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authorJules Laplace <julescarbon@gmail.com>2018-12-15 16:41:07 +0100
committerJules Laplace <julescarbon@gmail.com>2018-12-15 16:41:07 +0100
commitc5b02ffab8d388e8a2925e51736b902a48a95e71 (patch)
tree694ede9e97c667ca4fdda8ccccad3676bccd3479 /megapixels
parent485cf0e4665c660d4e5e1fba00a95bc8036809c6 (diff)
parent1690cfb4cc7b7277afca4016c295927cc4f7fafb (diff)
Merge branch 'master' of github.com:adamhrv/megapixels_dev
Diffstat (limited to 'megapixels')
-rw-r--r--megapixels/app/models/bbox.py6
-rw-r--r--megapixels/app/processors/face_detector.py48
-rw-r--r--megapixels/app/processors/face_pose.py148
-rw-r--r--megapixels/app/processors/face_recognition.py29
-rw-r--r--megapixels/app/settings/app_cfg.py7
-rw-r--r--megapixels/app/settings/paths.py163
-rw-r--r--megapixels/app/settings/types.py12
-rw-r--r--megapixels/commands/cv/_old_files_to_face_rois.py (renamed from megapixels/commands/cv/faces_to_csv.py)4
-rw-r--r--megapixels/commands/cv/embeddings.py100
-rw-r--r--megapixels/commands/cv/files_to_rois.py (renamed from megapixels/commands/cv/faces_to_csv_indexed.py)4
-rw-r--r--megapixels/commands/cv/rois_to_pose.py (renamed from megapixels/commands/cv/face_pose_to_csv.py)60
-rw-r--r--megapixels/commands/cv/rois_to_vecs.py109
-rw-r--r--megapixels/commands/datasets/file_meta.py84
-rw-r--r--megapixels/commands/datasets/filter_poses.py76
-rw-r--r--megapixels/commands/datasets/lookup.py44
-rw-r--r--megapixels/commands/datasets/sha256.py55
-rw-r--r--megapixels/notebooks/datasets/lfw/output/lfw_montage_full.pngbin75500256 -> 0 bytes
-rw-r--r--megapixels/notebooks/datasets/sha_uuid-Copy1.ipynb728
-rw-r--r--megapixels/notebooks/datasets/vgg_face2/filter_pose.ipynb1655
-rw-r--r--megapixels/notebooks/examples/accessing_dataset_csvs.ipynb815
-rw-r--r--megapixels/notebooks/examples/face_recognition_demo.ipynb436
-rw-r--r--megapixels/notebooks/face_analysis/06_face_pose_dlib_mtcnn.ipynb10
-rw-r--r--megapixels/notebooks/face_analysis/06_face_pose_dlib_refine.ipynb92
23 files changed, 4380 insertions, 305 deletions
diff --git a/megapixels/app/models/bbox.py b/megapixels/app/models/bbox.py
index e6da960e..55a92512 100644
--- a/megapixels/app/models/bbox.py
+++ b/megapixels/app/models/bbox.py
@@ -262,6 +262,12 @@ class BBox:
rect = cls.normalize(cls, rect, dim)
return cls(*rect)
+ def __str__(self):
+ return f'BBox: ({self._x1},{self._y1}), ({self._x2}, {self._y2}), width:{self._width}, height:{self._height}'
+
+ def __repr__(self):
+ return f'BBox: ({self._x1},{self._y1}), ({self._x2}, {self._y2}), width:{self._width}, height:{self._height}'
+
def str(self):
"""Return BBox as a string "x1, y1, x2, y2" """
return self.as_box()
diff --git a/megapixels/app/processors/face_detector.py b/megapixels/app/processors/face_detector.py
index 593e9feb..3a90c557 100644
--- a/megapixels/app/processors/face_detector.py
+++ b/megapixels/app/processors/face_detector.py
@@ -24,15 +24,15 @@ class DetectorMTCNN:
from mtcnn.mtcnn import MTCNN
self.detector = MTCNN()
- def detect(self, im, opt_size=(400,400), opt_conf_thresh=None, opt_pyramids=None, opt_largest=False):
+ def detect(self, im, size=(400,400), conf_thresh=None, pyramids=None, largest=False):
'''Detects face using MTCNN and returns (list) of BBox
:param im: (numpy.ndarray) image
:returns list of BBox
'''
bboxes = []
- #conf_thresh = self.conf_thresh if opt_conf_thresh is None else opt_conf_thresh
- #pyramids = self.pyramids if opt_pyramids is None else opt_pyramids
- dnn_size = self.dnn_size if opt_size is None else opt_size
+ #conf_thresh = self.conf_thresh if conf_thresh is None else conf_thresh
+ #pyramids = self.pyramids if pyramids is None else pyramids
+ dnn_size = self.dnn_size if size is None else size
im = im_utils.resize(im, width=dnn_size[0], height=dnn_size[1])
dim = im.shape[:2][::-1]
@@ -43,7 +43,7 @@ class DetectorMTCNN:
bbox = BBox.from_xywh_dim(*rect, dim)
bboxes.append(bbox)
- if opt_largest and len(bboxes) > 1:
+ if largest and len(bboxes) > 1:
# only keep largest
bboxes.sort(key=operator.attrgetter('area'), reverse=True)
bboxes = [bboxes[0]]
@@ -70,34 +70,33 @@ class DetectorDLIBCNN:
pyramids = 0
conf_thresh = 0.85
- def __init__(self, opt_gpu=0):
+ def __init__(self, gpu=0):
import dlib
self.log = logger_utils.Logger.getLogger()
cuda_visible_devices = os.getenv('CUDA_VISIBLE_DEVICES', '')
- os.environ['CUDA_VISIBLE_DEVICES'] = str(opt_gpu)
+ os.environ['CUDA_VISIBLE_DEVICES'] = str(gpu)
self.log.info('load model: {}'.format(cfg.DIR_MODELS_DLIB_CNN))
self.detector = dlib.cnn_face_detection_model_v1(cfg.DIR_MODELS_DLIB_CNN)
os.environ['CUDA_VISIBLE_DEVICES'] = cuda_visible_devices # reset
- def detect(self, im, opt_size=None, opt_conf_thresh=None, opt_pyramids=None, opt_largest=False):
+ def detect(self, im, size=None, conf_thresh=None, pyramids=None, largest=False):
bboxes = []
- conf_thresh = self.conf_thresh if opt_conf_thresh is None else opt_conf_thresh
- pyramids = self.pyramids if opt_pyramids is None else opt_pyramids
- dnn_size = self.dnn_size if opt_size is None else opt_size
+ conf_thresh = self.conf_thresh if conf_thresh is None else conf_thresh
+ pyramids = self.pyramids if pyramids is None else pyramids
+ dnn_size = self.dnn_size if size is None else size
# resize image
im = im_utils.resize(im, width=dnn_size[0], height=dnn_size[1])
dim = im.shape[:2][::-1]
im = im_utils.bgr2rgb(im) # convert to RGB for dlib
# run detector
- mmod_rects = self.detector(im, opt_pyramids)
+ mmod_rects = self.detector(im, pyramids)
# sort results
for mmod_rect in mmod_rects:
- self.log.debug('conf: {}, this: {}'.format(conf_thresh, mmod_rect.confidence))
if mmod_rect.confidence > conf_thresh:
bbox = BBox.from_dlib_dim(mmod_rect.rect, dim)
bboxes.append(bbox)
- if opt_largest and len(bboxes) > 1:
+ if largest and len(bboxes) > 1:
# only keep largest
bboxes.sort(key=operator.attrgetter('area'), reverse=True)
bboxes = [bboxes[0]]
@@ -116,25 +115,24 @@ class DetectorDLIBHOG:
self.log = logger_utils.Logger.getLogger()
self.detector = dlib.get_frontal_face_detector()
- def detect(self, im, opt_size=None, opt_conf_thresh=None, opt_pyramids=0, opt_largest=False):
- conf_thresh = self.conf_thresh if opt_conf_thresh is None else opt_conf_thresh
- dnn_size = self.size if opt_size is None else opt_size
- pyramids = self.pyramids if opt_pyramids is None else opt_pyramids
+ def detect(self, im, size=None, conf_thresh=None, pyramids=0, largest=False):
+ conf_thresh = self.conf_thresh if conf_thresh is None else conf_thresh
+ dnn_size = self.size if size is None else size
+ pyramids = self.pyramids if pyramids is None else pyramids
- im = im_utils.resize(im, width=opt_size[0], height=opt_size[1])
+ im = im_utils.resize(im, width=dnn_size[0], height=dnn_size[1])
dim = im.shape[:2][::-1]
im = im_utils.bgr2rgb(im) # ?
hog_results = self.detector.run(im, pyramids)
bboxes = []
if len(hog_results[0]) > 0:
- self.log.debug(hog_results)
for rect, score, direction in zip(*hog_results):
if score > conf_thresh:
bbox = BBox.from_dlib_dim(rect, dim)
bboxes.append(bbox)
- if opt_largest and len(bboxes) > 1:
+ if largest and len(bboxes) > 1:
# only keep largest
bboxes.sort(key=operator.attrgetter('area'), reverse=True)
bboxes = [bboxes[0]]
@@ -157,10 +155,10 @@ class DetectorCVDNN:
self.net.setPreferableBackend(cv.dnn.DNN_BACKEND_OPENCV)
self.net.setPreferableTarget(cv.dnn.DNN_TARGET_CPU)
- def detect(self, im, opt_size=None, opt_conf_thresh=None, opt_largest=False, opt_pyramids=None):
+ def detect(self, im, size=None, conf_thresh=None, largest=False, pyramids=None):
"""Detects faces and returns (list) of (BBox)"""
- conf_thresh = self.conf_thresh if opt_conf_thresh is None else opt_conf_thresh
- dnn_size = self.size if opt_size is None else opt_size
+ conf_thresh = self.conf_thresh if conf_thresh is None else conf_thresh
+ dnn_size = self.size if size is None else size
im = cv.resize(im, dnn_size)
blob = cv.dnn.blobFromImage(im, self.dnn_scale, dnn_size, self.dnn_mean)
self.net.setInput(blob)
@@ -173,7 +171,7 @@ class DetectorCVDNN:
rect_norm = net_outputs[0, 0, i, 3:7]
bboxes.append(BBox(*rect_norm))
- if opt_largest and len(bboxes) > 1:
+ if largest and len(bboxes) > 1:
# only keep largest
bboxes.sort(key=operator.attrgetter('area'), reverse=True)
bboxes = [bboxes[0]]
diff --git a/megapixels/app/processors/face_pose.py b/megapixels/app/processors/face_pose.py
index 67ac685d..f2548b32 100644
--- a/megapixels/app/processors/face_pose.py
+++ b/megapixels/app/processors/face_pose.py
@@ -22,89 +22,83 @@ class FacePoseDLIB:
def __init__(self):
pass
- def pose(self, landmarks, dim):
- '''Calculates pose
- '''
- degrees = compute_pose_degrees(landmarks, dim)
- return degrees
+ def pose(self, landmarks, dim, project_points=False):
+ # computes pose using 6 / 68 points from dlib face landmarks
+ # based on learnopencv.com and
+ # https://github.com/jerryhouuu/Face-Yaw-Roll-Pitch-from-Pose-Estimation-using-OpenCV/
+ # NB: not as accurate as MTCNN, see @jerryhouuu for ideas
+
+ pose_points_idx = (30, 8, 36, 45, 48, 54)
+ axis = np.float32([[500,0,0], [0,500,0], [0,0,500]])
+
+ # 3D model points.
+ model_points = np.array([
+ (0.0, 0.0, 0.0), # Nose tip
+ (0.0, -330.0, -65.0), # Chin
+ (-225.0, 170.0, -135.0), # Left eye left corner
+ (225.0, 170.0, -135.0), # Right eye right corne
+ (-150.0, -150.0, -125.0), # Left Mouth corner
+ (150.0, -150.0, -125.0) # Right mouth corner
+ ])
+
+ # Assuming no lens distortion
+ dist_coeffs = np.zeros((4,1))
-# -----------------------------------------------------------
-# utilities
-# -----------------------------------------------------------
+ # find 6 pose points
+ pose_points = []
+ for j, idx in enumerate(pose_points_idx):
+ pt = landmarks[idx]
+ pose_points.append((pt[0], pt[1]))
+ pose_points = np.array(pose_points, dtype='double') # convert to double
+
+ # create camera matrix
+ focal_length = dim[0]
+ center = (dim[0]/2, dim[1]/2)
+ cam_mat = np.array(
+ [[focal_length, 0, center[0]],
+ [0, focal_length, center[1]],
+ [0, 1, 1]], dtype = "double")
+
+ # solve PnP for rotation and translation
+ (success, rot_vec, tran_vec) = cv.solvePnP(model_points, pose_points,
+ cam_mat, dist_coeffs,
+ flags=cv.SOLVEPNP_ITERATIVE)
-def compute_pose_degrees(landmarks, dim):
- # computes pose using 6 / 68 points from dlib face landmarks
- # based on learnopencv.com and
- # https://github.com/jerryhouuu/Face-Yaw-Roll-Pitch-from-Pose-Estimation-using-OpenCV/
- # NB: not as accurate as MTCNN, see @jerryhouuu for ideas
-
- pose_points_idx = (30, 8, 36, 45, 48, 54)
- axis = np.float32([[500,0,0], [0,500,0], [0,0,500]])
-
- # 3D model points.
- model_points = np.array([
- (0.0, 0.0, 0.0), # Nose tip
- (0.0, -330.0, -65.0), # Chin
- (-225.0, 170.0, -135.0), # Left eye left corner
- (225.0, 170.0, -135.0), # Right eye right corne
- (-150.0, -150.0, -125.0), # Left Mouth corner
- (150.0, -150.0, -125.0) # Right mouth corner
- ])
-
- # Assuming no lens distortion
- dist_coeffs = np.zeros((4,1))
+ result = {}
- # find 6 pose points
- pose_points = []
- for j, idx in enumerate(pose_points_idx):
- pt = landmarks[idx]
- pose_points.append((pt[0], pt[1]))
- pose_points = np.array(pose_points, dtype='double') # convert to double
-
- # create camera matrix
- focal_length = dim[0]
- center = (dim[0]/2, dim[1]/2)
- cam_mat = np.array(
- [[focal_length, 0, center[0]],
- [0, focal_length, center[1]],
- [0, 1, 1]], dtype = "double")
-
- # solve PnP for rotation and translation
- (success, rot_vec, tran_vec) = cv.solvePnP(model_points, pose_points,
- cam_mat, dist_coeffs,
- flags=cv.SOLVEPNP_ITERATIVE)
+ # project points
+ if project_points:
+ pts_im, jac = cv.projectPoints(axis, rot_vec, tran_vec, cam_mat, dist_coeffs)
+ pts_model, jac2 = cv.projectPoints(model_points, rot_vec, tran_vec, cam_mat, dist_coeffs)
+ result['points_model'] = pts_model
+ result['points_image'] = pts_im
+ result['point_nose'] = tuple(landmarks[pose_points_idx[0]])
- # project points
- #pts_im, jac = cv.projectPoints(axis, rot_vec, tran_vec, cam_mat, dist_coeffs)
- #pts_model, jac2 = cv.projectPoints(model_points, rot_vec, tran_vec, cam_mat, dist_coeffs)
- rvec_matrix = cv.Rodrigues(rot_vec)[0]
-
- # convert to degrees
- proj_matrix = np.hstack((rvec_matrix, tran_vec))
- eulerAngles = cv.decomposeProjectionMatrix(proj_matrix)[6]
- pitch, yaw, roll = [math.radians(x) for x in eulerAngles]
- pitch = math.degrees(math.asin(math.sin(pitch)))
- roll = -math.degrees(math.asin(math.sin(roll)))
- yaw = math.degrees(math.asin(math.sin(yaw)))
- degrees = {'pitch': pitch, 'roll': roll, 'yaw': yaw}
-
- # add nose point
- #pt_nose = tuple(landmarks[pose_points_idx[0]])
- return degrees
- #return pts_im, pts_model, degrees, pt_nose
+ rvec_matrix = cv.Rodrigues(rot_vec)[0]
+
+ # convert to degrees
+ proj_matrix = np.hstack((rvec_matrix, tran_vec))
+ eulerAngles = cv.decomposeProjectionMatrix(proj_matrix)[6]
+ pitch, yaw, roll = [math.radians(x) for x in eulerAngles]
+ pitch = math.degrees(math.asin(math.sin(pitch)))
+ roll = -math.degrees(math.asin(math.sin(roll)))
+ yaw = math.degrees(math.asin(math.sin(yaw)))
+ degrees = {'pitch': pitch, 'roll': roll, 'yaw': yaw}
+ result['degrees'] = degrees
+ return result
-def draw_pose(im, pts_im, pts_model, pt_nose):
- cv.line(im, pt_nose, tuple(pts_im[1].ravel()), (0,255,0), 3) #GREEN
- cv.line(im, pt_nose, tuple(pts_im[0].ravel()), (255,0,), 3) #BLUE
- cv.line(im, pt_nose, tuple(pts_im[2].ravel()), (0,0,255), 3) #RED
- return im
+ def draw_pose(self, im, pts_im, pts_model, pt_nose):
+ cv.line(im, pt_nose, tuple(pts_im[1].ravel()), (0,255,0), 3) #GREEN
+ cv.line(im, pt_nose, tuple(pts_im[0].ravel()), (255,0,), 3) #BLUE
+ cv.line(im, pt_nose, tuple(pts_im[2].ravel()), (0,0,255), 3) #RED
-def draw_degrees(im, degrees, color=(0,255,0)):
- for i, item in enumerate(degrees.items()):
- k, v = item
- t = '{}: {:.2f}'.format(k, v)
- origin = (10, 30 + (25 * i))
- cv.putText(im, t, origin, cv.FONT_HERSHEY_SIMPLEX, 0.5, color, thickness=2, lineType=2) \ No newline at end of file
+
+ def draw_degrees(self, im, degrees, color=(0,255,0)):
+ for i, item in enumerate(degrees.items()):
+ k, v = item
+ t = '{}: {:.2f}'.format(k, v)
+ origin = (10, 30 + (25 * i))
+ cv.putText(im, t, origin, cv.FONT_HERSHEY_SIMPLEX, 0.5, color, thickness=2, lineType=2) \ No newline at end of file
diff --git a/megapixels/app/processors/face_recognition.py b/megapixels/app/processors/face_recognition.py
index 9c3a301d..e0b9f752 100644
--- a/megapixels/app/processors/face_recognition.py
+++ b/megapixels/app/processors/face_recognition.py
@@ -17,25 +17,38 @@ class RecognitionDLIB:
# https://github.com/davisking/dlib/blob/master/python_examples/face_recognition.py
# facerec.compute_face_descriptor(img, shape, 100, 0.25)
- def __init__(self, opt_gpu=0):
+ def __init__(self, gpu=0):
self.log = logger_utils.Logger.getLogger()
- if opt_gpu > 0:
+
+ if gpu > -1:
cuda_visible_devices = os.getenv('CUDA_VISIBLE_DEVICES', '')
- os.environ['CUDA_VISIBLE_DEVICES'] = str(opt_gpu)
- self.predictor = dlib.shape_predictor(cfg.DIR_MODELS_DLIB_5PT)
- self.facerec = dlib.face_recognition_model_v1(cfg.DIR_MODELS_DLIB_FACEREC_RESNET)
+ os.environ['CUDA_VISIBLE_DEVICES'] = str(gpu)
+
+ self.predictor = dlib.shape_predictor(cfg.DIR_MODELS_DLIB_5PT)
+ self.facerec = dlib.face_recognition_model_v1(cfg.DIR_MODELS_DLIB_FACEREC_RESNET)
+
+ if gpu > -1:
os.environ['CUDA_VISIBLE_DEVICES'] = cuda_visible_devices # reset GPU env
+
def vec(self, im, bbox, width=100,
- jitters=cfg.DLIB_FACEREC_JITTERS, padding=cfg.DLIB_FACEREC_PADDING):
+ jitters=cfg.DLIB_FACEREC_JITTERS, padding=cfg.DLIB_FACEREC_PADDING):
# Converts image and bbox into 128d vector
# scale the image so the face is always 100x100 pixels
+ #self.log.debug('compute scale')
scale = width / bbox.width
- im = cv.resize(im, (scale, scale), interploation=cv.INTER_LANCZOS4)
+ #im = cv.resize(im, (scale, scale), cv.INTER_LANCZOS4)
+ #self.log.debug('resize')
+ cv.resize(im, None, fx=scale, fy=scale, interpolation=cv.INTER_LANCZOS4)
+ #self.log.debug('to dlib')
bbox_dlib = bbox.to_dlib()
+ #self.log.debug('precitor')
face_shape = self.predictor(im, bbox_dlib)
- vec = self.facerec.compute_face_descriptor(im, face_shape, jitters, padding)
+ # vec = self.facerec.compute_face_descriptor(im, face_shape, jitters, padding)
+ #self.log.debug('vec')
+ vec = self.facerec.compute_face_descriptor(im, face_shape, jitters)
+ #vec = self.facerec.compute_face_descriptor(im, face_shape)
return vec
diff --git a/megapixels/app/settings/app_cfg.py b/megapixels/app/settings/app_cfg.py
index 51392bcc..0507366f 100644
--- a/megapixels/app/settings/app_cfg.py
+++ b/megapixels/app/settings/app_cfg.py
@@ -9,6 +9,10 @@ import cv2 as cv
from app.settings import types
from app.utils import click_utils
+# -----------------------------------------------------------------------------
+# Metadata type names
+# -----------------------------------------------------------------------------
+
# -----------------------------------------------------------------------------
# Enun lists used for custom Click Params
@@ -17,6 +21,8 @@ from app.utils import click_utils
FaceDetectNetVar = click_utils.ParamVar(types.FaceDetectNet)
HaarCascadeVar = click_utils.ParamVar(types.HaarCascade)
LogLevelVar = click_utils.ParamVar(types.LogLevel)
+MetadataVar = click_utils.ParamVar(types.Metadata)
+DatasetVar = click_utils.ParamVar(types.Dataset)
# # data_store
DATA_STORE = '/data_store_hdd/'
@@ -24,6 +30,7 @@ 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_DATSET_NAS = join(DIR_DATASETS, 'people')
DIR_APPS = join(DATA_STORE,'apps')
DIR_APP = join(DIR_APPS,'megapixels')
DIR_MODELS = join(DIR_APP,'models')
diff --git a/megapixels/app/settings/paths.py b/megapixels/app/settings/paths.py
new file mode 100644
index 00000000..bc1333ba
--- /dev/null
+++ b/megapixels/app/settings/paths.py
@@ -0,0 +1,163 @@
+import os
+from os.path import join
+import logging
+
+from vframe.settings import vframe_cfg as vcfg
+from vframe.settings import types
+
+class Paths:
+
+ # class properties
+ MAPPINGS_DATE = vcfg.SUGARCUBE_DATES[0]
+ DIR_APP_VFRAME = 'apps/vframe/'
+ DIR_APP_SA = 'apps/syrianarchive'
+ DIR_MODELS_VFRAME = join(DIR_APP_VFRAME, 'models')
+ DIR_DARKNET = join(DIR_MODELS_VFRAME, 'darknet/pjreddie')
+ DIR_DARKNET_VFRAME = join(DIR_MODELS_VFRAME, 'darknet/vframe')
+ DIR_MEDIA = join(DIR_APP_SA, 'media')
+ DIR_METADATA = join(DIR_APP_SA, 'metadata')
+ DIR_RECORDS = join(DIR_APP_SA, 'records')
+ DIR_REPORTS = join(DIR_APP_SA, 'reports')
+
+
+ def __init__(self):
+ pass
+
+ @classmethod
+ def DataStorePath(cls, data_store=types.DataStore.HDD):
+ return '/data_store_{}'.format(data_store.name.lower())
+
+ # -------------------------------------------------------------------------------
+ # Darknet Paths
+
+ @classmethod
+ def darknet_classes(cls, data_store=types.DataStore.HDD, opt_net=types.DetectorNet.COCO):
+ if opt_net == types.DetectorNet.COCO:
+ fp = join(cls.DIR_DARKNET, 'data', 'coco.names')
+ elif opt_net == types.DetectorNet.COCO_SPP:
+ fp = join(cls.DIR_DARKNET, 'data', 'coco.names')
+ elif opt_net == types.DetectorNet.VOC:
+ fp = join(cls.DIR_DARKNET, 'data', 'voc.names')
+ elif opt_net == types.DetectorNet.OPENIMAGES:
+ fp = join(cls.DIR_DARKNET, 'data', 'openimages.names')
+ elif opt_net == types.DetectorNet.SUBMUNITION:
+ fp = join(cls.DIR_DARKNET_VFRAME, 'munitions_09b', 'classes.txt')
+ return join(cls.DataStorePath(data_store), fp)
+
+ @classmethod
+ def darknet_data(cls, data_store=types.DataStore.HDD, opt_net=types.DetectorNet.COCO, as_bytes=True):
+ if opt_net == types.DetectorNet.COCO:
+ fp = join(cls.DIR_DARKNET, 'cfg', 'coco.data')
+ elif opt_net == types.DetectorNet.COCO_SPP:
+ fp = join(cls.DIR_DARKNET, 'cfg', 'coco.data')
+ elif opt_net == types.DetectorNet.VOC:
+ fp = join(cls.DIR_DARKNET, 'cfg', 'voc.data')
+ elif opt_net == types.DetectorNet.OPENIMAGES:
+ fp = join(cls.DIR_DARKNET, 'cfg', 'openimages.data')
+ elif opt_net == types.DetectorNet.SUBMUNITION:
+ fp = join(cls.DIR_DARKNET_VFRAME, 'munitions_09b', 'meta.data')
+ fp = join(cls.DataStorePath(data_store), fp)
+ if as_bytes:
+ return bytes(fp, encoding="utf-8")
+ else:
+ return fp
+
+
+ @classmethod
+ def darknet_cfg(cls, data_store=types.DataStore.HDD, opt_net=types.DetectorNet.COCO, as_bytes=True):
+ if opt_net == types.DetectorNet.COCO:
+ fp = join(cls.DIR_DARKNET, 'cfg', 'yolov3.cfg')
+ elif opt_net == types.DetectorNet.COCO_SPP:
+ fp = join(cls.DIR_DARKNET, 'cfg', 'yolov3-spp.cfg')
+ elif opt_net == types.DetectorNet.VOC:
+ fp = join(cls.DIR_DARKNET, 'cfg', 'yolov3-voc.cfg')
+ elif opt_net == types.DetectorNet.OPENIMAGES:
+ fp = join(cls.DIR_DARKNET, 'cfg', 'yolov3-openimages.cfg')
+ elif opt_net == types.DetectorNet.SUBMUNITION:
+ fp = join(cls.DIR_DARKNET_VFRAME, 'munitions_09b', 'yolov3.cfg')
+ fp = join(cls.DataStorePath(data_store), fp)
+ if as_bytes:
+ return bytes(fp, encoding="utf-8")
+ else:
+ return fp
+
+ @classmethod
+ def darknet_weights(cls, data_store=types.DataStore.HDD, opt_net=types.DetectorNet.COCO, as_bytes=True):
+ if opt_net == types.DetectorNet.COCO:
+ fp = join(cls.DIR_DARKNET, 'weights', 'yolov3.weights')
+ elif opt_net == types.DetectorNet.COCO_SPP:
+ fp = join(cls.DIR_DARKNET, 'weights', 'yolov3-spp.weights')
+ elif opt_net == types.DetectorNet.VOC:
+ fp = join(cls.DIR_DARKNET, 'weights', 'yolov3-voc.weights')
+ elif opt_net == types.DetectorNet.OPENIMAGES:
+ fp = join(cls.DIR_DARKNET, 'weights', 'yolov3-openimages.weights')
+ elif opt_net == types.DetectorNet.SUBMUNITION:
