucNtSgg6hEoNUSt6zoeYp2oC2kEhGkEHGWOtA5GtXfdk2kl8xfMj4LQ6DOCTjewFav3+IgRteRq6YvsFwyAi9gikjJkmQQweWSOwivacubW2s7WcwGlGnNKueHB3z77Xe4LGdXQ37Mn/jUEF0AKpgPDOaIEGaAavcccsnQgRa9KeuUEnr1IaYEATCfZiwl4937Mx7OlsUvc4Gw8diNhD4d5OOPW5nQXVeP6ddqyT6tAUte7bUxGCZBCcqEeDrg1TTjUBW/ev0KqIqyrPjtb3+D74ixno1zgRVIXh6spfaGIqHHO2FszUoxYJWKJIrKQ5+COE6eLK9CpACClW9VunhrKZ6VJwYLY36C8vv3NaSK9YTodr+uhzUc7f2MNpdbw9u4yRns+vczYow9DL2uLjz7vpe8iIj+EYD3MENZVPWvENFXAP4bAP8MgH8E4K+p6rcub/YnAP5NAA8A/rqq/m8vPaAqYq27reTUYZlbC26tBR8+3KMKeg03pYj37xOYUu+fB4BlufRyXkPGhbLFzkZXbjGuuOR1s0dTSliLdJqvUrYuuBQjzpcLlvXe9RPsUloiZ+/WaWxNJqmDYmLa4s8QGLUKJpgIiFDEWsilvQzAIjCMOrlE+qhh0BOCaHBtsh6NTm6qvUsS8NZVsZJVjAFHir23IoQAEiCnCwjAq+mId+++M6OyrL06wsQIGhyvEVD8OMb4tNYKjgGTKM55wcTB5eP9uBigEBGC9UowmTpyDPEmqzGwdSy21vXr3f/6tW28KM4OowIT/H46O5MGVBVIli531pChIQTAPczr71z9/zsQ0A1cwZh/msMEWbd+gWmedlWszfMJN7s7t9eFEZX+7PgU8/qvquooW/a3APxPqvp3iOhv+f//Jmx9W1sAACAASURBVIB/A8A/5z9/FSaM+lc/4XsAPO4SCxRRq2BdCqaD4P37e3NlHxZM0wekKQEakFdb5I0ltiUJgW1izNDuMraFeTkbkxEYUHEREraORNXk2XXTRkwpQVXw9ou3ABtQx1xiazsWD4xbQq3kBaaau89mA1uSSMQEViIAjgmCiJwraqnQaAuebwiCPsIoOKAIQPcYcs4oWQ1jAYBSxHw4IBxmI3dNB4SQcHf3BjNHrJcL8nnB6fge6/GM13d3KKXgsiy9QjJm6EUNcty1AN3w5lLAKZqewjliLYoCq1JwYBwCQUNElYxSVtQimGczuvEZsQ+mfdXg9zlCjOY5XkzLUdTo4sYFn7PTvccEZhNBbd7DdWs0sM+RjGPMQYH23vHHSHJ/6Pghfta/BeBf8d//cxjN+d/05/8LFzX5n4noCyL6A1X9f576IIJHaSK9RxzAsAOPYg+MdS2Qd/dIc0YID9Z0FJxZt5o4h3HdjUCMlqhKeF8LVI2+7DgliJjbW+qKeJiQ/XvTgREkQUmQMCEdAgKb7nyIAXNMsAjG6cbBeDg/YEoBq0+OUipKTY4xKB04Qu5VhBhxOh7xcF4QEIG84suvvoCAITWhCEFocYkDBhVLDHIIHSE4eqUtDLpmLAohIKkZxSnNuLu7A80HpJhwnGccDkdIVbz58gus5wuW6YySVyQhJLIS6nE64Hx+QAzRVJSreQbLunQxmvvlDFbgUlakUkAcULQam49k001owjUErFpApNYnwgzFA6pUFAWmaN8TYkQihhTDGgDAOnTYjYa14RK6sM112REexgzhzPX6GueNqCLnrb2YiY0DYcw7uOc2RQO51ZwhbGFFYrv3o0eidVv0DYV6OBw9nMuw7s2tRNgUllvJus9pBcBhj7O4pjf/kZuOFMD/QBbI/SeuW/iLYXH/GYBf+O9dBNVHE0h90hC8ZBAbyJi9rl9FcFkXR3HZTrcsBUDoZTcABkX2agFg1jsFxxG43FcpBVDBlCa/4Yb+qKvlLY7HI47HIygIjscD0jTh7nTCmzdvEJMgckIpRlz57rsPzkRkcXUpBefLg5U/h+TN7B2TIURM84R1WRF5gq4r2F3sCkCFAA0QFDMUFPcJwuvrRENnIYDGamyhiVU+5tk8m8PxhBAC5jThMM1dRyVSQA0Bd3evoSnjEiLKunoLtYm4Ro39GFJKnfG5LcRysZBkPMppSt1bA2DK9NTwImasiRzzQdx5JMZxa1d8KiRoHZfj2CUL+8G1XpL2OQNFWhWMDWRbFWRIAPs1Z7JW+nmeobVA2BbxtUp3CBtF2ecyXmoI/iVV/SdE9HMA/yMR/Z/jH1VViZ4qbt0eoxryK1dDfm40SWkhgNU73chDiPPZm4iMluvV3Wscj8feiNQ6E60v4WTxmoOTzt99Zyg5yR7HWXY3TQHnhw9I04Rvvv4a83zA4RiN4SiZsKqogHTxbDJBiuLrn30JSMCyrADUyUGsrGiNOhu7cRulFJzeHABEIGcE8rLmWrHmiqWQybcH62LTp6x8ozAPGwEpB5N/ZwREMrf6dDoiTckMJBlvIAGms7CsKEsGW4EEOVeDx3JAZAFNM+a0105oCMZcClZaoSI4hglgxaUsHWJbYbgLHoRep2gG2mTrTQTFeCXiFgYMp/iUIcilYPYwsA7Iv4B9Q283BLovF7b3AZvUXnuuJV9FrPxXavHY3F4XYwA5ies0z2CJkGzztXE5ni/n/pmR6j4M+AzGiwyBqv4Tf/w1Ef1dmMLR/9tcfiL6AwC/9pc3EdQ2RoHU8TO7GvI3P/+53oqlWs//tWsFAG/fvsV8POCrr77CV199ZQvck3rjz+Fw6HwHzGSJwwKUdcWaL1imCa/fvEFZ7x1FV/Hq9QkPDx/wza++xqtXr/DlF18iTQmvjp7sC4Tj4WCsQVVM/zMrlmXFumboqljT2icWkUC1YF0tg38+n/t5xmSyY5wSlqWayq8vrLUKLrniWIAcIgIreAAM3fQKiAYeQEKKCUSMQFbO5BAQEyNEQgAhMkNzQVVC0QXH9AopBEAJa3V+BxAYBDhrsfpz9nUECgRVcck42ujeakVEwFozggKFGnGJL4LIyE4wwyrWFRlmxOgZehFIYoSBnem6ZGjneVsTYxxVrBek935cVYVaP8OY1KsiWNfF7ttSes7j+rtLroghoBEOxBgxs4HOxB/TQKfXRvc0rtx55i3HcJ39jyl6G3zs7Frja1rF4DqR+rHxEln0OwCsqu/9938dwN/GJnb6d/BYBPU/JKL/GpYk/O65/ACwZYBvWfvmVrVMq4hNmJwzwmQX93Q64Xg84s2bN4MxiBtVl3cdrtk63LTSJhTqhiavGZfLGTExVAp++Qc/x+uvTnj79i1ev36NeZ5xjIZW5GA95lUFmicHJQnO9wsWXiC0oIHoahVUyQDZYgpkbcCl1MEYBGMUmibIUgEmxJRQa8FlXbCsCSkEw0e0yokIoIqnSkRm/AJYjZ0o+AIgIsRgQiux6xMSaik4HE+QJaM6bLqsqwmzFmd0qqZUPCbqmkSY1grUCskZeVm6GAykGs7+xjEGBZzq3+jYnFRGxIxAiC6V1nbiUkBD9+KnjLbREBuGAo6lsDm1vS57aMhMN3fsZV36+4JXR4KYFJvlfwhgAnPCGedOd3+6u+sJP9IN7zAar48lA6/7X37M8RKP4BcA/q4nHSKA/0pV/x4R/S8A/lsi+vcB/N8A/pq//r+HlQ7/L1j58N99yYGklAyz3axc+4NsnX65FpAIJBcICO/PF+QPZ+T7M+Z5xi9/8StwtEz4PM9oCrlttAaavCxYlxWlLnj37h04AK9eRxQYYOn111/hy69f44ufHfHq9BpfHF8jxRlQ6+xjPzoiwRoBKHURFWFGBSOhAqIIZcVCjCoWR8YQjRtAKyq8KYgsUTkjowagVjXIc11RSVAOM2oiLLxaeS1Gq1szQYmd99BGVwiOBZAVTO5leI6CmRCSgkOFanF9gAAIY71UBIkmeVaAWgilAlWsSauKolbLtLXrGgKhevJsrRWXnHHJqyfsMhAYaykoIlDaJnJIDKkZiTx8aTu4KBqzcmyntQoKA4EjTDvyqnFHBPM09ZJeuw5VbLESm4S59Sh4Ixts161akLm4crVVCJZaMIVkXZUEZNj3a2SwbB6IgiHJF/FqCkU0JUg0wpeS2GQpqlUdAjEmjqhaALVkn1TrTpRcAO9ChXdttsFMXU+zrQULfQQHjYazCAbpHnk9nqpO3BovkUX/hwD+8o3nfwPgX7vxvAL4D158BNgymzEE8DzvSEFvkU2O3HWXywW//vWvEULAn/7pn4LDZPmAFnPKRhTZwDysjS1XwQGI0W7s6S7iq6++wF/6oz/E1998hfmOcaAZMw4A2Ht5HWsKIIBxYMYSCogVlRiVjR2JiByJZwvO9E1sp2MIqtiN7zuli2sGDqgoWJYFi5f7DvMZU2RruEoTRlkzUSs7WhlPN7JSDPBdDyOYjaMBcG48zQYbFntcLhdwDZBs8OSSV5Q1o1bzpKoTkqjWgUshIhfrWbgsi7nS+YIihsg0XVSB0GPxkFIKpnlC4NBDhBR/SCHLRlOxGraTR6NVAaoUSKwQIeNY7IjFjcPhpaM1DYXDjIflgikmvH37BdbzGQ/1HtA2n1sTl51zqxAAjmWQulP/jl5pGtmfY4yIABLcEDA669X2mbWTunxsfB7IQsBhsAWH43FHxdxiK5F93NcESUMIPRFYSgHHglKLsxI5Kw8xcjZswDzN7pq7y+7qRjFF61345mf4+S+/wWFOONAEu9wjkw4NR60gVAS17Lx1mNlObovPjADIus5UDDGXl7U3BDUjmDjiks8msCImdnF/fsBlueB8STgdJ8TI0GBqxxbvtg7DDWJsh7jhDUwb0MMEb5VtYBQ17DWkqj8a2Wt1HIVqxVoW7x/wEKpk5GyyX8wEx72g1BW5FqyyAgFYs4G0QkrIkjd1dx9NJVmqdJeZmcHTHjJ8Cy8whpFjfmD8va5rrxq0hGH18nQb1jRWIKwoRdE6XK0DcJ9/Mdr5fSKxjerlxujdp/CuV1oJKRhfoVZBXbOR3MjWORijsWU1BS12Ne1xjB2vAHZGI8BAQ+IlUerEsUan9/sAFP3eBhH15B6AXscHtl3NsuX797Udftd1RYI0BUxz7OIPLVl4PM3+WabaEzFjmgin0wlff/0a33zzM/zBH/4Sp+OMAw4wDaUmUaXDoxN7tE9jBjUV4iqeVV5NBUcyFIYCrFV6kq+VLRuqsJTcpb8IhskXITx8uODueMDlbIQrB7KSKFpPgQLbL4+vaxud2EQFI325enjSGoq0Foi79VoEa12RS+7HeDlfuos6jlIXiCou68XcWO/REJhHoP0uthBlXxfv3trg84cYO+vwU+OlIJtmUMbuPPNmBCIjLoB237exHW9Ub+2nRWTMDDiLk5QKvSgQCGlKqIv0hjVla5YQGVuLPx0o1K4dc8CTXUzA7lp+bHwWhgDY3NlSK06nu67OI6q9y+Cap27sQe/Q39RQgLUnDlsL8TRNePXqFcplsXAgAG/evgIz44/+6Ff4xS+/wZu3r43+vIUDT5JpttYUAQmDtXoFQfrzaz5D1tU8nkaBVgWo1QyHFNyfl75gxSqXkFyxPJhk1ne/e4d5ijjOps+wsKkKhRDg5sdCBGi/PkoDDJVaPsNFZNjVk0RBWjsNWS2EkgvWrKjZjMG6rihrMZGWUvHwcI/L5dL7MLbO0K3W3jsbtaJoRRB6ZMCbslTggDA7uKi3m28191oK9COT+VbS8Fa3Xq/giJG9NGi5qDc2jYZgcMsbSnDcmDZD4J/pLNEtf2GgLsWlZpRKXaBFAwPCO2GVEfz00sFDZeBjhuAnx2LcRhww5sUbTwDbHaB76zla08ZVb11XEUyKGBnH49Qx/ofDjGmKiMQ4HBI4EKaZMc8Jb96ecPc64YgIxgnGp/PcaJ5BgEBRVVFUoLB2XVMpBopkz4YrqFonoPUGKCIpJNgkKt5sY4Ketqg+PNyjqOC7dw+IMeKX8xdYdUL01tamrEM6NCDBU+8NPoetckL+yF4CFLE2aCMwVagbJwNsAUtWSM3IdcWaV1S1NuVcraoQk6Pf6lYBaZM6Q0AhGD+yGqx2W6DaUaOb8WB//jFV2DhKKd4efHsFjF2srfpQ4YtiyJnsXoMIe6l7BmTq2CM8fRzbAm6JSe3kriJqqMLgbeM9ZLRcDpF5BSOgyMKRNBzP7WGs0u36WM/DdDVP2zUbKf5fMj47Q/ApY3TzGmKtKeMCjirkgGlKzm14NLDKMRrByRQQk+LLL9/i62++wSuePRyYn/9iAFuYUKCe35Bc7adU1FxQ1xVlWUGknfpL1chAwbbga7VGleJS46IWIzb1JwLw3bt3CCx483bGFCpCiAaRbu5qozunljO4ca3UMQhtYcB2RxFjMRa1CS1aoJAOfiolY82rx/zG0ZciozL6se9q4WMK5ZlhDTutCcqIY9I0YfFy23OjZcyBx3iB67Gu1ih1dzp1wFFjVwIAakhI/xERRzR6DuMZVacUI4QEeSlGd5cLahFcakaYEjQQSvUGJa8KaJVOa35LFv0lY1kWK2EzgzxJGKbHG9dPT9fAs97BFW1Lrc8Idz5/0Vrnm9GXTXj16s75C5N7BgGoBdOckCbC8TThiy/fYArJjcDtXeCJb7NVVwVkKwnLYjyAqBXSG3FKx6O3BWPu46Z/V8VQk+Q98OtqO2ZeV2gpuH+4x29/+xuc5q+R82rngUHbwNmJ7VcLGVqyrUmk98vdPAQQQLazqBJEs+ceqtOoV6x1QXb3tVGWs6LTdTW/iMIeB0K05/xrXI5tx04xIqN0JiQRsarFE96AiqB4Iu8lRB2tjNq0DEsp4HUFpghEc/fXbGHbetU7YLqIt0V4x1BUwXbv2fQol8WqJ4IKkgDBHqMgYmQmSnVX7hw3s4ZOvPZ41sWSlYfj8ban5P0N1ijXKmYVLxKAwOdiCKh1lRGEbTmOYcHHxr6rz1GEHhufTneY5xkpxZ4v4ERmGBLh7nTC6zevMGMGvCDzScN56KRU1LWYStK6Iq8ZNTs4R+0mGhTZ5cwBT8DZ/9daUGBsOFoFl4tJtl8uF5zmA0r21uv6pb+vIiV3/YduwzZGCfFHl7sbBas8WIMSrD+BpP+epoAjHQyy7AAcWwjiYUHdUqcij5Js1/dIpQIp9UagMGT/P0Wwk3jTtbjOEWxx+15QdXyvxfdrN2wIt8FsHxsigtUXv/FaktegAopXWqpYO3ZX6pLa+SlijOBhI2ifaY9b5eAa2BRHfEDejkX0+5O6fhaGgECIHByJZrEymDoIpMV6BCAQAzwkDtujL34qCk5We6Vg8uMUA+KUEGJCTBHTbOQaIQFffv0VDscZhAjgcOPonhlagAoLA0pGWc8gqUBeUZcV63oxvQAxqi8RcaBOQdVsCEf/W1Wg0IS6Wrmx1AXnywUpGgjmYX3A3SvjV4wxdiKSEHQgutisfxUFNEKUbIGrAaGYHB6sDNXFyp6wBiKrgwMiK0gU0xRALDAwckAKrgoVzL0ui+kZtDVk/RVbgq2NwzztauDtcewYbIb8uV24X3YRPFTb7dMQxy/ranF0LcbyI3Z9sxrmP0JBqxnHvKxYXTyVEex6oe4MS6nF4/KxihXMwJBxTNaakUsFUB1lWaHFSq9aCgoHoAoW2ToLp2hhZe33zBM2oqjZ2K0imQEpKruOwpIzeDIjPE0zSvB14T/X1OcfjdF8fBaGAMDONVJ3j9sODzhCC+iEmLeGkF0Ma5Jx99JLkzFNiCkihoh0iAiRcJwijndHHHHAp4UEAGA3TuvGBCzaknDa/3+5LMjq4YFbfhUBcYDbNEixhVNUUEtGLRnS42CjsTIW5gFMBC81EoyZ6fEVBYCuc9AebRAI1CHH1xoBvbSGAhYYiQoNKkNulBcAUey+NY69p/AA4+8NEHZd12/vby79rfe3Qa4WrYPhqL6JtOIuw+eL2twQQkdhNpFYQkse1gEj8EzCTjb58+FZP6ghNPKcbVD0ZOXGyD0uTh3OUToasLXwsRqi8Xqot1E3gFhbP6UMc/8TxmdhCNru1k6GiBFcOcRiTekkn58yYkrOTWAsQzHYThpiwGGecHc3Y4oTAiY8h0K7OaQCxYhPG3S5Lf6xmeRyOWOt665WfZ3kXNYF5yVjrYBKBWlFZIJZPwIgmA/Jd+tNh9B2mPmJEGBoCvKOxP2frZUIkF1ysZVgGxjLFHvsBSObcYu927nkQbHoum8kTRNq2eCx7f+jKEkb0zTtXH9g7/53pSTnS3yqivTUeEohSarcBAvdfG1Ljr4AtUfGLGELk73d+sbtYnZ15/DYK7oODcYzePzaRoL6EzQEo8Bmp95i69W3hNpeAFRk3xe+Ax8Ni20UJGnlxRiDT8aE4/G0wYc/dYiDb+rWq16yIcdKKbhcLng4v8flsmCti0FZZW8kmgstavGzueCCFBgMw7yDFPOccDwccTodPUnoydXAOyOwXwQDEYZfW/MMts5BwJJ6xAxh29OrC6U2DMZovEZexNFwW0lvv8Cud6RpaBFuRmGapr6Ye6VnmjZE4BPlwyqCFXsY9Xj+2+ftKcFFDIPx1DHWJnCbuN+j5mo30ZOWiGNmLI1OTA29mVLExhllwjxLXiz3VSuiq1LdatjXKt07IXXWo2HS787TK0adOwMtZOGdPuSnjM/CENwatX4cZHG9A4hIv/W1Vtw/POzc2SoViQzSeTgccJhnJNPf+dSjs0Tg4A3k1T2CAZP/8HDGui5Y6goR50R0LAETQVb1MMFvnBZoydBAEKjTfxNiijgcZxyOc+cZHM9LboQGRAyF4Fb5SKE9fLIRENSMa1vkgDP6uqFpAK0m9gKgU52b9Lr29wCPd6quaHQ1rnMHvU4O7DuL2nkxQ0tBIwa/5QH0xbBu8XLD9adgpeFGSmrGZrv/x+Nx97WHwxHruqI6xJjDlohuI4QALvuNLATTsKCm2zC49zV/pCQpAmADYj23EkbSk+9jAPrnfO93/ohjS3zZRLuV31DP7Fa1LG8txdFcWzxUSukxp/qOYORDEcTBb2BF4BXH6Q6JWprlUy6g58kbtJcWKC4o8gDQCuIVxBmihtdvIiht5885G2e+qkf/6F6MwpJaqxhvwOwSb5GBOUWoDJJYvkCvY3wb7LopvFGW8W2XGAAICiO6JKjQppMweBvt3jTvAkAXMymlICiMTqy36G5hQ4wRZS2gyI+IQm5N3gb+aSFBqaXvdqZtid6ePELMd8bRE8wtVAN7WdDFZxrR6E6HEXCv0X5vWAqRuqM8A4CQoqk9B6sQEICoxRiXKAPex8LkMfxgPJS3prlxM2t5gls5ilbdaJ/VmI8U+5yAiHTh35xfLr7yWRiC7zueqjm3FllmxuXygFLvMAkjRICDCaBMKTkq6/tYUUfhDToC441oo5SM5XJBUUv8taQiqfTE3S5mFd2MmwIhhs6wdGvn62GUku2UrSNRpHevteMiNUMD8M1GFHLuQw4BTVi18Tg8NTbCF4O6XicFAeuh52BU5HL1t3GMz13nCDhMj/H/ug8DbuUKWNSMsJj/INXCxWnoa9gtbm/IavoG0zTh4eEe1Q1GO87Wzv3oerBpMzSOBjv2flRPXsdb14FZNwalFga/8P0tTPjpAYp8bIKdliwcw4PRarYdot2cxlYsHn8yE0qtCCLusgo4ACEyDvOMeZ5xCAekT64UAM0baG6g4bkBZkKI0Zp1VPvNCCHgfLlg3AdVFFnyowXBsMUPAJE3F/TaCIxx+gYO2q4hcyNTHXIo2nb9/ec0cpZmVFS5G4ExTLg1cs6GcvPFEREhvE+ExhT7o6rF/jHGXj3Z74Z+vH61+uIjxpQmrHk1T6AKimzw3Fs/AEBZeo/HRQtiaBh/6xIcy/HJY//+mXVDp67tHBuSk7jH5qOhZGIIi9Hg5+w6h5uqVeuyvIWZGL0aZsY0hY04pRl1TyTa65q69wbIAprILnsuyUBnLxmfhSF4DvzSX9MSQcN5NVHOo4tuAGZEHvVgd6KHLY4NnxwS9CPBtS8+luhSNHfZkIzR3MtlQbPnbSebQty5swAgxdWa2XDqbQKNoY91LAYvs7YJsHXGiROdEFkXXTcWzXA4eMsZULdrpgRVxrUDMN6bNlmbZzMe2/W4tVP/GKM4CrDoYw+g/d7adtON3E9gxvliVHHzNHnfvn92KTidTtaZGgJE9FFloxnnERVYcnbk5ONFx4EfJz2fqBqMjyN7WQdPXb22Hcf3TRCO47MwBMBV9l/xqNOwkZX24i9sQb9+/XrnNjLzLjMsxRJ1Wq2Mo1jN3f5eSULYAewQfNT1DzIT5sMMVkH59ttOuArYBm1l5i3rv3OHFZjT1L2IZFpnAwTXtAohsEVbDZIioH4XaymWwQahZHE1I4caQwCn0badRr1fgTfVpJ503FqtVW8bgBA21edbsehYZntUunzu6np9nLC1nQt5PZ4AjhFcCspyO84278MbeKqdc583sHl0PBy7p9LeAwCHw2FLWsI5L9Zlh3WIMTrCsmGAFAgMFuow6nEE3qqMbbZpabkAwJEkPhcYgRMM2LTNsW4c9HGlJE1Tb2X/IeOzMATN/RzdLGoLiACNZOi3YZe5jkf7cymBYkIMCSlMCGTdhoEV88S4O6TOBvy9x2gIJAIaAc2WPFszFgI4BsR5siRniLC+QAGJGJ5B89aVxmytrEZEAHWmmXKpWLlgTpNh14VAawRFO35u5KMYQir1bkJ47wERqggIZEw2Xoo1Y2l5AeLmMaB3MCqpey/JUIiixjYk5NLrxmFg14BQSS2YbSGJelw+GPTg5culOgciP94tyROOYpfCFqYj80QEFeIS5OnRQu6L2JuZai59UyDfIJqi0Mj/17yk6oaRvIeC2HD/4ryLAHBeVnCckMWMcxWYgG0YQGVQCAk0NGdUuqgqAciOBewEpZQGT6B5FhtzsjYF7irde2nhBdtWgCkNmwqMLzKEsZz5/PgsDMGtYUkbBYXH7tZ1XNkuygZVpY4pn6a5G5qe3CJbRt9v6JOuXfuJzpp0OBj1eSgZqBUlGx6dPbnYwE0AEMO2QxFbybCVuiIxpnkyMZG8ImTLChvxUQVLAEdL9Fm+QEAFXVqsnXfzEFr2n9makawAYkZBQf67LXY4oUr7rLF1tnEIjMzCz7mo9p6X71y3Yv/NA2gLZcNl3JoXbRetZSt73mINfvxD+w3nE5SF+zEItkx/O262fAQACG+f+dx1yV4Nm6dpoFxvlY6Nim/8bgPi7ZvNnhufhSEY41AicnFM+5uI9hZd4HGppP1/TGy1zrfj8diNQ5skxvXWEimfOmSLq73k2cuexWvvKSJVI0998+YNfvPb3+KyLNBSrVrBYYeSZOcVaIsVMKMQOKA0MItWPNw/4HA4oChwzgXKhEQRwgoNJtIZic0DoO342rGqKsQxAAqY59CbjQyv0Ovgzk0AD0GaAShD+fC6lNiSYLdyAs/lCa7hunWohl4jB9tzNqhjA5j3O3x7T6BtrsyHefiMTUHLOihvVDucfmycN0q2wbRk3XPntxnGcZ65cYiOy4jbfXlUE2h5LRJr+5aM9bL0Y4H7hMbNudeGeO64nhqfjSFou0ojgFy8zmtiFJshAB7vOuNulFK0hBvZRDEtwhlNKDSl9AMShY9H8zwCB6xiMNUYAqZ5xrQsuDudcLlcLBMPRvAW4abBI+qtqV7vb0arSn2Ue2oag1QqcoxAqaBACHCGoo2ocHdtdPAC1PELFea2EzZcO5y7sKVBRATUPIGmTuyNOKMBGEt5t8at0mobWxbcXzMYglth4KeMNn+ATSKtu9T8ePGP73sq0dlKkbcc7vE8m1G8GbuTAKiWPFBb7J2huOVTtCW4TQRVRCDUvLFiIZhETBzQO26vEuU/uiw6EX0BP6qYNwAAIABJREFU4D8F8C/ArsG/B+Af4EdSQxYRvHv3DgC6OtElG4i0anWq6Q1B1XaFxsJCRJgcLQhYxteSWJZl//M//3P86le/QM4Z8yF9z7Ih4On4zomvTFYuCwQNATydrBstn6HB4su3X36J9x8+QHOBcnBUIcBq1YE5zQjRVIKVLAnX5NpHhpyqVio65xVcMzQwlCfURTEdJ1A4oAwTNwzEpiItQ6GAWCxvWo+M6yqIivRwQFVBtVjpMTCWkjvFVtP/a25re253tQK74Ibj5yNDXU24NQhJYKsAtCrAlRG7XozbYvP+h1z2bbnDsMXz+DlmRi4Fx2PafWYzSo3pytzu9h6CknXEihg3Qk8EizpGg/yHN8XjVl1pi74rV1u2kWAAyjhvwKNSCgqZwSnEKKuxQQMBKQbEQ/ISKPUKUrt414v/x8YR/AmAv6eq/zYRTQBOAP5j/EhqyCKCh4cHAOjxjnrCqHWNhQEZx2Gv5NKaZGIIjvveJtDDwxnMinWtW1LthSf97CCbGFaK20IEQBCnhFRM+CSGYB1kqhvhihMwztPsDMNWf27hUccP1HFhB0dOWqLJejCiaSssBSGUHnvadaRduEXMfVJ2t/4G6N3yBWqdfaqmw9g69q7KiCJ7LMBzw4yRjWYEcoM1j5j6G1vtp4Ybt8Z1DuNaHPVjnod5F7bIP+l7qX0HAcIWHQgewZR37wmMoOzdtAJQRIjWWn4tF99zYgMRzHjMLx0vUTp6C+BfBvDXAUBVVwArEf1oasiq2gkea63WyeeTROHXb/AI7k6nHvvHGLshmAZNhPZ5Fg/aRQkcLGz4XvmBR9fFgUQMDgEUo4uFOLGoE4wejye8fvWqC6O2xRSCkaxOcdryHFe1+Vvx8boC7EkmIsY827keZE+v1kRjO4uzS4mLaqcQLzcmfgMrdYWonA3xOKAMeznRf2hY5LdGq4K00fIC4nDxj40nXfRPKJmNi77Diml7rnktz+EiFLQrTb/sez1Pw9ZI1o3Bc+8RgCMhVgW8/GiJ7wNCiP1ziRngjaDUzmmzqp9iKl/iEfyzAP4pgP+MiP4ygP8VwH+EH6iGPIqgnk6nRzHZ6pz4gpafMyKG4/GIw+HgoYBN/hYitIaYWkrv0x4t/UaZ/sPzA8wMZe4NP6NHEILJp6eUMM0Tvv76a3c7azdQrAoEy2a3uLXrMAz89aLSYcaA1bb3dWRrtc7ZeOxVxUheiuy0E1rHX3OHxkTfNbMRAFc2EgQxVuOWcLxcLjs1ocCW7Fxcj+8WZqCqAJFBZcsntHFd+usSZ+6i3woPru9DYxm+FUZ0JjdnDu4dhENvQWv6uoX462GN8xyQV5w+NW/Rm8tkM/Y9EemebGfuZkYSQYzGksFxQggJKQ5aHcxWauZ9graBx8TxIy8dLzEEEcC/COBvqOrfJ6I/gYUB45d/shryKIL6s5/9TK9vZIoJuVrbKAfuQhCn0wkpJczzhGlynQJPMradDECf+B8+fMCbN69gqi/kLbg/TqIQ8IjQTLYn5qh7KtUXxzS1Y33feRlDDDvO/FXWPiFvady1vAih9s8vpWBdFgS2THgVyynYDuF9EHaxP3oeDYw0juYFNAP7XPmvAYGe9Qz08S7+VFLuY2NMWLbRrxEbsUrgTd+QYvpkvcRbI5cCwb7S8NxoO/itbtrRS2FgZxjIQVEKRpoP4JiAah2pk8OIKTAKUvdkqvNKtvFjVw3+MYB/rKp/3///38EMwQ9SQx6HAt6ZxtsNDowYGIiM+XjENz/7OUIImKcjiBgxTCBUB+cQUABGAGuDy3pmNmcErQhajAEYGeg8vp86bJqrWmpI2eTTiIBCQI2MLAzQwdy5QFAqyAAoeehyWaBglLpa1xqTJdloy120XbNpJbZhlQRTVso1gwLh4XIGgmIqM2LOmA8zci2GZAwAZcsHBGJUL38WsvyAylaxCSGYgGnOfWcqHgootiYmmuImOz5ewisLcGsSRjLWXS3Wcx8FQNnX/2O05qRKtuiq7OHEbTTa9B7uiHQq/AZSSsSd0UqhOEyThZxawSCIVrtIqL1c2I5jTBbGaPmVqoC3dULY9BArMQQBKoyqCpAxTwXx9mQuVh7WrREp0ODao3V2ZhAajgSIFPruP8WAGAjipC3zNIE5mM5FBQpbVYHmybgSCcacRfqsYd7dm4+9QFX/jIj+lIj+eVX9BzC9w//Df/4d/AhqyG00I1DFWinn4xHz6Yjj6YjXr1/7azYwzpzmR+6PVoD1MeSyx4Y/VtnQcwTNE+AQrDbPW9KmeSrmEUxIMaJyMUm0ttjH47lKXYhKD/Qae07JBRKk9zHYIjLY7PF47K4haCMlBTxH4LOCVBpTXleFflJmfTye+mmAoJeMZ8t43rpd9TGYp7narYGJaVtYdj/sp3kEnwYHetkwcZimXKXPZqGtIWlDAtKYoyCGOnFvCAFM5ErQDl8PZhSmwwFbZ2H0qloxuME0IYtCgnkETdrihUWDF1cN/gaA/9IrBv8QpnDM+JHUkG09BSR331KMOL1+jcPpiHSYMB8OSNHiZKaIeT6gZAG1Wrzj2ddlBQ1di7VWUNgAISFGp0D7vnWDPUKxLbiGWwCA5K3AWhPE4/95nnE8HPB+qPV2az+UCEs2cZGRGQiw3bV1+cUUu1EYY9qcs01McTlyF2JVeF+Al7O6AVM/j9CUhrZYnb3xqfUmCCyBhYDNG8DtRXzrb7sryM6INCTmtpLd48HM1mcgxumQUkKV2luVY4rgUTtxyFEsy9IrEuS8/+3vrWO1AazGMfaudDSjWxLzNhgP6xm1mFBqrQWlaucGCGRJO5M6s2pBRbWFH7gTl6gYsxHgGgTNkNFWFiSmHgKb3mXYkamSCiIzBGYQAhhTAIQYVFso/PHxIkOgqv87gL9y408/mhpyGjjwDscj3rx5g/k4g2LEdJhxmAwjwJRcPLMYPfb194vBT3NZoVIwDRNjuySflM4YjxSWxt2sOklj6OGuLxiD7fzmEdiit3ZRY63JQHf5x5i5EZcAeGQMGo49+sRh2XIqpRRTIirGkKQiqKSgqmBseILGoWDXkSAD+nAcotp5TCx3IN0b+FiZ7bm/PUdPf234RL11GUDJW9zLzB3a/Oi7wz6JF+MQGvjzo2x4+y7FBuS6dVwi0v22KgJpfRwI3yu/0TyBEB5Xr1KMHXbO1PJjTmjaSE6ad1iKhRMKRDaxlThNrkQtoBhu3t9b47NAFhIzDsdD7wk/nU4G1U0J6XAwCvJpNiDHKpAbbDttiG7kHnIVBtAzk/Tlwy0xt3RRI+YY4M6ohjty9eHAYUdsYe7s8viTiXsF5Xq0HUKqGYoxyVZKweV8sdbYWh0paJObZCBQcchg4y5UfQw4aUkneMZ+WdduABrUuC2ip7Ls7fiux3NhxSNDIHIz+cjMSDGhFFOPild/GyG9MVB3jZtBoKFk2L8HRlZz6/AOh4OFYHkonQJolHQfC6duDRNEYYQY+sY1DhVFmhpoiHv3I1HcXX+R2suTgYDIwJIN2wERy7G9cHwWhoCZ8Ob1G4iY63d3d4eQEo53J8TDjJBiy9EgptZbUKA7vvctHNg+l1Fr7gt0Q119X4+gf7J5BUSmc8dku6+oJ6i2voEQAhASOMw4nO4gks3lrj4hh5u1ritqtgSi1AYx9fN2tNutHbfUM0pV5PIA0YhAAcDhumO6D2stoD6J2MtX0gBPHp8+RXXVFlDLUTRG41uAljERmHiv93frNe39SkCuG0Q4uEEdXx+YsSxrRzbu7hCz3Zd2/fyxUYN3YZl17doIzLQjUzXD1/oZoi3QGLAUwUQzqq7t4Jzmze9Y82ZYumQ6YUONMlUwqxHWMiEFdio9QogWUsSYdu3PzIZMZAZSaqHhRn4DmPfGyEjzjFwqstQXB8GfhSEg4h4rT9OEu7s7xHkyfrlgcdKy2A0pWQB43dzv/Uiz3UZLosVou4QBZQY8/vc/WjRD0sqR17vq2IzUSCxTSjgcD1gvVzz+gzGzGHJwr+mFbqcGlKxYLgX5UBFm610Qtezxo4Sq1RR7P8H1CGFTT7o1WnjQFv/YHHS90McdrMooVvv9Rx0meHLswpajyJimlkTezqF9Z36BZuJz4U0uGSJbReUlw8qBvPE+em6AnUGaybQ3ulw8h27cxhLjHFIPi2I0jY6mZj2eZ8PQNMGZFx3ji1/5exzsvQINJWiTzNh6G7pwnHC5uLrOVVwnV26WxXHWfFScZNOafYx04/vjCRxTvtmE7nKORkDcnQ8xIqaEKVn1QGpFCFuptDEEz/NsDVfr47BhPM+2CNvvpQClCC6XFWuumKJBhOGJ7M2FVQudnHCk1qvOz9afINqh2tcAoUYJB2DH3tPDIpGbv5dSoOVxO/H4/nae5skNQKPBzjbcBVgGUFDqZJ7xinLs2ksZf29GKVztvA2j0f4uIkAVKCmQN+NtuBWTQBewczUIYgoQF0xJKfWFDjTmow37Mi7+7kUOxywiPalZiBDdM2m5kraBruuKeZ5RqqJqO4+XI2g/C0MAoGdIY4w4Ho+gmwo4dYhXgXUtu649YKsrA5YvyNni5z3l1L7R5oeMloXfC7RsLcpWtrQ+CKMityqCypCZdkKMZVmwLEtvommCoR/D2rdfRdxjOjqfHW3w01sxwghNNWISgzl3lBszVLiXNVuOoF3LWzvnaAR+n2P0AsZy7fjd188DnTdl9/c2RgPHvHmpzIb7eHQMvoADKSC0YxVqfACMx7mptvtP07zBnf24m5e1rtv8CA6Oah/P8XFfQYyxC7DWcnvOPDc+K0PA3jiRprRr9STdsOUi4k081kTUkjbEhJKLSYR4QkFFsBS7gTE169g6xH6soSDSTpJKpAg9I69gVu/Aa1badiwrNjVZc5vY8zwjl1H8kp/M1O8MQbWA57t378EUcDwejamXkluJx24sYTOa7L0I1OrXTmTKYnDXVjqUVXrZDdiX2dpVbWW9sUJA7plo544UKNmP1bstF7DHpoqFRlpvNiKRWiKW1IBKwlsjWvOWVKpvMM8bgvbxO6oyF6npn0WEa2m5ZkhDCFAoKnT3t5aUZSLMhwOaF8p8GxI9ekutkxYYCHfqZuAalfz4GhFBBGFZL8glg8PLBX0/G0PQ0G0xxU7WUYdMLeUKXYs1uIhsNxmCQAKpikDWN79PGBLWcoGiGia/COYoLvf1Q0YrxheAKogEHAxcEmHoOUSGRoYWYEnBEp0hYk4HXJYFQEWKjMATqqDX+u2cC86Xai27tUCU3FCGDcur5hav0rZsxqqMUgEpQIkNWcaOMHG+QQMYIra2agACQiHawYxFFZQCpLg7HBhx3nAP0WnGIzGiuEGzlDoSLDnYLnNQYKEViIBwdbIuX0jFwrfAAYeUwMRISj3Mk1vlQt3g5cyMRCOE2FznSLGX4Co1DEO7vtINWnP1azbloFwzCqzprXhOoWpArgVZTW5NtXY4eRHbkEpt+RGCcusbCJ69F8zRDHuR7bibR9BAZy0kobBxXTT49jSIpEQGDqcDKE49vCylYL2/BwIjpITL+SeWI2itr+NoVFT2+4Y4bLuYWqDVX6u6PT+GByB7fy21dzZKrNbe+YO6EB1cBDajQgBcM0CpwuMFIAQgBqvphgD2RwoJRM5lRwIiwTWATlQAZwhiWKsyD4zF7KItgfeQ23VdkWPonIJEls9QLxkK/HHYkITxUfjd6IoDW4w9TRPIOxrbR6SBI6CKiaQGfbxDiShCDJgPd2AmaLX/B2xoytFL2t43UIurgKs82u0jmZepkTGxwdVH0dT+WT3mV++MVIctK/gGVd71qLWA2fJbxhXIHhY2aryPf0YzANcufzuXa8xBgyg3tamcs6MSt7DBDN1PCEfQgoC2k68590XeFGlkWODVNd/qsnTXtuHNRbX/DqALTOTSpMlWlGP5kQwBo6kVQwEmE95QqtDoYheZYEwk5PLsE+JxRtTck58V7t47ZVWLf6MDSIIOABNuiLo9LZXFlQtKKXj37h2O82RuvYtxsGyZEYUZheYNkIMKcs4daWjoRyCL9P9fl2GfKv0B2LXrTjEipohLHZJyDpQZ3w8AR95cXmLzhg5xc5M7G5Iv3lxMKDcw97vZPouwFWArWdNTYy/mIVlr52I9F/b53C/UcnED25WVTDo+u/cgIgghIlfv9mNbpOoGJSX3DKRiWR0DAgYQB4bqvd6Bfc6eh3BKmxE1T8G9KXe5Ukob+tRzCvP0cjHUz8MQ6HaD22iLpJTiOnUb6m70ABrAA9iXD9uwPnxFXjPE3Sd5Qlbq00aLigOINpfU9AY9wcRNbozAMSBMCWFKmOcZEItBW+JNqN3sjRTUINd1P0FuxMvbTh1wuVyQpggj9TQWGxHfLdXrJe4Z9M48sufq5snfHNc0X4cDe0j3WEtiTJBVEXCIOKR9dp5dxLXV2pkZygSVLXkmtB2nXWH/TH+Oh88MLZnWmIv9HJvK8Dj2yVZ9NP+uX1ddOm3Mi3TxXnieiixhF8i4B5oxMIKR7STYAWaj8WzVi9ZD0YRLmidAO6M/hk3aPQLbPAiTsxwxxZ8WslBhk0Fiy9pa+Wz1OqiUgpxdYFTqI1ery0tRSxSOC516Way4AOlmCCp+mFcAez/bzS4MqBJqNfo/qQqlZMaBFcAFIR4QpgU1L9CQDEAiFYEj4MKcCGzaDsggB9IAZhgMF7BRYccpIrp6dIwnrEUwzXc45woNCoIiEJwwtZU43Sqwh01iidc0GasSuwBnqW2ySS+pqQq0QWRTNA1APMYjtJIvMSG4ZyOKDZ/AhGXNjrDbpuFaLKyq6mpRTpTSRuN/0BsWqwDO7GyGL7XOzeG1yqF/ds0F6n0VdV1RVBDjZMfpik1TiDhfLhCqEBJUshxADQGXsqCotSVbP4bhA9RLr6M7zxwQ3QBU7KsZjRPB/uYVAMD5O63aVEvtxqDByEUFuWjPD9hNmcAExMBGhPPC6sFnYQjaYGZczhccjoMrKOJJmG3x9/LgdT4ArddAOllpqTb5qtR+wYpWCFW/fd/XELTvZBAsOURgSFUwRdMFIAGUQRRAFBDjBKJLjx2NpoygTfQEAHTbJRwv5temqRttpTMDlQSE6JLjYCQB5P9r72tibFuu8r61qvY+3ff5GbBhACQCLBDIE37kARYMECgSiSJGDGJFIgOkZJABkZCQrEgZwwQwEkJEQUhICBD/kQcg4jB2Qn4ECsbBVoJipAC2wfa7r8/Zu2otBmutqtqnT9/b975+t/ved5bU6j4/fU7V3lWr1s+3vkWERRlcKyYhMOdG02ZCR4+HV6KKT8OawTBWK7g59Z9Pymo8SUTFSsj5+s4mJu+ZeB1vcCPHQmCxcFpZtO8lb5gC+y1krt2yFCt7dguiUj9SNCwLskIizgUQAStDWZEoYjbaOCNTTtYOfZDRGoisRvLfOZTDPDmmhhx6n9pmDyUQGbPINJhrU7A8R7OTB6UIyCGeiVMzj5+UQ98EDuM1T32F6ZSYGjWWihjzTinQKRKUiudLJ7bk5nXqcKC5B4CxELUehQPgyEzhBB0sk4gBALhWMh2prlEJGL9j1OHn1iqrlILCQJkma6J5NMWb4FSbHhBkUGr1gJeeSHm1/ztuCnrLtdj89YhFHI/lKIj5VEXwFiUKnkCnlVO4Z6FkokeGsCJx8niFKQJjhvK6k/nILTqhBMIdCpIdq6LNiP6UbYzhcjRMTY8vGMs02kF4W3kYikAdpfYG8Prrr+Pq6qrFB0JsM/XJ1aM04SlhJr+YVrC0rMbCW0pBmQoYFYSMZ1cEo/Jw7azdEtEIWAYTsO/EgBsTdVo1ZICQcNgfNjcWAC7n64i4sq4YC2uYE1J0uXGk2ptXe7z22iMUAYooqBDGfWqWPW8b7KG3PiemZsLX6nEa6RmDemKRHUOS0wlUW2xs65KkVoGZYkxRHaTtWpqfuyVnGe+B4favb9ab/P3xtQj82QbrYLB5nrFLbCzRIjgsi9OJF5CKpXmXBfPFJZBgKTplpKog5WYRTDkhsbkIuQHLHBPgtRnhEjQL0CHpkTJsfRZrae5AiAULGZeXc5sPALAylmJW9LIsd0dM8iIkzFHbQDdzyt8kW6jqk98XCkS8CdnzQYviv05f5iD5iEXXOADQT4OLywt86fBFaLGculGNbedu5KLdNQDQsgU5Z4Ms72ZQytfozaoS1iK4Oqx24mTLZZ8cbwS91K4PiZ9msuVGiLH1NmL96ql0d42ZTwapjqHMmyvq7x9dFhEB+HS5LivfaHUcZyKOX7N1YMG/UErxPzlnIJnTuEhxxJ4Fq1WPSFhjzioAonYg0oYWm0puTV1eXCAawzdLIOe28dlrD5pye0q0n4mRpm2FbUoJy1JRaukclbeUB6EIFAomRUqASj994rRVEZDaaUuixgEgtXmrNK4IEWQCCiogwJwIuipYMqgk6CLQ/R64uADlCcDzkpneDFNOHuwSOC2YRu+Q1PjuEjKYM/Za/MQFsgLw3n9A4H/sQa12Wk0XjzrF1cUlKFvwq5BtGiWBcsFyeIx0eYmqjDdLxSMAnAik1ZuaVFSlZlXV4BN010bE0IqVViC7gqIIytr3L2UxpOE0A7rFDRzWFTnlhpMHAPZWauJW0yllQaxISG1TAXCmHdsoVXrRzvHBH7EihaFMp9zz6k05QCBFkGAEIkb1fAWOuCJX8DxDyCpdRcQa1ICtBqysmJgg6x6JGIkAIkFFBXGyfiWJMaXslbJmDby5dozAuzzHH9ybdv2tBZ0WW1VJxbpiO4sMM5oLaJkqBphQYPcwQEeJBQkrFAXMAN+SSvRBKIJIH5oZWpGcVSiUwBgUGRdQcNTJZkF12CcA1LoYXfqyoIplDaJ9V80F+S2nEZ9PwvTtadLV+ghwrz8f6xGe5/Pjp6wr1kSYrAuqZ1duZwtVUYhYA85+wg4FMdMFlnXBHEzM7hKIGjCo3aucWpETBBBIgzVfG7vKc+nmY3akaH4i9bQLETLPOwfzeHwk9dx+ZEpCcp7AIljqapueExiElCdotfw/s9GeW4B3i7GwTtemBOZpahkhg6oTeA6UaLl2fYg6y7V6JW2RbmXFd8zT1PbGSwYoMtOScpx+xcAkpXeYPeYgTN7w81jCtOqLNrdASrgG8VvVQfDPFTB0iHEk5+GBQt1W9B2PMWjBdfBVS1lR/JTMbh4CwDwElWJhHtOZX15e2gk0TagE7BcDlZAa6izlBFRPy+W+6BIbaQkR+xgtjhFBWsNfRI4dgBpdV065zfdi9whSxT/WT2+/TY8uH3VCFFXYHh1iHjdszOoum6o2nEHiU/EGbm5gBPjiOi2HQ3OlIs1axJl+GcBRG/GUMhzECcA2RVgQ+8PeKNLyjMqC5bB4c1XAiE9LbxQzZ9SiiI7WQrCsgqcSoyMXzxMwJSzhnjIhY7vpCycIU0uVG7TcFTDM8kt5Au2XhiEQkVblCPSeFreRB6MIgMFXFQW8y23I6Ccexw/GjZFoaprdxAM1EXByEFL7nnQipH4rMSyCaPhkg4JxvEKt/hi+8W8AA0WL70TbJtZ69L7xuUCPVW+hBgCr11/s93tMyU3OUqGsEAkrIGHRgiSCCYQSOPuirsSoz07QoLYiwZPfr9V+70i21N2rFt+oZbPZt1iA4f41WIG7D4PSDsTjycxR7RBpcbh0FKZFc9PL2fpObkBA7nuPBlERtNLdUgrefPxGA0g9unyEw2HvMYXOi8iVoZi8qMgrOvIMQQFnh5YnK9iye5UahT0lbpF/JWDSZEVT6GCoRAwacQg5QWs0n7EIF/l+ifTuMcdCzvnOyUtfiIRmJ3Fy0OE0HTMEp4hAQlLmowVY2+MpT+CUsCyLMdPkFbtUYVCUZ70Uln60tKR6XXpnBJZavdyAvUBlGwhr401D3X5Om0U7SktFxpy5b7yoUdhdzECyxVxFAPGOTzlhVut+zIC5YsZK4GPXRnDRAT/YBG5l4xqYzNOMUgv2hz24O9lgAKoJhdw6U/PtBbXZBLG152TOGfn/rVpaChhuXRFgACvX2XG3i0rrB1Akui65i5BgreDIIvC2gdDAUGObtd18CUoF67qiCADKoGQbaTkULKvg0cUFagUOWKwgKNm8EjOKMxMvpaDIAi4ErQwRxnSxswzAlBovRSADUzbC3iCRTdSVMNMEA8O56a8JIPUgbre0xhhMUNO3FapydxYBEX0zrNlpyPsA/DsAv4Q7aoIKssYN02SR7WmeG6kIAEiRZlJHntXHBmBrEahUo41uZbWmiTkxlnVBKTszc0uY7ccpyIQnWwgdsS8R0GECiWHzl2XpWQPpZi7Q3YTQ+g0R6ePfciYAmDIU4n0IA4Jr5nNS4w/IqSPYDocFVaPngCHkahVkYtSyWKrUW2pXAKgWlyi1NCXQTl/xzcrZ/Nxsm2kDVom/OWNVakQYSoxVyYA2YAiRm89eVyEWGCMirLBakar+miuBEXMBANVLzgNMwzSDOHvdhJV/5zQBk1d/iECXA+IOa2IUAnCiecwXvvCFrQLOCWu1OgsBgecd3ni8YL8ekKaMN9+08mTBiiI9rd2uTGKkTNhd7gBK0Jy8VT3ABEzMmNwqUBUQGQEPu7tLZGjMmH/cm6gkZcqoXv04ErlyYmR0XkOpd6gIvJfBtwEAWbTiLwH8NqzJyZ00QQ0Sh81zzD3dQryp9WbemqHbdBQ3JcDMmOYLXFxc4LVHjzYXpZ3kCNorM5ufHC8YQUj9hGdiN787hiDmlVPCoiswxA1GCZPzuIBn/MYYL2OLOe+fYWm+KbE1LRUrdY3/K6XgcDDYtnoQD3AYtAICMlit6iZ0KkoQOc1beF2eD6FpZu7tI4NhpTTsBGClz9xBZJFjH1V81C3cPA7bgDlnFBiAp4q2Qp5gzGa2ztVWMhz1BKEQt7gP8+uvfxf7eh+rq4MBu/14CpaIGllMT/O60iYnoh0uvXFgcAeEvU1xXRMiAAASDklEQVTBwu8D8GlV/Yu7bIIKWH48Tkijc1IP6hQHujyZ4qpHWHv0tJFzDkE3ALYp4bBjVLcBrOPNzQt6VAKOWqSABluhUakFpRaQL6pIk0EVoHB34Lz1TpHVmpR0Wb02f78uSIQNf134riKChJs5AI/JQ9Z1bQQXUeRTh6xE0Q7LNjr4KPC6uVXXWNmmpbdFYzZOBgEjZ8Ixn0DyYF1K1ObT60cI4r0pLOKe2v+zFySBLaA8YvBHluHV/549YxD4jKI3UbEbaCn4BJgt5fz48eO25pJrkWU5IOUgUb2+ySwW1Xc/cZCRdoJVm9uEKU9NKUfQth1WTL7StLlxhNGqjIrU4XA7hbZ8m2IE/wzAr/jfd9YE9d3vti5GOXtlHrDhWyMWpEoN8TZaAOPpbwuxIGq1g5sgUnTWo97aky/Lgmma/HfGRBmnlYDCYgjjM9oaR4RVUEq1Oh4P+FURlLVgXZemDCLQM0asW3PUUho+ffLgYSkrkBmJMlI2JTDy7J1a1BFBPiWHg5UpT/OWF8CALD2laLyGEZw0mPFm/n75l8GcTsKtJr69L9JvruhSHu4b0wYxOFpLsXF0UE7te3ICiVGohUKLz49gbUsjUo8fxIY41YMQ4k1TyJibrd1at4TWsoJgJeZrrUAirMsKpewKISyR4SP9/nGaIKzdXBfBLo3kLr1C8NhijZkHiKmhCIYviv8p1VwUYnPJbDx86zD4rRWBdzn6AQAfPn7trTZB/dqv/RrNbJVWqgKVziST3P+eJ9PAItpXIgmgipwYlAyUVDk46v1CikVg66qAWGxAxKLOy1JQRUEl6sZHtyCm0xdi+PuhCFrcQjtPoWw2vTPXSEGVBRp98zwvr8hQZKxltSh/mOHVutdgvgQzIMS4OgjyBCgbEcouz9DEsOuWwTlhSgmXl6/h85//PBILtAomB5qMbMkTpjZDK0kWgAnMCbpaXwTSUFKl4TlaQ08Ytp3ArflJ8u8gBaZdaptTRdqGL+sVmDx6zuydqnoaVh1PEmmy5PwO1+oKfNGLaCPmaN2GgUZtFm4EiSDlDFKgupVZqytlsfN2uzgtBzLnjPWwuOWngApESwvOtrZ1YWiK0duTKKRmSAVWv6d5REd6TAWqmKm7MMlh6BpxAYoV6EFCv1+jG91S1WyubZXq8QaGlDvsfTjIPwbw31X1r/zxnTVBBcwCiH5wx/ECYIwZjKed/039+eB6N+ldbFZnMV4WYFeKUWOtlkGgHXmsgIC2ONE+45SEUpBq7EcBDiprAdZiIJ61oNbiaMkObzYZrQ+LbJ/W3uwbwzeIb+zqnIIFACn7k/Yfu93OgljDB7ZuxTRQcbMV0LRMhNrGDaxFZHE0IvK8tWQi6Mmpw31FpNFoTy1CHvUYCrCAxRqymjm8TSsaq5JbWbXTpI+yrAtq7TGiGB+Gx3bler3KzMZOJPl6X0ygd56yoh1p1uS1u0HcqxqPbti6WmcpHUBEzGjWW7NayVZrSoYKDXIdI6jx3P8pZiR3pY5TzJtRMtuzzODpeobtJnkWRfAhdLcAsGan/wJ32AQ1lMDJqq+hieRTP2djOrlP7Quut/ruyLF5ng3pZj1yYbdpGxC8JhFc08Cul7Zw6+rIxVo2zEljBuGUbFxOejK4bpOXF9tcwtKornHklz/tMwD7vo0SkOHUPN4YzvDDyZR3wI8xuD5KwG43Wxdmcvp0WPQ8MaNq5xow64rQqHpxsyKoVVCLjSuYnqP8fDuvgT49Z6doi0j9GNhLHXSmao1mh8/bXCPuEPDjPWaKLyOxWm+OzJDWICXYnQaXN+orNFZfD1qeCgpbZeuTz/gx4Ajw9UHeILdSBET0GoB/BOBfDU//OO6oCSpgASpyTr6ovR9vqP0yZRBySmMf38CGyvOgUVL2v2trGhqgH7sdBQgewhNnNBO390qVlg0Q0YaEVFjXoCritGrbTsPHOHvj5T9suv6ma6reA4TZzPpSK7LPL6yMsHyqOvVKbIK4lhIou9NZCgaQwU1B7vd75Kl3JyLfeEEh5qMHZzY/PK6RKwdKyRCNMTYx85cyo1ZzjFpcwpXHHOP2NOh1RCl7mtUDby1zxA1TECQqa4yRgENZwMQopQOe+j0lo8cDrgU2Q8bGIqEIFv+MUbGISIv1WIk4GoV9AH/Ga169/8EoBsPWVmsQltfo3sVrUrc5l7gez9qK7bZNUB8DeO/Rc5/DHTZBTdm4/6OyLiQWcTlBYNl81lMBIKC1Im8staWgJuM8qKWaSV9r60LMTK2ww4A34ff7YnM0iwX/zFqorlRGOK24xdEUhBjASBxpaGOumxNsWVYo90VYVXGZe1Ap3rteXdk1mjIkbTn/2unqrL2BXlv2b55UjuqbIvoosAITpRZwExEgAmJHWZvJS2irLGb5DDqTnVxlxOz7K6gMUMquGDqAqUTgjyq0dqsiMgwh61o2p386kTEZxTvLoapsrO0xUFlVHZbclaCInNykpQxzPTonzA1CO8jMArC6gmjc062A0xu11UmIgLXHoYBtViBeq0eHTFgC4//dRh4YstCqrI7NXiAukGBjErikZEGllmlQ64QLFFSxXvLJO+uCDYQhKg0aXKcK1QJVhuoKd/LA6BsxNn6c7g1FqKPJvMUYSGz2KoCTYy61oPh7Fu/y25pZjvh7BQ51BSGB0TMi5Ai/PGUzY0uxwB4BlLwzlFhkO069QzltYscyIQYyGS3Ysvd0JplCWYdegJmyt+Zmo/VCX7SQobW5WyRjXYRFzbe0ZgxuQcnkm9AOZgbcMuE0QWHXcZomrOUA8AxOZm0dx0EomatAiZFxAR4p0StQL7YdhQHCchBIuoDAkY3ERk2GBIkOVmIKQETAU3L3EsPaJIAL8sS4vLQeBiKCR48uN1Zbzhmr5/rF2GtaMNDElXPDE1CzDFvkK7AqzRqtDaF4LC9VrUEHP9wsgcc/ZboZ2Ka7FCY3+8hNK4uRPs7zjFKrlTcDjfQxsgHXN/9w+p/YYKOUsgLuhtQaVogBfJbDgmU5IOcJ+/0VlMPUdGXCBK49Pz/PcwsxlrWAve0XRRzRI81BuxUIvutj8u/xxwdYZiIRe2R8PMXtZBTpDUkzWZGO0pA+HMqngSfHN0YZg5ht7D6w3W63iVecaso61t03C8stuMw7iBTHZXSF5FehjVS8xXzDG/j3VAfyAEAkXFNOIA4EpX8Cby2gdS1492vvwsXlBWRw2yJYXNjTp3lgJqZoiHLCHQ0kamAIjq+hpA2ZzPPIg1AECrt5Rr01bfy820gHsoxVh6eZaQ3/Ty3/uywLLi8vbZGpxSkIYj7dQCyirhRGkz5esxu4RSSG4kCkGOvwWbLFhJdiuf/9EePSKbM0gj8x37Ianv44uDS2zJ6m7PTb1wNgpRSj/VbbgMeozTogCw9lNexFLciUWzxhnmfLt6i0+oNT92hsIRbfMZ7iICAPGAdlq4BcV4HAUqoC9PgH4+QaERUP+HWLJK5snCOju6K4TsB6DM4hb19WRVE1vpPa4WDYjskp5ddG1b66yxGuwbquUO+6FYo6Xo9uXCqenm58BGjPx1iIqGNZUtSLRIm5+v0/jWw8JQ9CERDQ4gM3gWGeJGHmjf87TVYqesxmVqs02Chg2vZLX/oiRItXiCl2zfRrxvNGCTwtcmuR59WDhRV1XTflz4fDYXB5Etay4vH+TfDswJJnvAalFAMdDYojzPQIYq0nMPZtvFI9C4Jr/u8xbcHGCRpPcr8kEUC79GKYiJKbsj7x3Ue/R7aRWqUHP9XIaYK2a1n3LW6Rp94fwOZjroFZFLWd9nzNKrCZdDj2dSsy3L6lLJZ6HSwjYyMmFK88zdVAQ6+//jreeOMNQ5JKQfZYTnZGovh2U+apBxprt3inyZTmKT9fxYEOhK4MRHvJMhE4YiBvE7LwbZPAZh93373t/wJoTSsAb0ChBcR5g4yzC8soq3MdVAG9Rri6urLorrJ3LLaafv8vQ8jBg4RHlsayLIArirraoii1QrwkOUzCKhVSDNFU1RZrWQwi++jyEfb1yucTu/D6XDc5ZH/b7tElaOC6ZwXEN76QL3w1VGXbuQCi2aCBtPxaDpj655FY8FEopQIDNk0TyBfnk9TocWv7/qNDIM9OYPEegvur/aYnYyiHZTngsBiL0s5bisXrxjoEAIxa6FodwjEx7kTiMYIB6EO2liwe1QOjjx8/xhQBwzSc5ImRBvyIKYKpdUaKakIiMkzHWA06jk0VkeUO9yWUwLIuCCj6BsT0FHkwisCkY/kpMWg4jhQKJd2cUIFlFK/Dt+CcOitNwE8PjtFeUOuKVAjEllNOOVkQb1kxcQaIQKpALUY8EdHayDpsUlk2kMpkloNWSKnQUq2ZylohS4Es1g5c1QJ9hnIsONSCfS3QnMx6IBuP8Rp4dV5ii+QxNWy5KFolm4ozAJOPdbg2SdDKdpmTt0tkR63Htdkby7M34bDPD2XiCmHwSMNtA7zwcO3m9YZQlZL194P7s2RwYHqaJVUNDRkwama20l63MspaG+CHNXAMsJqG+QJpMqhwKQvKwdO2sJSawCDRVkdRkfLUIMpTsr5XVcULjrxq1JLENg6aHIF5PGoG4LEpKUjZemusqtjlGWC3AEhRy4JDLdil3LgnExio1n+CSIAirWIyCo1G9yA2fKnVUuH+nur3bTfvWiahBHDjFvLAFMHdiaHduHHCAa7lJXL9tpkqK/ZXe6OiZsJOd7bh6zow+UbK7zhNA0hilHWF1IKyrFgOB5TVEIbrsmA9LFjXBaBtjKFRlK2ruRK14jkP4RZEG9lpIs1F893d4tLAMV692ExxBbSb27WUlnojhy4DgJ7oyTmeWqICrd7Szk+5dV03QcJWNzLEhWxM5n/v9/tNaS5g92+/3/fovo85UJOqBiMTwrW4UjrJoPx0iaBhSuIdsC2WdFMLsnABxviKnlAEMsSIVIMR2xRcSozF594CzrfUBPSswIO3Q4joSwA+ed/jeEHylQA+e9+DeAHyTpkn8LDn+nWq+lVPe9NDsQg+qaofuO9BvAghoj96J8z1nTJP4NWY67NH5s5ylrO8cnJWBGc5y1kejCL49/c9gBco75S5vlPmCbwCc30QwcKznOUs9ysPxSI4y1nOco9y74qAiL6fiD5JRJ9yNuSXVojoHxLRHxLRnxLR/yKiH/Hn30NEf0BEf+6/v8KfJyL6GZ/7HxPRd9zvDJ5NiCgR0f8goo/6428goo/7fH7N6e1ARDt//Cl//evvc9zPKk7A+xtE9GdE9Aki+uCrdk/vVRGQ0aP/LIwG7f0APkRE77/PMb1FKQB+VFXfD+A7Afxrn09Qv38TgI/5Y2BL/f4vYdTvL5P8CIBPDI9/AsBPqeo3AvhbAD/sz/8wgL/153/K3/cyyUcA/J6qfguAb4XN+dW6p8dltS/yB8AHAfz+8PjDAD58n2O64/n9LozZ6ZMAvtqf+2oYbgIAfh7Ah4b3t/c99B8YF+XHAHwvgI/CIHufBZCP7y2A3wfwQf87+/vovudwy3l+GYD/czzeV+2e3rdrcBP1+Usvbv5+O4CP49mp318G+WkAP4ZeOPheAH+n2rDG41zaPP31L+CI8eoByzcA+BsAv+hu0H9w6r5X6p7etyJ4JYWI3gXgNwH8G1X94via2jHxUqdqiOifAvhrVf1v9z2WFyAZwHcA+DlV/XYAj9HdAACvxj29b0XwXNTnD1mIaIIpgV9W1d/yp//KKd9xF9TvD0C+C8APENH/BfCrMPfgIwC+nIgCtj7Opc3TX/8yAJ97kQN+C/IZAJ9R1Y/749+AKYZX6p7etyL4rwC+yaPNM6yT0n+85zE9t5CVif0CgE+o6k8OLwX1O3Cd+v2HPNL8nXgG6vf7FFX9sKr+A1X9etg9+8+q+s8B/CGAH/S3Hc8z5v+D/v6X4gRV1f8P4P+RNQMGjLD3T/GK3dN7D1LAqM//N4BPA/i39z2etziX74aZiH8M4H/6zz+B+cMfA/DnAP4TgPf4+wmWNfk0gD8B8IH7nsNzzPl7AHzU/34fgP8Co7L/dQA7f/7CH3/KX3/ffY/7Gef4bQD+yO/r7wD4ilftnp6RhWc5y1nu3TU4y1nO8gDkrAjOcpaznBXBWc5ylrMiOMtZzoKzIjjLWc6CsyI4y1nOgrMiOMtZzoKzIjjLWc4C4O8BQjAVT3nmUhcAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(im_pil)" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [], - "source": [ - "im_pil = im_pil.filter(ImageFilter.UnsharpMask)" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f07d4303d68>" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(im_pil)" + "print(len(preds[0]))\n" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "import face_recognition" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Help on function face_encodings in module face_recognition.api:\n", - "\n", - "face_encodings(face_image, known_face_locations=None, num_jitters=1)\n", - " Given an image, return the 128-dimension face encoding for each face in the image.\n", - " \n", - " :param face_image: The image that contains one or more faces\n", - " :param known_face_locations: Optional - the bounding boxes of each face if you already know them.\n", - " :param num_jitters: How many times to re-sample the face when calculating encoding. Higher is more accurate, but slower (i.e. 100 is 100x slower)\n", - " :return: A list of 128-dimensional face encodings (one for each face in the image)\n", - "\n" - ] - } - ], - "source": [ - "help(face_recognition.face_encodings)" + "with open('test.json', 'w') as fp:\n", + " json.dump(preds[0].tolist(), fp)" ] }, { @@ -353,7 +223,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.7" } }, "nbformat": 4, diff --git a/megapixels/notebooks/bs4_scratch.ipynb b/megapixels/notebooks/bs4_scratch.ipynb new file mode 100644 index 00000000..dce0ddc2 --- /dev/null +++ b/megapixels/notebooks/bs4_scratch.ipynb @@ -0,0 +1,127 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "from bs4 import BeautifulSoup\n", + "from pathlib import Path\n", + "from os.path import join" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "data = \"\"\"\n", + "<table><tr><th><img src=\"/icons/blank.gif\" alt=\"[ICO]\"></th><th><a href=\"?C=N;O=D\">Name</a></th><th><a href=\"?C=M;O=A\">Last modified</a></th><th><a href=\"?C=S;O=A\">Size</a></th><th><a href=\"?C=D;O=A\">Description</a></th></tr><tr><th colspan=\"5\"><hr></th></tr>\n", + "<tr><td valign=\"top\"><img src=\"/icons/back.gif\" alt=\"[DIR]\"></td><td><a href=\"/traces/mmsys/2015/paper-5/\">Parent Directory</a></td><td> </td><td align=\"right\"> - </td><td> </td></tr>\n", + "<tr><td valign=\"top\"><img src=\"/icons/compressed.gif\" alt=\"[ ]\"></td><td><a href=\"desccred.zip\">desccred.zip</a></td><td align=\"right\">17-Nov-2015 02:21 </td><td align=\"right\">133M</td><td> </td></tr>\n", + "<tr><td valign=\"top\"><img src=\"/icons/compressed.gif\" alt=\"[ ]\"></td><td><a href=\"desctxt.zip\">desctxt.zip</a></td><td align=\"right\">17-Nov-2015 02:21 </td><td align=\"right\"> 18M</td><td> </td></tr>\n", + "<tr><td valign=\"top\"><img src=\"/icons/compressed.gif\" alt=\"[ ]\"></td><td><a href=\"descvis.zip\">descvis.zip</a></td><td align=\"right\">17-Nov-2015 02:22 </td><td align=\"right\"> 60M</td><td> </td></tr>\n", + "<tr><td valign=\"top\"><img src=\"/icons/text.gif\" alt=\"[TXT]\"></td><td><a href=\"devset_topics.xml\">devset_topics.xml</a></td><td align=\"right\">17-Nov-2015 02:22 </td><td align=\"right\">6.0K</td><td> </td></tr>\n", + "<tr><td valign=\"top\"><img src=\"/icons/compressed.gif\" alt=\"[ ]\"></td><td><a href=\"gt.zip\">gt.zip</a></td><td align=\"right\">17-Nov-2015 02:22 </td><td align=\"right\"> 91K</td><td> </td></tr>\n", + "<tr><td valign=\"top\"><img src=\"/icons/compressed.gif\" alt=\"[ ]\"></td><td><a href=\"img.zip\">img.zip</a></td><td align=\"right\">17-Nov-2015 02:24 </td><td align=\"right\">1.1G</td><td> </td></tr>\n", + "<tr><td valign=\"top\"><img src=\"/icons/compressed.gif\" alt=\"[ ]\"></td><td><a href=\"imgwiki.zip\">imgwiki.zip</a></td><td align=\"right\">17-Nov-2015 02:24 </td><td align=\"right\">341M</td><td> </td></tr>\n", + "<tr><td valign=\"top\"><img src=\"/icons/text.gif\" alt=\"[TXT]\"></td><td><a href=\"poiNameCorrespondences.txt\">poiNameCorrespondences.txt</a></td><td align=\"right\">17-Nov-2015 02:24 </td><td align=\"right\">905 </td><td> </td></tr>\n", + "<tr><td valign=\"top\"><img src=\"/icons/compressed.gif\" alt=\"[ ]\"></td><td><a href=\"xml.zip\">xml.zip</a></td><td align=\"right\">17-Nov-2015 02:24 </td><td align=\"right\">811K</td><td> </td></tr>\n", + "<tr><th colspan=\"5\"><hr></th></tr>\n", + "</table>\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "def parse_urls(url, exts):\n", + " ahrefs = soup.find_all('a')\n", + " urls = []\n", + " for a in ahrefs:\n", + " href = a['href']\n", + " if Path(href).suffix[1:] in exts:\n", + " urls.append('{}{}'.format(url, href))\n", + " return urls" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "http://skuld.cs.umass.edu/traces/mmsys/2015/paper-5/devset/desccred.zip\n", + "http://skuld.cs.umass.edu/traces/mmsys/2015/paper-5/devset/desctxt.zip\n", + "http://skuld.cs.umass.edu/traces/mmsys/2015/paper-5/devset/descvis.zip\n", + "http://skuld.cs.umass.edu/traces/mmsys/2015/paper-5/devset/gt.zip\n", + "http://skuld.cs.umass.edu/traces/mmsys/2015/paper-5/devset/img.zip\n", + "http://skuld.cs.umass.edu/traces/mmsys/2015/paper-5/devset/imgwiki.zip\n", + "http://skuld.cs.umass.edu/traces/mmsys/2015/paper-5/devset/poiNameCorrespondences.txt\n", + "http://skuld.cs.umass.edu/traces/mmsys/2015/paper-5/devset/xml.zip\n" + ] + } + ], + "source": [ + "soup = BeautifulSoup(data,'lxml')\n", + "burl = 'http://skuld.cs.umass.edu/traces/mmsys/2015/paper-5/devset/'\n", + "urls = parse_urls(burl, ['zip', 'txt'])\n", + "for u in urls:\n", + " print(u)\n", + "\n", + "# for row in rows:\n", + "# ahrefs = row.find_all(href=True)\n", + "# for a in ahrefs:\n", + "# href = a['href']\n", + "# if 'zip' in href:\n", + "# url = 'http://{}'.format(Path(join(url_root, Path(href).name)))\n", + "# print(url)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%pip install lxml" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:megapixels]", + "language": "python", + "name": "conda-env-megapixels-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/datasets/face_tracer.ipynb b/megapixels/notebooks/datasets/face_tracer/face_tracer.ipynb index b67e0942..b67e0942 100644 --- a/megapixels/notebooks/datasets/face_tracer.ipynb +++ b/megapixels/notebooks/datasets/face_tracer/face_tracer.ipynb diff --git a/megapixels/notebooks/datasets/face_tracer.png b/megapixels/notebooks/datasets/face_tracer/face_tracer.png Binary files differindex dc04f0a6..dc04f0a6 100644 --- a/megapixels/notebooks/datasets/face_tracer.png +++ b/megapixels/notebooks/datasets/face_tracer/face_tracer.png diff --git a/megapixels/notebooks/datasets/lfw/lfw.ipynb b/megapixels/notebooks/datasets/lfw/lfw.ipynb new file mode 100644 index 00000000..5bb5ff81 --- /dev/null +++ b/megapixels/notebooks/datasets/lfw/lfw.ipynb @@ -0,0 +1,407 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# LFW Visualize" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "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", + "import scipy.io\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\n", + "from app.models.bbox import BBox" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "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": 6, + "metadata": {}, + "outputs": [], + "source": [ + "DATA_STORE = '/data_store_nas/'\n", + "fp_dataset = join(DATA_STORE, 'datasets/people/lfw')\n", + "\n", + "DATA_STORE_HDD = '/data_store_hdd/'\n", + "fp_rois = join(DATA_STORE_HDD, 'apps/megapixels/datasets/people/lfw/rois.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "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>Unnamed: 0</th>\n", + " <th>ext</th>\n", + " <th>fn</th>\n", + " <th>h</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>.jpg</td>\n", + " <td>AJ_Cook_0001</td>\n", + " <td>0.330000</td>\n", + " <td>0.330000</td>\n", + " <td>0.336667</td>\n", + " <td>0.350000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>1</td>\n", + " <td>.jpg</td>\n", + " <td>AJ_Lamas_0001</td>\n", + " <td>0.393333</td>\n", + " <td>0.393333</td>\n", + " <td>0.286667</td>\n", + " <td>0.313333</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>2</td>\n", + " <td>.jpg</td>\n", + " <td>Aaron_Eckhart_0001</td>\n", + " <td>0.393333</td>\n", + " <td>0.393333</td>\n", + " <td>0.286667</td>\n", + " <td>0.273333</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>3</td>\n", + " <td>.jpg</td>\n", + " <td>Aaron_Guiel_0001</td>\n", + " <td>0.393333</td>\n", + " <td>0.393333</td>\n", + " <td>0.286667</td>\n", + " <td>0.313333</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>4</td>\n", + " <td>.jpg</td>\n", + " <td>Aaron_Patterson_0001</td>\n", + " <td>0.393333</td>\n", + " <td>0.393333</td>\n", + " <td>0.286667</td>\n", + " <td>0.273333</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Unnamed: 0 ext fn h w x \\\n", + "0 0 .jpg AJ_Cook_0001 0.330000 0.330000 0.336667 \n", + "1 1 .jpg AJ_Lamas_0001 0.393333 0.393333 0.286667 \n", + "2 2 .jpg Aaron_Eckhart_0001 0.393333 0.393333 0.286667 \n", + "3 3 .jpg Aaron_Guiel_0001 0.393333 0.393333 0.286667 \n", + "4 4 .jpg Aaron_Patterson_0001 0.393333 0.393333 0.286667 \n", + "\n", + " y \n", + "0 0.350000 \n", + "1 0.313333 \n", + "2 0.273333 \n", + "3 0.313333 \n", + "4 0.273333 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_rois = pd.read_csv(fp_rois)\n", + "df_rois.