+ fp = join(cls.DIR_DARKNET_VFRAME, 'munitions_09b/weights', 'yolov3_40000.weights')
+ fp = join(cls.DataStorePath(data_store), fp)
+ if as_bytes:
+ return bytes(fp, encoding="utf-8")
+ else:
+ return fp
+
+ # -------------------------------------------------------------------------------
+ # Metadata Paths
+
+ @classmethod
+ def mapping_index(cls, opt_date, data_store=types.DataStore.HDD, verified=types.Verified.VERIFIED,
+ file_format=types.FileExt.PKL):
+ """Returns filepath to a mapping file. Mapping files are the original Suguarcube mapping data"""
+ fname = 'index.pkl' if file_format == types.FileExt.PKL else 'index.json'
+ # data_store = 'data_store_{}'.format(data_store.name.lower())
+ date_str = opt_date.name.lower()
+ fp = join(cls.DataStorePath(data_store), cls.DIR_METADATA, 'mapping', date_str, verified.name.lower(), fname)
+ return fp
+
+ @classmethod
+ def media_record_index(cls, data_store=types.DataStore.HDD, verified=types.Verified.VERIFIED,
+ file_format=types.FileExt.PKL):
+ """Returns filepath to a mapping file. Mapping files are the original Suguarcube mapping data"""
+ fname = 'index.pkl' if file_format == types.FileExt.PKL else 'index.json'
+ metadata_type = types.Metadata.MEDIA_RECORD.name.lower()
+ fp = join(cls.DataStorePath(data_store), cls.DIR_METADATA, metadata_type, verified.name.lower(), fname)
+ return fp
+
+ @classmethod
+ def metadata_index(cls, metadata_type, data_store=types.DataStore.HDD,
+ verified=types.Verified.VERIFIED, file_format=types.FileExt.PKL):
+ """Uses key from enum to get folder name and construct filepath"""
+ fname = 'index.pkl' if file_format == types.FileExt.PKL else 'index.json'
+ fp = join(cls.DataStorePath(data_store), cls.DIR_METADATA, metadata_type.name.lower(),
+ verified.name.lower(), fname)
+ return fp
+
+ @classmethod
+ def metadata_dir(cls, metadata_type, data_store=types.DataStore.HDD, verified=types.Verified.VERIFIED):
+ """Uses key from enum to get folder name and construct filepath"""
+ fp = join(cls.DataStorePath(data_store), cls.DIR_METADATA, metadata_type.name.lower(),
+ verified.name.lower())
+ return fp
+
+ @classmethod
+ def metadata_tree_dir(cls, metadata_type, data_store=types.DataStore.HDD):
+ """Uses key from enum to get folder name and construct filepath"""
+ fp = join(cls.DataStorePath(data_store), cls.DIR_METADATA, metadata_type.name.lower())
+ return fp
+
+ @classmethod
+ def media_dir(cls, media_type, data_store=types.DataStore.HDD, verified=types.Verified.VERIFIED):
+ """Returns the directory path to a media directory"""
+ fp = join(cls.DataStorePath(data_store), cls.DIR_MEDIA, media_type.name.lower(), verified.name.lower())
+ return fp
+
+ # @classmethod
+ # def keyframe(cls, dir_media, idx, image_size=types.ImageSize.MEDIUM):
+ # """Returns path to keyframe image using supplied cls.media directory"""
+ # idx = str(idx).zfill(vcfg.ZERO_PADDING)
+ # size_label = vcfg.IMAGE_SIZE_LABELS[image_size]
+ # fp = join(dir_media, sha256_tree, sha256, idx, size_label, 'index.jpg')
+ # return fp
+
+ @classmethod
+ def dnn(cls):
+ """Returns configurations for available DNNs"""
+ pass \ No newline at end of file
diff --git a/megapixels/app/settings/types.py b/megapixels/app/settings/types.py
index e9107803..7157436d 100644
--- a/megapixels/app/settings/types.py
+++ b/megapixels/app/settings/types.py
@@ -7,7 +7,6 @@ def find_type(name, enum_type):
return None
-
class FaceDetectNet(Enum):
"""Scene text detector networks"""
HAAR, DLIB_CNN, DLIB_HOG, CVDNN, MTCNN = range(5)
@@ -31,3 +30,14 @@ class HaarCascade(Enum):
class LogLevel(Enum):
"""Loger vebosity"""
DEBUG, INFO, WARN, ERROR, CRITICAL = range(5)
+
+
+# ---------------------------------------------------------------------
+# Metadata types
+# --------------------------------------------------------------------
+
+class Metadata(Enum):
+ IDENTITIES, POSES, ROIS, FILE_META, SHAS, UUIDS, FACE_VECTORS = range(7)
+
+class Dataset(Enum):
+ LFW, VGG_FACE2 = range(2)
diff --git a/megapixels/commands/cv/faces_to_csv.py b/megapixels/commands/cv/_old_files_to_face_rois.py
index 1fd47571..d92cbd74 100644
--- a/megapixels/commands/cv/faces_to_csv.py
+++ b/megapixels/commands/cv/_old_files_to_face_rois.py
@@ -12,8 +12,8 @@ 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('-i', '--input', 'opt_fp_files', required=True,
+ help='Input file meta CSV')
@click.option('-o', '--output', 'opt_fp_out', required=True,
help='Output CSV')
@click.option('-e', '--ext', 'opt_ext',
diff --git a/megapixels/commands/cv/embeddings.py b/megapixels/commands/cv/embeddings.py
deleted file mode 100644
index 9cb26ae7..00000000
--- a/megapixels/commands/cv/embeddings.py
+++ /dev/null
@@ -1,100 +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 directory')
-@click.option('-r', '--records', 'opt_fp_records', required=True,
- help='Input directory')
-@click.option('-m', '--media', 'opt_fp_media', required=True,
- help='Image directory')
-@click.option('-o', '--output', 'opt_fp_out', required=True,
- help='Output CSV')
-@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('-f', '--force', 'opt_force', is_flag=True,
- help='Force overwrite file')
-@click.option('-j', '--jitters', 'opt_jitters', default=cfg.DLIB_FACEREC_JITTERS,
- help='Number of jitters')
-@click.option('-p', '--padding', 'opt_padding', default=cfg.DLIB_FACEREC_PADDING,
- help='Percentage padding')
-@click.pass_context
-def cli(ctx, opt_fp_in, opt_fp_records, opt_fp_out, opt_fp_media, opt_size, opt_gpu,
- opt_slice, opt_jitters, opt_padding, opt_force):
- """Converts frames with faces to CSV of rows"""
-
- import sys
- import os
- from os.path import join
- from pathlib import Path
-
- from tqdm import tqdm
- import numpy as np
- import dlib # must keep a local reference for dlib
- import cv2 as cv
- import dlib
- import pandas as pd
-
- from app.utils import logger_utils, file_utils, im_utils
- from app.models.bbox import BBox
- from app.processors import face_recognition
-
- # -------------------------------------------------
- # 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
-
- # init dlib FR
- facerec = face_recognition.RecognitionDLIB()
-
- # load data
- df_rois = pd.read_csv(opt_fp_in)
- df_records = pd.read_csv(opt_fp_records)
-
- if opt_slice:
- df_rois = df_rois[opt_slice[0]:opt_slice[1]]
- log.info('Processing {:,} rows'.format(len(df_rois)))
- nrows = len(df_rois)
-
- # face vecs
- vecs = []
-
- for roi_idx, row in tqdm(df_rois.iterrows(), total=nrows):
- # make image path
- record_id = int(row['id'])
- df = df_records.iloc[record_id]
- fp_im = join(opt_fp_media, df['subdir'], '{}.{}'.format(df['fn'], df['ext']))
- # load image
- im = cv.imread(fp_im)
- # make bbox
- xywh = [row['x'], row['y'], row['w'] , row['h']]
- bbox = BBox.from_xywh(*xywh)
- # scale to actual image size
- dim = (row['image_width'], row['image_height'])
- bbox_dim = bbox.to_dim(dim)
- # compute vec
- vec = facerec.vec(im, bbox_dim, jitters=opt_jitters, padding=opt_padding)
- vec_str = ','.join([repr(x) for x in vec])
- vecs.append( {'id': row['id'], 'vec': vec_str})
-
- # save data
- file_utils.mkdirs(opt_fp_out)
- df_vecs = pd.DataFrame.from_dict(vecs)
- df_vecs.to_csv(opt_fp_out, index=False)
- log.info('saved {:,} lines to {}'.format(len(df_vecs), opt_fp_out)) \ No newline at end of file
diff --git a/megapixels/commands/cv/faces_to_csv_indexed.py b/megapixels/commands/cv/files_to_rois.py
index ef958f89..1aaf991c 100644
--- a/megapixels/commands/cv/faces_to_csv_indexed.py
+++ b/megapixels/commands/cv/files_to_rois.py
@@ -100,7 +100,7 @@ def cli(ctx, opt_fp_in, opt_dir_media, opt_fp_out, opt_size, opt_detector_type,
data = []
for df_file in tqdm(df_files.itertuples(), total=len(df_files)):
- fp_im = join(opt_dir_media, df_file.subdir, '{}.{}'.format(df_file.fn, df_file.ext))
+ fp_im = join(opt_dir_media, str(df_file.subdir), f'{df_file.fn}.{df_file.ext}')
im = cv.imread(fp_im)
# filter out color or grayscale iamges
@@ -115,7 +115,7 @@ def cli(ctx, opt_fp_in, opt_dir_media, opt_fp_out, opt_size, opt_detector_type,
continue
try:
- bboxes = detector.detect(im, opt_size=opt_size, opt_pyramids=opt_pyramids, opt_largest=opt_largest)
+ bboxes = detector.detect(im, size=opt_size, pyramids=opt_pyramids, largest=opt_largest)
except Exception as e:
log.error('could not detect: {}'.format(fp_im))
log.error('{}'.format(e))
diff --git a/megapixels/commands/cv/face_pose_to_csv.py b/megapixels/commands/cv/rois_to_pose.py
index ca7489de..3877cecf 100644
--- a/megapixels/commands/cv/face_pose_to_csv.py
+++ b/megapixels/commands/cv/rois_to_pose.py
@@ -1,18 +1,15 @@
"""
-Crop images to prepare for training
+Converts ROIs to pose: yaw, roll, pitch
"""
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('-f', '--files', 'opt_fp_files', required=True,
+@click.option('-i', '--input', 'opt_fp_files', required=True,
help='Input ROI CSV')
@click.option('-r', '--rois', 'opt_fp_rois', required=True,
help='Input ROI CSV')
@@ -27,9 +24,11 @@ color_filters = {'color': 1, 'gray': 2, 'all': 3}
help='Slice list of files')
@click.option('-f', '--force', 'opt_force', is_flag=True,
help='Force overwrite file')
+@click.option('-d', '--display', 'opt_display', is_flag=True,
+ help='Display image for debugging')
@click.pass_context
def cli(ctx, opt_fp_files, opt_fp_rois, opt_dir_media, opt_fp_out, opt_size,
- opt_slice, opt_force):
+ opt_slice, opt_force, opt_display):
"""Converts ROIs to pose: roll, yaw, pitch"""
import sys
@@ -58,6 +57,7 @@ def cli(ctx, opt_fp_files, opt_fp_rois, opt_dir_media, opt_fp_out, opt_size,
face_pose = FacePoseDLIB()
face_landmarks = LandmarksDLIB()
+ # load datra
df_files = pd.read_csv(opt_fp_files)
df_rois = pd.read_csv(opt_fp_rois)
@@ -70,32 +70,54 @@ def cli(ctx, opt_fp_files, opt_fp_rois, opt_dir_media, opt_fp_out, opt_size,
# -------------------------------------------------
# process here
-
- df_roi_groups = df_rois.groupby('index')
- log.debug('processing {:,} groups'.format(len(df_roi_groups)))
+ df_img_groups = df_rois.groupby('image_index')
+ log.debug('processing {:,} groups'.format(len(df_img_groups)))
poses = []
- #for df_roi_group in tqdm(df_roi_groups.itertuples(), total=len(df_roi_groups)):
- for df_roi_group_idx, df_roi_group in tqdm(df_roi_groups):
+ # iterate
+ #for df_roi_group_idx, df_roi_group in tqdm(df_roi_groups):
+ for image_index, df_img_group in tqdm(df_img_groups):
# make fp
- image_index = df_roi_group.image_index.values[0]
+ #image_index = df_roi_group.image_index.values[0]
pds_file = df_files.iloc[image_index]
fp_im = join(opt_dir_media, pds_file.subdir, '{}.{}'.format(pds_file.fn, pds_file.ext))
im = cv.imread(fp_im)
# get bbox
- x = df_roi_group.x.values[0]
- y = df_roi_group.y.values[0]
- w = df_roi_group.w.values[0]
- h = df_roi_group.h.values[0]
+ x = df_img_group.x.values[0]
+ y = df_img_group.y.values[0]
+ w = df_img_group.w.values[0]
+ h = df_img_group.h.values[0]
dim = im.shape[:2][::-1]
bbox = BBox.from_xywh(x, y, w, h).to_dim(dim)
# get pose
landmarks = face_landmarks.landmarks(im, bbox)
- pose = face_pose.pose(landmarks, dim)
- pose['image_index'] = image_index
- poses.append(pose)
+ pose_data = face_pose.pose(landmarks, dim, project_points=opt_display)
+ pose_degrees = pose_data['degrees'] # only keep the degrees data
+
+ # use the project point data if display flag set
+ if opt_display:
+ pts_im = pose_data['points_image']
+ pts_model = pose_data['points_model']
+ pt_nose = pose_data['point_nose']
+ dst = im.copy()
+ face_pose.draw_pose(dst, pts_im, pts_model, pt_nose)
+ face_pose.draw_degrees(dst, pose_degrees)
+ # display to cv window
+ cv.imshow('', dst)
+ while True:
+ k = cv.waitKey(1) & 0xFF
+ if k == 27 or k == ord('q'): # ESC
+ cv.destroyAllWindows()
+ sys.exit()
+ elif k != 255:
+ # any key to continue
+ break
+
+ # add image index and append to result CSV data
+ pose_degrees['image_index'] = image_index
+ poses.append(pose_degrees)
# save date
diff --git a/megapixels/commands/cv/rois_to_vecs.py b/megapixels/commands/cv/rois_to_vecs.py
new file mode 100644
index 00000000..525f4404
--- /dev/null
+++ b/megapixels/commands/cv/rois_to_vecs.py
@@ -0,0 +1,109 @@
+"""
+Converts ROIs to face vector
+"""
+
+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_files', required=True,
+ help='Input file meta CSV')
+@click.option('-r', '--rois', 'opt_fp_rois', required=True,
+ help='Input ROI CSV')
+@click.option('-m', '--media', 'opt_dir_media', required=True,
+ help='Input media directory')
+@click.option('-o', '--output', 'opt_fp_out', required=True,
+ help='Output CSV')
+@click.option('--size', 'opt_size',
+ type=(int, int), default=(300, 300),
+ help='Output image size')
+@click.option('-j', '--jitters', 'opt_jitters', default=cfg.DLIB_FACEREC_JITTERS,
+ help='Number of jitters')
+@click.option('-p', '--padding', 'opt_padding', default=cfg.DLIB_FACEREC_PADDING,
+ help='Percentage padding')
+@click.option('--slice', 'opt_slice', type=(int, int), default=(None, None),
+ help='Slice list of files')
+@click.option('-f', '--force', 'opt_force', is_flag=True,
+ help='Force overwrite file')
+@click.option('-g', '--gpu', 'opt_gpu', default=0,
+ help='GPU index')
+@click.pass_context
+def cli(ctx, opt_fp_files, opt_fp_rois, opt_dir_media, opt_fp_out, opt_size,
+ opt_slice, opt_force, opt_gpu, opt_jitters, opt_padding):
+ """Converts face ROIs to vectors"""
+
+ 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 app.models.bbox import BBox
+ from app.utils import logger_utils, file_utils, im_utils
+ from app.processors import face_recognition
+
+
+ # -------------------------------------------------
+ # init here
+
+ log = logger_utils.Logger.getLogger()
+
+ # init face processors
+ facerec = face_recognition.RecognitionDLIB()
+
+ # load data
+ df_file_meta = pd.read_csv(opt_fp_files)
+ df_rois = pd.read_csv(opt_fp_rois)
+
+ if not opt_force and Path(opt_fp_out).exists():
+ log.error('File exists. Use "-f / --force" to overwite')
+ return
+
+ if opt_slice:
+ df_rois = df_rois[opt_slice[0]:opt_slice[1]]
+
+ # -------------------------------------------------
+ # process here
+ df_img_groups = df_rois.groupby('image_index')
+ log.debug('processing {:,} groups'.format(len(df_img_groups)))
+
+ vecs = []
+
+ for image_index, df_img_group in tqdm(df_img_groups):
+ # make fp
+ roi_index = df_img_group.index.values[0]
+ file_meta = df_file_meta.iloc[image_index] # locate image meta
+ fp_im = join(opt_dir_media, file_meta.subdir, '{}.{}'.format(file_meta.fn, file_meta.ext))
+ im = cv.imread(fp_im)
+ # get bbox
+ x = df_img_group.x.values[0]
+ y = df_img_group.y.values[0]
+ w = df_img_group.w.values[0]
+ h = df_img_group.h.values[0]
+ imw = df_img_group.image_width.values[0]
+ imh = df_img_group.image_height.values[0]
+ dim = im.shape[:2][::-1]
+ # get face vector
+ dim = (imw, imh)
+ bbox_dim = BBox.from_xywh(x, y, w, h).to_dim(dim) # convert to int real dimensions
+ # compute vec
+ # padding=opt_padding not yet implemented in 19.16 but merged in master
+ vec = facerec.vec(im, bbox_dim, jitters=opt_jitters)
+ vec_str = ','.join([repr(x) for x in vec]) # convert to string for CSV
+ vecs.append( {'roi_index': roi_index, 'image_index': image_index, 'vec': vec_str})
+
+
+ # save date
+ file_utils.mkdirs(opt_fp_out)
+ df = pd.DataFrame.from_dict(vecs)
+ df.index.name = 'index'
+ df.to_csv(opt_fp_out) \ No newline at end of file
diff --git a/megapixels/commands/datasets/file_meta.py b/megapixels/commands/datasets/file_meta.py
new file mode 100644
index 00000000..e1456f44
--- /dev/null
+++ b/megapixels/commands/datasets/file_meta.py
@@ -0,0 +1,84 @@
+"""
+Begin with this file to process folder of images
+- Converts folders and subdirectories into CSV with file attributes split
+"""
+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', required=True,
+ help='Output file for file meta CSV')
+@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 = []
+ log.info(f'Globbing {opt_fp_in}')
+ 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 not fp_ims:
+ log.warn('No images. Try with "--recursive"')
+ return
+
+ if opt_slice:
+ fp_ims = fp_ims[opt_slice[0]:opt_slice[1]]
+
+ log.info('Processing {:,} images'.format(len(fp_ims)))
+
+
+ # convert data to dict
+ data = []
+ for i, fp_im in enumerate(tqdm(fp_ims)):
+ fpp_im = Path(fp_im)
+ subdir = str(fpp_im.parent.relative_to(opt_fp_in))
+ data.append( {
+ 'subdir': subdir,
+ 'fn': fpp_im.stem,
+ 'ext': fpp_im.suffix.replace('.','')
+ })
+
+ # save to CSV
+ file_utils.mkdirs(opt_fp_out)
+ df = pd.DataFrame.from_dict(data)
+ df.index.name = 'index'
+ df.to_csv(opt_fp_out) \ No newline at end of file
diff --git a/megapixels/commands/datasets/filter_poses.py b/megapixels/commands/datasets/filter_poses.py
new file mode 100644
index 00000000..304eeff2
--- /dev/null
+++ b/megapixels/commands/datasets/filter_poses.py
@@ -0,0 +1,76 @@
+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', required=True,
+ help='Output directory')
+@click.option('--slice', 'opt_slice', type=(int, int), default=(None, None),
+ help='Slice list of files')
+@click.option('-f', '--force', 'opt_force', is_flag=True,
+ help='Force overwrite file')
+@click.option('--yaw', 'opt_yaw', type=(float, float), default=(-25,25),
+ help='Yaw (min, max)')
+@click.option('--roll', 'opt_roll', type=(float, float), default=(-15,15),
+ help='Roll (min, max)')
+@click.option('--pitch', 'opt_pitch', type=(float, float), default=(-10,10),
+ help='Pitch (min, max)')
+@click.option('--drop', 'opt_drop', type=click.Choice(['valid', 'invalid']), default='invalid',
+ help='Drop valid or invalid poses')
+@click.pass_context
+def cli(ctx, opt_fp_in, opt_fp_out, opt_slice, opt_yaw, opt_roll, opt_pitch,
+ opt_drop, opt_force):
+ """Filter out exaggerated poses"""
+
+ 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
+
+ df_poses = pd.read_csv(opt_fp_in).set_index('index')
+
+ if opt_slice:
+ df_poses = df_poses[opt_slice[0]:opt_slice[1]]
+
+ log.info('Processing {:,} rows'.format(len(df_poses)))
+
+ # extend a new temporary column
+ df_poses['valid'] = [0] * len(df_poses)
+
+ # filter out extreme poses
+ for ds_pose in tqdm(df_poses.itertuples(), total=len(df_poses)):
+ if ds_pose.yaw > opt_yaw[0] and ds_pose.yaw < opt_yaw[1] \
+ and ds_pose.roll > opt_roll[0] and ds_pose.roll < opt_roll[1] \
+ and ds_pose.pitch > opt_pitch[0] and ds_pose.pitch < opt_pitch[1]:
+ df_poses.at[ds_pose.Index, 'valid'] = 1
+
+ # filter out valid/invalid
+ drop_val = 0 if opt_drop == 'valid' else 0 # drop 0's if drop == valid, else drop 1's
+ df_poses_filtered = df_poses.drop(df_poses[df_poses.valid == int()].index, axis=0)
+
+ # drop temp column
+ df_poses_filtered = df_poses_filtered.drop('valid', axis=1)
+
+ # save filtered poses
+ df_poses_filtered.to_csv(opt_fp_out)
+ log.info('Saved {:,} rows'.format(len(df_poses_filtered))) \ No newline at end of file
diff --git a/megapixels/commands/datasets/lookup.py b/megapixels/commands/datasets/lookup.py
new file mode 100644
index 00000000..11f54957
--- /dev/null
+++ b/megapixels/commands/datasets/lookup.py
@@ -0,0 +1,44 @@
+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()
+
+lookup_types = ['image', 'identity']
+
+@click.command()
+@click.option('-i', '--input', 'opt_fp_in', required=True,
+ help='Input CSV file')
+@click.option('-t', '--type', 'opt_type', default='image',
+ type=click.Choice(lookup_types),
+ help='Type of lookup')
+@click.option('-d', '--dataset', 'opt_dataset', required=True,
+ type=cfg.DatasetVar,
+ default=click_utils.get_default(types.Dataset.LFW),
+ show_default=True,
+ help=click_utils.show_help(types.Dataset))
+@click.option('--index', 'opt_index', required=True,
+ help='Index to lookup')
+@click.pass_context
+def cli(ctx, opt_fp_in, opt_fp_out, opt_index):
+ """Display image info"""
+
+ from glob import glob
+ from os.path import join
+ from pathlib import Path
+ import time
+
+ import pandas as pd
+ from tqdm import tqdm
+
+ from app.utils import file_utils, im_utils
+
+ # lookup and index and display all information
+ df = pd.read_csv(opt_fp_in).set_index('index')
+
+
+
+ \ No newline at end of file
diff --git a/megapixels/commands/datasets/sha256.py b/megapixels/commands/datasets/sha256.py
index c04fb504..4c734073 100644
--- a/megapixels/commands/datasets/sha256.py
+++ b/megapixels/commands/datasets/sha256.py
@@ -10,18 +10,18 @@ log = Logger.getLogger()
@click.command()
@click.option('-i', '--input', 'opt_fp_in', required=True,
help='Input directory')
-@click.option('-o', '--output', 'opt_fp_out',
+@click.option('-m', '--media', 'opt_dir_media', required=True,
+ help='Input media directory')
+@click.option('-o', '--output', 'opt_fp_out', required=True,
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):
+def cli(ctx, opt_fp_in, opt_dir_media, opt_fp_out, opt_slice, opt_threads, opt_force):
"""Multithreading test"""
from glob import glob
@@ -42,47 +42,46 @@ def cli(ctx, opt_fp_in, opt_fp_out, opt_slice, opt_recursive, opt_threads, opt_f
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)
+ df_files = pd.read_csv(opt_fp_in).set_index('index')
if opt_slice:
- fp_ims = fp_ims[opt_slice[0]:opt_slice[1]]
+ df_files = df_files[opt_slice[0]:opt_slice[1]]
- log.info('Processing {:,} images'.format(len(fp_ims)))
+ log.info('Processing {:,} images'.format(len(df_files)))
- pbar = tqdm(total=100)
+
+ # prepare list of images to multithread into sha256s
+ file_objs = []
+ for ds_file in df_files.itertuples():
+ fp_im = join(opt_dir_media, str(ds_file.subdir), f"{ds_file.fn}.{ds_file.ext}")
+ file_objs.append({'fp': fp_im, 'index': ds_file.Index})
+
+ # convert to thread pool
+ pbar = tqdm(total=len(file_objs))
- def as_sha256(fp_im):
+ def as_sha256(file_obj):
pbar.update(1)
- return file_utils.sha256(fp_im)
+ file_obj['sha256'] = file_utils.sha256(file_obj['fp'])
+ return file_obj
# multithread pool
+ pool_file_objs = []
st = time.time()
pool = ThreadPool(opt_threads)
- with tqdm(total=len(fp_ims)) as pbar:
- sha256s = pool.map(as_sha256, fp_ims)
+ with tqdm(total=len(file_objs)) as pbar:
+ pool_file_objs = pool.map(as_sha256, file_objs)
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]
+ for pool_file_obj in pool_file_objs:
data.append( {
- 'sha256': sha256,
- 'subdir': subdir,
- 'fn': fpp_im.stem,
- 'ext': fpp_im.suffix.replace('.','')
+ 'sha256': pool_file_obj['sha256'],
+ 'index': pool_file_obj['index']
})
# save to CSV
+ file_utils.mkdirs(opt_fp_out)
df = pd.DataFrame.from_dict(data)
df.to_csv(opt_fp_out, index=False)
diff --git a/megapixels/notebooks/datasets/lfw/output/lfw_montage_full.png b/megapixels/notebooks/datasets/lfw/output/lfw_montage_full.png
deleted file mode 100644
index 6e75bfe7..00000000
--- a/megapixels/notebooks/datasets/lfw/output/lfw_montage_full.png
+++ /dev/null
Binary files differ
diff --git a/megapixels/notebooks/datasets/sha_uuid-Copy1.ipynb b/megapixels/notebooks/datasets/sha_uuid-Copy1.ipynb
new file mode 100644
index 00000000..21f59722
--- /dev/null
+++ b/megapixels/notebooks/datasets/sha_uuid-Copy1.ipynb
@@ -0,0 +1,728 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Append UUID to SHA256 CSV"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "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",
+ "from pathlib import Path\n",
+ "\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "import sys\n",
+ "sys.path.append('/work/megapixels_dev/megapixels/')\n",
+ "from app.utils import file_utils"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "DATA_STORE = '/data_store_ssd/'\n",
+ "dir_dataset = join(DATA_STORE, 'apps/megapixels/datasets/lfw')\n",
+ "fp_shas = join(dir_dataset, 'records.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "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>ext</th>\n",
+ " <th>fn</th>\n",
+ " <th>sha256</th>\n",
+ " <th>subdir</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>jpg</td>\n",
+ " <td>AJ_Cook_0001</td>\n",
+ " <td>550937b71b9af36b6083fa1ce7c76e97e3254c439614a6...</td>\n",
+ " <td>AJ_Cook</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>jpg</td>\n",
+ " <td>AJ_Lamas_0001</td>\n",
+ " <td>46d7ddeec9b00add61ade2f89277d74e8264a2b6cec193...</td>\n",
+ " <td>AJ_Lamas</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>jpg</td>\n",
+ " <td>Aaron_Eckhart_0001</td>\n",
+ " <td>b68ed8d50ba85209d826b962987077bc8e1826f7f2f325...</td>\n",
+ " <td>Aaron_Eckhart</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>jpg</td>\n",
+ " <td>Aaron_Guiel_0001</td>\n",
+ " <td>156f5428fad30c420ef01d9b0a3ab73e98aa6a1e5a2f0b...</td>\n",
+ " <td>Aaron_Guiel</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>jpg</td>\n",
+ " <td>Aaron_Patterson_0001</td>\n",
+ " <td>34dfe798220b53aac910e5e39705770d212cdfbe4be8a4...</td>\n",
+ " <td>Aaron_Patterson</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " ext fn \\\n",
+ "0 jpg AJ_Cook_0001 \n",
+ "1 jpg AJ_Lamas_0001 \n",
+ "2 jpg Aaron_Eckhart_0001 \n",
+ "3 jpg Aaron_Guiel_0001 \n",
+ "4 jpg Aaron_Patterson_0001 \n",
+ "\n",
+ " sha256 subdir \n",
+ "0 550937b71b9af36b6083fa1ce7c76e97e3254c439614a6... AJ_Cook \n",
+ "1 46d7ddeec9b00add61ade2f89277d74e8264a2b6cec193... AJ_Lamas \n",
+ "2 b68ed8d50ba85209d826b962987077bc8e1826f7f2f325... Aaron_Eckhart \n",
+ "3 156f5428fad30c420ef01d9b0a3ab73e98aa6a1e5a2f0b... Aaron_Guiel \n",
+ "4 34dfe798220b53aac910e5e39705770d212cdfbe4be8a4... Aaron_Patterson "
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# load names\n",
+ "df_records = pd.read_csv(fp_shas)\n",
+ "records = df_records.to_dict('index')\n",
+ "df_records.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import uuid\n",
+ "import base64\n",
+ "\n",
+ "# get a UUID - URL safe, Base64\n",
+ "def b64uuid():\n",
+ " r_uuid = base64.urlsafe_b64encode(uuid.uuid4().bytes)\n",
+ " print(r_uuid)\n",
+ " return r_uuid.replace('=', '')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "UUID('05ba06b3-875e-429a-ac39-02b129b77d71')"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "uuid.uuid4()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# append a UUID to every entry\n",
+ "for idx, item in records.items():\n",
+ " records[idx]['uuid'] = uuid.uuid4()\n",
+ "# save to csv\n",
+ "fp_sha_uuid = join(dir_dataset, 'records_uuid.csv')\n",
+ "df_uuid = pd.DataFrame.from_dict(list(records.values())) # ignore the indices\n",
+ "df_uuid.to_csv(fp_sha_uuid, index=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 170,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import time\n",
+ "from tqdm import tqdm"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 171,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp = '/data_store_ssd/apps/megapixels/datasets/lfw/embeddings_arr_test.csv'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 172,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv(fp)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 180,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['a', 'a', 'a', 'a', 'a']"
+ ]
+ },
+ "execution_count": 180,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "['a'] * 5"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 184,
+ "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>ext</th>\n",
+ " <th>fn</th>\n",
+ " <th>h</th>\n",
+ " <th>image_height</th>\n",
+ " <th>image_width</th>\n",
+ " <th>subdir</th>\n",
+ " <th>vec</th>\n",
+ " <th>w</th>\n",
+ " <th>x</th>\n",
+ " <th>y</th>\n",
+ " <th>newcol</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>jpg</td>\n",
+ " <td>AJ_Cook_0001</td>\n",
+ " <td>0.330000</td>\n",
+ " <td>250</td>\n",
+ " <td>250</td>\n",
+ " <td>AJ_Cook</td>\n",
+ " <td>-0.07324773073196411, 0.150736004114151, 0.006...</td>\n",
+ " <td>0.330000</td>\n",
+ " <td>0.336667</td>\n",
+ " <td>0.350000</td>\n",
+ " <td>10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>jpg</td>\n",
+ " <td>AJ_Lamas_0001</td>\n",
+ " <td>0.393333</td>\n",
+ " <td>250</td>\n",
+ " <td>250</td>\n",
+ " <td>AJ_Lamas</td>\n",
+ " <td>-0.12234891951084137, 0.06931854784488678, 0.0...</td>\n",
+ " <td>0.393333</td>\n",
+ " <td>0.286667</td>\n",
+ " <td>0.313333</td>\n",
+ " <td></td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " ext fn h image_height image_width subdir \\\n",
+ "0 jpg AJ_Cook_0001 0.330000 250 250 AJ_Cook \n",
+ "1 jpg AJ_Lamas_0001 0.393333 250 250 AJ_Lamas \n",
+ "\n",
+ " vec w x \\\n",
+ "0 -0.07324773073196411, 0.150736004114151, 0.006... 0.330000 0.336667 \n",
+ "1 -0.12234891951084137, 0.06931854784488678, 0.0... 0.393333 0.286667 \n",
+ "\n",
+ " y newcol \n",
+ "0 0.350000 10 \n",
+ "1 0.313333 "
+ ]
+ },
+ "execution_count": 184,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 185,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<class 'list'>\n",
+ "128\n"
+ ]
+ }
+ ],
+ "source": [
+ "for idx, row in df.iterrows():\n",
+ " vec = row['vec'].split(',')\n",
+ " print(type(vec))\n",
+ " print(len(vec))\n",
+ " break"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 146,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_out = '/data_store_ssd/apps/megapixels/datasets/lfw/embeddings_arr_test_idx.csv'\n",
+ "df.to_csv(fp_out)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 188,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_in = '/data_store_ssd/apps/megapixels/datasets/lfw/records.csv'\n",
+ "fp_out = '/data_store_ssd/apps/megapixels/datasets/lfw/records_idx.csv'\n",
+ "df = pd.read_csv(fp_in)\n",
+ "df.to_csv(fp_out, index=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 192,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df.loc[(df['fn'] == 'AJ_Cook_0001') & (df['subdir'] == 'AJ_Cook'), 'ext'] = 'wow'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 208,
+ "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>ext</th>\n",
+ " <th>fn</th>\n",
+ " <th>sha256</th>\n",
+ " <th>subdir</th>\n",
+ " <th>uuid</th>\n",
+ " <th>newcol</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>wow</td>\n",
+ " <td>AJ_Cook_0001</td>\n",
+ " <td>550937b71b9af36b6083fa1ce7c76e97e3254c439614a6...</td>\n",
+ " <td>AJ_Cook</td>\n",
+ " <td>f03fd921-2d56-4e83-8115-f658d6a72287</td>\n",
+ " <td>10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>jpg</td>\n",
+ " <td>AJ_Lamas_0001</td>\n",
+ " <td>46d7ddeec9b00add61ade2f89277d74e8264a2b6cec193...</td>\n",
+ " <td>AJ_Lamas</td>\n",
+ " <td>0c96c5bb-dbd1-4584-bd68-af11664b98bb</td>\n",
+ " <td>x</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>jpg</td>\n",
+ " <td>Aaron_Eckhart_0001</td>\n",
+ " <td>b68ed8d50ba85209d826b962987077bc8e1826f7f2f325...</td>\n",
+ " <td>Aaron_Eckhart</td>\n",
+ " <td>8221e75c-9537-4a4f-9693-483b445244b4</td>\n",
+ " <td>x</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>jpg</td>\n",
+ " <td>Aaron_Guiel_0001</td>\n",
+ " <td>156f5428fad30c420ef01d9b0a3ab73e98aa6a1e5a2f0b...</td>\n",
+ " <td>Aaron_Guiel</td>\n",
+ " <td>a2955610-ed5e-433c-bdd4-e3a72ff44736</td>\n",
+ " <td>x</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>jpg</td>\n",
+ " <td>Aaron_Patterson_0001</td>\n",
+ " <td>34dfe798220b53aac910e5e39705770d212cdfbe4be8a4...</td>\n",
+ " <td>Aaron_Patterson</td>\n",
+ " <td>1d0782e9-ed16-4550-b1e9-d9c03eef6181</td>\n",
+ " <td>x</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " ext fn \\\n",
+ "0 wow AJ_Cook_0001 \n",
+ "1 jpg AJ_Lamas_0001 \n",
+ "2 jpg Aaron_Eckhart_0001 \n",
+ "3 jpg Aaron_Guiel_0001 \n",
+ "4 jpg Aaron_Patterson_0001 \n",
+ "\n",
+ " sha256 subdir \\\n",
+ "0 550937b71b9af36b6083fa1ce7c76e97e3254c439614a6... AJ_Cook \n",
+ "1 46d7ddeec9b00add61ade2f89277d74e8264a2b6cec193... AJ_Lamas \n",
+ "2 b68ed8d50ba85209d826b962987077bc8e1826f7f2f325... Aaron_Eckhart \n",
+ "3 156f5428fad30c420ef01d9b0a3ab73e98aa6a1e5a2f0b... Aaron_Guiel \n",
+ "4 34dfe798220b53aac910e5e39705770d212cdfbe4be8a4... Aaron_Patterson \n",
+ "\n",
+ " uuid newcol \n",
+ "0 f03fd921-2d56-4e83-8115-f658d6a72287 10 \n",
+ "1 0c96c5bb-dbd1-4584-bd68-af11664b98bb x \n",
+ "2 8221e75c-9537-4a4f-9693-483b445244b4 x \n",
+ "3 a2955610-ed5e-433c-bdd4-e3a72ff44736 x \n",
+ "4 1d0782e9-ed16-4550-b1e9-d9c03eef6181 x "
+ ]
+ },
+ "execution_count": 208,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df['newcol'] = ['x'] * len(df)\n",
+ "df.at[0, 'newcol'] = '10'\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 214,
+ "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>ext</th>\n",
+ " <th>fn</th>\n",
+ " <th>sha256</th>\n",
+ " <th>subdir</th>\n",
+ " <th>uuid</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>wow</td>\n",
+ " <td>AJ_Cook_0001</td>\n",
+ " <td>550937b71b9af36b6083fa1ce7c76e97e3254c439614a6...</td>\n",
+ " <td>AJ_Cook</td>\n",
+ " <td>f03fd921-2d56-4e83-8115-f658d6a72287</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>jpg</td>\n",
+ " <td>AJ_Lamas_0001</td>\n",
+ " <td>46d7ddeec9b00add61ade2f89277d74e8264a2b6cec193...</td>\n",
+ " <td>AJ_Lamas</td>\n",
+ " <td>0c96c5bb-dbd1-4584-bd68-af11664b98bb</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>jpg</td>\n",
+ " <td>Aaron_Eckhart_0001</td>\n",
+ " <td>b68ed8d50ba85209d826b962987077bc8e1826f7f2f325...</td>\n",
+ " <td>Aaron_Eckhart</td>\n",
+ " <td>8221e75c-9537-4a4f-9693-483b445244b4</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>jpg</td>\n",
+ " <td>Aaron_Guiel_0001</td>\n",
+ " <td>156f5428fad30c420ef01d9b0a3ab73e98aa6a1e5a2f0b...</td>\n",
+ " <td>Aaron_Guiel</td>\n",
+ " <td>a2955610-ed5e-433c-bdd4-e3a72ff44736</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>jpg</td>\n",
+ " <td>Aaron_Patterson_0001</td>\n",
+ " <td>34dfe798220b53aac910e5e39705770d212cdfbe4be8a4...</td>\n",
+ " <td>Aaron_Patterson</td>\n",
+ " <td>1d0782e9-ed16-4550-b1e9-d9c03eef6181</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " ext fn \\\n",
+ "0 wow AJ_Cook_0001 \n",
+ "1 jpg AJ_Lamas_0001 \n",
+ "2 jpg Aaron_Eckhart_0001 \n",
+ "3 jpg Aaron_Guiel_0001 \n",
+ "4 jpg Aaron_Patterson_0001 \n",
+ "\n",
+ " sha256 subdir \\\n",
+ "0 550937b71b9af36b6083fa1ce7c76e97e3254c439614a6... AJ_Cook \n",
+ "1 46d7ddeec9b00add61ade2f89277d74e8264a2b6cec193... AJ_Lamas \n",
+ "2 b68ed8d50ba85209d826b962987077bc8e1826f7f2f325... Aaron_Eckhart \n",
+ "3 156f5428fad30c420ef01d9b0a3ab73e98aa6a1e5a2f0b... Aaron_Guiel \n",
+ "4 34dfe798220b53aac910e5e39705770d212cdfbe4be8a4... Aaron_Patterson \n",
+ "\n",
+ " uuid \n",
+ "0 f03fd921-2d56-4e83-8115-f658d6a72287 \n",
+ "1 0c96c5bb-dbd1-4584-bd68-af11664b98bb \n",
+ "2 8221e75c-9537-4a4f-9693-483b445244b4 \n",
+ "3 a2955610-ed5e-433c-bdd4-e3a72ff44736 \n",
+ "4 1d0782e9-ed16-4550-b1e9-d9c03eef6181 "
+ ]
+ },
+ "execution_count": 214,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = df.drop('newcol', axis=1, errors='ignore')\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 218,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "a = [1,2,3,4]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 220,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['1.00', '2.00', '3.00', '4.00']"
+ ]
+ },
+ "execution_count": 220,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "['{:.2f}'.format(x) for x in a]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 221,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from pathlib import Path"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 222,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "a = Path('/path/to/file.mp3')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 235,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "bc7e9ccf-49ba-4672-b1d8-6880d6b7e251\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "id_to_lookup = 13000\n",
+ "fp_records = '/data_store_ssd/apps/megapixels/datasets/lfw/records.csv'\n",
+ "df = pd.read_csv(fp_records)\n",
+ "row = df.iloc[id_to_lookup]\n",
+ "print(row['uuid'])"
+ ]
+ },
+ {
+ "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/vgg_face2/filter_pose.ipynb b/megapixels/notebooks/datasets/vgg_face2/filter_pose.ipynb
new file mode 100644
index 00000000..34068b82
--- /dev/null
+++ b/megapixels/notebooks/datasets/vgg_face2/filter_pose.ipynb
@@ -0,0 +1,1655 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Acessing CSV data"
+ ]
+ },
+ {
+ "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",
+ "from glob import glob\n",
+ "from random import randint\n",
+ "from pathlib import Path\n",
+ "\n",
+ "from tqdm import tqdm_notebook as tqdm\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import cv2 as cv\n",
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "DATA_STORE = '/data_store/'\n",
+ "dir_datasets = join(DATA_STORE, 'datasets/people')\n",
+ "dir_lfw = join(dir_datasets, 'vgg_face2')\n",
+ "dir_lfw_metadata = join(dir_lfw, 'metadata')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# set fp_\n",
+ "fp_identities = join(dir_lfw_metadata, 'identities.csv')\n",
+ "fp_files = join(dir_lfw_metadata, 'file_meta_updated.csv')\n",
+ "fp_index = join(dir_lfw_metadata, 'shas.csv')\n",
+ "fp_rois = join(dir_lfw_metadata, 'rois_dlib_cnn_400.csv')\n",
+ "fp_uuids = join(dir_lfw_metadata, 'uuids.csv')\n",
+ "#fp_poses = join(dir_lfw_metadata, 'poses.csv')\n",
+ "fp_vecs = join(dir_lfw_metadata, 'vecs.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# load csvs into dataframes\n",
+ "df_identities = pd.read_csv(fp_identities).set_index('index')\n",
+ "df_files = pd.read_csv(fp_files).set_index('index')\n",
+ "df_index = pd.read_csv(fp_index).set_index('index')\n",
+ "df_rois = pd.read_csv(fp_rois).set_index('index')\n",
+ "df_uuids = pd.read_csv(fp_uuids).set_index('index')\n",
+ "#df_poses = pd.read_csv(fp_pose).set_index('index')\n",
+ "#df_vecs = pd.read_csv(fp_vecs).set_index('index')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_poses = join(dir_lfw_metadata, 'poses_0_10000.csv')\n",
+ "df_poses = pd.read_csv(fp_poses).set_index('index')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Identity attributes\n",
+ "\n",
+ "- preview identities\n",
+ "- here the 'index' is unique and refers to the identity\n",
+ "- in other files it is referred to as 'identity_index'"
+ ]
+ },
+ {
+ "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>class_id</th>\n",
+ " <th>description</th>\n",
+ " <th>gender</th>\n",
+ " <th>images</th>\n",
+ " <th>name</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>n000001</td>\n",
+ " <td>Dalai Lama</td>\n",
+ " <td>m</td>\n",
+ " <td>424</td>\n",
+ " <td>14th Dalai Lama</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>n000002</td>\n",
+ " <td>American singer-songwriter</td>\n",
+ " <td>f</td>\n",
+ " <td>315</td>\n",
+ " <td>A Fine Frenzy</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " class_id description gender images name\n",
+ "index \n",
+ "0 n000001 Dalai Lama m 424 14th Dalai Lama\n",
+ "1 n000002 American singer-songwriter f 315 A Fine Frenzy"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_identities.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### File attributes\n",
+ "\n",
+ "- preview files\n",
+ "- NB: this information is not needed for the website\n",
+ "- information needed to load an image from the local directory"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "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>ext</th>\n",
+ " <th>fn</th>\n",
+ " <th>subdir</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>jpg</td>\n",
+ " <td>0194_01</td>\n",
+ " <td>train/n004034</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>jpg</td>\n",
+ " <td>0132_02</td>\n",
+ " <td>train/n004034</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " ext fn subdir\n",
+ "index \n",
+ "0 jpg 0194_01 train/n004034\n",
+ "1 jpg 0132_02 train/n004034"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_files.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Index\n",
+ "\n",
+ "- every image has an index\n",
+ "- the `identity_index` refers back to the `identities.csv` file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "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>sha256</th>\n",
+ " <th>identity_index</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>a39a1df855cb0c70dc553c5e9afa35b4f7c00f4011ca10...</td>\n",
+ " <td>6123</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>e360f93613baa68cede6731d2603873cdabd3993841cfd...</td>\n",
+ " <td>6123</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " sha256 identity_index\n",
+ "index \n",
+ "0 a39a1df855cb0c70dc553c5e9afa35b4f7c00f4011ca10... 6123\n",
+ "1 e360f93613baa68cede6731d2603873cdabd3993841cfd... 6123"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_index.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### ROIs (regions of interest)\n",
+ "\n",
+ "- refers to the detected face in image files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "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>h</th>\n",
+ " <th>image_height</th>\n",
+ " <th>image_index</th>\n",
+ " <th>image_width</th>\n",
+ " <th>w</th>\n",
+ " <th>x</th>\n",
+ " <th>y</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0.38</td>\n",
+ " <td>282</td>\n",
+ " <td>0</td>\n",
+ " <td>247</td>\n",
+ " <td>0.435115</td>\n",
+ " <td>0.28626</td>\n",
+ " <td>0.316667</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>0.38</td>\n",
+ " <td>235</td>\n",
+ " <td>1</td>\n",
+ " <td>206</td>\n",
+ " <td>0.435115</td>\n",
+ " <td>0.28626</td>\n",
+ " <td>0.316667</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " h image_height image_index image_width w x \\\n",
+ "index \n",
+ "0 0.38 282 0 247 0.435115 0.28626 \n",
+ "1 0.38 235 1 206 0.435115 0.28626 \n",
+ "\n",
+ " y \n",
+ "index \n",
+ "0 0.316667 \n",
+ "1 0.316667 "
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_rois.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### UUIDs\n",
+ "\n",
+ "- a separate file that includes the UUID for each image file\n",
+ "- separated to reduce file size for larger CSVs"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>uuid</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>88ac6abd-6039-442b-b31f-2db8d575363a</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>73acbc00-2cb5-4260-8db3-b88ca7c29c72</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " uuid\n",
+ "index \n",
+ "0 88ac6abd-6039-442b-b31f-2db8d575363a\n",
+ "1 73acbc00-2cb5-4260-8db3-b88ca7c29c72"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_uuids.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Pose\n",
+ "\n",
+ "- a separate file that includes pose information\n",
+ "- used for filtering out images that are too angled"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "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>image_index</th>\n",
+ " <th>pitch</th>\n",
+ " <th>roll</th>\n",
+ " <th>yaw</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0</td>\n",
+ " <td>-2.685769</td>\n",
+ " <td>4.093920</td>\n",
+ " <td>-7.937658</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>-10.074321</td>\n",
+ " <td>-5.795005</td>\n",
+ " <td>-20.644645</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " image_index pitch roll yaw\n",
+ "index \n",
+ "0 0 -2.685769 4.093920 -7.937658\n",
+ "1 1 -10.074321 -5.795005 -20.644645"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_poses.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Face vectors\n",