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "13230\n" + ] + } + ], + "source": [ + "rois = {}\n", + "for idx, row in df_rois.iterrows():\n", + " x, y, w, h = row['x'], row['y'], row['w'], row['h']\n", + " rois[row['fn'].lower()] = BBox.from_xywh(x, y, w, h)\n", + "print(len(rois))" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [], + "source": [ + "colors = get_color_map(cmap='winter', ncolors=len(rois), reverse=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " Colormap PiYGF is not recognized. Possible values are: Accent, Accent_r, Blues, Blues_r, BrBG, BrBG_r, BuGn, BuGn_r, BuPu, BuPu_r, CMRmap, CMRmap_r, Dark2, Dark2_r, GnBu, GnBu_r, Greens, Greens_r, Greys, Greys_r, OrRd, OrRd_r, Oranges, Oranges_r, PRGn, PRGn_r, Paired, Paired_r, Pastel1, Pastel1_r, Pastel2, Pastel2_r, PiYG, PiYG_r, PuBu, PuBuGn, PuBuGn_r, PuBu_r, PuOr, PuOr_r, PuRd, PuRd_r, Purples, Purples_r, RdBu, RdBu_r, RdGy, RdGy_r, RdPu, RdPu_r, RdYlBu, RdYlBu_r, RdYlGn, RdYlGn_r, Reds, Reds_r, Set1, Set1_r, Set2, Set2_r, Set3, Set3_r, Spectral, Spectral_r, Wistia, Wistia_r, YlGn, YlGnBu, YlGnBu_r, YlGn_r, YlOrBr, YlOrBr_r, YlOrRd, YlOrRd_r, afmhot, afmhot_r, autumn, autumn_r, binary, binary_r, bone, bone_r, brg, brg_r, bwr, bwr_r, cividis, cividis_r, cool, cool_r, coolwarm, coolwarm_r, copper, copper_r, cubehelix, cubehelix_r, flag, flag_r, gist_earth, gist_earth_r, gist_gray, gist_gray_r, gist_heat, gist_heat_r, gist_ncar, gist_ncar_r, gist_rainbow, gist_rainbow_r, gist_stern, gist_stern_r, gist_yarg, gist_yarg_r, gnuplot, gnuplot2, gnuplot2_r, gnuplot_r, gray, gray_r, hot, hot_r, hsv, hsv_r, inferno, inferno_r, jet, jet_r, magma, magma_r, nipy_spectral, nipy_spectral_r, ocean, ocean_r, pink, pink_r, plasma, plasma_r, prism, prism_r, rainbow, rainbow_r, seismic, seismic_r, spring, spring_r, summer, summer_r, tab10, tab10_r, tab20, tab20_r, tab20b, tab20b_r, tab20c, tab20c_r, terrain, terrain_r, viridis, viridis_r, winter, winter_r" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(47, 139, 95)" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "random_color()" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e813bce44c274c7fac7ba0d8dd8fb437", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=13230), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f56d43a8e10>" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# draw it\n", + "im = np.zeros([3000, 3000, 3]).astype(np.uint8)\n", + "im_blank = im.copy()\n", + "im[::] = (0,0,0)\n", + "limit = 12000\n", + "stroke_weight = 2\n", + "\n", + "h, w = im.shape[:2]\n", + "for i, roi in enumerate(tqdm(rois.items())):\n", + " fname, bbox = roi # expand\n", + " bbox = bbox.to_dim((w,h))\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_cp = im.copy()\n", + " cv.rectangle(im_cp, pt1, pt2, jitter_clr(colors[i]), stroke_weight, cv.LINE_AA,)\n", + " rn = random_color()\n", + " cv.rectangle(im_cp, pt1, pt2, rn, stroke_weight, cv.LINE_AA,)\n", + " im = cv.addWeighted(im_cp, 0.3, im, .7, 0)\n", + " if i > limit:\n", + " break\n", + "\n", + " \n", + "cv.imwrite('output/lfw_rand.png', im)\n", + "plt.imshow(cv.cvtColor(im, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [], + "source": [ + "from time import sleep" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5ffef71ceb0d4fa39bcf63a81d3a359f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='2nd loop'), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "for j in tqdm(range(100), desc='2nd loop'):\n", + " sleep(0.01)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:megapixels]", + "language": "python", + "name": "conda-env-megapixels-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/datasets/lfw/output/lfw.png b/megapixels/notebooks/datasets/lfw/output/lfw.png Binary files differnew file mode 100644 index 00000000..87d36a7c --- /dev/null +++ b/megapixels/notebooks/datasets/lfw/output/lfw.png diff --git a/megapixels/notebooks/datasets/lfw/output/lfw_rand.png b/megapixels/notebooks/datasets/lfw/output/lfw_rand.png Binary files differnew file mode 100644 index 00000000..dc13f7c1 --- /dev/null +++ b/megapixels/notebooks/datasets/lfw/output/lfw_rand.png diff --git a/megapixels/notebooks/datasets/mpii_pose/data/poses.csv b/megapixels/notebooks/datasets/mpii_pose/data/poses.csv new file mode 100644 index 00000000..cd20ce66 --- /dev/null +++ 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Clean Human Pose MPI Dataset\n", + "\n", + "Fix data\n", + "\n", + "Data structure:\n", + "- `data[2]` = 2 x 7 x 100 array\n", + "- `data[2][0]` = x locations\n", + "- `data[2][0]` = y locations\n", + "- ordering is `0 Head, 1 Right wrist, 2 Left wrist, 3 Right elbow, 4 Left elbow, 5 Right shoulder and 6 Left shoulder`" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "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", + "import scipy.io\n", + "from pathlib import Path\n", + "from sklearn import preprocessing\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" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [], + "source": [ + "DATA_STORE = '/data_store_nas/'\n", + "fp_dataset = join(DATA_STORE, 'datasets/people/youtube_poses')\n", + "dir_fp_frames = join(fp_dataset, 'YouTube_Pose_dataset_1.0/GT_frames')" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "metadata": {}, + "outputs": [], + "source": [ + "dirs_frames = glob(join(dir_fp_frames, '*'))\n", + "fps_frames = {}\n", + "for dir_frames in dirs_frames:\n", + " fps_frames[dir_frames] = join(dir_frames, '*')" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "metadata": {}, + "outputs": [], + "source": [ + "fp_pose_data = join(fp_dataset, 'YouTube_Pose_dataset_1.0/YouTube_Pose_dataset.mat')\n", + "fp_out = join(fp_dataset, 'poses.csv')\n", + "pose_data = scipy.io.loadmat(fp_pose_data)['data'][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "metadata": {}, + "outputs": [], + "source": [ + "# convert data to pandas DF for sanity\n", + "poses = []\n", + "for i, pose in enumerate(pose_data):\n", + "\n", + " video_id = pose[1][0]\n", + " pose_pts = pose[2]\n", + " crop_x1 = int(pose[6][0][0])\n", + " crop_y1 = int(pose[6][0][1])\n", + " crop_x2 = int(pose[6][0][2])\n", + " crop_y2 = int(pose[6][0][3])\n", + " w = pose[7][0][0]\n", + " h = pose[7][0][1]\n", + " scale = pose[5][0][0]\n", + " \n", + " for j in range(pose_pts.shape[2]): # 100 frames\n", + " x = [pose_pts[0][i][j] for i in range(7)]\n", + " y = [pose_pts[1][i][j] for i in range(7)]\n", + " poses.append({\n", + " 'video_id': video_id, \n", + " 'scale': scale,\n", + " 'crop_x1': crop_x1,\n", + " 'crop_y1': crop_y1,\n", + " 'crop_x2': crop_x2,\n", + " 'crop_y2': crop_y2,\n", + " 'width': w, \n", + " 'height': h,\n", + " 'head_x': x[0],\n", + " 'head_y': y[0],\n", + " 'wrist_right_x': x[1],\n", + " 'wrist_right_y': y[1],\n", + " 'wrist_left_x': x[2], \n", + " 'wrist_left_y': y[2],\n", + " 'elbow_right_x': x[3],\n", + " 'elbow_right_y': y[3],\n", + " 'elbow_left_x': x[4], \n", + " 'elbow_left_y': y[4],\n", + " 'shoulder_right_x': x[5],\n", + " 'shoulder_right_y': y[5],\n", + " 'shoulder_left_x': x[6], \n", + " 'shoulder_left_y': y[6],\n", + " })\n", + "df_poses = pd.DataFrame.from_dict(poses)\n", + "df_poses.to_csv(fp_out)" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "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>crop_x1</th>\n", + " <th>crop_x2</th>\n", + 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<th>4</th>\n", + " <td>1</td>\n", + " <td>1920</td>\n", + " <td>1</td>\n", + " <td>1080</td>\n", + " <td>272.371304</td>\n", + " <td>194.387433</td>\n", + " <td>225.628024</td>\n", + " <td>164.820901</td>\n", + " <td>245.902218</td>\n", + " <td>93.016465</td>\n", + " <td>...</td>\n", + " <td>255.476142</td>\n", + " <td>139.478159</td>\n", + " <td>183.390121</td>\n", + " <td>126.806788</td>\n", + " <td>-osma2n86oA</td>\n", + " <td>720</td>\n", + " <td>305.316868</td>\n", + " <td>172.423723</td>\n", + " <td>278.284610</td>\n", + " <td>165.102487</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>5 rows × 22 columns</p>\n", + "</div>" + ], + "text/plain": [ + " crop_x1 crop_x2 crop_y1 crop_y2 elbow_left_x elbow_left_y \\\n", + "0 1 1920 1 1080 277.721438 192.416331 \n", + "1 1 1920 1 1080 273.497648 187.629368 \n", + "2 1 1920 1 1080 258.010417 159.752352 \n", + "3 1 1920 1 1080 274.342406 188.192540 \n", + "4 1 1920 1 1080 272.371304 194.387433 \n", + "\n", + " elbow_right_x elbow_right_y head_x head_y ... \\\n", + "0 147.628696 169.326277 195.498320 81.471438 ... \n", + "1 152.134073 129.341062 207.324933 72.742272 ... \n", + "2 160.581653 143.138777 229.007056 76.966062 ... \n", + "3 142.841734 110.193212 203.101142 76.402890 ... \n", + "4 225.628024 164.820901 245.902218 93.016465 ... \n", + "\n", + " shoulder_left_x shoulder_left_y shoulder_right_x shoulder_right_y \\\n", + "0 254.631384 127.088374 178.603159 134.691196 \n", + "1 254.349798 131.593750 181.137433 123.990927 \n", + "2 250.407594 125.117272 190.992944 117.232863 \n", + "3 253.786626 128.777890 185.361223 120.611895 \n", + "4 255.476142 139.478159 183.390121 126.806788 \n", + "\n", + " video_id width wrist_left_x wrist_left_y wrist_right_x wrist_right_y \n", + "0 -osma2n86oA 720 278.566196 235.498992 158.047379 122.301411 \n", + "1 -osma2n86oA 720 274.342406 235.498992 135.238911 91.608535 \n", + "2 -osma2n86oA 720 213.801411 108.785282 181.982191 89.074261 \n", + "3 -osma2n86oA 720 276.595094 231.556788 156.921035 55.847110 \n", + "4 -osma2n86oA 720 305.316868 172.423723 278.284610 165.102487 \n", + "\n", + "[5 rows x 22 columns]" + ] + }, + "execution_count": 183, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_poses.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "22" + ] + }, + "execution_count": 172, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df_poses.keys())" + ] + }, + { + "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": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/datasets/mpii_pose/visualize_pose_hpi_bkup.ipynb b/megapixels/notebooks/datasets/mpii_pose/visualize_pose_hpi_bkup.ipynb new file mode 100644 index 00000000..3d09b8b6 --- /dev/null +++ b/megapixels/notebooks/datasets/mpii_pose/visualize_pose_hpi_bkup.ipynb @@ -0,0 +1,432 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Convert Human Pose MPI Dataset\n", + "\n", + "Data structure:\n", + "- `data[2]` = 2 x 7 x 100 array\n", + "- `data[2][0]` = x locations\n", + "- `data[2][0]` = y locations\n", + "- ordering is `0 Head, 1 Right wrist, 2 Left wrist, 3 Right elbow, 4 Left elbow, 5 Right shoulder and 6 Left shoulder`" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "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", + "import scipy.io\n", + "from pathlib import Path\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" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "DATA_STORE = '/data_store_nas/'\n", + "fp_dataset = join(DATA_STORE, 'datasets/people/youtube_poses')\n", + "dir_fp_frames = join(fp_dataset, 'YouTube_Pose_dataset_1.0/GT_frames')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "dirs_frames = glob(join(dir_fp_frames, '*'))\n", + "fps_frames = {}\n", + "for dir_frames in dirs_frames:\n", + " fps_frames[dir_frames] = join(dir_frames, '*')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "fp_pose_data = join(fp_dataset, 'YouTube_Pose_dataset_1.0/YouTube_Pose_dataset.mat')\n", + "pose_data = scipy.io.loadmat(fp_pose_data)['data'][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [], + "source": [ + "# convert data to pandas DF for sanity\n", + "poses = []\n", + "for i, pose in enumerate(pose_data):\n", + " pose_pts = pose[2]\n", + " for j in range(pose_pts.shape[2]): # 100 frames\n", + " x = [pose_pts[0][i][j] for i in range(7)]\n", + " y = [pose_pts[1][i][j] for i in range(7)]\n", + " poses.append({\n", + " 'head_x': x[0],\n", + " 'head_y': y[0],\n", + " 'wrist_right_x': x[1],\n", + " 'wrist_right': y[1],\n", + " 'wrist_left_x': x[2], \n", + " 'wrist_left_x': y[2],\n", + " 'elbow_right_x': x[3],\n", + " 'elbow_right_y': y[3],\n", + " 'elbow_left_x': x[4], \n", + " 'elbow_left_y': y[4],\n", + " 'shoulder_right_x': x[5],\n", + " 'shoulder_right_y': y[5],\n", + " 'shoulder_left_x': x[6], \n", + " 'shoulder_left_y': y[6]\n", + " })\n", + "df_poses = pd.DataFrame.from_dict(poses)\n", + "df_poses.to_csv('poses.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "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" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# https://matplotlib.org/examples/color/colormaps_reference.html\n", + "cmaps = [('Perceptually Uniform Sequential', [\n", + " 'viridis', 'plasma', 'inferno', 'magma']),\n", + " ('Sequential', [\n", + " 'Greys', 'Purples', 'Blues', 'Greens', 'Oranges', 'Reds',\n", + " 'YlOrBr', 'YlOrRd', 'OrRd', 'PuRd', 'RdPu', 'BuPu',\n", + " 'GnBu', 'PuBu', 'YlGnBu', 'PuBuGn', 'BuGn', 'YlGn']),\n", + " ('Sequential (2)', [\n", + " 'binary', 'gist_yarg', 'gist_gray', 'gray', 'bone', 'pink',\n", + " 'spring', 'summer', 'autumn', 'winter', 'cool', 'Wistia',\n", + " 'hot', 'afmhot', 'gist_heat', 'copper']),\n", + " ('Diverging', [\n", + " 'PiYG', 'PRGn', 'BrBG', 'PuOr', 'RdGy', 'RdBu',\n", + " 'RdYlBu', 'RdYlGn', 'Spectral', 'coolwarm', 'bwr', 'seismic']),\n", + " ('Qualitative', [\n", + " 'Pastel1', 'Pastel2', 'Paired', 'Accent',\n", + " 'Dark2', 'Set1', 'Set2', 'Set3',\n", + " 'tab10', 'tab20', 'tab20b', 'tab20c']),\n", + " ('Miscellaneous', [\n", + " 'flag', 'prism', 'ocean', 'gist_earth', 'terrain', 'gist_stern',\n", + " 'gnuplot', 'gnuplot2', 'CMRmap', 'cubehelix', 'brg', 'hsv',\n", + " 'gist_rainbow', 'rainbow', 'jet', 'nipy_spectral', 'gist_ncar'])]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def scale_pt(pt_orig, offset_xy, video_size, im_plt_wh):\n", + " #pt_orig = np.array([pose_pts[0][j][i], pose_pts[1][j][i]]) # x,y\n", + " pt_orig[0] += offset_cx\n", + " pt_orig[1] += offset_cy\n", + " pt_norm = pt_orig / video_size\n", + " pt_scaled_plt = tuple(map(int, pt_norm * im_plt_wh ))\n", + " return pt_scaled_plt" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "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" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0xb252054a8>" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "radius = 1\n", + "stroke_weight = 1\n", + "\n", + "im_plt = np.ones((700, 500, 3)).astype(np.uint8)\n", + "im_plt_wh = im_plt.shape[:2][::-1]\n", + "frame_cx = im_plt_wh[0] / 2\n", + "# nwh = im_plt.shape[:2][::-1]\n", + "colors = get_color_map(cmap='Accent', ncolors=4, bgr=True)\n", + "\n", + "joints = {\n", + " 'elbow_shoulder_right': (3, 5, (5,220,250)),\n", + " 'elbow_shoulder_left': (4, 6, (220,5,220)),\n", + " 'hand_elbow_right': (1, 3, (5,5,220)),\n", + " 'hand_elbow_left': (2, 4, (220,200,5)),\n", + "}\n", + "\n", + "head_clr_mono = 20\n", + "head_clr = (head_clr_mono, head_clr_mono, head_clr_mono)\n", + "\n", + "\n", + "for k, pose in enumerate(pose_data):\n", + " offset_ltrb = pose[6][0]\n", + " video_scale = pose[5][0]\n", + " #print(video_scale)\n", + " video_size = pose[7][0][::-1]\n", + " owh = pose[7][0][::-1]\n", + " pose_pts = pose[2]\n", + "\n", + " for i in range(pose_pts.shape[2]): # 100 frames\n", + " frame_id = pose[3][0][i]\n", + " body_cx = int(((pose_pts[0][6][i] - pose_pts[0][5][i]) / 2) + pose_pts[0][5][i])\n", + " min_y = min(pose_pts[0][6][i], pose_pts[1][6][i])\n", + " body_cy = int(((pose_pts[1][6][i] - pose_pts[1][5][i]) / 2) + min_y)\n", + " offset_cx = video_size[0] // 2 - body_cx\n", + " offset_cy = video_size[1] // 2 - body_cy\n", + " offset_xy = (offset_cx, offset_cy)\n", + "\n", + " # add head\n", + " pt1 = [pose_pts[0][0][i], pose_pts[1][0][i]]\n", + " pt1 = scale_pt(pt1, offset_xy, video_size, im_plt_wh)\n", + " pt2 = [body_cx, body_cy]\n", + " pt2 = scale_pt(pt2, offset_xy, video_size, im_plt_wh)\n", + " clr = jitter_clr(head_clr, amt=25, mono=True)\n", + " #cv.circle(im_plt, pt1, radius, clr, -1, cv.LINE_AA)\n", + " cv.line(im_plt, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", + "\n", + " for m, j in enumerate(joints.items()):\n", + " j = j[1] # value\n", + " pt1_orig = [pose_pts[0][j[0]][i], pose_pts[1][j[0]][i]]\n", + " pt1 = scale_pt(pt1_orig, offset_xy, video_size, im_plt_wh)\n", + " pt2_orig = [pose_pts[0][j[1]][i], pose_pts[1][j[1]][i]]\n", + " pt2 = scale_pt(pt2_orig, offset_xy, video_size, im_plt_wh)\n", + " clr = jitter_clr(j[2], amt=50)\n", + " #cv.circle(im_plt, pt1, radius, clr, -1, cv.LINE_AA)\n", + " #cv.circle(im_plt, pt2, radius, clr, -1, cv.LINE_AA)\n", + " cv.line(im_plt, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", + "\n", + " \n", + "cv.imwrite('output_white.png', im_plt)\n", + "plt.figure(figsize=(10,10))\n", + "plt.xticks([]), plt.yticks([])\n", + "plt.imshow(cv.cvtColor(im_plt, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Try to center the lines and normalize it" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "pose = pose_data[8]" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0xb2372c550>" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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eSo0unj48+49WhMArCBl5ScB1/7aCtVtTanv6oR+OWjIFjD+j68qyDOcc1toDNiybS62HbscE0b4DkxP4EuqiiTxb1JKReeWS6YABuKx66P0hsJYIh6d2UDdSH3CUt9x2fZMPfGiM3cuLKQI/2zLFVbc+s4CZsf/4y/7dZ3MlG9+LS/abL5dlMEez10SOBIWMzCvXduC3R4oP7qsPs5qyimWlD8jxDMIBu14uxVKl+Fze9lBCZwLy3LE8Nvzeqxdx9lkx57+w8oyuzzl3QLDMdci4pEM+tV/LJcvw46MQqtNBFiaFjMwrGfC1Njyacdhtk48jooGli+eswLGssu9D/hWEDE23bk45o0qwzJHnnrGN47zls8N86vIqZ7+w8ow+r2fGZWa6yfYfp5kLrjPF1N03YKv7FmD6hx6AqqYxy8KkkJF5p+uLacmjSz2XxAfet5aQBE/Fek6PDcYazqwW3WjHYNlqig//C16SUVuyFec84XRrI+9W+aePTfBMJoMlSXLADLNm85lNiz7sOfY8io339RX6sVGoHabvUGQBUMjIvJPA7KzdL/V7Lt4vaI4jYpicKeepZJ7ntT0/6kAPsMJb7iPn4pfDSc8fwQJZJcH1h7Q5kdTEPNMx9JmWy8zA/9DQ3JfhT/ZuJ+jpn/3aj45ia7U5P4/Is0EhI/NO5mDX9Pj6e5qG66ZXW4bAGkIeMzmLjGfz9PELgOVY6sDdOJLdIe3WIDiLyQ0bu5P0ttrE6xucUQ34/roa59SCw5z5yU1OTs7eNsaUsu1ysnsL8eJV+w60mlBVyMjCpJCReacD7MgMux3cl+8bm1lJyHofcTVtFsWOB4xnD3At+8Zj7iHnS/+jl8RUsO0YZ4uWR9hJ4e5xvr1kJcfni/nG4pVP69pmKjHPrJGZqwrM++vu2UrPCefOfu32DmHWrpvz84g8GxQyMi/NtGT2H4lYTYgBhm3OuHNE3tHmwPGYFjAV5mAMQRpQzRNyY2lFFapJSrteNH/eu/fwLZALgJEnWPuyf50y7/1sZeY5lbSprNq07+t2BzPwzCpIixwpChmZl0YdOGC/yWOsIaSLY1MV2rmj0QNJeOB4zKKG5c7hjFq7S5SGRNVRgpajNuKIA0vYDvleu8n/7hw6YH8h8NXpgLn4ca5rZgvmmZbMnG+7DLgsIV581L7B/yzRxmWyYClkZF7amoE30JgOmSqWC32NvVHKb/QbekyxX8wuC2cSUgFuqOZ8+/091I93dCoRUauO94tJmutY4kdYfPxOOi7nt4dHOVw0XAv8mTE8Clz9ONe1d+/e2dudTucZhYzzd/ByXshZvadz20kHnjFevoFwoKjGXDv3LGoXnq+1MrIgKWRkXtrtiglm1emQqQErsKyuZ3y75cAXD7g3h+OwTOBZt9FyzJqANYOOdd3dBElEmi0qXmDXKrKfLOeRdsITFeZfBjxRB9j+62KeyT4yl3AOAJ/v+SAfXf939LUG+cOe35293wQhYWMJtYsuYNW/f4ll/+nF1F/2eO0rkflLISPz0sRBYzIDWPqMhSjnysmcCIcBdjo4EcvDxvNb/7nCg9tyTkgS8BabB9igCIJksEnztJCpowxPVIt5NTD0BKv4syzDGIMxhj179jzt93cttwHwieYX+fdHr2PZzo280/wFt/bfxXnhi/B5RrxsPe3v3cjQ29/J+I8fpPX9W5/2+USOFIWMzEtNX3SXzbRkjjcRVQvf7KaMO0vVFC2ZbRTjMWOrPRc/P+J/fbnLcBDjDdgsIDM5+JzuypzkQUf1EsPvvRncjYcO7sfAUuCJVr7svzvm2DNYdHNB9YXsHOjll1a9m1fY19DfSlg26ejxVT7Q8w+4bot42RrIMprf/T5pN4VI3WWy8ChkZF7akxc7YPZbeFFvP/9vrZe4EtKq9/Op444hqoXkQcBDQG8D3vHBKh+/ssuS3oSJtI7PI2weUm1tx/gJcnLiXzf860eneMdrinN8I/Zc4Yt/TgcawDrvp9sYT+7+++9/Wu8tJOR19V/BBgPQgYGxY/jxki3sXPczojU/4pP8Da2HfkzfqRdjwxg3MkqwtAf/00/hd30LLnz+0zqvyJGgkJF5qesBCxXgB1PjmCzgHpfxuT1DfHlomCDrYlLHBNB3rqWnbrjx9i5/+WZPJQ4wPoC06CqLsseojHZovL1NNOhY3OPZklq+lBTNpI8Ywx0UIVMFtj/Fa3y6JWUslhPD4xmZbOP2QjN0TE6sxjjLxNgyHm4N79u8LK5AnhFkluAj3yhe4Pu3P63zihwJChmZlzIgxFA1sDwEk4fc6jokwGOdLtbnpA5SYP0vB3zvjpRP/WbO9XsMkXGYNIKwKDKZ2wG878W/LuG9n6wThIZb7zdMATuBWymmS/dT/EE81UIxT3dHzMXBIo6KVtAwLdayFWOHOTdJMFmFZPGx/ErjLSS7t2BrDWylB5KMII4wY0vgijOLkggiC4RCRualjoOKhcEAPrY8wmC4wxTThXtsgCVnJ8WEgGDQ89J1U5z3l4apzZ4AT9DuIQ8zXAC7NnRIXMr4d5ewcmCMbFHIP33OcRLwqDGzs81Opag28OhTuD5jzNMKmTdW/m/+Nfsm925v4ab/+qou40cMsGXn8ax9aJgXV86kee8PsFGF2rqTcJ0OQRxglh5bPMFqbEYWDoWMzEsJEBhoVAJ25R4TWJozH8rGAp5hD+esDlkcdXj9Bw2THlauBu9SyAN8kOGtpTbWT3uwQ+WUovusNpayuh8GfFGWZsY6YIonnsI84+nuI3NFejkD/Z6+Hk80uJ3RoMmj2TBNUupkDNer7Im6ZFNjuLRLvHRtcT4LgR2BqAVO2zHLwqGQkXkrMp4wtHxqzGEiS9MVCzBrxmKMY7eHt7wm4l++kXHFD2HNMVCtGSJjsHmIswnOWnpGYsLxlK3LhgEYikO+dl1RKWD/kFkKjFF0wT2RNE2f9rbL/baPo/p62LgmIYkH6TV9DFZhKV0WRZ6VjSWs7FmEa0+RT45QXX0cANYaTF/tKVydyPyidrfMWxVrsLnngQ6YwZBs+vO15i0Gz0jF8sJXhrzs5cUYxaaTIbIGm4NNQ/J4Cm8DKit3YBoxKx+t0HQpD17heWws5POkB4y/rAYeM4Yn24bsQx/60NOevnx6dBouC3l0t2GNX4PPFrM828kEOdbntM0oaacPsoR0bPdsSwZroKcGh61VIDJ/qSUj81IIRHhq3ZQ1NqQx8jC/7itM+aN5mxkkwPHu91QZ/4mnkxTTmF//OzDoK4S5x+QhNmnh4hiqjhUJLG560h7D0GeKcxhgy37nfKrTl5/J+ph39f8pV3a+wT3juwmjYjSoaiNSkxPmFuPbDIcWlyVM3nE1tQ2nEDaWYANLsHgAk+6ERuNpn1/k2aaQkXnppIol90WBzIt8sffLryZTfMIM4wwY6/ADIQ98umjFLFkBS5ZBNQsIcovxBpunBKa432YdwqMC0tiQDht+gKcN7D8JucKB3WdlWBEs5/rkBppuiqwxibcpoS/GWIz3BGmItcUubcne7Zi4OruBmY1jyCYg1C6ZsnAoZGTeCYG3Dlj89O3AFx+6HwsDvklCx4AxsHfEs/OeYpxm4wlQqRqiToR1FnDYJCcPKTb8Wr0RbMTEHtjQhNuNZ5QDO58CYEfJ7y3HcXt6By3amCDDGYelgp8+f5AYnC3+LJPdWzDGFhuYeY8JA+iOQ72n5KsUmTsKGZlXqhY+viJkW+bJgbqxnO6r+DDkXg+XnlIEjK16fvrejG91M6IY3v5nhh4XYicjTFLBmQ42ddgoh6jYVdKNWH70cc/y3HA7jvOAq7yfLlW5b/ryWdWQm1YPctPqQc6pzt2w5YDt59+aX+Sh7CH2miFy0yWrdAh8DU/RfRePVbC+OGd3z1ayqRF6TjgXn6bYSoDp7oWV6+fsmkTKppCReeUFVcvSwPC58ZycYhpzHYMH1i5x/O7LwFEMzgcThgfw9PXD2qOh0o2IQjAuxPgEMAQ2B+fB5TAySXKnYRL44fT5/taY2dsz05dv7xTdV/99pMltnbmbLrwhXMd3OkVJ/yaTZD7FRQkQYDBYwKQWO7P+JmmTDu+ismoTvtslCG3xvgZXPe45ROYbhYzMG3ULb+q3XNd2PJpB5iHwtvgINvCu12bccpfFOah1PDHwCI6j1kO1F+J2TJ57yGI8HbwBYxzehvjc45xl+VZ40HgcYLBkhOTT57/x9IsIr83h7Jdxf5pzfSdhLleknBWfyd3pfQBMMUniU/KoCEOPwQC5t/QkxRW5LCEd3k68+Ch8N8Faii6zweVzeFUi5VLIyLxxUd3Sbw2fmyg+ZNu+KC2T4gmqOVli+PS1RbeSSywDGDZheeGFhsCAaYZ0sgxcAK4LxmAiD2EEnRy317G6CbfiOQOLwfI3vofzCImB973/KgAG//vl7MxyJue4esvLapcwnI8AMMkELd/GR8V1WiwGSIyhb6o7+5xkzxaCxmJ8s4W1HqIY+pfN7YWJlEghI/PG3yY5xw4lXGM95wMjuSHAMtyX4DLLH/1jwBtfVMG7ovfr9oGMfz8z5iPX1hj8fkyQG/JGEzKDTdq4wGIsmCiGpEO6JqAnN3wGx3E4ugS8xIxzIxkN4JcuqjD+xpNZtv1evtWa2/UoZ8VncG7lLJLpqQZ72Mlj6RAT4S68cQTEBMB4FLBobF/ITN55LWHvIvLdewgCCPoH4agT5/TaRMqkkJF5YcDCd6JiqvKHc8NNFHvKWAPnX5rgUsuyQcPG/gAc5Bi+Pe5457aMoXdkuOMjRsYy0grgPGZ6P5qij8lguhlB3bAbzybgZd4ziOHM6fP3AHtdhnv0bvqv/iw748PP4Oq98BT6Xnr6z/3+LqxewISbnP26SZOhdIzUtvDGYabXRSfGwH7VBLKJvXjvcOMT2NBiqlV8zxKIaz/3NYgcCQoZmRde1Wf557Zjj4etvqjCPJYbotCTNzI8cMFpAe1hB64YU3mAnFunMjonZcTdiLHJFNey4FPAF7/d0yHjvcMCDxi4Hhg2hnsMXDt9/kXsm7685qpPM3npmw65xt6XnMLR3/hzNlz+p/RdctpTfm8xMRdWz+dn6T2zx9o0GcrG8DYnDzKC6Rllzhny0GBPuAyAfHIE154i2z2EqcTYKIS4p+gCFFkAFDJyxL21P+DlPZatDtrAiunakxecEhGYnPd+MSGIHBdd38V+N8c6Q8cZHsURGohsQHPYsmJdm+BfBiEbx4UBznqIq+DB9YRM3AIfJeeXgZr3fAY3O7B/KsX05aqFC32H9mveQf33PzJ7jf6TGVN7V/GT/teSj0zR+6Kn3mV1fvUFnB6fynvG/3r22BgjPNTaRRQGpGEHT1H0kwzG+mDT3Q8CkE2N0tl6N9mj2wmqFQgrEPVCz+Jn8i0XedYoZOSIWhnCK3otn51wpBQr8JcCqxbBlkdCLJ4KEPR4HjshLEY0fPG4s+nlW4vWEnUj7ro3gbEAuy3G+AQXTH9oBxEzpQOaPyw2JPuV6e6oXewb2V9GEXA1LMsCS/vjf0p86a9h150AJ10CgP+Dr8Pxl7Ljjz/J4t9+GdUT1jyl93hp9WL25Ht5JNu3iUBCQpaDIycPc3xxtRgPWew5P3zR7GM7jz2Ib3UgsNjAFK2znoGn+R0XeXYpZOSIel0jYNx5rmkVrYoWMBDA1f/NM7QrxAA16zAR3Lrbk3iD8WBNxJV+HfmGhDiJGJvI4MYqruHBZ3hj8Vi8DSEHQkN2p2EJcBQQBYZNfcHsdaylWP0/YIvCnMkNV5Jvu5/6b/893H0tL9l+He2P9HPZtmsY+8L3af/4YVb/4+9gq/ETvr+6rXNe5RxuT+5gzI3PHk9JyHJD7nNyO9Oe8gQeMuP5RXPZ7GOT3VvwrQQT2CIwDbBk9Vx8+0VKp5CRI+rFNcsnxx0tV/yffMsbzl0Lyweg5gMwnj4L3htGRhzOWryHLXR4j9lDelqHvGM4aiAn+lYNvx48Dk+At0AY4tOiSkBll+dSiq6zSmD42Lo6F/cV05eXUaz4XxMFRRn/pEP7I39AeOqLCE+7gG9e8SoALt9YhMr23/kHqptXM/DaFz7h+1tqF7M+XMc1ne8dcDwjJcgjWq6DD1KcKSaL9D2VAAAgAElEQVQqWA/OeU7Jj6OXOgDJ0FZMXtTSsc6BddBYOpc/BpHSKGTkiNkYw9+M5FzbKrqt1q2EV17mYcyz+k2GPA/BeF79spj2WECYQq2SYbzlv6zssGlNl84vTPHlr3Y5/sZeyCE/2YIpAisPLSaIyLrgE6i24c21OstWbeSo9cfyhi0JV09m1IGjveeUHnj7uoRW/xin9UD20xuYeOsZ9P7VV7g7jfjY5jfQ4GIAug/s5O4Nb2HZ//PqJ3yPf9j3DobyIb7SvvKA4wkJfW4J9yYP46tNchx4R9UYOqll0PXwal4OQPvRnxHXVkPusHkX4gTWnjLnPw+RMihk5Ih5cyPglva+cZFr3+V5ZNIwMV4Ui2xOF/TadHSAd0WxzG5azML64kTIkufX8caRNh3mhxXceV1YneOtxZjp4pjGkDvwHZhM4d5Wk92TRbfVd6aKPTD7gTrwcBvyTtFS+cl0eWa37X6Sqz7LyiDj64vOINv8ktnrdVMdtv3mR+m78PE/8F9UOZfruz9gyk0dcNzh6KWXbekuTJDip8eHIiBzhtTkXGovLB7bbRIPrMRnGcalEGVqyciCoZCRI+LEiuGUqj2gbEsYwCdvgZjiw3aXz6FiiBx4zHTnEeANd3YNx1yc4w2cZEOYMvjVGdUGuCAAHC4CMORYbAK7jecKY6gHEZ12c/bcfRSh1mMtceDZ1bHsv9i/8+m/YrLSx0+GhvGbzj/gfTRvvIdV//Bb2Eadw1kRLOe6zvWHHM/IqNPLUDaKMR5PMdYSAEluaNuUc/zpDNCApEu8eC0+TQlcCtUuvn+F1srIgqCQkWfdaRXL3y4N+ZOh4mP+lLXQ/Zxn5VsN9ydQBY42loeXp4QrArZ8s0NuoEGxDbHH0LsppP66ccLccvLN/SR/Mk7Pmi7xFORhBcjxkYMM8sxgEuhNHa1anZ5Khay7bxD+JIpNjS/uDXBhxldHzQHXu7k9xJ/9wntpHb0eeg+dOrzzTz/NiY98nNqpGw6576HsEb7dveaw34cBv4g72veBzcltMeOtajytbkCnaljKIK/mMlyWUDtqM36iiQ0NNJrQWAY1bV4m859CRp5VM3vF/KTjuKvrWdQL17zL84Ubiw/2KaYnTxnDK06qY64/kd6dvXiKFo6fLop/0gVVslpOOBaCBX9Kh9oJOWEnx9lioaIJinUnzhTPauC4sKdOnucYs6+tsnb6vJuq4LzhgfaBRcsubgT84DtfoXL+KzCj2w55T+NX3EzzpvtY/fEDZ5sN2H5u7N5My7UO+72IiRnLJ/EWvPF4LKGHzBUblHVNzsUULScTVnFTLYKeWjEmE8YQH771JDKfKGTkWfW8qmVtZPjXieKD/Au/DxNteNs/F/e3pyuqrCfk7O8U1YZXDm/AAzWYLrli2PxiSx44Olss/tSEetPj+g1xkoEzeAMhDt+lmC1GsevlCbUaSbdDut9v/lpgGFhT9SQ57NmvDy+28MqBkJ03X0O+9T7iZYsO25rZ/rsfp7JhOYNv3Ddms39p/8MJicjIwTvcbJHMoh6OMQFTtssZlTMZoIHxFjoptlaBKNFaGVkwFDLyrHrLgOW2juO+pPjgP2+T5yV/aZjqFPe3PThgLZbR14wCMDGwA+8h9h4/3a00uCEFYM/1Ie7lLXqNI48sYZZiTDG+EVkD7eKD23v4P7lhaRTTaTXZkxsePWOAS/pDlgEjxtATOXYlAcl+DZlVkeW4qpmd0hyvWwcrNx/yvpJHdrP7fV9mxbt/dfbY/qX9DyckLCYlTK/9gRBLsf2Nt5axoM3WE2ps/NY1+CzB5AG2EkOUFs29gZVP86cg8uxRyMizpm7hvsTz7r05ywdg/FOenl8zPDpU3H9xCPctsRwVwJt72rz/2jbdICHqGSPHU8PgcHgMyYoulW0VltxZp7GxiV8CreEqQdbCuIQsMkXITFi89WSB4VOAz1KyrM2VrZTxvaOcGhTTl28FjHVcObKvOGVs4SPrYm5rFqmT/fQGWm97HuY3/+WwXVVDH/gaj/xf76XvstNZbBfxx413sDPf9bjfD4ul6upkaQB4rA8JPAQeOpWIiUadof7iepI9jxL6PuxAA0MX6MKqE+bmByNSIoWMPGteWLN8YXqvmK+/07Nl6MD7r8vg9ycdxsB4GpOMGoqCK8XsspCZMRlI4pzwih5iDBHgeyFtRxifAxkuKrqcfNviA+h4TyW3pN0OgYHnDRSv8+t9KY3emL+trQdneai7L2SWh5YTqpYrx/b1n7lt98OSDdhVmw68+BddgN81TKtvLas/8ptsXHI8Ddv3pN+THnpxeTA90lTskGkMpDakQR8n3ppwyo9yurseIQwb2LgCODAJ9GvzMpn/FDLyrOi18MaGZUcG7/8N2HQUXPreA2dxZcDSVXUMBucNFy+qkuGxxuHxFBOTAQwudIRfquJ6cpy32Bo4N10mZnqNjAlCSA3GeFILR4UhSatFGAWct6xoiVw1ErParcIBQRow6vb1lZ3ba7EGvn/Q7mUeCH/lv+47cMGF+C9dXtz3b1/EhAEr/uw/H1Da/3A8nobtJ3fh9JFid8zQQBaGLE5iOnmHM34ak008hvFViGNwBhMkxQwzkXlOISOlG7DwyRUh3245mp/x7J2E/jcado8d+ti/f7jFuIFR02V4xDBpMqwF6x2hLWZ/YSD4XA/BNsvA28boGENrb0SjlYEJgBxXzSGu4bsGHzpyA2+pLqK95hgmjzqevd11/EfT8MPJlIlskh/HU1w7aehM58nSEP5udQwjCavyfSHTOOvF9D94Jenxr6TnTz9THPzetZjVyzFf/hL86DZGN/45AyccwxuuvO0Jvy9duqxkFS4v/gwdYL2lbg2tuMbiJOLBpZazrk0xQZPQ9WDjGIOFvnH8ymOhrmnMMr8pZKR0L+u1BMZwTeq48T7DX1/++I/tAC0PFTwNAtomBxyB8xgAb/BA9OUaDkN8fJd4naOZVImyBG8iiurLYMKwmGkGmJZlc1jBjO0F4AM7t3JvAkdjCWzErmqbn7X3dZW9qT9kkYXmVM5HKsXx/nNewqaPfo3jfvGlNOIO5rxXExxzavGELIOrr4J16zgh2sQfvWsDrXWVJ/y+ZCT0M0DuixCbibLYgLMB3iWM9/Xgmwn9647Bpw6sxXiLr+XFuFCkBZkyvylkpHS/3BfwfyZz3vsmeO0Hn/zxo75YE9PrLVMzH71+uvpw8S/CbSHh6SkmdgQVSNKYIEvxNgYz3fFki100jQG/3dIwFqxltNPm/uYEf9jvObUKoQnpVBMeTfLZa/jjFXXGUsgyxzu7xTnHb7ueh975BsZuvpaxnWMkj+2m9rb377vwH98OFKX9gy2TjL77K8QbHn/cpEOHBv1ML5TBkWEwhMbhsKQ2x4YxaZ5SX7kG0+4U799ZqOVaKyMLgkJGSpd6T99pjtee5xmZevLHD09vatmLZYpselDcF9spUxTAzHJLzxvGyTuGbDzApAHW5/gwml4jA1iLt2C8x98VkRsPlSoPd9qcXyvC63mDAXngMVHG8HSenVsNqUSOIIu5lZjvzoz7Zxkj13+L2tqjiYYfJN26lXDzWfsufM8eXnTF5VyK5fbkDnb8yzdZ/eG3Pu777NCmZnrIfTGdITUpYIiMJ/eePMhYP1mnHTjCRj+uNYIxASa30DOdnlorI/OcQkZK9buDAS/805SLTofK68yTPwG43RWbdw0S8KhJcN7w/G+0+fu3/C2ZKVoq9lUtwrVtRq6NGd7RYGB67DyLQ3xgqBGALcr9+wnIv1ilt6dN/GCLO4bGOS6mKGEz3MMjtSaRhfHpQf9JB8OZ4/4do7ynmR5QX40sIxsdYt2yKdyKE5j4m7fx1Y3HFv8ctYp3/8+/Z0W8kvec9g36h66ic/c2TtjyT4SLD51pttcMscyvmF6QCR3GMRiqLsOnnlZgeP7eRfxsbZ21uyvUuuOYPMR0HPTnkCew5uRn+BMSKZdCRkqzKoRL6hYXwVv+8ak/b2h6aCTEMOEdHvjAX7yKpaOPMfMru/TiSdrWYmuetguJfRcI8NbjA7DhdOoY8FsNdAy37e4C8DtJH5vyCrszQ52YPdUO1u/7U/i9gTrbJ1IeymHngRPLABi56nJ6N59I1NmLW3EiD64rtmK+YucOjh4d5Ru/cAYjV/wRAHtv2oLPcla853Vwytlw+r4Cm00mqVBlZl5BalrFzDVv8HlG11aoZZatSyuceI8l7qlhMjCJKxbx5F3NMJN5TyEjpfn1/gBf91z4l4aJ9lN/3p7pD90Qw6jJcR7Ouf1q3nTFB5npLrN9GSNNS/2sHJcG2G4KJgJjyaPp6cve4y1kN4eYPscDeTGl+MPRGNV6h6HUYoOAZpwQ5sX0581RyLk9ATQzbsrMga2YaWM3fAcbxTSynfhjz2PV7i186MQX8fpmk1sJmMoimm/9awCSr3+f7W//RwZf/2L6PvBhwj//KDyv2OhsikkiH+ONA29IfTHmEjqLTx1ZGGPwdGLL5jtTglqVoOuhlRST6LKW1srIvKeQkVK8b0XAK4827Do/48GdP99zt7jp6bzAoy4lcZYKOd56HCHGeN7TfRfNb0PlLEe/sQRpFx80sLklr4CJq/gso3ldTusTIdtvS3hhVqOvknBcvRgYWtapMlJLyUNHqx1zdBjwb8v7sfUuI3tP5JXJSVzpT+IMDuzq6my5n+0ffhdrzzyGNY06//zYDv7bT29m9JjT+FbPa/nAmyKSiYjOBz8PtQqT/3E79538dtaeeC/+uq/Dj28AYCc7qFKl49LpMZkmHqjnMb6d0KrUaAcJL31kAHfXFlbuDenbMgl7RyAC09yKV3eZzHMKGZlzm2LDWXVL/dyc3/vsz//8Jsy2ICaMJ/eGIDR4Y4olmcbz5d2/QHV9gJs0VKvTEwOCCO88RB6CEJ9l+NRgMCz9rwm9QUiv6/Lrkcd6WOtjRisd8IYdmec3G3WmTEYjgnE7AcDfmW38mEMXVY7fci04x5kTd9A7PszRj97LB/7wo1y89BcZau6Al1xMduvPsMuLYprJ9mF2vftzxCcfB9U6nH46289ahvUhmSvGZDJSvIHAB7g0x9mApuly9ESNIAvYfJ8lnkqxNqb4022p3L/MewoZmXMfXR5SG/S86jOeTvLzP38mZDJyxnBkuSUKwViDNwHGeP7H+Jvpf4Fn6qEGYVh8SDsTYpwBYzA2wCcZyX0eX3cs/eUM7yr00uGeGJresDaI2VvpYPOALYnjwmrMdpswkYHxVb5k9nAT4xxmWIZk5zbSe3+MP3YDv+/hOu/Z1jacMfAi2rd+D3/WOeRbhmj8r9sITyy2UR791Hc56qIAzjsf/9d/w0/+8jXc/nxH6oup0zkpDk+IIc8cLjB0vWNFN6bmq6x7IMd4h994BhgLYQfi6tP+OYk8GxQyMqfeMl2zsb3H8IqnWSQ4BdqAs54Wjk4WEEYzv6oGjGftI/dRX5Nyw6MvIt/ZBAJcYMFnBEGxHsZnGfk2j1+fQ5iDi7nXZwQBRHgaQUAnzKnkIfclRaAdU4eHmzmhD7iFSRxwEb28nENnh63+3jcZXruRdcD7vGPlxz/M0qQK114DSxZjj7kIlkzQ+zvfIDzhMlwnob4kY+B5qzHvex9L/v1WTr89JPf59Oofh/d5UVYn9+QYMjy9eYAlJLp3K0HmsffcUZRqruQQxIdcl8h8opCROfWJu+GibSkv25Hy0bue3mt0gJ3e0DIpOOikllpcxRuPMyHWOpacl5Ps9px7zw20GnV80EMS5ECH2ISAwXcT/BQM/EGbqe9YbMtzdTUnBJZHVUYHWyR4yCIurMZc7ZosCQ3VvRlfNEM8SJsQeBP99GIJ97vGlzb6ef2PriO+6Rou+y+f4P4w5s9HX8WPJm6isugEzG0/JHvtRbByO9mOq8ju/y4A935omJV/eDFr3nAikyesIakZkryYTufwZGRYDy7z+MDhiEmJ2L6il+bO3TzvzgDb7mAyA6r0LwuAQkZKkRyuj+nnMOohNRmDGLLcYmyIiSzeWyyexhmO1s8iSD19TOJNBW88mBxrLcUgh4d+MJs9U7eGkEOlAvWgyqbeJYz2dYgJmUzholrMJf0B97cdebeH26bHYWIsR/sKlzM+O05UtZYTXngOv/eZD7IqfYy9l17GYGMjJ0XHc+3Ed6j9xl9gb7wFv2kT2BS7cT222g9A/rOfsOOmOgOveQHZQB97ljm827d+KCMvrt1T7DWD4aIv/5AHVvewyCxm4705ca0XcqAvLtbKiMxjChmZl3Z5yIMuR3lIjSPHYSq+2ODLeqLFHn9vFQ9UfBdjp6cCkxKExfTlfNwSbAQ3Dq27YvCeZREMpV22dZpMZSlZYukxAR0Pm6uGx8Yzmtkguyg2RVtJyNFEB0xlPu68s/nUf30bAF9/ycmsOClm6at+i4bt48buDwCoNDZBXMGPT2HXeezyYmsA/8BPaU0MMHHdfeAdW9blTG/cWVy/KcZnPB7ni9IHp97S4N5Tcnp9HbNtFwON5ZjUQ6MCaefZ+HGIPG0KGZmXHsFgwhbnu5BgjcGcMAW9gDcEJqd5l6G1vod4jKK8SlAjzAK8STGVGj5JmPxKH9Vftbhdlu7PQmzkWB95egNDI6qSec9KX2d1EPD6oTHuajrWj/dRoUZybM5ldfgLlvLQdODM+JPte/i1l76W3/rEZzB79mIc2HN+jev87dzQvZmx1x1LdNKL6b2rS/KF/4ANj1H95b+CMMbf/SP8yBDbvtFl4NiYz/9qB1ftxQfgjSWlC3hCA2knxxrPq76wjLXbBmj19rD9sbtYU1mCnUphWR9mdMeR+PGIPGUKGZmXmg6iIGfQGur1GFfLcHHRrWTJmfxeRLoMwsTgCACL9R5wxcyyLKN7Ww2z2NMeMZiuIwoSMNAwIaExhDk0fMjXWx0CCw9NOlrpAO2wxWt3Gm5rWc7xda4xBxZc25p0+Y1mk/R7N+GqFcDDpoCvVIoCmXSmaP/vPyLq30C2YwQqKXb9WmzPYui0YMu9mI0nUp8c5bG1ObkB4wBTFMkEjzXgUoc1OYOjltMmAnYtrjGYNrDWE7QyqIUw/hjEqsQs85dCRualvRhin9OoGXomY1Ln8YnFOEsQeLJtEb5KMUieR3hjihWcxoOxZMMetzvExZDcGYHz1KIO2db1hEkvrdwR5xEW+PxUl3N7Lf1NQ+arLGuMcfkUHE2FQQKuojl7XRsrFaZGRugFPr9jF9mDjxA8NkK4KOOWk3pmH5fe8u9k999OvmgtpAlmmceuKKbe+fvuxCxdSd//vJosgB0nG4wHb8BNd5dFppjGbEJHvW05ecxz/9o+ludLMUBjHIhCaA1DGD1rPxeRn5dCRualFEPNOvqWRURZQLcFvlv8ulqbY8MIk4OxOfgYZxzGT4+cGEO61UPXkBto31I8b2Yr5z07G+yZsPSZCtvznC1Zxq8sClmc9pHh2FBvklFMXZ7AcQ/d2ev6TwOL+KVOm2ujmC+tP5l1V93Ipm/fjw89rUsuOuA9tD/yBwQv+EXy7Xswy0cJjynqlrltD0Ics/HsN9PXNOzcHOBCj7d2tiUTGY/PHNbmBA6WtjzbVtQZTKrU2rBssg5hAMmY9pSReU0hI/OScwERsKq3TvWyKdweYDIAD1GYkZxfpfehALcux1b7SYMcYzrFdjOpYfIfe3GNjG4bujcB9ZwHF7cIql2ed0LCZDxBkEV8bKLFLwyGnNVjseuGWLJ0J/8fe/cdJWlVJn78e+8b6q1cnbune3KEmWEGhpwEMSDr6mJY8+qK7ooYkFVRV1cFQVd3QUF0ddHFwJoAUURBCTIgeQIzMJHJqXNXrjfe+/vjbWFRjDMw/Tvn/Zwzp/tU1em+932n+jl1732eZ1UYMROL9+h2LhPDjE5u+5/f1c2cVIofaI3dNxeAzrt+w55lKexN++k6cx72Sa94ag7RpkfJtp+E2pOC/lHsl/5j/MS2jej9u+ifgLPW2MixFNuW11FSEgofDeSkifIjlBEnnzoTaRZ7KSqZDKc/nKYr1YWpTVBj0Dbt+bw1icRfJAkyiSlJIlFCInyBWNqEOhCZcdNLoYnawFEGqleBaaKEBsJ4X2NCE+2ykH0+waAAV2F0+YzaklxG0VKauuXR0oodQcQrSgb1yb19v63CftdmBWlMBPfRBKDDNDkhm6NWKXO/k2a6leK9+57kN80qB7pCKr+6ES017d/6yjPm4er9WDNfDFIjOuJz3c5JR9J/fjdycIhTVgqEJ9BKoKVJRABoHAy00gRCoqVCN9McPR6woz+PSlloU1JoWpAFSknCTGLqSoJMYkpKYRAaBrI3YGiHAg8CK06HlEKhDUGqYCG7VJwmqUEIHy0E/pOgfYHTHuDvjPdjnPkhkTLoyAr2eyG+EeFpTSAVJ+cMhsrxz57btPly3edl5NhDwN7JTzEvyhfRWnNOtcKr2vvZ6jVZ14qX1QoVGJ0bZ96XwhSc+XQ5f//hH6NVBiIT0TGKc+YxdN8cV2iuzlJMG5ekW4LUTh+EIERNHss20BoCYYAZgDKZXg3ZOZDnyaUpHF/SN5hCFG3Id/5Z11R/bRUsPeXQ3KBE4s+UBJnElNSDRSjAevUE+ysaEQhKjTih0fIjUrsFqj/C6gxBGMhIoIWPNAWVq0zMY5o4xQDv2ibY0P56xYyRLB05SVM2EVqwI1D8rKdEf2gzUU3R50u+0Qh43Ie/0wUuFoM0JyuXvbxY5Pi9u7m6aw52to337dtGiGKBOY++T/8QeeRsdl/zWQwErHrsqXmoKz5LOb+HmZs8ZvZtxX9sjN1d51C+9DvM22zgCJixy2KoX6IMC194aDS5yEFoTU2b5HWDQCrSezV+d4m1ZxisWG3RN5JGzOz98xqXycl6Bfm2p79PJJ4HSZBJTEmdSMiGNNYI0seBjqC2IF66kmZIep9E73URMg4CQuv4HLBpEO6VGMc2EJEiGorAUcgOiemm8dE0ZYD2JSeGWTrzId+ueti2pksq7pzse9NEsW5ywz8jJa16jRCDdW/9Iv/9ms8SHnkmACelTmDz9pVEO3ajB7JErsJc+n/+6E9M8MIffY/LP/dv1AtZXpTrglDR/OlKDizPEZoR+bogMgUa8dThBENLJBBoSOsAVwpa9SyLx0OCFJiuSWgK2krT/rzGZSqEPZthzcr4+0TieZIEmcSUtNC20KkQf43CXq5RQNPUccMyAemGgW74cWFJoSdzZDQY8RdrrgehQNcUOu+jhyPwJc1I4cmIBY0c2oioGyETNRMjV2Miilsy2wgeEy4jk0tlx2dznFQu85Uo5HU/vYz1rRpsugeAWctfRnnJdPxf3Im1eD7ldZvIvu1dT0/E9ylv3MDMJ/dhBSEPnPg2AMIn97DphSYVKyDTkgSWBmmidFxWxtDxPMNI4AQRrtB4rmZuOcBQmgNdJlYg6HX60cWeP50rY5qIsf3Qqh7aG5VI/AlJkElMSSd1GWgPIqUwpoEWAmPWZDKmoUi1mWC7aC1QaNRkzS9hGRg9IXRrVMaASGN0+rSekKChMXnMOetb7Ms1GQ4184IsWD53NAVlBR0Y/II4AdORknNLbfiBzzonzeKgRTCwFDpm0Ln8BXzzwn4KF38ao6bQSlPfeg8dx78ACnGfl37g9ptu5IaXvYL9dYVY+lKwMwAMz9DsPq0NOzDQKgIt0EKh0UgkFhAFCqk1EYpWNErXqIfUsKfPoL0smBZ0xj1l/lSujO3A3i3Pxa1KJP6oJMgkppyzCylmZMGtaIxKhL0SSIHoi48wG45C9UOqzyeKJJFUCNEEIdBDDum3j+M/kufAF2YhPJNCT4oD16cppCMWbi3wis0zUFgsb9PcvNui1Fmh5sOlE7CMNFfrGZylSxxLho/3TaMrCnl3Oscl0+Zx8YHtiLu/hv7Azbx6z1Hcc1Ev2m0RjY7T+MyVmKfMI22l6bzmmzjAd7SmG/jUEUto0YmcNY3M278MwMl3m/z4H6tgCIoTitA2iU8wRITCI69NQk/FATZStFsSd1saEUGmXqd3T0iYz8RBJtvxxy/q9EWw5tfP7Y1LJJ5FEmQSU857+7PIzgjD16Ag+zGN0Qm6MflJxlS4Iw1MS8WBRWgQAQjwt9owx8WcVSV9UhPjSIlY6OKXTUqTTSRXzi9y/xHzmAhhbpgD26NTwEgIO/BwEPy7GKThKObaKZaMj/GG9r6nTpTxwPfBSvGyztexxduEt3UjxTe8nejJHahyGSJB27KT+N+2Ds4RkxWW77qDKNeNTg1in/D3yFIXJ92uCFIRfgYcTxOYgogIhcIXPg5y8hiziQTyZicVz0eEUPQUW/tcpBYgJWRLf/yi9syA2vhzd9MSiT8gCTKJKaVbSo4XDqkjAtzJ6sTuAgPrSI0alHHPMkMTVn2kVAipJ6sYByAE7kMp6Awxu2wiH6yXaVRgoCNBwRGMZlxKlXEyfpnVNU0pFaHRzDHiAwTHkSFEs4om57a1I3yflmdyFFmuHR8kRMH4HjrXrGSJsZC7w4eo/uCb2HMWYP/kR7i79tKqRVimzdAZZ/JUjeTHHkN7GhWtBd/CedPHmbEtIFM2aBUBYeCm4oAkUHi4ONpEK41nWIBGC4ft0QYiJCkhGCqFtFUEKPWnc2WmL4JW/Y+/JpF4DiRBJjFl2MDdyzuwZgek7u0GE6I8NLcYGC/SRBtMhAQDjT6iFa8sVYy4XBkeqmbjPWgTphWqbtLcqLHOhfFbUmRSimxGs6fQYHOjxvL6TmrZF2J2jhH5mu0B9GHxbt2NKRTv7e7laNNiYP9eNqUG+M7EEOtatafG+o6fbwGtuPY1J+Jt28jwzd+ga8RCdg5g7nwAGQi+dOmX0U03/rdlK3rlvchjJModwVz2SvJVRecvDEJbU50NlbyBBiJCaqJKXtugNFVpo4CWgN36biJfUu9L0bvTpFAN6bAycmwAACAASURBVGzWof/IP3xhcyX0EceDn7QFSDz/kiCTmDKWt5l0NyzssyKoGwgbtAcq0MgC6FbcjExGYBfjhl6i6oAGhCI6YCLScdvmaMQm8kKQGn/IoJAFmYoAAZZPwYmYNrieZiZHqa2bXzYEr6GEDdxOleMzGWaVy3xZW8zE4frW8FM9ZWxszrRP5nH/cUYXLoVQ4d90A+7+nZTa5zJe8qlMeEhpIN7wegDEL34B112HyDpo9hE9/jjCMPH3VUg1JIOLAkJLENeRDgnxSWEgtKApTJAhUisWGXNJuYJau8kRj2u2zfSY7gVQ7PnDFzbfDk72Dz+fSDyHkiCTmDIunJ9BOhrzSIPABSMNKhBIrTGaErRECxCRICXD+A+ycIgzTDTB9hTWHI2S4D5poXSE/2CICiSlPCgXDN+kzRHYJjjpMQaLA7z2ww/ycwqcoLMMYHI3TRytqdarzHS6MYTA5+lWnx1GO0dai/jF2A1QHY4fDBWZR+/CxCJUIWOje3li7b1w688Qn/4UeskSGBlCC4m2nkTmBiCTxx3agd2Q1LsiIF4O1CIilAFSxG9QF4k2fKSC+fJIzBZMdNksXQc7prfod+Qfz5XpSMrOJA6fJMgkpoyX7C/AQIRhWXhNjXBAu2Aqjdgn0FLG/ckihSVUvEyWSaEJQWvCzSmcUxVagP+og9YK/4YIKSCb1shhk20+DGQlSoN0WnTs2oSMAtZ/4udYCCBiwlQMVCa4SgteLDuYsJ/ZtOxIayGOSPFw8zeIld+AUh8dpx7Prk9eQCujaY3WaPhxM7Hcu89j4b/8LaKtBEcuxna6MRZYyOI0MAwiDYYvQGusEJSIN/+ljsvnSAG+lkSORgDTzDnscNJUOixSDZj7WBdW0UC0/ZFcmf554Dae/blE4jmWBJnElOBMVjrJ/r1ifBu0XMABFUBKaao3a1TGBKkxsxIDRbhVQncKLZtoT6JqFtlzA1Qgqd8qkbagvlbSXoqwOhWiLFlHnf68Ys8uharBmWbAonct5OzL/olT7Rz/+qIj6atW+Wi5zDvzi1FC8/eVTc8Y66eLH+e21h2s8dfB3deyTil+9JtHEAtPZey7X6HNmUmxN0863UXPW99BWjVo33w/+pqvIEY64Oheqst34DcmEGf8PRo45iYHW0hCCwLhY2sT3/DIaAM3kGSFjRYaZRRZ9sgYtqkRpku6NUi112SF2RsfZf5dtoM++izExoef83uYSDybJMgkpgQ3hG+/uYV1uuTx1RGRhqgm0Yq4170wABEvjU3mHUYbDYQp0dpHNyXGAIisQlQkUUNh5iUqEhSzgA+eoegpGADU6pqqoagr2OpJ/ma0zuq/eQnDt/wo/uEvfxXF0OQmNYrLM8uwzDJncqd7z9MPSINzFr8IwhBuvwvDTEG9gJX3KJc14z++n/ZUCwyJcgOkkJg5Teg1aN3xPRCSwrDAzYOSglAqTAwC4eFoiYrAjuKKBlorqn6FyBRU87D0EXBamhlCPpXk+QypNBTa4MD2Q37PEok/RxJkElPGuWfbKEOzaqXCLkWoZtztMlJg9QJKAJrQ0Wgg3J+KS/v7IaohcU4M0Toi2JVCRRGpaXGWf87RiL0GlZTHaUVByxU0jAwDpuY3rmC2ypBDYj6ympd9+OMAvGXLGCGaH7ZGf2+cBpIHvIcA+CZwxmsupfXi94Bpw+g4rqPIBB6G6VOZGEXNPJ50wcLc+DiNRx9AYmOFowSGwL3z+/HPDDTKMIgMQUCEpSUN2SCtTVQIKRRShEitGa/uIrKglhHMf0LTtsfFaFPI4rNUYy52xdn++558bm5aIvEnJEEmMWXMmBOxfltAZYNk5OgmkZRoNGGkybwhDa5AomgOCKKGwJ6eRmgDWfGJRmwyZ0u069L6WgHQFE+EUk7jzNSIQYOhossMR7B9F0S9FS750kf4frnIebqTW8UEB9jGGTdcD5/8IV97+Ge8+9XHMI7/jDHmZI4fNn/MyeGTjGnNF4Hx77wPsm3wpisAGHV34js+6ZEMjpNl1DcpP7CDOR0TtHZvRVTbcJaUqHd1ETVr6EYNtEZGgigjaBkejrIpiwkKGOgIcsLHtFsYGvY+eRduStAc6KVvj2DTcQ7bFwYcfdVXfv+iHn0GNKqwZ9PvP5dIPA+SIJOYMrSAm271aEOiVjQZjw+UxX1VShYiEAih0TM1/m6BmGnFnTBRCFsgswIdBARrLYSUkIooZDXCEARCkTZMXBe80ECaEQ8vXsSp85awIRVyLA5ttkW5PIH3rU+w9L9uIH3lF7Cnz3jGGKfJXkaaN3KF1rxJCNYBeA3EjpXoc18PZ7wBcd33qRYVEoUMAnzPRfWvwMml0Oecg7dtLxiSRs7CyHaDVqAVOjJwMxChMJF4KsAW8VvUDgOEjpf6jEoDJTV+NoXnQPHKHwPQdv3G37+oPbMR5ZEkRyZx2CRBJjElZBxJpDU/uc2jiIk532VfNoqP9GrwHQNCkCjUfANvDVh98X9fYWiMbg1CQBQR7ZPIjMT3NDkL2COp2gGlrMnEhCbMROhIc/5pH2Bg+xi3Xn8BL0y1kfM8Lndd3kOKJ4KZuCMV5n7nu88Y50mpE7jIfYCLhOC23z64/Ez0a+PKy/rCq+HehwhwaTkRpA1s26EaSoLRKsyYQWvVaoSW1NIgBhbFSaUqQigDpMAzNRJBKAMMNEKDGYaEpADoq9hEgFuwGOkR3LfnVh69Z4xf65Hfu666d2a8VBYm5f0Th0cSZBJTwlELUoxWIrZvVxzRJfHqIYWZxEFGgUIiIgGGxuiDcKOB6pgMMpZC9gjQoMOIqKGxZ0Bjj8B0QuSgpJzxyHYqyhWBLjZpeILiSJqdjSrRmk20F9OMTYzjO1kWRhnW3fx5tu7vJ33UUfR+8ENPjfPl9lK+Liyu+7+DX3cv4nP/EH/f8Fi0/UfYa9dSGZCIoiafztOoVWiULRgaIuzuQgY2NUcgjjoF0AgFyjDwIoPRtMBAorRGCIVEYEQhZmQihOKIShcRmnpBsme2xLHziGaZsPAsezL5tmSpLHFYJUEmMSX871UlPvjpOp/tzDHzTJfa9wVHvZi4VpkCc5cBEVjtEal8QBTYiNTkyTNbY083QUUIFYGC/Mtdxh7RhO2SqA5BVmNrj5olMCzFsXQjlOQzYpBLvnAXj2erfOaWy/hS9yL8hqa+6jaCF6VY/Z+/Inv+v5HJ5diExVn16/nI5GmzzLLlzL/hp8z/4U1k3CHEPyyAyRpo/Ud2EA3vo9lroqMm7aU+Drht9K7/JfrFL6a1boQd3Q3spSvQhoEIfUAz64Cgve5haAmRJpINHC0Rvkcmskmlmrx1/8tRvuKJ+WV2z01zbP4U2P4ounf+s1/cTY88PzcxkXgWSZBJHHaXrmhnRkZRWaV5WZvFWHcL7QuMPs1ko0isbQK0wOoOMUWE0WMhVNxzRpggLDPuyaIUwhRoGWf42xVJ3QoomQbaBVFsUdBpvNBkq92ggKSvYGBGEf/0T/9N6JmsOW3O04P7wlvYee9u3nHJZ0gJm3r308tnzfXr2H/jTwiqNdxNT0B1HHH/rez54A+x5/Zj3/AzgoxE2AYWGhVFtC2ejti1A086HJhnY4USbVkIFWFEGoREKI0EpBCEho8l4o0px1J46YAOtwvlRwz3ucjIZLE3K648YDu/f3GbtaQwZuKwSoJM4rD60Pw2PlzLIzo0/96W5T4vxK35hBnQ/fF+jBDgPB7EHS8HFAYR9kIDlIEqazBB2CaEEZErMUuS5n6NtAXWkEEl7VNIa3wflB1h+xYH6ibfC6qcaqaZyEsalQqLfQtZcbnh9AFYsSAeoO8Sve90Hj7vPG4953tsCP5PvskJZ1H/yNcwSm0UzntP/NgtX6Ex8zX4W3bTedZy8CNqMySh3yKfa8fIpUk9uJJw7jyGjsogfQmWHW/8K028PggCOZkr45PS8dKZZSvGM+AEWZQf0SgoUAZzKx3I2gQY9jMvrmkihncn2f6JwyoJMonD6ku7Jlh7RZXmkGJlR4N5rRDv1wLzAOj5GkLi8jGDJkJA7lgXEWmyJzoIZdH8JYiUBNtCey61+x3Sr2oxfpdJ17EGsgJBe4BpB2zfpslHFo1ygZ1N6JSSd/Z3ka00uMTz8Uc0Xw3288gnroa5feixG3nbq05lrDLKQw84fP07L+GCR895evAP/AqxwmF79/GUjj+Onve8H3asQy9dwe4bJaneEnqwiZuF+jxBRhrs3plm7pkzcB7fyO75Ph21EGVKhrpARCCEgdIRhhCksamJOjlh4guBY/ioRhGpBZ17NLorR2vHDhYM5hgYepZAUuyBR25//m5mIvEskiCTOKz6uiQL5xqMXx3y6D0pfjEzrhO2ZhGIFnECpoDUgTTSALstQPsQjtloXxDVFGrYBgRaRTRWpTCPCAlHBaXFkpYZ0mYIwhCarkE2zDHSMvmVrHJ+voAWcGvN5bz2PkKtWRlV4oH98B7OPPF9XHHTfbzxE29mxaWfZMt6g7bi75zSCkP0t65guP8Y8iefhjNvAVTGiE58BaP/9TPkhi3osk+rXaJwaVQ8okyBjlWP4JkWma48SsD+fhMj0AgBkw1ysLWJJzwMKfCkiaFC8k0LQ2v69hmIlM2O8mpCSzDX74HomTk9tHXB6L7n9P4lEn9KEmQSh9UJx1johzVqB7zez3Hv/Rbzds5m+7BE7p6suoxAZeLKMqmCj6oK7HlNRAp0U2P0x5vtKgppPuQg5ngIDekeSTXjkbU05TKEjqZRyxBpzW2qxpJigfa6zwYJi+0sD+oqI5PJl0cBN27Zy0X5NLe97gzW7r8e9wUWBz5z2e/lzvC9L9PwJU0fuv/53Yif/hfk0zS8I+gwm+ApCDXVGQZSGoyNSNrmFQkoINskQgmGeg0MpeMqzYL4RJmw8AmxpcLFQEQ+GV8iNczeZSJsi52tRxnrFBwVzfv9XJhpc2Bi+Hm4i4nEH5YEmcRh9YX9aerfinh1ucosbXFB2EYWwacnuuFqjTY1aI3br7A7QjLtLVq/kWgPwkAx9vndyHwKVIS3Hdz1Jn5DUSpBuqwIel2U1uzZD1F3g5GKxa/NfWipyXkR6ybgAwOz2DTY5D+DPQC0AxcCHUJwXa2FWPpOwtediB67iX2VtSxZveYZx5qpVxHnzGV/K0tj1jLMu65D3HcT0RsvpjC/h+KuTegDLVolGCjOYHxfQHXhLBqiB0P5KAv29Zg4boSQZpz9D9iYuNojNFzGZQbpNinYBgJYtiqFYduUUw1uebXkhfoU7LEDT4/JNGHFS6Dy+2VxEonnUxJkEofNhSfHpelVBc6e5vAT0eBlOkcGSfmTQwSbQch4T0abPlYxREpFtAdaex0CVxFn+1ugFO7jJjqCsC4oFDRig6LNFFTrAj8LEkk/db7oB3wq5TBjwqK9LcOulssc5eCicIBfa83bf3ewn/sB4m2fR1/2dnZd+H76//XjpJcs+Z3XvJ/xacsonfsa+OlXQCjGr7mBrmUDcQ5PJcQPy2QzBYb3hYixcUQ9R6AFBzqyyAieOk4HmFqitUZLD1cZEAXYZtxzJl+Jc2mWn3Exm48EU2tmp2Y/Xe7fyaE7ep+bG5dI/AWSIJM4bP7r4RYAW/425IqVTc7UeSwkE2aE0e/jjz/9J7dpmFhOiA4F0V5BfZdFpBUpBdI20FGE+7iJIC6qmS4q2KZJCZiYUMicj67nmUeFtwrB3LZ2pG/SlUuzeaJFOPmbfq71HxgtcMuDiNM+wOg/H0PlrjuZf8NNyFzu6ed3bUF//ysUX3I2tjeO2PEE1dXjtHwJHR0QQK1XU0oV8FoK65HHCUUGBDzRn0EL4jo6xEuEq5eZvPTRRdxzQoiPgVYhtgVIyDTAUIING77L4HSBDiPsTevAnCxRnS0+e1XmROJ5lgSZxGHjhuD+j+KaRzwyoSSLZJSQtKPRjkKHoCb/5o/c1kV6wCWqmtSzJdoXKAIdInWEME2IQhoPpxDCAE8grRAxqIkiqDZBGRGtiQK/MAMGHAc/laKRNtgcNFmustyrKnwTmA+cIcQfHvSmPZCy2HGMhywWGLjkM898/rr/wI8EXe98F/z4KtSbL2Jfanr8XL5IvU8QBi1sO0XB3YkTKpQl6HAFoSUna7GBb8GHLovLyFxwpY2vTFAKy9B46Yh0A8xAoG2DyqO3sbO1kdkVG6zJTzJdAyD/yDwSiedJEmQSh9X+2w2++bOZXEE3R4odPCh97I6AcLYm0yXwlEBowXE/WM20f9iP3BaQHq1jdVh4pRY5T4Fl0XoioLXOxm6zSLsCswI4EXv2aOgNaA71kCop9lg2J/ZNY9VwldWFkOawZlwHjIf7+CIwXQjG/8SYxQnvJZr9BtZ+9l3wjpdhdnQ8/WStzG6/nWDRccx+29+h550Jv15G/vsrEVojhuoMHgMdVhbmz6G0aSd+m2CkRxDJydI5QpAK4LbXuMzb7PGam5q4kUmowTYCHlzmUxyDQkXQveBowpkd/Ni4lVP3FaFtWjyOY18CQ7ufo7uWSPz5kiCTOGw+ekKOYz7UyRVigrcxCMDioiAUEfig0yAnqxAbbQqERu0XyG4DqSFqizAVIMHdJNGRwGjXWCmFXTWJugNqDU0zkIRuivknlzk2X6IRKY71svyoWuYIkWFzNMp/6CiuqPyXuOpm9r72rcx66E5wnk6EFJe/h7HpKxCZXLypZAfUut5PvhqiQhMtFI0eQXkowMzEy1tRr4HUgsh4+i2Zbwqm7wp4co6B0oIICTqkZYWICGwX8qVp6KzDDmMf7bUASn1xN8yuAcTI3oO5PYnEIZEEmcRh8YGlOT76YB9Cg7csPjb8ocWSuRMGqj9E7lQY6TROMLnkIyTSAPaDMcMCUxDYPoZWgKb+YLwfI3pCpK8wqwZRwScywK0WMa2IrpketWyOW8tlTtMZpgU2PhGfjGpc9MeWyP4IdfuDFPsW0PHYLdBZjB/cvoHoxv9hpH0hxtZVkHahOUrqx99F5/KYoy2qA5Io1KRbEFoRzLHia2HLuMQB8YGHWTtCRjoNFBAgIfAp1MHUglQTOorTIe0wbE0QeFXId8bdMNu6YfezlP5PJJ5nSZBJHBZXrq/TbW2l29rKFx6rAfC1J2CnY1I5JmD4RpvhvU0eI0JJgbtPEvkCtRVyKxy01Pi2jxFBOBxR/qmNaaaoE6CHFDrroXyfqpFGhynmz5+g9jD8pDXBu3UPEniL7KAWbKNLRM+sqvwXWtPRTs9EiSMefRg9ckP84H9+kNqXP8ecGQ2M4S3QIxjp/XdEYBM47VgVl3Y7j7EPArtF0C3Y127im5NvSaExELzszpBqIS41UzHT4DVYsTaFFILOA4J831zIpalnFSvd27Gmr4C5y8BMwRMPHMwtSiQOiSTIJA4bN4z//ZaJJGsKZHtI768CsmPQkRYIQ4ASeDUD0ZIYRZis6w+AvztC1QTSNgkbYIUmUcnHj8Bt5in2uaTaYHhLhnE74Ajf4lHdItQN3qwPrpmXeeQxyAXLePK1ryWd7aTv7jJ85HXxk3fcRJ0UHfYIWApUFXNfvH8T6RRhTwopJNqNMFWNdbOIC2SKuCOoBDomBClXI4CaaULoY7cMGgVFpgJBxgLLBNtih9qGVeiDnpngN6FROai5JRKHQhJkElNGCshYgnEZ8Y0s+BnJ4y0QDogUtMbM+PSVpVGGxgQQ4G5WaCUw2jRKhFgVE50OGRvXCEORzUREtmJ/vo3X5buxA0WPbvDJ6OASFc0lx+J88D9xLvwcqntmnD/z4teiP/AauOHfwIKRGceTc0IMvw55jdjdRDZDAtuhMcMkE5h4OsJu7eWB41OA8dTPFwKKLUnncIAUghYWPh6GNhkruJSGoVWUICWkU+wOd2AWB2DmEsTYILhJ9eXE4ZcEmcSUkbMljiHYPa753DowWxJXSYyCwMwoGoMW5AxQPkpESBUB0HhAIA2B0R9hFSOscQFCU55QlGY2kYbCq1qEpuSoKIURKZSR5kFVO6jxhhtW437xo+hWg9TrL2DiNw9T+eXtGGd8GL10NvrBq4l+8SMmCtMpGmOQNfCzM1FiGcIPCC2FZZgEloLdZbYfazFcsCePMcfdMXOuwYxtHlIKwtCilfIRWmBqn1wZAof49RmHMhWMdFvSDTMxpSRBJjFlbPYWkR61eOmXZvC+Y/I0RcTL03nS8yOQivH1aYx5NtGGFs2cR9bTYErKPzEwRRp1epXOU5vIwYChCXAWZ+nqC5FFydZqB0fPHGTBpoCfmx57ZIEW6uAGrBThugdpXPByGh96PbK7nwNjWY5+cB2Fd/wPYuk70R/oprzuV7jdPeTFOOKJW0E64C/AmLDANNB5k+r+Ou6SFFe/vT1eLhMRhgBTG5z+ywpeUeJ5NoERkE5ZzNll0rPfJEgTJxP1tNPCZby3kyXVebD6jkNyTxKJg5UEmcSU8bHjdgDwr8ft5Kq1NTw0He0SowA6FATjAjGQQu9XeHaApeIgEzUFUphExRCnK0QrzcSYorAsi+dLyrssZEdI9o4GGpM2J0V76pmfYpYBxx3k+MOH76b1sX+gvH2YeTfchNnRgTj/KvS7FtI0IOUPIwozyN0+glZ58CJsV9AqCVKGRXYkZN0ZDpER78kgNFJJeg+ETHRBqMFyLWzTQLoGwzM1430gIw3FHAsXnQfA44ums6j04oOcTSJxaCRBJjFlfHFtDSnWceXaKm4IARp/vofMS/yKJGoI6DbAszHXhJhKI0wTIcFICVQ+wnI0oQRPCTKzLPwJQSBN1LDNvrdOZ2/axY5srNQop8QJ9ZwGfEZr/k1rVhzkHFR5jL0f/QhKmsz91X3ww3sQL7kYZmyhMn8Z2RnTqLd1wCaJrHuYvsTNRqR6Msy7f5T6bItywQAUEoHQkKtEDE7TRBqMwCQowqpTDb798Xg57IRdcyCfZtuW7wBwxPoneHLDtQc5k0Ti0EiCTGLK+O1Js99+DQVEr2hCI83Y+hQyAtERobb7BPuamKFGSAfTsUgvb5Hp9cl81cIOYeBNNumsQoQRXxiZoGBkuOiHdfaRZ6d5gGNH67zK1fxIa6YBrxOCVwrBqr9i3Oaik8l/dSvm4hcA4N32Ix7rKlH5/rcoXX8vzslvQSx+NeGrl9NKS3L5LYiLliB0O1ZT40tJ+YgUj1uPYR2ocvNru9EyjBNRtabUENz5UkUgNKGX58pLn+SoX1lcc7zmmrkZ9qcGYWYfofLhwN1s2n8jYXPikNyTROJgJUEmMWUJAwqdmmAU1I4Qwwbth4idHvVFHkJC1LCQysKY4yFCTTDTYmd7gEplkJGmIeHvij1sbjRxXIUGPlmv8BYgAC4Ugh8ATfird2jS7/9W/PU912IeedpTjw9f9UX65qQwZswn+9nvYOQ6EY7AM4ukPv1hjGoaI4QAAZFEm5DevI2JPhutNULHb1ADk5FehZIaT6W4/+Rxqj0RkdJkI+gqZ6CQjX9pJg+DO/7qa55IHGpJkElMXQ6oTVBdWSf4hUt7Tx097IMlEPEBMvzdFtKzsBY3sa0I584cB+6zSbdJUFCxJAudPNeOD/KuYsT6qMrHtMfZWvMRIfir+kYuPB7zmgdh8ckAtK55Z/x4FGC98K1PvUy5Lul5c8mPrSN86C7SF34WdeY6oq4m2YEjMO9bhxUKWlZEqpHF6cjQ8kbxLUArhI6TME0hqec1ygAPm8BWrHtBFelpSqGgeySLLOTjX2qYcGD7QV32ROJQSoJMYspySjDcJ8if0o17Uhv1qIDeE0AeTA9A4G+SaCURM32MCQENgcwqUraBUpps1mGr12SZaNBtCvrDYR4Xgnf/lWVkAMz3XRV/ffcVsPwMwg33UTt/Po1PnY0xcASy1PPUa3dd+H76L74YufZOWr/5GgDi2G00CgWik8uYoUFgNfFb0/AXZQmkwiuXUai4bQFgChNlCnwbPG1x3NoSPztvGMuDtJJ0DWaw8iWw42rUVMb+6rklEodaEmQSU5INdM2H7/3cxDPT7DtQItcH+qEAlps4riaqmYxeJ7B7I6LFHukf5akSYrS5OHmTZkVQHGxwgtrCW4SFV5vLK3WLK4GDyYUP33sq4QUnEl3/L6Quv4DUz76H8b7zUbpO/SOnYL3gzeSv2Yz1gjczdv13eWzeHBbe/kv6jzoVlTob+fl7CY7bQ8/ddaTbwEsLqK9GSQln9FAOhmg58ScZKQQ5kWHuXhjq15QRXPaZRYz3Btxy3giBo1j6YAf5zmmQySC2roWJoUN0FxKJg5cEmcSUZAFmG6zfLElNFNFC0OZUYaNGa43pQlAxCMfAmuUR5TTGbouq8skFaWQKyIOtK4x5gsidebBZMU9T8ckE/eADBP92ObpuYp51FvY1/4n1gQvwbrua1rXvxXntv4JpE46NseOt/0DXefER4/ATl6F/6mGethS7ZeC2hWgUsj6AshS7TioQmBEgJmuYGczaLRieJmgammxVcOYdnTzw8gkOdPuURh0cmQcnA0PJfkxiakmCTGJKMgDPgtFRAykks2ZVKP53/PlD/jDE9MDflUKHYM9tEQmBMWFQI6ArcIgMqO9yqQSaD5Rt8kaazapxaAepFGr1Y/jveDvhbZvQ3jTEiuOwP38JujukcfUbyH7sZkSujcoddzDyjW881XtGv/d9TCwDkU5hbakjDIPO3e0YSrL/+DTbesK4roxQmNpk9vaAsW6NJxUtw+Nvf95LtT1k3bIaTsOKj2W398GeLYd2jonEQUqCTGJK+tAS2LFL8NYFOYRvsfNAOwc+Nh/r2n7Ed9swfU35xxnMNsHaeyZYc07A0MIKlV4PIgNhSZwo5IXDgi8Y89Ba8cFw56Ef6IlHoe//JuEFiwl2/hT/0stR5hnoRS9FLJtDsGQY+2vXkL/pJww9tpNlT26n401vhsFdiF8tQWiD6lkpzHXrGc/8mmPu78GUNqfe161YaQAAIABJREFUPwt70Gb6gU6+/bYcH/1wir1zNA1T0VR1jtpR5G2fnclXP7UNIzLoHMzT/4oPwLbHDv0cE4mDkASZxJTz7iPh5ds1Aw9pXunETb20BGmCdkO0AVQE/jaJYUg6+wL6X22SbZpMGD7ZM0GHikebBkeIDEVh82RUp8xzUMvr4bjVmbj/MfTpK9DXfYqor4xcfCoc/Xb4wU+x0/HxYvuVZ3LgK19m5pe+hD19Bsb2jRCapPeERG9egtcxwOrjTCI5nZ4DcXXob/9jlTNvb/G6G2qkMImkRjZ9pCmYs66bWkowkTU5/o5+dpw5G7zWoZ9jInEQkiCTmHK+uQW+PUfwvfmCb9YagAQBpqlRtRAlFWFDEjUkwpWMBhqrx+TAGkX7HM3+VWOIlOS+WsirjU5M4Gb1p5oq/5VChVhyLrz7EsRrLkJc/nXUHJfgmCGiFQahMUDr8ssB0FHExLJFeM0Gc2++GfOWbyC0Zqx9FsbQfHSpi0JFc9a9Y5Rze3jlt1dxwkPj9I4JlmwX5D1JJMFuBiA1o5ZDMNJOmJrA9gO6HlPgH1zrgkTiUEuCTGLKcUP46ia46gn46qNlhnc9AVIghAZPEZkQjQiEBKoWoakwRg3CXIgcM3EGbHxb0vAiTpclslHA/Rzi/ZjfFSoYK8Mtv0acewHiWzeijSHUv7yY6KKLqV1yCc1/fgemZ7Jv3WbSCxbCpf8CJoRFC6vqYRQ30GQ7frEEVsT+uRmEDpEhoFz6yiahBfuLZZQU9FfhvZcVeLT0a6ZtSqOE89zOMZH4KyRBJjEl/bahWcmROErgtQTVERAVn7qhaK2xcZZIdCUNgN4pqHQ2SI2H9L+3SIimUVd0aLg2GuTAc7FU9jvMFcdSuvc+2LEPrr4ecdbb4IS/RX/7vxFXXoFa/SDVU46jPL2dJ1avoXvFNMKwTnOnh7ezzqxbG4RGyL2nreMVP9esOsnksx8ZIBIa0QpY+qRDvQDd5Qy1lMexo5pj78px7xdtch7k3cxzPsdE4i+VBJnElPbGOSbRnBwA6+80GRzPUx9R6IbAnibRGqSCsKkQkWZA9yC1xhCQrdh0hCH3PNefYgDz2OPIffGLADhvPw/SaWhvh69/Hf2Fz6MGpqGHqmTdbYjWDnxzF0Y+y2X7uhioDRG2piE0FPdHWJsEizY2yLY0a5fXkEoTCUGxCX467jSDJ7j39BSbFjmIUpYtp9TpH7M59ti3P+dzTST+EkmQSUxZ71xk8vfrLbI74s3sk/7GpcOs0yJC+QIjbSEdBQpCP6RjeoZckEZLQQrBosEcTeWzA/+Qj804/VTS+/dgvP51YNuEa9dQ/9AHATDf8z6sVavhoYfQc+Yivn4t4pxzSH/sQkrpND0zZ5Cq9aBS8dtv36WLOLFqMVHqp70cYo7C5Z+D49YbbFxYZqRLMTTPIOOCtjQBJju7BDMmNF/7pxzB+u2s/tthBkYt1q6+/pDPNZE4GObhHkAi8Yf896aQzuMcPvHIAKcNbKS9VUS0g92vMLOK+p1prIEW6f2ShQ93Eb5ao7cLAktQ/aXJ0gmbj4udlA9dGmbMNBGWDYCcOwf5vf/Ff8EZBMAEkPECrKEhrMEhjFIJ8aY3Is/+O8yGgf6NjXRStE13KP/EphLuw7IC6h178KSP3yuYvsfnqtmSOy6w2Dbd4bW3jnHcrW2ERkhOw0ixxI3Lt/Cvdy/gbT8uc92GO9j38yOZNnuQUHmHdq6JxEFKgkxiSrtybR3juF1c4Gr0aICYDZEUmCVQWyXZJR5yj2bk+Dq9W0sEnVB9NM2eb1jk2gNWNZ+DI71hSHjPSsJp08GM30LiJS9Bf/vbGBdfTOC5iAULEP3TUMuOQrQVEL2d+AjUQ4+g1m0mvbKN9LIl5M1+lPDJVPJo9SCk07QyPoNtIUvXW6w8oY2NM8uUTYnWEbnQYG+XxWmPWLiWwKLBslmvZ9Nem/suqsKlh366icTBSIJMYkpzQ/iPtXXOH9D4dYWNQDyaQsoAI4DMfTbWNE0+AoYF40dqDlxeAqA1bj13G/5h+Myvv/wlorMTZZqo8P/8zp4eZEcHYsECzJNOwDz3XMTyo/ACH9ZDY2AbcmadKJA01i0l62+gGmlCEVLPC4zI5hU3Znj4+BKPLfCYv1awtR8G+4Y5+eHZrJnVotF3PBNLtwGw5Ox/4vHbvv7czDmR+CskezKJKe/8hXFCZu3xBkMTFs2PFPF3CeSCKs2zKpgu0DSgIWgOCKZ/LC4/s2C2x+no52eQvxt0fmtoCLVhA9HNN+Nd/FG8N74F41d3khoeZ9+GTzJ+6zeorFyDNFyUlUEWFpMhzX3HC1YtVITpiFd9P42KypRcRQqLvR2KN/6sE1dqXrq9jfCxQYrXxtdowx3XPT/zTST+TEmQSUx5Vz4REB1lUTjCYeAWh2NmhDjTTFobbLbeWcNuaqrTfJTQNBeCfXSN3R1DeBsDNFPr43r46CPU3/MeKi88k+Cb/4PZamHmO2k9NsL8PTbleoa9SwZYsVbzy2N8qo7GappsWzLKdeePMDLf5EA25NFjItYuqLC4nmfjrDQbH7mD3W1no8JDf8ghkTgYSZBJ/H+hug4yO3xqJzdAgWoI0m3xc1JBdjs0U6BtwIdllTT3iCb3wPOQIfPXUfv20vrSl6hf9Akau49mtHcDuVodBjPM3ifJaIPA1IznQ5xxmydntYgsQaamkVGW3O6AnorNzumC6Xrm4Z5OIvGskiCTmPLeuSRNd49GVBSZpkahwdcYNYOBhe0IBaJhUs0qdEpgjBn0uhY/oz5lA8xTjv47+ND96H3baPzXJcA2xISFBoJSG9r+f+3de5Bc5X3m8e/7ntM9PfeRRiMxuoMAcxeYi2NWZiOwjZMY7PUNO8mmMOt4fVlXLt6t2ClnU+uNaxMSJ84WdrLGdhJiG8dbbFLOOmbBBhwwEBtkAjI3CQldQBKSRnOfnu5z3nf/OKd7NLoYCTjT/ZrnUwU9fbo19Z6qmX7mvf1eOLTEUH6ug9H+lK3rJhnc4xnr6iJ9agtxkh1stu2Nl3LWuR9u6a2IHItCRtrezZtnuGkq+zB9YMZBD5B6orrn4MEEb6B+KGXlzogL/trT/41univX+BYTrW34TzMwjP38GEy8gPtQN+4Pr6D2/25n6pffiLntJiZJifePgPHsWwJDe/qJHx/lM598htVb4J7LYj54U401n/0el8b9vO6W/82TP/mLVt+VyFEUMhKEGx9PsHsMv3xflT09HmMcJnF0DRl8BM459v/blOR5KN1VIRlyTL/S+2NeCedchf2yw/7hM7hPnglb7z/qLeYH/8BDFwxiduzE4Ni7OKLuLO/+1jDRaEJ5Bp5b5njzfdnZNJVbbmHTA59b6DsROSEKGQlCNc+LgzXHvooD47CViOqYI41gwqZ8/QdT1Iey9124o5tPnTXQugYfh/34ndkXpQqMH+OY5EoHMM2NHz2PjjPOBzyjXdBrJ9na1c1Hvlxhy8VVtq9I6Jwa5nfecRdP/uALJE7Vl6U9KWQkKFVgesDiY48HjEtJywZfdczU4NDeFID/fs5z/MnW0Za29Vjc596aPf75NXMX+/qwp6+j9Nv/ifKf/RFn/8cvADA1UAEHXVXDWVsNm86GVU+V+OxX9rBq1wx/9puG7dd/iIsuvK4VtyJyQtppdafICRk+rQJPjWC8Z2mtzvZeQ9dEwmXE4MCan8ATrW7lEXq6sUNLiDauxSY3we+9D1N/F/6FA/D0Nti1H/vg09iHdrN74DFWrz+DUmRxdXj8NZbBacvy7i18//W9gKErjTl/W5n73lJm8Q+miW2ZxGn5srQfhYwEZ6IWMeDBpZa0NyaJwaewztq26JqfdvsLjNzyGeoHdsPll8Ca5fjFvfiOGJtYSlVLqVamI+3HDpUxyyLAAB7vUkhT4riEsY50NqXaaXng0oSBfUvZum4vp157K+nqn2P6+utY+unP8tDDX1PASNtSyEhQymXoGCljvMd7qB2MSFaCB0rGUcK0rnFdXXS+4WrGop24//AO8FVwnqhuiCYh3jeL2bkHN3qIdGqM8b07SacmcNPj+OkJ3OQYbraK7Shzys3fwLpB4v1Zmf9qbZx9lQHOnNzPsvIA93/zv5B842PstBUFjLQ1hYwEZbg3pvRIBQMY6+hyFl+G1FieTie4nO4Fa4u95ELKN34GAPfMdvyPHmb28SeZuWYD1BJwL22Xjv1ff0XlwDNQHiI+4NlV6YexLbjSILEfZsJP4vKVc5rwl3ankJGgfPjspaT3Rph1ee/FGxxZyMz6+kJVKgPAbXqU+u/+Pr67B3fv/VB7BXoUp5+B33AF8c4n4AVPrTMh9THUHa7D8eh5Q5h7b8Wp9yKBUMhIMD722iVce+8pAJiSAeMppRYspCai09VISHk73fzDApyGiXOkP9zU/PoV8YEPw/792KgbX/VML01gDJitQz84C0YBIwFph3lSkRNy86MH+NKluwAwdY83NOdg6lj6gZIzfMMv5c10LkyjnHvlAuaUYfxbfhG+egtmbBDXYah1GPBgkpRWTjeJvFQKGQlGNYE/fWg/l0ePYPD4KKXkLGAYtyUi79ibVukx27mDAg4rK5j/xzswt3wF/6Uv4KudTK0FKj2QWpiu4Y0Hr6SRsChkJDi1fNLbW4/NJ2Fq3uIBn6btXxTzeEol+PrfEnUP4BdN4H2Kt/mIduL02ypB0o+tBCdx2ciR8SnGG4yHGSx1DP7IQ8NC0dWNuf2fYO8eetdvpL5oApIUoihb4ZA6MAb8Qi5tEHn5NPEvwWlMe9s4xZJ9Bk9jGbGWRbOzLWzZS1Tpwt/2j5hfuJKudRex/Fc/zajbR2wszsfZEJkp4Rs3KxIQ9WQkSAaPIW0+n8Yzbk22Yz40r3sdrD0VgME33UB9fC9MGzDZXQJg9asqYdJPrgSr8cNrPNTxHLIWQgyZD34ENj9Gedlaes7dwNSeB7FVmw2VNReuRdlwmVNXRsKi4TIJVkQKxHig5jy1yIIPbE7m/PX4116C+dANLNrwHtzMFAwnRNUIH8VQz3syHZXsUXMyEhj1ZCRYJeOyZb3AKJ59NgprzuLU0/C33ob51O/A9+9m8c+/jx03f5Ce168n9hUolfBJ3pWJShBZTD2wEJVXPYWMBMt6j7cOvKEGeJPNYwTj+g/A2CjceTu2XGHyJ/eRuClKlQ5MHENkcUl+P1E+6PBKbfwUWSAKGQlWjG/uTRzHkVgb1AS5f9s7MF/+IoyPU1l1NiN3f43SWWdgrcXZKLsX57P12uVyFqCJQkbCEs5vpMg8hsh5UpvigSl81pspd9DV6qadiIEBzN99Hb7yRcrL1rLmN7/C1FMP0ve+t5PWavhKCWNsNsVkPJQ7wBqYVdVlCYtCRsLkwXqaw2WTpHRaQxrHVFrdthPxS9fCV/8GYG7Cv6eLzpXD1A4cwpVLWS8tzSaZfBRl/y5VT0bCopCRcBmHyyf+641rUURvyxp0grq68b/+Edi1g6h7gIHXXcvov3wLu3I55Y4OZp/dCXFWk83nmeLjCIyFuiowS1gUMhIkDxhj8CY/IbOxocRGLG5py07AlVfB0BAAves3Yju7OXTfN7GvWUfJWqpPbCUtR9mBzI5suKxRwyytH/fbirQjhYyEyRvAk0Yp1sMyYipY6lHMha1u20/zc5fj//jPMf/+OrrWXcTwr/w3dt70YWr7nqX7vW/HJAkT3/ketd4K3jt8YrJxwShf1DAx2eo7EDkpChkJlAEczoDH8Gt+gBVEYGFVq5v203zst2DzY7D5UQbfdAO1fc8ys/0RADqWDuKmpknGJvCRzbprLuutEUXZLdfVk5GwKGQkTPnOd2+zYbI/MPsZMSl1DMtp31IW/qKLMTf/BdRq9Jy7gYPf/StcLVsx1lkuUz8wgqvW8LHN7tGTDZcBYF6ZI55FFpBCRgJl8NaTGsNzPuFfqDY3+5/qPX0tbdtxnHoa5vc+AXd8h6h7gJF7bmX0/r9vvtxjLaP/97u4ajXrySQ+P2/ZZ3tkjIGp8RbegMjJU8hImHw+V4E/qpJMBVjUgia9qOs/AHfeDmQT/ofu++bcaz1dWOeY3ZEfL934n7N44/A2DxktYZbAKGQkTPkeGWcMLh86qxhDPf96sJVtO5ahpfhr3g7j49hyhcE3vp/avmfnXl9+CiQptT0vANAsjuOZ/1s6G96x0vLqppCRYHmyD+PkiK5MAgy3oD0/1Tuva35ZWXU25WVr57++bi3p5BTJyCEArDNZD60xJ2PIejLTWl0mYVHISJCMN/goxVjTPHKlw1gSYDdwaQvbdpRf+TX8Rz6GedsvNEvI7Pna78+9Xilj3vVWpjY9SjKazblEzuOcxTiLj10+JGhgRj0ZCYtCRoLlTfYH/pFzMvuMYZg2WWHW1Y1//69j7roTdu1olpCZ+Ne7594zuBg7NEh1287sebmMSZm7sajRZyPMQ9nkVU0hI2HyBm8cGEPdzS9OvAdY7H171DDbcAUsXwF/+XmAZgmZdGp07j2rlhOXYma2bs+el8tZXTZ8c9Npk5YwS2AUMhKcMjbbOmIdsTl8uMww6z0/BBYDy1rXxMwVG/Ff/lvo7YPhYWy5wvS2H7Pvthvn3hPH8O5r6BsZY/rxLdm1oaVEDjxZ8U9i8iXMwMxUK+5E5CVTyEhwLIA3OOOxxzhi5WD+2PIVZvffC4B5//vg3u83z4yZp7sLv2KYSq2Gm8nL+C9ZAhx2PllegDmoUz9FcgoZCZo15qjP3lHaZIVZkmBWLYF77oYkYfBNNzRLyDQNL8X2dFGpdOCqecisWJ7NNeXLsbM5GbKejJYwS2AUMhKcRk/GGz9v4r9iDIn3TALjwGmtauCRkoTysrX0nLuhWUKm6azTsfWEUs9hR60tXQqAawwEGuY2zmh1mQRGISPBKWPx+dKyiGzi/3CTwE+M4ULfHuNLUfcAp378q4zcc+v8Fzor+GuvpnvLNqLKYcsU/s0GMIY0X0jmGqvLPDA7u1DNFnlFKGQkOBGANxjjMcwNl5UNzObB8hy0zbkyh58ZM8/iAVg8QMfUDK6ah0elgl+8GA94l5XNmdv+D7hkgVot8spQyEhwYsB5c4yqZXOeB7qO++rC6btgIys/8KfMPvf0/DIyAOvWgDFUOsrUD+VLmstlGFySrSZzebpYgzf51yr1L4FRyEhwBsh29gNgPfVjZM1m2mMzpsu7Ifv/6S/nTrdseNdbKT2+hd5zzmTse/dl11avhoEBMJA6n5WUiRuTMh5mphe0/SIvl0JGgtOBJYV8miJLmDJQwTQL/o8D7TB7Mbn5n9l8w6lMbL73qKEuf9H5xPUatqtCdcfu7OLAwNzr9by3ZhAJlkJGglMhaoaLPc4n8AzQFtsWG8Fy5FzKJdkh0fFVb8CUy9Se35tdX7lybkissds/cpjGMrq6dvxLWBQyEpxuTHO47HizMlVgxLRxF+CRRwHo/PZ3cZNT1PePZNdXroapqaz3kpojejEeau3QPxM5cQoZCc4KIhp1iRPrmjvjO4yhlqdOAtwH7XlCJkDiiDa+i/7VK5h67EmSQ6PZpP8lF2O2PJ2tLktsXp8NmkuYVbtMAqOQkeAsIm7WK/NkpWWOZQ/Qu1CNeglMpUJ5aJDq9rz6cqmEH1oKO3eB8fjEgjl8E1C+pFkkIAoZCU4fpvmHvfeO1GdzM7ExVA/bgLmPNj2GOVca7Mf2djPz9LbsQmcnDPTDrh3gAJdP/Nt8dZkHEi1hlrAoZCQ4a4mArKSMIxsmO5YdwPoFbNfJ6rl4Pb6eMLX5yezCqlXQ2QU/zuqbmUZPplGB2TuoKWQkLAoZCc5gXpbYk5WVWWmjY76vCqxYuGadtMppq0nHJnDT+d6X4eVZ6eUDBwAPqcHbww4p82jHvwRHISPB6cVi8+KYHSbiDR0Vru7saJ4n01CjzUPm9FOp7tiNm86LZq5cAbNVmBgnqyiTH8wGZMNlHhKFjIRFISPB6QUaRWWmqPPtmRnunj161VUCDLXLCZnHMG/SH2DZKTA1DdVqdnfOZDv+G7yDVCEjYVHISFDKwLL8x9YAzjieTVIcWRmZWT+/JPMFwFsWuI0nKurrZeye+5vP/WWXYf71EZiczDZiOoM36dxvqfOQpMf+ZiJtSiEjQYmxdHqD8Y3Jfk9ynFW9l+ePf+A9GxaicSfJ1WrUR0bnLgwugR1Zz8YfNVxG1pMRCYxCRoJSzv+zvPiOkR/mjx81hgcLbdVLM2/SH6BSgRf2ZV835paso/lr6r2GyyQ47VCoVuSEDRLTAUS92QmRkZ2EusEApSP2ySTAeW1aWibq6WH0nvvnJv0hC5lND0O5kp0l4w2YFHweqIlTb0aCo56MBKWXbOPl9EQ2nT9b7zzqZMwQRP3dVLfvmn8xTWFiAqzFuWzzpTt8CbPzNGvoiARCISNB6c5/ZNMkZs/Icuo+zM54aWgJtef2zL84PQ1jY9g4bo4FmuaOf9SLkSApZCQo/ZjG8V0YY5tVii1QwlANpLRXx8phkoOH5l88dAhmaxBF+Maw3+ET/0minowERyEjQTmdcrbxHUuEpw6kgX3u2jhm0dUbqe3bP3exswvz2GPZyZdd3bgkT0+TT/Qbst3+LpAUFckpZCQoizBZ1TIPxngaK5kNEBmoEkDidJQpL1ty1DV2PAuALXdkqxbwYA/fjKmAkfAoZCQoi7F5TybbDe8DLH0fD/QS9R1xCEF/P+zOFwL09uPdET0ZyLps6slIYBQyEpQzKZFgKHtL2UDdwtLAPnd7Ljr/6F7JutPh8ScAiFasxtXAG487LFRMrQYh9NREDqOQkWCUgT4sKYYZb5r1y660hkvIKjLPBPCXfuXUNaQTk/MvrlwJY/nu/84SPsmXN/jDejIqjikBUshIMMpYhn1Eiag5XOYM3JZ6Hm11406QjWM6zzyN6s7n5r+wZg1MTWXv6V8CaXZ/5vACmQEODYooZCQYV9DDSkp4DJHPVpeleOo2oEGkfNJ/dscRIbN0abOnEi0ewDf2YMYViPPzcmZnoXZ0tWmRdqaQkWA8wTQvUOejZjdTLgLjGQW2plnhTAvU2nwF1vp//nsq69ay7Pr3zF3s6cGvvxCqeYmZFSvwicUbh3GHlZ2pK2AkPAoZCUYnhggYx+GwGCChPWuTHc+23/gUAM/8xn+du9jdDT09zadmUT8+NdlGzKQKT23JjmDuXrTQzRV52RQyEozuPFAmrcNgsHhm8NQdRDbbJ1Nr83mLsQcf5scXX834gz+au9jVDeXy3PPFfeAtHo/p7ssvevyqc+Hidj0dR+TYFDISjNMokQCHSKmnEcZ4Zpkr7RWExM1/BFh/wdyS5lIZhhZlPRnrcLXZ7HqaYu75Ojx8+8K2V+RlUshIMPowJHlPxZmshlliCLIK8zwrV2XFMQGiGLo6YGIc8Ji9u+feV6u3pHkiL4dCRoIxgKWGJwWcz44tm/XZD3FM9lgNYJ/MUZadkh25TLbEmXIJT5Sdijk5AZPjLW6gyEunkJFgDBMxgcfarLpKNvEfYKgcafUqzP4Xsq+jCDot2IgUhyn30dHVk038N4bORAKikJFgrCambh3fHSjxmp59lEl5cz3C0+jJGKov9k3aTV8f/owz4aGHs+cDi/Alk52MaRxmtkp9Jq8OoDL/EiCFjAShAizxEU/6hPeO1dlWzaoYfztKCWwV83y9vdkS5t07AbBdnZR9J8ZELO8swcQBqiMjeO8UMhIkhYwEIcbSg+EQjrvrCVsmB7jdrGNb6J+7ixZBqQS7swn+nvfeQP/0MkxnJ1Qs3kbZXhmMdvtLkBQyEoReDINYnqBOAkznhWRmMRgMpXxzZi20I4rPOw/qddi+HeKYmc0/ZPfSp3E1g5sq0Xf+zxOZKOutpSqQKeEJ84B0edWpYIgxjOcT/TUcWEg8ebwEauXqrDDmxAQkCbPdM5QOdgJwaLST2vQe0rGR7L3qyUiA1JORIGykwgoizsj/LuqILIuiEmsqhjO6Wty4l2PNajh4IAuQjZcRfe4TuCXZkuXqsnupjz6JSbQ/RsKlkJEgfMkPAvBpP8Av0cWqcidJaYx1fZO8czjl3P6shzMb0ormchlWrMA8/3xWHPPeTaTv+ThYmLrznSQrZ2HRAExPAQYUNhIgDZdJEMpmBwnZD2yMZd3MC/zPZ3ZyUW/EeAJdqYGOVrfyJPX14deswdz+nex5ksAdD5AOXA4bLgHn8D7CjB/KX0+P/71E2pR6MhKE5IjH2Xzif2Ul5pyemFI+L9PuBTLnueqNsHoNDA4e/dqDmzCvfzfMVLNzZIyF4TUL30aRl0khI8GxQB3Phb0xH1yV/XdWd9TqZp00f9Pns8ff/s9w5VXzX0wc2AjKHTA0nL3vml+F11+50M0UeVk0XCbBKWM5SI1HJhLetilhY6XC/8k/iO9YOkz/ru0tbuGJMcPLsiGyOG6eijlPHENchs2b4N/tw3zyt+CBuxa+oSIvg3oyEpwSlql8uMwB369Weff+vQBct39fC1t2khrBcqyAgazsfxzBTD7xPxtc0RwR9WQkPI3hsoYEuKs6Q/+u7T9bP9BRlM3FaH+MBEw9GQlOBcsU81daHbkw4GdCuQOszZYwLxmCcy5odYtETppCRoLyWnr5oj+Xz/jTuYS+F/8HoVp/Cf5zt8DAYvyn/ji7tn1rNk8jEhDj/Ykv+TTGeGMCLuEhwbPAxfRj8fyIcQKrVHbibAQXXor/3Rsx/+MT8PD9x18gINIC3nu89y8aCAoZCU6j+/0zGzANNgKXzj2KtJETDRn1vSU4P/Ph0tAIFgWMBExzMiIiUhiFjIiIFEYhIyIihVHIiIhIYRQyIiJSGIWMiIgURiEjIiKFUciIiEhhFDIiIlIYhYyIiBRGISMiIoVRyIiISGEUMiIiUhiFjIiIFEYhIyIihVHIiIhIYRQyIiJSGIWMiIiTUHNsAAABmklEQVQURiEjIiKFUciIiEhhFDIiIlIYhYyIiBRGISMiIoVRyIiISGEUMiIiUhiFjIiIFEYhIyIihVHIiIhIYRQyIiJSGIWMiIgURiEjIiKFUciIiEhhFDIiIlIYhYyIiBRGISMiIoVRyIiISGEUMiIiUhiFjIiIFEYhIyIihVHIiIhIYRQyIiJSGIWMiIgURiEjIiKFUciIiEhhFDIiIlIYhYyIiBRGISMiIoVRyIiISGEUMiIiUhiFjIiIFEYhIyIihVHIiIhIYRQyIiJSGIWMiIgURiEjIiKFUciIiEhhFDIiIlIYhYyIiBRGISMiIoVRyIiISGEUMiIiUhiFjIiIFEYhIyIihVHIiIhIYRQyIiJSGIWMiIgURiEjIiKFUciIiEhhFDIiIlIYhYyIiBRGISMiIoVRyIiISGEUMiIiUhiFjIiIFCY+yfcf8N7vKKQlIiISkjUn8ibjvS+6ISIi8iql4TIRESmMQkZERAqjkBERkcIoZEREpDAKGRERKYxCRkRECqOQERGRwihkRESkMAoZEREpzP8HheYuioaFwJAAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stroke_weight = 1\n", + "radius = 1\n", + "\n", + "im_plt = np.ones((700, 500, 3)).astype(np.uint8)\n", + "im_plt_wh = im_plt.shape[:2][::-1]\n", + "frame_cx = im_plt_wh[0] / 2\n", + "# nwh = im_plt.shape[:2][::-1]\n", + "colors = get_color_map(cmap='Accent', ncolors=4, bgr=True)\n", + "\n", + "joints = {\n", + " 'elbow_shoulder_right': (3, 5, (5,220,250)),\n", + " 'elbow_shoulder_left': (4, 6, (220,5,220)),\n", + " 'hand_elbow_right': (1, 3, (5,5,220)),\n", + " 'hand_elbow_left': (2, 4, (220,200,5)),\n", + "}\n", + "\n", + "head_clr_mono = 120\n", + "head_clr = (head_clr_mono, head_clr_mono, head_clr_mono)\n", + "\n", + "im_plt = np.ones((700, 500, 3)).astype(np.uint8)\n", + "im_plt_wh = im_plt.shape[:2][::-1]\n", + "frame_cx = im_plt_wh[0] / 2\n", + "\n", + "offset_ltrb = pose[6][0]\n", + "video_scale = pose[5][0]\n", + "video_size = pose[7][0][::-1]\n", + "owh = pose[7][0][::-1]\n", + "pose_pts = pose[2]\n", + "\n", + "for i in range(pose_pts.shape[2]): # 100 frames\n", + " \n", + " cx = int(((pose_pts[0][6][i] - pose_pts[0][5][i]) / 2) + pose_pts[0][5][i])\n", + " min_y = min(pose_pts[0][6][i], pose_pts[1][6][i])\n", + " cy = int(((pose_pts[1][6][i] - pose_pts[1][5][i]) / 2) + min_y)\n", + " \n", + " # cxy becomes the new 0,0 origin\n", + " \n", + " # add head\n", + " pt1 = [pose_pts[0][0][i] - cx, pose_pts[1][0][i], cy]\n", + " pt1 = scale_pt(pt1, offset_xy, video_size, im_plt_wh)\n", + " pt2 = [body_cx, body_cy]\n", + " pt2 = scale_pt(pt2, offset_xy, video_size, im_plt_wh)\n", + " clr = jitter_clr(head_clr, amt=25, mono=True)\n", + " #cv.circle(im_plt, pt1, radius, clr, -1, cv.LINE_AA)\n", + " cv.line(im_plt, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", + "\n", + " for m, j in enumerate(joints.items()):\n", + " j = j[1] # value\n", + " pt1_orig = [pose_pts[0][j[0]][i], pose_pts[1][j[0]][i]]\n", + " pt1 = scale_pt(pt1_orig, offset_xy, video_size, im_plt_wh)\n", + " pt2_orig = [pose_pts[0][j[1]][i], pose_pts[1][j[1]][i]]\n", + " pt2 = scale_pt(pt2_orig, offset_xy, video_size, im_plt_wh)\n", + " clr = jitter_clr(j[2], amt=50)\n", + " cv.circle(im_plt, pt1, radius, clr, -1, cv.LINE_AA)\n", + " cv.circle(im_plt, pt2, radius, clr, -1, cv.LINE_AA)\n", + " cv.line(im_plt, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", + " \n", + "\n", + "cv.imwrite('output_white.png', im_plt)\n", + "plt.figure(figsize=(10,10))\n", + "plt.xticks([]), plt.yticks([])\n", + "plt.imshow(cv.cvtColor(im_plt, cv.COLOR_BGR2RGB))" + ] + }, + { + "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": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/datasets/mpii_pose/visualize_pose_mpi.ipynb b/megapixels/notebooks/datasets/mpii_pose/visualize_pose_mpi.ipynb new file mode 100644 index 00000000..dc685a29 --- /dev/null +++ b/megapixels/notebooks/datasets/mpii_pose/visualize_pose_mpi.ipynb @@ -0,0 +1,856 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualize Human Pose MPI Dataset" + ] + }, + { + "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", + "import scipy.io\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" + ] + }, + { + "cell_type": "code", + "execution_count": 654, + "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" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "DATA_STORE = '/data_store_nas/'\n", + "fp_dataset = join(DATA_STORE, 'datasets/people/youtube_poses')\n", + "dir_fp_frames = join(fp_dataset, 'YouTube_Pose_dataset_1.0/GT_frames')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "dirs_frames = glob(join(dir_fp_frames, '*'))\n", + "fps_frames = {}\n", + "for dir_frames in dirs_frames:\n", + " fps_frames[dir_frames] = join(dir_frames, '*')" + ] + }, + { + "cell_type": "code", + "execution_count": 462, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['crop_x1',\n", + " 'crop_x2',\n", + " 'crop_y1',\n", + " 'crop_y2',\n", + " 'elbow_left_x',\n", + " 'elbow_left_y',\n", + " 'elbow_right_x',\n", + " 'elbow_right_y',\n", + " 'head_x',\n", + " 'head_y',\n", + " 'height',\n", + " 'scale',\n", + " 'shoulder_left_x',\n", + " 'shoulder_left_y',\n", + " 'shoulder_right_x',\n", + " 'shoulder_right_y',\n", + " 'video_id',\n", + " 'width',\n", + " 'wrist_left_x',\n", + " 'wrist_left_y',\n", + " 'wrist_right_x',\n", + " 'wrist_right_y']\n" + ] + } + ], + "source": [ + "from pprint import pprint\n", + "pprint(list(df_poses.keys()))" + ] + }, + { + "cell_type": "code", + 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" <td>1920</td>\n", + " <td>1</td>\n", + " <td>1080</td>\n", + " <td>274.342406</td>\n", + " <td>188.192540</td>\n", + " <td>142.841734</td>\n", + " <td>110.193212</td>\n", + " <td>203.101142</td>\n", + " <td>76.402890</td>\n", + " <td>...</td>\n", + " <td>253.786626</td>\n", + " <td>128.777890</td>\n", + " <td>185.361223</td>\n", + " <td>120.611895</td>\n", + " <td>-osma2n86oA</td>\n", + " <td>720</td>\n", + " <td>276.595094</td>\n", + " <td>231.556788</td>\n", + " <td>156.921035</td>\n", + " <td>55.847110</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>1</td>\n", + " <td>1920</td>\n", + " <td>1</td>\n", + " <td>1080</td>\n", + " <td>272.371304</td>\n", + " <td>194.387433</td>\n", + " <td>225.628024</td>\n", + " <td>164.820901</td>\n", + " <td>245.902218</td>\n", + " <td>93.016465</td>\n", + " <td>...</td>\n", + " <td>255.476142</td>\n", + " <td>139.478159</td>\n", + " <td>183.390121</td>\n", + " <td>126.806788</td>\n", + " <td>-osma2n86oA</td>\n", + " <td>720</td>\n", 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df_poses.index\n", + "#df_poses_groups = df_poses.groupby(['video_id'], as_index=True, group_keys=True )\n", + "#df_poses_indexed = df_poses.set_index(['video_id', 'index'], drop=False)\n", + "#df_poses = df_poses[0:50]\n", + "start = 0\n", + "#df_poses = df_poses[start:start+1000]\n", + "df_poses.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 682, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4756abaeb0bd486bbdeafdf80f7b070f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-osma2n86oA\n", + "720 1280\n", + "cx 216.61727150537632\n", + "\n", + "sLOlrDStS7o\n" + ] + } + ], + "source": [ + "for idx, row in tqdm(df_poses.iterrows()):\n", + " \n", + " idx -= start\n", + " w, h = row['width'], row['height']\n", + " if idx == 0:\n", + " print(row['video_id'])\n", + " print(w,h)\n", + " delta = abs(df_poses['shoulder_left_x'].iloc[idx] - df_poses['shoulder_right_x'].iloc[idx]) / 2\n", + " cx = df_poses['shoulder_right_x'].iloc[idx] + delta # body cx\n", + " if idx == 0:\n", + " print('cx', cx)\n", + " offset_x = (w // 2) - cx\n", + " \n", + " delta = abs(df_poses['shoulder_left_y'].iloc[idx] - df_poses['shoulder_right_y'].iloc[idx]) / 2\n", + " cy = df_poses['shoulder_right_y'].iloc[idx] + delta\n", + " # delta again with head\n", + " delta = abs(cy - df_poses['head_y'].iloc[idx]) / 2\n", + " cy -= delta\n", + " offset_y = (h // 2) - cy\n", + "\n", + " # pandas seems to make setting values during iteration not easy\n", + " for name in row.keys():\n", + " if name.endswith('_x'):\n", + " \n", + " #print(name, 'orig', df_poses.iloc[idx, df_poses.columns.get_loc(name)], '+offset', offset)\n", + " df_poses.iloc[idx, df_poses.columns.get_loc(name)] += offset_x\n", + " #print(name, '+ cx', df_poses.iloc[idx, df_poses.columns.get_loc(name)])\n", + " df_poses.iloc[idx, df_poses.columns.get_loc(name)] -= w // 2\n", + " df_poses.iloc[idx, df_poses.columns.get_loc(name)] /= w\n", + " #df_poses.iloc[idx, df_poses.columns.get_loc(name)] -= .5 # center\n", + " #print(name, 'norm', df_poses.iloc[idx, df_poses.columns.get_loc(name)])\n", + " #print('')\n", + "\n", + " elif name.endswith('_y'):\n", + " \n", + " df_poses.iloc[idx, df_poses.columns.get_loc(name)] += offset_y # center\n", + " df_poses.iloc[idx, df_poses.columns.get_loc(name)] -= h // 2 # norm-center\n", + " df_poses.iloc[idx, df_poses.columns.get_loc(name)] /= h # normalize\n", + " #df_poses.iloc[idx, df_poses.columns.get_loc(name)] -= .5 # center\n", + "print(row['video_id'])" + ] + }, + { + "cell_type": "code", + "execution_count": 683, + "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>crop_x1</th>\n", + " <th>crop_x2</th>\n", + " <th>crop_y1</th>\n", + " <th>crop_y2</th>\n", + " <th>elbow_left_x</th>\n", + " <th>elbow_left_y</th>\n", + " <th>elbow_right_x</th>\n", + " <th>elbow_right_y</th>\n", + " <th>head_x</th>\n", + " <th>head_y</th>\n", + " <th>...</th>\n", + " <th>shoulder_left_x</th>\n", + " <th>shoulder_left_y</th>\n", + " <th>shoulder_right_x</th>\n", + " <th>shoulder_right_y</th>\n", + " <th>video_id</th>\n", + " <th>width</th>\n", + " <th>wrist_left_x</th>\n", + " <th>wrist_left_y</th>\n", + " <th>wrist_right_x</th>\n", + " <th>wrist_right_y</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>1</td>\n", + " <td>1920</td>\n", + " <td>1</td>\n", + " <td>1080</td>\n", + " <td>0.084867</td>\n", + " <td>0.064402</td>\n", + " <td>-0.095817</td>\n", + " <td>0.046363</td>\n", + " <td>-0.029332</td>\n", + " <td>-0.022274</td>\n", + " <td>...</td>\n", + " <td>0.052797</td>\n", + " <td>0.013364</td>\n", + " <td>-0.052797</td>\n", + " <td>0.019304</td>\n", + " <td>-osma2n86oA</td>\n", + " <td>720</td>\n", + " <td>0.086040</td>\n", + " <td>0.098060</td>\n", + " <td>-0.081347</td>\n", + " <td>0.009625</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>1</td>\n", + " <td>1920</td>\n", + " <td>1</td>\n", + " <td>1080</td>\n", + " <td>0.077436</td>\n", + " <td>0.068252</td>\n", + " <td>-0.091124</td>\n", + " <td>0.022714</td>\n", + " <td>-0.014470</td>\n", + " <td>-0.021504</td>\n", + " <td>...</td>\n", + " <td>0.050842</td>\n", + " <td>0.024474</td>\n", + " <td>-0.050842</td>\n", + " <td>0.018534</td>\n", + " <td>-osma2n86oA</td>\n", + " <td>720</td>\n", + " <td>0.078609</td>\n", + " <td>0.105650</td>\n", + " <td>-0.114590</td>\n", + " <td>-0.006765</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>1</td>\n", + " <td>1920</td>\n", + " <td>1</td>\n", + " <td>1080</td>\n", + " <td>0.051820</td>\n", + " <td>0.047408</td>\n", + " <td>-0.083498</td>\n", + " <td>0.034428</td>\n", + " <td>0.011537</td>\n", + " <td>-0.017269</td>\n", + " <td>...</td>\n", + " <td>0.041260</td>\n", + " <td>0.020349</td>\n", + " <td>-0.041260</td>\n", + " <td>0.014189</td>\n", + " <td>-osma2n86oA</td>\n", + " <td>720</td>\n", + " <td>-0.009582</td>\n", + " <td>0.007590</td>\n", + " <td>-0.053775</td>\n", + " <td>-0.007810</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>1</td>\n", + " <td>1920</td>\n", + " <td>1</td>\n", + " <td>1080</td>\n", + " <td>0.076067</td>\n", + " <td>0.068472</td>\n", + " <td>-0.106572</td>\n", + " <td>0.007535</td>\n", + " <td>-0.022879</td>\n", + " <td>-0.018864</td>\n", + " <td>...</td>\n", + " <td>0.047518</td>\n", + " <td>0.022054</td>\n", + " <td>-0.047518</td>\n", + " <td>0.015674</td>\n", + " <td>-osma2n86oA</td>\n", + " <td>720</td>\n", + " <td>0.079196</td>\n", + " <td>0.102350</td>\n", + " <td>-0.087018</td>\n", + " <td>-0.034923</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>1</td>\n", + " <td>1920</td>\n", + " <td>1</td>\n", + " <td>1080</td>\n", + " <td>0.073525</td>\n", + " <td>0.063522</td>\n", + " <td>0.008604</td>\n", + " <td>0.040423</td>\n", + " <td>0.036763</td>\n", + " <td>-0.015674</td>\n", + " <td>...</td>\n", + " <td>0.050060</td>\n", + " <td>0.020624</td>\n", + " <td>-0.050060</td>\n", + " <td>0.010724</td>\n", + " <td>-osma2n86oA</td>\n", + " <td>720</td>\n", + " <td>0.119283</td>\n", + " <td>0.046363</td>\n", + " <td>0.081738</td>\n", + " <td>0.040643</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>5 rows × 22 columns</p>\n", + "</div>" + ], + "text/plain": [ + " crop_x1 crop_x2 crop_y1 crop_y2 elbow_left_x elbow_left_y \\\n", + "0 1 1920 1 1080 0.084867 0.064402 \n", + "1 1 1920 1 1080 0.077436 0.068252 \n", + "2 1 1920 1 1080 0.051820 0.047408 \n", + "3 1 1920 1 1080 0.076067 0.068472 \n", + "4 1 1920 1 1080 0.073525 0.063522 \n", + "\n", + " elbow_right_x elbow_right_y head_x head_y ... \\\n", + "0 -0.095817 0.046363 -0.029332 -0.022274 ... \n", + "1 -0.091124 0.022714 -0.014470 -0.021504 ... \n", + "2 -0.083498 0.034428 0.011537 -0.017269 ... \n", + "3 -0.106572 0.007535 -0.022879 -0.018864 ... \n", + "4 0.008604 0.040423 0.036763 -0.015674 ... \n", + "\n", + " shoulder_left_x shoulder_left_y shoulder_right_x shoulder_right_y \\\n", + "0 0.052797 0.013364 -0.052797 0.019304 \n", + "1 0.050842 0.024474 -0.050842 0.018534 \n", + "2 0.041260 0.020349 -0.041260 0.014189 \n", + "3 0.047518 0.022054 -0.047518 0.015674 \n", + "4 0.050060 0.020624 -0.050060 0.010724 \n", + "\n", + " video_id width wrist_left_x wrist_left_y wrist_right_x wrist_right_y \n", + "0 -osma2n86oA 720 0.086040 0.098060 -0.081347 0.009625 \n", + "1 -osma2n86oA 720 0.078609 0.105650 -0.114590 -0.006765 \n", + "2 -osma2n86oA 720 -0.009582 0.007590 -0.053775 -0.007810 \n", + "3 -osma2n86oA 720 0.079196 0.102350 -0.087018 -0.034923 \n", + "4 -osma2n86oA 720 0.119283 0.046363 0.081738 0.040643 \n", + "\n", + "[5 rows x 22 columns]" + ] + }, + "execution_count": 683, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_poses.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 684, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "#df_poses.plot(x='head_x', y='head_y', style=['o','o'])\n", + "#df_poses.plot.scatter(x='head_x', y='head_y')\n", + "# df_poses.plot.scatter(x='head_x', y='head_y')\n", + "# df_poses.plot.scatter(x='shoulder_left_x', y='shoulder_left_y')\n", + "# df_poses.plot.scatter(x='shoulder_right_x', y='shoulder_right_y')\n", + "# df_poses.plot.scatter(x='elbow_right_x', y='elbow_right_y')\n", + "# df_poses.plot.scatter(x='elbow_left_x', y='elbow_left_y')\n", + "# df_poses.plot.scatter(x='wrist_left_x', y='wrist_left_y')\n", + "# df_poses.plot.scatter(x='wrist_right_x', y='wrist_right_y')" + ] + }, + { + "cell_type": "code", + "execution_count": 685, + "metadata": {}, + "outputs": [], + "source": [ + "#df_poses_sm = df_poses[800:900]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 686, + "metadata": {}, + "outputs": [], + "source": [ + "joints = [\n", + " ('head_x','head_y'),\n", + " ('wrist_right_x', 'wrist_right_y'),\n", + " ('wrist_left_x', 'wrist_left_y'),\n", + " ('elbow_right_x', 'elbow_right_y'),\n", + " ('elbow_left_x', 'elbow_left_y'),\n", + " ('shoulder_right_x', 'shoulder_right_y'),\n", + " ('shoulder_left_x', 'shoulder_left_y'),\n", + " ]\n", + "joint_lines = [ (1, 3), (2, 4), (3, 5), (4, 6)]" + ] + }, + { + "cell_type": "code", + "execution_count": 773, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x1add9fd8d0>" + ] + }, + "execution_count": 773, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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/ozoNMqdb04+Rl91mD8zLbfbzrf3p/U4GZ6wj2XObVniAwQ1VOxmcaT5TVc9Ps98Xe2rbnwVOWaxegc8DHwN+09ZPGeFe4aWviNiVwVc4wGi+D84EngL+vk0xfSWD+zlGsdeDbQK+1ZYXvN9RDes53Zo+Yo7qNvt5bSR5A/Bt4KNV9auZhk5TW7Seq+qFqjqbwVnrucDbZ9jvMes1yQeA/VW1a7g8w35H4b1wQVWdw+BbMK9K8u4Zxh7LfpczmGq8vqreCfwPL32D53RG4XdL+3ziUuAfZxs6Te2I+h3VsB7lW9NH+jb7JMcxCOpvVNV3eui5qp4BvsdgTm9FkqmbtYb3+2JPbftJwIFF6vUC4NIkjwE3MpgK+fyI9gp09RURk8BkVd3T1m9hEN6j2Ouwi4EfVNWTbX3B+x3VsL4PWNc+bT+ewZ8bO45xT1NG9jb7JAFuAHZX1edGueckpyZZ0ZZfC7wP2A3cDVx+iF6njuFy4K4aTPbtADa1KzDWMvge9Xvns9equqaqVlfVGQzei3dV1YdGsVfo6ysiquoXwONJpr6d7r3Ao6PY60Gu4KUpkKm+FrbfhZyAP8rJ+0sYXM3wE+Djx6iHbwFPAP/H4H/CLQzmHu8E9rbHk9vYAH/X+v0hMDb0On/M4Pb7CeDKBez39xn8KfUQ8ED7uWQUewZ+B7i/9fow8DetfiaDAJtg8CfmCa1+YlufaNvPHHqtj7dj2ANcvMDviffw0tUgI9lr6+vB9vPI1L+fUXwftH2cDYy398I/Mbg6YiR7bft5HfCfwElDtQXv19vNJakDozoNIkkaYlhLUgcMa0nqgGEtSR0wrCWpA4a1JHXAsJakDvw/1AWfEPsdHh8AAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "im = np.ones([5000//scalar, 7000//scalar, 3]).astype(np.uint8)\n", + "im[::] = (0,0,255)\n", + "plt.imshow(im)" + ] + }, + { + "cell_type": "code", + "execution_count": 778, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x1ade9c3588>" + ] + }, + "execution_count": 778, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1440x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "radius = 4\n", + "stroke_weight = 1\n", + "colors = get_color_map(cmap='spring', ncolors=7, bgr=True, reverse=True)\n", + "#colors_lines = get_color_map(cmap='gnuplot2', ncolors=4, bgr=True)\n", + "colors = [\n", + " (20,215,245), # head\n", + " (10,10,250), # right lower arm\n", + " (250,10,10), # left lower arm\n", + " (250,230,10), # right upper arm\n", + " (20,230,5), # left upper arm\n", + " (10,250,250), # stage right lower\n", + " (250,10,250), # stage left lower\n", + "]\n", + "\n", + "scalar = 1\n", + "im = np.ones([5000//scalar, 7000//scalar, 3]).astype(np.uint8)\n", + "im[::] = (10,10,10)\n", + "pwh = (im.shape[1] // 1.2, im.shape[0] // 1)\n", + "\n", + "# guides\n", + "#cx, cy = im.shape[:2][::-1] // np.array([2])\n", + "#cv.line(im, (cx,0), (cx,im.shape[0]), (0,255,0), 2)\n", + "#cv.line(im, (0,cy), (im.shape[1], cy), (0,255,0), 2, cv.LINE_AA)\n", + "\n", + "cx, cy = im.shape[:2][::-1] // np.array([2])\n", + "cy -= 600\n", + "\n", + "for i, pose in df_poses.iterrows():\n", + " \n", + " # add head\n", + " pt1 = tuple(map(int, (pose[joints[0][0]] * pwh[0] + cx, pose[joints[0][1]] * pwh[1] + cy)))\n", + " # halfway\n", + " \n", + " hcx = abs(pose[joints[6][0]] - pose[joints[1][0]]) / 2 + pose[joints[5][0]]\n", + " hcy = abs(pose[joints[6][1]] - pose[joints[5][1]]) / 2 + pose[joints[5][1]]\n", + " pt2 = tuple(map(int, (hcx * pwh[0] + cx, hcy * pwh[1] + cy)))\n", + " #cv.circle(im, pt1, radius, colors[0], -1, cv.LINE_AA)\n", + " cv.line(im, pt1, pt2, jitter_clr(colors[0], amt=10, mono=True), stroke_weight, cv.LINE_AA)\n", + "\n", + " for j, joint in enumerate(joints):\n", + " j1, j2 = joint\n", + " pt = tuple(map(int, ((pose[j1] * pwh[0]) + cx, (pose[j2] * pwh[1]) + cy)))\n", + " #cv.circle(im, pt, radius, colors[j], -1, cv.LINE_AA)\n", + " for j,joint in enumerate(joint_lines):\n", + " j1, j2 = joint\n", + " pt1 = tuple(map(int, (pose[joints[j1][0]] * pwh[0] + cx, pose[joints[j1][1]] * pwh[1] + cy)))\n", + " pt2 = tuple(map(int, (pose[joints[j2][0]] * pwh[0] + cx, pose[joints[j2][1]] * pwh[1] + cy)))\n", + " cv.line(im, pt1, pt2, jitter_clr(colors[j+1], amt=10), stroke_weight, cv.LINE_AA)\n", + "\n", + "cv.imwrite('output_norm.png', im)\n", + "plt.figure(figsize=(20,10))\n", + "plt.imshow(cv.cvtColor(im, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "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": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/05b_detect_face_dlib_pose.ipynb b/megapixels/notebooks/face_analysis/05b_detect_face_dlib_pose.ipynb index 809fd4a0..809fd4a0 100644 --- a/megapixels/notebooks/05b_detect_face_dlib_pose.ipynb +++ b/megapixels/notebooks/face_analysis/05b_detect_face_dlib_pose.ipynb diff --git a/megapixels/notebooks/face_analysis/3d_face_plot.ipynb b/megapixels/notebooks/face_analysis/3d_face_plot.ipynb new file mode 100755 index 00000000..537e471b --- /dev/null +++ b/megapixels/notebooks/face_analysis/3d_face_plot.ipynb @@ -0,0 +1,1168 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3D Face Plot\n", + "\n", + "Attenzione visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'face_alignment'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m-------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-1-c83e215f6ccb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mrandom\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mrandint\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/work/megapixels_dev/3rdparty/face-alignment'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mface_alignment\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 19\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mmpl_toolkits\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmplot3d\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mAxes3D\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'face_alignment'" + ] + } + ], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "import os\n", + "from os.path import join\n", + "import sys\n", + "import time\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import imutils\n", + "import matplotlib.animation\n", + "%matplotlib notebook\n", + "from glob import glob\n", + "from matplotlib import cbook\n", + "from matplotlib import cm\n", + "from matplotlib.colors import LightSource\n", + "from random import randint\n", + "sys.path.append('/work/megapixels_dev/3rdparty/face-alignment')\n", + "import face_alignment\n", + "import numpy as np\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import mpl_toolkits.mplot3d.axes3d as p3\n", + "from matplotlib import animation\n", + "import random\n", + "from skimage import io" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "# Generate random hex colors\n", + "def rhex():\n", + " r = lambda: random.randint(0,255)\n", + " return '#%02X%02X%02X' % (r(), r(), r())" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "# init 3d face\n", + "# Run the 3D face alignment on a test image, without CUDA.