+ "\n",
+ "- each face vector is associated with an ROI\n",
+ "- each ROI is associated with an image and an identity"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#df_vecs.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Utilities"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# convert above to function\n",
+ "def roi_idx_to_image(roi_idx):\n",
+ " ds_roi = df_rois.iloc[roi_idx]\n",
+ " image_idx = int(ds_roi.image_index)\n",
+ " # use the image idx to get the file meta\n",
+ " ds_file = df_files.iloc[image_idx]\n",
+ " # construct filepath\n",
+ " fp_match = join(dir_lfw_images, str(ds_file.subdir), f'{ds_file.fn}.{ds_file.ext}')\n",
+ " im_match = cv.imread(fp_match)\n",
+ " return im_match "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Operations"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# define min/max\n",
+ "yaw_minmax = (-25,25)\n",
+ "pitch_minmax = (-15,15)\n",
+ "roll_minmax = (-10,10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "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>image_index</th>\n",
+ " <th>pitch</th>\n",
+ " <th>roll</th>\n",
+ " <th>yaw</th>\n",
+ " <th>valid</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0</td>\n",
+ " <td>-2.685769</td>\n",
+ " <td>4.093920</td>\n",
+ " <td>-7.937658</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>-10.074321</td>\n",
+ " <td>-5.795005</td>\n",
+ " <td>-20.644645</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " image_index pitch roll yaw valid\n",
+ "index \n",
+ "0 0 -2.685769 4.093920 -7.937658 0\n",
+ "1 1 -10.074321 -5.795005 -20.644645 0"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_poses['valid'] = [0] * len(df_poses)\n",
+ "df_poses.head(2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "9347980a72ff4cb6906914338b458162",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=9743), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "# filter out extreme poses\n",
+ "for ds_pose in tqdm(df_poses.itertuples(), total=len(df_poses)):\n",
+ " if ds_pose.yaw > yaw_minmax[0] and ds_pose.yaw < yaw_minmax[1] \\\n",
+ " and ds_pose.roll > roll_minmax[0] and ds_pose.roll < roll_minmax[1] \\\n",
+ " and ds_pose.pitch > pitch_minmax[0] and ds_pose.pitch < pitch_minmax[1]:\n",
+ " df_poses.at[ds_pose.Index, 'valid'] = 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "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>image_index</th>\n",
+ " <th>pitch</th>\n",
+ " <th>roll</th>\n",
+ " <th>yaw</th>\n",
+ " <th>valid</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0</td>\n",
+ " <td>-2.685769</td>\n",
+ " <td>4.093920</td>\n",
+ " <td>-7.937658</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>-10.074321</td>\n",
+ " <td>-5.795005</td>\n",
+ " <td>-20.644645</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>2</td>\n",
+ " <td>1.949778</td>\n",
+ " <td>7.510585</td>\n",
+ " <td>-1.153938</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>3</td>\n",
+ " <td>-5.881088</td>\n",
+ " <td>3.305987</td>\n",
+ " <td>-16.774452</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>4</td>\n",
+ " <td>1.323455</td>\n",
+ " <td>3.552109</td>\n",
+ " <td>10.937092</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>5</td>\n",
+ " <td>8.966770</td>\n",
+ " <td>-20.319039</td>\n",
+ " <td>-10.666622</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>6</td>\n",
+ " <td>6.377947</td>\n",
+ " <td>-0.037838</td>\n",
+ " <td>-28.297769</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>7</td>\n",
+ " <td>-5.590547</td>\n",
+ " <td>-2.513488</td>\n",
+ " <td>-5.573986</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>8</td>\n",
+ " <td>7.494141</td>\n",
+ " <td>-0.587338</td>\n",
+ " <td>-20.937242</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>9</td>\n",
+ " <td>-4.547006</td>\n",
+ " <td>-0.429375</td>\n",
+ " <td>4.637964</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <td>10</td>\n",
+ " <td>-15.974450</td>\n",
+ " <td>-6.467474</td>\n",
+ " <td>-0.046817</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>11</td>\n",
+ " <td>-3.349299</td>\n",
+ " <td>-4.059317</td>\n",
+ " <td>-4.709007</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12</th>\n",
+ " <td>12</td>\n",
+ " <td>-0.824968</td>\n",
+ " <td>1.082679</td>\n",
+ " <td>-14.201574</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13</th>\n",
+ " <td>13</td>\n",
+ " <td>7.317298</td>\n",
+ " <td>-4.628597</td>\n",
+ " <td>-5.503731</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>14</td>\n",
+ " <td>-0.250637</td>\n",
+ " <td>7.168705</td>\n",
+ " <td>3.593267</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>15</td>\n",
+ " <td>-1.247407</td>\n",
+ " <td>-16.101818</td>\n",
+ " <td>-19.072548</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>16</td>\n",
+ " <td>6.184959</td>\n",
+ " <td>-18.960907</td>\n",
+ " <td>-14.435108</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17</th>\n",
+ " <td>17</td>\n",
+ " <td>0.695174</td>\n",
+ " <td>10.411116</td>\n",
+ " <td>18.099205</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18</th>\n",
+ " <td>18</td>\n",
+ " <td>-1.394646</td>\n",
+ " <td>1.553670</td>\n",
+ " <td>-13.243177</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19</th>\n",
+ " <td>19</td>\n",
+ " <td>10.329418</td>\n",
+ " <td>6.057604</td>\n",
+ " <td>17.509771</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20</th>\n",
+ " <td>20</td>\n",
+ " <td>-6.514906</td>\n",
+ " <td>-4.057685</td>\n",
+ " <td>32.285918</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21</th>\n",
+ " <td>21</td>\n",
+ " <td>-3.412718</td>\n",
+ " <td>3.160722</td>\n",
+ " <td>-15.998410</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22</th>\n",
+ " <td>22</td>\n",
+ " <td>-2.710659</td>\n",
+ " <td>3.482632</td>\n",
+ " <td>8.059692</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23</th>\n",
+ " <td>23</td>\n",
+ " <td>-6.922881</td>\n",
+ " <td>15.771625</td>\n",
+ " <td>32.097414</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24</th>\n",
+ " <td>24</td>\n",
+ " <td>-12.692917</td>\n",
+ " <td>0.502148</td>\n",
+ " <td>39.767956</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25</th>\n",
+ " <td>25</td>\n",
+ " <td>-3.050506</td>\n",
+ " <td>26.288576</td>\n",
+ " <td>22.474047</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26</th>\n",
+ " <td>26</td>\n",
+ " <td>-6.742365</td>\n",
+ " <td>2.603335</td>\n",
+ " <td>-3.170223</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
+ " <td>27</td>\n",
+ " <td>-2.879908</td>\n",
+ " <td>18.602692</td>\n",
+ " <td>26.772543</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>28</td>\n",
+ " <td>-3.475686</td>\n",
+ " <td>-4.734540</td>\n",
+ " <td>-12.301176</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>29</td>\n",
+ " <td>-4.039427</td>\n",
+ " <td>0.804975</td>\n",
+ " <td>2.226219</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>70</th>\n",
+ " <td>70</td>\n",
+ " <td>9.677210</td>\n",
+ " <td>-3.644432</td>\n",
+ " <td>-3.558806</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>71</th>\n",
+ " <td>71</td>\n",
+ " <td>-6.304012</td>\n",
+ " <td>-4.870216</td>\n",
+ " <td>-35.114834</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>72</th>\n",
+ " <td>72</td>\n",
+ " <td>-22.009094</td>\n",
+ " <td>-21.959437</td>\n",
+ " <td>-27.393276</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>73</th>\n",
+ " <td>73</td>\n",
+ " <td>2.312746</td>\n",
+ " <td>4.491569</td>\n",
+ " <td>-2.417103</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>74</th>\n",
+ " <td>74</td>\n",
+ " <td>-13.938552</td>\n",
+ " <td>-3.284886</td>\n",
+ " <td>25.466661</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75</th>\n",
+ " <td>75</td>\n",
+ " <td>16.797612</td>\n",
+ " <td>-8.401607</td>\n",
+ " <td>-6.680254</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>76</th>\n",
+ " <td>76</td>\n",
+ " <td>2.383204</td>\n",
+ " <td>-2.540481</td>\n",
+ " <td>-14.426500</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>77</th>\n",
+ " <td>77</td>\n",
+ " <td>-4.124593</td>\n",
+ " <td>4.304958</td>\n",
+ " <td>15.845530</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>78</th>\n",
+ " <td>78</td>\n",
+ " <td>-5.543218</td>\n",
+ " <td>11.190563</td>\n",
+ " <td>26.671579</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>79</th>\n",
+ " <td>79</td>\n",
+ " <td>0.397213</td>\n",
+ " <td>-7.920712</td>\n",
+ " <td>-28.444460</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>80</th>\n",
+ " <td>80</td>\n",
+ " <td>1.667942</td>\n",
+ " <td>6.136289</td>\n",
+ " <td>8.415116</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>81</th>\n",
+ " <td>81</td>\n",
+ " <td>4.624359</td>\n",
+ " <td>17.670332</td>\n",
+ " <td>-21.905138</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>82</th>\n",
+ " <td>82</td>\n",
+ " <td>-0.969493</td>\n",
+ " <td>-0.082283</td>\n",
+ " <td>-11.996788</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>83</th>\n",
+ " <td>83</td>\n",
+ " <td>0.471210</td>\n",
+ " <td>-18.823352</td>\n",
+ " <td>-26.938627</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>84</th>\n",
+ " <td>84</td>\n",
+ " <td>-6.293694</td>\n",
+ " <td>-0.578364</td>\n",
+ " <td>-26.848660</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>85</th>\n",
+ " <td>85</td>\n",
+ " <td>-13.958683</td>\n",
+ " <td>1.119014</td>\n",
+ " <td>10.599317</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>86</th>\n",
+ " <td>86</td>\n",
+ " <td>-10.010660</td>\n",
+ " <td>-26.797436</td>\n",
+ " <td>29.687103</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>87</th>\n",
+ " <td>87</td>\n",
+ " <td>-4.656348</td>\n",
+ " <td>2.832306</td>\n",
+ " <td>-25.907291</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>88</th>\n",
+ " <td>88</td>\n",
+ " <td>-9.667976</td>\n",
+ " <td>8.499603</td>\n",
+ " <td>22.987171</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>89</th>\n",
+ " <td>89</td>\n",
+ " <td>9.946922</td>\n",
+ " <td>28.684677</td>\n",
+ " <td>35.865612</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>90</th>\n",
+ " <td>90</td>\n",
+ " <td>-6.696606</td>\n",
+ " <td>5.226573</td>\n",
+ " <td>8.460641</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>91</th>\n",
+ " <td>91</td>\n",
+ " <td>-6.477469</td>\n",
+ " <td>-1.916388</td>\n",
+ " <td>-26.714840</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>92</th>\n",
+ " <td>92</td>\n",
+ " <td>-8.298155</td>\n",
+ " <td>2.883102</td>\n",
+ " <td>-14.612449</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>93</th>\n",
+ " <td>93</td>\n",
+ " <td>10.322117</td>\n",
+ " <td>0.795814</td>\n",
+ " <td>-28.988145</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>94</th>\n",
+ " <td>94</td>\n",
+ " <td>-2.210425</td>\n",
+ " <td>-8.356827</td>\n",
+ " <td>-14.543218</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>95</th>\n",
+ " <td>95</td>\n",
+ " <td>-3.996075</td>\n",
+ " <td>3.014513</td>\n",
+ " <td>-35.606501</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>96</th>\n",
+ " <td>96</td>\n",
+ " <td>-10.600538</td>\n",
+ " <td>-8.428299</td>\n",
+ " <td>-26.060704</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>97</th>\n",
+ " <td>97</td>\n",
+ " <td>-3.034676</td>\n",
+ " <td>2.865267</td>\n",
+ " <td>-0.071917</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>98</th>\n",
+ " <td>98</td>\n",
+ " <td>-0.054709</td>\n",
+ " <td>1.202667</td>\n",
+ " <td>-11.361823</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>99</th>\n",
+ " <td>99</td>\n",
+ " <td>-10.377032</td>\n",
+ " <td>4.902157</td>\n",
+ " <td>29.375020</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>100 rows × 5 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " image_index pitch roll yaw valid\n",
+ "index \n",
+ "0 0 -2.685769 4.093920 -7.937658 1\n",
+ "1 1 -10.074321 -5.795005 -20.644645 1\n",
+ "2 2 1.949778 7.510585 -1.153938 1\n",
+ "3 3 -5.881088 3.305987 -16.774452 1\n",
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+ "5 5 8.966770 -20.319039 -10.666622 0\n",
+ "6 6 6.377947 -0.037838 -28.297769 0\n",
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+ "8 8 7.494141 -0.587338 -20.937242 1\n",
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+ "10 10 -15.974450 -6.467474 -0.046817 0\n",
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+ "26 26 -6.742365 2.603335 -3.170223 1\n",
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+ "28 28 -3.475686 -4.734540 -12.301176 1\n",
+ "29 29 -4.039427 0.804975 2.226219 1\n",
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+ "70 70 9.677210 -3.644432 -3.558806 1\n",
+ "71 71 -6.304012 -4.870216 -35.114834 0\n",
+ "72 72 -22.009094 -21.959437 -27.393276 0\n",
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+ "74 74 -13.938552 -3.284886 25.466661 0\n",
+ "75 75 16.797612 -8.401607 -6.680254 0\n",
+ "76 76 2.383204 -2.540481 -14.426500 1\n",
+ "77 77 -4.124593 4.304958 15.845530 1\n",
+ "78 78 -5.543218 11.190563 26.671579 0\n",
+ "79 79 0.397213 -7.920712 -28.444460 0\n",
+ "80 80 1.667942 6.136289 8.415116 1\n",
+ "81 81 4.624359 17.670332 -21.905138 0\n",
+ "82 82 -0.969493 -0.082283 -11.996788 1\n",
+ "83 83 0.471210 -18.823352 -26.938627 0\n",
+ "84 84 -6.293694 -0.578364 -26.848660 0\n",
+ "85 85 -13.958683 1.119014 10.599317 1\n",
+ "86 86 -10.010660 -26.797436 29.687103 0\n",
+ "87 87 -4.656348 2.832306 -25.907291 0\n",
+ "88 88 -9.667976 8.499603 22.987171 1\n",
+ "89 89 9.946922 28.684677 35.865612 0\n",
+ "90 90 -6.696606 5.226573 8.460641 1\n",
+ "91 91 -6.477469 -1.916388 -26.714840 0\n",
+ "92 92 -8.298155 2.883102 -14.612449 1\n",
+ "93 93 10.322117 0.795814 -28.988145 0\n",
+ "94 94 -2.210425 -8.356827 -14.543218 1\n",
+ "95 95 -3.996075 3.014513 -35.606501 0\n",
+ "96 96 -10.600538 -8.428299 -26.060704 0\n",
+ "97 97 -3.034676 2.865267 -0.071917 1\n",
+ "98 98 -0.054709 1.202667 -11.361823 1\n",
+ "99 99 -10.377032 4.902157 29.375020 0\n",
+ "\n",
+ "[100 rows x 5 columns]"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_poses.head(100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#df_poses_valid = df_poses[df_poses['valid'] == 1]\n",
+ "df_poses_valid = df_poses.drop(df_poses[df_poses.valid == 0].index, axis=0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>image_index</th>\n",
+ " <th>pitch</th>\n",
+ " <th>roll</th>\n",
+ " <th>yaw</th>\n",
+ " <th>valid</th>\n",
+ " </tr>\n",
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+ " <th>index</th>\n",
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+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>-10.074321</td>\n",
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+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>2</td>\n",
+ " <td>1.949778</td>\n",
+ " <td>7.510585</td>\n",
+ " <td>-1.153938</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>3</td>\n",
+ " <td>-5.881088</td>\n",
+ " <td>3.305987</td>\n",
+ " <td>-16.774452</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>4</td>\n",
+ " <td>1.323455</td>\n",
+ " <td>3.552109</td>\n",
+ " <td>10.937092</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " image_index pitch roll yaw valid\n",
+ "index \n",
+ "0 0 -2.685769 4.093920 -7.937658 1\n",
+ "1 1 -10.074321 -5.795005 -20.644645 1\n",
+ "2 2 1.949778 7.510585 -1.153938 1\n",
+ "3 3 -5.881088 3.305987 -16.774452 1\n",
+ "4 4 1.323455 3.552109 10.937092 1"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_poses.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "pandas.core.frame.DataFrame"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(df_poses_valid)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " <th>pitch</th>\n",
+ " <th>roll</th>\n",
+ " <th>yaw</th>\n",
+ " <th>valid</th>\n",
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+ " <td>1</td>\n",
+ " <td>-10.074321</td>\n",
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+ " <th>2</th>\n",
+ " <td>2</td>\n",
+ " <td>1.949778</td>\n",
+ " <td>7.510585</td>\n",
+ " <td>-1.153938</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>3</td>\n",
+ " <td>-5.881088</td>\n",
+ " <td>3.305987</td>\n",
+ " <td>-16.774452</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>4</td>\n",
+ " <td>1.323455</td>\n",
+ " <td>3.552109</td>\n",
+ " <td>10.937092</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " image_index pitch roll yaw valid\n",
+ "index \n",
+ "0 0 -2.685769 4.093920 -7.937658 1\n",
+ "1 1 -10.074321 -5.795005 -20.644645 1\n",
+ "2 2 1.949778 7.510585 -1.153938 1\n",
+ "3 3 -5.881088 3.305987 -16.774452 1\n",
+ "4 4 1.323455 3.552109 10.937092 1"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_poses_valid.head()"
+ ]
+ },
+ {
+ "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/examples/accessing_dataset_csvs.ipynb b/megapixels/notebooks/examples/accessing_dataset_csvs.ipynb
new file mode 100644
index 00000000..c69db685
--- /dev/null
+++ b/megapixels/notebooks/examples/accessing_dataset_csvs.ipynb
@@ -0,0 +1,815 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Acessing CSV data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%reload_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "import os\n",
+ "from os.path import join\n",
+ "from glob import glob\n",
+ "from random import randint\n",
+ "from pathlib import Path\n",
+ "\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import cv2 as cv\n",
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "DATA_STORE = '/data_store/'\n",
+ "dir_datasets = join(DATA_STORE, 'datasets/people')\n",
+ "dir_lfw = join(dir_datasets, 'lfw')\n",
+ "dir_lfw_metadata = join(dir_lfw, 'metadata')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# set fp_\n",
+ "fp_identities = join(dir_lfw_metadata, 'identities.csv')\n",
+ "fp_files = join(dir_lfw_metadata, 'image_files.csv')\n",
+ "fp_index = join(dir_lfw_metadata, 'image_index.csv')\n",
+ "fp_rois = join(dir_lfw_metadata, 'image_rois.csv')\n",
+ "fp_uuids = join(dir_lfw_metadata, 'image_uuids.csv')\n",
+ "fp_pose = join(dir_lfw_metadata, 'image_pose.csv')\n",
+ "fp_vecs = join(dir_lfw_metadata, 'image_vecs.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# load csvs into dataframes\n",
+ "df_identities = pd.read_csv(fp_identities).set_index('index')\n",
+ "df_files = pd.read_csv(fp_files).set_index('index')\n",
+ "df_index = pd.read_csv(fp_index).set_index('index')\n",
+ "df_rois = pd.read_csv(fp_rois).set_index('index')\n",
+ "df_uuids = pd.read_csv(fp_uuids).set_index('index')\n",
+ "df_pose = pd.read_csv(fp_pose).set_index('index')\n",
+ "df_vecs = pd.read_csv(fp_vecs).set_index('index')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Identity attributes\n",
+ "\n",
+ "- preview identities\n",
+ "- here the 'index' is unique and refers to the identity\n",
+ "- in other files it is referred to as 'identity_index'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "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>name</th>\n",
+ " <th>description</th>\n",
+ " <th>gender</th>\n",
+ " <th>images</th>\n",
+ " <th>image_index</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>A. J. Cook</td>\n",
+ " <td>Canadian actress</td>\n",
+ " <td>f</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>AJ Lamas</td>\n",
+ " <td>American actor</td>\n",
+ " <td>m</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " name description gender images image_index\n",
+ "index \n",
+ "0 A. J. Cook Canadian actress f 1 0\n",
+ "1 AJ Lamas American actor m 1 1"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_identities.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### File attributes\n",
+ "\n",
+ "- preview files\n",
+ "- NB: this information is not needed for the website\n",
+ "- information needed to load an image from the local directory"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "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>ext</th>\n",
+ " <th>fn</th>\n",
+ " <th>subdir</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>jpg</td>\n",
+ " <td>AJ_Cook_0001</td>\n",
+ " <td>AJ_Cook</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>jpg</td>\n",
+ " <td>AJ_Lamas_0001</td>\n",
+ " <td>AJ_Lamas</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " ext fn subdir\n",
+ "index \n",
+ "0 jpg AJ_Cook_0001 AJ_Cook\n",
+ "1 jpg AJ_Lamas_0001 AJ_Lamas"
+ ]
+ },
+ "execution_count": 54,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_files.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Index\n",
+ "\n",
+ "- every image has an index\n",
+ "- the `identity_index` refers back to the `identities.csv` file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "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>sha256</th>\n",
+ " <th>identity_index</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>550937b71b9af36b6083fa1ce7c76e97e3254c439614a6...</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>46d7ddeec9b00add61ade2f89277d74e8264a2b6cec193...</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " sha256 identity_index\n",
+ "index \n",
+ "0 550937b71b9af36b6083fa1ce7c76e97e3254c439614a6... 0\n",
+ "1 46d7ddeec9b00add61ade2f89277d74e8264a2b6cec193... 1"
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_index.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### ROIs (regions of interest)\n",
+ "\n",
+ "- refers to the detected face in image files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "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>h</th>\n",