\n", + "fa = face_alignment.FaceAlignment(face_alignment.LandmarksType._3D, \n", + " enable_cuda=True, flip_input=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "80\n" + ] + } + ], + "source": [ + "data_bodega = '../data_bodega/'\n", + "fp = join(data_bodega,'images/msceleb/**/*.jpg')\n", + "face_files = glob(fp,recursive=True)\n", + "face_files = [f for f in face_files if os.path.basename(f) == '0-FaceId-0.jpg']\n", + "print(len(face_files))" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "../data_bodega/images/msceleb/m.0k014/0-FaceId-0.jpg\n" + ] + } + ], + "source": [ + "fp_face = face_files[randint(0,len(face_files)-1)]\n", + "im = io.imread(fp_face)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "preds = fa.get_landmarks(im)[-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(31.0, 256.0) (97.0, 293.0) (-101.42858, 71.526764)\n" + ] + } + ], + "source": [ + "xmm = (np.min(preds[:,0]),np.max(preds[:,0]))\n", + "ymm = (np.min(preds[:,1]),np.max(preds[:,1]))\n", + "zmm = (np.min(preds[:,2]),np.max(preds[:,2]))\n", + "print(xmm,ymm,zmm)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "# # draw person\n", + "# fig = plt.figure(figsize=plt.figaspect(.5))\n", + "# ax = fig.add_subplot(1, 2, 1)\n", + "# ax.imshow(im)\n", + "# ax.plot(preds[0:17,0],preds[0:17,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[17:22,0],preds[17:22,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[22:27,0],preds[22:27,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[27:31,0],preds[27:31,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[31:36,0],preds[31:36,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[36:42,0],preds[36:42,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[42:48,0],preds[42:48,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[48:60,0],preds[48:60,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[60:68,0],preds[60:68,1],marker='o',markersize=6,linestyle='-',color='w',lw=2) \n", + "# ax.axis('off')\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "preds_orig = preds.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "xmm_sc = (1.2*np.min(preds[:,0]),1.2*np.max(preds_orig[:,0]))\n", + "xmm = (np.min(preds_orig[:,0]),np.max(preds_orig[:,0]))\n", + "ymm = (np.min(preds_orig[:,1]),np.max(preds_orig[:,1]))\n", + "zmm = (np.min(preds_orig[:,2]),np.max(preds_orig[:,2]))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "#$preds = np.array( [p[0]-xmm[0], p[1]-ymm[1], p[2]-zmm[0]] for p in preds_orig)\n", + "preds = np.zeros_like(preds_orig).astype(np.uint8)\n", + "for i,p in enumerate(preds_orig):\n", + " x,y,z = p\n", + " preds[i] = np.array([x - xmm[0], y - ymm[0], z - zmm[0]])\n", + " preds[i] = np.array([x - xmm[0], z - zmm[0], y - ymm[0]])\n", + " #preds[i] = np.array([x - xmm[0], abs((z - zmm[0])+zmm[0]), y - ymm[0]])\n", + " \n", + "#preds = np.rot90(preds,2,axes=(0,1))" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support.' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('<div/>');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n", + " 'ui-helper-clearfix\"/>');\n", + " var titletext = $(\n", + " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n", + " 'text-align: center; padding: 3px;\"/>');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('<div/>');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('<canvas/>');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('<canvas/>');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('<button/>');\n", + " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n", + " 'ui-button-icon-only');\n", + " button.attr('role', 'button');\n", + " button.attr('aria-disabled', 'false');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + "\n", + " var icon_img = $('<span/>');\n", + " icon_img.addClass('ui-button-icon-primary ui-icon');\n", + " icon_img.addClass(image);\n", + " icon_img.addClass('ui-corner-all');\n", + "\n", + " var tooltip_span = $('<span/>');\n", + " tooltip_span.addClass('ui-button-text');\n", + " tooltip_span.html(tooltip);\n", + "\n", + " button.append(icon_img);\n", + " button.append(tooltip_span);\n", + "\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " var fmt_picker_span = $('<span/>');\n", + "\n", + " var fmt_picker = $('<select/>');\n", + " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n", + " fmt_picker_span.append(fmt_picker);\n", + " nav_element.append(fmt_picker_span);\n", + " this.format_dropdown = fmt_picker[0];\n", + "\n", + " for (var ind in mpl.extensions) {\n", + " var fmt = mpl.extensions[ind];\n", + " var option = $(\n", + " '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n", + " fmt_picker.append(option)\n", + " }\n", + "\n", + " // Add hover states to the ui-buttons\n", + " $( \".ui-button\" ).hover(\n", + " function() { $(this).addClass(\"ui-state-hover\");},\n", + " function() { $(this).removeClass(\"ui-state-hover\");}\n", + " );\n", + "\n", + " var status_bar = $('<span class=\"mpl-message\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "}\n", + "\n", + "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n", + " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", + " // which will in turn request a refresh of the image.\n", + " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n", + "}\n", + "\n", + "mpl.figure.prototype.send_message = function(type, properties) {\n", + " properties['type'] = type;\n", + " properties['figure_id'] = this.id;\n", + " this.ws.send(JSON.stringify(properties));\n", + "}\n", + "\n", + "mpl.figure.prototype.send_draw_message = function() {\n", + " if (!this.waiting) {\n", + " this.waiting = true;\n", + " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n", + " }\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " var format_dropdown = fig.format_dropdown;\n", + " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", + " fig.ondownload(fig, format);\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_resize = function(fig, msg) {\n", + " var size = msg['size'];\n", + " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n", + " fig._resize_canvas(size[0], size[1]);\n", + " fig.send_message(\"refresh\", {});\n", + " };\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n", + " var x0 = msg['x0'] / mpl.ratio;\n", + " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n", + " var x1 = msg['x1'] / mpl.ratio;\n", + " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n", + " x0 = Math.floor(x0) + 0.5;\n", + " y0 = Math.floor(y0) + 0.5;\n", + " x1 = Math.floor(x1) + 0.5;\n", + " y1 = Math.floor(y1) + 0.5;\n", + " var min_x = Math.min(x0, x1);\n", + " var min_y = Math.min(y0, y1);\n", + " var width = Math.abs(x1 - x0);\n", + " var height = Math.abs(y1 - y0);\n", + "\n", + " fig.rubberband_context.clearRect(\n", + " 0, 0, fig.canvas.width, fig.canvas.height);\n", + "\n", + " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n", + " // Updates the figure title.\n", + " fig.header.textContent = msg['label'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n", + " var cursor = msg['cursor'];\n", + " switch(cursor)\n", + " {\n", + " case 0:\n", + " cursor = 'pointer';\n", + " break;\n", + " case 1:\n", + " cursor = 'default';\n", + " break;\n", + " case 2:\n", + " cursor = 'crosshair';\n", + " break;\n", + " case 3:\n", + " cursor = 'move';\n", + " break;\n", + " }\n", + " fig.rubberband_canvas.style.cursor = cursor;\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_message = function(fig, msg) {\n", + " fig.message.textContent = msg['message'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_draw = function(fig, msg) {\n", + " // Request the server to send over a new figure.\n", + " fig.send_draw_message();\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n", + " fig.image_mode = msg['mode'];\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Called whenever the canvas gets updated.\n", + " this.send_message(\"ack\", {});\n", + "}\n", + "\n", + "// A function to construct a web socket function for onmessage handling.\n", + "// Called in the figure constructor.\n", + "mpl.figure.prototype._make_on_message_function = function(fig) {\n", + " return function socket_on_message(evt) {\n", + " if (evt.data instanceof Blob) {\n", + " /* FIXME: We get \"Resource interpreted as Image but\n", + " * transferred with MIME type text/plain:\" errors on\n", + " * Chrome. But how to set the MIME type? It doesn't seem\n", + " * to be part of the websocket stream */\n", + " evt.data.type = \"image/png\";\n", + "\n", + " /* Free the memory for the previous frames */\n", + " if (fig.imageObj.src) {\n", + " (window.URL || window.webkitURL).revokeObjectURL(\n", + " fig.imageObj.src);\n", + " }\n", + "\n", + " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", + " evt.data);\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n", + " fig.imageObj.src = evt.data;\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + "\n", + " var msg = JSON.parse(evt.data);\n", + " var msg_type = msg['type'];\n", + "\n", + " // Call the \"handle_{type}\" callback, which takes\n", + " // the figure and JSON message as its only arguments.\n", + " try {\n", + " var callback = fig[\"handle_\" + msg_type];\n", + " } catch (e) {\n", + " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n", + " return;\n", + " }\n", + "\n", + " if (callback) {\n", + " try {\n", + " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", + " callback(fig, msg);\n", + " } catch (e) {\n", + " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n", + " }\n", + " }\n", + " };\n", + "}\n", + "\n", + "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", + "mpl.findpos = function(e) {\n", + " //this section is from http://www.quirksmode.org/js/events_properties.html\n", + " var targ;\n", + " if (!e)\n", + " e = window.event;\n", + " if (e.target)\n", + " targ = e.target;\n", + " else if (e.srcElement)\n", + " targ = e.srcElement;\n", + " if (targ.nodeType == 3) // defeat Safari bug\n", + " targ = targ.parentNode;\n", + "\n", + " // jQuery normalizes the pageX and pageY\n", + " // pageX,Y are the mouse positions relative to the document\n", + " // offset() returns the position of the element relative to the document\n", + " var x = e.pageX - $(targ).offset().left;\n", + " var y = e.pageY - $(targ).offset().top;\n", + "\n", + " return {\"x\": x, \"y\": y};\n", + "};\n", + "\n", + "/*\n", + " * return a copy of an object with only non-object keys\n", + " * we need this to avoid circular references\n", + " * http://stackoverflow.com/a/24161582/3208463\n", + " */\n", + "function simpleKeys (original) {\n", + " return Object.keys(original).reduce(function (obj, key) {\n", + " if (typeof original[key] !== 'object')\n", + " obj[key] = original[key]\n", + " return obj;\n", + " }, {});\n", + "}\n", + "\n", + "mpl.figure.prototype.mouse_event = function(event, name) {\n", + " var canvas_pos = mpl.findpos(event)\n", + "\n", + " if (name === 'button_press')\n", + " {\n", + " this.canvas.focus();\n", + " this.canvas_div.focus();\n", + " }\n", + "\n", + " var x = canvas_pos.x * mpl.ratio;\n", + " var y = canvas_pos.y * mpl.ratio;\n", + "\n", + " this.send_message(name, {x: x, y: y, button: event.button,\n", + " step: event.step,\n", + " guiEvent: simpleKeys(event)});\n", + "\n", + " /* This prevents the web browser from automatically changing to\n", + " * the text insertion cursor when the button is pressed. We want\n", + " * to control all of the cursor setting manually through the\n", + " * 'cursor' event from matplotlib */\n", + " event.preventDefault();\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " // Handle any extra behaviour associated with a key event\n", + "}\n", + "\n", + "mpl.figure.prototype.key_event = function(event, name) {\n", + "\n", + " // Prevent repeat events\n", + " if (name == 'key_press')\n", + " {\n", + " if (event.which === this._key)\n", + " return;\n", + " else\n", + " this._key = event.which;\n", + " }\n", + " if (name == 'key_release')\n", + " this._key = null;\n", + "\n", + " var value = '';\n", + " if (event.ctrlKey && event.which != 17)\n", + " value += \"ctrl+\";\n", + " if (event.altKey && event.which != 18)\n", + " value += \"alt+\";\n", + " if (event.shiftKey && event.which != 16)\n", + " value += \"shift+\";\n", + "\n", + " value += 'k';\n", + " value += event.which.toString();\n", + "\n", + " this._key_event_extra(event, name);\n", + "\n", + " this.send_message(name, {key: value,\n", + " guiEvent: simpleKeys(event)});\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n", + " if (name == 'download') {\n", + " this.handle_save(this, null);\n", + " } else {\n", + " this.send_message(\"toolbar_button\", {name: name});\n", + " }\n", + "};\n", + "\n", + "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n", + " this.message.textContent = tooltip;\n", + "};\n", + "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", + "\n", + "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", + "\n", + "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n", + " // Create a \"websocket\"-like object which calls the given IPython comm\n", + " // object with the appropriate methods. Currently this is a non binary\n", + " // socket, so there is still some room for performance tuning.\n", + " var ws = {};\n", + "\n", + " ws.close = function() {\n", + " comm.close()\n", + " };\n", + " ws.send = function(m) {\n", + " //console.log('sending', m);\n", + " comm.send(m);\n", + " };\n", + " // Register the callback with on_msg.\n", + " comm.on_msg(function(msg) {\n", + " //console.log('receiving', msg['content']['data'], msg);\n", + " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", + " ws.onmessage(msg['content']['data'])\n", + " });\n", + " return ws;\n", + "}\n", + "\n", + "mpl.mpl_figure_comm = function(comm, msg) {\n", + " // This is the function which gets called when the mpl process\n", + " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", + "\n", + " var id = msg.content.data.id;\n", + " // Get hold of the div created by the display call when the Comm\n", + " // socket was opened in Python.\n", + " var element = $(\"#\" + id);\n", + " var ws_proxy = comm_websocket_adapter(comm)\n", + "\n", + " function ondownload(figure, format) {\n", + " window.open(figure.imageObj.src);\n", + " }\n", + "\n", + " var fig = new mpl.figure(id, ws_proxy,\n", + " ondownload,\n", + " element.get(0));\n", + "\n", + " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", + " // web socket which is closed, not our websocket->open comm proxy.\n", + " ws_proxy.onopen();\n", + "\n", + " fig.parent_element = element.get(0);\n", + " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n", + " if (!fig.cell_info) {\n", + " console.error(\"Failed to find cell for figure\", id, fig);\n", + " return;\n", + " }\n", + "\n", + " var output_index = fig.cell_info[2]\n", + " var cell = fig.cell_info[0];\n", + "\n", + "};\n", + "\n", + "mpl.figure.prototype.handle_close = function(fig, msg) {\n", + " var width = fig.canvas.width/mpl.ratio\n", + " fig.root.unbind('remove')\n", + "\n", + " // Update the output cell to use the data from the current canvas.\n", + " fig.push_to_output();\n", + " var dataURL = fig.canvas.toDataURL();\n", + " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", + " // the notebook keyboard shortcuts fail.\n", + " IPython.keyboard_manager.enable()\n", + " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n", + " fig.close_ws(fig, msg);\n", + "}\n", + "\n", + "mpl.figure.prototype.close_ws = function(fig, msg){\n", + " fig.send_message('closing', msg);\n", + " // fig.ws.close()\n", + "}\n", + "\n", + "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n", + " // Turn the data on the canvas into data in the output cell.\n", + " var width = this.canvas.width/mpl.ratio\n", + " var dataURL = this.canvas.toDataURL();\n", + " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Tell IPython that the notebook contents must change.\n", + " IPython.notebook.set_dirty(true);\n", + " this.send_message(\"ack\", {});\n", + " var fig = this;\n", + " // Wait a second, then push the new image to the DOM so\n", + " // that it is saved nicely (might be nice to debounce this).\n", + " setTimeout(function () { fig.push_to_output() }, 1000);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items){\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) { continue; };\n", + "\n", + " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " // Add the status bar.\n", + " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "\n", + " // Add the close button to the window.\n", + " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n", + " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n", + " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", + " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", + " buttongrp.append(button);\n", + " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", + " titlebar.prepend(buttongrp);\n", + "}\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(el){\n", + " var fig = this\n", + " el.on(\"remove\", function(){\n", + "\tfig.close_ws(fig, {});\n", + " });\n", + "}\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(el){\n", + " // this is important to make the div 'focusable\n", + " el.attr('tabindex', 0)\n", + " // reach out to IPython and tell the keyboard manager to turn it's self\n", + " // off when our div gets focus\n", + "\n", + " // location in version 3\n", + " if (IPython.notebook.keyboard_manager) {\n", + " IPython.notebook.keyboard_manager.register_events(el);\n", + " }\n", + " else {\n", + " // location in version 2\n", + " IPython.keyboard_manager.register_events(el);\n", + " }\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " var manager = IPython.notebook.keyboard_manager;\n", + " if (!manager)\n", + " manager = IPython.keyboard_manager;\n", + "\n", + " // Check for shift+enter\n", + " if (event.shiftKey && event.which == 13) {\n", + " this.canvas_div.blur();\n", + " event.shiftKey = false;\n", + " // Send a \"J\" for go to next cell\n", + " event.which = 74;\n", + " event.keyCode = 74;\n", + " manager.command_mode();\n", + " manager.handle_keydown(event);\n", + " }\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " fig.ondownload(fig, null);\n", + "}\n", + "\n", + "\n", + "mpl.find_output_cell = function(html_output) {\n", + " // Return the cell and output element which can be found *uniquely* in the notebook.\n", + " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", + " // IPython event is triggered only after the cells have been serialised, which for\n", + " // our purposes (turning an active figure into a static one), is too late.\n", + " var cells = IPython.notebook.get_cells();\n", + " var ncells = cells.length;\n", + " for (var i=0; i<ncells; i++) {\n", + " var cell = cells[i];\n", + " if (cell.cell_type === 'code'){\n", + " for (var j=0; j<cell.output_area.outputs.length; j++) {\n", + " var data = cell.output_area.outputs[j];\n", + " if (data.data) {\n", + " // IPython >= 3 moved mimebundle to data attribute of output\n", + " data = data.data;\n", + " }\n", + " if (data['text/html'] == html_output) {\n", + " return [cell, data, j];\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n", + "// Register the function which deals with the matplotlib target/channel.\n", + "// The kernel may be null if the page has been refreshed.\n", + "if (IPython.notebook.kernel != null) {\n", + " 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width=\"1437.5\">" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(31.0, 256.0) (97.0, 293.0) (-101.42858, 71.526764)\n", + "143.0 195.0 -15.428581237792969\n" + ] + } + ], + "source": [ + "#TODO: Make this nice\n", + "fig = plt.figure(figsize=(16,16),dpi=72)\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "\n", + "preds_scaled = np.array([1.2*x,y,z] for x,y,z in preds)\n", + "\n", + "preds_plot = np.zeros_like(preds)\n", + "for i,p in enumerate(preds):\n", + " x,y,z = p\n", + " preds_plot[i] = np.array([x,y,z])\n", + "\n", + "clr1 = '#00ff00'\n", + "clr2 = '#00ff00'\n", + "\n", + "clr1 = '#ff0000'\n", + "clr2 = '#ff0000'\n", + "\n", + "ax.set_facecolor('black')\n", + "#ax.set_facecolor((1, 0, 0))\n", + "\n", + "ls = LightSource(270, 45)\n", + "# To use a custom hillshading mode, override the built-in shading and pass\n", + "# in the rgb colors of the shaded surface calculated from \"shade\".\n", + "#rgb = ls.shade(preds[:,1], cmap=cm.gist_earth, vert_exag=0.1, blend_mode='soft')\n", + "rh = rhex()\n", + "surf = ax.scatter(preds_plot[:,0]*1.2,preds_plot[:,1],preds_plot[:,2],c=rh, \n", + " alpha=1.0, s=65, edgecolor=rh)\n", + "#facecolors=rgb,linewidth=0, antialiased=False, shade=Fals\n", + "\n", + "\n", + "#surf = ax.plot_surface(x, y, z, rstride=1, cstride=1, facecolors=rgb,\n", + "# linewidth=0, antialiased=False, shade=False)\n", + "\n", + "\n", + "#surf.actor.property.specular = 0.1\n", + "#surf.actor.property.specular_power = 5\n", + "\n", + "lw = 3\n", + "ax.plot3D(preds_plot[:17,0]*1.2,preds_plot[:17,1], preds_plot[:17,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[17:22,0]*1.2,preds_plot[17:22,1],preds_plot[17:22,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[22:27,0]*1.2,preds_plot[22:27,1],preds_plot[22:27,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[27:31,0]*1.2,preds_plot[27:31,1],preds_plot[27:31,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[31:36,0]*1.2,preds_plot[31:36,1],preds_plot[31:36,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[36:42,0]*1.2,preds_plot[36:42,1],preds_plot[36:42,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[42:48,0]*1.2,preds_plot[42:48,1],preds_plot[42:48,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[48:,0]*1.2,preds_plot[48:,1],preds_plot[48:,2], color=rhex(), linewidth=lw)\n", + "\n", + "\n", + "print(xmm,ymm,zmm)\n", + "# ax.set_xlim3d(left=xmm[0],right=xmm[1])\n", + "# ax.set_ylim3d(bottom=ymm[0],top=ymm[1])\n", + "# ax.set_zlim3d(bottom=zmm[0],top=zmm[1])\n", + "\n", + "cx = ((xmm[0] - xmm[1]) // 2) + xmm[1]\n", + "cy = ((ymm[1] - ymm[0]) // 2) + ymm[0]\n", + "cz = ((zmm[1] - zmm[0]) // 2) + zmm[0]\n", + "print(cx,cy,cz)\n", + "\n", + "xpts = [cx,cx]\n", + "ypts = [cy,cy]\n", + "zpts = [zmm[0],zmm[1]]\n", + "\n", + "#ax.plot3D(xpts,ypts,zpts,color='red')\n", + "\n", + "# need to make this dynamic, sigh\n", + "ax.view_init(elev=120., azim=70.)\n", + "#ax.view_init(elev=90., azim=40.)\n", + "\n", + "margin = 20\n", + "\n", + "#ax.set_xlim(xmm[0] - margin,xmm[1] + margin)\n", + "#ax.set_ylim(ymm[0] - margin,ymm[1] + margin)\n", + "#ax.set_zlim(zmm[0] - margin,zmm[1] + margin)\n", + "\n", + "ax.set_xticks([])\n", + "ax.set_yticks([])\n", + "ax.set_zticks([])\n", + "ax.set_axis_off()\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('y')\n", + "ax.set_zlabel('z')\n", + "plt.savefig('test.png', dpi=80)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "../data_bodega/output/m.0k014.gif\n" + ] + } + ], + "source": [ + "fname_out = join(data_bodega,'output', '{}.gif'.format(os.path.basename(os.path.dirname(fp_face))))\n", + "\n", + "phi = np.linspace(0, 2*np.pi,60)\n", + "\n", + "def update(phi):\n", + " ax.view_init(180,phi*180./np.pi)\n", + " #ax.view_init(90,phi*90./np.pi)\n", + " #ax.view_init(elev=90., azim=90.)\n", + "\n", + "ani = matplotlib.animation.FuncAnimation(fig, update, frames=phi)\n", + "ani.save(fname_out, writer='imagemagick', fps=10)\n", + "#plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [default]", + "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": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/face_analysis/3d_face_plot_batch.ipynb b/megapixels/notebooks/face_analysis/3d_face_plot_batch.ipynb new file mode 100644 index 00000000..45e309d3 --- /dev/null +++ b/megapixels/notebooks/face_analysis/3d_face_plot_batch.ipynb @@ -0,0 +1,291 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3D Face Plot\n", + "\n", + "Attenzione visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "import os\n", + "from os.path import join\n", + "import sys\n", + "import time\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import imutils\n", + "import matplotlib.animation\n", + "%matplotlib notebook\n", + "from glob import glob\n", + "from matplotlib import cbook\n", + "from matplotlib import cm\n", + "from matplotlib.colors import LightSource\n", + "from random import randint\n", + "sys.path.append('/megapixels/3rdparty/face-alignment')\n", + "import face_alignment\n", + "import numpy as np\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import mpl_toolkits.mplot3d.axes3d as p3\n", + "from matplotlib import animation\n", + "import random\n", + "from skimage import io\n", + "from tqdm import tqdm_notebook as tqdm\n", + "from IPython.display import clear_output\n", + "from pathlib import Path\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Generate random hex colors\n", + "def rhex():\n", + " r = lambda: random.randint(0,255)\n", + " return '#%02X%02X%02X' % (r(), r(), r())" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading the Face Alignment Network(FAN). Please wait...\n", + "Downloading the Face Alignment depth Network (FAN-D). Please wait...\n" + ] + } + ], + "source": [ + "# init 3d face\n", + "# Run the 3D face alignment on a test image, without CUDA.\n", + "fa = face_alignment.FaceAlignment(face_alignment.LandmarksType._3D, \n", + " enable_cuda=True, flip_input=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100\n" + ] + } + ], + "source": [ + "data_bodega = '/megapixels/data_bodega/'\n", + "fp = join(data_bodega,'images/senators/*.jpg')\n", + "face_files = glob(fp,recursive=True)\n", + "print(len(face_files))" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_3d_face(fpath,output_dir):\n", + " # load image\n", + " im = io.imread(fpath)\n", + " \n", + " # generate 3d predictions\n", + " preds = fa.get_landmarks(im)\n", + " if preds is None:\n", + " return\n", + " preds = preds[-1]\n", + " \n", + " # plot style\n", + " num_frames = 60\n", + " lw = 2 # line weight\n", + " bg_color = '#%02x%02x%02x' % (60,59,110)\n", + " mark_clr = '#%02x%02x%02x' % (255,255,255) \n", + " mark_type='$\\star$'\n", + " mark_size = 20\n", + " print(bg_color)\n", + " \n", + " dpi = 72\n", + " figsize = (16,16)\n", + " \n", + " # center x,y,z\n", + " xmm = (np.min(preds[:,0]),np.max(preds[:,0]))\n", + " ymm = (np.min(preds[:,1]),np.max(preds[:,1]))\n", + " zmm = (np.min(preds[:,2]),np.max(preds[:,2]))\n", + " \n", + " preds_orig = preds.copy()\n", + " xmm_sc = (1.2*np.min(preds[:,0]),1.2*np.max(preds_orig[:,0]))\n", + " xmm = (np.min(preds_orig[:,0]),np.max(preds_orig[:,0]))\n", + " ymm = (np.min(preds_orig[:,1]),np.max(preds_orig[:,1]))\n", + " zmm = (np.min(preds_orig[:,2]),np.max(preds_orig[:,2]))\n", + " \n", + " # swap the y and z components to improve 3d rotation angles\n", + " preds = np.zeros_like(preds_orig).astype(np.uint8)\n", + " for i,p in enumerate(preds_orig):\n", + " x,y,z = p\n", + " #preds[i] = np.array([x - xmm[0], y - ymm[0], z - zmm[0]]) # ?\n", + " preds[i] = np.array([x - xmm[0], z - zmm[0], y - ymm[0]])\n", + " \n", + " # Create plot\n", + " fig = plt.figure(figsize=figsize,dpi=dpi)\n", + " fig.tight_layout()\n", + " ax = fig.add_subplot(111, projection='3d')\n", + " ax.set_facecolor(bg_color) # background color\n", + " \n", + " preds_plot = np.zeros_like(preds)\n", + " for i,p in enumerate(preds):\n", + " x,y,z = p\n", + " preds_plot[i] = np.array([x,y,z])\n", + "\n", + " \n", + " # scatter plot the dots\n", + " ax.plot3D(preds_plot[:17,0]*1.2,preds_plot[:17,1], preds_plot[:17,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[17:22,0]*1.2,preds_plot[17:22,1],preds_plot[17:22,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[22:27,0]*1.2,preds_plot[22:27,1],preds_plot[22:27,2], \n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[27:31,0]*1.2,preds_plot[27:31,1],preds_plot[27:31,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[31:36,0]*1.2,preds_plot[31:36,1],preds_plot[31:36,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[36:42,0]*1.2,preds_plot[36:42,1],preds_plot[36:42,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[42:48,0]*1.2,preds_plot[42:48,1],preds_plot[42:48,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[48:,0]*1.2,preds_plot[48:,1],preds_plot[48:,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr, linewidth=lw)\n", + "\n", + " \n", + " rh = '#ffffff'\n", + " ax.scatter(preds_plot[:,0]*1.2,preds_plot[:,1],preds_plot[:,2],c=rh, alpha=1.0, s=35, edgecolor=rh)\n", + " \n", + " # center points\n", + " cx = ((xmm[0] - xmm[1]) // 2) + xmm[1]\n", + " cy = ((ymm[1] - ymm[0]) // 2) + ymm[0]\n", + " cz = ((zmm[1] - zmm[0]) // 2) + zmm[0]\n", + "\n", + " #xpts = [cx,cx]\n", + " #ypts = [cy,cy]\n", + " #zpts = [zmm[0],zmm[1]]\n", + "\n", + " ax.view_init(elev=120., azim=70.)\n", + " \n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " ax.set_zticks([])\n", + " ax.set_axis_off()\n", + " ax.set_xlabel('x')\n", + " ax.set_ylabel('y')\n", + " ax.set_zlabel('z')\n", + "\n", + " # write animation to disk\n", + " fname_out = join(output_dir, '{}.gif'.format(Path(fpath).stem))\n", + " print(fname_out)\n", + " # rotation increments\n", + " phi = np.linspace(0, 2*np.pi, num_frames)\n", + "\n", + " def update(phi):\n", + " ax.view_init(180,phi*180./np.pi)\n", + " \n", + " ani = matplotlib.animation.FuncAnimation(fig, update, frames=phi)\n", + " ani.save(fname_out, writer='imagemagick', fps=10)\n", + " #del ani" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "output_dir = join(data_bodega,'output','senators_3d_points')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "for f in tqdm(face_files):\n", + " generate_3d_face(f,output_dir)\n", + " clear_output()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cv.L" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:megapixels]", + "language": "python", + "name": "conda-env-megapixels-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/face_analysis/3d_face_plot_batch_frames.ipynb b/megapixels/notebooks/face_analysis/3d_face_plot_batch_frames.ipynb new file mode 100644 index 00000000..6ade79dc --- /dev/null +++ b/megapixels/notebooks/face_analysis/3d_face_plot_batch_frames.ipynb @@ -0,0 +1,2055 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3D Face Plot\n", + "\n", + "Process faces for Georgetown Color of Surveillance" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "import os\n", + "from os.path import join\n", + "import sys\n", + "import time\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import imutils\n", + "import matplotlib.animation\n", + "%matplotlib notebook\n", + "from glob import glob\n", + "from matplotlib import cbook\n", + "from matplotlib import cm\n", + "from matplotlib.colors import LightSource\n", + "from random import randint\n", + "sys.path.append('/megapixels/3rdparty/face-alignment')\n", + "import face_alignment\n", + "import numpy as np\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import mpl_toolkits.mplot3d.axes3d as p3\n", + "from matplotlib import animation\n", + "import random\n", + "from skimage import io\n", + "from tqdm import tqdm_notebook as tqdm\n", + "from IPython.display import clear_output\n", + "from pathlib import Path\n" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [], + "source": [ + "# init 3d face\n", + "# Run the 3D face alignment on a test image, without CUDA.\n", + "fa = face_alignment.FaceAlignment(face_alignment.LandmarksType._3D, \n", + " enable_cuda=True, flip_input=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100\n" + ] + } + ], + "source": [ + "data_bodega = '/megapixels/data_bodega/'\n", + "fp = join(data_bodega,'images/senators/*.jpg')\n", + "face_files = glob(fp,recursive=True)\n", + "print(len(face_files))" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def ensure_dir(d):\n", + " \"\"\"Create directory if not exist\n", + " :param d: path to directory\n", + " \"\"\"\n", + " if not os.path.exists(d):\n", + " os.makedirs(d, exist_ok=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_3d_face(fpath,output_dir,anim=False,ext='png'):\n", + " # load image\n", + " im = io.imread(fpath)\n", + " \n", + " # generate 3d predictions\n", + " preds = fa.get_landmarks(im)\n", + " if preds is None:\n", + " return\n", + " preds = preds[-1]\n", + " \n", + " # plot style\n", + " num_frames = 60\n", + " lw = 2 # line weight\n", + " bg_color = '#%02x%02x%02x' % (60,59,110)\n", + " mark_clr = '#%02x%02x%02x' % (255,255,255)\n", + " mark_clr = '#%02x%02x%02x' % (0,255,0)\n", + " #mark_type='$\\star$'\n", + " #mark_size = 20\n", + " mark_type='o'\n", + " mark_size = 10\n", + " rh = '#ffffff'\n", + " dpi = 72\n", + " figsize = (16,16)\n", + " \n", + " # center x,y,z\n", + " xmm = (np.min(preds[:,0]),np.max(preds[:,0]))\n", + " ymm = (np.min(preds[:,1]),np.max(preds[:,1]))\n", + " zmm = (np.min(preds[:,2]),np.max(preds[:,2]))\n", + " \n", + " preds_orig = preds.copy()\n", + " xmm_sc = (1.2*np.min(preds[:,0]),1.2*np.max(preds_orig[:,0]))\n", + " xmm = (np.min(preds_orig[:,0]),np.max(preds_orig[:,0]))\n", + " ymm = (np.min(preds_orig[:,1]),np.max(preds_orig[:,1]))\n", + " zmm = (np.min(preds_orig[:,2]),np.max(preds_orig[:,2]))\n", + " \n", + " # swap the y and z components to improve 3d rotation angles\n", + " preds = np.zeros_like(preds_orig).astype(np.uint8)\n", + " for i,p in enumerate(preds_orig):\n", + " x,y,z = p\n", + " #preds[i] = np.array([x - xmm[0], y - ymm[0], z - zmm[0]]) # ?\n", + " preds[i] = np.array([x - xmm[0], z - zmm[0], y - ymm[0]])\n", + " \n", + " # Create plot\n", + " fig = plt.figure(figsize=figsize,dpi=dpi)\n", + " fig.tight_layout()\n", + " ax = fig.add_subplot(111, projection='3d')\n", + " ax.set_facecolor(bg_color) # background color\n", + " \n", + " preds_plot = np.zeros_like(preds)\n", + " for i,p in enumerate(preds):\n", + " x,y,z = p\n", + " preds_plot[i] = np.array([x,y,z])\n", + "\n", + " \n", + " # scatter plot the dots\n", + " ax.plot3D(preds_plot[:17,0]*1.2,preds_plot[:17,1], preds_plot[:17,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[17:22,0]*1.2,preds_plot[17:22,1],preds_plot[17:22,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[22:27,0]*1.2,preds_plot[22:27,1],preds_plot[22:27,2], \n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[27:31,0]*1.2,preds_plot[27:31,1],preds_plot[27:31,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[31:36,0]*1.2,preds_plot[31:36,1],preds_plot[31:36,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[36:42,0]*1.2,preds_plot[36:42,1],preds_plot[36:42,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[42:48,0]*1.2,preds_plot[42:48,1],preds_plot[42:48,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[48:,0]*1.2,preds_plot[48:,1],preds_plot[48:,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr, linewidth=lw)\n", + "\n", + " \n", + " ax.scatter(preds_plot[:,0]*1.2,preds_plot[:,1],preds_plot[:,2],c=rh, alpha=1.0, s=35, edgecolor=rh)\n", + " \n", + " # center points\n", + " cx = ((xmm[0] - xmm[1]) // 2) + xmm[1]\n", + " cy = ((ymm[1] - ymm[0]) // 2) + ymm[0]\n", + " cz = ((zmm[1] - zmm[0]) // 2) + zmm[0]\n", + " \n", + " # ?\n", + " ax.view_init(elev=120., azim=70.)\n", + " \n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " ax.set_zticks([])\n", + " ax.set_axis_off()\n", + " ax.set_xlabel('x')\n", + " ax.set_ylabel('y')\n", + " ax.set_zlabel('z')\n", + "\n", + " \n", + " phis = np.linspace(0, 2*np.pi, num_frames)\n", + " \n", + " if anim:\n", + " def update(phi):\n", + " ax.view_init(180,phi*180./np.pi)\n", + " fname_out = join(output_dir,'{}.gif'.format(Path(fpath).stem))\n", + " ani = matplotlib.animation.FuncAnimation(fig, update, frames=phis)\n", + " ani.save(fname_out, writer='imagemagick', fps=10)\n", + " del ani\n", + " else:\n", + " for i,phi in enumerate(phis):\n", + " # ext (jpg,png,pdf)\n", + " person_name = Path(fpath).stem\n", + " fname_out = join(output_dir,person_name,'{}.{}'.format(str(i).zfill(4), ext))\n", + " ensure_dir(Path(fname_out).parent)\n", + " ax.view_init(180,phi*180./np.pi)\n", + " fig.savefig(fname_out, transparent=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [], + "source": [ + "output_dir = join(data_bodega,'output','senators_3d_points_frames')" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support.' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('<div/>');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n", + " 'ui-helper-clearfix\"/>');\n", + " var titletext = $(\n", + " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n", + " 'text-align: center; padding: 3px;\"/>');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('<div/>');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('<canvas/>');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('<canvas/>');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('<button/>');\n", + " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n", + " 'ui-button-icon-only');\n", + " button.attr('role', 'button');\n", + " button.attr('aria-disabled', 'false');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + "\n", + " var icon_img = $('<span/>');\n", + " icon_img.addClass('ui-button-icon-primary ui-icon');\n", + " icon_img.addClass(image);\n", + " icon_img.addClass('ui-corner-all');\n", + "\n", + " var tooltip_span = $('<span/>');\n", + " tooltip_span.addClass('ui-button-text');\n", + " tooltip_span.html(tooltip);\n", + "\n", + " button.append(icon_img);\n", + " button.append(tooltip_span);\n", + "\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " var fmt_picker_span = $('<span/>');\n", + "\n", + " var fmt_picker = $('<select/>');\n", + " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n", + " fmt_picker_span.append(fmt_picker);\n", + " nav_element.append(fmt_picker_span);\n", + " this.format_dropdown = fmt_picker[0];\n", + "\n", + " for (var ind in mpl.extensions) {\n", + " var fmt = mpl.extensions[ind];\n", + " var option = $(\n", + " '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n", + " fmt_picker.append(option)\n", + " }\n", + "\n", + " // Add hover states to the ui-buttons\n", + " $( \".ui-button\" ).hover(\n", + " function() { $(this).addClass(\"ui-state-hover\");},\n", + " function() { $(this).removeClass(\"ui-state-hover\");}\n", + " );\n", + "\n", + " var status_bar = $('<span class=\"mpl-message\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "}\n", + "\n", + "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n", + " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", + " // which will in turn request a refresh of the image.\n", + " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n", + "}\n", + "\n", + "mpl.figure.prototype.send_message = function(type, properties) {\n", + " properties['type'] = type;\n", + " properties['figure_id'] = this.id;\n", + " this.ws.send(JSON.stringify(properties));\n", + "}\n", + "\n", + "mpl.figure.prototype.send_draw_message = function() {\n", + " if (!this.waiting) {\n", + " this.waiting = true;\n", + " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n", + " }\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " var format_dropdown = fig.format_dropdown;\n", + " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", + " fig.ondownload(fig, format);\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_resize = function(fig, msg) {\n", + " var size = msg['size'];\n", + " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n", + " fig._resize_canvas(size[0], size[1]);\n", + " fig.send_message(\"refresh\", {});\n", + " };\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n", + " var x0 = msg['x0'] / mpl.ratio;\n", + " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n", + " var x1 = msg['x1'] / mpl.ratio;\n", + " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n", + " x0 = Math.floor(x0) + 0.5;\n", + " y0 = Math.floor(y0) + 0.5;\n", + " x1 = Math.floor(x1) + 0.5;\n", + " y1 = Math.floor(y1) + 0.5;\n", + " var min_x = Math.min(x0, x1);\n", + " var min_y = Math.min(y0, y1);\n", + " var width = Math.abs(x1 - x0);\n", + " var height = Math.abs(y1 - y0);\n", + "\n", + " fig.rubberband_context.clearRect(\n", + " 0, 0, fig.canvas.width, fig.canvas.height);\n", + "\n", + " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n", + " // Updates the figure title.\n", + " fig.header.textContent = msg['label'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n", + " var cursor = msg['cursor'];\n", + " switch(cursor)\n", + " {\n", + " case 0:\n", + " cursor = 'pointer';\n", + " break;\n", + " case 1:\n", + " cursor = 'default';\n", + " break;\n", + " case 2:\n", + " cursor = 'crosshair';\n", + " break;\n", + " case 3:\n", + " cursor = 'move';\n", + " break;\n", + " }\n", + " fig.rubberband_canvas.style.cursor = cursor;\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_message = function(fig, msg) {\n", + " fig.message.textContent = msg['message'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_draw = function(fig, msg) {\n", + " // Request the server to send over a new figure.\n", + " fig.send_draw_message();\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n", + " fig.image_mode = msg['mode'];\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Called whenever the canvas gets updated.\n", + " this.send_message(\"ack\", {});\n", + "}\n", + "\n", + "// A function to construct a web socket function for onmessage handling.\n", + "// Called in the figure constructor.\n", + "mpl.figure.prototype._make_on_message_function = function(fig) {\n", + " return function socket_on_message(evt) {\n", + " if (evt.data instanceof Blob) {\n", + " /* FIXME: We get \"Resource interpreted as Image but\n", + " * transferred with MIME type text/plain:\" errors on\n", + " * Chrome. But how to set the MIME type? It doesn't seem\n", + " * to be part of the websocket stream */\n", + " evt.data.type = \"image/png\";\n", + "\n", + " /* Free the memory for the previous frames */\n", + " if (fig.imageObj.src) {\n", + " (window.URL || window.webkitURL).revokeObjectURL(\n", + " fig.imageObj.src);\n", + " }\n", + "\n", + " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", + " evt.data);\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n", + " fig.imageObj.src = evt.data;\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + "\n", + " var msg = JSON.parse(evt.data);\n", + " var msg_type = msg['type'];\n", + "\n", + " // Call the \"handle_{type}\" callback, which takes\n", + " // the figure and JSON message as its only arguments.\n", + " try {\n", + " var callback = fig[\"handle_\" + msg_type];\n", + " } catch (e) {\n", + " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n", + " return;\n", + " }\n", + "\n", + " if (callback) {\n", + " try {\n", + " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", + " callback(fig, msg);\n", + " } catch (e) {\n", + " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n", + " }\n", + " }\n", + " };\n", + "}\n", + "\n", + "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", + "mpl.findpos = function(e) {\n", + " //this section is from http://www.quirksmode.org/js/events_properties.html\n", + " var targ;\n", + " if (!e)\n", + " e = window.event;\n", + " if (e.target)\n", + " targ = e.target;\n", + " else if (e.srcElement)\n", + " targ = e.srcElement;\n", + " if (targ.nodeType == 3) // defeat Safari bug\n", + " targ = targ.parentNode;\n", + "\n", + " // jQuery normalizes the pageX and pageY\n", + " // pageX,Y are the mouse positions relative to the document\n", + " // offset() returns the position of the element relative to the document\n", + " var x = e.pageX - $(targ).offset().left;\n", + " var y = e.pageY - $(targ).offset().top;\n", + "\n", + " return {\"x\": x, \"y\": y};\n", + "};\n", + "\n", + "/*\n", + " * return a copy of an object with only non-object keys\n", + " * we need this to avoid circular references\n", + " * http://stackoverflow.com/a/24161582/3208463\n", + " */\n", + "function simpleKeys (original) {\n", + " return Object.keys(original).reduce(function (obj, key) {\n", + " if (typeof original[key] !== 'object')\n", + " obj[key] = original[key]\n", + " return obj;\n", + " }, {});\n", + "}\n", + "\n", + "mpl.figure.prototype.mouse_event = function(event, name) {\n", + " var canvas_pos = mpl.findpos(event)\n", + "\n", + " if (name === 'button_press')\n", + " {\n", + " this.canvas.focus();\n", + " this.canvas_div.focus();\n", + " }\n", + "\n", + " var x = canvas_pos.x * mpl.ratio;\n", + " var y = canvas_pos.y * mpl.ratio;\n", + "\n", + " this.send_message(name, {x: x, y: y, button: event.button,\n", + " step: event.step,\n", + " guiEvent: simpleKeys(event)});\n", + "\n", + " /* This prevents the web browser from automatically changing to\n", + " * the text insertion cursor when the button is pressed. We want\n", + " * to control all of the cursor setting manually through the\n", + " * 'cursor' event from matplotlib */\n", + " event.preventDefault();\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " // Handle any extra behaviour associated with a key event\n", + "}\n", + "\n", + "mpl.figure.prototype.key_event = function(event, name) {\n", + "\n", + " // Prevent repeat events\n", + " if (name == 'key_press')\n", + " {\n", + " if (event.which === this._key)\n", + " return;\n", + " else\n", + " this._key = event.which;\n", + " }\n", + " if (name == 'key_release')\n", + " this._key = null;\n", + "\n", + " var value = '';\n", + " if (event.ctrlKey && event.which != 17)\n", + " value += \"ctrl+\";\n", + " if (event.altKey && event.which != 18)\n", + " value += \"alt+\";\n", + " if (event.shiftKey && event.which != 16)\n", + " value += \"shift+\";\n", + "\n", + " value += 'k';\n", + " value += event.which.toString();\n", + "\n", + " this._key_event_extra(event, name);\n", + "\n", + " this.send_message(name, {key: value,\n", + " guiEvent: simpleKeys(event)});\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n", + " if (name == 'download') {\n", + " this.handle_save(this, null);\n", + " } else {\n", + " this.send_message(\"toolbar_button\", {name: name});\n", + " }\n", + "};\n", + "\n", + "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n", + " this.message.textContent = tooltip;\n", + "};\n", + "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", + "\n", + "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", + "\n", + "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n", + " // Create a \"websocket\"-like object which calls the given IPython comm\n", + " // object with the appropriate methods. Currently this is a non binary\n", + " // socket, so there is still some room for performance tuning.\n", + " var ws = {};\n", + "\n", + " ws.close = function() {\n", + " comm.close()\n", + " };\n", + " ws.send = function(m) {\n", + " //console.log('sending', m);\n", + " comm.send(m);\n", + " };\n", + " // Register the callback with on_msg.\n", + " comm.on_msg(function(msg) {\n", + " //console.log('receiving', msg['content']['data'], msg);\n", + " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", + " ws.onmessage(msg['content']['data'])\n", + " });\n", + " return ws;\n", + "}\n", + "\n", + "mpl.mpl_figure_comm = function(comm, msg) {\n", + " // This is the function which gets called when the mpl process\n", + " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", + "\n", + " var id = msg.content.data.id;\n", + " // Get hold of the div created by the display call when the Comm\n", + " // socket was opened in Python.\n", + " var element = $(\"#\" + id);\n", + " var ws_proxy = comm_websocket_adapter(comm)\n", + "\n", + " function ondownload(figure, format) {\n", + " window.open(figure.imageObj.src);\n", + " }\n", + "\n", + " var fig = new mpl.figure(id, ws_proxy,\n", + " ondownload,\n", + " element.get(0));\n", + "\n", + " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", + " // web socket which is closed, not our websocket->open comm proxy.\n", + " ws_proxy.onopen();\n", + "\n", + " fig.parent_element = element.get(0);\n", + " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n", + " if (!fig.cell_info) {\n", + " console.error(\"Failed to find cell for figure\", id, fig);\n", + " return;\n", + " }\n", + "\n", + " var output_index = fig.cell_info[2]\n", + " var cell = fig.cell_info[0];\n", + "\n", + "};\n", + "\n", + "mpl.figure.prototype.handle_close = function(fig, msg) {\n", + " var width = fig.canvas.width/mpl.ratio\n", + " fig.root.unbind('remove')\n", + "\n", + " // Update the output cell to use the data from the current canvas.\n", + " fig.push_to_output();\n", + " var dataURL = fig.canvas.toDataURL();\n", + " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", + " // the notebook keyboard shortcuts fail.\n", + " IPython.keyboard_manager.enable()\n", + " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n", + " fig.close_ws(fig, msg);\n", + "}\n", + "\n", + "mpl.figure.prototype.close_ws = function(fig, msg){\n", + " fig.send_message('closing', msg);\n", + " // fig.ws.close()\n", + "}\n", + "\n", + "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n", + " // Turn the data on the canvas into data in the output cell.\n", + " var width = this.canvas.width/mpl.ratio\n", + " var dataURL = this.canvas.toDataURL();\n", + " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Tell IPython that the notebook contents must change.\n", + " IPython.notebook.set_dirty(true);\n", + " this.send_message(\"ack\", {});\n", + " var fig = this;\n", + " // Wait a second, then push the new image to the DOM so\n", + " // that it is saved nicely (might be nice to debounce this).\n", + " setTimeout(function () { fig.push_to_output() }, 1000);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items){\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) { continue; };\n", + "\n", + " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " // Add the status bar.\n", + " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "\n", + " // Add the close button to the window.\n", + " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n", + " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n", + " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", + " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", + " buttongrp.append(button);\n", + " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", + " titlebar.prepend(buttongrp);\n", + "}\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(el){\n", + " var fig = this\n", + " el.on(\"remove\", function(){\n", + "\tfig.close_ws(fig, {});\n", + " });\n", + "}\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(el){\n", + " // this is important to make the div 'focusable\n", + " el.attr('tabindex', 0)\n", + " // reach out to IPython and tell the keyboard manager to turn it's self\n", + " // off when our div gets focus\n", + "\n", + " // location in version 3\n", + " if (IPython.notebook.keyboard_manager) {\n", + " IPython.notebook.keyboard_manager.register_events(el);\n", + " }\n", + " else {\n", + " // location in version 2\n", + " IPython.keyboard_manager.register_events(el);\n", + " }\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " var manager = IPython.notebook.keyboard_manager;\n", + " if (!manager)\n", + " manager = IPython.keyboard_manager;\n", + "\n", + " // Check for shift+enter\n", + " if (event.shiftKey && event.which == 13) {\n", + " this.canvas_div.blur();\n", + " event.shiftKey = false;\n", + " // Send a \"J\" for go to next cell\n", + " event.which = 74;\n", + " event.keyCode = 74;\n", + " manager.command_mode();\n", + " manager.handle_keydown(event);\n", + " }\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " fig.ondownload(fig, null);\n", + "}\n", + "\n", + "\n", + "mpl.find_output_cell = function(html_output) {\n", + " // Return the cell and output element which can be found *uniquely* in the notebook.\n", + " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", + " // IPython event is triggered only after the cells have been serialised, which for\n", + " // our purposes (turning an active figure into a static one), is too late.\n", + " var cells = IPython.notebook.get_cells();\n", + " var ncells = cells.length;\n", + " for (var i=0; i<ncells; i++) {\n", + " var cell = cells[i];\n", + " if (cell.cell_type === 'code'){\n", + " for (var j=0; j<cell.output_area.outputs.length; j++) {\n", + " var data = cell.output_area.outputs[j];\n", + " if (data.data) {\n", + " // IPython >= 3 moved mimebundle to data attribute of output\n", + " data = data.data;\n", + " }\n", + " if (data['text/html'] == html_output) {\n", + " return [cell, data, j];\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n", + "// Register the function which deals with the matplotlib target/channel.\n", + "// The kernel may be null if the page has been refreshed.\n", + "if (IPython.notebook.kernel != null) {\n", + " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", + "}\n" + ], + "text/plain": [ + "<IPython.core.display.Javascript object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<div id='7198d195-0982-48dc-b3f1-788db85c55f0'></div>" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "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-123-8c302f1f5d5d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[0;32min\u001b[0m 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2261\u001b[0m \u001b[0morientation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morientation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2262\u001b[0m \u001b[0mbbox_inches_restore\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_bbox_inches_restore\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2263\u001b[0;31m **kwargs)\n\u001b[0m\u001b[1;32m 2264\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2265\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mbbox_inches\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mrestore_bbox\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/megapixels/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[0;34m(self, filename_or_obj, *args, **kwargs)\u001b[0m\n\u001b[1;32m 526\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mcbook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_file_cm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename_or_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"wb\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfh\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 527\u001b[0m _png.write_png(renderer._renderer, fh,\n\u001b[0;32m--> 528\u001b[0;31m self.figure.dpi, metadata=metadata)\n\u001b[0m\u001b[1;32m 529\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 530\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdpi\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moriginal_dpi\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "for f in tqdm(face_files):\n", + " generate_3d_face(f,output_dir)\n", + " clear_output()" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(550, 450, 3)" + ] + }, + "execution_count": 130, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im = cv.imread('/data_store/datasets/gov/images/senators/wyden_ron.jpg')\n", + "im.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support.' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('<div/>');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n", + " 'ui-helper-clearfix\"/>');\n", + " var titletext = $(\n", + " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n", + " 'text-align: center; padding: 3px;\"/>');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('<div/>');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('<canvas/>');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('<canvas/>');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('<button/>');\n", + " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n", + " 'ui-button-icon-only');\n", + " button.attr('role', 'button');\n", + " button.attr('aria-disabled', 'false');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + "\n", + " var icon_img = $('<span/>');\n", + " icon_img.addClass('ui-button-icon-primary ui-icon');\n", + " icon_img.addClass(image);\n", + " icon_img.addClass('ui-corner-all');\n", + "\n", + " var tooltip_span = $('<span/>');\n", + " tooltip_span.addClass('ui-button-text');\n", + " tooltip_span.html(tooltip);\n", + "\n", + " button.append(icon_img);\n", + " button.append(tooltip_span);\n", + "\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " var fmt_picker_span = $('<span/>');\n", + "\n", + " var fmt_picker = $('<select/>');\n", + " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n", + " fmt_picker_span.append(fmt_picker);\n", + " nav_element.append(fmt_picker_span);\n", + " this.format_dropdown = fmt_picker[0];\n", + "\n", + " for (var ind in mpl.extensions) {\n", + " var fmt = mpl.extensions[ind];\n", + " var option = $(\n", + " '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n", + " fmt_picker.append(option)\n", + " }\n", + "\n", + " // Add hover states to the ui-buttons\n", + " $( \".ui-button\" ).hover(\n", + " function() { $(this).addClass(\"ui-state-hover\");},\n", + " function() { $(this).removeClass(\"ui-state-hover\");}\n", + " );\n", + "\n", + " var status_bar = $('<span class=\"mpl-message\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "}\n", + "\n", + "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n", + " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", + " // which will in turn request a refresh of the image.\n", + " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n", + "}\n", + "\n", + "mpl.figure.prototype.send_message = function(type, properties) {\n", + " properties['type'] = type;\n", + " properties['figure_id'] = this.id;\n", + " this.ws.send(JSON.stringify(properties));\n", + "}\n", + "\n", + "mpl.figure.prototype.send_draw_message = function() {\n", + " if (!this.waiting) {\n", + " this.waiting = true;\n", + " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n", + " }\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " var format_dropdown = fig.format_dropdown;\n", + " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", + " fig.ondownload(fig, format);\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_resize = function(fig, msg) {\n", + " var size = msg['size'];\n", + " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n", + " fig._resize_canvas(size[0], size[1]);\n", + " fig.send_message(\"refresh\", {});\n", + " };\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n", + " var x0 = msg['x0'] / mpl.ratio;\n", + " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n", + " var x1 = msg['x1'] / mpl.ratio;\n", + " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n", + " x0 = Math.floor(x0) + 0.5;\n", + " y0 = Math.floor(y0) + 0.5;\n", + " x1 = Math.floor(x1) + 0.5;\n", + " y1 = Math.floor(y1) + 0.5;\n", + " var min_x = Math.min(x0, x1);\n", + " var min_y = Math.min(y0, y1);\n", + " var width = Math.abs(x1 - x0);\n", + " var height = Math.abs(y1 - y0);\n", + "\n", + " fig.rubberband_context.clearRect(\n", + " 0, 0, fig.canvas.width, fig.canvas.height);\n", + "\n", + " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n", + " // Updates the figure title.\n", + " fig.header.textContent = msg['label'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n", + " var cursor = msg['cursor'];\n", + " switch(cursor)\n", + " {\n", + " case 0:\n", + " cursor = 'pointer';\n", + " break;\n", + " case 1:\n", + " cursor = 'default';\n", + " break;\n", + " case 2:\n", + " cursor = 'crosshair';\n", + " break;\n", + " case 3:\n", + " cursor = 'move';\n", + " break;\n", + " }\n", + " fig.rubberband_canvas.style.cursor = cursor;\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_message = function(fig, msg) {\n", + " fig.message.textContent = msg['message'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_draw = function(fig, msg) {\n", + " // Request the server to send over a new figure.\n", + " fig.send_draw_message();\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n", + " fig.image_mode = msg['mode'];\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Called whenever the canvas gets updated.\n", + " this.send_message(\"ack\", {});\n", + "}\n", + "\n", + "// A function to construct a web socket function for onmessage handling.\n", + "// Called in the figure constructor.\n", + "mpl.figure.prototype._make_on_message_function = function(fig) {\n", + " return function socket_on_message(evt) {\n", + " if (evt.data instanceof Blob) {\n", + " /* FIXME: We get \"Resource interpreted as Image but\n", + " * transferred with MIME type text/plain:\" errors on\n", + " * Chrome. But how to set the MIME type? It doesn't seem\n", + " * to be part of the websocket stream */\n", + " evt.data.type = \"image/png\";\n", + "\n", + " /* Free the memory for the previous frames */\n", + " if (fig.imageObj.src) {\n", + " (window.URL || window.webkitURL).revokeObjectURL(\n", + " fig.imageObj.src);\n", + " }\n", + "\n", + " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", + " evt.data);\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n", + " fig.imageObj.src = evt.data;\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + "\n", + " var msg = JSON.parse(evt.data);\n", + " var msg_type = msg['type'];\n", + "\n", + " // Call the \"handle_{type}\" callback, which takes\n", + " // the figure and JSON message as its only arguments.\n", + " try {\n", + " var callback = fig[\"handle_\" + msg_type];\n", + " } catch (e) {\n", + " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n", + " return;\n", + " }\n", + "\n", + " if (callback) {\n", + " try {\n", + " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", + " callback(fig, msg);\n", + " } catch (e) {\n", + " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n", + " }\n", + " }\n", + " };\n", + "}\n", + "\n", + "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", + "mpl.findpos = function(e) {\n", + " //this section is from http://www.quirksmode.org/js/events_properties.html\n", + " var targ;\n", + " if (!e)\n", + " e = window.event;\n", + " if (e.target)\n", + " targ = e.target;\n", + " else if (e.srcElement)\n", + " targ = e.srcElement;\n", + " if (targ.nodeType == 3) // defeat Safari bug\n", + " targ = targ.parentNode;\n", + "\n", + " // jQuery normalizes the pageX and pageY\n", + " // pageX,Y are the mouse positions relative to the document\n", + " // offset() returns the position of the element relative to the document\n", + " var x = e.pageX - $(targ).offset().left;\n", + " var y = e.pageY - $(targ).offset().top;\n", + "\n", + " return {\"x\": x, \"y\": y};\n", + "};\n", + "\n", + "/*\n", + " * return a copy of an object with only non-object keys\n", + " * we need this to avoid circular references\n", + " * http://stackoverflow.com/a/24161582/3208463\n", + " */\n", + "function simpleKeys (original) {\n", + " return Object.keys(original).reduce(function (obj, key) {\n", + " if (typeof original[key] !== 'object')\n", + " obj[key] = original[key]\n", + " return obj;\n", + " }, {});\n", + "}\n", + "\n", + "mpl.figure.prototype.mouse_event = function(event, name) {\n", + " var canvas_pos = mpl.findpos(event)\n", + "\n", + " if (name === 'button_press')\n", + " {\n", + " this.canvas.focus();\n", + " this.canvas_div.focus();\n", + " }\n", + "\n", + " var x = canvas_pos.x * mpl.ratio;\n", + " var y = canvas_pos.y * mpl.ratio;\n", + "\n", + " this.send_message(name, {x: x, y: y, button: event.button,\n", + " step: event.step,\n", + " guiEvent: simpleKeys(event)});\n", + "\n", + " /* This prevents the web browser from automatically changing to\n", + " * the text insertion cursor when the button is pressed. We want\n", + " * to control all of the cursor setting manually through the\n", + " * 'cursor' event from matplotlib */\n", + " event.preventDefault();\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " // Handle any extra behaviour associated with a key event\n", + "}\n", + "\n", + "mpl.figure.prototype.key_event = function(event, name) {\n", + "\n", + " // Prevent repeat events\n", + " if (name == 'key_press')\n", + " {\n", + " if (event.which === this._key)\n", + " return;\n", + " else\n", + " this._key = event.which;\n", + " }\n", + " if (name == 'key_release')\n", + " this._key = null;\n", + "\n", + " var value = '';\n", + " if (event.ctrlKey && event.which != 17)\n", + " value += \"ctrl+\";\n", + " if (event.altKey && event.which != 18)\n", + " value += \"alt+\";\n", + " if (event.shiftKey && event.which != 16)\n", + " value += \"shift+\";\n", + "\n", + " value += 'k';\n", + " value += event.which.toString();\n", + "\n", + " this._key_event_extra(event, name);\n", + "\n", + " this.send_message(name, {key: value,\n", + " guiEvent: simpleKeys(event)});\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n", + " if (name == 'download') {\n", + " this.handle_save(this, null);\n", + " } else {\n", + " this.send_message(\"toolbar_button\", {name: name});\n", + " }\n", + "};\n", + "\n", + "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n", + " this.message.textContent = tooltip;\n", + "};\n", + "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", + "\n", + "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", + "\n", + "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n", + " // Create a \"websocket\"-like object which calls the given IPython comm\n", + " // object with the appropriate methods. Currently this is a non binary\n", + " // socket, so there is still some room for performance tuning.\n", + " var ws = {};\n", + "\n", + " ws.close = function() {\n", + " comm.close()\n", + " };\n", + " ws.send = function(m) {\n", + " //console.log('sending', m);\n", + " comm.send(m);\n", + " };\n", + " // Register the callback with on_msg.\n", + " comm.on_msg(function(msg) {\n", + " //console.log('receiving', msg['content']['data'], msg);\n", + " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", + " ws.onmessage(msg['content']['data'])\n", + " });\n", + " return ws;\n", + "}\n", + "\n", + "mpl.mpl_figure_comm = function(comm, msg) {\n", + " // This is the function which gets called when the mpl process\n", + " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", + "\n", + " var id = msg.content.data.id;\n", + " // Get hold of the div created by the display call when the Comm\n", + " // socket was opened in Python.\n", + " var element = $(\"#\" + id);\n", + " var ws_proxy = comm_websocket_adapter(comm)\n", + "\n", + " function ondownload(figure, format) {\n", + " window.open(figure.imageObj.src);\n", + " }\n", + "\n", + " var fig = new mpl.figure(id, ws_proxy,\n", + " ondownload,\n", + " element.get(0));\n", + "\n", + " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", + " // web socket which is closed, not our websocket->open comm proxy.\n", + " ws_proxy.onopen();\n", + "\n", + " fig.parent_element = element.get(0);\n", + " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n", + " if (!fig.cell_info) {\n", + " console.error(\"Failed to find cell for figure\", id, fig);\n", + " return;\n", + " }\n", + "\n", + " var output_index = fig.cell_info[2]\n", + " var cell = fig.cell_info[0];\n", + "\n", + "};\n", + "\n", + "mpl.figure.prototype.handle_close = function(fig, msg) {\n", + " var width = fig.canvas.width/mpl.ratio\n", + " fig.root.unbind('remove')\n", + "\n", + " // Update the output cell to use the data from the current canvas.\n", + " fig.push_to_output();\n", + " var dataURL = fig.canvas.toDataURL();\n", + " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", + " // the notebook keyboard shortcuts fail.\n", + " IPython.keyboard_manager.enable()\n", + " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n", + " fig.close_ws(fig, msg);\n", + "}\n", + "\n", + "mpl.figure.prototype.close_ws = function(fig, msg){\n", + " fig.send_message('closing', msg);\n", + " // fig.ws.close()\n", + "}\n", + "\n", + "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n", + " // Turn the data on the canvas into data in the output cell.\n", + " var width = this.canvas.width/mpl.ratio\n", + " var dataURL = this.canvas.toDataURL();\n", + " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Tell IPython that the notebook contents must change.\n", + " IPython.notebook.set_dirty(true);\n", + " this.send_message(\"ack\", {});\n", + " var fig = this;\n", + " // Wait a second, then push the new image to the DOM so\n", + " // that it is saved nicely (might be nice to debounce this).\n", + " setTimeout(function () { fig.push_to_output() }, 1000);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items){\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) { continue; };\n", + "\n", + " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " // Add the status bar.\n", + " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "\n", + " // Add the close button to the window.\n", + " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n", + " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n", + " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", + " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", + " buttongrp.append(button);\n", + " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", + " titlebar.prepend(buttongrp);\n", + "}\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(el){\n", + " var fig = this\n", + " el.on(\"remove\", function(){\n", + "\tfig.close_ws(fig, {});\n", + " });\n", + "}\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(el){\n", + " // this is important to make the div 'focusable\n", + " el.attr('tabindex', 0)\n", + " // reach out to IPython and tell the keyboard manager to turn it's self\n", + " // off when our div gets focus\n", + "\n", + " // location in version 3\n", + " if (IPython.notebook.keyboard_manager) {\n", + " IPython.notebook.keyboard_manager.register_events(el);\n", + " }\n", + " else {\n", + " // location in version 2\n", + " IPython.keyboard_manager.register_events(el);\n", + " }\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " var manager = IPython.notebook.keyboard_manager;\n", + " if (!manager)\n", + " manager = IPython.keyboard_manager;\n", + "\n", + " // Check for shift+enter\n", + " if (event.shiftKey && event.which == 13) {\n", + " this.canvas_div.blur();\n", + " event.shiftKey = false;\n", + " // Send a \"J\" for go to next cell\n", + " event.which = 74;\n", + " event.keyCode = 74;\n", + " manager.command_mode();\n", + " manager.handle_keydown(event);\n", + " }\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " fig.ondownload(fig, null);\n", + "}\n", + "\n", + "\n", + "mpl.find_output_cell = function(html_output) {\n", + " // Return the cell and output element which can be found *uniquely* in the notebook.\n", + " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", + " // IPython event is triggered only after the cells have been serialised, which for\n", + " // our purposes (turning an active figure into a static one), is too late.\n", + " var cells = IPython.notebook.get_cells();\n", + " var ncells = cells.length;\n", + " for (var i=0; i<ncells; i++) {\n", + " var cell = cells[i];\n", + " if (cell.cell_type === 'code'){\n", + " for (var j=0; j<cell.output_area.outputs.length; j++) {\n", + " var data = cell.output_area.outputs[j];\n", + " if (data.data) {\n", + " // IPython >= 3 moved mimebundle to data attribute of output\n", + " data = data.data;\n", + " }\n", + " if (data['text/html'] == html_output) {\n", + " return [cell, data, j];\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n", + "// Register the function which deals with the matplotlib target/channel.\n", + "// The kernel may be null if the page has been refreshed.\n", + "if (IPython.notebook.kernel != null) {\n", + " 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\" width=\"639.85\">" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f26cec6fd30>" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im[100][10] = (255,0,0)\n", + "plt.imshow(im)" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "from slugify import slugify" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on function slugify in module slugify:\n", + "\n", + "slugify(string)\n", + " Slugify a unicode string.\n", + " \n", + " Example:\n", + " \n", + " >>> slugify(u\"Héllø Wörld\")\n", + " u\"hello-world\"\n", + "\n" + ] + } + ], + "source": [ + "help(slugify)" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [], + "source": [ + "f = '/data_store/datasets/gov/output/senators_obj_04/boozman_john_mesh.pkl'\n", + "with open(f, 'rb') as fp:\n", + " data = pickle.load(fp)" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "colors\n", + "width\n", + "keypoints\n", + "triangles\n", + "texture\n", + "vertices\n", + "uv_coords\n", + "save_vertices\n", + "position\n", + "pose\n", + "camera_matrix\n", + "height\n" + ] + } + ], + "source": [ + "for k,v in data.items():\n", + " print(k)" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[[0.37254902 0.30588235 0.24313725]\n", + " [0.44313725 0.53333333 0.59607843]\n", + " [0.0627451 0.05882353 0.04313725]\n", + " ...\n", + " [0.65490196 0.51764706 0.44313725]\n", + " [0.60392157 0.4627451 0.36078431]\n", + " [0.33333333 0.25882353 0.23529412]]\n", + "\n", + " [[0.38039216 0.28627451 0.19215686]\n", + " [0.43137255 0.53333333 0.59215686]\n", + " [0.09803922 0.09411765 0.0745098 ]\n", + " ...\n", + " [0.38039216 0.31372549 0.25098039]\n", + " [0.23921569 0.20784314 0.15686275]\n", + " [0.28235294 0.23137255 0.19607843]]\n", + "\n", + " [[0.32156863 0.25098039 0.16470588]\n", + " [0.10196078 0.10588235 0.08235294]\n", + " [0.11372549 0.11764706 0.09803922]\n", + " ...\n", + " [0.23529412 0.19607843 0.16078431]\n", + " [0.12156863 0.10980392 0.08235294]\n", + " [0.61960784 0.49803922 0.38823529]]\n", + "\n", + " ...\n", + "\n", + " [[0.38039216 0.45882353 0.50196078]\n", + " [0.35294118 0.43921569 0.49411765]\n", + " [0.23529412 0.2627451 0.30196078]\n", + " ...\n", + " [0.72156863 0.49803922 0.39215686]\n", + " [0.10196078 0.10196078 0.13333333]\n", + " [0.0627451 0.06666667 0.08235294]]\n", + "\n", + " [[0. 0. 0. ]\n", + " [0.0745098 0.07843137 0.09803922]\n", + " [0.07843137 0.0745098 0.09803922]\n", + " ...\n", + " [0.10588235 0.12156863 0.1254902 ]\n", + " [0.10196078 0.10196078 0.13333333]\n", + " [0.09803922 0.09411765 0.11372549]]\n", + "\n", + " [[0. 0. 0. ]\n", + " [0.07058824 0.0745098 0.09019608]\n", + " [0.06666667 0.07058824 0.08627451]\n", + " ...\n", + " [0.10588235 0.10196078 0.13333333]\n", + " [0.07058824 0.08235294 0.10980392]\n", + " [0.07843137 0.09411765 0.12941176]]]\n" + ] + } + ], + "source": [ + "print(data['texture'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:megapixels]", + "language": "python", + "name": "conda-env-megapixels-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/dlib_pose_func.ipynb b/megapixels/notebooks/face_analysis/dlib_pose_func.ipynb index 5ab902f5..5ab902f5 100644 --- a/megapixels/notebooks/dlib_pose_func.ipynb +++ b/megapixels/notebooks/face_analysis/dlib_pose_func.ipynb diff --git a/megapixels/notebooks/test.json b/megapixels/notebooks/test.json new file mode 100644 index 00000000..522dc28d --- /dev/null +++ b/megapixels/notebooks/test.json @@ -0,0 +1 @@ +[[116.0, 111.0, -101.654296875], [114.0, 128.0, -98.28298950195312], [114.0, 148.0, -93.9587631225586], [114.0, 163.0, -88.27967834472656], [111.0, 180.0, -77.70828247070312], [107.0, 194.0, -59.68321228027344], [99.0, 199.0, -39.006248474121094], [97.0, 204.0, -16.763647079467773], [109.0, 207.0, 3.6524813175201416], [129.0, 202.0, 13.558196067810059], [153.0, 192.0, 12.28854751586914], [173.0, 182.0, 7.919710159301758], [190.0, 167.0, 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\ No newline at end of file diff --git a/notebooks/05b_detect_face_dlib_pose.ipynb b/notebooks/05b_detect_face_dlib_pose.ipynb deleted file mode 100644 index 809fd4a0..00000000 --- a/notebooks/05b_detect_face_dlib_pose.ipynb +++ /dev/null @@ -1,512 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 04b: Face Pose with dlib\n", - "\n", - "Use dlib's HoG/SVG detector to locate a face and then calculate pose. \n", - "\n", - "This is based on the post by Satya Mallick\n", - "https://www.learnopencv.com/head-pose-estimation-using-opencv-and-dlib/\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import os.path as osp\n", - "import cv2\n", - "import numpy as np\n", - "from PIL import Image, ImageDraw\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import math\n", - "import dlib\n", - "%reload_ext autoreload\n", - "%autoreload 2\n", - "from utils import imx # Image function extensions\n", - "from config import config as cfg\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 im_utils" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def detect_faces_dlib(im,pyramids=0):\n", - " rects = detector(im, pyramids)\n", - " faces = [ (r.left(),r.top(),r.right(),r.bottom()) for r in rects] #x1,y1,x2,y2\n", - " return faces" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# init dlib\n", - "dlib_predictor_path = osp.join(cfg.DIR_MODELS_DLIB_68PT)\n", - "predictor = dlib.shape_predictor(dlib_predictor_path)\n", - "detector = dlib.get_frontal_face_detector()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/data_store/datasets/people/10k-adult-faces/10k US Adult Faces Database/Face Images/Alicia_Clifford_11_oval.jpg\n" - ] - } - ], - "source": [ - "# Read an image and display it\n", - "#fp_im = osp.join('/home/adam/Downloads/faces/david.jpg')\n", - "dir_im = '/data_store/datasets/people/10k-adult-faces/10k US Adult Faces Database/Face Images/'\n", - "fp_im = osp.join(dir_im, 'Aaron_Boothe_5_oval.jpg')\n", - "fp_im = osp.join(dir_im, 'Alicia_Clifford_11_oval.jpg')\n", - "print(fp_im)\n", - "im = cv2.imread(fp_im)\n", - "src = cv2.imread(fp_im)\n", - "im_gray = cv2.cvtColor(im, cv2.COLOR_BGR2GRAY)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found 1 face(s)\n" - ] - } - ], - "source": [ - "# Draw high-confidence faces\n", - "faces = detect_faces_dlib(im,pyramids=0)\n", - "print(\"Found {} face(s)\".format(len(faces)))" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Draw faces\n", - "dst = im.copy()\n", - "for face in faces:\n", - " x1,y1,x2,y2 = face\n", - " cv2.rectangle(dst,(x1,y1),(x2,y2),(0,255,0),6)\n", - "\n", - "title='dlib detect: {} detections'.format(len(faces))\n", - "imx.pltimg(dst,mode='bgr',title=title)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "# Copied from https://www.learnopencv.com/head-pose-estimation-using-opencv-and-dlib/\n", - "def get_pose(img, pose_points):\n", - " size = img.shape\n", - " # Camera internals\n", - " focal_length = size[1]\n", - " center = (size[1]/2, size[0]/2)\n", - " camera_matrix = np.array(\n", - " [[focal_length, 0, center[0]],\n", - " [0, focal_length, center[1]],\n", - " [0, 1, 1]], dtype = \"double\"\n", - " )\n", - "\n", - " dist_coeffs = np.zeros((4,1)) # Assuming no lens distortion\n", - " (success, rot_vec, tran_vec) = cv2.solvePnP(\n", - " model_points, pose_points, \n", - " camera_matrix, dist_coeffs, \n", - " flags=cv2.SOLVEPNP_ITERATIVE)\n", - " \n", - " print(\"Rotation Vector:\\n {0}\".format(rot_vec))\n", - " print(\"Translation Vector:\\n {0}\".format(tran_vec))\n", - "\n", - " # Project a 3D point (0, 0, 1000.0) onto the image plane.\n", - " # We use this to draw a line sticking out of the nose\n", - " return (success, rot_vec, tran_vec,camera_matrix)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "regions = {\n", - " \"outside_mouth\": {\n", - " \"points\": list(range(49, 60+1)),\n", - " \"closed\": True\n", - " },\n", - " \"inside_mouth\": {\n", - " \"points\": list(range(61, 68)),\n", - " \"closed\": True\n", - " },\n", - " \"brow_left\": {\n", - " \"points\": list(range(18, 22+1)),\n", - " \"closed\": False\n", - " },\n", - " \"brow_right\": {\n", - " \"points\": list(range(23, 27+1)),\n", - " \"closed\": False\n", - " },\n", - " \"eye_right\": {\n", - " \"points\": list(range(37, 42+1)),\n", - " \"closed\": True\n", - " },\n", - " \"eye_left\": {\n", - " \"points\": list(range(43, 48+1)),\n", - " \"closed\": True\n", - " },\n", - " \"nose_bottom\": {\n", - " \"points\": list(range(31,36+1)),\n", - " \"closed\": True\n", - " },\n", - " \"nose_bridge\": {\n", - " \"points\": list(range(28,31+1)),\n", - " \"closed\": False\n", - " },\n", - " \"jaw\": {\n", - " \"points\": list(range(1, 17+1)),\n", - " \"closed\": False\n", - " }\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "roi = faces[0] #biggest face\n", - "# Convert back to dlib.rectangle for predictor\n", - "roi_dlib = dlib.rectangle(face[0],face[1],face[2],face[3])\n", - "landmarks = [[p.x, p.y] for p in predictor(im_gray, roi_dlib).parts()]" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Draw landmarks as dots\n", - "dst = im.copy()\n", - "for lm in landmarks:\n", - " cv2.circle(dst,(lm[0],lm[1]), 2, (0,255,0), -1)\n", - "\n", - "imx.pltimg(dst,mode='bgr',title='Facial Landmarks (dots)')" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Draw landmarks as lines in groups\n", - "dst = im.copy()\n", - "\n", - "rclosed = False\n", - "for region in regions:\n", - " x2 = None\n", - " y2 = None\n", - " rclosed = regions[region]['closed']\n", - " for pt in regions[region]['points']:\n", - " pos = landmarks[pt-1]\n", - " x1,y1 = (landmarks[pt-1][0],landmarks[pt-1][1])\n", - " if x2 is not None:\n", - " cv2.line(dst,(x1,y1),(x2,y2),(0,255,0), 4)\n", - " x2,y2 = (x1,y1)\n", - " \n", - " if rclosed:\n", - " pt = regions[region]['points'][0]\n", - " x2,y2 = (landmarks[pt-1][0],landmarks[pt-1][1])\n", - " cv2.line(dst,(x1,y1),(x2,y2),(0,255,0), 4)\n", - " \n", - "imx.pltimg(dst,mode='bgr',title='Facial Landmarks (lines)')" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rotation Vector:\n", - " [[-2.87411153]\n", - " [ 0.2774091 ]\n", - " [ 0.54813042]]\n", - "Translation Vector:\n", - " [[ -74.49541612]\n", - " [-112.60453603]\n", - " [1607.96905112]]\n", - "[[[1975.52368632 1413.71594802]]]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dst = im.copy()\n", - "\n", - "pose_points_idx = (30,8,36,45,48,54)\n", - "\n", - "# 3D model points.\n", - "model_points = np.array([\n", - " (0.0, 0.0, 0.0), # Nose tip\n", - " (0.0, -330.0, -65.0), # Chin\n", - " (-225.0, 170.0, -135.0), # Left eye left corner\n", - " (225.0, 170.0, -135.0), # Right eye right corne\n", - " (-150.0, -150.0, -125.0), # Left Mouth corner\n", - " (150.0, -150.0, -125.0) # Right mouth corner\n", - "])\n", - "dist_coeffs = np.zeros((4,1))\n", - "rot_vec = None\n", - "size = im_gray.shape\n", - "\n", - "pose_points = []\n", - "for j,pidx in enumerate(pose_points_idx):\n", - " landmarks = [[p.x, p.y] for p in predictor(im_gray, roi_dlib).parts()]\n", - " ff = landmarks[pidx]\n", - " pose_points.append((ff[0],ff[1]))\n", - "\n", - "pose_points = np.array(pose_points, dtype='double')\n", - "(success, rot_vec, tran_vec, cam_mat) = get_pose(im_gray, pose_points)\n", - "if success:\n", - " # X vector\n", - " (nose_end_point2D_x, jacobian) = cv2.projectPoints(\n", - " np.array([(500.0, 0.0, 0)]),\n", - " rot_vec, \n", - " tran_vec, \n", - " cam_mat,\n", - " dist_coeffs)\n", - " # Y vector\n", - " (nose_end_point2D_y, jacobian) = cv2.projectPoints(\n", - " np.array([(0.0, 500.0, 0)]),\n", - " rot_vec, \n", - " tran_vec, \n", - " cam_mat,\n", - " dist_coeffs)\n", - " # Z vector\n", - " (nose_end_point2D_z, jacobian) = cv2.projectPoints(\n", - " np.array([(0.0, 0.0, 500.0)]),\n", - " rot_vec, \n", - " tran_vec, \n", - " cam_mat,\n", - " dist_coeffs)\n", - " \n", - " \n", - "for x,y in pose_points:\n", - " cv2.circle(dst,(int(x),int(y)),3,(255,255,0))\n", - "\n", - "# X\n", - "print(nose_end_point2D_x)\n", - "p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n", - "p2 = ( int(nose_end_point2D_x[0][0][0]), int(nose_end_point2D_x[0][0][1]))\n", - "cv2.line(dst,p1,p2,(0,0,255),2)\n", - "\n", - "# Y\n", - "p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n", - "p2 = ( int(nose_end_point2D_y[0][0][0]), int(nose_end_point2D_y[0][0][1]))\n", - "cv2.line(dst,p1,p2,(0,255,0),2)\n", - "\n", - "# Z\n", - "p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n", - "p2 = ( int(nose_end_point2D_z[0][0][0]), int(nose_end_point2D_z[0][0][1]))\n", - "cv2.line(dst,p1,p2,(255,0,0),2)\n", - "\n", - "imx.pltimg(dst,mode='bgr',title='Head Pose')" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "a = '/data_store/'\n", - "from pathlib import Path\n", - "b = Path(a)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Help on function mkdir in module pathlib:\n", - "\n", - "mkdir(self, mode=511, parents=False, exist_ok=False)\n", - " Create a new directory at this given path.\n", - "\n" - ] - } - ], - "source": [ - "b.is_dir()\n", - "help(Path.mkdir)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "b.is_file()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python [conda env:vframe]", - "language": "python", - "name": "conda-env-vframe-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.6" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/_local_scratch.ipynb b/notebooks/_local_scratch.ipynb deleted file mode 100644 index b827127d..00000000 --- a/notebooks/_local_scratch.ipynb +++ /dev/null @@ -1,361 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import cv2 as cv\n", - "import numpy as np\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "from glob import glob\n", - "from os.path import join\n", - "from pathlib import Path\n", - "sys.path.append('/work/megapixels_dev/megapixels')\n", - "from app.models.bbox import BBox\n", - "from app.utils import im_utils" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "dir_ims = '/data_store/datasets/people/uccs/rois/extracted_p100_sr_z2/'" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "13407\n" - ] - } - ], - "source": [ - "fp_ims = glob(join(dir_ims, '*.jpg'))\n", - "print(len(fp_ims))" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "from random import randint" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "def eq_hist(im):\n", - " for c in range(0,2):\n", - " im[:,:,c] = cv.equalizeHist(im[:,:,c])\n", - " return im\n", - "\n", - "def eq_hist_yuv(im):\n", - " im_yuv = cv.cvtColor(im, cv.COLOR_BGR2YUV)\n", - " im_yuv[:,:,0] = cv.equalizeHist(im_yuv[:,:,0])\n", - " return cv.cvtColor(im_yuv, cv.COLOR_YUV2BGR)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f085550f5f8>" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "rn = randint(0,len(fp_ims)-1)\n", - "fp_im = fp_ims[rn]\n", - "im = cv.imread(fp_im)\n", - "plt.imshow(cv.cvtColor(im, cv.COLOR_BGR2RGB))" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(744, 736, 3)\n" - ] - }, - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f0855499f28>" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "im_eq = eq_hist_yuv(im)\n", - "print(im_eq.shape)\n", - "plt.imshow(cv.cvtColor(im_eq, cv.COLOR_BGR2RGB))" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f07d40fa1d0>" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "im_merge = cv.addWeighted(im_eq, 0.35, im, 0.75, 0)\n", - "plt.imshow(cv.cvtColor(im_merge, cv.COLOR_BGR2RGB))" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "from PIL import Image, ImageOps, ImageFilter" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Help on function ensure_pil in module app.utils.im_utils:\n", - "\n", - "ensure_pil(im, bgr2rgb=False)\n", - " Ensure image is Pillow format\n", - " :param im: image in numpy or PIL.Image format\n", - " :returns: image in Pillow RGB format\n", - "\n" - ] - } - ], - "source": [ - "help(im_utils.ensure_pil)" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [], - "source": [ - "im_pil = im_utils.ensure_pil(im_merge, bgr2rgb=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f07d41d6e80>" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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p3NmATtXck4vKYWFrUSTkerw9rTbvHshGDrlHNNrv+tv7o0I4gjWGbZK1f+0z6+Lm6sePH7HkjJwS5pNbJsuz8yDEDwpg49uzMIgFyow4+P5sbnFYC+fFgEbSKlb99MAefbCCKTgxp19zowSbgCkgBve3jxZbG4OcMziGO+O0IMYAYbduhIEy5DvEGABh5OF7R/dgnqdBUe+fxXgtbTx4eI8HduR4zS1pKOeEgLg/Bm9Eo2nacj3OJyDVqMuyrp3JyeJA5WuRgXvC1QqRChi269wpgeNiv8nixM13GjeCp6mD0D+q8OFrwlIZZNcrQogOroWwy+oaOQUy7W+phX+aQvFB377b8IHvoum/S7jrnrR4dcMC9LnubDl3P7hN/Dk2ZiD3BRBoz6/3SbA/flNg9+5z9NnbPbW/79rbr4gMLlgM7qq0BKGG0R137XvfP17f9v5U72X/PrEgvIbvtC+kNFgHa7dapmm+yRQEfP6xsluT9TndHPPOdX6flkOXVywBO1h+HTt546G/CkXgtE/CNMUODrZwHuA7g2eJbRGE5uMBbh207xTbdnRgS90E9uSdL5G2ED2OvlGS/cGP7MG0mwBtYhTDcE97y6GUghBCj2G3xa1FbyZWjBFSKaUxhs50nAacwwcs4HK5+nVqcWtoIFS1XaKUeszBRWgLAwCsaIMMdma6iHTi1DRNMPbNql3PmDC1KSjp2Mg6cAxGkHGWjfHZXhsVS5uuHi1IfTylplK3zXFUNL5BFGgpPU8ip1RB2tjHvahinvbnBzysOc1zj+S0a99lHvJGNmo7vITQlcdRUs4oecxmvV2uJOIA42gJ3LMc2ut3imd8iTL6KhQBWlEHNDrx3m/z17HhBKhx5/re0rO4SkdRm/wyEYVxxz/uVPtMxJfjuwAAGuLl1cR8DZNodNs4uBjnhzOYBZQX32VD6ASpblIP+EgkRiF0v/YeKs/s/v/uGuzzCP6RwqrkRKRRATSr7WZRDum94xgxc083Pso92vc8zzf4wWvS3bK6gJcheSvECB5o1A3YHOdgiH4/7+Hz7WNKHUNonxPmIZHodWnuQT3D7fUOe3lXAHwbdjySu0hkF0370bkG26C7MiDaD2c3m5s/p4Qts6vl4XO3CLbj3jEX36go97v3UcGMu+h9k7v7fhUEUwKelyuCOKNNAIT2HjbWYIgMLgqok1tCDJgkghmY4smtkxppAIByXT39uPiCV6q7eSmYJEBJsdzJkhQRBNlPAVW9mwo8ShzcE8AnvsxxvyDujkfpC3J8rR2rqN41ZUcOf1MEXcG1xVFzc7gqMkVVaOq/F1WEXKC2KY9d1Ie5k4jWYXx7bkNVGA+Pjzidz3h8eMTPf/77CDF2LgPX+/pcKLC5q68pDh0LyTQLrY3bvTJaVezANv3RJR1xCCglw4hgtVwX4IvIzMABriVKXTbkf2pRCLcgMsHsaEnsTXH387ZB9hBX2IF+YyShsxaHnyNJxtgf2rIuO9CxmHYbfNEVqDuHZQWmLWxFUWAREAuwhcBMmCWicAZQEJh8QZOHTQE3wWMt5gEAQgJShea6kMjHjWqqbiq5Y4CjKDnaviuMIfuQEw1uTcszaAlGpZSNspwNEPTrcndtWBLFKlHJ6b89P6QRpWqa97Isu0iDMKMMBCvnLihEtpCtK2VFBLc0R4gqUikeXlPFRIBpBsiJUc7UzGCh6mosXmykzZuabLSBys3VzD2tvWW0CvMuotBCesfNIYSAZV0727CN+5Fl6G86Y9SPV/MOwJ7BSQT0KlMHtVPXTSNcvVW+CkVgsM4mbDKWI/MPMfa6874BNlItx5/AtovH+LLxthGXyi5C4N+/BdyMtnhyR6YPGARX8h8bEOKEx0fnwLv57CZ1XhUI7NdGiigBp9lJQVYKAkkv6AHsQ0+oJcBSGzNyfdky53xcbjPR2n0ck4BekqNybZZBCAHUXIP6nltpfIPRjIlMOaUNfMvbdaScoWvBPGl3NbZjlIo3NKtkQ/ybC7HVmOCuvDoztZf72o55JEMdwcwYAtoQtQpELeIwuijte2FwLXbRjTpG3yMv7XuTr0IREAj7IpJOrsgDuYRZ3MYjnxzjtjWGCkf22j1xEgx3M7XJFtorO4T9JQpzsxpoB2bdFwkBpl7Z53w+43w61x0v9Iw3xAIrvrNxDdSf57ObrMuKwPt4fqogl4iXLsvmCVfLsrgfLFv9hLaz3lzXzgeOG1dhHFNrUYfNhG9WwBhyE0j/vS28cexyylCqHIt6nmVdMOZ3pJR2pK2UM1gZqhu6z1IR/Hrc0W1oIb9eqq6gH7ffA7cxHJ6reY7FMaW8YU85+e4fQwBrBUGFMcm8tybuAIhjFupxnryWiuys2gOQaHpbNPbgNhDvLeK3ylehCLyy61sunIZ//s1fVkaW4D0lMFoFry32l1wRwOm9EMbj6Yx5mnGepo6iA76DKwNTmFzRsd9brLRgq0pgjm7uKSloquc0YM0Jy7p2X1UJiMy9CMaXxrnHXbu7H9VslgpGNcJQW/zZ9vf/9PS0S3rajlt2ufltkTa5XC49KuIRir1FALjFMM23CP827jW34I1bbzt/ukMnXmq0oX3uGFlohKOmEI6y1Sfc5lm7rLdkcX5OXjvGlwDlX4UigO0pxsBGCtlk/J1rxaClPrhNSyrfkor6e68Aej6hy10lkIdQz83379SYK7a/Fxlq9Z2mCXOsFFdpxBc/1ylE98lrQVIO/nuLhCxpAfu2CjXf4YopntaLp9qWVMOP1QUKASGee359v57h2tJw/Y0w01ydEIIXRa3yWhEW1YKlxufnacL5fOq8jWVZPGxnikstFjOO/5YivdG0G8mp1Y1o1sBc4/3XSsRq7zPLLlekKa2cc1deQGUgHiINzJs7eZyHjXLcSpm1qEJ7bsyMefDHc0o75Ta6O03esuc1a2ArS98qdR3iAO19IkjYMzVDTbN+i3wdioBe1l7NhCPcov/3vuM7lbsarAVLWW8+czzG58yoe58ZCTyvfW+cOE6ImjFX3/943JwSqIbzXgr7MJxKm5r5a40oVfqCEOZarmyTcfHv/NY7SuEt4zEeo5SyQ7lzNenbMbtytXJzz8fxe4myPV5jO/btM9m7J22Bp7o4X5J7eFK/lzEtXQThwH6997sD0vv04/3O/d1C2luLBwcKmQmlpl2+dcG/JF+FIiA4j+Cee9AejtA9RXD72rIuL1oE9yTG0OsbvCQhhF5xdjv3XhHcm0TMnv12qq7A+XzG+Xzy2noiMFOsq+f7M7wWH8ORdQJAyiDbKvu2nzklXK6XrggStoq5PZZPL/MpmsXQypGN93A01e/JURG06wC2hR9i7FTc0SW4d6wxarMHBjdro0tKnqpdyVCjtMIpjlG4QnpLfkB7/971NTXQMIQcQscCRjchhoCf/uQnNxbPPeX6XbktRFRL0zsBj5mhts3DYzWsL5HPKgIi+hsA/mUA/9DM/nR97WcA/hMAfxLA/wHgz5rZPyJHMv4agH8JwDOAv2Bmf/etFyOyLwzSbhbYmFxFHSx0M7Axxwaz95CAE2PoTU72Ne+lm5NA2x0FrT7iuCC62Zdzb6LR/h5F1UN81KokDbX3z+cT3r9/3z9HtfPNJAGQgEwLJgmeDEjqxfgMUBsKUxBjHcg8qgrSAl291NrINmxRJX2h8tPxvZaQ4ztyqM+DuwJuO+35fO6/35t08zQ5Oae6I81cL0W75bdzmw4WwOiSeajy1r1j5R0o1u57UwKt38KGQxwtgv3C3IC8ceE6yWlfHGZZlp7o1D8zHmsAUnXAQlrY4V468vH1di2AU6nNrJPSvJTfdu9t81Rs83GLorydAv8Wi+A/APDvAfibw2u/CeC/MbO/Wrsd/yaAfwvAvwjgT9V/fwbAv4/PtDvrFxKkViHyWd98oc23o/rQt+8clcAovcPRAAZuSuX283fLdo2+Yu36M4aqXtK+zRLw/gQCIa6pxW3CEaRNvrqgogQwm1sEaiDZX2c3r8vtztqiAsyCWEuzNddA7yiBXjuwDuZe+cr+d8Pgw++rCrWxKKX0asevyb1imscU75HDMU5sVQbzRjl+DQDdQshNUTjph5m7gx6GaMNxPrQGIrjjBijzxoGo49jOd5OQhH2IVlVr5efPjdTrMipHG9hxiv2cLV7p503H/KwiMLP/joj+5OHl3wDwz9bf/0MA/y1cEfwGgL9pjnD8DhH9lIh+3cz+/mfOgcvlWi2AY+nmtvu0+C92OzmwN+mC1VtSdBCyHqkqgwAO247m5b0VMXo7rzZhzuewYymqKniIxedSIHGCDdWUQgheICO4IogSEIQhURAiQ9gQwAgiYDNnudUyZwQAulZTj2EcwDCwCJbLBcUMSQtWibikXH1XBcgg3Oi8wTMraUY2RjAFWYJqhtjGGOwdA+qcYaFekWgtqWOvLILZGJMIzucTAK9lsCuSmv3YCOPuM2APtQy8CGNkNY0hSQDgyJVrkZEX72UhTB53zxsIKhQgAAzDLt5L1of64F2MFBY9/GdRseYFgrixDqvQ8JytEcFMvTx8czNzBpiRNAOaAU3gx3fgEKDqG4VExklmQDMuS4IyQ6mGFUWgmnYRk6PsNhYBlNQb2bwSHWNs1kcgH0Nq7MqUf3Bm4a8Ni/v/AfBr9fd7DVD/OIDXFQEMrdjE6A4Abg4zA/Y9ZfoBIyV5COlUauau2EUdw3XZV8PZXfvhNTKvByDEmGLAKc6IJzddAxhSHxLVnP5dXZBXNtWGvl8LhihAVQQxYq4xdK7tzFgVagmmGYHhANsBgdxUJO7yL4QZbHtm3ef827a4VQ9hSNwPsTZZlmWXuwA4/RosDpKxAMzO29hZLZuPzAdrwVJGUAaIkUmgEvsmP16XvXJdfY4M4dGUUr/PeZq7qwCgV51ScA0n/sGyh1p6c7uXz1VBbvJLg4VmZkSfY6ffytgE9d27x/66g0dxN2lUCXZwAe6h3YATfWIMN6XI23eYeWg15f8ul0sPmS3L0guINItgDCEefdySfIccQ2DChtMcEBh4OE14OJ9B8EKgbB5OtFpGKg5Dp+STtmQnybc6AOu6OldgWbAMZqwDg4RTDOB6nLmavJ+WBCvNEtjyMnZjWOtBMlzpKYCJtoImUi9tLLvd3IiRqRdjROHNxVB1ynWp4dixIKs/fFdKEjZiFghIeYFaAqRGfVpOgwxhxNoxyAurMtK6Ojfj9OB5Fbq5RSIMU4ZVl4kA5OjHeXp62u/22CuVcX6MbNXRxVyXtRc4OeHUgU8jRqqKUPKW/fglVYtVdcs+fEW8u7f2n4wt16F1rn6LfFdF8A+ayU9Evw7gH9bX39QAFcCuCeqv/uof63fri27MrS6fJRuNC/O1YWsLuqWw7kJ3OffJ0enCh/O+hsj2kJU4XyCwx5enKSKQAfAIgGkBUkYkdtegF/Z0ohAMNYIyHntLJGn+bIxuKTlwmtGILe36yRQE9fM3sO4g53nuoCgzQ1Sx5D1W0joLt3E+7vBaFCq1+qFuPQHuxT+bsVV2PRfaefy8JF6CjLSAB+DXczMEFGrtAbPeLDWwl1MLJF6lqFkUxChV8QZiWCNnsXd0XpblVY7IKK9ZQo0vcZrc8lNSMPuYNSVSVF89Rj+WHvy3z4iHEQ9VsuHK4EsW93dVBP8lgH8NwF+tP/+L4fW/QkR/Cw4S/vxz+MBRvB5B6k0hndHGO1DkKKPPpeBeL+/22I39tb23LMtuQqy1wGXO+YY+3LTuKDQcuxGEQhTMU/B/USBVPTFqFKMUMJkDwXWyGxgQBcy7O5Vi3dIpZWt9vhQ3R7laA8KEubX1muqOWN0PM6DkFcaMGG67K2v20uVWtl6KoVlSVBmRhF0bsZ071ZrMltJrLhzOUP+18OY+a7Edx2UDhX0cjwy+1iK9RjeY+oIX9pLnQgSu3Y0B1Kawno7drC2lWu9BvahqjBF5TbuW8vfkVUVQx8WVbYKaz8kYAq7Lhgv0efSK0mnzPtvbrIfRQh3dV0aLKnxPGAER/cdwYPCPEtHvAfh34ArgPyWivwTg/wTwZ+vHfxseOvxdePjwL77pKnCfE3BMRd4+22Km1v9uu1PLHjxOWq2hLGBrEdZwgfZvPBbzlrcwDujYtp2IIBREA+HwAAAgAElEQVSQsyIGhpjiZ48/QZwI5ylgDgETE6hsRbokCEAES96FJgzgqJAgG1DMYAZc0orruuBpveC5LEhQWAASLRADHoPnIlDNZszqtQzJUNOPAbXiYNawuzbufFbC5XJxNtyyeDGMDiB6evQ0xZtF0JSAdxwqsGyg4DpNARAM2bzAKrrPKg7UHo61LqvnXcwORpaBW98Awl59x4Do8BiE5+5GTtOE03T2czMh8IbiA56HkaDIAlCu2EwlbokwlMttotghFDkupzafRKTjEjlnV0aykcWmeQZflu4ajK5HK07SOiH3NufYMizrJKv3fj/1eFz8sdZa7K7LZ5TbKG+JGvy5F9765+581gD8628++/FiBuTZQcJhkcjxQQE+7W77442ytZLa5xEsy7LLGmwyItljk5LWjm27vtqI0jJC8Jj1+XzC4+MZYQLO5xmRBcSAINxYescYr5GHghg0AG7uylwuF6dOiy92AAgxYqpkJaMCIS9t1q7QJxUjSkDR9GpVJqmcCuLNJZlbhCTf7l4+bq5Ui6pXTaoapLVt1+F7gVtsHRDZg8FRfEFP0wQRwWVJGP0KZt4h/C3HwSqi38K6pJubsd0XQ5kRlJGYEQAUvu2T2PIovisZpzWf8esVxDhhTVv1pJZ12OabByWaq6B3WYHyUqbpHRkrGTdasTB/ESbxVTALnWhCfSc+KgEANziBPzjbfq/lzIN4auhWCruZr41QVLAsuT+U7Vja8+ubBXDXrDKDAT2mbsUTYM6nE95/eIfzw4SJgXMDukwxSdwd0+/xZgjclId55RrdLA8vYOG9HYwKRALODxEhEgBXAoEZcjqhrBmZMp6uV48oUMH794+YZeqx7c62G3bfhi+0VGYyD4mFeat4M7L0xgalIQTANnKNEHt1ZWzgrysi7X+XUjraPpq3UfahyaNMU6MRu0IJ0UOM4Ns+fw/zCQsn5/tfgbVkoN5XU7Cj3AMLP1fWrnFVcgjIst3HNE+4Xi59LrZW8nm5OmA8lNoDNiB1jGC0a+j1CnrewX5e0hglaG6CbvUr3iJfhyL4QmlK4J4l8FrG2TGRaESAx2O3BWsH6NELQQBUF3MzGZkJ54cZ59OEeY6YCZhqwYsXMdtj8gh8VyVTdxuqRl+Wxevqk5t68QRMpzMAhXDdBUutkccBQbxM2RNdsCwXnB8ewQLEafJ6enUSzdPkLcYO998SpJgYp9pmHPBz9wSfA/7CXMOiLLseDm1HPM8nZ9xJqbv4XH30qSvpThQaLeBcFf0wVF6zcQsXCgPEBia6GWsrxcHZ1i7e9pTwXeiR+W724GvS+nW2RZuzW0pTnOqz2TI1+zmJwVQrDr/xPE0RN8tgxBjG7lWquqtZ8SXyo1QEAPpOf/v653nlbXLf49V3JWC1msggPfcbtQYWgIeHM96/O+P9wwmPDw94iCdM7A+cCJX8cntNO8CsnbtOFGLG86dn5OxRgqy+GE6nE+YTIRDjcT7jdD65NVCcwMTMuOozLtcrYmDM8wf8yvsPmOeIZUlY14yUcy20EcD51uJp1zXPcy+gkhqhhzcacu+9QOamdvEdL8SI8+mEMM++614veHg8V4DutkV8jBOYcx/bdH32sTbv1eg9AAfegLjZS8KVdct9MRyD2LkYRNHdKY8y+G+hRhKUbqntb5UxnFhUkfLaNyKqiirE2EuSKdBLmLfn3eS1pKFci6Leq1nYlNu9egdfIl+HIjBCUYIE8UVhwNiFxNF66qmxORuWJfdklb0JOdYT2IcHgQrUFEVWT+FV015WrGECXQWot0pvZjyh1N2IME3A+SHi4Tzhj/3kA96dzvhJjAhmCMUnZwOlCrviCiIgarFmP6ZMEQZg1YLLcsWSC56fn7F8fEZ+LnhaS21frpjDjAcmnKczIgWIOgFLTECFQAaIRDAHnCbfLUWBiQXzuwnpVJBLwVoMqRhyccbf47uHbddR7RMrTMFDmWS1AlKCkUEiI85bzsFpCoi8RSWYCXMgIEQ8TK4AAsUeP3TSUy3iWnJNtPL98XyeezZlXboAQt95++4XNh+8PbWWaKXqrM1QPNTILA4OCgAU5JK9TBmA8zRjSRlWFKdpM+OXtIX/mrvjx94qIrWEsMbkkxhg7FGSSQLkNEHXhKUWjqGcEMm5DCMvxVuTbcSlexWO2rmP0t7PLfWdbt97i3wVisCZhdrTSwFUaqXLsdyzP5w9+HeUIz5wr/TY9rn7MV7yDCAQtx2FqmlHOM0zHk4P+JUPj/jphw+YJeJ8mmvEwkB83y2IMWCeT6DgffUUwOl8xvr0qXbwdc5BIcbH5yesmpElIwTHA07TI07TjNM0o2hBjCecpggmqqYqMNcwojAwnyKmOYIkoJQFQEFaV1zX6hrVSklt979cnEvx8PCA0+TAk5YVK7R2RtZ+jmb6MhSWtg7VIXi1I2bGVEuGh7aAiyL0ceStoEkbLWEoUc+qq5Nh2/WbVSaeijsWX6WqCIwVqgSKghUOsq55BQ990Zwc5e3llrRtEiLiwO2Nn3H7LI8Ltd1fWhPmOVQcSb5oQY7HPv5+DzO597kmInJT3PQl+SoUAcy76DZFIEF2A89MuF6vvZdAM1ObGbaVptKa8Xfs2nsgwRh2CqTtbLctpwqIrWexnecz5lpG/MP7R/zKz36CeWL3gbP5rqDonZ3H6/B23QKR4IlB5EUvJAY8vHvnQFYifMpX/PzTJ/y/v/8RuaxQtEkaMc8T3s1n/PTDTxFEoGZgIzy+OyOGgMvl4oCeecdkIeB0mjBPAVkdpMtDOnDb7RpiDyhOwggxYGbyHIKiCObFP5O19z1fAgCk7kTW2HzkO+WHdx9g5tZa+111y9dooeEpTDDbqlb7ItyHfkGKEBhEBq4hBOPg3Z7FF5wn2FRlYwSwIAshqCJDESdBWTMiB8AI1+R4wLIuveBJyh5dyWvZjc+9zaa5YqOsNZ09xKnO4y1cGkLcMS+PWMUxfH1PjvU42+fHn6pbejbzj7CcOeC+qLAAeQO0W0hx3P1zTtiXFNs6+bTKNiP/+0tEVTtby5N+/BpCcL98nmeIEB4fHzFNE86TM+EmYWhlRIqIP4AhfVgEPdwVQuhVjKbT2V8j7kDZNJ0xTxnP9OSkHjbEGBGj78D93qp5KUIIkYFLS17w5qhzFMTo12dCwHqrFI+TmdlxTAkEtVzpun5MZgdJ1QpyMZ+Y5MY7dXPWd8CUVngbu9QXVIxxxw0ZJ2+PCgnDdKtPIRIgYZvOTQEZh5vIUnMTqL5uZACJA4a5eenbwhnrHQJARMSy3gcMx+hBJ1HVGgVtc5K43U+/R/G5+JaaF8fvfu6z9z5/LCH3VvkqFAExbUU8cUgIqdCqyAZSpcGUayh0zmnjrWOjrB4LXqhytyyOTUlHMhEzIGx4OJ27AoghIE6Gh/mMD+/PXmkYAqk7Uday7WwAklk1Dx3RbjUDpmnCJWUkVYRieP747MQkA56WC67rBZ+WXyAJQzXgxIx3MeDEAQ8fJkwPjJILZBKEGHA61TLnUZALY4qCXIpT+tkQI2NSwYpPECuwdEVJGWthzPOExyAIlpHLiqlyIhqFJq9XrNdnpHWF9jyDVBWi+8a1ikpF8g1MHnFxLOFUGZARUAcU1RRBAkIkmFottiEwNVemtTz95hFu5qE0cLIyD9vijxy3Aqst8hEVmQlUBGWeQRwgyxVFPdMSwZOjUCJySVAFijKM9gvTsYzRGh3nycBLKJtyKyVBgoc2T6czPj099dB067z82s7+mjtxb4G/6Db8qFwD3N74USm8tRBlk31R0g0jYHa0eHyYLZw4XgszMEXG+XTG+3cfME+T5w5EwzzNeDxPbjmksg/nMIHqrjNyhpriOZ1O1bcGyoH51dq9PT094fn5GRxOABQsHud/fDzj3fkBpzhhNf/uFOJm/lVugKlBqBJx1FBS7jvpuIuaFggDcRKQKbhOZKIN2b5nGs/zfKjPIB5aJO6JLr09fS94IjBtfr5fAxODI3fTXkl3/QvV1JXD2MEpxAoq111/aMcu0l6rimNIeRBiFDJXxGVCuoxj36yFalF9YQpdU0CuTBT5lIFTvd7JG7nO07xr9faSfFfUn4fxBrZ186NyDVoE+DWE9EtZX3t68QYUxhhA5GSYsahJwwGa78cCPJxPOMUZ59OM0+kMMUf+Y02MQfGQTslbYpS3sdrupxVbYXag0Bd7xlJbZo1yJE1xrcvqrk7E+Tx58dNp6ii7MONcfdKFBYUFEI+EENCzNtd1uanUo5rBUET27M4CVyBCBC0DWUv1JtQ1KgEWRqiMweZWNQVAragmEYzM/foY++LunzNAD7tXJPeraUDuYnRFUPpivZ3qpbIaFegp31KTjyABzPsoUy0GgU0hfJl0iu+0meVNuOY2tPZvn5PRXfpSGa2VxnH4UVkEBrtr2qQ8Vs7ZBvGYT7BRRfelrUYW3IjeGnnFm4SEisVhnkOvWOtNKwr+6B/5FZgqHqYTpnmCZIWQOWXWUBlfpe6yTtGNIezi2a2+ggw7cq7dccaH/vTpE56fn7Gua6+Qs65XMBtinHA6TThV2vIkAYV9Fw2g7XyOgmISN5OlVjyyXKDZoGZdMQLAHCqBqSQQFFGoJjQRci6OxaRxx63sv2rZHKU1R/UcjI0h2n131FwAIqAi/FSLaTjrUXoUoT1zCfv25j0hDC+H1yQKSi4AC6wYJmnt4LwvkNcMOOG6prohAJCAZS3g4jkfx/oT9+L0x923Tb11XXE+n5FSwsPpA5blWitKR+jT08ZruKMYRtBwHIdRRkv2nivRcKSU0ptLpn8ViqBJOTAFd7UIdyCT1xbcdv0tTNi/q62y720Ri1JJGPM09y7LwOpdl2sSi6oiREZJilxWSCGc4hlChtM0g5BBHbD0vgykznA7tucmIrx79w4PD489wYnj1At9ppzw/PyMjx8/4unpCUVLZQFmhBAxzzPevXvnEYD5hHmacHl+7sc3VTw9PbtlooYQaWvusaw1hh5h6ineHz9+xDSfPbwYAgILzArO5wdYUliB+7Et7Kp79l9RZyiGwfeJcVMCjlYzAnnYT3pEQDvS/5r0wiQvoOTM3Os6jNWak21EnUBOQSzsIcMAdw0KcXfNghpU2dutWVXazo16sxzBV/9ZsKwLZsx4vlx22NVbjzcu7HvKoWXJHr/XmsS0197q5XwVisBAyGFyU9uAnBcEPtSVy1saLAXA2MtGKRQrtNPGDEBJGcU84880dWugZI8o8IhCRwYgmMI7xBAwS4AQ45qfMJWMWJXDPE+QVElByCileL4CDAJv6R5ANZTm5qiZQZgxgRHUzdNVC5ZlhWhATgWIjLwo8qJYc8aaEox8MQQRzPOM9x8ecDpPmOYJNAVk88w3KwoUw2VdfSyshk8NOCshK1BIcEmK66dPeL4kPC0JIZy9U6AwZD55QlfJECrIeYVxAHHtoJSdbNPJM+xZlsgJzZme59kBQWmltQ1BPCRIbDCuZCGtyUevWKt5sGZDR+EPO16cdgq+bQQheKFagoNxlquSZsCCgkkhWcAogGZMgZCzIYrheTVMRFAwjBJCANZcAFJPyd7Ots1bkh79MYIDogCKErzshOLhIQB0glrCucz4+BHAep+7QszdrBh5NKiLvEEfUj/Hgv75nupMjLJ6XWtu0as3yFehCICq6akORIiAHimfbWDc59ayTzVu0sGhyiaTOmGkhosaaDee1w+/YCLUdGIgns94OJ17C/IWphtbTJkaFAqGg2sSp541RuoFOIIEnMLUTVpVRUorUmaUknvZq2VZcL14iXIt267gUYEzAkuvCbCsK0KMSMuKdV2AsrX0aslLgKFYLZaZFIrNLVjWFWFmTByqv08Qir1gCBPD1HYFYgB012eetopMQAuPju4PI9bVLrXEOtB0Ne8U/FEibbvYsZCqVyZSnGr9xJxz71Y8PsveXLSFbxXVMnGlwGSes0B+Ud4JbYsCzOQKBSGimF/PvSK5DW+5F6ruhDYzt+7a3z3cfd/16K/dKZzacg3aU1nXdadMyvF7+j3WI/iDkGZOomYQrqtbBHEoMuGJLhuwo62AJIDI+7xsaMZ5mjCF6N2HB4kSa/HQIZml9hFgVXDdAf/Iz36GubXVqgaH1O8B7o4HIigLUAy5FFiw7pOVYRFN8wRhQa7WwLKsmOYJpRSYGZ6fn3G9XvtD9Z6AjLyuCMQ4ieMOpziDzZXOuq4gIhR1roPXVnBFIOb4ijdDreXYlhXXy4rLuuwmnanv3K6gEiYOfSG2EKwwAzH0HAVgi1cTechwZuq1FZgJUq2jxiAMMewSio4iLM6UBINk3/ylUXi5UrZtdaq5qaenKzGUnF9CRTGJ1ywozCjBn4Op52iwGUwE0/mEbIrnkgH2ZCaw4jRP3nbNWmiUseYtNbrt5Ou6wDBUpq45EGVY8ADARO5u1mapj4+PUFxwuVw6gc30SJO/FQehsas3cHwf2CowC28kubfIV6EIRhF2XsAc9oSIogqwZ5Jp8a45rfosWXGaKxQ5OZA0BSf5AFud+Sbvpw3oaj7mND0gEMGKQZgQiRFG0M9qxRvzwc1rRikZKxsCCOfTI06nM1LyQqc9saQy6lJOuFyveF4unqVWniESUIpXx7ler85xH0JMDw8PeDx509QPD4/utydFWld8+vkvEFgQxDkDjeDSLIK1ZKRc3EViwcPDA1JSoLVvN6/sk7NbJa2tqKrCuOUcbH0egFbWXBDCITLA3opLelgQOIWpfqZaAyRvArBbk1qplYUAYIpb6y4jJxm17tJUXY1CgMTZy6ZpAYUAITfTAf+cGoHNQGYoUBQjqAhoiggheZ1FE2i1MpackE2hLB3guyfNiiusu2iUFsWnT59qs9uAXAFD5qVzCpgZ5TOLVVXf3Bupfbbg9ZLvR/nqFAExI3Do/maTrWR5DWe1LK/hH8P9RyfFBASZcHo4IYg4bRkAikHyiIQH38no6r8HR7mpxeHhnnDLM7BdUpOBhBBCrBZJNbtFMNZKALwbsKcVr8i5IET355+envz1nDqQaKOlYu6GpFQw1XOWVJmUWbEiuQtQSvfjC5yTsK4L1pLBMeAf/fwXYPOd+dP1CVxDmik73hEq8zGruUlZ7YI+mWgEsaxTpp2XYWDWXkCVmZDh/RvVPC36c3TXHoIjBthzCppjMIYrnytIKgOKr7gt8edgb0TMtQtz8SzQWHGHXAooA5MIZJqgxZA5geEUai1u9VjNvIRuOMlRWqiuKYEjB0ZquDnlXNvdbUj/WxiA9wDEl2Tkd/z4CpOg3qR53DsE6dlY/ebFNR2BMQdBsgKp7DIybCBLbXgpzBB1IGnVglgC5hjBIKh4fbtAHvOPQcDhtPNxmcgJNrXkV1b3R6/riqwFq9b+dsxAiK7hK5K+PTiCSOgc9OfLc82ZyCip1NZlKz5enpGJ8ZwWkLCXsDICV0yDKMCUkC4FixJyBpZkCLUHHpRQ1mHnjgRNCSVn96uTK5dryVjX3MHINglTWhFrOJIo1nJjhIc5YlVDzgrPAASmSLUQinmZdDKEKIATsn0B10UqMSCnBJkDMhui0s1kPk7Yjt+Yjz3gAKLBm8vG6q4VU0C4Z46i1iE0AkgYUZxtKmenD0ryas4lG0QMIhPmyJjChKQGnRkhTD2LL+eE51Wd9WgLAolba1WxmUQovbx8lnVFrODlGGHJKVcuhOeDjEVF7kUgxjVwD2AEDmnJ35GH8HUoAnKcIMSIbLWqbkv9baCTVUUBp6eyKahlqBWFxFoAIlYmGzEsZfeha6OMKOLdxCzVQhaGEAhBGIpG/CGPg4uXv6aqlMy8uceSViwp9QlYivPxnTmnjhWoworBjLy/Yc3MSykj1d+l+/UZ6+LcgTK0DDerPnaNeFj14QsEJWcH8iqtt6Sya/iCmtVHNYqyZncTcnIXBS0BihurskCjF1IR3joSlVIwIfgOqT7uMQRPdqpZmG0iE6y3QecBoDWWXSP7l+S13W7chcd04OP3RBwraOLdsxpRBPj48SOoKS4TMAXESXC5rgAFLMkgYIAmLAtwXS+IQWAasKa8uTn9nuu571gKx47Lqt5SvdOSmYG6YdkXmPDHex5rHf4y8nUoAlRyhlqdhAqqRSyIayy69gSAZgePpgCxmoBSfbp5npErQ4iyE32sKobIgmCAwrU8WXUlAiO2OgjYahFKCChWep2CnMwtgVKQNIOCg2pT8OQXB/4KSi5IOaGsCdM0Y4oFmt10v14vFekVkGWEqdXK86jBuni/hW4Ky5YYU4pXLUpZa4nxxSvyMvf+B03W1XsyKAFL8TqGwoxVU2W5xb6LtEm1LguIPWrSXneFah35JmYE8fseacKA1zzg5k6VgvP5DKBynFYPw7ZjHrP6RgxnvK5Gh+YhDX2aIsbqVGOKulbzvR3ThEFho0uf5oCcmv9uALw3Ak4Bkg0xEp6fn71NnAjeP8y4JgWUoYiVT7EgJa9lQLWgSXsGl+fLrq1bDG4RXYHeOj3EiJAdNEw596KmRzzsWKewAX+v9TM8NkH9g+hr8IOIiFTNShh7pjQfzT8TvFQYCBEBrPBdp6h/p7b2kkCdJEJMiBXJNiOgMtW5htkav7xhA63egZGTnBSeUJRta0PuvUsdAHMgylBS6VTekjwBKaUAyuYT4nrFmjzkQ5FA1fS9XK7DggAkRjR4SOukyOzXDQp98i3LirmVIBtDqbVHQq7Xmqz0zMgYIox4Z07mnCABgCrOs1OAuQKjXCpASl4xiA0o0sDCUMdWvJQ4cW/CmpNXQmplvYMEHOtK3JMRFW+WxXEqewJXayq6HdOJWL55eDKTIbsWRM4ZkYD5NGNZUgsTeOQoAzILlrQixQhCrXMQBIbVSTrhdkGtBxd8xygVr1Tc7mWepl4d6nxmBw5zxlrL6d+ED7+geOlLwq8ojaO8pZz5n4A3QP01uKv2W2b2177XjsiVfKOmA0DHmGOL2RfMIpDgJn8LQ3FZnbOei5cDKwWTASAPiQUSCJObi2owZkggRPNJaVDAFHlZvfa9as1kzAAIzNU3TwtKNuRMsMIAGGnNmDWAgnatm7Qgm+126FwKSA1XTUjmaHw2hdGKtSg+Pl9c2RQF0QOIF6xZAVFkDbiuK9akmIgQEJHTBdfnZ6SccV0XKIDIjMJArrX5YAVmGWtOIBYnMlnxbDtLCBLBnKEUUEiRgpdVO00TKJIrUVYEA0I8e+9AM1dARAARGIYIQzHz6kPYx/1bfH8e6h62WgJtN/eCtW31+M/G2WiL2T+fwBxADOS8IoSpm8NZt0VyqjkXRb1nYC4rArkFIzHgPD9gXTOEwpaDUXGUbApMDCCiJEbiBOSMeHoA1oTfXwtOEsAzsKaElBNmSE2VZigVxChgAvK6QMgLpFxzcrrxwijJa0TMgRE5ertITWDEvhEsSwbQmqVuCv6lMGCrfSgHCw/ArpPz5+QtFkEG8G+a2d8lovcA/g4R/dcA/gK+547Io1BFjpkYHAStyrGX42qIPkGUoExgEpQCiDnG39J/AUf8t8SSWy2phBpLN1yv13YFOM3vUdTDa9erh/hG39TNXOqUr5RqCOrqPIBSMlQjlucnPC9XfPz4EcW8Kk4M0801qBaknEHi99Bi9SVnKGVcc8FSFqRKpAk1dXv0RtUvvdbtl5smLcOndmIMKLinNU/iTVjJCKtIj3k3AhJVt6SRhKS5MtUieHx47OdtY3ZT9QeoKchbwl8f35uAmWLj922/v1brr59j+P08n5BlUx6xOI6UTCHJn9u1XGEmOM9nFBg0PQLRPA9kUUzR3QTBMddh7NC1RQ68JsN7MDtT1HMcNuAvh9yLymwEty9POgL2VsD3qghqp6K/X3//SER/D97Y9HvtiHwUbtiACITdN9JcAFXEbjLWZiHmJqL7/VsI6zhJemx/+NekTZYtTZe33vNqSGva9VgEnCwSQN2KIVXk64JSayv6d28f6DTflplma9mApYOggQiA1wvMlfWXS+4hqmMz15tjyuYCcLm/YBoBidSvYeKA0zRhmmYEswqgummdK1OyqO581TZ5he8o2c9MaOb9OKneMupekx1Q9lZiPfaJO8BWSn+eJ6zPK4gzJACMgGkOODFBtSCshBWGwNQ7EbfT7nNdfBGmVKseDWBuqC3gd/d3cbfofD5/MeI/ivyAFkGX2h79nwLwP+CX7Ig8NkF9/+GDL3h4aMr9TyDKZjqK+cIzMFAMUQTGDCpAthqzBjpfgAeQZAS7HPGmWtVqowtr7WkAtAnoAOBaS1SHIMCKXkB1BNOcTlyQloRf/P7PcTqf4S637wam1huvjtuTNtKOCFgUU2AQvLApB8bWLln7AmkouJdnu59UBWxEm1S7ETWW5rhTRQY0JayF8Fh7MwQRRGJM5G3FLFDvAxBCwPV63fgDu8av8tlKuuVoEVhjfwCoi5Kw7ynQEfoX0PHdPdvujZ6rsLuGsmUwtjb2KRdECp5sFQMeHzNCyVhTwbJ6tGAGo2hALhGcnVyWVleI2crQN4PdrWoh1IpPPD099zFrUcfOnQgRIYbeZLYxPsf7G92De6FFwOfGsq49s/VLFMqbFQERvQPwnwH4N8zsFyMa+V06Io9NUH/t13/duGnYGpYCDK1QBwHbfDHnAFCtEmxwUggEFaB75Zx1YFLNFuykH1OUNXWwMMZY2WsOyOVXNCvXBVOy1lCTdt8O2EpRd1+P9lrbKyulahYKQB4+9DCe1xHMecWKzcp4STbAURCZUBqQqZ7QdPPZhsekDHnw0uinEPvOHkJw+iG2CZdrN6WuCGs/wj4ezC8qAhomtb8ANFfNefkEVi+QOn5uPNyx7fcox34Lo9JNXYE6+Dp+P4QAM8XD7DyCh8cHcFqRy5NXGQqECMIcGGtlq5IBWghcWgGYvWW2kYm4P99W62JqLex532EpxtibyOys2c8s6LFHQhubH0QREAL4aYoAACAASURBVFGEK4H/yMz+8/ryL90ReX8OroAZAGZwKd4Qkz1nvtRacgyAJSKIIVUNUUrlogeGqS/shnrb6rXzdgUyzcfWLQWr8XxGyobTaYKagEz6LkxFsVyvkKxeEKNW/qVUcAoRacmwvJmCp9o1yHfQxTv7GjoXHQAyuRJo2jOSF2MVCjWMFwEwWBmTOttuLZtyKcND7scI0TseERCFEeuAreuKkquSrGOQzNmZxrXIJjGmKQDi+fxBCCECM7n7cbEVwoZpDneAKS83PyoBpzYDQQKuyxWn+YRSST+N/OPJN9ndODUszxe3/KTSn6vyk6qciKm2Z+MBcOSbcWhYxLgnNIUM+PGJgWIZHpAqmAjQnECqeE4FgQRTjCAmlJIQqFqdpwmXlZHWBSw1ici8cOq48NyK3EDAERNItR6FatnqOYa4S6Bqc8X0PolIVRFrJ6N2XzIo2o7LfI9NUAnAXwfw98zs3x3e+sE6In9OVBXZfC8hAIGGdEvhnoBkBqy1JwCwmftaWq8E66SeXJOT2u7QKMS51gpIOSMMue/EzuobY9qN/tr8Qg9FCpIWKPlEJeEa23ezOMTo1YVrrzxlr9nBdUHPURBr3gUbsGTnHeSUobL3URtQ16RNxNZtZzTNR0XSkokkCKbZUX4Rv3aGcxkoMKIp4lBebb/j7PGBNsHXlMEccF1W5FpkpLWe00IwZM/XT75QZxYw+2INsd6fGgoKoIBML4fE7uXtj9czFukod3bLHuoTcjZpvYd5mpDJlXYoCs5ewYqthpqL332z2BqpagcIdhczgO506HrNknpNmrXJQI807D/wtuO8xSL4ZwD8eQD/ExH9j/W1fxvfY0dkg+/YY3UfrtVttJqKY926VBTGggBfnMRe+NIa3RTYTH/jWo3OvGy6+feD+LZzvdYkn7pLZdPKCPS+hmsFCVW1dhdWkGotWRbBbCAQ8lpqW7BKJa2TMoSAdV0dnKzJMV6ogsASvc5/CAjRmY0g652RmD3kZiVXQlB2S+bwsNtO0EhGItSjEi0TbpomJNtclJa7Djgd9qfy3tOq6+eNAOYJoXYwbmZzGnbWaZpwvV5xOp1QdJ9xCSPkyqs4nc64PF+RxDMMPdOwJmOl7M8tFwRuHYe0ukXbwpimyXfnO5ZAk5de66SpdfX+mCEgsBONyrCzAkBaV4TgVaSiRGTKKMTIlW8ikRGVIYvcKBPe7ciN8FQQQuwEK++avHenmozkqqVuTFSjRu19wOsglpqcNrqgn3MdX5O3RA3+e7zMEP3eOyI3UdNubjr5p0YDUBNrSo2Le1jfOeYFuOS1Nwz1CkIAKi3Xj2tQdfJJKQUb0Ft3ZGw7pGfgvc7MIvJ6+w8PZ6R/kDFNU1fC7vdTb5hRalqwWamVjwtYIqQuzMZVNXJ/8TRPiKGVzKkWwjzt6cSDeBNYj8G3sunt+tMrZXfm2tcgxIB5mjHFqddw7Oy0Ssh6fHjoyVFFtSoBRcnWlYynwvrUmqYzrtcV65pxRa6maurg15pcAUYiB9EUQK+d4Bl8y7p0y0ZY3Dq4k493jNQcFWZLZBpdNGBT2tJASRCosfROZ/DKzihkgqpnnZaS0KygMYzan0XZ/P4WdWnjM0uAHqwCFu6l8pZl2eFIRwqyqWKa5zeXIXuLfBXMwntLzSoBKKVUjXtPO+6R5FzAZhAiFNnKha21ii+JQImxLgmmybEDNZAY1MgJMjkNBUMVc2DMDxNUgUtaUdal5wmMwrZdc04JWQt+8fufIMK4Xi99h1nXpQNDgFtp6lt6Ndm8cYfTiQWFFAzrFY5a8lT7jkQHylYmXLCFQAt5VEU1Q6aIGIZaAexsP5kiQt2pnqoLY6QAefakiGAWp1WrqWd/VlKOK2PvxdAWZFGF5YwwTchXH6P2HgA8XzzLMq0JcYoo2VAInZjUnheLk3LUuOIYTvUz2ypStW7KzOwWBQTlDheiVYWOodGy0ccZQO9ByAdF0K65KQSq5c2YGXlx3gbVBK85ROSZMa+K50ty8lpVBDKAla08mYN/gHNbCphryLfoDbjZKMnAbQTIj4A+zqdqjX1f8lUoAlNAl4xEpYa9yItrlNLLM2lxkxFAb34RL4AED5N5WLA1QylDV5lmBdQDFe83oKXAYLUzbYZqBpWMpALYhCUl5GIoVhcwFShqKTMFpBRnLVZGpFSlVUqBrevQbYZgq3b03gIjwwtp5gyAPYGJYoBYbStmhLmSppgZEIXX+FSU9RfQkrGWBcIzhAKCeEMRUEHhjASg2OTHklqg1KzWISzOzCRBjk1hJnDt2RcJYC4gI0wSAfOQmFkGhwnTNKFkT/jysWGoMLQCn0vJuOYFl+sKNULKBev/R937vNqybHtenxgRkZlz7b3PPfe+elUIdoRq2FQEQexIiR0tLBtKFYpUo/4AQUSpljbsVEsFBRt2CjsPLbAj2LMKEexYCDa0o4UN7YjvvXvP2WvNmRkRI2yMEZk551p7n3VO3SrOCVjsveacK2f+iBgxfnzH9+v3vuJ5FydRSSnuC6YHNYWiYI1gxnEwxFLKHlIk99beUsLO07QbzuE92NxxoARG365ayClSaiOJEYNYWS/tXA2hdwKd2TEAKwaplh6Qai3fPUGYEqJqpWvvfSmlHJubTHSEptCJZI5KwZndWCTuxmHIxu+H8ByRMsIHQCtJMJk8sNAW7pSjVY928h8aPw9D0JWtHmiryMEFMOizohw3plZbaDFErB0p0F2Zr9TVEoBtSEj3vX4+XMWmnizSamQkatDP0M3TUC2U28a6NVothFqsJh10Jz9QrZSqjmhsrhgc+e677w1HkJKToL79IFQVemB1fEFt7gmgTOnLCTGwWndO1i5cawXXIfhaqmngKkTi7iL3YE1TyzQxZWNxNpSgYxskeLefeHgTiFEIXdCkhPh03GfgWkzC/VYLvQVatecwMtcF3WXZm1bQtJ9XCAbPTdGShV+Kd1XVMRmNaZru4vtRRguqUCuvhdKPURzfYQYmf/Fzu0elFWnmKUlwXceU2aTSPMFZsXmVHTAEUL5ceX5zjOrB+fof5dq/VhZ8JDT9ZTUdBcvSjmScdiWdkmKq6gCg4/d1XY2j3okjtlJ4enpiK8WPMTAC1kEYouwZ1lIHjNUWUk7CFIVLTkwxshYlB+Gqw01zjoMuNLXGEYJVJWpVdCcraXzzzSckxt0YpBTZvqJ2JSJcr1em+ULVR1DT688WtQrIPE+sVdlKs3LYV26vnHZJgMuyeHOPuZhTykRkbyNOaZToOjGyA2+qht1DkyjoZrmCrVVu643Vk3EHbkFodC/BNZq23c0dsXOMZpgWMdLYHPubGXR1ZqqcTetA4hF3D9bp8UzHOLNi916dWSnuRgCc2/IhVGhvqBBN00RtChyViQTGyFwtUHl09c9ey6G01VD1xPRZfFUE3ICker8sY4x36skj52DHOzgeQ06vzvu942dhCDr9rlNLA3unX60GqT2TmQ7yy9A9BiaAJD5fX1AtewwGlhEfYyxWcQhv6ArNdoThcr7FQmM3vhBjtozkXpKEt5JW4IxEqb4iAC3OUkwFujEPiQgv1yspJ6bLxRSHo+1ERt1l/AXjmqpXHSz8efv7h4bBuO776zEKsqdlMjm3KfHrX33LsswHHVlMJLG4SCSCBOoZS9+O+nhXe1alG9/BVgtV1Z6FYzqaGzmRQMrpUDd2vsoskRSEFDz55mjFR6MgIq4WFXZD8Ejt/Q96DChyqIo2UL2BQkuCiiInWb6TEsu7ht3XyD1U2FGWbmi06Y7u7O2oEJaTpDr8MLz7PH4WhiCEQMwHbr4325GbG4PBC1C7Tbq4DVBOJcfEPHt9fiskseTZ+GxpNim7Z+a3UrlcPrDdVtIoWUahZ6zzpgVEbJfNIUBMTEGd/88FMXSUtoTqZErzNJPCy26hRxmu1mJKwRLJaaGqsNWjn8DiQUXblVU3omDUaU345sMnJm/kaXWjo3x6eqLWF5oG41+o6nTjlkeI3fsWmu7KQRaPB2rd/HfLwktIhNiYloUmjY+fFrIqU057z0PM5g1oq3s/QpPK1jbWmwGVtDa0RkKDXh0hEZQgnaAdUObJa+zBWsJDspbmLBGJwbAO3uo8xrkcN8b4vwnTHlUCVfVqkhme4AQqNroJsgSlDYWpO/vpIKjda6pQlbpVy6v4POxgXBRifJbq4eQUEzVA0w2r5jdyFkpp5MmegfaCRAsVkkYmOdB/6mXM0XQWxZq/Rk/JYEk+C/6Mjct0N2yuDZq3c6XiFxUaBGd63Xew2ggn0UkAohB8p79D1YnRVokn42+ugDRAK81f1zZKOsJvP3+HdHg6yUfnPBkJSGloq6zebD4lMVmwEC2u9bHjCnR4HiujkWRvQvGHrP2MBhSDNjr8rWx1Txr1cTxfDOe5uusKegJRWj/yKFuhBSVOX36cZxzG2F0us/EOJAl88/FiIRLBqcjTK8/oy8MSkqEbg1DQY0FXmnNGpr2KEWPcM/u2+D0rHuXdAJjxjN/yBAbM28LBbq3ftUJob4ZQj3j9Ua2ZpomXlxdrzHJC1eiMyRZiev4qRpRO7kKR4wJyTmjd+yrBYT9nluNz7gqO0qa0w0C8Ot9TCNIdzJRzRgPE6ch3GGT+F2QI6H5DvDmoq5JP8RBYD/iAXO6YdQQlUtTj/RYsZu/qBiAwqnXqu0XOicvlQr1tRhThrunkrmkPnV6VVlbAtewQzl1xYKXIQYtlGgD3caW97g/zjWaR4zi6t++2PibI62ShyL0i78Fu/75xr/Po+g5OqjlwB0FM9zCKSce9dxKdDYa5+gHxcmMCZ+496NFEhGme9l3sDMHt73Slz6i9t95rqtRSmJeZy7S8en7n8Xict0g/LUwxEpaG0pyMdvx9BFoXb4Mf59Hu3Pn99QeC0y/Ni+ElvD7fY344g599PgDuHZRivTO/LDpzjwvxrO9A+A2r35oBb+hK7XWXStcUacpO4dUFiAmt1cpmntALMRJoBNTKXSOxJMKnT5+YJoP5TjHTyqDPio6uA61GFpFTumtFPjd2jMWVc35zUxsTYZSFzudQS7UONlUmh9VeLot/ZvAhdiOzCCaz3TA6tNor4vRu0HcREvA8wUkV+jxG1jvnxK8+fjKYdvMyphuI3tS9FAP9WNn2bYOWRJw6zRyeQiMRIRrlekpph06P6oQqiN73LTzSmI2y4XlYN2TZdSKXZTlKcmLkqVG80qHdn5kBuQyfMZqqsndx2vUUJxMdsuXlJCAS1X66dqaUSbmQOrTNNoD2YMDGHDJP8vVifjRkgwF5vDawDo+KTo+fDydOhNZ1b1oa1/Rep+7nYQjeGMMI7L97SNDUsN8w6vvG4W/v26QZtVMFJE37gupaUCIRJeXEJWfmaeZymZhSInjBKXgfgzqMcVkmFGG7vbEAfOImtcReCkenW2vmPq5b4bqt3NZiPRJp3hOeY5KHWuit7Dt+StnRgZ5Zd3r3hDBNndvWrMTXLGEFlqeYp8kWmns6eiobjmHdld7Eg7m7S56s0y6Gg4QkhDfr0OY6V/eCbKGFborGOSa032tVGq9/ZgsrYmEsKQm1mkrUmZ5skLiOmnotdeehPI91vVFrZZrmPR7eNRZ9Q+m9s1UrNS7LRMrxTtR1jN3F98U3RGrT0xPrzQRMFcglkXPj+++eob6eCz80tI1KQTTuwrc+o8c8f1TsftVdydENWoppMIwNdM+3/aI8gg5UXDqso94fgBjmtDdrlRVgCkLwXTWlDGoNHRbVYnCyIRnOwAvYT/IsdEgfmIFpghwal6BMDsW9SacHS75lhVAhyETbMAqyUlnH7p4yMW1IiAhK6qamG8BlxRYU4daFHmeImGaAVmqyXbcyrL8BUrQZBBoE7RsSMlPOJMzNuxVbSAQlS6MF5doKPShNMm0RWo7EPhlXAt61OWDYHaQrsyQSYgIq2XgP5/yB3jDUXm9IDHuyzxw232U2JVTlkgc/wWadfEmhjx4G2R+tEqgCKc6+4M0I0BPXtaMtOCW6u8rNwjoUVK00PAybiNALXJkIaQIaUwi8lJWnKdKxEqsg1EF3INB6gRoNsu3jUHIa2IYjGbfPGz+ncl3R2qwLMRp/hdaGdmuqigFawbkl4r5x9a4kCbvoeoxCTpCkQdtIHbZW6NXyOEW9Vd0xUIOM1ZLodv0NK6OSImszDyCKeSdR9QgsayX8ogzBG+MxY/wlifQfe8zHvx2x63vGvhB2i2tJTWK4T+y5eznGCCn2GrjIG3uc4/pPD06cG2FZFhK2wwWszn7xysntZWOaZ+Y58fHTR/KUEUnkkEgB1JWKghzQ5Slllnkh58jHT592zn2rJJiEvDE/PTAySWBbC6pWwlXXAIjdYMIpCxKsfXqM5n0WKWWIwct9p+P26HwQm9f3dS997uVJ91CEjtYC20rzxgTNkfLd90hXbn4+2eHB527LmMXQiyfE3kgKvvUcaq07b8E0TSYoq7e969R259F6Xu/k3OHYvfd8VhOvAJmWpUQhNcMsDFjxrtXolZ9H3+UcTrbW9hJiKYc4ziOO4JflEWCT/NyYcf6B+xbbps1JLh8VcU2X4HGcDUDKmdu27pzyyWvbk9iOu6TMFjNXPYAam2MRJg9JbHLM/kBWZ+5V5mmmNVjbSpLI1hp1XVF3f+2Blbv+g3Fe8zxDU+q2MZKF8zwfbnzv5uFEgzTnmFjVjMwSI/MyMU+m6xhCdBotp3PDvQhHClpuIPPhg/EmLJfFSlGtkecZm4IHeOjxXtr9PialdCF2rxR0QSTRCcZ50NsOFusaUI007TQtFtJ0odbmEzagGnwu9AdDZL7FPgdCJceAtE5Xk7zD6dRrN5TnCBVFBDXb5loW6VCVkrjnDPZvUieHmaa9OzFXtf4Ov+7n52eU5C3vQAi74djnm7ecSxTSMu+vTykxxYxE6CkZoCwI66mXBk4KSb55DFDYWCeP6+XvZ/wsDMFbCai3asiP47Vn8PVM+vj8siwsKbNcgnHz5USOma6d1VWJpEN/YN8Zx3gEuIgIeZnQTblenyHeJ3Yex7lE+NZIKTF7Fj+IucRzSrRSmASay4mZ5xFtosa0E772pq9wRoN4dNdtOCeqPIsdQjCe/WiQ5O6dlWOcDcMrYz0Svn1QixnAInSjDA9R0JboKFvxzsJuBmHd1r2FeU+mdt3Rf+Fk3GMcU7YDkd6KucV0YjDZNSOUNc9i6GNqM3rzgDrCMexkJ2/d/zHatt0xTn2NLPVsBIaXmVRd5bvtXWJT9HAvRlDl07rxUiwskIek8lvjrL68ruudlsL2NRjrV8bPwhCMttPz2LbtzQ6t83jrva8tQPHsdQ8NpCE9kUI39x7T/Et6uGij6eXuGI+GYLhnt40nb9FdW2UtZWcDuv/7SK0FSV/Gtw/uOQkLEo7rfPrwgQ3rDgwc0Nc8TcyXyXc2oZ0CjzEhzUh0ZGd4Pmesj4z72JnNcATCiXp4GIKB9jxn9nuwTsohe7ZWE1mpvZna0qrUzVijWm0O+ApspfGyXY0OrosnE4MLznZDmZ6Ye9KglysWIuUYmHMwDyx6e3c3yvumulPXqaq3iSiiJm9mtGev3Z5zknooTw+koBHqmuLTY2d3cuXn6GIvAE3sd0ND2tx5WmYL94KVS+ulgGzUslKLlQS/tgHeNSSdPRB+4YZg7FJjMo4s8ug6g7eBtF8qjcGRjT8DMrQ1NARCUiyFFbzDLACFrs07kjrIIM48FoJqd9aftv/kbBMvTxNaKikLjQQe9+Vk3Idjvj3fXmhdmbEwZhy/1mpCpFGRqOQE0yJMS7bd272mqo1VG8134B6U0iuJCSEQg4UJqtbMVVtDe2dZnqArEo2DDxoiXsbrp4YsGjnO0CET6XHbk2rqeIledZfyXpst+KFITLT8R0oJWkFbYa2BcnN2qG7t5a13bqVyWytVhVupNC1k6TvoZ2wE56U6uYQ7wao/qtBrIAlUVeYpspdR8BKlOC2cQA+G2MORmD1iHsR5PspBWhLEgFwWuakxKfWTGE2MLkEfEK8uqDZiOKDIZw9PJJCkkIPpcNI7T5eFrVwJNOIk3MqXm4weQVSP3uk0Ta6mdUC43zN+FobgrTHUg38qhrx8gbzjccTkgJpgCZgpmbx3IryrBluLl77UaukpJbrA3A3iW0M8ocusxNf6gRUfhiWlhFCZ58w8ZySxu8YistOkDQHTEMV+mtXLt7qZKEgwtFlX7vgbuhrrzzQlK5fGtMebORwUYtM8G+RbjKbd6Cr7gZ33sW2b1fFL4S0t0B7EO0Ij63ajtIi2yHUzUZq1Ftatcl0rt7Jx21ZkyqR+79GJ39MxlOhGuJBCYJ6TSZCN0qUKEhZCykSKSa7psSHk/DphPPpBvhYmSFUPeYI/u4hI39vdH8exa4dXG1UMglbLX0SJzDEzzROXaaasG1PMd+3EXwsTzmHB4337xRmCvaNNTmAfJwjtb7Tx3uHRo+Gyt/UAf6hutkBPvP6Pw5B16XCdMciu0HlaJm7P36MhW4b8lEwaN3hvYDplh7WpUVKtxk23nR5gFDHVHV+k++vRSCxr3Vim4baPzHClu65Aisa5Z4pMlkU3AJVQeoWu9GY5hO+ePzOnhTlFkEOJd5z/NM1MJ+l2OAznyDKLRJJDsAam4AxPOSeqQnPmpei6lGnauw+3ZpTgVYXtVthqZdNq8m+tsVVDwamA1uJBjRoXgt0ggvP/NTUy2nXbDPQjwrZtfJgnNCjRKo7Uahn1gKlOjSkwT9PewDPYkINAdAMwjMUgMBl3zXD9h9dkxiki/eSRPnQIjnHuJUj+XquNNGXPyXRX87ZzbaXS+/nbeVXVOhuGc3VlfPYxXHjP+FkYAnrfUWJfOvkzOssywU4OGY9FCQ7rFPlqbmFg/k1Exdzz0Jsp+qKkHA1Q9BMvZ+xixTUaz6y9xZWUhzjG4LG3cw7WdJSsNJayaQtWJ04t68Z1vbGWlVtZ2UolxEToQm3GJlQ8fk9USlckBwcVNWK8351EDARkiTlhYOBj8hi326Ko9X5X2ZOEDmcNwYlF1IlkFJraHSylUVrntt5oVbjVwvPLiz1vbbSQ2YrJy2+tolocCl65XBYWSWiwUqAGuHlvfl2tFXmZMret8vRxQkOl9o6GTkMxv26cczMD4qzMb6VqH9mZv7QPL8sCzvI0Pv84V8aCfCtnFTv02jwUMmq7RKA1NTbsrvADnBRfGqP6896S+P53P+nbft8jWBJ9imd4qdFApSx7qWeMSmXdVuurL1bTNnRYJT6wx+6LzJM2aEf60B6w3XaeJlJrbNvNHoAWBxRZ6UtitISvHI0+Ip2o4vEue2nn5jXd1ivQCKHTpFOlot2AP/OU2VQJ0RiLQ4BPHz+AbpawFMgYQKT0xibw8rKiqCfVIhITUzA8f1itEabWym0rLE8X1main3GDZZlYUkemTOsQJLGqdW4SjPkoxkiPkWvZ+ERgeboYxLgNaPHodUgoN9/lgG5CHyqRRqeFihFFGUP0WjrXW+VlK7AGWjeyl+FdXMvVNS/F/I9qGo69FZ4uE3ky5KOoZf5vtwIEQvbcRuisrfDNdCG2zXb/UCw+EtO61ADESOkAakxQrRLzYqxPqju9mz/du+lp829z9qDIer0xz5mrrkxLompgq83DhSMRG1NCnHfz7ngY0KiXCik6KtA/E9Q6HNu9VzE6Cl8vnUZXa6aasj2jOGWq64j+EOfmGO+hM1+A/wGY/fN/q/f+74cQ/jHgj4A/AP4u8G/23rcQwoyJpv5TwB8Df7n3/n99/VuOppzxk3IGbzQKX3BzjEq8nryBU2JwoMJOEM0RUkiwmDvu8Fvh4gKaegW2G9Oc6Fh7aZBTwsrBHl2dG9/3gu7IvfHvOGcD3URCEqRHRJz4MnjjT853PHVTtsSSlQYXWut8/3wlRAuTtNhuZ81MR16sVuW2FTcGFSSiI/fRjf6g1sYaA9f1Rk5CnD2huhmHYNPGBycyDZ78QjK5dmN2Vk8yhvPkHrkUQ0eqsyyNRphSzXi1WqEP/LzdzyDwiKwSiUxAmqIxAwUDZ2kHFcP5A2xOjVbrjSmZ9sCSE5c8MeeECHtbs4jsGpCPeoU2L37YjRZ5rbRkIUNG6xF+fGmoKzWrBsM0eGmzlIJiPQJr2V5pQP7YkYJR4qMWdn6Npenu797xmRX4C733zy508j+GEP474N8G/qPe+x+FEP5z4K9hgqd/DfjT3vufDyH8FeBvAH/5a1/Q+1GyGS7ntq57zDYaeh7HoCCrpe7dbHBfbnqzeyseMdS5lDbANc/Pz97rH0A48PpBdtRXx9mU33hgKSd6qRaTls0mswrdJ/W6rvRoE2vJE5sv6JQSy7Iwx4kcOtfbBtHAOnM2YtFNlVttFGwNacdIWptyLZV1Xa2TMk8MFuimgaaBtVVY4bvPL3z7zcfdzY7dce0amOZoCMFoilJaT94U1ugz7t951GaZcjMETsPdGrfbjVJG+c3QiIZn2J8QRxCmvogTy2XmssxMMRFPoKTFv3vJxhIlXfn08YkpRS5L5uNyccVzJfe0l3cHHkQIe3/IPh920ZQvLz5r3X7oQK2VVkxdWsW5EOi7/uYg0BP7sOWGtFtoGK2isW030pRf3dPHEO694yyCmnL+/SULnZ78s/+a/acDfwH41/31vwn8B5gh+Ev+f4C/BfynIYTQv4J1DOH+YrW1V3TTk9wjC+G4WZfLhXYSlUw5mQDIgxEotewu4CNG4Jz8WpaFrXobp4A61XlOAs1crhAjdfOy2mAOwuJzi3/dI+kKBOaYCK6UlIP1GGgx4guV0YabSHGy7jmPGVVNL6BcV7oGVm0UVZ5v1TPLAQkJjZkeKz2ZZyAVni4TVTtVIXUorVu2vSR++/nGp9kZjNMgz6jW5JSClcaSIGRS0r0Tb55nbvq65dq8n27gsN5ope0KS2DGtzVzl5vA0zTTr8/M83R4gOV14QAAIABJREFUdC245L0tqFY2SNEWl5cmVUxwJU0T2cVfslg15mkSlmky0H84Fvjxr7Wbj/OFIcP+tjd5RvMNBq3oidvaXkhBmPNsxDNdkQdtWxF2dS1xTwmtqDjVfY9kMdh5LWeU4Gu69tbam9WDkZ042p0P3Yf4+64ahBAi5v7/eeA/A/5P4Lf9wIAOoVM4iaD23msI4XdY+PD/PRxzF0H98OnjcWFibarTPHO9XvfXy+11r8Gjss/dhWUrJdUvlHcex5gotVSj9p5nttKpw8CMuC8ab8HoUuz1ZADWbWeO6YPgoiu37YxvN1ETSZnQoaybKenUSkqTMTF32VFNqrbTtGr04F0arQfmjx+otXLdLBfgPTo7vj5KIkg2zYKcyGlCu9X8b+4xTTsXgLBthT/75/6AZZ64PC3Gj/BQMjyqB18erTUTFm1WWisnOngreUYE52URYZrtOdm1KqGYx5UEljmRY+ByFjq5LBZ2zYnszT5/8OuPrLeVeZpYloXQvFmNdGcERATRvmMD3uoz+NIIp2OEAUnPyff7CL2QJvfJsc3Bkt/+9+BaWwDi+QOhlkaXvw8g0IlcB3BD+hOO854Pdatn/BMhhG+B/wb4x3/a190dcxdB/cM/92c7HBb4rp96/MuRQxihQt3pwI6yzZElfu3mnQFCO+fdXi4L5JTY1vXg22+Kdmv3bRFy4642axDkTLtVSMJtrXy6LPR1UIKN9lbbiWM0QE6gIt0Vh3uhFyNiWYBFwr6jxZhROqU06u5QRbLnHkKIxAw3jEsg5xk44K1RlDQZS3EMjbpal2YPkR6MtKXUSpaETKZ9GCLEVAkJpB36AWPx1KrEMAHCPM1s9RntzUKU3k8sqtZzEB0aDZWuVuWYRIh0YhbWNqFjV0tCF9sZLynxlCbmFLEajl9/DuQcCSg5d2JMRv0+Jz4sE8syUetB/20AnkAMgZQi/bahtVK18vTNN7YA/dqOOXM/d0ot5N6oAWLvZGCZjCasBXMDLjmyvdz2XNOmG4EEMsp6h7FLDgcvXal06mbl09oVPJd0W8uu53BGfv5QNeDHSREf40dVDXrvvw0h/G3gnwG+DSEk9wrOQqdDBPX/DiEk4FdY0vAHx9kInHME8BpBdY6Fziy270myqFcM+hvwUolCqFZSjDGadLjvuObqHYkyCcHIOFxw9UvjfO7Rz/2tBGgKmDR8zkQ6pIxSoOqDFFwnErybDwKBqMIUEiXaudbaSEHIiLmj7pqmIKCNVlZuL7abPOWZp8s3pLgYcq8pguUMOt2BHse9CmIIttKqhWEorXkYdNaHDNbU1YGQItrH+ZtBjiEhy9EzH0IgdvNcchTXfcxMA1Dk2gcpBi75wjxbUnWZLzAvzFMixeTAImVtdf/bJTj55yK7TNu5uvS1ZxdF6A4gmueZbeAUGiZwK8EIQi4TeWBcvExZT6zHY2g/WpzNQGSkFEMFrld//dQReqqAnd/7fY73VA3+EChuBC7Av4AlAP828K9ilYO/yr0I6l8F/id//7//Wn7Av4UBLR7JwsEUs49TT6k83IizAXm0iIMma9zMUiuXbAIZIcSjoeSE9APQFbKx1VHpBDF0maqV2rR344mrZW8vHi6+Bu5bYB+M2GVZ6CRStqxzFHEqb2HKwpwyEjrXspEjfHiaSHmilMqtrITQSSlSa6OhxAZBiyk8SEcbTBKZJVqZLCWjDEvR+ffsZ9sKOSe2tfDp4zfEOJleQq1UVUMt6tA77C76ah7Z0+WJtWxs1VpwJUVKq6x7K+zR45DF5NqiWru2hME3YarJlY4E6y+QKdPaRgqBy2JVA07MPSFGUhSWOZJc+COKlYGjQt88JEMI02T31ZO8dMtRfPvtt7snOTAb47oe59PIMfSgxJTAw7+cI6mpV1KsJHiZreLSWrMy47YR3SCcN4qOGYNalSktxBhZS0JvVyv/idD92mqtd5Lq4knYY+VYLuTYAN8f7tytk3d85h8B/qbnCQT4r3rv/20I4X8D/iiE8B8C/wummIz/+1+GEP4P4E+Av/KTzuwdYwBa3hpvAYp25Rt1jHrvXylNHpMZrG98eIzaO60ewh1wav6IBozp5wTog3GSGIlpIqW804qlaCw+c8oE6SQJXKbZynodkEiM5r5bLqMwu0F8KZ6xd3yEkWpkUoQPy+QdeCbOEWNEtBNjYEkzeQp886tPlqXP0TP6blD7fTPYGU4rUZD2wCnZldrqIdElwfigtJvScnsjv7BkV6b2hOyU0G4cgCl2L1VaQjOKHXOaZ8vGu2cyGnpCvfcgJ0enSjeXeTRq3T2vN579m69F86RSSsjgKYi2UThszAR3TscHk8770tj7YU4JvlFOPicsx+L/mveyv/cTUXDvqRr8r8A/+cbrfw/4p994/Qb8az/tdH7ckJP79Oq9B3fKXvPseGtUEaoqt9uNz3Q+fHwioHz4sLBtXgBqgdCVSEcLaDupMaXkjTdHDC2O/18+PNFq3Smw7ohDPblTuxp4aMBdg8mKaa8seWKZJsKUGPDUPF9QjlKqiPDy8sLz8zMf+7TLral39TW1UCCnwDzNBIFaVpPjipAkMs3Cr3/zDb/+9QeWS2CenFy0B4RgwqZVQU2kJOfspCKuruwLIsXMhFJaJS8z19vNrlkgx4iEwK1soIds+HkMUtkRMgyswTzP5GDMUB+WC3Ge2MrK7At8a5XYldhNB1OyJWAnT5B2J2ANIbiQrrUrj0X1JUNwDv+O9uNISoHUlGmaWby7MrZO7cFxJRbD12aVHhNKte8NCk2M97AJhkeJEbpdvwbIaSZ3XBj2yHt9++23O/nIl8budapVtTSwG8D3jJ8HsvA0RARtbb+wwVwM0XT6ut5tsCN+Z+jIYey15SQs0tRueuvmCj4tF3IUCp0mMxoXZJnQ9TOCZXqbKK07h2GzyRZipku3DkYDqTPFRBCDdUpIzrqmqGD6eqWYe5ucHNN3spQX40kUAxClmJilky8zT998YJoiH72aIpLQ1lnmxdpng8mDb+vG58+f2bbKtlaen6+05rt4F+Pxb4XeKr0JrXSERMrm5l+ejBNxeppAMGqy3pEwQQ8mrNI2p80K1K7EINRQHfR1kMNo9n4LraRowKMxgog1NqWx6O4N9zQN2u1ODJ1pco1JMbc+z1aJkRCYpgWAPgkTlhuqEg2E5fmJMFsXYC+GhTAq9eD8fgc2//j31SxkuHEWroI6XbCIkD2xHEujB9NP1NgRDYYY7ECIhJ6IDruuqlCUkBITCkENYRggJCFoogalqvE2jHDlHKK8Nc5rQRzjsofX8QcksE7jZ2UIdiLQc0dVKdYAEpIzE325ZPjqeKfjnG+qtqFJcHzWQkjbkUK0cxjzdqj1dBGkH3TqYAnDeZpsN04GFgmDtz5aR1toxibsfKUWcyarh88pcZknphhJEesMnCJPTzMfPzz57pSIMZNiNoRf7yZqGm0X3bbmyssT21ap1ZBqrd2z4KYUicmy7vOc+M1vfsM331z49PSByzwzTYkkkYD1yb8n8ZqS0cMHrdRg9fCAQkz3BlvMdX4coxw3xjwNoNW8d/xdni533wfQ/V7WWq0qEk0gBYzgFRzc5B7ByLjrKTG5P/uHjsfhqr+1Ax/JTtn5GkRMlNeEW22etp1R6fVPHeQrMrQsqjW94SFZOIOsfhzKsD/8vHf8bAzBmYLp/LvE+Aq9NybOmVf++F13ApLzOCPHai2QjOVlxKdKJOSJFhqdwLzM1NVCgctiE7EUaA/staPBw348q1AHxXUDhU7bRUzGyCmRU2RKiTlFljnzNAnffvsNHz9lpinz9JRI0TkI80yKCZigdzqd222lLDOlbKy3mW2pXG/WHnxLCe2GkddmUmQxTSxPtuCfni5886tv+HBJFj54WS7JBBpcvNTUdIfhGRLy50WUHdc+NeitEZK55DxUUUI0LsNRDtbemU6GeiTlkrcJTwghDS3G41leFvMISnMJ9DyxJKse4N2U3UMx2zM6QZqTsqhZJGxxjev60hhzsJwYksfre3dsYO8QNaaSCnSqVtfd1J2FVFJAHaIN7u0GI1XR0KzHRJQUgFPZ8JxDOM95yx0Y4UqpBqkO7h3H+HWk5Ktrffcn/yGMc8w23KGUkqGlvmLeovPT2WQYi/112WaMtKMLu+0S6i4aRjWu1puEnKivU0zUesi27zuLyP4a4Fo2neTxsCHuXp9zjoFlMo9gmTNPy8ynp8ynjwtPSybPicsSmabJmYwNcRh4ssnh0twxGA9CDJHQb0gQlpyZ84RqZSs3S3SyeNkv8unTR5bLzNNHK7ldJlMeMnYxw09b0vDAqr9VHh3Q4yiCVENMWqj2ms5t0LefEXQ5HZ+ZpnmnEx+KQpfZuBTracfewWSnqSsESwaeDFRKyXf6Zi3bvQGdEA5k4Y5VeUzmPpz7PE3U8gVcipreIQGTsYsGHUgaqDJ0JZRzqKT9yG2FQSsfYYqRkoQk8PK80vrXwwI7Bz+mk9WcK1ThgdTla+NnYgj63cJPKfHy8nLPHadtl7FOku56E6ozwaac9+LJgFput5Wc0l5GzDGBrpRitFa1NfKnT6xb5Wlx3L8a311KybHyxeW/g4uNnBKQITw04cBMgslq57U1JBrIJKCE1ogxMUliyRN/+Ge+5dPHC998+MgS4fKUmCaLi5cPM2maSGkiykSQRCTRGn69Qt6E9eYEmSlSipGkLhu0EhCZud5eULV+/Gkx0tJ5TiyLMM2ZlIR5XqyMKREtgYIdXzcHT52tWTCdBd02kgRaKSzLTKuRm+sA9NMiH55Qxkg4Boy2tUPXz1iDINFJITDlbNyCGkixkUI2AJ9uzGlGna/gXFO/d/c7IVjZd+dd7ErowUvHINLNoGt86PE/jNUjBiTEidt6I08TqRtkfHjx3VML2Ut/q3TCprRWmWLa0YPBOx5jtORm78k7Yo1gJcXA0+WyaxQM0ZLzGOf79OlC94QjEbQ0g2WPDfWXxWJsDzAlu1k/5NJ07Xfx/tnlfrSesR1lmHO/eXRiUlULFTRFtmoU4Og9pfZggekEtFUjy3i4wee8QcCSaxLccDjPvzEGlT0DP/uON88T0yx8uizMl8S8RPIUyctCzImYMlEmU2PWQGvDpfVyYbaJP1CPWQKrVqMS750PT0/7dUxL4sPThZQD04RjGZJN7BiRYM1NvXdKUYuD3dAFxxLYjD+gtFM0dWOCGdrQzQMf1cIdo38qxz4iSPdqiOc+4NjdUjDMwB6bh75j+M+L/124+uDuuj9R+jv+hlMV6uQZPfarjDCj+3OfYnJ15KO0DNCb5VGieE0zYPmnh7mrat2JY/49siENrcxxSiKR2soAM+7z4T3jZ2IInNN/qPP8gCEYXYdvuUyjt2DvXBRD8o1WU3sg4yEGjIevcS0dYia40s9jHRc8OhELC+SEZJRTaADHQ81RLHHYhiEIptaYjLRDIjw9LUbAscxMc+LyNDPPmTxHksuUmydiGfrQAi10mDrNhVjQTuqdUjsxR1roBCYLl4IZPUJgypNRlX1YIHRStHxKzqaqJCJEZmiF1mzHDLIeC7Drnt3f73etO807QSBZqq44j6HdMmGZlj1xedz31zz88byw3YCI8CpXwDsMwTs3w3eNfbM5YxXifWuyuNfUQiB5iXY3oiEchKbj865ejMgubnsejyXDx3VhKtX3ILpHNO4vzhCcd4jz5Kq1Oshi2w3A+W/AbkbK2Tq6uL8RY5RTzmDKk3MEWqhRa6XEyKSdIgF09CwcxiY5MSVd9vKM9m4TNYS93dXi9yF51iw0eIPNeFkmPn164te/+ZaPHyYuU+bDZeLp00yeEimb+k+MCQP+22IGIdFRgR4aUxRI0aCuLmpya5UwJZNOnyZynpA4woBIzAZOik5bLjGSpwz5Ak3IPaJNUAlEWZFYkd4JDxNxhHKAS7Ozy55JOIg2R0gW4n3n34CGnzUppniK/aO4WrPuqMZd4TeIx/59P97wyvb+lH50/wFOsKK0poayDMHq+LALhj5uAGMu1mrt7pJkrxwMMojD0/S+FYwMJYmpQD8mJc8ebBBhXhbYCqU5AUnZSFmYu/3+/Pz86r4DfPjwgVpX6lb3ECuKWP8IiTj9wgzBEDeBY3Hf8RM8TMC9BOgPoqkyx9lajIf6zBuln/3YpaLZ2G3Gd90E0rYSyKQwSon2d2NC5CRoM6DHaB02HYCjw+29w6jZNoJ448yS93g954wkJeYJ21YDRmUk9rs2+68IXcyzCAJB1TflgHjzS86ZPE1mJKZIjAFJwT2FY9clZUgJJMLmXssA44SDbflLwxq4Tkb49N6+s6cjgfrWc0kpkR4mrikc1X1Ch9M57T9vJHDBdtwg/c5bGwAw4zUUcOr2r9HkjWOBzR0r01rzkKbzNTuNupcENzFlowFj3z1LFdKU6INa3q9hkKiICILs0PUxzhBoEfHcgek0llJY5d5DMe/gF5QjCKOn3hf4wBPsxqB5e+WAinazfJsbgjllQw1hLCrmZtmlFdR1CYUsEVOqsthaUqR1tR+FrSpQWKbMkmdL5DhgKcaZXuuOI2jN+sqjZ8M7UBxT3mMgNEPnJQJi7JQWjqaJEiCmQMvJehySkmYhfEjE2WriMYjH4tlXeTQjIICY1p3GTqcRWicmLEafE9NTQqUZFiKZFyDRhDfvGlaaxbJhusB8gZhgC0bXtr1AXwGD86pfj0gny2iRtvzM7XqjiZVWDw7J42cSgwKfYdfJd8pd5kvMOLX2Oizskq2CEYJRrRGI4WYCJcF4G8x7sM9bXb9Tt0DQe0r62BME6+0PiHlv8XWl4JwsrLUSovENSBdKcUbjVnd+plF5Imd6LYhYZWhLE4sMRaTO7XYlTdHjfoEeiL2Tgs09lUJIjXItlHLuh7jvvgVrYRcRBuClKY7KtPboUq257j3jZ2EI+hsCJ2MMlePuYcEwFucxiEosfaaeiXWUlWdONOwlZHijD6H37gq044a3NwEwY9hks53i7L2M6sbZFRwPo4NJtYN10Y0EWTQXckqZnLKHA+LdQXEPCfaOIZUd0txVSMl2tahqWf/QIBi+P3vZ0TQU4mtW55ggTzBk2CLgu9OXfICzu7mHB13pX9hRd4Xh/Hq6DUzIWNRvQeFEwqtcQPSqQe84yCrsRiSl8fpYpMexeh9/H31xHgnR8fMWAYjNz697fGcilMHBlqKRx4Y9P7IQZPQNCNoc+u5fqY03S5WPofN7aP6/RoP+OH4ehuChuWUINIwF/1glWDej2NpdwGifHf3cpRSSGI579LqHYF7Fo4TZ3Xm4IQBbvGPzHNwFtRaDvU4TkU7tjbbdG4GylX13GXHnACENR02cJbhW6wycR8ae4BnzEQ6MyT/+3/dZbe6w5wdESKp3yTETHnVobjLPw1cH+w2RboZAkv2BhN3ohB72jr3e7+vuR2h2EMO+6vo89fc3TwquLy8EEb759Om4P6oepnjD0xsegaUE7hOyEthzC7i60TDArlJgocrONzEEVcP++/h3nHrvfTcO471h5POcbMd1mvwpTrv2wP75fl9GlmAt02MixRjRJTMqLqYFaZ6ohEiMC7DR1IRVx1w8Y2uGR3AONR4Nw/lzvzgRVLhP0IyFBQNDcJ8XgCPpspOSKqylvBde/WqcOxHP7uSR9IrcbldjKQ5vg2zgeBC7i9kPj8Ba0U3ItJRqgpvJufWCxaz7j3bfhMZq9MXaOwRzeTtCkmQ0YSdjGry1W3I+vIruxxo7hcR9klox2jNn2ui10ls7oQr77r6Pbo+jCmMtwFVOyMGHf5vqXpkYw/4fLGTxY7Xw1j3tbya9bGcP1GoGYXxmLN5+eoadbud9cpXHIjkj9wbA7DyOUIFXr5+vJ3n34fj+lBIx3ZetB908mJfaPAmreppP3T3AN1oJf4zgz0BPvmf8rAzBwUdweALgF+RG4I7L0Km0hkZ87d7sE3/8ZZm6z6nE6B6FfX9n28puhEQipZVdg/BxjIVjNd4DmjuwJ6EHqsd/BCt5TtOnXc0IEf+w2k8Q272DVw6CmidAJ9ZqAB/VPStvX+biLiFhsSjuEQB9kGeMIjZmoTpWHtsMQLWHOMMQ4HqIarLg0o8MuuAaCGev4fSsBq9BFLnrrQdr6RYn2nwrYSdy9Ffsz4vRFW931oR0u7v+0V/VHSbQcdLQfm8s7PhHKfLRnR4Lr2n9QUMw6MluTrGXsqFip5x4enoCMGEXBxZpg61WgjNE9/Z2aPR4Pu+FDv/iIMa9d67X644cfO2CGm/7eXK11l49TOlQ1gKitCh7SaUUEx0drtw8Tf6A+54NHtTUKckuUNnKoXFoHopnnLd1zzOo9r3TsWzWaaYtQY9WnehpRzmaoQ9ohRpNIn306otj0W3hDw8geuuk45+bYslDf2xJCJId3groaXF07G80cFoNPsbiF/ubIFDdA7lt9K2wbYWtWTg0XPth2EzezaTdijaKeyMDbh1FmLp5CEMwtW6bUXSlhDRn95VhYKxPoRvj6Kv5cSS8jlxB6Nbpp6rEndi2oe1QUe4S6Hto6HLr40huXFJKBCcGPYcLY+xz7I31aXT6dqPFQ7Vt24giaCmIdrqog4dcfKQKlGbiyD1gSRnzDGsplK25RoKXok9iJcPbeDSWj8nNnzJ+FoaAzp0RGAageEzeVKHpHr8NxNUYg5egPSRTRASCog7dnKb51VcPlN+QHx9uXK2eoPSd3UQwjgrB2qxc1lugN9w1N9TfgEwPd33gClQMj65AjkcSzQ56DvA9OFdHnp1iXVRH0O4Xf/obiZ50GpBacCmjkSW7n9BdzQNQZwxVhWbQX/XF0aoLl3qjk/ajxx/Y6c333drvUWiOqAtiDThN0fC6FDw6KO0S+g9O5EdX925H7iMMOUmrh8MQPB7n0Wt5RDv+2HHuTBxHSAJzFC7ZwoaeI9Jm1rXu3pOd66H29aXxiLH5fY6fhSEIYhn0oKZZv24rpCMJCE7e4O5ldcTVaA+GU37BtaqHOtI8J+Qk9WVcBZWFgbyyuHC0N5dayVVcxKRbBxnm9loCJrNV60qsrRJZcBA80InRSEK6umLwg6upql5P93LnenPPYexunic45wcULAs9qgfhBDA6LfQ+3ACO1x4Nh90s/KZ6PVYhmK5gvW1st6tJgbsLe140qkoI4gzFpnOQ5+lgRjqNlBJb2fYJrN0SWLVVS7YN4pB+YATuJ8Ybk6W7y/tG7HvmPuwn4zXee6wKbNtmu+0JTv4lQ/ClAtKgjAPYyraHt+YhmNbCvGTmyXosLsvsmx6mWelEKcXFacam007nMXoNxMuwj+PsCdwZxl9aaBBCMMz76XSamlpsqQXdkX5+cd5AtLmybtd+uFD+wbELr0ENp56yJazmmcvl4hNAEQk7eUicjajDvqe7R6BfcAstmdlqpZS2eyvmlnqvgnsEe7JQzUtf15VIZ1vvaawG0m2f5MMzwDPjP4ai9mwE7ITPJ+//WkceQem9sm0rdS27ynFr7hW1tiMwa630Dr/73e8o1ZSMy/ffEUMwKnE50IYiwjJb2/DI55wX2h3CLoQ3E4J2Lcd/B7Kwf2XntISm3v3deSMYm8ZP2VnNCDm+ZFQtsI1nux7Pc5QScwrkJHStvjk43Zm4l+QGq75Tvftd5/cTxs/DEJzUZ4ZVlmi7Tk7WhZZSIs/GinN9uVKA5XKhlsJWthPs02mfpgnpMC+ReZ6Yp5k5ZZ5mlwQPYoo0Wkl5IaXINE9kn4vVZYtV9U3cgapCOya2udBmCMzGOFDJ3Wnw/F8XWu0wHzV0e29AXt1a4Lv92OXfcu39I3t58XEd9U4tZd8Vx8fDaC7eGj0UgiSqdqNyr7bwURM3HejJ1uq+s29bMbo338Gu1yvB4+2PHz+aUXfS0e+3jRwT7U7A47W7PgzBW6buHA6M7/waj+9uUB+el53/AcjJOe85iveMgIU8LZztq4OmpswUJ+q6cf28WrOYiGE5kvFL2GcTVQvgmpkB43rUV6f8k8bZEPyYfMHPwhCcAUXnGCnnvO+aeZ6NBCLAx5wpt5WAWfh1zUdCDycHaabas8QZCUZ4MWfh44cLOQYynZgzkyRD6enGtsF5j84heJeieFiyUeoGCKF0KJ1Go5a6y4r7V9N6p/XAqv1OHn0gR7baeXlZ+e133/Hd54/8wW9+hc7JRTAMcbaX+/AwoYv9vbjns3sO2XZ31T2f0L2LU5uVXkM/JtqIRcMtmG6BBC8cmI5Dq9UWfiuulKQ07bS18vm333F7Xvn88kzpyrptrK0Qoxkv1c6Hjx9oCnMWUoCX9WY3ZbLae1X1++MCq3QivtBOi34nmw1HGRO8ihB0B4Ht80jM6BqWoO2dkqpK6IZ1GBwIAQwe/oXE26s5qiYIC+wwYummNUgUK71uhdiNfzFK3De3pp11a57sa9TSuW4b371sPBf4/qWw1WaycFqRWtDwPiauNjaZzs6MNcqg4Y0N7Evj3YbAWYz/Z+D/6b3/xd+nCGrv93HOW0O17W2X5zBhoADBkm9nrsPz367bxjcXp7ySYA/P6/KPjEdjnLO19v5Y7MadqN0SnKWWu8nT1BlqwpGreBxbMBHM68vNj+3XIQP4c/rwWPTdKwqPRFTDCDh0Gu306ghHT/qdo4rby9VYmDelajNDEHyy91N93XnzajM3tpSVrWys25WtrBQ19h7LbxzdcnVnfDZG59rte8Yu3vTMDuQ5kFHsuENkftnN3XMAZ0PwUGL82ng89iPu4UtDvKXcBG+D3SUHvOF5IaMkH1drlZw9GtNOV9jWjbVUthW+f37h5XZlLRtFmwHjfioY5ieOH+MR/FvA/w5847//DX5PIqhjZxvG4CxiOpKIqobkExG6Y8s7I0l4KPuMMRh3Us6EKNRWuFwuLkqCGwGBbKw61oJwVAbG+cC5czEa1XTvbGuhlMamxw6y16CD6QBupbpS0mHgSqnM8wSZ5lCDAAAgAElEQVQ0alN+97vvaM1YcLsqilifuqoZheNkOBIgzaF1wz8VqJXu8GZVk9xW1V0DcjD6NlXKbWW93bhdr9RWaXQkm6R3dJXmMMBBQYmR3SMCZxxeLeN/K6vvova967YiL8IyZcqmvFxf7JakuBvuYazteX85NzBATGebtyf7guVgzpDp3tr+/iPV/CMS7wxe+5IXcB5WpRJSntFmO7FRmcEgMkGVWsv+vC0ZnWnNZey6cLs2fvv8me+fX/ju843ffl65bWU3As1D0aZ6h3I8j7vXwv01vvrcO7sP3+U7hBD+UeBfAv4L/z0AfwETOQUTQf1X/P9/yX/H3//nw3t7IX/iyHlwyL12p9QpzExf/gCsdHExzWgw3HmaHF+QTz9Or+W7nLHqmFJzKYVSD+DNeGi1HvH0CFdenatEUpygC8/PN263m6En+3lXCwegaE/6dY7g9FQV8PfVS6xdB2uTufilFFoplgDcNtu5aqXqRq0rqqZRuJbbG+rODXbiTfv/NE17ok2CcfEvy7IrSx+5hI3VFZfPY7+f/eu7ue34Z87Eoyy7J2Jb23++5hG84jPw87gHN91/9vz5nPMuoDtKpmNOnHMf2nTvj1H3ELrqHenO7bqxVmXdKqUZTvO6rdy2lbWVHzRK5/N767p+ynjvEf5j4N8FPvnvf8DvUwT146DtPhKF8JqRZYxxs0d7ZymvUWKjPCcCUxIuy8XixxyIkkjRev1TiuQUkRE7dt+ZdfAkWsOI7YhwvXl5UpuXFuNe+lNHEQaOfgFtfQ9ZxFmRjAjlyhSgbyt1K25MglVOdi2ZgTE4/Wg7rPwwEF32e9FV9/LZMAJl2+jV2qV779RmLLspGe4hYCEECBpuNJKlEwWopkCkTrKZRLgC4eIEKk+WsBUA13VQ6bwUC3niMlOxCsEkh7dxlH5t11enSh9YgscQofviH9RwhIB6cniMI4dweBznY4z3zrvn9Xp9ZQTO4/AibJfu7hVt240g+QgLANWC9pWUjH9x1PxL7ejW+dPvV56fn/ntd5WXFZ5vhT/9/ju2Vln3NJKHBf0gxT0b00ejNcLlcQ7RVZ2Mz1LeLLO+Nd4jefYXgf+39/53Qwj/3LuO+o5xFkH9gz/8sz8pYXrGur96L1rLcU6ZD08fuFxmowSbEnNcyNmUhcyiyn4n5MyTeg7tO6g3iRjIyNfhG52TZ2+gqe6IRrDQoNbKrJXpw0RpnefrC6V4tv49crb7wzWvYOyM5hUc/Rmt287cnKNvzz+6WhDNWrJ2wY+cPMEU9v5+EaFKN/qtbAQpSR4aXKYJmlJOmhOP9HEiwpSmfaFZ6UwRd0pHQ9F5538rZzRKsdF7Lu66KX9gJ93P9+HYZyPxmM/Zwz4drevmffb7iOUY3XIIKVmVIKpQu/Lyu8+060ZfG+ut8nK98fnlmefnZ25NrcrwhVLIGSPwU5GDPzTe4xH8s8C/HEL4F4EFyxH8J/wDEEH9sSOKoDES35gAORkl2TxPzLMZgZwzOSenzQqHa5WFJqYQEwJQHdF7aoDRYOpE6qF5xbLeYJ7AuUmpu5u+u4snQ2DuYSNoIcgTVTufv3thKDPfubZ7TwD3s26vFgz3+aAd3+vSXa3JJgmBaMnDcd9ytkahLojH7l3t4iWd1J57N9c1BnoMyJT59s/8hmtR1tUqD7t2ZFNola29Zo8eKM+BMUg5GUvUqSdkfKf2/ooP8jxGcrBo+2IY8LUxnsl55z97EF9C9g3AVIpihRuRQYFxGvfQ5HUtZExB+k9+9x104Xq9stXCdSt0BA3WXFRrtfbzN8b5Xo726d/3eI/k2V8H/jqAewT/Tu/93wgh/Nf83kRQbbzK2g9tOH194RKtkUbfuClHt1fcE30xmhDHhw8XEqY5OKVEDJ0Uoehm5XpVtFVSngwFXivrttK1U5uVBAnW9dd6c11B21VHbNi0s5bNFZSNznzEk7VUlsuFHDJK5GUrvKwrW2m0Uuh59loQ93C2EzBoxJ2Dvqt7C+6Ik/d/fWet1Rh+5KwTEAKExPx02cMHS24djD2tViQGtlromIBorZXJ2Y8uy7Lz/rfVrjdEIeaE6tGBJ8G8tiUtlsuJB9HGUDDaw6eTQRjPdqeKD4EyXOB8ErDlSCKO3x9b28diGkbp3Lr7Nep7YyPaCCJ8WBZT1BK50zS8b9G2ioA2e+2Pi+36LQjX28af/snv+NPnF76/rbw4fqA45fm23ZjmyOVy8U3g9fmcew/AQtT71me5y9X8w6Aq+/f4ByiC+vhQtJ3yAPGI5x+VkcfffvrmIzkLi7P0tlZPnXJHODGYbUK0aoVgu78C2+blMQ0ONw5mCIDm/xfPCxQXrlRVOmH3BOxf2UMFicLvfvdbPswzIp0lKr/97jPF+Q0HLDnHYM1AXTwz7IYgtB14c3Q46o5gtBKgAZlad46GaMrSIsalMC8zgUCTZPoIyQxCrRUhmAsskRKCeT3VINMpZ7oEQjtl36NAdb3BMFl7dauIHAYAMKHSLnvPAVgvwMjwv/Uc99LgG+/pqTIQQtjzSQNK/Dge6e8HhPdsIMbcORuQYTAmv39bsyRsrdUavji8DKOSr2yb5Vu6BqoU1t55fnlm3Srfb1euW6F2WG+F4p7GaEqCTinVBV/vQ4GveQL7534iKulHGYLe+98B/o7//+/xexJBHXJPKd0v/uollABIb0y4eGgS0xdsjRBPNeAAaZ5JwXYlCXD55leklLksmWWeiSF7UqejMVEQWhBCm5GQbZIQ2Talbja5tHdKrZTWKP4wSmtste5MskhAciaOEqNWtsFHnwK1d7SCSDIUYYWX20b4mGgpcF0bRQ2IlAbC0OG/1ssgXm/33IP3FtgkvO4JtR46PRhteqeSxO6RRCHNQl6EOFn1JIfFkoqlG+Iu2s6kHWIDZUPq1VSJZcbEQsQ8tCBAsmSZS711bdAD2dmDgoQdWCNB0N5MdCNgNHHqUnIDgt1N+xA6IuyNO9qOpHEMvtA9T9q6If3CWMDDSHLflXfGCTxWRmI65Nn2sqmPpsYX0TRQtbNqBYE8R2snr7BVKDXx27Wyro26VSjWhHarpsP5xy+feS6V79crt63cNRi5vwMIEpLnGQ7j92icisOkY4y7qtO+ls7ewUPS9WvjZ4EsDOGAGH9p7LqI7trtCR7Vnfddg+EG5nxgyKdpcgowazOe54neHLHW2DNo58nyOEYM/VY5bOQCvjRKrdBtZ9VmE7y1hroGgKqy3m58//l7br+eaP3i/Q0WO3IHpj1lyPWomgzvYAB0HmvoIkYcOs1Gj55zdu4C8yCiRGIa1RKjMm/SiZv1e8QYkR58cXWiyo5hAoMWt7JRtnKwIj3stOMejfdaa3dxeldFRfZQ62tDdfBTWB5EPXH3U6vUZyKRxzHCCFWHP38hVzeasF7WG2XdaKvng4IxEF3Lxvcv11216UvfNRb4eeRsice3PIIx98c4f+YXBzGG+7LO46R5vAnDIIze79GqfHm60BQulwtPy8Scrc/AaKUtbkopkabFXWnbkWqz+B0ORKIltyzuHN2B3Q3C6H1IKdHbgRx8fnnmsly8vdhDhdaMQcdp0lO67x1/elr4/PzMdb1ZXqFjYQjN+AlGH0EPgO6AoXEfBjR4GAE9kYmcOfWj6xfE5LTiKbrDUSAlkmfhrZHOOSBe9QKYFyDSyY5q7qf8TZ6s1v7oWh/jni68j1zIeFfV8i4ngpJHIzsM3pgPnb57A69wCKfvejzOGdR0/qvHzx2LKbz2JE7Z/EFGqgprgdu68XK7UnulKXy+XbmWEWryapxzF/EN7c7zRvloKMY5vsV4/IuiM39rPDK3vmUNU0qoGK1zFNOoUyLLsvCrX33iw2VmeXpCgBRMadj4BtOeBbZdMLwiRH0ctRRqawQJLNPC7WZAIOW822Vrk65l75FQtZi5BzwBZEi8UgrheiVn5enXH3h+fqF2gyZXdRLMwWjZMQ9BlF79XvROcrrrwxOwjwevsw8DIDEyzbM1YokcLcwhwLJ4h7PVnEUDXYQQLNEUPctvx7XQoTuk2B6JGctDo+D1fTwW02s3VbueHZ3dIxiJrjPV/XmMRKl2Ix9967vvxEe+YFjuzkW/DHMXMSTrWs0j7MHCs3O1aGuGJv3+ejNDUDdebp//f+7eJtS2ZFsT+saIiDnXWvv8ZObNvPe++3j1tCF2hAIpqI6IIgjasSPVtdSmFjarsFmt6r6mIIiCoiJUTwrFvoUotsQCKUpeFT5vvXvz5jln77XmjIgxbIwRMWOuvfY++2TmlZMvYJ+1z9rrZ/5EjBg/3/g+VAEu64pc7PxjnPzxMYr1uRLhzXLqcN4jJL4lDF86PltD8JyuwfiasWoQU8J8OOFnX36FP/yDX+Crt29w/3BvNxgmusnEtmvVCvLEkUhFEYAG0HtQwQhnElXUUnH/YGITXaPxcvHjrDgejjhfzmgtqNmTUjlnqMf95/NiXHYpQZcF0wr85s+t9//ycEGpCgTfOZUBaufn+om8CXus62o4AtVdj0Bv6W18+SEY2KftDk0roRSvUEwOTFJnGWqf41+t/k+HswYwC2IIJjnHxutwrVzUxnOGQEVNs6+9b8iCX5N0tkFEEOcAEBFLQoo82kV3GpUvWBS3PmN8v2JbvEqAVsH5sqDNmVoUSxHcX84oqrisC4SCMWsHBov6++31jbIMw+e2547HTQr+uXMYN8kWJjRj8imIw8/DENDHpc6u3aERL95O4tWrVy42ori/vzeUYFkB2I51OLy2zO9lwfn8gPP5su3mzl4kxXD5I9bbQghrTro73XX46IhTlypdkabkgvP5jGVdjGKbgHVdwJRwPN5Z/4R3qUUJiNOE+0tGXgAphBINxQcAW9as9oVIzJ1vYcwL7Fz5VrdPqcvEExEw7GBwGnJcOVujUpBU+16rAMDCAyKEIuBBgagh3MYdrRnxbUfXDT3a4mE3IO3YA21GYTyfngxticWWm6Ets6/PzJ9xxw03FtS1B9rG2HCmBKQ4YVlWUDDxEqkZosCyWDu3VKONXy9nazHOFi6QJCRLy/SOwTEcEBHHu8z+fWV3LZvYyZj8nJxyb1c+HMLr8bp+bHwWhoBw29o9R9s0jjaxfvftt1b2WxZIqbh/9x5zCmC28hVgC6QU292rAhxjV5gBrHRfBjDQiG9/6rtF9vyJVYxmbVkWxGiiIlytdLYsFhrEKXVQk4jgt7/7Fpf1Dz2GTEZmqezgmgGs9MxkH0fLDbAr6dweujUuXY3mdbR+AENwmsBJ+z/cOIpIb3l9Dt57yyPoToq/T4fX7HIhA+IQGJKlZEli8v8/NZ6O/fEo9r9lCJ4bt7zWjWFof12A26jfFi62140b33UScfyulNLQ57LnM3xuY70en4UhANHuprfHtsBjjLuFdl0S2vq+pZdP1nWFcIBWQkrbc4fjASlao8k8z7uLRWw4bWuj3YxAexyPoTXONNq0dgwtQQiYC22sP+KhwaasvCwLUjq4RoPg3bt3ePfhA3K1hNIUreMyNMIR3XbJJsN+C0x1dVn7ebnfYNXIUq0Y4eGAtTfH3QzdcPuGZLOQpH3mZliqE222dz4u1d3O7bS/b20TzUvYXtdc3jywCl1/RnbuyHVde+fouPu3McKHW9iWYkQevToPDXb3sn9WhJKVtNm7A/OwYdRah56TW0Zwf/6dsfvqWJumR3tuVyHzasv4fOtHaNevnYNtQj+x0EBFNlET2QQcnhq34p8YI453d12bIGdjM57j3J+7uzuBOYDiVl6sHpMFZsQYrHVYBGgegejGPzgYgnVdd1naDlL5yOJ8//49pmnCm9MRuRQX9KjIecUlr1jWFfUw22RTATmDM/Gn3Spr7+WtZ99BUWDbPXvqmgl4gu+nVR9iaEaiQY+f33mv4/p23QJ7+nO4jto4J4OFQOXGfR8Ny/UOHWOE1OKe3tMIwTZuaWI+7rj8tNG+r5Y6LHAnGrmxxMYNro0x0XfLe3kqdG5z8NZ1/5TxeRgCNZKOSGxy2ioIBCgpoNWorosY5IIYFAOWgRFIRRAmayCagmXKAwjEBtAJYHCaUBEQ4oSLlL6nzQ4h1WogoZwNFcYUO4y4KCFXRUgzzs5Zn6YDBIy1ZlSfzCar5ntjSEDwltTa98ve5FTzggzB4fUJpa5YM/Dh/Rm1aJ+s5gy4OElnFtn6AIia8Cftdmsi6k0x6v9G97oChcH9rqCGXHSaNZNwd5gyKgKrH4MYxymCtV4XBUrFHCMeOmlMhRUlgu96K1is5AgApayAAOlw8HPknrOwHT310IPg+ogwafv2GsAXC/Ouh2MMfq5zFfbdmzEaPbimxXArpOkYDGbUYhtVwmawViGEw4T1coFSwSoFVQXndUFRK4UqR0T3NPtipdvuP7A1gEXL7/ZHb3GABnSYNQAoHnsPY6L9Jwco+pgli9Roq7ZIM3gybFTQaS2Yh+MBIZrbdJgPOBwsC8tMOB1OfeK8OZwMObasOJ8vpiy7PE0r3aoM1l22xzaItH6DoeHohqsoLbattXtC3324x69//efIpUJVcDmf8ep4hLJz6qluvr5fM1J9cqfYvY4NNlz9+5tiEZECMhCDKKOs1fgLqv2flLsHIKpArSi5YjmvvZMSoA03IQBgFGaP7ym792cL8XK5AM5r0PARRjIj1xxMu+sH2Dz4GJz2U2Lkj42md1NFUBkmoForzpeLNRJdhUC24ydkYoCDLdey/e2psRmH79dYNH52ctGYl4zPwhAAuJnJHUc/Qd6yri0b3sIJw7OLl8sIISXcnU44HI949eoOUo3FOA84loOXaViA8/mC9+/fO+b+9miNQzEmhxZvzzcj0P8/JBy392+GoJUW53nG5XzGd9+9R1kFRBHMyUqDwFbaGw/kOdbf8XhbqBIAqk7prWwKwLC4X+EiI0qGlV/Wfj6m77BP1uXsPHxLxv2He6xSXBtwExfJpWlLbMcYOGAtBrCKMfmjvb5KBQkhPktLig3v8YL5/WMaAoMeNzh5YzdasHiIeI1zYQ4IQSAUEMiarVsP2XUFbP8+T5reyK28ZPykQwNgj+gbd9RbJzaWgEQEh8MByT0DQDDPE07HE7748gv8/Oe/wDzPCJ7VNvqrhHmaEAIjCiGXgvXhYlDZUvDdt9+CIVjXc/8+wBZVY0FqfQSijyecJY+2525lgKMfz7IuWNYFr16dADDuHx5wOZ/wKiVICJ2tzFqNPVS4GuT6Btrq/VBU3cIHrQWqWwwa+zU1YhIVoOQV61JQ1o22fLks4Lo1BrVmm9U9mXUt9lMLlkaW6teiMoBsIq+9oacIQphc1UeMpelqWOZ7n9yjQY2q34sbhuBWkvD6b+1zxtGSjE+BjpjZQFYAiod7l7xaXupwgNSKh2VFozZnZhhVvnVasqVmHlULnprbAJzO1SHsvD+ecdMsz9i6vxCAojb6zR0WgIjt7C3hcjod8ebNW/zxH/8xXr25wzxP1o4ZY6cGA9ChqSnNOExWMZDL6kzIFyzLBU1GC0NCrDpXwMuPeU9Rdp29boasGb8Ujerrcr7gw/sHnL9YUe8qFNETfPRiLkvbtU3wcxT1aJwJRBYmqHcWtiSoVKM+X1fBulxQa3VDoE6jph1Pf/+Q8e7ddwCs5TajoKpVUBoQ5iKWwONawNnOf9YtQbapUtk1MG4DBaYNO/9U3A7gpgDttSG45RHcWhzXd/bWa2pDecMa33I1MFYpzgKV96FkYLaFHxj63Gr9HmNH+uKPt851WZafVo7gudG8gqLmbpHvpiEZn8DhcDCtwjAhRFPWARFSioAQWAIURtMlIggx4HK+YDlfDNctBh9+eHjA/f0DGlBDyooQt9IZe00e2NxTZkZjFBtzA7XuPZrxVvRS1ZwQOUHzxXINVSC5Yl2MMXi9ZOh8gJDF6dzRgls2X1veYLjZrSdAKlvlo2kaEIBonZ7VhBIBDahVkFczduuSkRdBXq0lulbFxdGbLcRZq+D+XLEW7i23Ve1HlZCL4SQ0khO7bF5d9uvRxWYDA9mvJ9mR5lABZURlnNIBEbxbZF0odriozLxD6d1K+LXnP2YcRiDP+L6q4j2yRr8eQ8KSi0nfed5qWY3LMqWEdV3sXnmSm9QS3SlYQnw8Vtuc9s1DexLdsZEo7P5/fb7X5/cXxhA0OXI443/wNOp8mDGlgJQCclmQasCf/dmfISTG4TDj1avX1iM/uOWN1IGUO6f9Kc4otWJZVlyWSy8blisLv+a8tRXfGLmTmz7evcbW0HmeuofSxjTNuL+/B6vgN9/9Dn8pfwPAW66vwiMReTJHJl7mVCVUDfuefQYiApQFqhUqQM4L8rpCiqKUinXJWC4FOa+WFOu7nbVtl5yxrCvuPxS8//DBrsuyoKKAwlb3JyJUVtQOFrJfErCrebN3nZoqtGCaIo50ALwqkEIEiHfe0Jj9/32Npto8ZuIzMpSC084/ZjIybH/YeXzCAHGyapd3lDPwCCsxhsBtvmr9cZSPXjo+O0MQmLGsy+DmNdRf6zcXzAcjzmRSABUpRcxTxPlyj1fJ+FXt4hLm2TwF4yc0jwKVEF06Kz9cMJUJ3naHD+/f+fcaRTfxBuKoYoq1gLlnJRcsuWzPsU2GnPMuDs3DLjNNc59EVQST5xxev3kNEsHvfvc7fPf+Hb56c8KpzJicObcn6xoIaBit1wDAILO2r/lrBQoYIWiP0deLC53WirwYIcb5vOLh4QGX8wUcGA8PD30nLcWh02fTiQAcOh29KjFg3nPJPY4vpeJwOGCVApTcy2cAQLnpKxYoTSgPFSkmnBwJut3LbYdm3nMGXGNPxtdf7+zPhQbj36/fF2Jwr9TmAQdGXp3I1sFEMUbM84wMwTEYiUklRnRCUa0C3Ngo2ghD8luHdHXbOJon0PgQr6tWbc6NDUcvzRN8dobgerSTtQQSME0BKTFCAF6/eoUvv/wCb968xTRNOL06IU4HSw5yQIwB83wwfIGXqUQENTupCRFKmHC5nFFdhHK5XLDyMjbE9QvbmIgBuLpR6SKpGzqtdrx4+z4FXDEpeNIyouvl6nYzqwqWvOC79+9Q9eeuOFSfzTIDQyeedyUC6AuzeQlEAVQLylCqPZ+dgq0I/umvv4WI4nffvsf7Dx9MF4IZ9/f3m+Gq1YVP98e1ritKNWr3holH4u4RqDbA2IZf6Ncne54kBSw1I65NoJRR5oLA8f9vrY9HBoSZTREKLbwwTsrz5Yzl8uPs3G2OXScL2/e/5JjHcjWzE5f8RQkNuitOtlOEQJimiC++eosvvniDb77+Gq9fv0aIEV999Q1EySjKB3KSrW5uYKPCtrOR6xG0HvEQDJQUOGAdLEFzY+1G2Q06HBNiyRAEbzj6ANGCWjPYs7zzHK1nH2mYXBaXN4PSZLQElgeppeLdhw+4v5zx5u5gHIhoZb/b16ir/+6um0mXqapRr5fcKc7axCqrIOeK9+/uIWKJLyWDaT9c7g1T0RpdtMBk3ytECoiAWjNiSijr1hBVXRMx0WQgow4hbrJopu0wXlvAkn+lqt2fXCDR2KLmyUBF+iNag+vL2D5beyjDvWkLgJVbHdgg4spOKkgxYaWCsdh8fZzcSWYAkOCptGEPKVpoMHzmS8KgscrSxqeQnH42hmDMoo9js4YCYgUxcDhO+Prrr/Dlz77B3d0dTq/uEGMCBQJLRAgJIWxiFFoNpWjeRUF+f/FSWMZlWXA+L3i4rPjdd++wLquhBdlKM6KCogWrZOPaCwMMNBBIZ1zOHyBI3u3HoJCRUoRCEaaIQxj6GSA4zMkAOFUAEHIVnBCAwrjkimVdUCRjYcWUYDRuFEz1p2rnEiAir//71B5bkot0I1BqRS2EKtaNpo0urArOyxlrWfBwvmBZKx7qAk2CoE4OqqspU4eAqgWiGdzapJ19NyZAQQjReP5DmBCIUErFFAMksPExMsBEJn/mE75W82ZiIjAafj5BqsvARUCS8UkgGN6jzYvrJpt2X65zKmNepxkV4dEgNGO0oRkr7FLbogekGqKyFKOyhzK0AhERohUrEhZZsDqlOyswgVEcSdRUtSkBrNucNtSgg6hEoNUSt6zoeYp2oC2kEhGkEHGWOtA5GtXfdk2kl8xfMj4LQ6DOCTjewFav3+IgRteRq6YvsFwyAi9gikjJkmQQweWSOwivacubW2s7WcwGlGnNKueHB3z77Xe4LGdXQ37Mn/jUEF0AKpgPDOaIEGaAavcccsnQgRa9KeuUEnr1IaYEATCfZiwl4937Mx7OlsUvc4Gw8diNhD4d5OOPW5nQXVeP6ddqyT6tAUte7bUxGCZBCcqEeDrg1TTjUBW/ev0KqIqyrPjtb3+D74ixno1zgRVIXh6spfaGIqHHO2FszUoxYJWKJIrKQ5+COE6eLK9CpACClW9VunhrKZ6VJwYLY36C8vv3NaSK9YTodr+uhzUc7f2MNpdbw9u4yRns+vczYow9DL2uLjz7vpe8iIj+EYD3MENZVPWvENFXAP4bAP8MgH8E4K+p6rcub/YnAP5NAA8A/rqq/m8vPaAqYq27reTUYZlbC26tBR8+3KMKeg03pYj37xOYUu+fB4BlufRyXkPGhbLFzkZXbjGuuOR1s0dTSliLdJqvUrYuuBQjzpcLlvXe9RPsUloiZ+/WaWxNJqmDYmLa4s8QGLUKJpgIiFDEWsilvQzAIjCMOrlE+qhh0BOCaHBtsh6NTm6qvUsS8NZVsZJVjAFHir23IoQAEiCnCwjAq+mId+++M6OyrL06wsQIGhyvEVD8OMb4tNYKjgGTKM55wcTB5eP9uBigEBGC9UowmTpyDPEmqzGwdSy21vXr3f/6tW28KM4OowIT/H46O5MGVBVIli531pChIQTAPczr71z9/zsQ0A1cwZh/msMEWbd+gWmedlWszfMJN7s7t9eFEZX+7PgU8/qvquooW/a3APxPqvp3iOhv+f//Jmx9W1sAACAASURBVIB/A8A/5z9/FSaM+lc/4XsAPO4SCxRRq2BdCqaD4P37e3NlHxZM0wekKQEakFdb5I0ltiUJgW1izNDuMraFeTkbkxEYUHEREraORNXk2XXTRkwpQVXw9ou3ABtQx1xiazsWD4xbQq3kBaaau89mA1uSSMQEViIAjgmCiJwraqnQaAuebwiCPsIoOKAIQPcYcs4oWQ1jAYBSxHw4IBxmI3dNB4SQcHf3BjNHrJcL8nnB6fge6/GM13d3KKXgsiy9QjJm6EUNcty1AN3w5lLAKZqewjliLYoCq1JwYBwCQUNElYxSVtQimGczuvEZsQ+mfdXg9zlCjOY5XkzLUdTo4sYFn7PTvccEZhNBbd7DdWs0sM+RjGPMQYH23vHHSHJ/6Pghfta/BeBf8d//cxjN+d/05/8LFzX5n4noCyL6A1X9f576IIJHaSK9RxzAsAOPYg+MdS2Qd/dIc0YID9Z0FJxZt5o4h3HdjUCMlqhKeF8LVI2+7DgliJjbW+qKeJiQ/XvTgREkQUmQMCEdAgKb7nyIAXNMsAjG6cbBeDg/YEoBq0+OUipKTY4xKB04Qu5VhBhxOh7xcF4QEIG84suvvoCAITWhCEFocYkDBhVLDHIIHSE4eqUtDLpmLAohIKkZxSnNuLu7A80HpJhwnGccDkdIVbz58gus5wuW6YySVyQhJLIS6nE64Hx+QAzRVJSreQbLunQxmvvlDFbgUlakUkAcULQam49k001owjUErFpApNYnwgzFA6pUFAWmaN8TYkQihhTDGgDAOnTYjYa14RK6sM112REexgzhzPX6GueNqCLnrb2YiY0DYcw7uOc2RQO51ZwhbGFFYrv3o0eidVv0DYV6OBw9nMuw7s2tRNgUllvJus9pBcBhj7O4pjf/kZuOFMD/QBbI/SeuW/iLYXH/GYBf+O9dBNVHE0h90hC8ZBAbyJi9rl9FcFkXR3HZTrcsBUDoZTcABkX2agFg1jsFxxG43FcpBVDBlCa/4Yb+qKvlLY7HI47HIygIjscD0jTh7nTCmzdvEJMgckIpRlz57rsPzkRkcXUpBefLg5U/h+TN7B2TIURM84R1WRF5gq4r2F3sCkCFAA0QFDMUFPcJwuvrRENnIYDGamyhiVU+5tk8m8PxhBAC5jThMM1dRyVSQA0Bd3evoSnjEiLKunoLtYm4Ro39GFJKnfG5LcRysZBkPMppSt1bA2DK9NTwImasiRzzQdx5JMZxa1d8KiRoHZfj2CUL+8G1XpL2OQNFWhWMDWRbFWRIAPs1Z7JW+nmeobVA2BbxtUp3CBtF2ecyXmoI/iVV/SdE9HMA/yMR/Z/jH1VViZ4qbt0eoxryK1dDfm40SWkhgNU73chDiPPZm4iMluvV3Wscj8feiNQ6E60v4WTxmoOTzt99Zyg5yR7HWXY3TQHnhw9I04Rvvv4a83zA4RiN4SiZsKqogHTxbDJBiuLrn30JSMCyrADUyUGsrGiNOhu7cRulFJzeHABEIGcE8rLmWrHmiqWQybcH62LTp6x8ozAPGwEpB5N/ZwREMrf6dDoiTckMJBlvIAGms7CsKEsGW4EEOVeDx3JAZAFNM+a0105oCMZcClZaoSI4hglgxaUsHWJbYbgLHoRep2gG2mTrTQTFeCXiFgYMp/iUIcilYPYwsA7Iv4B9Q283BLovF7b3AZvUXnuuJV9FrPxXavHY3F4XYwA5ies0z2CJkGzztXE5ni/n/pmR6j4M+AzGiwyBqv4Tf/w1Ef1dmMLR/9tcfiL6AwC/9pc3EdQ2RoHU8TO7GvI3P/+53oqlWs//tWsFAG/fvsV8POCrr77CV199ZQvck3rjz+Fw6HwHzGSJwwKUdcWaL1imCa/fvEFZ7x1FV/Hq9QkPDx/wza++xqtXr/DlF18iTQmvjp7sC4Tj4WCsQVVM/zMrlmXFumboqljT2icWkUC1YF0tg38+n/t5xmSyY5wSlqWayq8vrLUKLrniWIAcIgIreAAM3fQKiAYeQEKKCUSMQFbO5BAQEyNEQgAhMkNzQVVC0QXH9AopBEAJa3V+BxAYBDhrsfpz9nUECgRVcck42ujeakVEwFozggKFGnGJL4LIyE4wwyrWFRlmxOgZehFIYoSBnem6ZGjneVsTYxxVrBek935cVYVaP8OY1KsiWNfF7ttSes7j+rtLroghoBEOxBgxs4HOxB/TQKfXRvc0rtx55i3HcJ39jyl6G3zs7Frja1rF4DqR+rHxEln0OwCsqu/9938dwN/GJnb6d/BYBPU/JKL/GpYk/O65/ACwZYBvWfvmVrVMq4hNmJwzwmQX93Q64Xg84s2bN4MxiBtVl3cdrtk63LTSJhTqhiavGZfLGTExVAp++Qc/x+uvTnj79i1ev36NeZ5xjIZW5GA95lUFmicHJQnO9wsWXiC0oIHoahVUyQDZYgpkbcCl1MEYBGMUmibIUgEmxJRQa8FlXbCsCSkEw0e0yokIoIqnSkRm/AJYjZ0o+AIgIsRgQiux6xMSaik4HE+QJaM6bLqsqwmzFmd0qqZUPCbqmkSY1grUCskZeVm6GAykGs7+xjEGBZzq3+jYnFRGxIxAiC6V1nbiUkBD9+KnjLbREBuGAo6lsDm1vS57aMhMN3fsZV36+4JXR4KYFJvlfwhgAnPCGedOd3+6u+sJP9IN7zAar48lA6/7X37M8RKP4BcA/q4nHSKA/0pV/x4R/S8A/lsi+vcB/N8A/pq//r+HlQ7/L1j58N99yYGklAyz3axc+4NsnX65FpAIJBcICO/PF+QPZ+T7M+Z5xi9/8StwtEz4PM9oCrlttAaavCxYlxWlLnj37h04AK9eRxQYYOn111/hy69f44ufHfHq9BpfHF8jxRlQ6+xjPzoiwRoBKHURFWFGBSOhAqIIZcVCjCoWR8YQjRtAKyq8KYgsUTkjowagVjXIc11RSVAOM2oiLLxaeS1Gq1szQYmd99BGVwiOBZAVTO5leI6CmRCSgkOFanF9gAAIY71UBIkmeVaAWgilAlWsSauKolbLtLXrGgKhevJsrRWXnHHJqyfsMhAYaykoIlDaJnJIDKkZiTx8aTu4KBqzcmyntQoKA4EjTDvyqnFHBPM09ZJeuw5VbLESm4S59Sh4Ixts161akLm4crVVCJZaMIVkXZUEZNj3a2SwbB6IgiHJF/FqCkU0JUg0wpeS2GQpqlUdAjEmjqhaALVkn1TrTpRcAO9ChXdttsFMXU+zrQULfQQHjYazCAbpHnk9nqpO3BovkUX/hwD+8o3nfwPgX7vxvAL4D158BNgymzEE8DzvSEFvkU2O3HWXywW//vWvEULAn/7pn4LDZPmAFnPKRhTZwDysjS1XwQGI0W7s6S7iq6++wF/6oz/E1998hfmOcaAZMw4A2Ht5HWsKIIBxYMYSCogVlRiVjR2JiByJZwvO9E1sp2MIqtiN7zuli2sGDqgoWJYFi5f7DvMZU2RruEoTRlkzUSs7WhlPN7JSDPBdDyOYjaMBcG48zQYbFntcLhdwDZBs8OSSV5Q1o1bzpKoTkqjWgUshIhfrWbgsi7nS+YIihsg0XVSB0GPxkFIKpnlC4NBDhBR/SCHLRlOxGraTR6NVAaoUSKwQIeNY7IjFjcPhpaM1DYXDjIflgikmvH37BdbzGQ/1HtA2n1sTl51zqxAAjmWQulP/jl5pGtmfY4yIABLcEDA669X2mbWTunxsfB7IQsBhsAWH43FHxdxiK5F93NcESUMIPRFYSgHHglKLsxI5Kw8xcjZswDzN7pq7y+7qRjFF61345mf4+S+/wWFOONAEu9wjkw4NR60gVAS17Lx1mNlObovPjADIus5UDDGXl7U3BDUjmDjiks8msCImdnF/fsBlueB8STgdJ8TI0GBqxxbvtg7DDWJsh7jhDUwb0MMEb5VtYBQ17DWkqj8a2Wt1HIVqxVoW7x/wEKpk5GyyX8wEx72g1BW5FqyyAgFYs4G0QkrIkjd1dx9NJVmqdJeZmcHTHjJ8Cy8whpFjfmD8va5rrxq0hGH18nQb1jRWIKwoRdE6XK0DcJ9/Mdr5fSKxjerlxujdp/CuV1oJKRhfoVZBXbOR3MjWORijsWU1BS12Ne1xjB2vAHZGI8BAQ+IlUerEsUan9/sAFP3eBhH15B6AXscHtl3NsuX797Udftd1RYI0BUxz7OIPLVl4PM3+WabaEzFjmgin0wlff/0a33zzM/zBH/4Sp+OMAw4wDaUmUaXDoxN7tE9jBjUV4iqeVV5NBUcyFIYCrFV6kq+VLRuqsJTcpb8IhskXITx8uODueMDlbIQrB7KSKFpPgQLbL4+vaxud2EQFI325enjSGoq0Foi79VoEa12RS+7HeDlfuos6jlIXiCou68XcWO/REJhHoP0uthBlXxfv3trg84cYO+vwU+OlIJtmUMbuPPNmBCIjLoB237exHW9Ub+2nRWTMDDiLk5QKvSgQCGlKqIv0hjVla5YQGVuLPx0o1K4dc8CTXUzA7lp+bHwWhgDY3NlSK06nu67OI6q9y+Cap27sQe/Q39RQgLUnDlsL8TRNePXqFcplsXAgAG/evgIz44/+6Ff4xS+/wZu3r43+vIUDT5JpttYUAQmDtXoFQfrzaz5D1tU8nkaBVgWo1QyHFNyfl75gxSqXkFyxPJhk1ne/e4d5ijjOps+wsKkKhRDg5sdCBGi/PkoDDJVaPsNFZNjVk0RBWjsNWS2EkgvWrKjZjMG6rihrMZGWUvHwcI/L5dL7MLbO0K3W3jsbtaJoRRB6ZMCbslTggDA7uKi3m28191oK9COT+VbS8Fa3Xq/giJG9NGi5qDc2jYZgcMsbSnDcmDZD4J/pLNEtf2GgLsWlZpRKXaBFAwPCO2GVEfz00sFDZeBjhuAnx2LcRhww5sUbTwDbHaB76zla08ZVb11XEUyKGBnH49Qx/ofDjGmKiMQ4HBI4EKaZMc8Jb96ecPc64YgIxgnGp/PcaJ5BgEBRVVFUoLB2XVMpBopkz4YrqFonoPUGKCIpJNgkKt5sY4Ketqg+PNyjqOC7dw+IMeKX8xdYdUL01tamrEM6NCDBU+8NPoetckL+yF4CFLE2aCMwVagbJwNsAUtWSM3IdcWaV1S1NuVcraoQk6Pf6lYBaZM6Q0AhGD+yGqx2W6DaUaOb8WB//jFV2DhKKd4efHsFjF2srfpQ4YtiyJnsXoMIe6l7BmTq2CM8fRzbAm6JSe3kriJqqMLgbeM9ZLRcDpF5BSOgyMKRNBzP7WGs0u36WM/DdDVP2zUbKf5fMj47Q/ApY3TzGmKtKeMCjirkgGlKzm14NLDKMRrByRQQk+LLL9/i62++wSuePRyYn/9iAFuYUKCe35Bc7adU1FxQ1xVlWUGknfpL1chAwbbga7VGleJS46IWIzb1JwLw3bt3CCx483bGFCpCiAaRbu5qozunljO4ca3UMQhtYcB2RxFjMRa1CS1aoJAOfiolY82rx/zG0ZciozL6se9q4WMK5ZlhDTutCcqIY9I0YfFy23OjZcyBx3iB67Gu1ih1dzp1wFFjVwIAakhI/xERRzR6DuMZVacUI4QEeSlGd5cLahFcakaYEjQQSvUGJa8KaJVOa35LFv0lY1kWK2EzgzxJGKbHG9dPT9fAs97BFW1Lrc8Idz5/0Vrnm9GXTXj16s75C5N7BgGoBdOckCbC8TThiy/fYArJjcDtXeCJb7NVVwVkKwnLYjyAqBXSG3FKx6O3BWPu46Z/V8VQk+Q98OtqO2ZeV2gpuH+4x29/+xuc5q+R82rngUHbwNmJ7VcLGVqyrUmk98vdPAQQQLazqBJEs+ceqtOoV6x1QXb3tVGWs6LTdTW/iMIeB0K05/xrXI5tx04xIqN0JiQRsarFE96AiqB4Iu8lRB2tjNq0DEsp4HUFpghEc/fXbGHbetU7YLqIt0V4x1BUwXbv2fQol8WqJ4IKkgDBHqMgYmQmSnVX7hw3s4ZOvPZ41sWSlYfj8ban5P0N1ijXKmYVLxKAwOdiCKh1lRGEbTmOYcHHxr6rz1GEHhufTneY5xkpxZ4v4ERmGBLh7nTC6zevMGMGvCDzScN56KRU1LWYStK6Iq8ZNTs4R+0mGhTZ5cwBT8DZ/9daUGBsOFoFl4tJtl8uF5zmA0r21uv6pb+vIiV3/YduwzZGCfFHl7sbBas8WIMSrD+BpP+epoAjHQyy7AAcWwjiYUHdUqcij5Js1/dIpQIp9UagMGT/P0Wwk3jTtbjOEWxx+15QdXyvxfdrN2wIt8FsHxsigtUXv/FaktegAopXWqpYO3ZX6pLa+SlijOBhI2ifaY9b5eAa2BRHfEDejkX0+5O6fhaGgECIHByJZrEymDoIpMV6BCAQAzwkDtujL34qCk5We6Vg8uMUA+KUEGJCTBHTbOQaIQFffv0VDscZhAjgcOPonhlagAoLA0pGWc8gqUBeUZcV63oxvQAxqi8RcaBOQdVsCEf/W1Wg0IS6Wrmx1AXnywUpGgjmYX3A3SvjV4wxdiKSEHQgutisfxUFNEKUbIGrAaGYHB6sDNXFyp6wBiKrgwMiK0gU0xRALDAwckAKrgoVzL0ui+kZtDVk/RVbgq2NwzztauDtcewYbIb8uV24X3YRPFTb7dMQxy/ranF0LcbyI3Z9sxrmP0JBqxnHvKxYXTyVEex6oe4MS6nF4/KxihXMwJBxTNaakUsFUB1lWaHFSq9aCgoHoAoW2ToLp2hhZe33zBM2oqjZ2K0imQEpKruOwpIzeDIjPE0zSvB14T/X1OcfjdF8fBaGAMDONVJ3j9sODzhCC+iEmLeGkF0Ma5Jx99JLkzFNiCkihoh0iAiRcJwijndHHHHAp4UEAGA3TuvGBCzaknDa/3+5LMjq4YFbfhUBcYDbNEixhVNUUEtGLRnS42CjsTIW5gFMBC81EoyZ6fEVBYCuc9AebRAI1CHH1xoBvbSGAhYYiQoNKkNulBcAUey+NY69p/AA4+8NEHZd12/vby79rfe3Qa4WrYPhqL6JtOIuw+eL2twQQkdhNpFYQkse1gEj8EzCTjb58+FZP6ghNPKcbVD0ZOXGyD0uTh3OUToasLXwsRqi8Xqot1E3gFhbP6UMc/8TxmdhCNru1k6GiBFcOcRiTekkn58yYkrOTWAsQzHYThpiwGGecHc3Y4oTAiY8h0K7OaQCxYhPG3S5Lf6xmeRyOWOt665WfZ3kXNYF5yVjrYBKBWlFZIJZPwIgmA/Jd+tNh9B2mPmJEGBoCvKOxP2frZUIkF1ysZVgGxjLFHvsBSObcYu927nkQbHoum8kTRNq2eCx7f+jKEkb0zTtXH9g7/53pSTnS3yqivTUeEohSarcBAvdfG1Ljr4AtUfGLGELk73d+sbtYnZ15/DYK7oODcYzePzaRoL6EzQEo8Bmp95i69W3hNpeAFRk3xe+Ax8Ni20UJGnlxRiDT8aE4/G0wYc/dYiDb+rWq16yIcdKKbhcLng4v8flsmCti0FZZW8kmgstavGzueCCFBgMw7yDFPOccDwccTodPUnoydXAOyOwXwQDEYZfW/MMts5BwJJ6xAxh29OrC6U2DMZovEZexNFwW0lvv8Cud6RpaBFuRmGapr6Ye6VnmjZE4BPlwyqCFXsY9Xj+2+ftKcFFDIPx1DHWJnCbuN+j5mo30ZOWiGNmLI1OTA29mVLExhllwjxLXiz3VSuiq1LdatjXKt07IXXWo2HS787TK0adOwMtZOGdPuSnjM/CENwatX4cZHG9A4hIv/W1Vtw/POzc2SoViQzSeTgccJhnJNPf+dSjs0Tg4A3k1T2CAZP/8HDGui5Y6goR50R0LAETQVb1MMFvnBZoydBAEKjTfxNiijgcZxyOc+cZHM9LboQGRAyF4Fb5SKE9fLIRENSMa1vkgDP6uqFpAK0m9gKgU52b9Lr29wCPd6quaHQ1rnMHvU4O7DuL2nkxQ0tBIwa/5QH0xbBu8XLD9adgpeFGSmrGZrv/x+Nx97WHwxHruqI6xJjDlohuI4QALvuNLATTsKCm2zC49zV/pCQpAmADYj23EkbSk+9jAPrnfO93/ohjS3zZRLuV31DP7Fa1LG8txdFcWzxUSukxp/qOYORDEcTBb2BF4BXH6Q6JWprlUy6g58kbtJcWKC4o8gDQCuIVxBmihtdvIiht5885G2e+qkf/6F6MwpJaqxhvwOwSb5GBOUWoDJJYvkCvY3wb7LopvFGW8W2XGAAICiO6JKjQppMweBvt3jTvAkAXMymlICiMTqy36G5hQ4wRZS2gyI+IQm5N3gb+aSFBqaXvdqZtid6ePELMd8bRE8wtVAN7WdDFZxrR6E6HEXCv0X5vWAqRuqM8A4CQoqk9B6sQEICoxRiXKAPex8LkMfxgPJS3prlxM2t5gls5ilbdaJ/VmI8U+5yAiHTh35xfLr7yWRiC7zueqjm3FllmxuXygFLvMAkjRICDCaBMKTkq6/tYUUfhDToC441oo5SM5XJBUUv8taQiqfTE3S5mFd2MmwIhhs6wdGvn62GUku2UrSNRpHevteMiNUMD8M1GFHLuQw4BTVi18Tg8NTbCF4O6XicFAeuh52BU5HL1t3GMz13nCDhMj/H/ug8DbuUKWNSMsJj/INXCxWnoa9gtbm/IavoG0zTh4eEe1Q1GO87Wzv3oerBpMzSOBjv2flRPXsdb14FZNwalFga/8P0tTPjpAYp8bIKdliwcw4PRarYdot2cxlYsHn8yE0qtCCLusgo4ACEyDvOMeZ5xCAekT64UAM0baG6g4bkBZkKI0Zp1VPvNCCHgfLlg3AdVFFnyowXBsMUPAJE3F/TaCIxx+gYO2q4hcyNTHXIo2nb9/ec0cpZmVFS5G4ExTLg1cs6GcvPFEREhvE+ExhT7o6rF/jHGXj3Z74Z+vH61+uIjxpQmrHk1T6AKimzw3Fs/AEBZeo/HRQtiaBh/6xIcy/HJY//+mXVDp67tHBuSk7jH5qOhZGIIi9Hg5+w6h5uqVeuyvIWZGL0aZsY0hY04pRl1TyTa65q69wbIAprILnsuyUBnLxmfhSF4DvzSX9MSQcN5NVHOo4tuAGZEHvVgd6KHLY4NnxwS9CPBtS8+luhSNHfZkIzR3MtlQbPnbSebQty5swAgxdWa2XDqbQKNoY91LAYvs7YJsHXGiROdEFkXXTcWzXA4eMsZULdrpgRVxrUDMN6bNlmbZzMe2/W4tVP/GKM4CrDoYw+g/d7adtON3E9gxvliVHHzNHnfvn92KTidTtaZGgJE9FFloxnnERVYcnbk5ONFx4EfJz2fqBqMjyN7WQdPXb22Hcf3TRCO47MwBMBV9l/xqNOwkZX24i9sQb9+/XrnNjLzLjMsxRJ1Wq2Mo1jN3f5eSULYAewQfNT1DzIT5sMMVkH59ttOuArYBm1l5i3rv3OHFZjT1L2IZFpnAwTXtAohsEVbDZIioH4XaymWwQahZHE1I4caQwCn0badRr1fgTfVpJ503FqtVW8bgBA21edbsehYZntUunzu6np9nLC1nQt5PZ4AjhFcCspyO84278MbeKqdc583sHl0PBy7p9LeAwCHw2FLWsI5L9Zlh3WIMTrCsmGAFAgMFuow6nEE3qqMbbZpabkAwJEkPhcYgRMM2LTNsW4c9HGlJE1Tb2X/IeOzMATN/RzdLGoLiACNZOi3YZe5jkf7cymBYkIMCSlMCGTdhoEV88S4O6TOBvy9x2gIJAIaAc2WPFszFgI4BsR5siRniLC+QAGJGJ5B89aVxmytrEZEAHWmmXKpWLlgTpNh14VAawRFO35u5KMYQir1bkJ47wERqggIZEw2Xoo1Y2l5AeLmMaB3MCqpey/JUIiixjYk5NLrxmFg14BQSS2YbSGJelw+GPTg5culOgciP94tyROOYpfCFqYj80QEFeIS5OnRQu6L2JuZai59UyDfIJqi0Mj/17yk6oaRvIeC2HD/4ryLAHBeVnCckMWMcxWYgG0YQGVQCAk0NGdUuqgqAciOBewEpZQGT6B5FhtzsjYF7irde2nhBdtWgCkNmwqMLzKEsZz5/PgsDMGtYUkbBYXH7tZ1XNkuygZVpY4pn6a5G5qe3CJbRt9v6JOuXfuJzpp0OBj1eSgZqBUlGx6dPbnYwE0AEMO2QxFbybCVuiIxpnkyMZG8ImTLChvxUQVLAEdL9Fm+QEAFXVqsnXfzEFr2n9makawAYkZBQf67LXY4oUr7rLF1tnEIjMzCz7mo9p6X71y3Yv/NA2gLZcNl3JoXbRetZSt73mINfvxD+w3nE5SF+zEItkx/O262fAQACG+f+dx1yV4Nm6dpoFxvlY6Nim/8bgPi7ZvNnhufhSEY41AicnFM+5uI9hZd4HGppP1/TGy1zrfj8diNQ5skxvXWEimfOmSLq73k2cuexWvvKSJVI0998+YNfvPb3+KyLNBSrVrBYYeSZOcVaIsVMKMQOKA0MItWPNw/4HA4oChwzgXKhEQRwgoNJtIZic0DoO342rGqKsQxAAqY59CbjQyv0Ovgzk0AD0GaAShD+fC6lNiSYLdyAs/lCa7hunWohl4jB9tzNqhjA5j3O3x7T6BtrsyHefiMTUHLOihvVDucfmycN0q2wbRk3XPntxnGcZ65cYiOy4jbfXlUE2h5LRJr+5aM9bL0Y4H7hMbNudeGeO64nhqfjSFou0ojgFy8zmtiFJshAB7vOuNulFK0hBvZRDEtwhlNKDSl9AMShY9H8zwCB6xiMNUYAqZ5xrQsuDudcLlcLBMPRvAW4abBI+qtqV7vb0arSn2Ue2oag1QqcoxAqaBACHCGoo2ocHdtdPAC1PELFea2EzZcO5y7sKVBRATUPIGmTuyNOKMBGEt5t8at0mobWxbcXzMYglth4KeMNn+ATSKtu9T8ePGP73sq0dlKkbcc7vE8m1G8GbuTAKiWPFBb7J2huOVTtCW4TQRVRCDUvLFiIZhETBzQO26vEuU/uiw6EX0BP6qYNwAAIABJREFU4D8F8C/ArsG/B+Af4EdSQxYRvHv3DgC6OtElG4i0anWq6Q1B1XaFxsJCRJgcLQhYxteSWJZl//M//3P86le/QM4Z8yF9z7Ih4On4zomvTFYuCwQNATydrBstn6HB4su3X36J9x8+QHOBcnBUIcBq1YE5zQjRVIKVLAnX5NpHhpyqVio65xVcMzQwlCfURTEdJ1A4oAwTNwzEpiItQ6GAWCxvWo+M6yqIivRwQFVBtVjpMTCWkjvFVtP/a25re253tQK74Ibj5yNDXU24NQhJYKsAtCrAlRG7XozbYvP+h1z2bbnDsMXz+DlmRi4Fx2PafWYzSo3pytzu9h6CknXEihg3Qk8EizpGg/yHN8XjVl1pi74rV1u2kWAAyjhvwKNSCgqZwSnEKKuxQQMBKQbEQ/ISKPUKUrt414v/x8YR/AmAv6eq/zYRTQBOAP5j/EhqyCKCh4cHAOjxjnrCqHWNhQEZx2Gv5NKaZGIIjvveJtDDwxnMinWtW1LthSf97CCbGFaK20IEQBCnhFRM+CSGYB1kqhvhihMwztPsDMNWf27hUccP1HFhB0dOWqLJejCiaSssBSGUHnvadaRduEXMfVJ2t/4G6N3yBWqdfaqmw9g69q7KiCJ7LMBzw4yRjWYEcoM1j5j6G1vtp4Ybt8Z1DuNaHPVjnod5F7bIP+l7qX0HAcIWHQgewZR37wmMoOzdtAJQRIjWWn4tF99zYgMRzHjMLx0vUTp6C+BfBvDXAUBVVwArEf1oasiq2gkea63WyeeTROHXb/AI7k6nHvvHGLshmAZNhPZ5Fg/aRQkcLGz4XvmBR9fFgUQMDgEUo4uFOLGoE4wejye8fvWqC6O2xRSCkaxOcdryHFe1+Vvx8boC7EkmIsY827keZE+v1kRjO4uzS4mLaqcQLzcmfgMrdYWonA3xOKAMeznRf2hY5LdGq4K00fIC4nDxj40nXfRPKJmNi77Diml7rnktz+EiFLQrTb/sez1Pw9ZI1o3Bc+8RgCMhVgW8/GiJ7wNCiP1ziRngjaDUzmmzqp9iKl/iEfyzAP4pgP+MiP4ygP8VwH+EH6iGPIqgnk6nRzHZ6pz4gpafMyKG4/GIw+HgoYBN/hYitIaYWkrv0x4t/UaZ/sPzA8wMZe4NP6NHEILJp6eUMM0Tvv76a3c7azdQrAoEy2a3uLXrMAz89aLSYcaA1bb3dWRrtc7ZeOxVxUheiuy0E1rHX3OHxkTfNbMRAFc2EgQxVuOWcLxcLjs1ocCW7Fxcj+8WZqCqAJFBZcsntHFd+usSZ+6i3woPru9DYxm+FUZ0JjdnDu4dhENvQWv6uoX462GN8xyQV5w+NW/Rm8tkM/Y9EemebGfuZkYSQYzGksFxQggJKQ5aHcxWauZ9graBx8TxIy8dLzEEEcC/COBvqOrfJ6I/gYUB45d/shryKIL6s5/9TK9vZIoJuVrbKAfuQhCn0wkpJczzhGlynQJPMradDECf+B8+fMCbN69gqi/kLbg/TqIQ8IjQTLYn5qh7KtUXxzS1Y33feRlDDDvO/FXWPiFvady1vAih9s8vpWBdFgS2THgVyynYDuF9EHaxP3oeDYw0juYFNAP7XPmvAYGe9Qz08S7+VFLuY2NMWLbRrxEbsUrgTd+QYvpkvcRbI5cCwb7S8NxoO/itbtrRS2FgZxjIQVEKRpoP4JiAah2pk8OIKTAKUvdkqvNKtvFjVw3+MYB/rKp/3///38EMwQ9SQx6HAt6ZxtsNDowYGIiM+XjENz/7OUIImKcjiBgxTCBUB+cQUABGAGuDy3pmNmcErQhajAEYGeg8vp86bJqrWmpI2eTTiIBCQI2MLAzQwdy5QFAqyAAoeehyWaBglLpa1xqTJdloy120XbNpJbZhlQRTVso1gwLh4XIGgmIqM2LOmA8zci2GZAwAZcsHBGJUL38WsvyAylaxCSGYgGnOfWcqHgootiYmmuImOz5ewisLcGsSRjLWXS3Wcx8FQNnX/2O05qRKtuiq7OHEbTTa9B7uiHQq/AZSSsSd0UqhOEyThZxawSCIVrtIqL1c2I5jTBbGaPmVqoC3dULY9BArMQQBKoyqCpAxTwXx9mQuVh7WrREp0ODao3V2ZhAajgSIFPruP8WAGAjipC3zNIE5mM5FBQpbVYHmybgSCcacRfqsYd7dm4+9QFX/jIj+lIj+eVX9BzC9w//Df/4d/AhqyG00I1DFWinn4xHz6Yjj6YjXr1/7azYwzpzmR+6PVoD1MeSyx4Y/VtnQcwTNE+AQrDbPW9KmeSrmEUxIMaJyMUm0ttjH47lKXYhKD/Qae07JBRKk9zHYIjLY7PF47K4haCMlBTxH4LOCVBpTXleFflJmfTye+mmAoJeMZ8t43rpd9TGYp7narYGJaVtYdj/sp3kEnwYHetkwcZimXKXPZqGtIWlDAtKYoyCGOnFvCAFM5ErQDl8PZhSmwwFbZ2H0qloxuME0IYtCgnkETdrihUWDF1cN/gaA/9IrBv8QpnDM+JHUkG09BSR331KMOL1+jcPpiHSYMB8OSNHiZKaIeT6gZAG1Wrzj2ddlBQ1di7VWUNgAISFGp0D7vnWDPUKxLbiGWwCA5K3AWhPE4/95nnE8HPB+qPV2az+UCEs2cZGRGQiw3bV1+cUUu1EYY9qcs01McTlyF2JVeF+Al7O6AVM/j9CUhrZYnb3xqfUmCCyBhYDNG8DtRXzrb7sryM6INCTmtpLd48HM1mcgxumQUkKV2luVY4rgUTtxyFEsy9IrEuS8/+3vrWO1AazGMfaudDSjWxLzNhgP6xm1mFBqrQWlaucGCGRJO5M6s2pBRbWFH7gTl6gYsxHgGgTNkNFWFiSmHgKb3mXYkamSCiIzBGYQAhhTAIQYVFso/PHxIkOgqv87gL9y408/mhpyGjjwDscj3rx5g/k4g2LEdJhxmAwjwJRcPLMYPfb194vBT3NZoVIwDRNjuySflM4YjxSWxt2sOklj6OGuLxiD7fzmEdiit3ZRY63JQHf5x5i5EZcAeGQMGo49+sRh2XIqpRRTIirGkKQiqKSgqmBseILGoWDXkSAD+nAcotp5TCx3IN0b+FiZ7bm/PUdPf234RL11GUDJW9zLzB3a/Oi7wz6JF+MQGvjzo2x4+y7FBuS6dVwi0v22KgJpfRwI3yu/0TyBEB5Xr1KMHXbO1PJjTmjaSE6ad1iKhRMKRDaxlThNrkQtoBhu3t9b47NAFhIzDsdD7wk/nU4G1U0J6XAwCvJpNiDHKpAbbDttiG7kHnIVBtAzk/Tlwy0xt3RRI+YY4M6ohjty9eHAYUdsYe7s8viTiXsF5Xq0HUKqGYoxyVZKweV8sdbYWh0paJObZCBQcchg4y5UfQw4aUkneMZ+WdduABrUuC2ip7Ls7fiux3NhxSNDIHIz+cjMSDGhFFOPild/GyG9MVB3jZtBoKFk2L8HRlZz6/AOh4OFYHkonQJolHQfC6duDRNEYYQY+sY1DhVFmhpoiHv3I1HcXX+R2suTgYDIwJIN2wERy7G9cHwWhoCZ8Ob1G4iY63d3d4eQEo53J8TDjJBiy9EgptZbUKA7vvctHNg+l1Fr7gt0Q119X4+gf7J5BUSmc8dku6+oJ6i2voEQAhASOMw4nO4gks3lrj4hh5u1ritqtgSi1AYx9fN2tNutHbfUM0pV5PIA0YhAAcDhumO6D2stoD6J2MtX0gBPHp8+RXXVFlDLUTRG41uAljERmHiv93frNe39SkCuG0Q4uEEdXx+YsSxrRzbu7hCz3Zd2/fyxUYN3YZl17doIzLQjUzXD1/oZoi3QGLAUwUQzqq7t4Jzmze9Y82ZYumQ6YUONMlUwqxHWMiEFdio9QogWUsSYdu3PzIZMZAZSaqHhRn4DmPfGyEjzjFwqstQXB8GfhSEg4h4rT9OEu7s7xHkyfrlgcdKy2A0pWQB43dzv/Uiz3UZLosVou4QBZQY8/vc/WjRD0sqR17vq2IzUSCxTSjgcD1gvVzz+gzGzGHJwr+mFbqcGlKxYLgX5UBFm610Qtezxo4Sq1RR7P8H1CGFTT7o1WnjQFv/YHHS90McdrMooVvv9Rx0meHLswpajyJimlkTezqF9Z36BZuJz4U0uGSJbReUlw8qBvPE+em6AnUGaybQ3ulw8h27cxhLjHFIPi2I0jY6mZj2eZ8PQNMGZFx3ji1/5exzsvQINJWiTzNh6G7pwnHC5uLrOVVwnV26WxXHWfFScZNOafYx04/vjCRxTvtmE7nKORkDcnQ8xIqaEKVn1QGpFCFuptDEEz/NsDVfr47BhPM+2CNvvpQClCC6XFWuumKJBhOGJ7M2FVQudnHCk1qvOz9afINqh2tcAoUYJB2DH3tPDIpGbv5dSoOVxO/H4/nae5skNQKPBzjbcBVgGUFDqZJ7xinLs2ksZf29GKVztvA2j0f4uIkAVKCmQN+NtuBWTQBewczUIYgoQF0xJKfWFDjTmow37Mi7+7kUOxywiPalZiBDdM2m5kraBruuKeZ5RqqJqO4+XI2g/C0MAoGdIY4w4Ho+gmwo4dYhXgXUtu649YKsrA5YvyNni5z3l1L7R5oeMloXfC7RsLcpWtrQ+CKMityqCypCZdkKMZVmwLEtvommCoR/D2rdfRdxjOjqfHW3w01sxwghNNWISgzl3lBszVLiXNVuOoF3LWzvnaAR+n2P0AsZy7fjd188DnTdl9/c2RgPHvHmpzIb7eHQMvoADKSC0YxVqfACMx7mptvtP07zBnf24m5e1rtv8CA6Oah/P8XFfQYyxC7DWcnvOPDc+K0PA3jiRprRr9STdsOUi4k081kTUkjbEhJKLSYR4QkFFsBS7gTE169g6xH6soSDSTpJKpAg9I69gVu/Aa1badiwrNjVZc5vY8zwjl1H8kp/M1O8MQbWA57t378EUcDwejamXkluJx24sYTOa7L0I1OrXTmTKYnDXVjqUVXrZDdiX2dpVbWW9sUJA7plo544UKNmP1bstF7DHpoqFRlpvNiKRWiKW1IBKwlsjWvOWVKpvMM8bgvbxO6oyF6npn0WEa2m5ZkhDCFAoKnT3t5aUZSLMhwOaF8p8GxI9ekutkxYYCHfqZuAalfz4GhFBBGFZL8glg8PLBX0/G0PQ0G0xxU7WUYdMLeUKXYs1uIhsNxmCQAKpikDWN79PGBLWcoGiGia/COYoLvf1Q0YrxheAKogEHAxcEmHoOUSGRoYWYEnBEp0hYk4HXJYFQEWKjMATqqDX+u2cC86Xai27tUCU3FCGDcur5hav0rZsxqqMUgEpQIkNWcaOMHG+QQMYIra2agACQiHawYxFFZQCpLg7HBhx3nAP0WnGIzGiuEGzlDoSLDnYLnNQYKEViIBwdbIuX0jFwrfAAYeUwMRISj3Mk1vlQt3g5cyMRCOE2FznSLGX4Co1DEO7vtINWnP1azbloFwzCqzprXhOoWpArgVZTW5NtXY4eRHbkEpt+RGCcusbCJ69F8zRDHuR7bibR9BAZy0kobBxXTT49jSIpEQGDqcDKE49vCylYL2/BwIjpITL+SeWI2itr+NoVFT2+4Y4bLuYWqDVX6u6PT+GByB7fy21dzZKrNbe+YO6EB1cBDajQgBcM0CpwuMFIAQgBqvphgD2RwoJRM5lRwIiwTWATlQAZwhiWKsyD4zF7KItgfeQ23VdkWPonIJEls9QLxkK/HHYkITxUfjd6IoDW4w9TRPIOxrbR6SBI6CKiaQGfbxDiShCDJgPd2AmaLX/B2xoytFL2t43UIurgKs82u0jmZepkTGxwdVH0dT+WT3mV++MVIctK/gGVd71qLWA2fJbxhXIHhY2aryPf0YzANcufzuXa8xBgyg3tamcs6MSt7DBDN1PCEfQgoC2k68590XeFGlkWODVNd/qsnTXtuHNRbX/DqALTOTSpMlWlGP5kQwBo6kVQwEmE95QqtDoYheZYEwk5PLsE+JxRtTck58V7t47ZVWLf6MDSIIOABNuiLo9LZXFlQtKKXj37h2O82RuvYtxsGyZEYUZheYNkIMKcs4daWjoRyCL9P9fl2GfKv0B2LXrTjEipohLHZJyDpQZ3w8AR95cXmLzhg5xc5M7G5Iv3lxMKDcw97vZPouwFWArWdNTYy/mIVlr52I9F/b53C/UcnED25WVTDo+u/cgIgghIlfv9mNbpOoGJSX3DKRiWR0DAgYQB4bqvd6Bfc6eh3BKmxE1T8G9KXe5Ukob+tRzCvP0cjHUz8MQ6HaD22iLpJTiOnUb6m70ABrAA9iXD9uwPnxFXjPE3Sd5Qlbq00aLigOINpfU9AY9wcRNbozAMSBMCWFKmOcZEItBW+JNqN3sjRTUINd1P0FuxMvbTh1wuVyQpggj9TQWGxHfLdXrJe4Z9M48sufq5snfHNc0X4cDe0j3WEtiTJBVEXCIOKR9dp5dxLXV2pkZygSVLXkmtB2nXWH/TH+Oh88MLZnWmIv9HJvK8Dj2yVZ9NP+uX1ddOm3Mi3TxXnieiixhF8i4B5oxMIKR7STYAWaj8WzVi9ZD0YRLmidAO6M/hk3aPQLbPAiTsxwxxZ8WslBhk0Fiy9pa+Wz1OqiUgpxdYFTqI1ery0tRSxSOC516Way4AOlmCCp+mFcAez/bzS4MqBJqNfo/qQqlZMaBFcAFIR4QpgU1L9CQDEAiFYEj4MKcCGzaDsggB9IAZhgMF7BRYccpIrp6dIwnrEUwzXc45woNCoIiEJwwtZU43Sqwh01iidc0GasSuwBnqW2ySS+pqQq0QWRTNA1APMYjtJIvMSG4ZyOKDZ/AhGXNjrDbpuFaLKyq6mpRTpTSRuN/0BsWqwDO7GyGL7XOzeG1yqF/ds0F6n0VdV1RVBDjZMfpik1TiDhfLhCqEBJUshxADQGXsqCotSVbP4bhA9RLr6M7zxwQ3QBU7KsZjRPB/uYVAMD5O63aVEvtxqDByEUFuWjPD9hNmcAExMBGhPPC6sFnYQjaYGZczhccjoMrKOJJmG3x9/LgdT4ArddAOllpqTb5qtR+wYpWCFW/fd/XELTvZBAsOURgSFUwRdMFIAGUQRRAFBDjBKJLjx2NpoygTfQEAHTbJRwv5temqRttpTMDlQSE6JLjYCQB5P9r72tibFuu8r61qvY+3ff5GbBhACQCLBDIE37kARYMECgSiSJGDGJFIgOkZJABkZCQrEgZwwQwEkJEQUhICBD/kQcg4jB2Qn4ECsbBVoJipAC2wfa7r8/Zu2otBmutqtqnT9/b975+t/ved5bU6j4/fU7V3lWr1s+3vkWERRlcKyYhMOdG02ZCR4+HV6KKT8OawTBWK7g59Z9Pymo8SUTFSsj5+s4mJu+ZeB1vcCPHQmCxcFpZtO8lb5gC+y1krt2yFCt7dguiUj9SNCwLskIizgUQAStDWZEoYjbaOCNTTtYOfZDRGoisRvLfOZTDPDmmhhx6n9pmDyUQGbPINJhrU7A8R7OTB6UIyCGeiVMzj5+UQ98EDuM1T32F6ZSYGjWWihjzTinQKRKUiudLJ7bk5nXqcKC5B4CxELUehQPgyEzhBB0sk4gBALhWMh2prlEJGL9j1OHn1iqrlILCQJkma6J5NMWb4FSbHhBkUGr1gJeeSHm1/ztuCnrLtdj89YhFHI/lKIj5VEXwFiUKnkCnlVO4Z6FkokeGsCJx8niFKQJjhvK6k/nILTqhBMIdCpIdq6LNiP6UbYzhcjRMTY8vGMs02kF4W3kYikAdpfYG8Prrr+Pq6qrFB0JsM/XJ1aM04SlhJr+YVrC0rMbCW0pBmQoYFYSMZ1cEo/Jw7azdEtEIWAYTsO/EgBsTdVo1ZICQcNgfNjcWAC7n64i4sq4YC2uYE1J0uXGk2ptXe7z22iMUAYooqBDGfWqWPW8b7KG3PiemZsLX6nEa6RmDemKRHUOS0wlUW2xs65KkVoGZYkxRHaTtWpqfuyVnGe+B4favb9ab/P3xtQj82QbrYLB5nrFLbCzRIjgsi9OJF5CKpXmXBfPFJZBgKTplpKog5WYRTDkhsbkIuQHLHBPgtRnhEjQL0CHpkTJsfRZrae5AiAULGZeXc5sPALAylmJW9LIsd0dM8iIkzFHbQDdzyt8kW6jqk98XCkS8CdnzQYviv05f5iD5iEXXOADQT4OLywt86fBFaLGculGNbedu5KLdNQDQsgU5Z4Ms72ZQytfozaoS1iK4Oqx24mTLZZ8cbwS91K4PiZ9msuVGiLH1NmL96ql0d42ZTwapjqHMmyvq7x9dFhEB+HS5LivfaHUcZyKOX7N1YMG/UErxPzlnIJnTuEhxxJ4Fq1WPSFhjzioAonYg0oYWm0puTV1eXCAawzdLIOe28dlrD5pye0q0n4mRpm2FbUoJy1JRaukclbeUB6EIFAomRUqASj994rRVEZDaaUuixgEgtXmrNK4IEWQCCiogwJwIuipYMqgk6CLQ/R64uADlCcDzkpneDFNOHuwSOC2YRu+Q1PjuEjKYM/Za/MQFsgLw3n9A4H/sQa12Wk0XjzrF1cUlKFvwq5BtGiWBcsFyeIx0eYmqjDdLxSMAnAik1ZuaVFSlZlXV4BN010bE0IqVViC7gqIIytr3L2UxpOE0A7rFDRzWFTnlhpMHAPZWauJW0yllQaxISG1TAXCmHdsoVXrRzvHBH7EihaFMp9zz6k05QCBFkGAEIkb1fAWOuCJX8DxDyCpdRcQa1ICtBqysmJgg6x6JGIkAIkFFBXGyfiWJMaXslbJmDby5dozAuzzHH9ybdv2tBZ0WW1VJxbpiO4sMM5oLaJkqBphQYPcwQEeJBQkrFAXMAN+SSvRBKIJIH5oZWpGcVSiUwBgUGRdQcNTJZkF12CcA1LoYXfqyoIplDaJ9V80F+S2nEZ9PwvTtadLV+ghwrz8f6xGe5/Pjp6wr1kSYrAuqZ1duZwtVUYhYA85+wg4FMdMFlnXBHEzM7hKIGjCo3aucWpETBBBIgzVfG7vKc+nmY3akaH4i9bQLETLPOwfzeHwk9dx+ZEpCcp7AIljqapueExiElCdotfw/s9GeW4B3i7GwTtemBOZpahkhg6oTeA6UaLl2fYg6y7V6JW2RbmXFd8zT1PbGSwYoMtOScpx+xcAkpXeYPeYgTN7w81jCtOqLNrdASrgG8VvVQfDPFTB0iHEk5+GBQt1W9B2PMWjBdfBVS1lR/JTMbh4CwDwElWJhHtOZX15e2gk0TagE7BcDlZAa6izlBFRPy+W+6BIbaQkR+xgtjhFBWsNfRI4dgBpdV065zfdi9whSxT/WT2+/TY8uH3VCFFXYHh1iHjdszOoum6o2nEHiU/EGbm5gBPjiOi2HQ3OlIs1axJl+GcBRG/GUMhzECcA2RVgQ+8PeKNLyjMqC5bB4c1XAiE9LbxQzZ9SiiI7WQrCsgqcSoyMXzxMwJSzhnjIhY7vpCycIU0uVG7TcFTDM8kt5Au2XhiEQkVblCPSeFreRB6MIgMFXFQW8y23I6Ccexw/GjZFoaprdxAM1EXByEFL7nnQipH4rMSyCaPhkg4JxvEKt/hi+8W8AA0WL70TbJtZ69L7xuUCPVW+hBgCr11/s93tMyU3OUqGsEAkrIGHRgiSCCYQSOPuirsSoz07QoLYiwZPfr9V+70i21N2rFt+oZbPZt1iA4f41WIG7D4PSDsTjycxR7RBpcbh0FKZFc9PL2fpObkBA7nuPBlERtNLdUgrefPxGA0g9unyEw2HvMYXOi8iVoZi8qMgrOvIMQQFnh5YnK9iye5UahT0lbpF/JWDSZEVT6GCoRAwacQg5QWs0n7EIF/l+ifTuMcdCzvnOyUtfiIRmJ3Fy0OE0HTMEp4hAQlLmowVY2+MpT+CUsCyLMdPkFbtUYVCUZ70Uln60tKR6XXpnBJZavdyAvUBlGwhr401D3X5Om0U7SktFxpy5b7yoUdhdzECyxVxFAPGOTzlhVut+zIC5YsZK4GPXRnDRAT/YBG5l4xqYzNOMUgv2hz24O9lgAKoJhdw6U/PtBbXZBLG152TOGfn/rVpaChhuXRFgACvX2XG3i0rrB1Akui65i5BgreDIIvC2gdDAUGObtd18CUoF67qiCADKoGQbaTkULKvg0cUFagUOWKwgKNm8EjOKMxMvpaDIAi4ErQwRxnSxswzAlBovRSADUzbC3iCRTdSVMNMEA8O56a8JIPUgbre0xhhMUNO3FapydxYBEX0zrNlpyPsA/DsAv4Q7aoIKssYN02SR7WmeG6kIAEiRZlJHntXHBmBrEahUo41uZbWmiTkxlnVBKTszc0uY7ccpyIQnWwgdsS8R0GECiWHzl2XpWQPpZi7Q3YTQ+g0R6ePfciYAmDIU4n0IA4Jr5nNS4w/IqSPYDocFVaPngCHkahVkYtSyWKrUW2pXAKgWlyi1NCXQTl/xzcrZ/Nxsm2kDVom/OWNVakQYSoxVyYA2YAiRm89eVyEWGCMirLBakar+miuBEXMBANVLzgNMwzSDOHvdhJV/5zQBk1d/iECXA+IOa2IUAnCiecwXvvCFrQLOCWu1OgsBgecd3ni8YL8ekKaMN9+08mTBiiI9rd2uTGKkTNhd7gBK0Jy8VT3ABEzMmNwqUBUQGQEPu7tLZGjMmH/cm6gkZcqoXv04ErlyYmR0XkOpd6gIvJfBtwEAWbTiLwH8NqzJyZ00QQ0Sh81zzD3dQryp9WbemqHbdBQ3JcDMmOYLXFxc4LVHjzYXpZ3kCNorM5ufHC8YQUj9hGdiN787hiDmlVPCoiswxA1GCZPzuIBn/MYYL2OLOe+fYWm+KbE1LRUrdY3/K6XgcDDYtnoQD3AYtAICMlit6iZ0KkoQOc1beF2eD6FpZu7tI4NhpTTsBGClz9xBZJFjH1V81C3cPA7bgDlnFBiAp4q2Qp5gzGa2ztVWMhz1BKEQt7gP8+uvfxf7eh+rq4MBu/14CpaIGllMT/O60iYnoh0uvXFgcAeEvU1xXRMiAAASDklEQVTBwu8D8GlV/Yu7bIIKWH48Tkijc1IP6hQHujyZ4qpHWHv0tJFzDkE3ALYp4bBjVLcBrOPNzQt6VAKOWqSABluhUakFpRaQL6pIk0EVoHB34Lz1TpHVmpR0Wb02f78uSIQNf134riKChJs5AI/JQ9Z1bQQXUeRTh6xE0Q7LNjr4KPC6uVXXWNmmpbdFYzZOBgEjZ8Ixn0DyYF1K1ObT60cI4r0pLOKe2v+zFySBLaA8YvBHluHV/549YxD4jKI3UbEbaCn4BJgt5fz48eO25pJrkWU5IOUgUb2+ySwW1Xc/cZCRdoJVm9uEKU9NKUfQth1WTL7StLlxhNGqjIrU4XA7hbZ8m2IE/wzAr/jfd9YE9d3vti5GOXtlHrDhWyMWpEoN8TZaAOPpbwuxIGq1g5sgUnTWo97aky/Lgmma/HfGRBmnlYDCYgjjM9oaR4RVUEq1Oh4P+FURlLVgXZemDCLQM0asW3PUUho+ffLgYSkrkBmJMlI2JTDy7J1a1BFBPiWHg5UpT/OWF8CALD2laLyGEZw0mPFm/n75l8GcTsKtJr69L9JvruhSHu4b0wYxOFpLsXF0UE7te3ICiVGohUKLz49gbUsjUo8fxIY41YMQ4k1TyJibrd1at4TWsoJgJeZrrUAirMsKpewKISyR4SP9/nGaIKzdXBfBLo3kLr1C8NhijZkHiKmhCIYviv8p1VwUYnPJbDx86zD4rRWBdzn6AQAfPn7trTZB/dqv/RrNbJVWqgKVziST3P+eJ9PAItpXIgmgipwYlAyUVDk46v1CikVg66qAWGxAxKLOy1JQRUEl6sZHtyCm0xdi+PuhCFrcQjtPoWw2vTPXSEGVBRp98zwvr8hQZKxltSh/mOHVutdgvgQzIMS4OgjyBCgbEcouz9DEsOuWwTlhSgmXl6/h85//PBILtAomB5qMbMkTpjZDK0kWgAnMCbpaXwTSUFKl4TlaQ08Ytp3ArflJ8u8gBaZdaptTRdqGL+sVmDx6zuydqnoaVh1PEmmy5PwO1+oKfNGLaCPmaN2GgUZtFm4EiSDlDFKgupVZqytlsfN2uzgtBzLnjPWwuOWngApESwvOtrZ1YWiK0duTKKRmSAVWv6d5REd6TAWqmKm7MMlh6BpxAYoV6EFCv1+jG91S1WyubZXq8QaGlDvsfTjIPwbw31X1r/zxnTVBBcwCiH5wx/ECYIwZjKed/039+eB6N+ldbFZnMV4WYFeKUWOtlkGgHXmsgIC2ONE+45SEUpBq7EcBDiprAdZiIJ61oNbiaMkObzYZrQ+LbJ/W3uwbwzeIb+zqnIIFACn7k/Yfu93OgljDB7ZuxTRQcbMV0LRMhNrGDaxFZHE0IvK8tWQi6Mmpw31FpNFoTy1CHvUYCrCAxRqymjm8TSsaq5JbWbXTpI+yrAtq7TGiGB+Gx3bler3KzMZOJPl6X0ygd56yoh1p1uS1u0HcqxqPbti6WmcpHUBEzGjWW7NayVZrSoYKDXIdI6jx3P8pZiR3pY5TzJtRMtuzzODpeobtJnkWRfAhdLcAsGan/wJ32AQ1lMDJqq+hieRTP2djOrlP7Quut/ruyLF5ng3pZj1yYbdpGxC8JhFc08Cul7Zw6+rIxVo2zEljBuGUbFxOejK4bpOXF9tcwtKornHklz/tMwD7vo0SkOHUPN4YzvDDyZR3wI8xuD5KwG43Wxdmcvp0WPQ8MaNq5xow64rQqHpxsyKoVVCLjSuYnqP8fDuvgT49Z6doi0j9GNhLHXSmao1mh8/bXCPuEPDjPWaKLyOxWm+OzJDWICXYnQaXN+orNFZfD1qeCgpbZeuTz/gx4Ajw9UHeILdSBET0GoB/BOBfDU//OO6oCSpgASpyTr6ovR9vqP0yZRBySmMf38CGyvOgUVL2v2trGhqgH7sdBQgewhNnNBO390qVlg0Q0YaEVFjXoCritGrbTsPHOHvj5T9suv6ma6reA4TZzPpSK7LPL6yMsHyqOvVKbIK4lhIou9NZCgaQwU1B7vd75Kl3JyLfeEEh5qMHZzY/PK6RKwdKyRCNMTYx85cyo1ZzjFpcwpXHHOP2NOh1RCl7mtUDby1zxA1TECQqa4yRgENZwMQopQOe+j0lo8cDrgU2Q8bGIqEIFv+MUbGISIv1WIk4GoV9AH/Ga169/8EoBsPWVmsQltfo3sVrUrc5l7gez9qK7bZNUB8DeO/Rc5/DHTZBTdm4/6OyLiQWcTlBYNl81lMBIKC1Im8staWgJuM8qKWaSV9r60LMTK2ww4A34ff7YnM0iwX/zFqorlRGOK24xdEUhBjASBxpaGOumxNsWVYo90VYVXGZe1Ap3rteXdk1mjIkbTn/2unqrL2BXlv2b55UjuqbIvoosAITpRZwExEgAmJHWZvJS2irLGb5DDqTnVxlxOz7K6gMUMquGDqAqUTgjyq0dqsiMgwh61o2p386kTEZxTvLoapsrO0xUFlVHZbclaCInNykpQxzPTonzA1CO8jMArC6gmjc062A0xu11UmIgLXHoYBtViBeq0eHTFgC4//dRh4YstCqrI7NXiAukGBjErikZEGllmlQ64QLFFSxXvLJO+uCDYQhKg0aXKcK1QJVhuoKd/LA6BsxNn6c7g1FqKPJvMUYSGz2KoCTYy61oPh7Fu/y25pZjvh7BQ51BSGB0TMi5Ai/PGUzY0uxwB4BlLwzlFhkO069QzltYscyIQYyGS3Ysvd0JplCWYdegJmyt+Zmo/VCX7SQobW5WyRjXYRFzbe0ZgxuQcnkm9AOZgbcMuE0QWHXcZomrOUA8AxOZm0dx0EomatAiZFxAR4p0StQL7YdhQHCchBIuoDAkY3ERk2GBIkOVmIKQETAU3L3EsPaJIAL8sS4vLQeBiKCR48uN1Zbzhmr5/rF2GtaMNDElXPDE1CzDFvkK7AqzRqtDaF4LC9VrUEHP9wsgcc/ZboZ2Ka7FCY3+8hNK4uRPs7zjFKrlTcDjfQxsgHXN/9w+p/YYKOUsgLuhtQaVogBfJbDgmU5IOcJ+/0VlMPUdGXCBK49Pz/PcwsxlrWAve0XRRzRI81BuxUIvutj8u/xxwdYZiIRe2R8PMXtZBTpDUkzWZGO0pA+HMqngSfHN0YZg5ht7D6w3W63iVecaso61t03C8stuMw7iBTHZXSF5FehjVS8xXzDG/j3VAfyAEAkXFNOIA4EpX8Cby2gdS1492vvwsXlBWRw2yJYXNjTp3lgJqZoiHLCHQ0kamAIjq+hpA2ZzPPIg1AECrt5Rr01bfy820gHsoxVh6eZaQ3/Ty3/uywLLi8vbZGpxSkIYj7dQCyirhRGkz5esxu4RSSG4kCkGOvwWbLFhJdiuf/9EePSKbM0gj8x37Ianv44uDS2zJ6m7PTb1wNgpRSj/VbbgMeozTogCw9lNexFLciUWzxhnmfLt6i0+oNT92hsIRbfMZ7iICAPGAdlq4BcV4HAUqoC9PgH4+QaERUP+HWLJK5snCOju6K4TsB6DM4hb19WRVE1vpPa4WDYjskp5ddG1b66yxGuwbquUO+6FYo6Xo9uXCqenm58BGjPx1iIqGNZUtSLRIm5+v0/jWw8JQ9CERDQ4gM3gWGeJGHmjf87TVYqesxmVqs02Chg2vZLX/oiRItXiCl2zfRrxvNGCTwtcmuR59WDhRV1XTflz4fDYXB5Etay4vH+TfDswJJnvAalFAMdDYojzPQIYq0nMPZtvFI9C4Jr/u8xbcHGCRpPcr8kEUC79GKYiJKbsj7x3Ue/R7aRWqUHP9XIaYK2a1n3LW6Rp94fwOZjroFZFLWd9nzNKrCZdDj2dSsy3L6lLJZ6HSwjYyMmFK88zdVAQ6+//jreeOMNQ5JKQfZYTnZGovh2U+apBxprt3inyZTmKT9fxYEOhK4MRHvJMhE4YiBvE7LwbZPAZh93373t/wJoTSsAb0ChBcR5g4yzC8soq3MdVAG9Rri6urLorrJ3LLaafv8vQ8jBg4RHlsayLIArirraoii1QrwkOUzCKhVSDNFU1RZrWQwi++jyEfb1yucTu/D6XDc5ZH/b7tElaOC6ZwXEN76QL3w1VGXbuQCi2aCBtPxaDpj655FY8FEopQIDNk0TyBfnk9TocWv7/qNDIM9OYPEegvur/aYnYyiHZTngsBiL0s5bisXrxjoEAIxa6FodwjEx7kTiMYIB6EO2liwe1QOjjx8/xhQBwzSc5ImRBvyIKYKpdUaKakIiMkzHWA06jk0VkeUO9yWUwLIuCCj6BsT0FHkwisCkY/kpMWg4jhQKJd2cUIFlFK/Dt+CcOitNwE8PjtFeUOuKVAjEllNOOVkQb1kxcQaIQKpALUY8EdHayDpsUlk2kMpkloNWSKnQUq2ZylohS4Es1g5c1QJ9hnIsONSCfS3QnMx6IBuP8Rp4dV5ii+QxNWy5KFolm4ozAJOPdbg2SdDKdpmTt0tkR63Htdkby7M34bDPD2XiCmHwSMNtA7zwcO3m9YZQlZL194P7s2RwYHqaJVUNDRkwama20l63MspaG+CHNXAMsJqG+QJpMqhwKQvKwdO2sJSawCDRVkdRkfLUIMpTsr5XVcULjrxq1JLENg6aHIF5PGoG4LEpKUjZemusqtjlGWC3AEhRy4JDLdil3LgnExio1n+CSIAirWIyCo1G9yA2fKnVUuH+nur3bTfvWiahBHDjFvLAFMHdiaHduHHCAa7lJXL9tpkqK/ZXe6OiZsJOd7bh6zow+UbK7zhNA0hilHWF1IKyrFgOB5TVEIbrsmA9LFjXBaBtjKFRlK2ruRK14jkP4RZEG9lpIs1F893d4tLAMV692ExxBbSb27WUlnojhy4DgJ7oyTmeWqICrd7Szk+5dV03QcJWNzLEhWxM5n/v9/tNaS5g92+/3/fovo85UJOqBiMTwrW4UjrJoPx0iaBhSuIdsC2WdFMLsnABxviKnlAEMsSIVIMR2xRcSozF594CzrfUBPSswIO3Q4joSwA+ed/jeEHylQA+e9+DeAHyTpkn8LDn+nWq+lVPe9NDsQg+qaofuO9BvAghoj96J8z1nTJP4NWY67NH5s5ylrO8cnJWBGc5y1kejCL49/c9gBco75S5vlPmCbwCc30QwcKznOUs9ysPxSI4y1nOco9y74qAiL6fiD5JRJ9yNuSXVojoHxLRHxLRnxLR/yKiH/Hn30NEf0BEf+6/v8KfJyL6GZ/7HxPRd9zvDJ5NiCgR0f8goo/6428goo/7fH7N6e1ARDt//Cl//evvc9zPKk7A+xtE9GdE9Aki+uCrdk/vVRGQ0aP/LIwG7f0APkRE77/PMb1FKQB+VFXfD+A7Afxrn09Qv38TgI/5Y2BL/f4vYdTvL5P8CIBPDI9/AsBPqeo3AvhbAD/sz/8wgL/153/K3/cyyUcA/J6qfguAb4XN+dW6p8dltS/yB8AHAfz+8PjDAD58n2O64/n9LozZ6ZMAvtqf+2oYbgIAfh7Ah4b3t/c99B8YF+XHAHwvgI/CIHufBZCP7y2A3wfwQf87+/vovudwy3l+GYD/czzeV+2e3rdrcBP1+Usvbv5+O4CP49mp318G+WkAP4ZeOPheAH+n2rDG41zaPP31L+CI8eoByzcA+BsAv+hu0H9w6r5X6p7etyJ4JYWI3gXgNwH8G1X94via2jHxUqdqiOifAvhrVf1v9z2WFyAZwHcA+DlV/XYAj9HdAACvxj29b0XwXNTnD1mIaIIpgV9W1d/yp//KKd9xF9TvD0C+C8APENH/BfCrMPfgIwC+nIgCtj7Opc3TX/8yAJ97kQN+C/IZAJ9R1Y/749+AKYZX6p7etyL4rwC+yaPNM6yT0n+85zE9t5CVif0CgE+o6k8OLwX1O3Cd+v2HPNL8nXgG6vf7FFX9sKr+A1X9etg9+8+q+s8B/CGAH/S3Hc8z5v+D/v6X4gRV1f8P4P+RNQMGjLD3T/GK3dN7D1LAqM//N4BPA/i39z2etziX74aZiH8M4H/6zz+B+cMfA/DnAP4TgPf4+wmWNfk0gD8B8IH7nsNzzPl7AHzU/34fgP8Co7L/dQA7f/7CH3/KX3/ffY/7Gef4bQD+yO/r7wD4ilftnp6RhWc5y1nu3TU4y1nO8gDkrAjOcpaznBXBWc5ylrMiOMtZzoKzIjjLWc6CsyI4y1nOgrMiOMtZzoKzIjjLWc4C4O8BQjAVT3nmUhcAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(im_pil)" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [], - "source": [ - "im_pil = im_pil.filter(ImageFilter.UnsharpMask)" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f07d4303d68>" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(im_pil)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import face_recognition" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Help on function face_encodings in module face_recognition.api:\n", - "\n", - "face_encodings(face_image, known_face_locations=None, num_jitters=1)\n", - " Given an image, return the 128-dimension face encoding for each face in the image.\n", - " \n", - " :param face_image: The image that contains one or more faces\n", - " :param known_face_locations: Optional - the bounding boxes of each face if you already know them.\n", - " :param num_jitters: How many times to re-sample the face when calculating encoding. Higher is more accurate, but slower (i.e. 100 is 100x slower)\n", - " :return: A list of 128-dimensional face encodings (one for each face in the image)\n", - "\n" - ] - } - ], - "source": [ - "help(face_recognition.face_encodings)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python [conda env:megapixels]", - "language": "python", - "name": "conda-env-megapixels-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.6" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/config/__init__.py b/notebooks/config/__init__.py deleted file mode 100644 index e69de29b..00000000 --- a/notebooks/config/__init__.py +++ /dev/null diff --git a/notebooks/config/config.py b/notebooks/config/config.py deleted file mode 100644 index 89cdca8c..00000000 --- a/notebooks/config/config.py +++ /dev/null @@ -1,11 +0,0 @@ -import os -import os.path as osp - -# Setup directory paths -project_root = os.path.dirname(os.path.realpath('')) -DATA_STORE = osp.join(project_root,'data_bodega') -OUTPUT_DIR = osp.join(DATA_STORE,'output') - -# Asset directories -IMAGES_DIR = osp.join(DATA_STORE,'images') -MODELS_DIR = osp.join(DATA_STORE,'models')
\ No newline at end of file diff --git a/notebooks/dlib_pose_func.ipynb b/notebooks/dlib_pose_func.ipynb deleted file mode 100644 index 5ab902f5..00000000 --- a/notebooks/dlib_pose_func.ipynb +++ /dev/null @@ -1,414 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DLIB Pose Estimation\n", - "\n", - "Test the post for captures" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "from __future__ import division\n", - "import os, sys\n", - "from os.path import join\n", - "import cv2\n", - "import dlib\n", - "import numpy as np\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "from PIL import Image, ImageDraw, ImageFont, ImageFile\n", - "import math\n", - "sys.path.insert(0,'/fileserver/Python/')\n", - "from utils import settings\n", - "from utils import imops\n", - "from utils import fileutils\n", - "from utils import imutils" - ] - }, - { - "cell_type": "code", - "execution_count": 490, - "metadata": {}, - "outputs": [], - "source": [ - "def pltimg(im):\n", - " plt.figure(figsize=(16,8))\n", - " plt.xticks([]),plt.yticks([])\n", - " plt.imshow(im)\n", - "\n", - "\n", - "def capture_compare_nose_deg( x, y):\n", - " k = 'nose_deg'\n", - " if x[k] < y[k]:\n", - " return 0\n", - " elif x[k] == y[k]:\n", - " return 1\n", - " else:\n", - " return -1\n", - " \n", - " \n", - "def capture_compare_x( x, y):\n", - " k = 'rx'\n", - " if x[k] < y[k]:\n", - " return 0\n", - " elif x[k] == y[k]:\n", - " return 1\n", - " else:\n", - " return -1\n", - " \n", - "def capture_compare_y( x, y):\n", - " k = 'ry'\n", - " if x[k] < y[k]:\n", - " return 0\n", - " elif x[k] == y[k]:\n", - " return 1\n", - " else:\n", - " return -1\n", - " \n", - "def capture_compare_score( x, y):\n", - " k = 'score'\n", - " if x[k] < y[k]:\n", - " return 0\n", - " elif x[k] == y[k]:\n", - " return 1\n", - " else:\n", - " return -1\n", - " \n", - "def capture_compare_eye_deg( x, y):\n", - " k = 'eye_deg'\n", - " if x[k] < y[k]:\n", - " return 0\n", - " elif x[k] == y[k]:\n", - " return 1\n", - " else:\n", - " return -1\n", - " \n", - "def capture_compare_eyebrow( x, y):\n", - " k = 'eyebrow_ratio'\n", - " if x[k] < y[k]:\n", - " return 0\n", - " elif x[k] == y[k]:\n", - " return 1\n", - " else:\n", - " return -1\n", - " \n", - "def get_rot(im):\n", - " # Load the most recent image\n", - " gray = cv2.cvtColor(im,cv2.COLOR_BGR2GRAY)\n", - " gray_bgr = cv2.cvtColor(gray,cv2.COLOR_GRAY2BGR)\n", - "\n", - " # Detect face with dlib\n", - " faces = imgops.detect_faces_dlib(gray,pyramids=0)\n", - " if len(faces) > 0:\n", - " face = faces[0]\n", - " else:\n", - " return None\n", - "\n", - " landmarks = imgops.get_landmarks(gray,roi=face) # Get landmarks\n", - " x1,y1 = landmarks[36]\n", - " x2,y2 = landmarks[45]\n", - " \n", - " from math import atan2, degrees, pi\n", - " \n", - " # Get eye angle\n", - " dx = x2 - x1\n", - " dy = y2 - y1\n", - " rads = atan2(abs(dy),dx)\n", - " rads %= 2*pi\n", - " eye_deg = degrees(rads)\n", - "\n", - " # Get nose angle\n", - " x1,y1 = landmarks[27]\n", - " x2,y2 = landmarks[33]\n", - " dx = x2 - x1\n", - " dy = y2 - y1\n", - " rads = atan2(abs(dy),dx)\n", - " rads %= 2*pi\n", - " nose_deg = degrees(rads)\n", - " \n", - " # Get head L/R tilt based on eyebrow size\n", - " eb1 = float(abs(landmarks[17][0]-landmarks[21][0]))\n", - " eb2 = float(abs(landmarks[45][0]-landmarks[42][0]))\n", - " eyebrow_ratio = eb1/eb2\n", - " \n", - " \n", - " \n", - " pose_xyz = imgops.get_pose(gray_bgr,landmarks) # Get pose\n", - " (success, rot_vec, tran_vec, cam_mat,pose_points) = imgops.get_pose(gray_bgr, landmarks)\n", - " \n", - " rot_vec_rad = [r[0] for r in rot_vec]\n", - " rot_vec_rad_abs = [float(abs(r)) for r in rot_vec_rad]\n", - " #rot_vec_rad_abs[0] = max(rot_vec_rad_abs[0],4)\n", - " #rot_vec_rad_abs[0] /= 4\n", - " #rot_vec_rad_abs[0] /= .75\n", - " #rot_vec = [math.degrees(r[0]) for r in rot_vec]\n", - " #rot_vec[0] = abs(rot_vec[0]-180)\n", - " #rot_vec_abs = [abs(r) for r in rot_vec]\n", - " #tran_vec_abs = [abs(r) for r in tran_vec]\n", - " \n", - " return {'rot':rot_vec_rad_abs, 'eye_deg':eye_deg,'nose_deg':nose_deg,\n", - " 'eyebrow_ratio':eyebrow_ratio}" - ] - }, - { - "cell_type": "code", - "execution_count": 491, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[{'name': 'ok', 'x': 1}, {'name': 'ok2', 'x': 2}, {'name': 'ok3', 'x': 3}]" - ] - }, - "execution_count": 491, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a = [\n", - " {'x':1,'name':'ok'},\n", - " {'x':2,'name':'ok2'},\n", - " {'x':3,'name':'ok3'}\n", - "]\n", - "\n", - "a.sort(capture_compare_test,reverse=True)\n", - "a" - ] - }, - { - "cell_type": "code", - "execution_count": 492, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Init ImgeOps\n" - ] - } - ], - "source": [ - "imgops = imops.ImageOps()" - ] - }, - { - "cell_type": "code", - "execution_count": 493, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "81 captured people\n" - ] - } - ], - "source": [ - "fileserver = '/fileserver/'\n", - "\n", - "cap_root = join(fileserver,'captures/20170605/8/101659272188')\n", - "captures = [f for f in os.listdir(cap_root) if not f.endswith('.json') and len(f) < 7]\n", - "\n", - "fileserver = '/fileserver/'\n", - "#cap_root = join(fileserver,'captures/20170604/4')\n", - "#captures = [f for f in os.listdir(cap_root) if not f.endswith('.json')]\n", - "captures.sort(reverse=True)\n", - "\n", - "print '{} captured people'.format(len(captures))" - ] - }, - { - "cell_type": "code", - "execution_count": 494, - "metadata": {}, - "outputs": [], - "source": [ - "import math\n", - "def mag(x): \n", - " return math.sqrt(sum(i**2 for i in x))\n", - "\n", - "def angle_between(p1, p2):\n", - " ang1 = np.arctan2(*p1[::-1])\n", - " ang2 = np.arctan2(*p2[::-1])\n", - " return np.rad2deg((ang1 - ang2) % (2 * np.pi))" - ] - }, - { - "cell_type": "code", - "execution_count": 495, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "rots = []\n", - "rots_mag = []\n", - "for f in captures:\n", - " try:\n", - " #fpath = join(cap_root,f,'face.jpg')\n", - " fpath = join(cap_root,f)\n", - " im = cv2.imread(fpath)\n", - " im.shape\n", - " except:\n", - " continue\n", - " \n", - " res = get_rot(im)\n", - " if res is None:\n", - " continue\n", - " else:\n", - " rx,ry,rz = res['rot']\n", - " \n", - " eye_deg = res['eye_deg']\n", - " nose_deg = abs(res['nose_deg'] - 90)\n", - " eyebrow_ratio = res['eyebrow_ratio']\n", - " #print 'deg',deg\n", - "\n", - " score = rx * ry * (.33*rz)\n", - " score_mag = rx * ry * rz\n", - " #if nose_deg > 10:\n", - " # print nose_deg\n", - " # continue\n", - " \n", - " #if score > 3:\n", - " # print score\n", - " # continue\n", - " \n", - " rots.append({'fpath':fpath,'rx':rx,'ry':ry,'rz':rz,'score':score,\n", - " 'eye_deg':eye_deg,'nose_deg':nose_deg,'eyebrow_ratio':eyebrow_ratio})\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 503, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.939452507467 3.16129502658 0.47971989801 0.619472553465 17.2131861323 2.32835820896\n" - ] - }, - { - "data": { - "image/png": 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ASOCBQ5nP57G51Ut+AGyALY+iHSRwLSDAAY+f6+5Rrpdy0XeCLxaYM3hEwwAD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\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89vZW33zzjabTqX75y1/q2bNnOjs7k1Qy7VdXV7q7u4tuSHt7ezo6OlK3232rXSrrCNmE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\n2DHmhb3ZlHkHJAAUWFPuAVB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AxKl1O+YEbavVqp0l5PYYve84gHu4voUswWZQX5a2UxVZ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\nLnKAScVWnUQQB3zkp/0H9+EFXwYlADl8Nu1AJInYDmvOv1mT7XYbd3d38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TWZTBL7hfy2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hj7yL1ys9msERUXFxdNHvAZW0WoZOJLJ/NzbJ+t8Q3ftvDwrqLxHV+L3qJqUfXi+y8bQ5ab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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f41100eab50>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Best\n", - "\n", - "for r in rots:\n", - " \n", - " #r['score'] = (max(r['rx'],4)/4.0) * (max(r['ry'],0.5)/.5) * (max(r['rz'],1.0)/1.0)\n", - " vec = ( max(r['rx'],4)/4.0, max(r['ry'],1.0)/1.0 , max(r['rz'],1.0)/1.0 )\n", - " #r['score'] = mag( [r['rx'],r['ry'],r['rz']] )\n", - " #r['score'] = mag( [r['rx'],r['ry']] )\n", - " #r['score'] = r['rx']*r['ry']\n", - " vec = ( r['rx'], r['ry'], r['rz'] )\n", - " r['score'] = mag(vec)\n", - " r['score'] = vec[0]*vec[1]*vec[2]\n", - " #print r['score'], r['rx'], r['ry'],r['rz']\n", - "\n", - "#rots.sort(capture_compare_nose_deg,reverse=True)\n", - "\n", - "rots.sort(capture_compare_eyebrow,reverse=False)\n", - "\n", - "#for r in rots[:50]:\n", - "# print r['score'], r['rx'], r['ry'],r['rz'], r['deg']\n", - " \n", - "i = 30\n", - "bestf = rots[i]['fpath']\n", - "r= rots[i]\n", - "im = cv2.imread(bestf)\n", - "print r['score'], r['rx'], r['ry'],r['rz'], r['eye_deg'],r['eyebrow_ratio']\n", - "pltimg(im)" - ] - }, - { - "cell_type": "code", - "execution_count": 497, - "metadata": {}, - "outputs": [ - { - "ename": "IndexError", - "evalue": "list index out of range", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-497-72c5f01c50d8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Best\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mi\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m6\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mbestf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrots_mag\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'fpath'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;32mprint\u001b[0m \u001b[0mrots_mag\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbestf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mIndexError\u001b[0m: list index out of range" - ] - } - ], - "source": [ - "# Best\n", - "i = 6\n", - "bestf = rots_mag[i]['fpath']\n", - "print rots_mag[i]\n", - "im = cv2.imread(bestf)\n", - "pltimg(im)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python [conda env:vframe]", - "language": "python", - "name": "conda-env-vframe-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.6" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} diff --git a/notebooks/utils/HaarSaliency.py b/notebooks/utils/HaarSaliency.py deleted file mode 100644 index 6a511efb..00000000 --- a/notebooks/utils/HaarSaliency.py +++ /dev/null @@ -1,77 +0,0 @@ -import os -from os.path import join -import cv2 -import numpy as np -import xml.etree.ElementTree -class HaarSaliency: - - # Input images should be between 320x240 and 640x480 - classifiers = [] - face_matrix = [] - flags = 0 - nstages = 0 - - def __init__(self, cascade, min_size=60, max_size=400, - face_neighbors=3, sal_neighbors=0, blur_kernel=(31,31), scale_factor=1.1, stage_start=1): - - self.face_neighbors = face_neighbors - self.sal_neighbors = sal_neighbors - self.scale_factor = scale_factor - self.blur_kernel = blur_kernel - self.min_size = (min_size, min_size) - self.max_size = (max_size, max_size) - self.stage_start = stage_start - - cdir, cname = os.path.split(cascade) - cname, ext = os.path.splitext(cname) - - root = xml.etree.ElementTree.parse(cascade) - #width = int(root.find('./cascade/width').text.strip()) - #height = int(root.find('./cascade/height').text.strip()) - self.nstages = int(root.find('./cascade/stageNum').text.strip()) - - # initialize classifiers - cascades = [join(cdir,cname,str(c)+'.xml') for c in range(stage_start,self.nstages+1) ] - self.classifiers = [cv2.CascadeClassifier(c) for c in cascades] - - def get_saliency(self,src): - - # conver to grayscale - src_gray = cv2.cvtColor(src,cv2.COLOR_BGR2GRAY) - - # run face detector on all stage-classifiers - self.face_matrix = [self.detect_faces(src_gray,c) for c in self.classifiers] - - # create saliency map in grayscale - w,h = src.shape[1],src.shape[0] - saliency = np.zeros((h,w), dtype=np.float32).reshape(h,w) - - # draw face-roi as stage-weighted grayscale vals - # min_neighbors sets max value for grayscale --> white - for i,face_list in enumerate(self.face_matrix,1): - inc = round(255./float(self.face_neighbors)/float(self.nstages-self.stage_start)) * i - if face_list is not None: - for x1,y1,fw,fh in face_list: - saliency[y1:y1+fh,x1:x1+fw] += inc - - # normalize, clip, and recast as uint8 - smax = saliency.max() - if smax > 255: - saliency /= (smax/255) - saliency = np.clip(saliency,0,255) - saliency = np.array(saliency,dtype=np.uint8) - - # blur, colormap, and composite - saliency = cv2.GaussianBlur(saliency,self.blur_kernel,0) - dst = cv2.applyColorMap(saliency, cv2.COLORMAP_JET) - return dst - - def detect_faces(self,src,classifier): - - matches = classifier.detectMultiScale(src, self.scale_factor, - self.sal_neighbors, self.flags, self.min_size, self.max_size) - - if matches is None or len(matches) < 1: - return None - else: - return sorted(map(tuple,matches),reverse=True) # lg --> sm
\ No newline at end of file diff --git a/notebooks/utils/__init__.py b/notebooks/utils/__init__.py deleted file mode 100644 index e69de29b..00000000 --- a/notebooks/utils/__init__.py +++ /dev/null diff --git a/notebooks/utils/imx.py b/notebooks/utils/imx.py deleted file mode 100644 index 0dbdcf7e..00000000 --- a/notebooks/utils/imx.py +++ /dev/null @@ -1,82 +0,0 @@ -import os -from os.path import join -import cv2 - -from PIL import Image, ImageDraw -import matplotlib.pyplot as plt - - -def ensure_pil(im): - """Ensure image is Pillow format""" - try: - im.verify() - return im - except: - return Image.fromarray(im.astype('uint8'), 'RGB') - -def ensure_np(im): - """Ensure image is numpy array""" - if type(im) == np.ndarray: - return im - return np.asarray(im, np.uint8) - -def ensure_dir(d): - """Create directories""" - if not os.path.exists(d): - os.makedirs(d) - -def filter_pixellate(src,num_cells): - """Downsample, then upsample image for pixellation""" - w,h = src.size - dst = src.resize((num_cells,num_cells), Image.NEAREST) - dst = dst.resize((w,h), Image.NEAREST) - return dst - -# Plot images inline using Matplotlib -def pltimg(im,title=None,mode='rgb',figsize=(8,12),dpi=160,output=None): - plt.figure(figsize=figsize) - plt.xticks([]),plt.yticks([]) - if title is not None: - plt.title(title) - if mode.lower() == 'bgr': - im = cv2.cvtColor(im,cv2.COLOR_BGR2RGB) - f = plt.gcf() - plt.imshow(im) - plt.show() - plt.draw() - if output is not None: - bbox_inches='tight' - ext=osp.splitext(output)[1].replace('.','') - f.savefig(output,dpi=dpi,format=ext) - print('Image saved to: {}'.format(output)) - - -# Define a function to detect faces using OpenCV's haarcascades -def detect_faces(classifier,src,scale_factor=1.1,overlaps=3, - min_size=70, max_size=700, - flags=0): - - min_size = (min_size, min_size) # minimum face size - max_size = (max_size, max_size) # maximum face size - - # Convert to grayscale - src_gray = cv2.cvtColor(src,cv2.COLOR_BGR2GRAY) - - # Run detector - matches = classifier.detectMultiScale(src_gray, - scale_factor, - overlaps, - flags, - min_size, - max_size) - # By default, this returns x,y,w,w - # Modify to return x1,y1,x2,y2 - matches = [ (r[0],r[1],r[0]+r[2],r[1]+r[3]) for r in matches] - - return matches - -def detect_faces_dlib(im,pyramids=0): - rects = detector(im, pyramids) - faces = [ (r.left(),r.top(),r.right(),r.bottom()) for r in rects] #x1,y1,x2,y2 - return faces -
\ No newline at end of file diff --git a/notes/utils/image_utils.md b/notes/utils/image_utils.md index 25dc200e..3ccc2e78 100644 --- a/notes/utils/image_utils.md +++ b/notes/utils/image_utils.md @@ -104,6 +104,14 @@ do done ``` +Get the size of a JPG + +`convert photo.jpg -print "Size: %wx%h\n" /dev/null` + +Get the size of a PSD + +`convert website-design.psd -print "Size: %wx%h\n" /dev/null` + ## Animate GIFs With ImageMagick |