+ " <th>image_height</th>\n",
+ " <th>image_index</th>\n",
+ " <th>image_width</th>\n",
+ " <th>w</th>\n",
+ " <th>x</th>\n",
+ " <th>y</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0.330000</td>\n",
+ " <td>250</td>\n",
+ " <td>0</td>\n",
+ " <td>250</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>0.393333</td>\n",
+ " <td>250</td>\n",
+ " <td>1</td>\n",
+ " <td>250</td>\n",
+ " <td>0.393333</td>\n",
+ " <td>0.286667</td>\n",
+ " <td>0.313333</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " h image_height image_index image_width w x \\\n",
+ "index \n",
+ "0 0.330000 250 0 250 0.330000 0.336667 \n",
+ "1 0.393333 250 1 250 0.393333 0.286667 \n",
+ "\n",
+ " y \n",
+ "index \n",
+ "0 0.350000 \n",
+ "1 0.313333 "
+ ]
+ },
+ "execution_count": 56,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_rois.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### UUIDs\n",
+ "\n",
+ "- a separate file that includes the UUID for each image file\n",
+ "- separated to reduce file size for larger CSVs"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "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>uuid</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>f03fd921-2d56-4e83-8115-f658d6a72287</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>0c96c5bb-dbd1-4584-bd68-af11664b98bb</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " uuid\n",
+ "index \n",
+ "0 f03fd921-2d56-4e83-8115-f658d6a72287\n",
+ "1 0c96c5bb-dbd1-4584-bd68-af11664b98bb"
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_uuids.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Pose\n",
+ "\n",
+ "- a separate file that includes pose information\n",
+ "- used for filtering out images that are too angled"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "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>image_index</th>\n",
+ " <th>pitch</th>\n",
+ " <th>roll</th>\n",
+ " <th>yaw</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0</td>\n",
+ " <td>11.162645</td>\n",
+ " <td>10.415886</td>\n",
+ " <td>22.997190</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>20.788283</td>\n",
+ " <td>-9.626046</td>\n",
+ " <td>-11.075164</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " image_index pitch roll yaw\n",
+ "index \n",
+ "0 0 11.162645 10.415886 22.997190\n",
+ "1 1 20.788283 -9.626046 -11.075164"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_pose.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Face vectors\n",
+ "\n",
+ "- each face vector is associated with an ROI\n",
+ "- each ROI is associated with an image and an identity"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "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>image_index</th>\n",
+ " <th>roi_index</th>\n",
+ " <th>vec</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>index</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>-0.0776684582233429,0.13982562720775604,-0.001...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>-0.12392709404230118,0.07749050855636597,0.026...</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " image_index roi_index \\\n",
+ "index \n",
+ "0 0 0 \n",
+ "1 1 1 \n",
+ "\n",
+ " vec \n",
+ "index \n",
+ "0 -0.0776684582233429,0.13982562720775604,-0.001... \n",
+ "1 -0.12392709404230118,0.07749050855636597,0.026... "
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_vecs.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Operations"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "vector_idx: 1 --> roi_idx: 1, image_index: 1\n"
+ ]
+ }
+ ],
+ "source": [
+ "# given a vector index, get identity meta and image\n",
+ "vector_idx = 1\n",
+ "# create a pandas.core.series.Series (ds) to store the row results\n",
+ "ds_vec = df_vecs.iloc[vector_idx]\n",
+ "# get the ROI index\n",
+ "roi_idx = ds_vec.image_index\n",
+ "# get the image index\n",
+ "image_index = ds_vec.roi_index\n",
+ "print(f'vector_idx: {vector_idx} --> roi_idx: {roi_idx}, image_index: {image_index}')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "name: AJ Lamas, description: American actor, gender: m, images: 1\n"
+ ]
+ }
+ ],
+ "source": [
+ "# use the roi index to get identity index from the identity DataFrame\n",
+ "ds_index = df_index.iloc[image_index]\n",
+ "# now get the identity index\n",
+ "identity_idx = ds_index.identity_index\n",
+ "# then use the identity index to get the identity meta\n",
+ "ds_identity = df_identities.iloc[identity_idx]\n",
+ "# get the name and description\n",
+ "name = ds_identity.fullname\n",
+ "desc = ds_identity.description\n",
+ "gender = ds_identity.gender\n",
+ "nimages = ds_identity.images\n",
+ "print(f'name: {name}, description: {desc}, gender: {gender}, images: {nimages}')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/data_store/datasets/people/lfw/images/AJ_Lamas/AJ_Lamas_0001.jpg\n"
+ ]
+ }
+ ],
+ "source": [
+ "# use the image index to get file meta\n",
+ "ds_file = df_files.iloc[image_index]\n",
+ "fn = ds_file.fn\n",
+ "subdir = ds_file.subdir\n",
+ "ext = ds_file.ext\n",
+ "fp_im = join(dir_lfw, 'images', subdir, f'{fn}.{ext}')\n",
+ "print(fp_im)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f19306d5e10>"
+ ]
+ },
+ "execution_count": 74,
+ "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": [
+ "# plot image\n",
+ "im = cv.imread(fp_im)\n",
+ "im_rgb = cv.cvtColor(im, cv.COLOR_BGR2RGB)\n",
+ "plt.imshow(im_rgb)"
+ ]
+ },
+ {
+ "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/examples/face_recognition_demo.ipynb b/megapixels/notebooks/examples/face_recognition_demo.ipynb
new file mode 100644
index 00000000..68c5f3b6
--- /dev/null
+++ b/megapixels/notebooks/examples/face_recognition_demo.ipynb
@@ -0,0 +1,436 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Face Recognition Demo"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%reload_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "import os\n",
+ "from os.path import join\n",
+ "from glob import glob\n",
+ "from random import randint\n",
+ "from pathlib import Path\n",
+ "\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import cv2 as cv\n",
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\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, file_utils\n",
+ "from app.models.bbox import BBox"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "DATA_STORE = '/data_store/'\n",
+ "dir_datasets = join(DATA_STORE, 'datasets/people')\n",
+ "dir_lfw = join(dir_datasets, 'lfw')\n",
+ "dir_lfw_metadata = join(dir_lfw, 'metadata')\n",
+ "dir_lfw_images = join(dir_lfw, 'images')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# set fp_\n",
+ "fp_identities = join(dir_lfw_metadata, 'identities.csv')\n",
+ "fp_files = join(dir_lfw_metadata, 'files.csv')\n",
+ "fp_index = join(dir_lfw_metadata, 'shas.csv')\n",
+ "fp_rois = join(dir_lfw_metadata, 'rois.csv')\n",
+ "fp_uuids = join(dir_lfw_metadata, 'uuids.csv')\n",
+ "fp_pose = join(dir_lfw_metadata, 'pose.csv')\n",
+ "fp_vecs = join(dir_lfw_metadata, 'vecs.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# load csvs into dataframes\n",
+ "df_identities = pd.read_csv(fp_identities).set_index('index')\n",
+ "df_files = pd.read_csv(fp_files).set_index('index')\n",
+ "df_index = pd.read_csv(fp_index).set_index('index')\n",
+ "df_rois = pd.read_csv(fp_rois).set_index('index')\n",
+ "df_uuids = pd.read_csv(fp_uuids).set_index('index')\n",
+ "df_pose = pd.read_csv(fp_pose).set_index('index')\n",
+ "df_vecs = pd.read_csv(fp_vecs).set_index('index')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Load Image"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 131,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/data_store/datasets/people/lfw/images/Daisy_Fuentes/Daisy_Fuentes_0004.jpg\n"
+ ]
+ }
+ ],
+ "source": [
+ "rn = randint(0,len(df_files))\n",
+ "ds_file = df_files.iloc[rn]\n",
+ "fp_im = join(dir_lfw_images, str(ds_file.subdir), f'{ds_file.fn}.{ds_file.ext}')\n",
+ "print(fp_im)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 132,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f1a5e95cb70>"
+ ]
+ },
+ "execution_count": 132,
+ "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 = cv.imread(fp_im)\n",
+ "im_rgb = cv.cvtColor(im, cv.COLOR_BGR2RGB)\n",
+ "plt.imshow(im_rgb)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Detect Face\n",
+ "\n",
+ "- use dlib HoG detector"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 133,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from app.processors import face_detector\n",
+ "detector = face_detector.DetectorDLIBHOG()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 134,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# get detection as BBox object\n",
+ "bboxes = detector.detect(im, largest=True)\n",
+ "bbox = bboxes[0]\n",
+ "dim = im.shape[:2][::-1]\n",
+ "bbox = bbox.to_dim(dim) # convert back to real dimensions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f1a663ca5c0>"
+ ]
+ },
+ "execution_count": 135,
+ "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 detection\n",
+ "dst_rgb = im_rgb.copy()\n",
+ "cv.rectangle(dst_rgb, bbox.pt_tl, bbox.pt_br, (0,255,0), 4)\n",
+ "plt.imshow(dst_rgb)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Face vectors\n",
+ "\n",
+ "- extract 128 vectors using dlib face recognition model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 136,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import dlib\n",
+ "from app.processors import face_recognition\n",
+ "recognition = face_recognition.RecognitionDLIB(gpu=-1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 137,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "128 -0.13902714848518372\n"
+ ]
+ }
+ ],
+ "source": [
+ "# extract the face vectors\n",
+ "vec = recognition.vec(im, bbox)\n",
+ "print(len(vec), vec[0])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Face match\n",
+ "\n",
+ "- find most similar match in the df_vecs"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 138,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "best match roi index is 2522 with distance: 0.08698654273556798\n"
+ ]
+ }
+ ],
+ "source": [
+ "# convert the CSV to float list of vecs\n",
+ "vecs = [list(map(float,x.vec.split(','))) for x in df_vecs.itertuples()]\n",
+ "# find similarities using linalg\n",
+ "vecs_sim = np.linalg.norm(np.array([vec]) - np.array(vecs), axis=1)\n",
+ "# find the best match idx\n",
+ "vec_most_sim = np.argmin(vecs_sim)\n",
+ "print(f'best match roi index is {vec_most_sim} with distance: {vecs_sim[vec_most_sim]}')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 139,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[2522 6120 2520 2519 2521]\n"
+ ]
+ }
+ ],
+ "source": [
+ "# partition the array to get the top 5 roi indices of top 5 matches\n",
+ "nmatches = 5\n",
+ "top_idxs = np.argpartition(vecs_sim, nmatches)[:nmatches]\n",
+ "print(top_idxs)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 143,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f1a5f04bf98>"
+ ]
+ },
+ "execution_count": 143,
+ "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": [
+ "# use the most sim vec to get the file\n",
+ "ds_roi = df_rois.iloc[top_idxs[0]]\n",
+ "image_idx = int(ds_roi.image_index)\n",
+ "# use the image idx to get the file meta\n",
+ "ds_file = df_files.iloc[image_idx]\n",
+ "# construct filepath\n",
+ "fp_match = join(dir_lfw_images, str(ds_file.subdir), f'{ds_file.fn}.{ds_file.ext}')\n",
+ "im_match = cv.imread(fp_match)\n",
+ "im_match_rgb = cv.cvtColor(im_match, cv.COLOR_BGR2RGB)\n",
+ "plt.imshow(im_match_rgb)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 144,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# convert above to function\n",
+ "def roi_idx_to_image(roi_idx):\n",
+ " ds_roi = df_rois.iloc[roi_idx]\n",
+ " image_idx = int(ds_roi.image_index)\n",
+ " # use the image idx to get the file meta\n",
+ " ds_file = df_files.iloc[image_idx]\n",
+ " # construct filepath\n",
+ " fp_match = join(dir_lfw_images, str(ds_file.subdir), f'{ds_file.fn}.{ds_file.ext}')\n",
+ " im_match = cv.imread(fp_match)\n",
+ " return im_match "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Plot match results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 145,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 1440x1440 with 4 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ims = [roi_idx_to_image(x) for x in top_idxs]\n",
+ "max_cols = 2\n",
+ "max_rows = 2\n",
+ "fig, axes = plt.subplots(nrows=max_rows, ncols=max_cols, figsize=(20,20))\n",
+ "for idx, im in enumerate(ims[:max_rows*max_cols]):\n",
+ " row = idx // max_cols\n",
+ " col = idx % max_cols\n",
+ " axes[row, col].axis(\"off\")\n",
+ " im_rgb = cv.cvtColor(im, cv.COLOR_BGR2RGB)\n",
+ " axes[row, col].imshow(im_rgb, aspect=\"auto\")\n",
+ "plt.subplots_adjust(wspace=.05, hspace=.05)\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 [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/06_face_pose_dlib_mtcnn.ipynb b/megapixels/notebooks/face_analysis/06_face_pose_dlib_mtcnn.ipynb
index 698d1932..7d70edfa 100644
--- a/megapixels/notebooks/face_analysis/06_face_pose_dlib_mtcnn.ipynb
+++ b/megapixels/notebooks/face_analysis/06_face_pose_dlib_mtcnn.ipynb
@@ -473,7 +473,7 @@
},
{
"cell_type": "code",
- "execution_count": 117,
+ "execution_count": 122,
"metadata": {},
"outputs": [
{
@@ -487,16 +487,16 @@
{
"data": {
"text/plain": [
- "<matplotlib.image.AxesImage at 0x7f43a86810b8>"
+ "<matplotlib.image.AxesImage at 0x7f43a8652c88>"
]
},
- "execution_count": 117,
+ "execution_count": 122,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -604,7 +604,7 @@
"cv.putText(dst, 'pitch: {:.2f}'.format(pitch), (10,30),cv2.FONT_HERSHEY_SIMPLEX, .5, (0, 255, 0), thickness=2, lineType=2)\n",
"cv.putText(dst, 'roll: {:.2f}'.format(roll), (10,50),cv2.FONT_HERSHEY_SIMPLEX, .5, (0, 255, 0), thickness=2, lineType=2)\n",
"cv.putText(dst, 'yaw: {:.2f}'.format(yaw), (10,70),cv2.FONT_HERSHEY_SIMPLEX, .5, (0, 255, 0), thickness=2, lineType=2)\n",
- "plt.imshow(dst)"
+ "plt.imshow(cv.cvtColor(dst, cv.COLOR_BGR2RGB))"
]
},
{
diff --git a/megapixels/notebooks/face_analysis/06_face_pose_dlib_refine.ipynb b/megapixels/notebooks/face_analysis/06_face_pose_dlib_refine.ipynb
index 6e2f0820..fad6769d 100644
--- a/megapixels/notebooks/face_analysis/06_face_pose_dlib_refine.ipynb
+++ b/megapixels/notebooks/face_analysis/06_face_pose_dlib_refine.ipynb
@@ -64,7 +64,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -110,7 +110,7 @@
},
{
"cell_type": "code",
- "execution_count": 163,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
@@ -196,7 +196,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
@@ -207,35 +207,34 @@
},
{
"cell_type": "code",
- "execution_count": 177,
+ "execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
- "fp_im = join(dir_im, 'AJ_Lamas/AJ_Lamas_0001.jpg')"
+ "fp_im = join(dir_im, 'AJ_Lamas/AJ_Lamas_0001.jpg')\n",
+ "fp_im = '/data_store_ssd/apps/megapixels/datasets/vgg_face2/raw/train/n004034/0194_01.jpg'"
]
},
{
"cell_type": "code",
- "execution_count": 178,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "/data_store/datasets/people/lfw/images/AJ_Lamas/AJ_Lamas_0001.jpg\n"
+ "/data_store_ssd/apps/megapixels/datasets/vgg_face2/raw/train/n004034/0194_01.jpg\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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eAdp8bT3FVzDr9QSMUaD6vhviVOOg9NUwkkqWV8ITA0Z6YojJD/eOvm8AyLMMEZ98WlFX8tL9lxBSrwWjfvzRR/xnf+0/5en3f5Cks82hC+A8vRXQLvleJkcr8O7lTnsyQ4Y300RPfx3e702b0PcMjs3kt+rBj1Mx6VQtMk2yDx0xOELsYYhpYiHrFRmC+IAEQbQiDACDFUH5gGsdF9UFZ1XFtqootwW7eUGZWZZZRttWlPOSxkdcjDw9fc7l6QXRRd79WkbjFZvzLVq1rFYrRBqUGLqmYbGYcWxKcmPxsaft0rXPLmt2tafthFBH8OC9IEZTzu9iZ4EZkZaAFiHP5igEkRqNYI0iOEuMjvliiVYZbV0Rvefy8pLCRHrXQhQ6H5L/qgUwOPqUMDFhb2HAZl5kpEN8YXqODC7NdR/vEOW/gV6VYHDTtQfX+8r5b6IphVNGDewHxDcS1RDDHu5XRfbx058CvRaMerlec/nd3wNtyMs5RVbg6o6+aSeABSDESOvcqwd9Bem9Gl+doispTjAelF5Lyhy64rAeHB7VtThsjANfX/XDUmikRykwEWLX0zcVm51nuz7n8vKS87bHA1lV0s1nlNZw93jJdrOmqAuKxRyxlroLtC5QZgViCpTkbLc7+q7GOUXfNRhtUSKAxZgO54Rq29F3KU86yxbcvvMWKhia2QVzm1HmOTFGVkdLUIrG9ZxtLvDes5wvUIDvChRgFLjOstusybMZq9k8gScENpsNn3z4Q7o+0LmUrBgBEYWxBtf1++cwhHOmipJroM7IqIf+7Y24wwGG8PIE+8+XWHAjO30mE/qa9n+JANof9LmGdYVeC0bFB8Q5YlB07SUdl6goWGshBAIhxQMzjfeGvt29tJBWaZ0YcoTWx4k6CNscPgTRNplUQ/iBmDKLoiTcM6iBeSWFHcZsmOT7hb1cUHYKS3jvUaGj3V7SNQ22bRDXstts2NQ1Jw++xrpp2QChC5w9ecy9Wyf4vuXDhx+greXW/TvM5ks0Go/nb//277JaHNO6nqqq+OMffJJM/t4lTZjnab6A6ANZlpHnJdF55uUDZu/cpiqfYzFkVlFvd4gqQQtWAifHK7RAU10SCfR9l8zn4NhenLNazvj44XMe3L9NZi11VYPKeftr79N3DV3XcXbxlHq3wQeHiEpqKkYgoE1Ce0MYkOYbFrVz7gUgL8U0r4Zhxs9fRq/CIoJzN34+IsaHr1+ltaeMq7hPhFCH5vuhXz6FkV46rE+l14NRYwTnyTODRkNM5uce5ocoLmmzV6R6wajhBlk3+kgASibmPkw6j32qH0RbGFLllDJczyU+zL4Z0d5D8MpJwGqFMhok0jctznfUux1qu6MwEPoO5Xq6akvXdNx96x02Z+fUVUOT11ijkSBUu4bsssaYGValzKS27nm6O0WbHO+hq+PgW0HTd7hOKAo1CDeh9YGuqcjznGwwRUVliXcwlMsj+r5PwBUh+WQKlosVWkFjDK7vca7HdQ0hCr3z9D4lB9R9oK5rlqUhKI3KclbHJ2RZRsQzK3I+fljh+70WPTRKD0GdUZOOySeH/qNSKSf5xSXz8gyk8ApGfWkaXwwvCIhX0ZjHe/34cfzjX14JYH4Oen0YtUsgTiD5j1ECeZ6SDUSg7YewSHCvbEsRY5ykoSi1l4wh7CVmPIDRtR4QXz1pTdE6pfvJ3uwdfatBjr5AvQsUaGRg4rat6bpAtdnQPH3MPLNkWUZbNZhZzcnxbd6+e4/v/vGfEFuPqzt0Zri9OuFiu2GWFcxsmRDb3rMsFzx+co4ygdxaZvmMruvQSpAiZR5lOsNqS1SRrutwvmO73VJnGfiAbypymwCok5Mjuo0jDjnQzjn64OiJZFZQxlAYAzGH6CE48jwnRkVAM1+siChOLx4TfIdSCmsNxhZkueFoNefs/AktO3qftKoMmjEcVFFHQGszxYH7vp/imakWd18kMMY4x/l/qY/6Cia7yTxN43hRex5q2ZuvcZU5P81c/jL0WjCqiGC1Jrqhjk8rFJqmqlE6ZQvFmIqmjTKE/mbzBfYZRGOQevRpXD/4S2MpCgCKLM9wfm+iTP7PDWMc6YUgPins4IVJYvuux3c9rqnYXa7xRnFyfIzrW/I859vvv08+m3P29Ck2RlptcDqyOl5xVp8RmxSaancNdduyLFcE5+hajypSnWvd1SiEvEg+p2sdvkupg23b0vUNNhdq36MkYo2iKHKKMmOzWbOrK0RScjvR43xPOSsoMstiNiO3OpXpNTXrizMUgSePHqLEM1+UZL3DR0k1wsEPySA9YhQuBPK8xPmO0Hpi6A4Y9GD5D3OuDtyKvu+vmI+H2mr8zqv01KsY9WV+7eflsTGV8JCux2h/mvRaMCpDeEIgmahRpdIvk2JVAZLmCAofBz+Gq+bPlXkecksPY5daGYIfNK1O2TgBUNqmcx/4I6IMShmCSu02BFJcdSg6nkCOEIkhZfCQ36JD0Vxseev4HXJrefjBR/iu5XgxY316RpVlLI5O+ObP/RxPn52yqD2/+N632JyfsT07pWoqrGsxXcvFw0+gaenqBnpPLDfcOblD5yNNU/P8/ClKKbQ2uLpLbsEQNw0hYLVmpoV8riCmuKpC2LY7LreO1XJJlvVkWYbWkdC0GIk02zVVCPSLGcYY+r5nt92QW0tRZLz/nW+jEfq+Jy/mdP2Wi8tT+qbF5hm+DfTOUzeOLJ8TReFsS9NU9K4lOofSewYc84AhFSOEkFL1xrn2fY8eGPi62Xo9lPMCQ3+eFXgtNMS110lRDDnLQ1KHiJqS70dLblpDB2Max3VTeOazjvQ1YdQB+haQGAk4fIyoAyM3yt72P5yQ6w9F65QNdD2VcAjDM6bMRRlMXlJ1S6rxHK4VB6msUl1pjCnNMCpJ5rAwxdaGSnK0yXBdIJ+V5OWMGCN5nrPebbmsttTVjm+8/y1+7hd+kXy1YvP4OY8fPeNY2ySkvCNTghUoM0sXPK6pmGUZbe/AOz748fdZrI4QES6eP0quQVFy+/ZtvI/44R8atHi8eMSPwE0gM5rgIl4CWQZoTVlm5JlhViiCj+RZSQiBxXxOjJFdtSH0Ddvtlot1S9fuAOi6juPVigcPHnC0mrHZbLhcn06ZO1VVYU2BHdIly1KhWkPttim3eHBFohF8N1boDEJXqYMYpJ+04HXG5CXmpvoCyux6O55Po7S2whXQ6AoSfc3ikgk4+WL0+jDqYJGqOPTAOUS11aDFhocmN0jMw7hbyifdT1QMgKihwdi+91KMMSG8w+nGST6M3YUDE+x6kDxFcgZEWBvwinK+YLZY4iMUsxnriwuiaJa3bnHr/j1MXlC1LUEpnj59TBUFHTw2M6nTgkQW84IuOLwIy8UM37WUs4zt9z9gt1tRliUSG3SMGG3ou0uC81NSuBbBOY/zHUqntMPoA7GwlDZDMoNraiSC14qoAhI8ikgIXTI/XQrgKyLlPOO9b/08z549o6kSo+YqoyhzjFbMZreYL2YoSWZ33zU0bUVelpiQ4fqA8wqVCdL1KOnw/sCV8CkemZ65TIXwV3KDbwi7Xa89PdRmPzWaQktXrzMpi+su0IF5fr2i6MuYw68Fo8YY6YNLyQwM5qUP2MkUHfrTkB7oS32BGBP8HhXxAJ0dn5wSg1YaMQlZDiFg85zeJ1NGDYxqTI4LgS4EshAQAj4E3EEea4xDOt5wnfnRbXq94PaDd8hnK55vWhqXvrdYLnnrrbfIFyv+4QcfoO6+DUXBL/zyL/G93/5t7p4cc+/BLbqm5vn5cxyRPqaE+4vtBdvTC47mM8rblnr3mKqG+XJJs3tGtQ4cLVcoDZnOyAvLbDaDmLpKzMs5xhi6vkn3qxRFZpMr0LUUWrBRo1WyGs535wQNRb6CqPChIsaWjz/+MScnxyxmKy7XG7recX7xnO36KXeOV8zncx7cu4eI0LQ1m80mXbfr6DpPs9lgbcnx7TlWtlNhfdu2w5wbmqbB9/2kbWUoxmfonTUlzQ/zb4yZnr/3fs9Q8vniqK+kQ43IzcDRhPQemLkiV5Ht4cgvPIzXglGBFC+VvWkLpAp5SAwkQ8rfy4CEKQyjJh81fRxhbIOik/mqJNV3RkkF3KPPETxTjHSsREn+8Iv1i4RAHDojaq2ZzRf0ZokoQ4yKWTmnb3tMVuB9iwuexjuCVjgfWK/XmOMVs6MZ0ULre6KKmDJLC7DvEK3ZrmuwistqzTyP5JnQdw7vKpRKGVLr04egBSUapYSiKChsjtI5+f0VVhnmRWLYEAKubTFWE3pP0BqloMgLxAjbWuPV0O0hBrTAcj7j2bNnbC7PU9F61YIENBpFoGsbiIHO9VP+rdaaqm6p63rocZWa0ykVMHYI9ThPGNwMHyJKG/Yh08GiCR5zmCt98KwPy8qSQB4Y4qeL49xoXo+o76ELFuJhdtXoch34vj/zcVRgQIym+oMoQ/Iz4epExRcTxA61qtY6nWd6aPGKKzMxXLz2nqvvRaVuLUopVIQoBi0CQaOChqCIUeFFY8SibElmSiDFbo+OV3R9SzmfszurKI5W6Czn4pNHGCziHJvNOaujJX1Tc7G5QCsIsWdRlgR6RCl2sUfpSFivCSqjzDMKk5LwZ/M5rg9sNxfAkJDvelwX8DpijKJvNswLzbI84uTkhN1ux+WlQ6tA7XuaJhCdp+tajFXM5gWd76ca13KWc3Jygs0Uu90OiYHlfIb3nu12S9s46mZH3ezwMVAURaqZLec8P39Otd3iQkgM7Tti36Ojp6k7ui41fVNK4eiulZJJKhl0HqxNzzGEvSCPQ91semgorYmS+ibHV6SYfhod6mKBhE3caLLenNwv+4XGq7Hpz0evCaMKSln01CNo76jv8yoPgCEJV0ySaTpG8yOyb4w8gEQhBjItKIlTsbk2Cjc0TFZKpdrmGJl6GdGhyCiMxYuA5Pg2kpkZTimiNihj8MrQ9hqFYjU7otnVeLPlwYN7PHr0Cfe/9R5PLtYc3bvP9nLNvdmMAmieV+Advu/pmy1d12BUxLUNSin6tqVwDo9nJwHvOhyQGUOeG4JLPYBXy0WyBEKfTM26oa7XNPWOpm55dppRliW3b93h+PiY4+NbiAir4zmuTzm7Z2enmNywPCrpXTJJtUkZT65rJ8FVFIYstwMW0JPrGZvLC0SE5XLBer2m63bcuXOH27eXZDZwsV7jXINzNWG3Zfn19zhe3WG73XJ69gzftSib0dcd4NKFQoDoyRcLui7FabM8T4UTzqXCDa2n7LMRS3BDltnLAKXrIOOYTKHU2N9xoKEJr7GWECPOJyERkk2LG9YmMU7NBjSKMFQWpZrdqwpg7IT5Reg1YdSIRI8/iI+qA99yPOaz2DT7dhl76RaQoWD7RTosdB5Bo2T6JhQ0eo8jaavedVhr2VUtISh0sUTbjLKYc/vW12l6zY9/9AnZfMY7y1t0Tc/t23d58uQRmbLgI99571v88T/4A9q2wVhNW12CiilZQAt1c0k3NFdjmI8UrnJYciSA6yL4btI8mVXkWU5RHKXwQT8UMWjN8a07Qy2t4/T8nKq65PT0Cffuv8W9u/dZLhfcvn+bx4+e8PTZE5p6R9+3VPUOYsR7R9vsUjy1azhazlFK0XYJbAq+wWRC27Zsdo7bd0/ouo4PPvoxRVGQ+pV72rbCGAWLOQ8/eYRSirIsuXvnPpebC5pqgy0KREVsZoA05q7ryLLUMcMYldIiY2S329HXdRLYZs+wCegY++jesNIOQcaYOk6mNZLcKs/ArKPFddOJZMx+GxTHGKI5SICQA2EwXu/L0GvCqFdRsQlV/QIo2ZiOdpjgnXj8JelmU0xMJgkoo4kbDXJgDAUBtOCGkIxog81mlLMlxpZkylA9fUa5yBDR7LYNEoWu7shKzeXZmtA7rNLoPE/Iat+CeHqnCRZ831FkJSomU1GjMNYyL/Kh6Vry1Z3zwz1CUIqudXTNjkhglpesVisWiwUhRmaz2dC1whBDSnC4OD8d+igZytmC1dGcGI9p2xrnGqrNZYo/GyEzqROh6xrqXRJqVZ3QX6UdJyfHWDvn8ePHpEKAjKIoODs7I8syZrOURdW1LpW56dS0um4qQvQoJZisSAkP+MHvt2itk4AcspUMugnQAAAgAElEQVRGPGAqgjAmMeeoqQbTOXVYvJmuxN6vMM+B2XoNrEzg0cGhw1qJcCXj7RBQGuP8L17ni9FrwaiHwWH4coz6yuvcAA6F4Pd+EYNPKgbFGG9VCUVUETSItWmB2AxjSxbzE5ZHtyhnKyxpOwlRGX3TsdtuEREKk5Frw9PHjwldg1VCXpRUTYfPNH3XQtfie4+oQLVpkBDxXUdmcwo9p5zN2NX1Pm4XIKohCG+ETFvyrEiZXAFc23PpN+SlJR/GvJovsNaSz0rquqZtW87OnpNlGd/61re4feeYJw93EDxdU6VJiwZtVerwEHp2u2SWd11KsigKRdfWialcx25ziV6tWM5nPPzoY+ptzf3795nlM1yTkGAXE5gVY6RpGspZxtHRESF6ur6ZkjZgv9it0hhRSEgm5bwoOVkd0TQNVVXRtS3EgHce+RTU5gpDjQDhwbVgn7V4U4bantll6jwJTOtnjPdfr+L52Q/PEAnRI5NNH4cKjKsS78uYvlrpFySpSOo2OHXJC3HfvU9yxGsUFtSQCmwyGr+DrKTIl7SNpVzcY768Rz5fMS9m3H/nbazVfPTRh2x3l5wcrbh7sqCrdvimotpcQt9S2iU6dhTWU9gMo4HgqbYXENI+OXVf0Xc162aD6z3FajktHCOGECQJE9ew20YEjTWG1TL1mqIXdltHs6vIyoKyzJmVd1guCoyOvPP2PaIIdVPx4cc/pGsafNNS1VuEBPQ09Y7HnzxntVoRveNyc5HM1llClqtmy7Y+o+97MltgrGKzvWS9XpNlGdttxenpKVYXlMUcm2l0TNrR+Y6madhsNiiluHP3NsaqhBT3PUoL1hjausOFgO/7yQoAyK1lXpbMy5L1ej2Felx4+ToJgw8rMvilY+XLge+acpL3ANGoUYd+BRPAFInXitkPQjX8I6hRgSvNnMeY2as2+3kZvdT0HWgEn8a/Xe1FmybZOUc0+ySHGHXKYxUF2qCtxeQL2l5jizl5Pqdqa+bznOVqhhhFe1rhthes6alNoLq84OT4CK0928s1NgtITEkGZWEpywKRgGs2BO/RotDzMvmnSlHtarxr8Wq0CsJkGRTZjBBSF0NjhCg9TZe6PNy5e4/FYp5866bi+ekT6mbLfD5nfZlM0xgC2ghlmaNymyxK1w3Iq0MPmUZZbiAkZJk8Q+VCvdmQz1JXxN12N5iomq51WJ1TFAXee3KbtvgQktZ0Q7mZUorZLGVynZ2dkRd26kultU578yg9VdaMz21EjMeOjJvNhn7I5x4b0t1EN7FwPMBDBFJTyU/BfVJSzEEztPFcw5oJh+DnIRr8Bem1YVQ46IFzUJx9SNfjmDAmswzZQUP/otHkuNIaMu7jbofbWfhBA4/HHu4dU5YlddOhvKJczFCqQNmeo9WSrlV85+f/LM4pLjYVVb1j+eCY5a05p6fP+MZ77/LH3SVds6brakQrNpdniHdoA941uLZLtZytUFc7cquZz+cEb5P09qm5mfeevMiImcKPLUWjnwRS226HBAzo2grva/I8x+SGutohpHTGorTkuUVU5PhkRds1U3JCkVmi9xwvlpzGgJU0f5vtmkcffci4TWQ+NiyPnvX6nCiRapMSGMpigdUa71Kr0nKW03eeTbXBmwyUxVg19XLK84RGb7db2nqLshlt0xOjkGclvWuZzedsN13yr2Ok9yFpTEnN3o5v3R6axQXK+YJ6t2NM5RvXz6QtQ5i2wTj8iYAakycGUMp7N8zzfv2lRBwPk7l7nVFf3KnuSqrrl2DWr2TH8c89CCXRmH2DrkkqvQTOjly1/a8kPg+MOgIPQPIzo0KbBFBE2ZvBPgxZRkNvnrSAcsqsZLlcMl+e0IVIFIuYgrsPvknrIj/54BNOTt5BRPPk8VPe+s67rO4cc3Z2xo9/9AP+qX/yF8mU5uNPPuLs8Se0TYWQEgi6qiI4zzxLvY+C62nbHW3XoHEsZ3Ni9ITeT1txaK1xyoMCrRSihuJ1l7rhi0po5SiMsizDmuRHQxJ+ymTkeU6eW05ObnPrzgmz2Yy2bdlWFdWmoqkamqqirStslqpn5mXBhx/9hLOzM7q2QZvkoxoF0UTEJH/T9ckKEhIzzmcrnHPsthV5ViZXw6rkx+p0bq01dV0PGjKgh8701lqccyyWM4iRtm1omgatTdo3J0S6uqJcLMiyfNDkwna7w4duz0DDOhjX1KGlNa0REaIdEhV86gEVhg4Z045xDD2Uhjzv1Lh8CA0Ncy5xz6CKa0zKS+pkY/x/Yoy/8mk88npo1CFO6g6q77+oqaBukJiBF0uSrlz+GoxulabI9ZS72vUQleVocUQgHx5Yic1Lbt+9S905XPRcbi6Yz+d845vf5MnjZzy4f4cH998C17NZnxODQyF0rQfX0kdBD7vDaZORA4Kj92HYDipxn5BiwdYUiBaM1ojE1G2QDu8doU+pjiJpL9W2rmhCRTbrsdZSFAW3bx8nZFWETz75iCipmZtzjrOLC7brLblNta3BWhgWXpZlvPvO15nNZnz4wU+o6h2ua+lFowqFJm31MW4xolUyc0P0qdBfIm7c01bZA0xgv92FMQabGdq2xQ9lbiLCcnHEdrsFDMGnrDI/dOIoZiucCzT1dvh+hjU5ofNEOdh640ABXAcsR0Z16lpOr1KoGNGDPyzooYFeKoH03k1x1JvW7GGs9qdBrwejytUMj09DfV81AeODOSyfelW/1etMqrXGWI2oQMQNC98gUqBkxvqiY7465v33f56zzSUfP3qIw3Px7DmrkyXvfOfrfP3rX+cf/P73WJ9vaeo65RibEkUc2qVY+q7F7Sp2dQXBpw2q0ETv6EKPUQkwkpi6NHbOUWIwRiN21EaOiMWFNmUSCUMm0TF939O2Lfm8oGt7ILK+PKOpW5qm4d2vv8dmfUm13dH2Hdbkk4lY5Dl9n4Ceznfsdlvu3LrFrVu3OD8/u9Jou29TPBWVMkuUTrXFSYt5JKZxpY2TAmLS/EJa7CNzGzO0Z42JCePQSSz4cd+e9CRTzUVKajEmw7ueorDcvn2b1vXU2x1dX4+Lal+EcS1+erjOUuP1PXo7FtMfYhmHC0gxtHTZ74c5mbVTG1te1KhfxvR9LRhVuAb+wORnvJI+xe7/LE78TQJBFPS+QZm02ZNVSwIzQtBsty2dq7j3ztuEcMknDx9SlBn5qsSojL5zOBs4OrpDs92yXj/neLlA61naqAqF6ECeWXKxbLxPu1MTCMEROpcWshK0zoZFEVGup609TkM0gppnKJ0NHRMFhccaxWK24P79B8QY6bqWTbPGGDUIIYvNDHmRIdHT9ftaSmstAmw3O4wa9PmwyHfbNR9++CHL5ZKiKFgul3jvadqavm0IPkK82kbl0HXRZniWcnPa3Xidrk0ZSGKzqRZ2u93S+5DcHZOl76BQWlDG4toObRV5OcM3DVkRaPrtZKVdTxG9PkZg2iIT2ZczjmPcl60N2IaPQxbri1GIw3cvMOmXpC/FqCLyE2BD6gPmYoy/IiK3gP8WeA/4CfCXY4znrzpPjHGqTFGkNotjXmdgn9Y1vj5Eh4dxTD991xGu+ahpZ+2bkUBrbWpbElLjrRACdau4e3tBFGHbtKxWtyjKYzaVcFF1vP/2PXwwfPDRJ9y5d4cYOt7/9s/zg+//kN//e3/I+9/8BpdnW4xS/Plf+TX+5Ec/ws5mKchf11RbITeW0DccH9/C+z4lGnQdkuf4vktdLbQldfQTipkldqlkL0TPrgppSwoFWqUu9m3Xsdk+49Hj5+RFRpZrfvGX/wzf/Pp7LI5WPHr4hN22wg3bc5yfXdJ7j24denDPVBS8C2y3aY+fsizZbWGxWnF2cUqInnI2o2lrbMgp5guQtMVHcJ5e+ikOWpYlkbT5NDFVQIkOVFWH0RZjM5Qt8FHoA+SLVRJ0zuEQAgYXZ+wuz8AYxJTJHwyAMZhiRdx2NF7TS04fA5JbqC/GwOik9KZ15v2UUZSS/iJCQA24xXj46E8aY4aySzWEZgY3tcxTRZePROeGIo0ESsFeox4y6it7OX0K/TQ06j8fY3x+8P43gb8VY/yrIvKbw/v/8FUnSOaHnV6r4bfvX55hgsQDZTrEtCJoOyK9TC1cEpiX0LoYU71mGFG54NDWokld8AIBoy2X647F6ojV0R0Wt+6xazVrV3H/m++ilwVZWXL/rbcwBE7Xa6pNxdfffZeq2vLw0SesZgV93/B73/td3r53j652dH2N9B0mOGLnqHcX6EVJbjWmLAnWUtUbsnJGjKnuNg6SPigIGWhlUdFQN7tpu0ZP2nJCqxIhAStBKxyajx+dsb5sWS6XHK1O6PpIjIoiz+i655yentI1DUVRIGjKYpbe24y2a9htNkTn2W02aBGauqb2WyIerSzWJmAnqoDSEMOwbbIIfddirUVJyqk2KiHCQQwuakQy8mLB7ZO3sCZjV3WcnW8I2zNkeQI6UnWefJ6TD4i3MYpiPiPLLb338PAZLGc8eb4j+Mi7777L6eYxuAQoGaXptzVKFPmsHLaNFNAqza2WqXOENgoIeJ+EYYyROHQTGPclQil86FEq7VIQYhw6XA4+7tB8L0RJ6YcjkDQuyi9IX4Xp++vAXxxe/5fAb/MpjAoy7TsaGUJaERBzBd8dX8eYfK4pLXBsqC1pP5gYRktGIAoyboZ0YAaNv13vkhmlFKIVRgxKG5QYgje0DubKELQQVCSfl5xenjPvOm7fvo2OHq2Fersjn+XkmaHMLZvLNZGAVoFnTx4niTv4W1al7Kj5rGS3WXPR9xiV9jQ9Pr5FXW2AhIKbKW6qAIWxyZfUmeB9T9/3dC4gLqCHWILNDCrL0Vbjg6LtAv35hot1arO6mM3pO0dwjjLPKfOcuq7ZXW7QxynH2WaGbEgucFYnE9S1tF07+PEGpQQbDd7LAAamZzmhnANYlJ5ZQqlTLoFGtEKbHGVLUAVecorZnD/3jV/i7PyCGCPnp+fEvqXbnVLmOffeuocYRdN3rDdrnjx8AsWKcnlC9Io7d26xPLqPeVrgYg3DfqUKktAbq2pGfpGhaAsGBPdqy1AYkvZjBEkNDeQg7JMUTJi240zr9iB2enAe4bOk67ycviyjRuB/EZEI/Ocxxt8C7scYHw2DfSQi9276ooj8BvAbAKI08/nRlfhp8ptectHYH7y+evupudnom+j0OobUB2lowxIkJbqLCMqofUrhsMjapmc2y1IXCBGyomAbHMVswcVuy1sP3ubOnTt89+/+Dvfv3OL+/fu40PD4yUPOz8/JMstqnlNXFW29Q8WI+FR1EV2gbx0RR25gXpaEPKfrOppdxSdPn5AfHyMxIoPgsSZVrHgXJmRcCMznJUVxghboXQKJuqamqrdU20skBlyzJM9ztNYsFgsWi8XkZ9a7XXIzYqQQIUTF6fk50XuyPIVHsszQtDV5YTE+gS5xSJhvmipp0MGXGzf9HfGGpmmmxASRoR1o6LHFAiWR6Dq6esOl14jKMGaG8AhrMm7dvsV7X3uXdx/c5ezZJ2wuz3j45CH1ZkgZ7HuWJ3cwOuP41i0Ws2MeP31GVTnu3XuH09NAW5/SO5fawRBp2jZ1FD+gSfiPINWwd60SDUJqbXN9/QVJ1YxBktCR0ZRO4Nf4eozXK1KRyZ9m9cyvxRgfDsz4v4rIH33WLw5M/VsANitiVpQTVD8y7Eu/6/UETFz3A65IvKGvr45DsyxJELtEGVqxpD09fUg7cR1uMtx2Hl0INssxNsOHLjXZ0jBbzpjNS8r5DNGarMhQXYfrG3brcxoj5LKib2p817LbbtL2GCJYZVguVlgttH1Nta3oum5AbYXy9m1i9MQwduPzaCJSpER3kdTas2taWkn7npwcLTE6w2qFzzWZTcckH8qzWa+T4Bv2UFXA8fExd+7dY7ZYpDjqdosyGV3d0odAVVW0bYu1mq5vQWZTmKfthnzcYV+eF3yxg0KH66h6lEj0jhAHBDeAzSJWC9ZqFrOC5fKIo6MVs3LOYjnj4jTt6H58fEzZ98xnC3rnaHtP1/Z4B+cXW559+Ij2buDeuws2m4JWNMRATI7NzfWhNxRrHI5d0KlhgYzrQ1AqxU7DATqdwoBM5u3hWdPGDF8OVPpSjBpjfDj8fioifx34VeCJiLw1aNO3gKefdh4liiIfGDXI1BspNfgLTM2wh9dBteP1X0Tx1F7LTrE6SYF4f2CyIIcbE40bCKeWlTYvaLuUxYJNNafBA0q4c+cOyhh2dcWDt+5zeX7G2flzZpmwKDJuHy1p2przs1Myq1mUlt3zLd4lwdLrjFlmicqihv1e9BAiEAVKYmqKHUKqAgmKPkLW9UTl0ZnFKCFmJoE4fcvlJlDkhqIosPMVd+7ewhqDtRrXNJw/P+VytwVS6l1VVfy/3/se/+yv/RpVVfGTn/yE9eaSWVFSztJWFm3X0PctMRq6vuP8vB2KwsvpXqxN+7jGIfQy7d4+0JWk97hP3NAq9UHqnUs9jcM5xpZ0zRl11aRYb0gtUX/pF3+B8/PnxNDz/PlzdnXNmFFW7VpQBsRSVQ6ZLbhz9z7anKK1TX/DJxcyqpdvHhUladODTKXDdXXdZQpRMDJsHM2wWaaM5xnu/Zrw+rLo7xdmVBGZAyrGuBle/0vAfwT8D8C/C/zV4fff+Awnw2QFKoShx9WwSbGPe/8TptfRp3Io4IqpPNLhlowhBHRIWyq4sXkZKX9UBqDG+y6ZOkolrWdy+uCIoololLF4Ip1zPH72lGK2wHUN8/mMzcUpffCszzepbcmqhE3P5XmNNgW5zVgt57R1Tds0hLbn4iztTp5lNjGUSZ3/ur6h2m6Hlik+PWzvcQTqKvl4Ns/JrUUNaK9WQtvsyMwcY4TZrOD4eMXJ0RHzxYy+qrm8e4fziwvWmw0hBPIy5/jkiMdPHiEiHJ0ccbm95PzigtJkeJs2c97v/xrwrr8i1A4TCYb1ML0+zAIaY5iHZWopqT5VwnQxElyPR7NanRBDR9962raj7zLOz05RWmHykqppuLy8HLKfUqzWh7Q7/GI+5+vfuMv773+HH338fyIqA5WB8imeKwqt1FVTNqpBCaiD8OCwxmJKkpmUQADUfrsKNewsQBwLxxO6Eob+TiIkhPoAUPrTasVyH/jrwwMywH8dY/yfROS7wH8nIv8+8CHwb37aiVJSQZ6SvmGqQSxn2ZWHPC4ajYAkJ37sTnioiYkqfTbA6kgA8biDxmhx0NLGGLL8IAE/CF2IHB/fpukjWmVkswXIKTEE3nrrrdSozGp+9Ie/z6OHH1Nv10h1ifdN2gvGKMpcaLYXbE4fc/vWEbNsBsuCvulZr9dUdU+FYrlcokxq82JVxMyLBHoYBUNXe+8dXb0dwh41vtUpl1cXeOBoOaN3NWdPt1Rlxmr+Pl2t8F2Fbzv6vudoteByc5EqWy7PuffgAcoqNpsNjx4/Zr1eU2Qll9tTJKRMocVikcIw1jLP5oQQqKrdVDCRD5tNjT83xSy11lOfJj8wfmYUojJyUSwXObY4JkjSokfHd5jP56TkhsDJrSOenz1HGctytTpIQFBYW9L7QOgDQSdX508++JBd0zObHcPtwMXTJxh6jBJa1w4I7cA4UQhe0BLTfMt+DRz2bkZkCguFlCeIF0HEpp3dhbTGNAS/r8JRYxx2WHN6yCc+1NQv2wvnOn1hRo0x/hj4czd8fgr8C5/nXCKKLMsm6Tsy5VjOdHDuBFiMZUx61Kj74w5922lSJOAJaA79qbEyR4b+THECCZKE1cxmOeMOb1objIGnT59SVRXvPLiPtYblck6mPM/PH6MFrE3gQt81RO8wGi7OzzBKkWmDUQqrheAioe9p2h3GJ3Q1mcDgcUQXcL6big+UgM0Nagg/ub6hqTxIYHP+nLywnJyccLxa8vjRx5znOcerY9YXSQNlWYa1luVySQiB9fk56/WaqIRZWVJXFVW9xXc90SVgCIlT76TR78zzfHqtlELCEJrgxeSRUbCGEKaibq01bdOjDAldjxoTI0qnnc4fPnw45AGnhP0HD+6TlRnb3Y6qqiYhHoPQ9y4hzspgJKNqGkR7bJbTthWIJi9m5LFBEUFD59pXpv298PmYdXT4g0oWGEzWnsgYFhyS9TnY9/UgM+qL0muRmYQw7ROTMsUkSR+YdtOe0E51sBcJDDs/70nd6BcE9EHmTIgpXAMQokKFgIsDPB/jgA5rimJG8/9T9yaxtmVpftdvtbs53W3fexEZGRlZlU1hl+lqYIZImIERkkdYYgTIkidmjmdMPUVCQvIAgSc0MxgwQyBqwgAKl40rK/uMzIh4/W1Ot7vVMPjWPve+yIjMyJKFInfq6WXc5t179tlrre/7f/+mH+SUNAatM2EKPP/kU0yMbFrNctGwcPD6RwPZO6x1ZBUYxwlnNN5X7O9vGFMiWEtTVThrSNkypJ5p6IjBEK1YsWitRVRNIsaEUg/O8QBWS59XeUNV+YIKK7bbe7qDnKjSFkRCXJxOuX4c5AGPkXESh/zXr18zFjmZShmrNNo5pjScHBxyziwWC/q+L6WuRpRIUg5br8ucOv3afT8hveVkFQKKLGytjIzksjz01jmWixV9Ifb7IqC4295z/uSS+93ulPaWkoBk3RQYx4itG5LxbPd3aF9x3njCURGjwlU1tjCnnNaow1hEGoXVVjZiQX3nULHITGWc9apK2UKcUaUrLR/P6uSeaWaqqtIo0kOu0Tyqyb9+j77q9bVYqCkldofDaeY29zIhhJPCYrbjOJ08M/R9upHvci3fpQ4W9kNp+k3WpyG3M5aQEjY/9MJZGRSe7jjy4tOPubj+JuvFmmHc0SwX/OFH36LbbWm9Yacz3dBz+fQpKQZSmJiC9KBOywy3bVtyEv+f+7tbKKXjovXiZRtGxhCZytx0GkpFYXgQ0yeofIMxGWth0XrquqJtGqra86/+8fc5OzvjcNzzyS9/IaOYdcv73/yQw+HAZ599xt3unjBIcNTxeOTi4gKvRWI3c3wDoLAndc4MPvkib5vfo8f3ewaTPi9NnGM2UKKGiTESw0jl1qgoFECMR/uadrlCG4d3FQkIGaw2bM7PeXNzB9oSckLlxHK1gJjQ1rHbH8EaJj0xxcTGVwxjoDsGhiFSmcKJThllCgA2G5DlMqfP6hT5MRNkTmy30iJJBzqP8BRhml9nxiSkalOqfOHs+CBsJopAQCv9zob2u1xfk4WaT7kjwAkdnN/82TsHSjn7iBf8+b7o8fX449o82sUeNfgyhJ9BgrJQ0VijOWx3jEOk73ueXj6lnzI//ukveHJ1SV1VnG+WHO7ecvP8M1arFePQM3SQciAlQVhjGmm8pV0sxDvId+y3WyCTcsA64f6Kc3zEWEcIE0qD004eDSHMENMkYAWRcRTk1BiFs4ASQrx1muVSXAlvb295fbsnhMB2u5XMVOtOZte3NzenEtYoRXc8stsf0FqzXq9P78dh352wgsenozGGkIZ3TtDHf6dH+s/ZLNtah8GhraduF9T1issnz1htznC+pmruT2ZsSinqqqF//QqKwFyTWbQtOsOb2xtCGMV9kYhtalylmeIkmUHGkuKIsrNFRy4BZJkYH0Yu+dHv+vi1fNGpJ88JRbeq5VQ2yDQiRyn2lCqLdW69HsCkz/Ocv+r19VioOXHopdR6fFIqpVDxXcmaSorwBQvz89/3+GMAJqoHBolSFHs8iVUsmtS5tBG01XB3twW7YOwGmqZlnTX7mxtev37Noq7IqWbR1rS153B/f1KVWGsJQRFiZAoTldUnQMx7j6/rQlGbqGpPCDANkRAjKhthI2mAIhszCuMcYUyknEgIuJG0hiic2t1uxzQMWKtpFw3d4cCxO3CzE3JICEHQ5BCYxpHNZsOr58+ZJjHNbqtazNtSJubIMAyn+9c0DX3fP/IGEv/lnGKRaX7xvX98+nrv8d5jrSOOslBXmw1nZ1c8efaM5XrD25s7cRlU4mp4f3/P//PP/pyAjIv67R1GwWG/J8dAP470/SAuhB58vaJZtty83qG1xWjLNHbi2GA0U3rslcQJUzJoQkFrT9fM7S0osXRG80YPs12h0rp0A+nkTS124+rXZqen2eyXbAK/6fpaLNScEuM04JjnWJH0yPdmXkSUm6zVl/u2nmIs+PwcTyjYlOG1Ng/GVSEJOyobg9YWnRWhe8sidOzTyHD/nMvFn3B/f0BZw9uXr6jff8Zf/uCH6DxxfnnNz376YypnZQ7rHA0t0ThybDls79nfyUbki2ftlEeaRSNm4TmDzZASY3EXTCHSHUbp143BVw5lhZuqvMLURtwVwpFPX078wbe/ze1uz3f/4A+5v7/ngw/fI/zql/RxDzmSksOQ2B2P7O/v2O12tO1C3BiSkOLHccRXDfvDllAqGd+K2fbF9QV93xfOry5G15k+KUKOaC1J5nNPqrXYqKgy0qi8Ybls8NWC7RskPjJ6FtWa55++5mmuefL021IBxIyuEtFewfYeP2yxk2YMe0KaiP0g4nCVsdagreHiySXf+va3adoFr370Q7wGYzSTNnRDjzUZhWataiYdSSqQIugUSElhvScMUvhrLMZLBRDzKEIIkYOAMmjjSWGEZETJowojSyVyHMXHJUeMGsFISR1zZkJCspUuLLWYiPH4ldbI12KhooQor1CoEr+o4GT7mBCeZVYSzOSU/nLeZH7wWXqA8iWuwpxKkhOBBGUNIWay0aAcyhh01rgwoBhZNhvCOHB/85a2rrBGSZiyhmfPnvHi0495/vw5bdvIiYKUykPfUVtN5Spy29IdMnEaCEH0mWRF13XosfTk2mLbpZg7j30pwxWzhcw0ye6dciKphO0EKdam4enlJaE41//lj3+ExbJoV1xdPuH17U5OoBA5P1+zWjaQA1ZrdvtO/HEjrJbn+KqhbiQIOaTEbrtFWcuHH4po3DhHfzwSxkmoldZSm4YxyYxVW8MX3/0AACAASURBVImmNGVzGaeBFGS2OJ/IWk84dcFmvRYBwDgBGmscKWa0caQQORx7tvdHhiGgxok4joQpyqZTsoDm085aiyUzHPakEEhjz6Q1JidSCJj84Dypc8ZlTcqy0aEgIP1yShKjqB+h1UpVJK3Kc6VBWRIVfnlGLkCUzhQVU2YcD2gV0UxkIiqJabdS+aSLVuX7fpeMnK/FQp3LO5UzOj/YLdrKn+ZRp5Q3LZEFv61weIcEUehqsYxqZE4teTYaSwiQYik3YyyG12JkVi9abm5u+Od/8S/4xre/h69r+r7n7du3XG++yTiO3N7e4qzF6EwKJb276zC1xxsrQEwIBCXUsziN5BzRxhLHiWQTxnkUmik8cGOVfiiRYprIxwhagrAqY9Cqxpkl1hjCNHG2WpfXq7l9+xbrPdvtlsN+y3DsOBy2ONRJrL1cin1oPxTv3FFK2bpqWZ+f8fr1a7phkIrDOBYLS1iPp4VvnaeqDbakwVe+Ov3u2sjAPxppV2KCYYyoPHDx9Jy6bkBrphC4unqfy8tLDscBaxTkiXE4cOy2JYtVhPFCeJGXaFD4Ih10ztEdez755NN3noG5p5YNWzCApBD9aZ5zGcAoTcyarDJKmaJJLZpcJeBRVLawoAzaNJh6RYolRiRGITwYhcYDIzkPpBAhT5ADkEHHE6miYJtf+fraLFTvPcR4mpGqLAqOecGNBZnNCtCRL9uL5tnrO9TCBNjysRJRfwoj0iV2UClQ+ZSTGWJCGUtdt7y6ec1PfvITLp59k5QD4zBye5fJ+QMWi0UpVYfT3DGnAFkQU1KksgZvNc405BQ57AIpPABaOSlCSChVRhnzPHkO8FWywUyTIKhGqVMq907vuDi7AODDb3wg+smQef7ppyQkHLgynmgncfmzjqYS07HV+hxf19Rj4v7+wBjFFUJZzfsffMDl1RO2+y0vX77EWEdTV5xdXOBdRT90aDTWU1RCmrqqSPkhdEtGL+KQUVWi+iE7zi+F1GCcx9Ut6/NrUJmu6+gjjENHDD06TRJNokWC5mtXFlhEZXvybkohsLu/F29f4OL8UgCj0uMnRVG+ZIzREmurC3ioBdmNUZGyEcaRcVhdy6mbNDkqsq1Q2mBsjXELtG3JSWGycJe1ksWqnIfYk6OYzM0BnoogFd2jZ/53ub4WC1VrLSqSRwvVPvK5iVkUMBnpK12jv7RH/TJ+pSB86dFCDULQNw4zRZLSlCk8OWpiPwoKud7g9iNTpoQdZdq6YrVo+PFPfsTTqzOs06SQGPqObn8gh0GsRRTEMHHo9ugCRBilWW+WaL3m7u6OyrfEFAhTIKVI3Tq5ByZitUEb6budt/IglE2trltZEJnTqZ6mwGKx4MNvflQYT44uaW7fvKXyCb3SdIcDt3c7Li4u6YYBYz2+bfibf+Nf5/zykusnT/jJz3/Gp8+fs1qt+Ovf+T5/+8MP+dM//VNyjKRh5KwRhpAGbl9/xqopNipA13WEac5f8QWZNiyaM9lElKVarvjOH/0RzXLB61dvef7yM7quRynLy9dvxEZmmug6cUjURlqiGHpyjmJdkzNp7CF2jNRgHBjDci2tSkqJMA2M40BT6xKRotDOYwrOAXN4tUZlIU1oU2HdAuPPickzRUNOBlItCh9XU9UbomlQ2uK0QesAaSTFgXR8QQpbQv+WOB0hzNyAhOPzEjnNb1Bcv3N9LRaqQsp1lUAbVeh05mQRGXPGZrnRSQG/Ia3r83NV+Y8kiWxloUrpWyiG2qLNw0LNSpOiIWqPcw1ZG1abDVO2dEXulXOmaRo+/vFf0Lpv4YzmGEZUjlTeELSX4XYuGSRqppLJ7z2FjNGWzWZDnCZCECP+qCAMo3jtMo8M5KQ3xqALrY6kON+cU1UV3nvu73ZY4zn2I9bXvH17w6HryYyslmvSFAlhwTgcqSsJgfKuolm01M0SV9Vszs9ZbzZcPXsP3TS0mzO22y0ozUd/+B2OXc/t7S0vPvkUZwxWa8I40W1v5TTBsO+OTDELcGcsgplmlDbErAhjYIyB7f7Ipy+e4+uaV69eoZTCOSukljSgcsDkCZ0GNCNhFAYWaSougRM5Zaq6YpwM3tWy4Mp7n5REdsaZwlcUUTFllLGcON45k5KwBDNCY3V+SdVu8O03SKpmDJYYLP3k0MphrcdUS7SpCUi5nBnJcQAsulqiTSTHo0wWymx1Lr8fkF/9O52qX4uFOl+F9/LuOEbNruT6lG0q/+PXyPoo8a9VCHtpnpOhMqTw4EyXHxZ6SIBOhYCvydoSkyGEURQuxnN+0WJ8K9aax09w3nJ1ec7rj4VUX3vPzeFI44z0Xipz2O8I40RIE06LKAAlaF/f9+ScudicMxTGlfcepT0hPswlU0oQZfPKOWOdYxhGxlGcA+uqxRovGTNRSsfD/sj2rvj8GsfN/XOcszhj6I4d1lqxlqlrSaPzHmWcgGnW8dmLV1xeXfNv/skH/Isf/IDtdsvt7sgffu+v8eLFC8Yh4stoa3+/xVcNReBFPhxFupYtxnhiimgjtE+ylnHVGHn19hVJJS4vL0Vo4BzDeMRaS11JPqtVGqKBLBYr5d0SbmzyJ9S0rjxNUxOjQmmLUmL+NmmxhFHGyTQlS4uhtbwPMu40iMhAxlfaKJStsfWK9uwJWS2woyUGQ+o0Chn5+LpF+5aAbARxktkzxpBzTaaXBHphGxbsRcgrMiIsz+GXBJd90fW1WKg5J7b3d5BSUYZogrLiBW8M2nqSliF1Vppa+8IUySd6nSs2GXOk4mxhogvSq50Muh9O1CxyJa0xXpOVQO8pwzBpnD/Dugbtaw7HnmF/wxAzl2cbFm3NzcvPUHHgFz/6S9I44VUmjB39cSfJYxq80zhbgTht0bQ1BsV+vy/a0MR60dINEuFAFIOz1Vqc7dtFja3E6Gu323G4Fx+jum7ouwhqoG02/K1/92+x3W558+Ytr1+/5me/+AX73ZFu6MjUHPpAjh2LRYNrW2xdc/H0Ka6qSUZjbcXVB99isV7hTI2yjnp9yb/2J/8W97sdul7SrDe851rOLp+xu7mV8c76yDQM9Ic92+0WV59xXp+Roli/KiPAmDFiLL5ebVhs1mzHiaaqxdLEgHOZrhv49NNfsr2/JcSRME7EFGgXC4hRsk+1jEzl4VdgrYgoxlE4vwSs9VTLJcv6HN935DQR+h1DdySGiO7H00k2i+az0ijlsK6iXWxYrK6o1k8x9hwzGroOTApCdbQOZw3KRBSRVAKdc7LEaYQsJXcYB3SeSHHAMOGsImaD1YakbMGRfs9Q35wTKY6iiomGFBMjAuaQMxpN1oLGoTVjmE/GjNZiYJVSFjaKEoAgI0bVWSmU0uQcisRpnqsCWQldDi3qmyImn4JIjI23LBdrpgT9sCOFwB//8R9z2N3z9uULcojonLBANw6Qo2SRpCDhTWhIWSIKS3/rfcmZUYlF28ibTBAASmka98CrXa82LNbi/LdZHzn7a+ds7/dorXnx4iXbXYc19/zff/bPSEk8ertxZL255PziCcZU/PzjFxwOB4aQmKJiDMCYuN0debrcsFwtqeqW1fkli+WKaUhcPX1CzJnN5pxqteHVq1eE6RZjDOuzC6Yxsu9HAj1Ze7KpwU4MsQQTk9GuElFCcX3ox4kmCbjT1J6z9RKQkyyMA7vtDSkNaJ0gRlIcGYeBTAHRQIgfFD601hKKjgEtIJA2DuOkz6zbNdp6uuMW7SqGuzuh+YV0mopkYhn7GXKW7FzrNNZXaO1I2pCUJmmF8TKRMDpjdCDlEc0saYtkBFAKj6cNj64TA6qgy9LD/94t1JI9o82JqqbIpJiKBEzejNmmMT3qUXUWH5tYtI/WWgIPvWpWMr063RiVpGco/F9VlBAh8zArI5CzWJMA6CS3NAwjrbfsxoHj7p7aWZzKhDGXkj2jNWStpT1BALC+P0JMxDRiBysqG2M4HDONryBFnNG4uuLq6or9ccd6vebp02cYW6HK2OfjX3zC/fbA1cUF2lRUVcVyc8lPf/YxzaJluVzifUNMtoAVnvXmCa46MIURpSJVXVNVnrpd8+EffI/LJ9c07RJb1ShrePPqFl819NPIYnmGCwO32x3doceYiFYdxz4QU0abisXmCuMPZO2JSJ8Zpp44jQS5qbL4mBPRA+9/+A12ux03N284Ho+cbza0i4Zp6Dk73xDjxHG/Z7sVy9NcSBR5ysQyo83KEqL0nNp4rK8wrqJqWlYXl1TtCtMfOHYdzXLD3d0dSkXGGAre8eAiIsHYMMvcUpZxVYwD3aCZgiamYmQWIYeAsROZQEwFkEqRlIIQ3kQsLAeNtqKo0Yo4ZRkNJfVA4vmK19diocpKlTS3mCZikEUVRZmEth6tjLjdkaRsLLvR553xxWNW/mQtFo1Kl4VZEL6HnytNhNEOFTNgMNZjlEY7j3Oe7f2O+/sd+92epLbcvXnLzavX3Lx6BUNHZTVhGMV2spTb8nLE0TCTxExskgF4nCYimWwMx909/uoKYxXGSi4MJJ5cP+P8/JzlYsWh6znujxz2HWfn12jXcH5+ydvbW4Zp5PXrW+q6pV2sOTu7pGqbUyRixtK0Rtwawsg4HGgWCzZnK66eXrM6v8T6BmUrmtUGX9Vo3VC1S/Z3t/RT4DiMXD99j8N2LxYsIcrYqlnKZmE9h8OBZrFndXag6zrub9+y295j/Sj8V0BrRZxGjoc9v/rlzzgcDifCf3/YFrpheQ6QGbcSVzJqa04VQ06ZmCKoSEgSjomS7BllRRFTtWuU9fhGY/yWzabm5s1rhm4rI5ssE4A0YxUzuDQNkgk09kTfE7VnGCFlAcZyCExxIuSBqpIFHRNEZWUun4NwirUF40E3oHtSyoQspXnKMw/63UTy33Z9PRYqAvaEgJDPY8TZhhiTxAeknjwlcWAwlmxAqdkH+N0yw5TeT2d94u7KCaYRkZWWsUxB4YZ+wvtaGCna4l2DmzTn1+/x5Nn7/PTnP+e4P0DKhGng5z/+ERfna/76d77HD//5P2XYH9A54QrvUzYMyzglYhIn+L4fsQYWi5b1es0UBo77PbWtWSwbnHOnoOFxiozDwHF/xNkarSyLZo21Lb5qaRfnaK35xvtnRMQ4WxsnZHNf0yw2/I1/43ucrTZY1zBMDbvtHYfDjtdvX1A3FauzNd/66CO23Z6sDKbyqKpmzJmzyyvIim988C1yzkwZ7nc76nYh0SA64ptYEM0e/JJslyi7xDZ7/NDhmobl+RkvP/mY7rAnBolW3O/uQGtco1ksFlhrqKzi7ExEBPf397x8/ooQxpNSp3KGPAW8SswqtESeCdqkZEgxkPMIrqLWltfbA4f+nu9/5yPavkO7QL1cMdy+JblQGiB55lCl0tKZ4+6OgKcaNDacgZs4dgmlPSZA6I+EviMM92QTygJ31ItzXFUXMf1CmEkmo+I9/V4Rhx0pj2Qr8smEoNjp9w5MQpGNAzRJJbK2KCvmyClnYhhJccI4j1FCCDhhv4/WaQJm5waxcinouM6UacEscS6lL+INSznllCbrTMZw6IYSsWgLGmlpkuOXP/8pZ82/wvV7z/hlbdkNEzElpuGINg8nfAxTKZ+izEB1pqpqNss1t3c3HI9HchD3BWWMkP7Xa9rFhouLJ1jvMb4pvriWsN1hbY1xMuRfnp2zWCxYnW1AKTHSNpbles03Pvwmy8UKpT23b0eM1VxcX3D93pWYai8aXF2hxwllNL6MoUIIGOcZ+47dbkvO4KuK9XJJKqR+Hon8nXPstgPZaEk9TxmMo1muqRct4/EgsYtDT3/copEEc1Mp6rqW07Q7kNdLuq6TsY8VYIeUGHOmPx6xCmbfZlH7yPueYxACRBa1U+0t60UF7YIQ95yt1nS7O6zquLy8ZOoPHO+el5zTSFYZM3sSq8wUekK/R+s7tH2Drib0qNDao2ImdUem4wH6ewSOz2BqJl8Vn+CKtq1BRZmtjgvi1IqtT9YQkMWZXAFJfs8WqtIGW68Yuk6cL5AFlGI8ERsa53Aq4gigZiaRAeXhNCDQGBQxKVIWUjZlvBMpPnRJdlBVqJamlZzPxERVNazOlgy5ZzdN7EKgXa9lfHDYsd/eoOPIxz/9IcP9K+pK86rfMh63GC3hTHMJPkcL5pzQ2bFZbTAYPvvkBXd3d0iLbFlszqh8zavXb8nKcX71AcpWdENid9iyWCxYrNY4v2R/nGgaL+hs1eLqlrpd894H73Hse0KccFVF9oYuTeQwsVlv6EfLOI5kXQMwhkgaA3W9RDuL9RLFkXJimkayBmtMcY+H2juMr2h8RX884o0/9Zv74wuqZUMycBiPqGQxukLlSL06RxtHp3aQEs4aKq8xOkkVkTUmZ55/8inDKOQG5y2Ldilo/HLDvb6hGw6Qo/B7k9iJKTTKKfLUkeNI1SyxcSJ1ewbesGpXvHn1GYfdLe9dn9FeXfGzP/8zsJIyLz78gimo0p/WOhGPd/SHDtNDVZ+xcBK3mbCoYSINR6b9LehBkuf9gnjciBDeVETtMM0S4zWpW2H9kTSNAog1K9AVTntyL2BYOv7FV1ojX4uF6n3Fex98xMsXnzIcO7G6zJkQJ9m0SCQCU+pJg6JaLMlGo5TFOFmwWomtY1YS6CuBQzIjQyX6LkDW5CzzMGULNc1r+r6n70a0brHW880P3+P59sjPPv6YNHZcPbkmTSvu31jefvYxOY28fPEZb159hnIG3dS4LG/+bABGLkJkNDFMvHrxikzGKMt6vcF5S91aXGW5uLhgfX5FXbW8eH3D3X5gvdqwPr+Wky4brt97j/X6HGVEobNcLfCNF7J8Y3l6cY6vPUopxlhI88YRQo/3WsY8o6hbpij9Hkajs8VmMJXDWc1U2D/SzqdT36+VaI+apjnN/3LOYB0JGMfA2eaC4/HI4f6e3fYOVy1FAxEhHPd0x4HjLtC0ImM7Hg/ioG8y3lo2qyX7/UHsTWNisVhwdXXF/c4QogjeUxSdJ0pT+/p0OB0PW7rDgeF4JK8TZnfHxz+44erZNTsX+Is//6ecPb3m7s2npCzJd0FlLMIfFtQ9kpMmTYrj3URvGtr2DK09CS99cAhok8Sc3BmU9+SqRpkKpQzkWtRfCrS/wLcZqxumaST4msbVeOPQoyZNkdd3/9tXWiNfi4WqjYQGW+MZlcDeIGWkloFpsSYBmA3NZkJDIOtIykqcGWw+DbZTwQpOfNmyG4P0o1kl4hjQTlztwhQ57I+o0fHND7+Nf/uGj3/yY3oyxIDWmqurK1IaGQ77okfMp9+VeS73mCZWlBizGdiiXdK2rUQSJpnpGe2oKstqs2GxusRXNe1yDcaTothmLhZrshIqnFKKqmmoFzW+qsg6nXyRjDHYLFK72lWYSVqBcHJgiJgErqkKhVKhVCJFsTeZ7+27dioPImiRcz2wauq6ZgyJEJLwtWHm5REOR4ZUHPkXK4zuCWFAEfCuxm2sjF/Go8xOQ3jIDCpEib6XXFRUoqqqk2fSNAVCOGKMxxgriL9x1LXH1BXVak0Yetn4VxUgXsXyZs12KtLvKi2jGqU0ymRIipR6Uo6Mk/ShRteIJiRTOUuOoFLGKTFxz1bopzorSJqcDSk5oEUZMESq+oLGV+KGmDpyGr/yGvlaLFSjDYu6xVvLqDQRHpzX08zSkQZcUQjpymAMUp5pg9Glj0mxyIhSuWEy7hEZncxslVLk+eEjgxOfVq0MZE3lGz791a+4ePaUs7Mz3rz4jGk48Oz8nGQC+23HGCea1YopyPhAFYh/1mmowpQCYcTMwb3OS25oCBPWGVbLDc569vc7lN5zdnYtc8e+pxs6Ace0oZ9G1nWDMgbrPc1iQbuoRZDdChhlnClSLskoJWVc8ZQyRp8ECwn94GxRhopTjISUcOnd0F+AaNPJAR44xY/EGKl8gzYlZAktyh4rlqZvn78gRKkq6maFtw0pDmy3L2SDsg5Kb0h++P3kc+KV1XUdMaTSVmi0zsXxQ0wWTuSFcSTqjFYHcnqD6fboJF972N7TtDXj0IGhGKQU+UqxcYppQpi3om/NYQQi/XEqNFMPc7qCrjF5IVWTTlTWoJ0G70iq+CklTaYi6Vb8v4zCu2cSpq0TydydKI9f5fpaLNScZD4lzA9LShW65HnFOJGmSAwDWov8KAwTSiWskUVnsjlRw2IxKUNrQhyKm3vB15IVeDxrshHgqFm2hG7i2A+E7Z7DoWNzPrK4ekoYepZtzfqjb3Hc33FxtiEPC+4XDmPh7u1LORnDxEQs/Y46GaHNzhF1W5OTou9LH+acEOvbGmdrjK3J6sA0Bg6HgT4IT3R9dsXl9VMur55QtQ22afBeKIPLzZqqEdZSVc3WKCXFzsqp5IxBj3JKzuoRuWKZe7mTKXlVHsLjGAjvyMOQhVI/srrM+uTe0O0PaOtw1hNsJhBwPtO0iu989494+/IF29sbtm9ecjze0/cD5xdPmMIgGazDkaw0zWLFVEzXpmlif9idAKumEXP2rj+Wk17cELtOTiQpwTXe2cIVT2zfvqRdLLi4fMovP/4pYTji2vqEPc5uDcVXnZwkh1Z0q6D0WLx8Zc6u83CyYdGpJqYBpSbilFBxg44TJkcpcbNocDEVrjE4o1GqRscnWJOAkWSO4H/PTtQYo1iJlPQ2awzWaMahExVEEmAp5xmsEa1gTPmUbTILwk3hlWK0pIZFYQs5bURRXxhJOWmSTnRvd6zOz6SbVDBOHbvtLc8++oicJXPUKkV/lJHCJ68/ZRpH+nGgv7+FupLSJ0zCbnk0151j9upaxizDMAD96XRNKfH25o4pZPpuQC8qpigZCcZ66naJ8zVZaba7A9dti3IWU3l8VeG9K+VuLnag8naO01DkXQrvDKqcgCmr05A9hiS6y0JMzzmLk4gShtccgwmy+VTeP/KW0u9oWikpbdMkvN1lsyDnzGejxE/EKUAoZb7VdP0dMQZCmDgej+y2t/jaMPUDdVWhlOKw2zMWFcxcmcw+WrPpGiqLeHxWwJTXY03m4uKMMPbc3bzBOk3oE5WzHCbJ0Ti1Q1laJWsebFAVRg6F8mwqJaEYMp7PJCQTdpoUelSE4RZMIulIdoGUIWZFzjN/WKiDWlm0CsJ5jkem6fCV18jXY6GGwN3tG1IIws3VmhCG065trRWIG2l/lMqCChaxds6FGaRhGEeUkgiKkIMATkZx7A5ofHGz0cI8UgltM/24F0J8mkqwEfz4L3+Ab8RMaxiOXF5s+NnPf8LLT3/J1O8ZjgfscikBTWOPUooQRrSWnkkpOVX3+z2Lxfsiwu462mZ5Ur3IRiNyrpwUTdMyxoivFrTtkvVqA9rQ9RNnF+eszi+om4qmaUpMvbgpWveAbmutqZwrJXDROs9GF0mYXPNDOkcxKCW+VTkrmqoiRDgOvah/lMLV9cnxIMRIQp+YNSEnwijWOaboZ2fSSd02tMslIU7kIIFR/XAkW0vVNEyDY4oT2/0dXddRWXfqI5fLpfg5KUWM+TSTPkVGKBHWxxAgJ5rFmYyNlJFIyTDhnCIzMfQHUJnjYUdOo/DHZ3Q+TcQkgKSiRH9CkcGVTXcWgczPa5wwVhPZ0XU98VbjhzPsYsuklgQ02niadsksCzO6IqeBqAZy7ui6O8bx7iuvka/FQk050vcdMQbZtsrpKOAHAgKlYqOSNeXQgUI1BBmDMPcsWQj8/RjITKILjSPSnUk4cNaZbCQsOXQRdI/OomAZ+iOf/egvWb//AcuVLNY4TnSHvcwCjcFXltSPhBRISQKZHltmTtN4ojS+fv0aa60M+Y2jqirOz8/p+oGQMr5qqSpN0yyZjj3OeYyrCCmTQ8ZVhuVqI/Szwl/OWj2khRUAZi595UwQuWBWD4HQcv8emXvN1yxCUvMjmTEzaKfLff4SWdbsWECRSZzeU2SxxVHGRt1+R0J64TgG0ayqSFUJFfJ4FNH6OEjFQRJi/xSjZP/MZfs7vX8qWESm6ySg2WgLRnCMU8ZpECPzlKQvzXOy0yw/UwaSfSiLmYVZj8wHoKD4AiiFOBLVCMowjY6kRkzco+tzMo5ka5IrfHVVy/w0i/uDyh057oi/bws1TBM3N6/EC7eYk4UQTkZZUnIYtHIS/uMbtDFYY9GMpJBEa5gzISpSykwhE6fyJhgN0YL2JGXKLhdE+taX8ir0KJtYLGvCNPDkvQ94771nfPLprxingeP2LU+vLxkPhbYWFJGE0onGOirv2O12p5TucRxxTsq47373u7x5/fbkjxtD5njsWC7XdH3gbHOJNo62XdJHw3J5hrIebWvqxYrl2Rnt2TnaZ2xdYesKZS1ZK0J6iGK0hYlli/2n1pqxEAVO+9xJD/lIG1ksX1QqC1U/OD3GmJjShH1ks/L4fFFaqpI0ZTLC1slajumgEov1mnrRsF4uWJ2tuHh7zg/+3/+L436HdYr1asX19VMOh5b+uCeGoSDkhlx7hn5kf+wBKSAkDVEDwluWjVkxjBL9IRtWJKXisxQCxkm5rjSEUUQTshjFxlSjEXsu2XSE/PlQciulSAjintHFeTBitNAG4/SSOLyRz7klSjm0azHDE4yt0VWLqRbE8JwUB0LsON78CPrtV14jX4uFmsmkOJGU3CQo+sAZmSOLG7kRmp1xYkKmrEXFCElDFNlSDJmcJcAXLGgHyoEzoGspSYGsR7KayEHSsZMK0reOmcrWjIcj07HjydUVt7c3vL19RW3FieKQRsaUMAqssagslifjOIKXfWC5XJ4c/pVSYnc5dILSVhatDNMYaeqFCAmiAD5N28qpqQUwWaxWNIsl4ziyWLZoa+W1PzrdHjx3i99Upnj9iHAbTCGS5NPZl8kSP3k6Rr7cxGcGkU5/ykkTZ2Q4Cwklz6dr0WDWdY2ykRgtoe/wVYWrKnxVyQw1JYmhyNLHT4P4B4cQJGryBMzNfrvv2uuM41h+ftF5qrkkTw/5T0bR+PqkSVzo9QAAIABJREFUS95NgyjFH7x4yjSBEqGYBcTU7xqNq3KPkoqn8dScv2sS6BJGFca91CMpkruapIVnrcPIFJOIFcYjHO8hdl95jXwtFioAKhJTLvMsORWNLv5HqeyiyaCyRVkHVqO0KTdPShUBBGVGprUhqhptHVrVZNugdS1yqAwpdyg1MKJReZAFnC1hSNTOoYGhP3J+ccbgLXsrtDZjhf2kSniQaFvDCbFcr9esVivaRkKVDocD2+1WQA5rT96+lW84HiYRcCcYhpGqRfSrWYpXVzU0dYuvKlJWeFdjvKSspcKezFpYWW4ugz93Wx8WaxEoFEBk/tz898MCUKiUTn3a/DmV8mlDSI+/RyXUTKCP4lyQSxmslBJ706yxlaVZLAjTyKJd0R2PjFPHMAzk2GGdPpXwj4XzWhsq6whJCDCk/CgrSNwIVbHwlNJfMQx9IcwL28r7llOynzFSoelH4o2U5ogfKW4fCQLm/TDN1R3F7V4pdBTqoVHF9ECBzkHuc+xQ/Y6oHHmaUFPPmEbCOBKnAaYjX7YxftH1tVioSiGeqElujEaySMS+BPFLipGkFCTp9bAabxR5DFg9iTmjSgzRonSD8QtWy6dU9RLrVmDWoCq5+TkSwhbUwDTteP2rH1ItWjH9Gibx/5163jz/hLdvXoDWPLm85ubuNS8/fYXRCasz3hiZpSnDol3y3vvPeP+9b5By5M2bN0yTWHje3t5zPHQiS2s3aGWZJjHSDmje3N6xPwy4ZkUfJlbnl7TOo61ljIEqJb75wftkB9rLTh5ixFrhCI0hobKYnUkgsphKZ61I9iERO8sKOy0EPScDFKJ7TkCaSI/0V+KzLOhnzOkUXTnbnIinLUCalb5F0SKFTooy9vBVy/Icqtpz/d77ZK3oux1dt+Pt6xvsmAnjSNU0UthOoSQNTDTLBeM4Eg5DIV/IeEVZcyrjm7bGaCu/k5HXHLMmpcgYgngpD4M4gNiCfxRMAQU596W2piC1uZS85X4lyFkyaTIWslQpOUtlpbTMrq2GkCI5DsTjHWNMoC2jc4zpACiMVmBGrDKl5P7t129dqEqp/xr494FXOec/Lh+7AP4H4CPgF8DfzTnfKqkT/gvg3wOOwH+cc/6z3/YztFJ44+mGHqL4wzprMM4LY0VFQpxQKqOtJo0dBofVhhh74nRknAL9BLp6QlBL0Gui+4DkVgS7RNsNVbMQDWEeSFPFOG65efkGltcM21sWzYbvf+87vPzsl9zd3uDqiqpZMQXopsRm8wQTI6SeodvSD72463lP7SU3ZRgm7u5uTmWZUor97sBysebJk6eEKfL+sw95+eo1Yxx4e7vDOMfy/IpXt1uu3/9QcleqiikM1MmzXlYoAs7WxQtI4awjZcUYFRYtbJss1URSMMREjplauVPQUQzh9GCnlASXKSqi9KikFdaUaHJnf580VyxoUpbRWAiJnKTG1NHKg/+A9WCNY0qiWupCZEyGqCzPPvwmQWfevkyEOJSEtwNj34kQQ4m9a0ZTNQ0pTtSNY38QZpWvKjLIKCs/2IJWteTjTGmEpLDKYr0tAJTBV81pMaskbKowjpCCkByYQUwB8QBhsD2gbXKSaiUOD2WzmkImJNE9PzgNRrQJOCsccNBMqrCfyNiqJA38y1qowH8D/JfAP3n0sX8I/K8553+klPqH5b//M+BvA98tf/4m8F+Vv3/jpZTGGceox4JXygudsyVzFtAGAglN3x1wwaEmyOOeMA7EkAnRkqwH3aLMGl1d45o1xq3IakHSlqRGYtYce8swaerL9+lf/oT26hlPnz1luVzyioCrNImBuqmIfaTrR7I1tFVDDBkmjyVhKy/wflb0/UjOW6Ypst1uT7PGi4sLzs8uefr0GTlqtvcHbt7c41crbrZHLq6vQRmGOLBYrsTtUOtTwrfzBudK2p2o58llVqdmMAgEJVZK1CZKUMoYkmR6AiHEE+I7Bzk/mG2VXuwdc7gH2OiLIxh06Tl0+crwjjtkmAX+2orbo5Oy0lU1TdPQLBcoIsN+yZ6IJTH23emkOzGkjCJTfKceXTNlMYaH0GRrLWlKBRgrM+mShCd9bMHAc0bpiNKJpGZf6QeXwLmoUMhGMxNDKBuZzfm0sB8WMoIvzHY/airPrSqSy4fwbPn5v21lPFy/daHmnP8PpdRHn/vw3wH+7fL//1vgf0cW6t8B/kmWV/t/KqXOlFLv5Zyf/6afMVtgzqZfmShmVUqUDo9+F3n4p4DK8svrmDForDXUpma0Hu1atF/SLFY0zRrrFgRq0TEW93OjPSqL/rRXhrPNBTFGXr1+wf39Hc4LqOGtZfKG8dARQmbV1DJaCMLEsdYSh1BIDUZ4qQi41HUd19fX7HfdaXTT1C2//PhTsUfJmrZdMfRCoXv69CkhBBarlZiQLZacbzY0Re42pPyQN1QAG+nZtLC7ssxDKQjlfM/mP3P+zXzPPz9uUUqhzHxqaEpV+DDGeLRYNWKCLXhzOv15p9/NqQBBMvs2RuGUZ8DgrGdRt9iYOPqW4Hoyith1RYwhpydxIhtFioVSOv8MyngG+bWGYTgRSYwR9z+lMwrDg9fzw3OUIugYQRlyCuJv9Cia89S0lq+fyREP/9Cvr7KHDU+dWoz5dxRM4eF7/v/y9X06L76c83Ol1JPy8W8Av3r0dZ+Uj/3GhaqVxrsarY7EPJU0r+nhhT+aq47DBNOeYAypB68Cyli8XWD1CuUuMPVTfHWJq85RZkHUjilDVNIvWO3w/ow4JIbjDU/f/zZadfzoh38B8cDFxhfytef+/h7jFjy5uiIMI/3xLdaIi//9mxvZs62XRe09213H/f09IA/6NEU+/PBD9rsjL56/ZLXsubm5oWlalPeQMt///vcw1jPGzJPra1arMwCePHnC+dlakM8MOkppKbkvSXJdNMQsThKzm4UugJPR+kQnTYUUIqCHEnuTR+/B/NhYBBAVuvwDaozShEKRzQmCBmVEiRPlpxNyLKno6QSehTgVn96ykHzF1cVTVosVu+01ty+fs3/zAp0S++0NXms8lqQjU06EoWNA+lFjjFD9ZmCnbDy2ZOkeDgeMMZydX6LMg4jAGv9QOZTFkq1UJcEFSJkYhvJq04ObRDFRP+1P4rcjYdNxdr3X5YAUVHqchvKlGWXEn0nrMtKKc7odv5O7w/y+/Mu8vuinfyG0pZT6+8DfBzDGPpqZ5l/bbT6PUhKiAHYUx3OlJQoDS8aRsyMpT8CgorjXBSXmYQAhG1T2KFWRs2e/65iGt5AS9aJB6YjVjqytuDMkz2ptMSbThVQsS7W4OJDxKjNFOe1TlAjJqhIGUQiBoZ/oup5pDIRJkOCUoDKezfm5sH+cw3hR2DR1jbH2xLQBCvG/xNDDyUlRz+UvM0D07htx8gU6jXB+/R4rNUcvAkn6LKu1LG49zy0FxEozppsF+VZa3DSAE7I6X3OmbYySFytZOQa/XFG1jYQ4DT22qjFDh9aijU0B2YiQkjaMA/Ucb1JI+SnnQreUSzjihQKoLSoVOdxMGc1yV+Ljk1LyLchktHUY5U73SaGLeKLUDPKiy/0q/2xZnHOD8ICEZyDJe8M8jXj3FP3iVuLLr7/qQn05l7RKqfeAV+XjnwDffPR1HwCffdE/kHP+x8A/BvC+ztNYCA48SltLDzdivqmCmmmMETd9awzoqoh2a7RpULom4wmTIhGJUyK5eUAuBmbGVvhqQRgOdPtAGgI4T4wD/TCgvPQ6qZhHD1PAqpn8DlmJrGzKiaxVyXAZSDljjAA4TVWVeWMSDnIZlm/OzqjqBYc+cHV5zXa7Za0MT9//4EQxrJvmlClKLn2Yeyg/leKkAZk9Y40SRNFojVXSN2ZKuTs/P8y9VelJyz90GjsBKZWEdcWptxK4QJwU0VpGVdlgs/RvOispHcu8UqoiyYsxVp9moSGEkwxO1zWL83PazQVTGDFDh50OhCExhZGYktAjR04kErLMl1PO3O8k+1WRMd6dxjtaiyL5VHY+WkgpPS75S5mvEkbVkqE7u9kbYczFKJXdFDJkmZXmkAtWUFpe9TCdftwhyM8rMYtqfrcePve7LNa/6kL9n4H/CPhH5e//6dHH/1Ol1H+PgEj3v60/BWG/DMNQShhFzuI3BA8v6KG3KgR4ZJaYtEfhSLkB1aL1BlOt0XbJoRNCddYQp5FoxGfXKoWvlwJo1J6j2dMdNFMHKd4Rc2DbJ6ypUWbBMCjUIbJeVkxR0zQV3liyeinMYWO43+3oysKaUmTsAgsti/nY92KaPUmJVfkWtOUPv/sR2ln+4IM/YIyZdrlivV6zXK2p2xZXNQQiJkss4CkpWz0yc0vpFJ9htcFY6ddNqR6ssqfQ4dl14qFsezhNnRb3e1c5ckoM48gYkjhtpEBVNeiUScPElCIQQSHZsF1HTJG29vR9opuG4tFsHr3HkhU7xswhZLxz+MWSVeV58u3vYNctwRrebN8QlcUuFvjacdjfsVivaNsWpRTjIHapMYSTqmboJ5qmIWcRaex3B9GGFoApx1QWsCmGZrMR97xwZB6b4mMBgMNgMMszYgqobkcYR1EWxYeNLpcWQW5mOm1Iakajy6aUAeuN9K7zff8d+tSvMp757xDg6Eop9QnwnyML9H9USv094JfAf1C+/H9BRjM/QcYz/8lX+SWkj3BkUnGYS2KX8blS4TFCqfQMcIhINyfNFJXsnlGRlJSgMtyG7AJ+0Z7YLtZYrIqEyUpuibIkbYnRkrNFUxOo8K5FJ42xLUlV7I4j3muUFQ2msQrf1Ay73Wm/zEkg+ZPKI815r7Ljeyek/Lu7O759/Q1evn7F9bMPePLsGVlbLq+vi/G4K7pGURe5pj7dC2MeUu9O90jxziIGTifMvCBPfVspFef7DyC5tPI1Wc+2nEI+OZWMRp9ygOYy0RQk02pNW9d4a0+v/UQFTYKEWq3BizPiMCZUjpimpl5tqFZrTFWTCSisnMxKk0Ngt9uxWCyIrZTSh8OBul2glCLafAIaYyzGYjzciwcm0bv35vOX0Cs1unCimb+vOIZoZSSxr6DdpzK3AJ5zKfz5Z/vz79Nf5foqqO9/+CWf+ne+4Gsz8A9+119ifnBinkSKld5FKOf+Ij/UFKfvk/Rt2dfGFDFKSqDMvKNFGU+oB42lMQbrDE4rSA1jXTNNYohFDhAVSi9wfkG9uGRMGeUrQszinq8tWU2ifQ0ZNU0y+kicwAhTLC5DCKQgWSzW+P+PujeNsS277vt+a+99hntvzfXm182euznIokjKpCgqliBEEmJZEuIoVhwERpAPNhAr0Ad9igAjARwD+pABRgIYcZAgsA15iG1FsmUZli3LUixREiVOkppkd7MHvn5jvRrvdM6e8mHtc+vWY1Ns0krwdBqF16+qXtW95+y191r/9V///wr8cM6x6CNVUzNdLrhy7Rp7ly/hsyVbpyNyKVE5h7FuVe9lcz5CN8zgJgE3pFcihYuqqWxVr9ENRdsvOWfq2l2oWYcFlkvbQYM7K1k9Q+8jYgzWqvMZgJhM5QzW1OX1RZwt00kpMGprvBd1Xw+BlMAkmM4X5BhxTofgm9GYvl8w2djE1i0h9pgc8UnLjsqooNu1a9cYtWNmsxmL5fI8G6hYAUAxRgzKGDIGpLR0crlPyWgpNZA0hvesqg95xWwbxO+GgDfGgSnidTkTIufgU14nTuhaU3aZWZUu5fafr/lH/v71rseCmaS1y9A70/RD7U2GhSSlJtAGYcxRrfAkIlnRxuwiQRJbVU3VjHDVmLoaeL0w6ztqccW0KeBai6sM9XhMjvtIpXzT2E+RFHHtJqYaMdm9RvCRlCOL0wOSaTibL0nhmLZtaNqaPgQ6EfqobBpiQOwGKWc1LrYOgyVlwYdIns3os2H36nWytXznn/oe3vPMs/iYmYwn9CmWKRkIMeCywbWNpm3GqAOAUVdvVxVeqUVd04uZMOUUbet6FZCsyofzkbjh/g9/ilHHAHImx0yUqELXtQZNjJ4oGSpLZRttlTlDIxXLIrBG70m+1xbUfMHS94oCi1qHjI3T1xoDoQvYkNmoJyzaTRrbkkTtIBqb2Wg3FGaWrEMPxrG5uUmIkZOz6Up+Zthwhp6pGGUYGTsMEZRT0cCjmRrkssmVzyUFziQnDWgjtLWAK5t9zvSxJ6VIiD198KUzUUS6czHmLkAg+VxpZMhu4BzoezfXYxGocF6Lnk9nKBAipeDXKl11M3LWEzMWGpjyNs2FLcoYQ1XrvCri6HOidhV1ZakrR91aqkqIfY/UFVXdYnOEuqUSoJ6AqxiNd/AxkWKnpHGroJARR9u0NG1N7rpVI1vKjrz+EExpdJ8jryUtdY6dvUtMNjdZdKogeHx6yub2DhhlACHg0flbykIUo87mSQZ5UrBWJW3WF8JA/Rvu73raN9Sp66QHyOQhG8l6XsSU6EOkbkcQBwuIAc3MNHVNv1jiu46jhw85Pj2lWyxWGk3Hh4ccnZwwm81w5bVdu3KT7e1tNjc3aaqa3tYsfc9mO2GznWD6jugz5IQ0rW7EKI4heETO/WFT4emaopuk9/URg7E8qFZeHIY/JzcM2dsa+SMXmZpSgjlXQcykFMkxljJi7UReP531F1x4Dv+u12MSqLKqARJxFairD5FVAa4QpSn2FkYlRlCCvrha9W0GEKGQy0USo7plPB7TjGqqxmKs9h6xYKuK0WQMVYXJicZV0EwIYqjHm9AH+l7IUlFXLY0DWydyUKft3itRw3BuqXG+iNYfoD4yFSubsL27x87entLXSuoq1hFzJgRf2jaOyrkyeFBGyKxZkcRjzuo+XqwUhhRPRIfEY1RQbnXvzrlGDCwl0MWsRAAtFQbVh1W7Qs5rMhEhkldC4SdHR5ydnHDr1i1u371Lt1hgqwrvPf1yyaLrVN1iGD4/WzDd2eHSlSvs711iUtXQV9jxBtvjDdJiTtf3eK8GTGJhXuwoyVLEzfxqUxoCcWgPaUmQybmw2zCYogoiZcMbUNrhmWgZNaSvYAo1KSeKcFqhYYovXjhmdX/0vgxrORUo+KuvR1tj/3+gvn+kV0YIpiEOA+A5FyVC7XFpK2xIX1yhyGkzS7CrutM4Q10JtVPvFz+00iLUbQnUcYWxgk8qVdnWjqpuVDvHRirRFFjaMX0URCaY3EHqiTHRh46mykqY7yw+emKAFHXaxxVtX0Mu6aNOcWgupsFYjxuaySb7l65RtRPEtYw2NjlbLtjY3QEDoevwvsNYcDEzn87Z3BhhUbkjn2IRIldFRVMCaOCa5qSAml+BcqpqsNreC4UQg/ZDs5IWBse8lK2qN2TdPId/ZiUj1hA6PeHe/NIXuH/nLifHx9y/f5/bd+4SfWBze4uUEjtb21zZv8LW1hYpaF/y8OCAw9ff5O79+9y4fpNnn3mKSTthmTO2HoOp8DHR+YAh0oWes7Mzrl27hmCYz+d4rzOy6yek1sY6KDC0Q4aYLDDHWtqrmYiK5p0jsatTltKr1mpLy4YMOesccuYRj95hoD2hYzRD2+aP4jjlMQlU04xonvgAi8NbpOUxsZvSpEBtIYta7i1zxucMRJwpo3Do1EdljIpEjxq26kxVJaIEFrFWgam6phpXVCODOKP2IHmEpaJPnnm0iG0YtzWucnREGFnm04A9rUjLRFgK/XxBu2WpRhVjs4HF4ZczfD5ka0MR2eg9vp9TWR1/8gaqpmY27+jmc2Rjj9HlK+xff5pcb9Mx4uHM45sOWzvunSqhvx1XjJ3h4eEBJ0eHLE6PIZx7p9Z1S9NUNI2SKrz3tFXD5cuXeemll1Tvt2noy6YWUmY571ZoblvVmOipjDCygiUrc0YMXRLO+sQyqH+siBDPzki+5+7tW9y/95Cv3LnH3TsPOT24QwpLYkhcv3aT973vfVy5cqXIom7pNIxRYvx8PmfhA6e9Z3FyyN07t3n44A6zl+dsbm2zt38Vu3mNOgoGYeE7pJ9TOZ2mCkFH6mbzOTEmjE/0ode2rFRkY3B1S8pGa8xiOoaAsTVVVeF7zTBijJAN1jak7IlZR9mgINMGfEqqEy267kQyUTLJZVLoiXgSAesEKD3vYSY2ac9VRJTYBVCkXgYSyDdCI3wsAtVZdd9OswMWXlPXFNCdCd3JMPrwslhi8kVsKqmhkzHK68xRPSrNgmR0ftXYjLqsJZCoKbIBm5Vj47se6wr1WufDGDUtvajNnzFGDWtzad5bU0a+NB2ah54YfRn3krWZSo9PekLRB3qfAEflGra39hhPNjGFfZRSolssqXGE1POeJ57g+OgBn/30Z3hw/y5nJ8fsb2/iUlbFw6Jra4zWTteuXePg4IDoA5cvX+bu7TtUVcVkMuFbvu2DtOMxrm5xTlUHlYaXlCuMnvI5Kak/ktT4KAgxgM8ZKwlnVbrzC1/4Em++fos7Dw6YTXvETxlVlv1LV/mTH/sONjY3qdsRdTPmdNFzNl9gXIWrG2JdUW9sMTqbMa6LkHhb8/DBA85mC7Z3oir3O7dqK/nY09StglEFKCKVjojVoQOfIq4OqCiZMooGttTQax4Q+PUTWNlWawjv+tcKkDS0oXJQpf5VLzoEYornbKihHi4D6RdVloZrPdWGb+S4fSwC1RhD07Sr2hLRmi0ODDAyGG3i+6SE8xVUI6p6HoMH07NcnGFjRbKZSNHqtVlvbHAYp/3MkD3DgLA2+VWAw6eMSbYox7mClGbEZJyzzOcLRhV0kgizmSpRlPaPMZW2NLIjlXZESpnF2YKcDZt719i9fA1XtYwn23iEdjxm6YsHjUEF0Y6Oee1Lr/Lyyy8rcttUXLvxBLuTDWUhZRVNm81mzGYz3vjymxwdPWSxWHD79m12t7eV3TQeM+88N9/zJJcuX2V3fw+yFNK7qEymlDQZDdaMqFJG0tGtgR12eHLM/Tu3+PSnP83d2wfMe09Tb3J9b4drV/d55unn2NrepouJ2dmMNF2wsa8+q95YzroiTtZPqXxCMtiqZrS5zW7WAOx8QKxdETRq68gFIBrUCXPSbEJlX1lRH2OMSOnVZlNEyi4AZRpwRh6ZDiqBKqXef7TvOaC8PpQATYHgvbb9Sl0/CKUpkFjqUPIKyFtdUhJqSWXd/jHznjGiPb++84Q+a+slqeFryipsVrUFKEoZmzMpB7LXGqPrF4QoxFlHSlu4NoBbYluLNYKYmn4OvjGI1Nq+sEWyA631VOBKq7G+7yFYkjdU4gFVg2hH8ODOEaNL2wDMZws2t1pcZTl+cKT9UWNJ2aleUxbIDlc3jEab1ONtnNvkySdfoseydekyM99TO8eodpwcHfE7n/ok3WLO7qU9/qMf+VE2drfAwpX9K8jSU0txfiPS9x2+61jMz/C+58GDe3z5y1/miy//PscnR8zmSxZd4s7te+xevsoHPvitbG/tIM6QgrplS3JYLDW27PJa54Wopr8+qAu6k5rJeIvv+PaPEyJgG6xt2Ggy7agmJ5jFyP7lq/gED49PuXV4yMHRGaauWPjI0888x/x0yiRD8pmYDFWzQTMWglcRs62dXZJfsJyO6EYj8rIidEvaSn/HYtmTErTNhOOTqdbUGVLqygkYaEcbq2A/D7yLAI72N4dJGa3PKcoN2Sipg5xLeyvS+Z6UAjH05BSKjaYeF2psVaRK12ifF/vUkFMgG+1kpJwQ+WPWnokxMpuqd0hYLiF6bAKp7Gqsy1QOxJX0LygbSc5JEaSA4PHdDKixbY2knpR6hdV7IYSI8YkKWzS6h1aGil0NzewcEs7pSWrwkHsEFVwmB0Kvs6l1eYgxBUKKuKSqDTq8HJEkKOJlGI232NzZZ7yxSzvaJPlIXWsW0fc9xw8fcPf2bSpj+faPf4KdvR329/fpU8T7wGyxxM88NquuUI6BlAOSMpev7BP6jnrUsLW7y+7+DtPpGX3v2d66yubmJrZViZechBzzSsLFm0SVMs5oLas8d61p+5DwQS0pFvMpOcG1q9fxAXyAro9kE8jWMdmacOXmExhXc3I6RUTYHI05PDhhazzh7S++xpWdSxw/PMQbh6SAE6iKU3iKQggJ52pcXRedYmWr1XVN13VsbV8iBDicT2lby87uJc7Ozlguz1TsrhKa2p07iq+h1gM76Z0CdegfS2E7KxZ0jo4rGu4Jwav0afza097rPOL136drVLnseWj/fAOUh8ckUANnx0f46VkRfIpkJxjRVoV6vFQY60ghkVGpjVTSFitlOiKrj4mYFmyLjT0xLElEUq6JfSTZorlTYqiu68JsKgNQOeBL/ZGDgkOxPyX4U0I4g+RZzme42uJsRbdcImFByoGYVWhtGPUyWcnhftkj1nHj5lOMNnaIydCMGk5OTtjc2WKxWPD2rTvcv/023/Xx7+Dpp56mahxd54mArR1n0wWVVCsBMdWCchgSb9+9z2Ixo6kd+5f2eX7SsFgslJjfW+q2pU8Zayo670ldotpQHaIqqw5vHuiCJHXDi/r5GBPR6/RLVW8ibctyGZkve4zJjDYNo3HN1o5mGbdv3+bw4RHLPvCFL71GSPDsE08ySol4csrh22/jLl+FAmThDKmoRoSYqeuW8WhCP96gn0xYti3OCNPFnNFoQtdD1x/gnHD95nUiwrLrcA6aRlH3uBagoCebmLw66eCrA9UUHWYobXsUxVX6o1cjaN8r4BT9Ow59X2y9fNVXh4KXr/ENf+j1DcyY/393hdBzfHAPvGrvYnUnmndLUgJXHMdzQSArV2Nti7OVCpWloVbIOAugFhjL5ZS+U2fr7CH1mdRnQp+x2eGotDVR0mkTk3LNU8TPTwnzI2an98nxlL4/Zj59CLFn1La0VavEBWPpepU4GUb1BqEurFGf07Yt3F1HO56QMYzacSHKJ1595RXeeOMNrl69yvWbN1j2Haenp/g+YMWSk9Atez0FjeOsW3LWLXlwcsz94yO2Ll9itLXJWd/x4OQYO2qpNyZs7e6zv79nFLxlAAAgAElEQVTPZLyhPNkYiTFRVTWd99oDDpoNAEWdADrv6UMg5kTnPUvfc+/gAV3p7aaUVvrEz730IgfHR8wWCz71qU/Rz+bk3nPz0mVO79zhuz/8bfzyz/4j0sEDHnzpC4xD4OT4kG4xp+9VlFtEJ2JCKMwra3UQ3xjG4zHTxZwb129ydjajaTeYbOzgo+EDf+LbGI23aMcTusVCcYWmWlmG5Jy19hd1j1sHk4Yh86G1J1KmsoxR4bqUdF2sIbO6kUfIUU/VokASQjh3IFyTuYVyqkclSQA6LxfT+Z/v8nosTtTkO9LRm2CTDgiLpp+Vc9rcz0KKaipkrMEUcapoNP0bvGZyVs9MXCbZRLaJaBPOKpdYspBCIBLxuVOkWBIpzYsKlydFT7c4wp89JPZLzk7nxLjAh1OW4QFiI0cP7nHtmSd45Y17bO+N2djYZ5YOqZ32M2NUrq2gwXlp/wpPP/8cV27eoGm3cKOaebdgazzhrVdeYzLe4BPf+V1ce+I6D86mtG2ryGefWC6miGTqUUsOEddanrhxnaPjQ6wzdP2CLgSoK64/9R6m0ynHswU7Ozt0PrI9GhFzpsoQxBJzZuk7jDGMjBCyOr0FUR5wvwyabudEF9PKp/bKlSsQAyvzLitstlscHx5gyNx68w3+r7/zt3j+6Wf51//qX/H+F17k/q23cUf3ePXlL3L96lUm7Yjtq9d4MwmbG2M2RmNGdcv+lSfY3Nph2UVCOCNhaEYTdvb3kHBYHAUSy1AxPTqmCxWbW7u0G9eIZkJyE8a7ehL2KVCXjXIdhU/23BJjQGoH/nfOkML5KVmG5Mg54UOnjuapRwhYm8nGrpwCKaSRAUwaACQjawMPK2XFdwjMd3myPhaBCllbTJKxxf05DEW4TyQJSoDIZYyrakgkxFpSmaTOUqZoTFZKockqVVmp05Z1pSFd5Da0PZEwEslhTgxLsu/puhnL6SHzw9ukoIGa0xKYgZmSfaQaX+Hhw4fsbO+TUodzKk498JKHxWBEaWaucdSjBgxEEk3tSN7TWMulvT2Mc4w3N4gxI03LdNFR1YHaWyRrPzZ1U6anJyz6JZtbE6bT6Urr9/LeNtEYiIkr+5e4d+8es9mMSixBdKfPxpBER936qCeLqQ0SHJ0RRsliMOrqtlKMiPikZl3T+ZxxbXCVztpmtB31pd/7fe4/uMtiNuPo3n26/T0+8MKzEDq+5xPfwXd94uPID3wvP/uP/zEv/97vkL5UI088z9bmhKYecWl3n2vXn6RfLhm1FbOZ1s7GOdpmzJkx1M2YWZiTkmG68Gxs7fLCSx9gY2cfY1r6HuqNhix+paDy6LTMirkUL1Ipz2mGA1m/tGuyBluIiZR1gxpE38o/XPs9rD3/cpKuMZ5WqzwDZV4XKHH7xyhQxWRsFcgxlPcgOFeo1DmTsvavVJ3cIbgyepSwtrwFcWQc0RhVsSsMmuwspnYYkzFSfMdzIiWPJdOHGX55QujnhG5Gt5wyP3pAf3YfCZ48X4LxYDtwHURhZ2uTo3uHPPue9/HW269SjbRedU5V9Af0T6zFOk3D1B8mgYmMNlvaUFNnR7vdan1ohGm3xI4bFjEQgnqrNGKAxOnRIdu7E+bzMw6OH3JyekrbttAv+Bef/xw7+3vsXbrERz/6UawxPLj/gMs7u/SyLIulRhG6VKh1mZzr1aaiqoTKugGVBfWlZ1gJbGxMMNEzm80YT7YZb0yYzwOtsRy89RU+97nPsFk7Th8eYEncvn2LG5e2mYwr3vviB7h8ZYvf+dRv8Ru/+1k+/ZW72LzL3o0n2dmeqGZR3VK5huVCLUdsEVpP2dCOJ/TREJJhNBaeevp5PvInP0E73iCbGryecjgdAh90h+GdApbzzxcwxxRe9cBFltJrzmtYz4ouWNJdjLvwteFnrtepjxIasiqCc66/pGy7d3M9FoGaUyTH0yJdYTFicK7Fx1Q8S4GIGg/nQJ911zfJUJnSHLcVYitiM6ZPDSFbegI5RWwK1FWgC6ek4IlhScxnQA9pyeL0Hr47o19MSd0MZscQ5ris+kLJBDB9+Zjw4M5dfugH/nNqu00Xerr8EO+jqi0UbR9XKTijukaJJJHRxoh2Y4N6VFFlR90pt7cT8CaTJfPw9EwfuAhnDw6Ip1PCfMG9N15lc8NwcnrAF774Ra5cu86VK1fY3t3lrTu3uX7jBndfe53XPvd7fPDDHyIvl/hqTqzrMusbVaUAcJWlC165iFaDM5KU1O+EHCBET+87fOwZjxy9X5L6jvc++zQxCW+8eYu33rjNj37vJ/hP/4Pv56d/+qf5N7/6y/x3f+WnODo+5Kf+yk9xcHqHWwdv8aHv/FbOvnLGd//w9/KeD72Xw//17/PgwQF33+45PT7gZNrx7PPvZe/yDUajEX7ZYHxXnLwdYhx1kzmdZW4+9SQf/MgneOn9H+Yf/ez/zZ17h5AtPmnbw1JdaIusj0teWHM5XzgJ7dopC+rUEHNP7zsFClPQurTwnYeUNRfq5XBZc5FosQ5qgSuaSaXfqnOR7+p6LAIVKKibjqGR5dwhOxXZi9yBJGJOGKeUtJQzCU3ZMI4sDutaXHK4aMpc4wLJgjNWB7jjkuAXxP4IxOOXZyzOHhCWp9AvoJ/DYoqpdCTK2UwynoAnkdjdu8LRXc/3f98P8Dufe412e5s7t+7gXIVxBlc7bAaTC/BiyszleMRkZ5vxxjauqZFk8X3P3s42+B6/WBCDpxGjUyI5szh+yNG9eyxPj3l45w2O6kTfzYjdjOP7b/P6F3+Pj37s48we3uf5j307z73wEr/9mU/zxquvcPPJJ7l25Qq+64pbRcJ7PTWNPV9EMUaiqHkTRskkVgSTI5ZIRVaH7F7/dHXNrTfe5POf/Sw+JiabLXfvvc373v8in/zUr/PjP/FfMRqN2NjcpB1v0YwnnM47TLNBNd7m1dd+kyeffA/Xrz1BHyIbk03e98EP0ow2lWnmVDFDi0qH2IbKJWLj1BtoZ5/x1h4+w5tvvAYnD8F5iOoqFyQxLhI452koIGllG7menkohNAwMJEAV+KPyzmOMOkEz1JJK2Vb+9iBgPqSyOTOEVMrKqIspIWXMjbXT/Bsh5MNjE6gG73Xge6WSkLUlkM2QbqgqXMo9ne/LoqqwZovkKlw1xtoRKVdIEmyMNDKl8gGT5/i8QEQIfkGOHTZMyWGBC3PM7AgWZxA7yAGcYE2FSCTbKWJ71XHNFj8X2tElvvVDH+GTL7/J/dmMMN6kYknMvQalGFK3YDKZYJsat7mlA9EZomvIOKqmxpqas+TVscwYmmCYPTjg7Oghu09eZ/bgK3Qn9zm4f5vNLcdP/sRP8M9/8Z/x+c9/npOHD/izf+b7ePHFF/knv/ALzB7e4Tt+7M9y49oOv/Rrv87v/u4nGU8abj7xPKN2zL2DB9hmhPeeyjRUIsSQsWSSKWoVxtE4izcRlzx1DpAD0htOj07YnIx54/W3eOXVV+i7Gc8//wJLOrZv7PGDf+6H+fl/+YvE2rKxsQnAj//ET7K3d4mDwxnHJ/C3/87f4O7tBxjTcvX6TZ5++kmuX7/B1u4lEpll39PUBldZFsFBu02wNVv1HAkLTucRDk8wk216cbz5pc9B3VPbBXXOKgbuFO2NvgcRnLMEEmKFPvbUtj4XY8uiEr9oq8+VWVUxjmWMhN6Teo8QMDmqcqAkUvQ4dasqJ2apSLMqUqxYT0azQ8mmCJxHzOClAytNp3dzPSaBCmRLSnLeMFqfdBDKtILOcgbfl+mPmspN1uRNxix7HVUSm+jjAtvNIRimc70pfVhA6El+Suo1aFN3imSPSMCqvB8GRyYiVh+UTlo4psdnPPnMe/nkp34HGsuNF57jxf0Nvvjb/5y8PCFmJWfsbe/hnGOZIhub20w2dqjHE6pmBEWNz9aWHCJWrA44p0R/NmWzbvnMb/wmb3/lZQ4PbvPDP/yn+cv/5V/i5PiUp599gdffeJNXX/4C3WLB66+9Ruh73vveF7Am8f73vZed69d4eHzCa19+i/v3HhBCYu/SJfqQaJsRi8WCuqlWCgQxQxcDOUgZmlbiQDfviKEnWsv1K1epqop/+A9+hunxMTduXOfLX36FX+gespifMt7YpN3a5Ls+8C1cuXKVf/Or/5a//TP/kIMHD3npfe/n9S+/yfSso6om3Lj5FBubW+zsXmJ37wquaciic6HzeadlnFhMMyGiNX4liedevM69E+FkNuUjN69rlpWWGFmAT/ggJK9KkJXVAXpV07DEpDO7wxKTpHIqJkMSQ2VV1E2ZSspSylntJ0NKpBCUK24Vvc2pSMQVkAogcR6koL5IkovkqgFn3IX61ThH6rt3FR6PSaDKCkV7dMAZLiJzOReQiEF+o8eYJc7MEbHkVKDwGOn7uZobWeii19G3viNHj8QFOSxRbcqFmv0YBah0gimsvR4Y5g8xlun8hNt33uaJp54kTypuH7zN1s4OaS60WaisILnDupo6J0ajEU3TaH/PqjaT9u5ARF+fEUv22s/z3pON4GNm79IVnnn2eb74pdeoq5aULT7Asy++l//nN36bp558gqeffZ69vcvMlz1PPGv5zJfuk8Tw1FNP8fIfvMGrr3yZ5154nhvveYrRaMR8PifGSLCiNoZZVfdV4AttORi1dRwmPQY7yR/5Mz/CYn7GeNQqp7j2HB4d8Mwzz3B5/xr3Hhzw733XdxOT4a2v3EZMxdHREddu3ODK/mXe+MpbPPvsi7TNiJASy77n6uVL3L1/n6ZVjq4tXF2rco/0y8ioGpFDIgc173rz9deRusbFCjM4IMRIjJ3iGilRAckYDIMcjQanYDVaI+cOdNaQfV7J9wzK+INifspqxWijTizGtdRVCsuNMle9WtN5AK307yIXU+8/dtMzgL7bC2/+PDgf7TWlovIgaIqcoieGnmAW5DJulFMkdVNSDCQiISyRWkqjOpKzh9QBGWMCtmjsGDKh2MELZee1phgsaYFydPiALnS89OxTXH3uSX71tzp2dveItaUKEQmeuOhwrsZWjqpqFBW2xY288FBT6tVuMoFNKrcpBs6WSrhPMfPSB97Pz/+TX+QTH/8YH/zWD/P+P/FtzJc9v/6rv8IP/tDH+LEf+1H++v/819m7cpXD4xP+7t/7PK/ceouY4PadB1zeu8kbr7+qc61tSxZRAojRFHDQBY45r4I1Z9RTtgyi+5CZzpecnZ3x5LWr7D73tHKoc+Zsep+nnn6O45NT2smYp8ZPcXx8zKUrV7jxnqeZT5d89rOfJWO4dvMGo80Ndnf2qeuG0+kUMefk9WFiZt3RLYuwXAY2RhPOTqcIY2K35Df+7a9R1w6XKmx2+NTpYEaOhCKUZ4xZ4RlDqrYiwueCAIsOLYuYC2jxcOlaKmszC8mqMwM5ljWr3OAsuiHk87BUUzNQKqkUJDkPH1+tX/2HXY9PoD5yKWpWPCof+ZqiaLIS6sop6E4aNKASxRDJz1WXlVBs7vQGC0qITvQ4I/o5ocwd6jUQrgXIa6WEsZD6jpB7bGX1VBmNaCabpOSRrieljLEVVV1jG7W6yFJkrEu2YI2hdhWBTAwJk3Thb+5sUlWGq5cv8ftVREzNdNnx+lu3+YVf/Nd87GMfo7aOjZ09bt9/QMRw+foNfv03P8ndBw9IAvXWJteuXufDH/kYcSk8cf0mW/t7tJNNtre22N7e5t7B/ZL2GmxWMessUVXjCx9VrAWxyugpm0tX1BVs3bBYzCHrqN3Z2ZT9vUuMJpu8fes2o8mEFNWq5OlnnyEnwTrH3t4etqqxrmJ3f5+Y0R7teAyGFZk+hIS1OukUkyFLQ4xLjBEW8ymf/8zvllPMkJOmp8QIyZNCjaXRdlRKym+WvApO9UrVWWYdDj9vqyRNc1RtxCTIGsCs2jsKaH69tTv8Nyyioa/6zV6PTaDqCFNa1aYiQlixPLgIsUeVUMkJlrMTlvkUCvprrS3c3+KnidoKOPG4rDxcKTfahw5b5kEZbq4I1qKyIWUjNXkQz4LUnYHZ5Nc/+cu87xOfYGe7Ydw29NEwX0RYBsbi2Nm7rEr5qLlySoVTm7O6jIkh+KWqIVo1yarrhsv7e7R1zb07b/P8C8/wB7//ed6TMlEs3/U938fDw2P+3H/8Q7z+2heYL6ac+sS//4M/RIg9H2pblr6n6wKjjQndsufa1as8ceMG0+WSII77d+4SjdCOGoxRZXgfM/NFh7EaWDFGEkYDqq44W85wywX9Ysnu1gaIo/M9McHu/mUOj495zzMv8JW3bjHrIyELO/uXOTo8oTI17/3At3L37j22JhuczqaMRiNSNnS+p3I1tWs5OTmhtS1Vpe2kvu8xksnRgNng6HjJjavXePveMW99+Qvcv/M6o0ogWkxucNIQyOQQIEYVHMjnpxhRSFmwlV01U3TMr1grxoyIxVpVX/S2w2SzspkUWyMSMcO6NMXBQM71eVXkocjqrKkQqnevWXGJYW1g4F3Gx2MRqMYo46VPCWPOtW9WinKP7EbOOSKZc02zImpFBoLOUErWgEM5wJIFiQn17lQqWW1rFVk2Fp1GHqB8rUNMzkg2GBJZDA5LbGtMPeIPfue32BjXvPLyF6isxftI3U50XC4Eln2Hj3NMVbNhlWXT1CNSzDQjR993VJWlMgaxgmTB+57WVhyfHLKzs4P3Hc+99BJVqW8n402eePoZXF1jqpoPvf8jHB4fYaw6noVlj7WWyaQlZdVm8r6n73t8yJwuz7S+SgFhpPfYrIlwJVjMl1RVRYiRECPW1qQ4ZXo2o6kc09kMQ2YybmiqisWyp2lHzOYLNrd2iDlTNxMSsLmtzMwueCabm8SUaMdjHV4gF8V7YblcYiq34t06p0Pl3ns2t3fwh3cRUXX+8bhmcXaiHrWVwbgGSZHOl/6ktUhpm4QQyPRga6zUiJgVWDb4GWUDkoW6ropgmrKytD7WyZ2cpGhPlZ5pzEgRFxeR1WwsOWErWZH/Q7roT5MGb9e1OvXdXo9FoMJ5Yf1u3oSIcpMyou5jhWYHmTRY/XGRUO2GE1k0nRnUDXOyZZDXDFtiGXTIq4dJVsaRIOTlDGk2wPdYQRUKjgJiK0yt4mBWDLVYUg60zXiVVhljFO3FEMQC4Rw4K8BDFqFuW5ZdR1vXbO/u8FzzIm3dMp8t9MQzQjMaqUyltWzvbmpt54qlw8DWygbfB/oQNf0HxOoJ7mPEGhUuF2uwtlJZoEGdEIM1Fc4lMELKig30IbHo+nOmj6tWOEIirUCWnFCbiSRIVDEwss4X+9CX2k4gWyR5bDyvS0UMzjiVWMnC0dmcrfGIYBaYFBi3jnHryFmd86JYVcYX9aTRoW7PoK0b+0Q2USnh9bnAWF5TXBjSWW3PKE9bUd6C/qdhQksxi4s0xIL2rmwuVPTgIkPpImPpGw3WxyJQRZQ036G6NQPx+2tdqUwqwHlRnrMpu9tQW+qxOLitdv26Ro3+jkiiqQZZznweqJKJEiDncoNMCVaDcYLDE1LHJ3/tl/jEn/p+Uh956s//Z5gU+dLnPsdrn/8cbeg5Oj7k7PCIy1u7kCx13eDqEUYsta3UDkNMIYMPnjvCZGObk5MTogFnW7ZHI3zXsVFvalr84B571/c565ZcurzHqCm+K0WWxomDQanBCLLMin2UQHYiKqiNCnc7cTTiSjZT4WNEYqIpmrlD2dGnyOliTsiBnswyRzZSo9MmcC6BVuRcQ1BpkgjqDp6U4le3erLFpL1MGxI5B3ofVkSMyXiDZbfA+8zWziUqm2mtZWd7wvHxMZX09CmozUeCnCsgFXd6r2N6RjndPlZYiUqmz6rYKKKbtzF63/u+X90/K0KqKsRkJYqERN/nIlyWFRFfrd0yoI5qFqeioG9EVE9TNB+04pB0cY5VRB6VSPua12MRqHC+k72rJnBOBfEtGFthfegGXPJhUIJ8Cc5gsqayZTdLJJJJJEkFgh9O0Ef+TFbr1AINNNbRL2aQI7/yS/+Cb/2WD7M7HjG+dp0Ueu5svwXGsbmtLZmHR0dr6LUUQENWqZVuJUofHE7U2XJOM25BEpWxzGYzZdzUNVXrkHlS7q2Fra0tTAplgWntazFF5jIRvBLcxBqkUNZyztTO4Yx+/yDvQsqlQX8ugWmMAko5Z2IK+JRI1hCNsAwBM2clRWLKuJigp2UWQxG3QnIho0tBQNceZ6RozqekhtQhrEbPQgjs7u0xPztiMhlTN447d99iPjvDNrXaPvpQKLNDe0RWBAQdM1MpHd081GzZWtW5VCF93WIMhlxmY9UkyxGDZyWkvb4Ei0OciEJSxgyOerreBs0A/WYp5Ij1f//1l/n69VgE6vDYrLWqgv913sUF+P4REnQuSnrnP1svKfYPWZQTqo7U5yT0i5cOGg+caVOs+SBTV5Z+6cFWvPp7n+Perbd56f0fxAOzhfZOR5MJi/m06BTrSHpKxYQ5RhxQm4oQ0yrNVGfqkoEnGI0btWcwhjQvNXNlsVZo2koBssqQUsAXAfAKhxehKuCX4t3+XO7SGKTs+NaqKVQhYJYZSSG7XAaPhpZG8TkNQU8NI0TKiUmmC55K1KWuKjzWJKw20uHOrj9T3ZAorZmLZU8IAd/rOZNixveRLIZlH9gymcoJi9mUvptT2WFIP6+YVWJqkgmaepYBCZL2QDMqL6M1YyEulD656kCXwIaC+oI1HmvDueB2KVMurN98rn28zgeAcxmY1aHyyL97t9djMTg+7PKDuNnX6y9ZKXxUKAGVCjRcjJDM+Y6e0IUzjL9lo6dulkg2pXYx6eKHKOXsQt2cKDPDkcpY2qaGrufe7bepjDbmp/M523u7vPje93F4eMjJyQl9p3WoKtfpQpSUV+9TMBc2GhGhbhpVvMuRzndUTYWtSyommfFkRF8EqLuuo66VvVPXNW1dUztHbWvqIuYdS7Np6FGKtRd+py3IpSnNeZG1SRJRS8kkRQ7HGLXwCL4gnmpjqS2oMslZFq4q6itDJ4meMuuvY/1j0BoKQW1Bhoke7z3L5RIfI8tuQe+XKnhOJAT1mkEUrKurlspo2r/i05aPVR1dCBwrm49yGXHnz3oNU1i9Plut1BFl7d6sDs2cSw9a18rqzabzn2nW/t06o+ndXI/FiZqy+mFWVY0zhhgKZSspbUZER9wGBDcEg1iHsdoXDUkHe8kRcbWeYAgkr16cOeMqh1JRCsGr8IqNqHXGanGtPSgQIhZvNG9xOVHnTlVMMbRbl3jr7begtvS+49LeHl3d8MzNp/jNX/k1drd3cG6JCRV5HvGnM9Iok0abKntq1LnO4TCmwlmLE6jFkWOiQRlCdlxRbW+Roykq+KJztCTIiVDa+L2oTGbOOhqYMrjs6H1PDrGg2op8J6M1KyaTjGAGMAnFB+oiw2mzsDseEWZTVXWQmuyVf11haSZtGcCXFUo/XOM1T5iQBnlSi5i00mxy1mCKfE2/6DXdry3HB8e4yqpnUNjgvd/2UT7727/MM80NzqanqlO1mEEzpm5aJaUYR4yGmJT4oFPxopRAGxXAKrXqQLoftLNGtQKGMYaVo6CxskJuXd0SveC9kHxeAXbrm9sACkbRnEMFzLTtYzKkeD5Z841YLsJjEqjAaofJCZ0lxZIpQ8+5KM+L6ubn1S65/hPSQOLUz1+4EZrmPHprhvQsl56McC4NKlnKvzr/3iSZqnZkX3qzjU7MZLRlJCJ4Y/ApMt7cpp1sE72mssFrvVipTrfOehKRZIg2IoUVZAv9bXDbdqKO6ZZMHE5gtPGur6oMqqOZRip1aCppHFFZN9bqJNBgA5KLNX0RsCx2GZRFqMbGBIg5YlKkQjA5UYujqiuVMpG6nDDnJ9DFQelzypzVgo5MWm2CwwNcfU85vVSnmVXwj0YbXLv5JHdv3WS5XDCbzcg5QtWu2jqa6lqsbZCq1q8X8QBQBUsxTuVCC1aQkqb7ppy+gxplLlmGyrcW5ZACKGp6a1YnsGIr5/YgmYTNpcQyw3uNpb3EhfvzjVxf9+wVkf9DRO6LyO+tfe6/FZG3ReQz5eNPr33tvxaRV0XkiyLyA+/mRQiySnsvPCyr7Qzdfc2qmtS6Q0ePJOWCngpWbPk752NJpW74Wrfn0dpppS2MhoEpH7L2Pcro0YUXUyBEtUT0RT1hsVhw+epVLl25zGRrk5BUe6gLnpB13CrGSIp81Um+/vcL96I8YH09qbxfo8glyqpalQMiK9eyYR5zsHpc/czSSx5S8vUBci1p19y7y88YXtd6a6KpKprKrT5qZ1cfSuQ4/3BGVHWwUBPXS4tBIDvGuEp/+76nD4Hd3V0uX75M0zQcHBwQium1XRPqXk9VK+dw1mGcQ1yFcY7K1oq0D/OgQ1259rspwVoVu49hoxh8ZYdr+Jy227hQsl1IbcWuSpv1e/bNXO/mRP0/gf8F+FuPfP5/yjn/9+ufEJH3A/8J8AHgBvAvReTFnPPXR6EHkw+jHjJGEinbQpIOOi+Zhl5oWKGUIgmbzxHTFNEbzlB3KPE8prW+6Nq1rnRe3gNWVNfVAN3QcSjVyLxb4EOiqUecPnzAG29+mXsH92gu32Q6nxMWC/CBj3zso9TieHMy4c6nPkXbd8y6JWleUQdP42pAyfBm8Egp9Z2PiapsUmIFjOr3MEioGMUnbTmYrOipZotav7YrdF5XqrroTmVOZgtCLq0tkWIRIWqYlZU91dS1kiL6Xhv0OatCRZHsPDw8pC8iYXt7+1y+srFarHat9gVWgl/6s0tw5CLsXaiTOas/ToiaQcQ0PAdNo/ve45zj4cOHPHjwgJdffhlb17Rtw7TXzdoY3bBIxW0uRMXOxJGMRbJVPktWzyCVVdGPgCLMve+pRq22blIm517vOaprrL7isVgIKYg33GtjyoPQR1iwB6eUTMphsKbcv/7nu73ejZHxr4rI0+/y5/0I8Pdyzh3wuoi8CnwU+I0/9IcjZMwAACAASURBVHdQBphLHQpQOYcPsfSaNACHYHGm8ChFaXmq31KQ3KLsru5w2ivLRnuvKwv3i+/vqz6XcqbS+ECFUC5eQyuCfsHJyQmnp6dcu/YEVVXRblVk77F9oBbL9qV9bF3Rp8h0uYSmLgR47dGJKE9VjEFSIham1EBDywkGRQFNB1XLxxlTwCXReuwdcgbB0DQKBKk7mi/0QDDF4Hc4ba1VL9kh7bzwXtdOjJTUHCrGyHg8uSjFycWFOJxE6819K0KfgFx0EbKURax3OYSA2sPqEPtyuVydrtvb2yqOjp66JHPh92aGLoC2vMQYrFhSGjjBqMok57IqMWQkeypntf9agM0YOgaNrZiCaiUNZJi196Sn83r34auJDcM6M/J1E9ivef271Kg/LiJ/AfgU8JM55yPgJvDJte+5VT73VZeI/EXgL+rfDD4mBI8ZbBMrpydG9Hp6GvVGBbTrVvpisZBLhtPF5HNI3Mj5zMQfdq0H6/D/xphV6ktm1ZhWXSHt/JFhOj3j8Ogh231HFsPO7g5h2TE9eIjUFftXrtBOJnTeczafUY9Huvmki5aMklASfMq0bQOlr6hARcKQ1c1bBCdGNaXKgkgDSjkwZEqQpwQhUtLxjul0qhubMTQjq85nZTxLhxnUa9ShvwMrK4R0+F1V09DmTNd1qlCYAhJUaE6sQfLAy84FV9DXN/S5B1T4na6YWDmrD3315XLJeKzsrqqqoOug1tcltjq/B6t7tV4iaJZlS4czUsyhRDEAjcNIzEknrESfq6bfHaAbYiadZ3Apnw9syNAsvViXr76WlRcwBPKgwTRsKt/IqfrNBurfAP5qeZV/FfgfgP+Cd46Id3wqOee/CfxNADEu55SK7eL5Dl5V1apeHNIoEYG0pEwOKbKWFWixIqqXWoJ0pYMj8o5p7yOvZ/X/knlHgWWNJqUJDqNZXdcxPT1mOp1SN2OaUYtBWHrPqB2ztbtDMx4xPTzR0yGct2tSUnRQoXvBU/qoonVnLItjaEMNQWrsANyUz6dSp2GVoJALXS/BbLpkWdy/p9OpEi6sxbh6RRccalWyisdhBjuIi0LWAKPRSPVwnV29DyFfOD3gHAVd73OvX0o1NKomWb7XFXlYkx1VM8IWS5O9vT1SSvr6Q4cZTS7Uj8PzG2rrHL2qU2aj8q0plfZaPg8QQ9lsdSPyIa3aNyEEYljqQmgaBaaGvEqUbTX06h9traX0zllbTrBuNfNHnvq+05Vzvrf2C/834J+Wv94Cnlz71ieA21/v54kYrGsIIVBZnXyviu4NIZBEMCGTsqGylmVfdqUYIVtykQz1IWBFZ0oTqQS3JwE+e6Qgs8MC03TyfP5xWJCDzYTJQrROzwbJJNF7baxVvupkl3j/Nr/0z/4pf+GlDzKdLVnMZmxvblKPWs4Wc3xsuHzzBsezBSfTKdXZKcfHx7TjlpQDdjRCZyHLGWAcfVClCQGVPBWDcRUrDnIuQEYh1FfOrDDtkKBb6ihaDOqjk0VlMmNIjNoJo40JGEPXeWzrVnTNtm1xoqylEAJdVCxgNBqxKIT/SKadjLFtw2w659at2+ztb1FXLT6UvnY21I2m0zqIrjtfjBo0IeZy2qsZVe/Vy2U6VZJIlwLOOU5OThi1Y+4+uM8zTz/Jpz/9aaqdfZrGkHMkGKuAkrEFQEzqnmBUp1c5xYbKjDFSQVE3NFaZLDFZutBjUiDlbuXUpsBSAAPL6ULH78q0jGovpRW5X1P0AW4sOAsDa0nTCCMqYzsoQiCPjpl8/eubClQRuZ5zvlP++h8CAyL888DPiMj/iIJJLwC/9fV/nqEqavhGhWtWzWN12jbUzUQJ5cYhbUNKSRchPcZI8bZclhtSCGFS+Kwm0/fnp+ajO//w5/oJoNxNlLtZEH1QsWpjtS6snMOnKQ/v36WpHH0fdbEBW+1olcbt7u5y6dIlvvTqq7TTaeGGapYQvA4JGJvWdmVFdXNhEw1KC8gamaP45yDqE7PyvAmJ2aKj77Qeraxq+1hraZsxbdvSNA2z+bLMfQZ8H2gnE3LKOoxtTKHws8psqqri7OyMumqp6xq/WJBS4uRsyWjcYqQmhCWpnMpixsQIA39a31cpVdauoccaUgJR9XqtU5UN1DQNly6px4yIjuFtbo5YLGYgRdLGDC2tgtQWxlnOaksSbKXZllE2lhHtRxsBlwtZIyQUDYkFyNQTOqegKWzJsHLS+WdEZ7VSTpDOD4ABEFy1oP6Irq8bqCLyd4HvAS6JyC3gvwG+R0S+DU1r3wD+Urnpvy8i/wD4A1TL5C+/G8RXH0Cr6Fp5qCGXdkHUCfuqbqjrlqqq2BqP8DGyWCxYns206d/3eHFYExFCIbn1SI4rvi95jWP6SA9v+H9Q5qddoXdyvhMW/u+oHuFDQWIxdIdHGGOYTFp8AVrOZjP8XOurpmnY3d8nv/IKsdeaezjxBkNbuwa+pCTE0ohf1WARos06xVFakDHr6/MxkZOeBj5EFouOvtdWR7Opp6dzjrbV+6dWGhFXmE2SYDIaEYJn5BpELKOmwYjFp8jSR3U1E60Fl33PbD6n8706uDuVQ1H6nfa9fVRLCJMN2Sgyq8ir3rOMIvbCxWyGoUXXtLRtv/r8wcGB2lzYzGQyxvuOmM9BrvX4t86QkWI5jzayJWIo/VkDJid9fqIBmpPWpynp/593mNHvWeP7rv+ugVyyasFwsZe8vvl/o6fo+vVuUN8//w6f/t//kO//a8Bf+0ZehDGGne1dMoE+eLxXc+CEwYdAHxK74222d/bY3Nqh2rlEFEPsPccHB4RuSb+c47slVhaY7ImxY3p2j8WyU08bayiw4HlvtaTP571ZfbCx9NMikKQERgFGmkqFtp21nJycUY936ecLzo6OuPnsC/R9z+nxCXv7+zxY3tfata65duUKT968SUipDLaXudus0i85KZhSGafmSQgxig6t62gzIk6BrZQI4qH0SnsfiTHj+0DXR7o+q51iSemjT8UmJdN1PZ3XlkQKib7zJB9ZjEaqSBgspqnZ2HL0vmLRZ05nixVecHRyAgWNdXXDlavXaScjYko0bYMTUSvIvkihoI7xRk2C9PQXJZmooBmqwJCk9FEzGMdkpEDR2dmMn/u5n2N6dszIJGrn6Pse5xx9OO/Drq+l8bhW8j0J7yO2cLeFqKQPIiHqBFQoBl8uew3QVP60igHkgvTGsDb5IqKbQR7EAEJZVm6NcVSkXgDBFg5A5Js9Zx8LZpIxhtFoRDYRWS5Rag06S9n3xM7Tj5Vcrj29MXXdYDdKOrXs6DsVKzPMkdTh+zldf0wXOnJAg3PtFq1AiHUoXfSoGv4/D9jUI691NpuxMdpQLR0twvjM736arf2rbG9vMy+n13g8XhkTdUtP0zQsjo9JXhUYUuhXu+9wqsQYcWJXJH6TlcygbRmrKVjZpTVXycSY6UOg954+JjCVKkcYq7UWay2MXJBPY/C9CoIRlTnlKj1ptV7UDaCP5+ZHQ7nRtC2TyYS6HRUySnEsjwq/Z4zOsFJSRVMSmKSbYIyqiZvIRfBvUOo3mlYXYydrLVWjrne+W9COlQqaUq9187RfZT2IaAqcdYrFGT1ZldTA6h6QS5NOFIS0KLqsBEJN+FMGawRrDX0+B6uGe7ie6YjJ5JBXz+RCFK6YTKwyuG/2eiwCFRFSXetNcyBe2xHRL4j9EpYdfb9YuWRVTUMz2tB6xke6ZkkTNpDUk7szcl7iu/+XujeNsTQ77/t+Z3uXu9XaW/UyPRvJoUiOFsqkKFEhFBKKJDg2EsWJrHwwDERwYBiJkwBxEAQBAgRIEBi2AQdCBPhDZDuQE1GOIBsSLAmiREnWiKMZDmefnq2nt+ruqrp113c5Wz6c996qHs6QQ0MB2gcodE9NV93tPOd5zvP8l5x8ekDVNDgVuoj79lnfKrNCF7RdkCYrwG9/qlJo2naJy1MZHH2FkIYXn/kDfuD7P8P5rRGawHxRYWMkK0uEd1hXQ/QsFguaNtATGVqGBzCfSQw6tQdjjDifykPpUxcrdM0jIdOkGNLGty6xQlYII6NIiodaIn1SvNBSpSZRGhSm7NvYNHeWAts6cmOwVlALz7yap+CEtdN2dMmVLDOGXtknz0voPHyS6bRHhnTQGaVxLnRjmVWZmfC1zq64wSJdWjt5Tt9alEoCdG0QNE2NVBEjScLcwYHQROuT/62Mq+IodY1J91DhNS7ok+wVO5K4cF1jEJC+A4l0InkiCZT5KDsomgFxQhZYu4cruQZNpDLfd9uqC0ixCtYOYLPea3z7QP57WA9FoHohOY45WVB4J2hajxKBXBqcAldAPR9z64alXlZc7u9gPenNNH2iV7ShIcv6bJ/dQ7iK5fSIW+/dxjcVNBakS9KYpwIjpHpw/d/rEYNQqV3fYX87kCZCSJomokyPZd3QG+QIUaPcnLvf+m3+j//hVb747/1lPv8TP8NdL+mNhmyd3+WdF7/BJz95lYvnN/m1r/4mmzuXmC8WFLkmVycZFSI+WJzrUDpRI0PqBDshOG6TDYWUEhNT9vPW45uGGFNJ3TMZo36RsnNok6tdSJYamZYonw6Aza0txmHagRci46Mpx0dzBsUQpQy9gUEoaG3F8fSI8fiQqqr4+KNP0Cv7LJc1wTuyKHCLaQL75xptCnJdoJWkcaK714INC4RKzS0hNbbtxlMRlA8I68ilwJgUaNY1SB1xbkmuK4y2GED7AFpja5uaetqDAOkEMibSd/QjhOgjpaWSNY2fI6QDJVKF0H3eaSIq8FESRUF6cxOG2sWIc6BVAoysIiVKgRfJRSEZRjmICzqaDCHajsElgYQtTmVv+l4y2FrtvX/L2DPrcix2oHiRlA60UWircS75plqbTIqOj48pPWhTorNijUU1xlBkGUhP01nsCUJ609bD6ZO1KnFPzwBXTQGpVLqyes/KfUtIuS5lZff31dq7sMftO3f4+te/zrgV/Mx/+p8hjWIyPuTsmR2u7J3njfkc1zYYCcvFjMyUSXSck9LKubAGDXivE9A+hLW6e5KuBBdcN05weJdgdlmWkeUdWFwmInTjT7rndOTx1KxzyLxTOQghBU2AgE3smiAJ3lPVDcfHx4zHY3bP7KDzgGNB3hddVzsBUWIUOBkgtgQfccoBWXot0A3/IyF26KMV9zOeoKNS1ooPlJbWWrJMPFDdrK4lpzOUjx3AIgIycU8JMUmvdCAFEZO+UQoc0ZXfq2DxIJP2LgRE169Q3V1zlbWjTHvDd/DLk73Fg9XZ6WYldD2Gk2Swmvt+1PVQBGq6k4aE2YNONVDiO/4lMiaV8U5Ldrlcgi7JgkR2mNnVh21dS2xbmiZBz4L3a3jRB0G7Vuv9nTqp0j0rKpVIc92HYFu33kirckgIwZ3922TFFtPjMc8++wxf/tmfZ3Z4n34v42NXzjAZH/CvfvNfMh3f5+6d2wwHgzT3Cw8CAkIIKYi6g2DVDe6InAltE0lZsjPIVUphMkWWp5loCB35XogOI504qaK7lysRadoKhEebJGNjrcdHi5ctAk/d2hO4oAucPXOBM2d30TodHFluMJlmfmQTa0WfqO6tjH2zPM0XU6dXJLUMIAS7RuusXv86WINd44ZXM7HWeWRwCEAZhepIGFG4BHwXqiutV0AKm8ps3SGQZDdBiBDRhNjNraNijUKIIc3gRUCoRK1cCaWoLsjoYJtCghcfAOR43x11jXNOnyy8jwb4YQitD1oPSaB2wZH+kq70IqF1pEglxUq0axUs1lqE1OQrkEKaJNI0Ft9Rodq6Ys0zkyePs/rz/UyQ08+FeMKKkJywW1bNJjj5IFJ3NYG28Q2X9i4Qg+O1V1/kRz73Q/zz/+dXqI7H/Nav/jobe0/Q1nOuPvoIk9kBSsn146Rf6nCtXTeXVl94iVbidE+ElaxLXuj12CUSkjmWSMBw5yP41F1VSiWlhxiROgEbIB0OjbXJB1RW2BBpG4mICX006u+ytbWFkgrftIRoaboA8w5UBBs6gychUFn3eqLFd8Gm6Oh1MSkmxhgSEf/UeCx5sjwoHiC16bKcS4cTCQSf/jxhuYROgE0IcLEl0QCTVnEUoXNOkx09WSauc9Qg8xSwwiGE5ARe2ED0EFyHsU4d27XsjBAPXjk/IOjWWbX7u5JdDyLGLieFj3xtfSgCVQpJYQoSXTIVCiFaemVO02iklQk1Y3rkukjB7ByCZk2bsq7pyMdT5uMDDu/fwTULCC0rrZ7EKTwVpHDSTY0PNptC6MjXITwQqOrU5l4jU6QEWrJc8x//3F/lkU98P9987k/4za9+lS/80Kf453//fwbdA+eY7GvcYsxsfBfrLT6oNaAglbsnjtirLnBqlHRjwe4kVzJ0nMnUJBIi6RjH6Dv8qiSQfn+MK4SMSXPNAK61OBsQSDKVcX60hzIN6EOCaPBVgWhzbKtp2hx3IDmaVRhTopWg9Q1lkbG1q3CxxtqW5XyOkAFl0kHQG5SptBUKKYbJ1YyYbCy17AAJJ9eW9OYnRFldtcxmM5Q09PsF3ipYLlLTJwh8dJ2PaVKScC4dbsIGXCo5Vvi0TjzcIDEQ+/iYE0UfVB9V7HaEhIiRAREs0bbU83vgGoJs0lxeWpQMnaEWaK0Q0iWd35DGZql5dXIdekBFIkZ8bPCd/0wC6X+7FtOHrYciUFPHTHWWi6ewm6rDfkrZ3b8KMtPHK4PqFAZzk/iGQkaUhNlyyWI5p6qXKQpVahCIkEqjDyt/H7hbRIFWBhc7niIn0MIV82L1M6uvjc0dJvMpd+7c4ct/8Wf5/E/+RZ595k9wzRLyknw0orm/D7Mx0+kReaawjT/hUHaBKkUn1gUPPL+YLvLpcVVSfk8nfRIdEzHdr9K4QnWHjOgyR4fUChqCQgZJIXpMqwW28VgC9DQm9wx3hwhpaMlpWkV77Dm8ueDWjbtUyza9DyqiM8Hm5gbnXIbOExVu2N/AS0ugxYeGTnOfyKpqSbpD69clEkn/NJ579bk452nqFc83pk6x92nG3EEG6YjfoWO5hACsOsORrtubTKxF1CA0mRoS6BHlEMyIrL+H0hlSBog2BWe7JDYtQSzxVqGwIFLYK5FmsolwcIrYsLJY+aAU2VVi3RPsGk3f23pIAhWiSMY9MaU4MpPhXNttXoULkZ7JKYsevixpPASR3qReUZBnCmer9ayvbZOsx6rkXbXZ3z8Pg9NVywmEL+LXMh2SkxJttdFO21+EEJgcHyDKTY6nx3zj2We4/bt/xJ1XXqKtl9BUiNADU4L1+KZiMZsQTYaUZp05VyVfWZZr3Kk/VRYr2QE0XBLxVqTNoZSibWskSXTbR3DWEyJ4G9AyZzabkw16BCeo5y339o+YHFW4NoITDAdLBhuK7blja7tAuQ3m9yfs35zy1it3KfMRR/tH9AYZk/khIVru9TJeefcee5fP8MiVq5R1Qg7pUnB+7xy1HydwQwhkRhLRNDGNYHxnqqyUQmSKtm3Z3t7m9u3bCWfcNAlvrQ1/67/4m/zGr3+V5/7gawzPnaXf77N/9zYy03jrcd2cUvp0cLXOo3R6d5LGVU4v76FUgepdIIoBlc0Reoti62oab+GR0hF9g2gXGGsRrmIxPwTZdPvFduoXHqzrjLdBBNMh6E6IlKsmUrfZQIiE12aVPxKp/KN5uT0kgSqVpjfYIlRzbJQ0LqJURGuVwA2lwEVFIEPlA6TOaX1LXbccHBywuTWilycMaqZV0hMKLUSHEIke9mGXgQ8SmIp8yMnYrffjg4UQ5MMRjz/1KT7/o1/gV3/t/+U/+et/gx/48R/n2muvke3uENsWhAdjuPb6K1x57AnMxhZ5r5e6sF02yYxed32tOxH50rqj/cmEndUqonSnBhHade8yhpRRV/S8AsF0fMzkcMLv/cbvUc+SFlUmSmJj0MIghWFUblL2Ct5yU/q9DBEKqkVL07TYZQNZTW4WnDkH/S3Hkx+/yrm9Hf74+T/lzv5N7tze55FLTyIMDEYFB/uHPPHpCxgjCSLgQpuMkI2gbhOSKmGaVzq7gqqqODw4YlktyLKcxWIJwNH4kDNntxkM+3hXs5g2ZCoyX05xJKwwUWCUIpMKgiE6iVDQyzI2+wWD/oisHJANHqGNA8YLybItkb0zZCZH5QaiRdAS7RK0wNcTlt4hVYPRCtUFcyYcyAaiwklJdEmzOHyX5lCwzWrTARmnLS6+23ooAhWSuJaPOrEqQuikV2KiXJkM10qcByEzjMmpnSfWluV8jjYSLSS57LqPq1FMjF0nOZV+H7Q+qPPW5dwPfqanmlCnVzOb8sqrr/MXfqzmp3/6p9nc2Obxq49ydO8Wg7LH8XyeWB4qYzwepwzqTxQAVs0jKXXX2T2lQRwCioQHDjLR3qTqRgkiJrdzETuBa4X1grqyVMuGe7fvcHw8YTqZoYnsndumzAb4JlCoPgRFs2iZHB/irUzzzxjIDPR6iq2tEWXfMBz1EKZl+4Lm7oHk8Y9tc+bcBvery/RHQ3yr2BzscOvWLY7HExwLnvj0XkomMsHsEB4tRYcYcqlZKJMQNyLQNoELFy5w8+ZNZvMp77x9nUcffZTlcskjV6/wxzEwn84xEkL0aEkSMgueEARB6O79KFKl6ZOhU4ieLBMM+jn5qIdliNOSdqGQucaUfY7rBYPSoAAfW5QxKJGhMk2mA6XOENKiSZIyQgNBY6XENWn+/wBu/IM3W0qn/wYopYckUCHEE7lJHwVBSBwuWdpJhY/gQ4Kr5XlOHjxtk0qkar7ASEWI5sHAW0mJroJ0jWWD1dX/A/mDdIfeh6wHkE2rpTIQ4GLgi1/4Arq/y73bN3n5hWfZ2Njg6NZN8t4AnRlsJ3upT4HRH8jSfLtQWALux7Xqne7A5cRVGRXxAdrWcXxcMTmes5jO2L95nUzlbPZLPnH1UbZHO7SNo5eX7Ax3AUk1XzI5nlKYjMn0OGVvmWCQG5sjNrZLJtMxOi/ZOq8xN0uK/pys1AwGhrNntpkfOxbTllvv3UflgrwPwp8oNwgRkB3Z//RnlBo5CbzRVDXz+Zym00Sq68Q7Pjg44NOfegLbVvhqTtbvYQS0sVMbDJ7gPS5arNeovJc0k4NHyGRrmRkYbZRsnt9g7vpUKhDrhvFijPKWxjt6/REyOlxoEMKitaAsFbmUFEp245uOsKE6Pi9Qn+LFfsd1SldJiaT1Zb/7TwEPTaB2DQJlEn1rxVhBJVC00MQErSbE1AH2RJwNTOczqqoCwDpDUy/TLDWcwLe+03D5wzPqd3nG7yt/Vb+Hn8751ouv8OnPfpGSktu3bzOfz7l66RLvvPQCRim0SXfSo6MjejvnT9gzp/SGVsGrlFqLtKX5nViT2leyLKsuqUDinGd8NOXGjfvYOoK3nNnaplfklGXJ5b09RoMB4/GYajGjNxh178GCXl+zsdkny0cEkeanRZbTH5b0BorqjWO8aNnY3uOq2cHFlq2tnI2tPllmOLx7nRvvHXD3ziF7V86zd34PgiL4BC+UGlZBm9BXYY2FVVqtObEHBweMx2OyPI2bnn76U9y89Rqf+cwT1MsFBigygySwnM8IMQlw05kP10IgY4EPAi1DGnfZ1IUeDXOU6XDAmSeqlsl0jPQtWmcEn+FxKUhVREfPsK8xWFRwEBxK2G6unuFPdf3XY6LvkC1XE4N/k/VQBGqiufWonQA9w4ec4D1FXuC9pZXpbieMBhXo9UtUltghy2pOVS1YVlP0BFx1RDU9wrV1p9KXHiN8CNnuw+6o4UMiO9GVvv2X+dbBYISPjlt373Cp3ERKyY2XXuWv/4//DV//rd/CIjvydcNLLzzH1Y9/EtdYhE48W9PRz6LvRhZKEbsST0i6+SMIKVBSgAhIr2jrhl45xLWWt65d5/k/e4Mnn/g4n3jyCUqWKBl45OoldnZK+sOCizbnz559ho8//XHKQnN8mO6HW7sSVdT42LCcNxjTkBcBEQw/+MXLXHvjLfobmr0rj/PKK6/jvSC4gmF/l5s3nmO+AG0KtrfO8LEnnkpgk8YjFORlsvBorKOQGUE0WJ/mt21rWSwqdK4JItK6isPxPSbTI77y5S/xd//e1xkfHMJigd7aYDyZ4OolUYVEi9MKTE6wPmljLQ6TNlWZgbDcPTxguF2yVW0hZYZXG4SoULIhNlO8LxFZxvjuARvDko1Bjsk2cA3QGxGdohkf4F2NcxWCQOskIUhiJ3wmpUQbiXdw2lzsdIZ4PwEjio+aTx+SQKXLKF4NcGoAukcpLTkSJxWNkrRYrHDorEKqlp7JMKbHdJoxnzfUVU21qPDVMb5tyKSk9eA7gTShdJrRrkcD6ev9oIcVqCG+D4eZStKYgPOiq6rluqEHdU0+2mA4GrC9O6LfV5zf3YLWcmHvMVADfG/EpG0537NMD28ig0cJhbcBUxq01EAky1MJH0MCLigtEDHgvECaNErwzqONQgFb2+d4793beCv41Mc+zTe+fo23X7uBchk/91f+HW7euIPMM+Z2wkZpUCV85oc/RlALplVktD1iZDdwbcO54ZDZ1CJEgwyasFCowrCcODY3LrNsFMuDinkbWR4e881nj9jZGPHeu0uca+lt5Jy7vI0pIk3dUpSaPMvApzt1rBuyKLFC0kZH7QONEMy9o55OOJoeUjUzbJjzcz//l/mHv/j32NzYYnw8g9EWVdsy7PWIIkmQoiRCG5wpsD50It41aAhtmyYDJuNgMqd39x4/9LlPY0OObZfoZgJHYxA5sTei2N1BR4WSBtMbEg04LXGVYOEMWI1oFb6p0WVOiBa/ntOHbiLgTu6iMnTNvwRXXEnWrA24v4sh8un1UARqgqEa0BKhC6QpyfSCwhhcVNQoopwTY0CIFkioJGM0g35ODA3Cp/ngwdGSYGtkdN1dQKO0TKyRP4/nuorM04gaIlujXZwxBO+5tX+Lx578BDtbG6jhMPmdCIUTAoxma3vA5I0OjgAAIABJREFU0cGS+3fvcvbiqJMGSd6kG1tD8IGITWwUKRDRE73FdxxIGUQSEkOiRKCaL8mNQZmSGDMefeRR7u4f8epLb/HHe5c4e3aDzPQ5no3pz2qcm/Pkk3s084bYOoIKVMsaiaSuIcbUnBJSo6SkasFrDSbjeF7RHw4pRueYTie8+M0bqLDk+Mii84atM33OnNuit1FgfYVAoWUOvpMw8Ykl433C2wplkos5ERcjJlOE4Hnz2qv86I99lhs3rvPjX/oJds9eordzFuHbhBZK5jWozGCKkuFohyZK6trSTMdE32CrGYSWEBzHs4rs7iE3rl8nxJLppCHMZpShAh0ITUCHHpoMKUrQBpHnCOEgNASRE+ISFZN5VIIkOmI8kRNdm4tBB0zpZsgke5XTSWGNZf6I++6hCFRixDuHkkkNIWRZ58qtESqjQIOdUS1bltMl88WMvIyUZZ+dnW1MJonR4kJLFMmzJQSHUqc4p92s7f13y+8FbxlJM94kouO7gIq4CPPpIeSbPP0Dn2Hv8iWCgKPJGD++w+WrV/jMl77Ia29dQxlobc3x5JBf+ZV/zN/6r/57rIfpIlBXDULDcDjE2zQfVyrJsTTOooVOVoVKgkl3WS0Fi/mUvMhRIm3Un/n3v8KNG3d47pnX+L//yXP0exn9kWH3Qsbnf+Rptnf6vPvWIef2coKs2NyEwVCRKc27R5Nk7Ti5Q1SB0eaISVNT1XDjxj2uXvosRYQXX6h54fk3CbbPO2+/xbm9XXbOKa48fgaVeebVITprEaZPMciZjMfJWc56FrMljRCYwRCkZHp8jK0bfL1kPj6mWSxoqwTurzzcnTWYwwX9849xfmcT4R0iOJaTeYIlKkNv+zw6K4lCEZdT6sUR9+/uUy8mxGZGWy04urPkd975VyTN4zTXFaJHFAkMwaZBDgBnMOUZTKkJNmMpHRaLa5eoZkYuWnybKoLgPMFagk/d59M3qYTEEhAEEbFWujDGkOc5UkrqxeQj7b2HI1DpsJAizcJalZoQznqEWYlEJ+Pftm1pqgqpdFJbMJIsTyZJ2ki0Ubi2U2UIK/2ktFayH0DCda5Rg2vm4gmK5LtQG0KU3Qma/uH29lmOxjMOjo7YbRs2t7bY2toCoN/v88lPfpKXr71KoTLG4yOy3DC78W4CVkSwLmkxzRYLyn6/k7tNTTUfk7Bb4qf6NXUsxgSCMJlOfRoRkBq0ggsXz/D0D2Uc3X6L5XLB0VHFnf0DlhPF2QubPPL4eXbP7rCsJa4NHE6myRWu9WwMhxwvE2CkpeLeeMrZM1fIs8h7by9YTBR/+HvvcPP6Ar9MEMXlcsFnLn+Mi5fO0tgZpS6I2iEMBBlwnq5zn97yFUEgOEe7rLBNQz2fQQjcvn2bc+fOJR/ULCPrj1C9AZsXLpGVOSoGfNMirAQfkTKjN9wl7w2Td2l/SNkf4INhqnu0U4OhIDeCup3StkmiRyqBVA02Nvg64Nsp3vaJsU3yp9IkHq5UWJ8Mu5StUcrjhcQFT+g4uvEUXFB2MNWwtmY8cTBYNQ6zznv2o66HJlBlBKWTTKWRiugS0oMYkUiKPAcfsbVlOZ8mULZI8pVaSfIio2xL1pIqHQY0dnSmxMT4YOnK72U9QF/qglWhmM3nEBOTpej3WFYLtrY3oDfEB8uFvfP4pkEOCoK35HmPWaipllMGoxEuRJRZqcMnqJ5SohP9Su5qJ/NW0anGRHwUGKPxnbq+UCnDCqXZPtNn7+oub71xjLCRXrHDrfem3Lox5uu//zzz6ZcoBoJLV3d46jNnybfg1RduoMnI8wsJ0O4Us3HL5N4hy4Xij373zzi8U3P75hQR+mi5JM8T4mZ7Z4PN7T5H0wnaCKSJKAPOd9BDobF4otIoY4hR0DQtoWnxTcVyOkMRubd/l0cfv8Lx0RFRCvJen+HOGa4+8STz8TFlZrD1goPDSaLLEdMMVeUIlSdceNFjaMFFjXZgxYxcRuq4IDiH9y2CmBQpQgQKXDPH2QpiIMsLolIEERB1D680LoL1jkwkPLHznuBdgnbGxPtVKwL5el+na1Lio56g4lYOdh91PRSBGmPAu4ZIm8rJkE7ZrFeAsETpMMLQ2CVH80NaV1H2+4yGG5w5fw6tNbkJ+NLQ7/fwviG0vvOM6ZTh19job8f3fi/Lh9M/LxGdqVCWlTz5/d/HD/zw59i7cpXD8Zjze3ugoN/vce78WTCQ5ZpyY8j1t64jzp7jlZf+lB/78Z8g+khV11w6f57xZEaWZfRyRXCWJgZGg0EadcSIF+CdxIcWqRXayE5lIRHLi0Fi8zR+wme/VPDUD36CW++O+fpvvk5sS87uXiLMhvzBb1xnc3vA69tz/vEvvsH2Vg8jLGWRJSWEkMjPi4VkufS0lQS3wbB8lB09o6kcXr3DxpkRVx49j41zlq1gc7ek8VNGRY7OJMt6SZCSzBQsawtZlg6quqJazDEidWuHWvCtl17g8UfO43zDnTu3+fwXvsDLr73CmYuXeeyJx/njr32N7c0LjEYll/cucuvmHd58611ee+VVzpw9x9buecKZs7RGYUuL3jSUpsfs4C6hnqGyHGEX4FsiFqUCQUqi9TTLOWXboI1hsHUGlE6qinmPfHSW5XQKdU3lqiQ25wXRr3iwHbeWztAMgey4uqFrTHprcVKulUr+raO5hRCQKhI7uzzb1tjlDK0iBonpK4pSYFtonePo/j75omQ5n6GVoD8cphftWkKHVElUJEnwrtPNkZ0nS/eY8cSIaQViSisRhXU3hllZQAghQOqOW7mazXbq9CT5zlf+9F+zd/F/4+ad2zz11NOIyRJUxpvvvJ3mbUrR7/c5uneHwXCAU4Lrb13j8uVLnLtwhdxk3Lt3j7xMVhHOJl8ZbdI8Ncsy2rbtHLlLlM7SvUgJlEq83OAjbVMRvCQrIS88vZ4hUzscf+Yx7t+qmY8nXLxwBqJEy4iwko1im+3hkDPbfZpqwe0bh7RNRKmM7cEeZRZYOofIM6xryTOHko7huQ32rm6wd3mX/k6Sb7XOIkxA54ZlW7FcNJzduczx/SlHk2OKXo+omqRrrED4dP+7f+cWk6NDLlw+z2DUZ1FN+eTjn+P2eEawFSJobt54h72zm1w6d5HjgyNGg4LtrT737tzDLvu45YSq3UqE+SxDFT3sYoIwGrsMOBHxMbF3Et84IKPCe4W1qbWzMtFCZ7R1jdY5MhskWlwjcCYnRE9Sl0vyoUJ0WOzgCQhk7Hx5OwmgCIhObM45t5aS/ajroQjUGAOubfCyIMbU7cQ6mnpBEBJpWkCuVeNdXdHiUDFwfFxibQI8NE2Dt+1aYsWHdHeQifX0PWXTlabP2tlNiE5N7+S/pZRdtk6Iqd3HnmJ79wy//cw3uLj3OO+9+DJbZ8+yMdrk/COX6PcG7O/vM9Ca+0cTsp6iro55583XGI42GG6cTRPakOzm113C1VhuTQxYncbp9QQfEdKviduJ0+YRIuDtEqV6bG4VPPmxS2wUM8b3a2bHS4zJca6hV2xx8fJVnvq+RxkOoF7WXD63pK0NbSuYHEa2RxmH4wn7B7dp7JIga/KB5JEnzrB1pqQ/0kSxIGBx3iKEo6pqiEkKtm1b5tUiWUwYgw1J7tW1Db6tmR/dZ//GdWS0qfysI41rUBrG9++x0ct5/JEriGhReOrllGEvJ9eCxcaAF2dH7NsGES0bm2exSIJzONdgXZvMsWTEhUQFTMpwyfWgMydK/65taduK0DYIAcG1SQTOAeSgy0RYVzFht4Ui4DopVAdCrsRQIaysPEXHugprJf6maT4amqlbD02gWl8j5GCtdN+GBmsjKnNoAibLKIsM22raSYWnZeksSinq+YwokjRIW9dE31lFeN8pR8gPDNLvFKzvD9Tum51gV8KoJr8W8D4Q6yX/8B/9Xf7Zr/wqxe4uQmma1rG3d5GD+0d8fO8cTz/9NM9+419z/949tjd3WDQti8mY1195mfMXLlP2RuhsgPfJQDgqk0JR8kCptBqYpznuSmlPdI3tU+VUFAivEQF6RcFjj2+wNagYH8y5tz/GthX3D46JypMXm2xuwXADFlNYzCVFoaiWcO/+If1iiMrn5KM5hW7RJWzu9Hjs4zuYQiF1oHIehO8EwiVN3RKiZDDcoqob5sslUYI0CmtbnLMEZ5lPDrl/9xaTo3uUhUbgcLai9S0mU4z6ZeLjLueEpmZ87w67o4KNrW0mxy1aeYg1ftFQT0qyyRinMggttp7TVMfEdoYLS3yoQbiTu1A4Kadi29JWC9r5hFDPkNGjvIe6IjQteAGiQMrQQVY9+Aob2uRiH9wDFhsxrpqUJ4T/VaCu0HQfdT0UgQqRGBuUtCjlgIZqOUNEg84ztG+Q5BS5ImiJydIJ6FvL8tCxlAqEApXqfyUTcNrbJD+iVUbrLPCgfyXwweVHTHIhiQ18EqghpAMjxtiJ53VSk0aCGlBVni9/+af4+jef597+IQLNUx//FHdu3yMazWd/8HP84e99jX5/hG9rzm4OOZodE73nD3/vd7h54xZf/Mp/QOMatDYYkRpKsXPpVgacTG7pqwaZUsmuQsqEgkmVedc8EwJVbNHWLU27IO9Fdh7LOPf4Bp9gk8nRIXU9TPI2iwnX958jmynquuZ4bsEbhCrYeswAM85fkjx17gp5TyKyxOCp2wW29TS+JeuB0nlCDKHJs5I8zxEyY7Y8wsYWaTRHs+P0vkvPvcNb/OHXfhu/nDHMclxwTI/uUqnIzDf4YLl04RKvPv8yj124wJOPPcFLL7zAO9de58nHHuXOrVvs377dcUYli/E+2f4NpCkgOuzikNm9a4h2iQgVvj4E33ZgbgEhh6jROsPNDpjctGDnDHLQvT5EyfjomPn1t2G+AKHY7O0QZUaIkRCbRCRpp2nrKEkUyQ4SkRp/InTKEeJEgGB1T/2o66EI1BgjzrYE3RBCV/qGpMWTEltEK4E0hjLPWJJkGmUIBJFKHKE0MprOwSXJQEbZiXlxkiFPP+Z3e04flHBXgmbpx9X6jZdS8/tf/0P+p//9v+M3vvYHbO/sMrl5hytXHkklXmfIS4wMBkPG9+6wudGnzBTSKO7f28d6yVNP36McjIgRvM2IURGFT2LcpwD8CUGVoJHaqA4htSq10vIx3Y5UbkB7rFsiVYvQBt96ipFg51xSOKgXm1TVApkJ+psjNs9IgktVg5AZrU+i3aZUROkJ0eKCA2mJMkmfKJ2cvr1Lm9ToAqXztT5z6DZrOuQci/mU/du3GB/do6cELZ5lPWXhalxuqEPLcDikX/S4c3Cf0WCLIi+pGsvsxnV829DWdeLzNjW4QFtGqOZE65CxIS6niHpOdHOiq8Auu9mWRgpDCAapNEZIHDVhFphJz+23CrK8wLrIclkRJofgQrIFMTltyBAyKR9KlYMwIE0qhyUk7146IsJq6nCyvtdG5sMTqL5Fx2QrIKVAyJVcRQARUVqS6Rxlc1TsrAciEJLKnBRpFHDi95A0c5O1aOzsIh58zO+0UtY9mfetmkfRJfFqqc26geMjuNkB29vbvPH6gv39uzS15eD+EZc2tnn1W8/z6CeeYG/vIr3+kMVszOZoRL1cUpZDpvUSt2w4qG7w3rvv8PjHvg+CxOc+aQEFkbw8vU8IGFYq7Ul5PsuLk0qB2LGEABlpRJPsGnUkKIvDElVLzCJ5VibAvNJk2QCTlVR+mZJNTGOHEAKBmmIlFRMiMSZBMUlAZRYjIzImhQ1nu/cbTXCCtkNY1W2L8xZlFD5GZosZ77z5Bq+88lKqnrTGzlsqu6TBE2IOtmZjY4Od3XN889lXeeP1a+xsnU247azPdDoj14Y8K1iSrE1ijLTTCUouITb4agz1lOAWRFchSHKhWgiEUBhdYrRGRU9Deq2xDhzceA2hDNZGvI1QB4hJcyo0HmFkV+lEIDngEXUH0A8rQc1uLN9Zo6zgqbxPpuUjrIcjUAM0y8ioH6ijJTOp3GuJHB4fsCkE/UFJEAard6jFgCgSpNBoRSYEWgiU6ORWYoSY7qlC6CRRGUK6YkiSZKRKBGysR2WmcwNLAa5InpYITRsMyByZ91FZD2KJyQt65QCjxVpx79jfppGGvOjz737pK9QuMvEC0XpuzBpuHSx4+tOf4vzex3j7pW/SGIOJFaOoccs52jl8rLn+yvOc29lg6+w5JovIVGnyPGdTaPKmRatEtLcx3VGbGJDekmdJ4MzoQNXWxOgRHgqpid7hYzp0fDeIV1JiY8AJhwsVujAoERlIncTLbCrNAgKvJDrLcD7SNJ2faCesFt2QIHJ09GiRGnnSBny0ZOWIxbIixIyjexX9PMPWLTffe5nXX36Jl771ZyzffRMzypnHZOrUVi3l2fM04wnonOXBhM9//vv4J3//f+XW9e/n5/+jn+WNF5/ljVdfQNQOjyb4Em3P4aVFCUuY7IN3+LDA2Rmxvo/qxnQu9IEMp4aY/gZqtI2QEdceEY72kUIkJvRsTJGVSGuxPhAwBKVxwTL3JXkuIWYQJbnZgZBhwwLv7iK0QylPkE0qeWRKHjqmg33dEPweYuShCFQ6TQKtJYVXVDqdUC6Cjh6iRQhPFBmBDHSBiLYDQHcmizGQ0HZynUVX3MdIypBaJlZMQhR2l31r8VIkrmCM4NP9U2cFUSiE6aPzDfL+JrrYZLS5h9QGrTJU50YtAbKCw+MJi0XF+OiYZZDIokQPBoyXNSrrcTSesXv2Im/33qHcGOCqIxZVS914CGCkoJ5PkMHTK3IO23TftlXdOaRJohbICD7rhFhEKsdXnqkQEolcnGo8RYES6WSPqHTKS53kb0RnLSFSI6g0CfqmpEklaoy0QqThfkxq+J6kE5y2tCZElcAexE4CNYmmHU+mHE8WyU8VnVwGqgW333yDN775HMuDO6BB+CTmrfMMvKVaLpOSW9uwmEy4fPkClIoLe+d4/bXX+Mkvf4Vrrz1PYXKi1QSrSaZrPh0mbon2Ld4vsX5J6BC1MWrSAxagB4Rik9jfJmqLth5mh4TgYXXNcG0yafYBL5LafiDS+JrYVggRO30qRYyGiIGOE53GeKEb7YUHSt/Tzczv6qDWrYckUNOm0lojfIbWJomSBYuLAdtx1JIQGOgsJ8Rqrda3CkjnI0bEtb07Ua4hhFp2zSPWmlgQBVZoRNAd/jMNqtGGBgMoesMLbGxfYLh1jt5wk3JwJg2wfcTZBkFypb782AVGW5sMhiXD4ZBlCGxub1EUfVCSsj/g3tGYK48+yfMvvogqMohD6vl9vE9zUKkLqsYyX1RIbfBVjTYZdd3g84ymVgSdDvIs6/SMlcC5pLekpew2z4kI2+olre7oH8SXXG0sKQLRJZiiknQY1dQ9XwG+CB4RV5C4iDs19lppP4WQArmaTtE6S0R/o5AiMJuOefXFb3H83jUQYIoM306RBIKNgIO2BVNAlIx6fY6OjuifPcPGxgZnz53D2gVf+LEf5cVvfBPfPX9pMlAQhWXR2KQm6JokdtbhpREGfAZZH4ZDio0t8q0ttLTkFqb3DLHtBMo9tB0r2ndz0NWb4JwjyLY7/HO0UugsQwhL22iEdN1VRKcd51d9kpP3fNUd/nMLVCHEZeCXgfPdPv+lGOM/EEJsA/8MuEqyXvwrMcaxSDviHwA/DSyBvxZjfO47PkgXWEopou6MdaVaa/J67wkehE5dTmMMrdPpQ0WmcqVTgF9tzrT5TiBbK60BEZIxED7hR3r5gCbh69PYJS8oh1uoYkgTBKOzl9nYOc9guIvOBziRJZ+X0GVTaUAqrFtispLZoiUvejQ+UuHYv38fU/RwUTCeLHj0iSfZPreHdzUiRmReIwpFYXKkyhAq52B8zGNRoLShyEt8mwKxbdu1lpNzBUJoogAXIlJ6nJQoLZFCd/DJiA1hrUW7itGT0usUOiZ0OGIS+ESpLtsGkpLBiqYVExJnpdcrCGvHs6QY6BOeV4BQguFwSNM0BN/gYmQ6vs+d964Dgaw/IMNT1x6dKYJ1JJMdh8wlISrOnz3Dcj7jh3/4h3He0h+U7O5uc+XKJZ79428QnMTHQFGOiDqnlRE7OyT6pJQPQFEidYaQGT70IRuSDTfJR5vowQaZaMnbFikUntWcXBI6xz0RUzUQuploMn2zoBRCZvSKEhMlvhVEcqJMlDdJkhNFJEA+p5qB71fw+G7ro2RUB/zXMcbnhBBD4M+EEL8N/DXgd2OM/4sQ4u8Afwf4b4GfIhkYPwl8DvjF7s8PXZGu+dOppWtTQN6HNkDrqaqWpm3p5SmTZMUwoUhEJMiQOsJElOjeDBE7dkQH/AZcTP6YMkoEChMzQlS0FrzKIethNjbY3D3L3mOfoL95nnntiarAB8ndRcXicIkQthMUC2QyqQgoGbhx6z2+/y98lmvvvsfCOrbPX0QXM669/R7T2nPj/jGuDZzfu8jOI08ynYyRrWV74wptV+q1bUs0GQfzhkUTGG1upgBGoJQAn0q7WLfMxYK8yChMRmYUto0E51Badma9HTLGNZ19o8DLk9HUajywrkgQCJHYOJkS6MwQIljf6Qt3mUXJiPdJciaGiCUgRAQp8DZgncf6iBAZITqmkyPu372Hr4546YVv8Ee//zvEaozUitDMqXzDRq9gWS0QUmHygiAkvqpBZox6PZZK8Df+81/g//pHv8Lk+IC//bd/lt/5/X/BYj5LxVgcUhQjvLH44KC3BXbRzbJyehc2KPs9lC44mkmC6pMNdzHbZ4m9AcEtOT68hbcSMAQRk5i4kZ1aYkjZOEJKtU363SbSKkMx6pPJPt4X5IsKaydUVSIOSGSneR67kR8d8S0h2v7cAjUmZ/E73d9nQohXgYvAXwK+1P2z/xP4Wheofwn45ZiO6j8RQmyKBx3Kv20JUpNHIEHqdAfMMpw3IBq8DycbSwqkKRAqB1kRcEkhvWsAJe/RVAIm3mjKnFaAQiXVB6FBZMRokEox2Noj29ym3NxisLVLvr1HHXNq0izROs+yicmCL8TUafYh6etGgfeB3mDEdFkxaizj4wlTB0VRcO/+fY6OJ5iipLGO+0dj7h5NKPMSo0p6GRSFxZA8R+e2xaFYNi2FkDTWdnIfAiVNJz2SlBHopFSNSp3U4BLkEa05EXhL3e4QVzPhlVtdx0rqvpSQSAFKpy+pujuoiJ0CYvJyxXdq9SFlX5VuAUghaaNYe+MIKZnP52mOSuD6O9d47ht/grt3HVToIHhJlT4aSbQKbXJ8kOS9HnULKitZ1jWvv3ODT32mx7Vr1/ixL/wIzzzzLj/5Uz/Fr//yV9PuEQonNUppdObwQ4e3BdgMtGVje5veYIA2JVZ7Wq9RJgegWSaLzmq26IJeErvGU0R19hYCLXVnaXkKbyoSqD/PczItCS7iXb4WPV9ZknyQsN730vGF7/GOKoS4CvwA8AxwbhV8McY7Qoiz3T+7CNw49WM3u+99aKBySnsmkjaf1FnaLciOLdIZ68iIMlnSSBWaEFdauxAJKfNAEkoLEiGSIXFE4GQqXyIGoXq4qCjKDTb3rtLbOUuxsYXqDwjFBq6JRJE8Qpd1y6KqCX7FFbUrK5hkSYGgKPscjo+5LLM0e5vNGG1uA4Lj/X2kzrABZpMZ86phZ/c8YV4jlKbIoZfl5G1LnE9oY2Retwx9glL2sjwpswP4Ex/V9VeMyT4xJr9RRbIDSVpunZLhqht+quRawSJTwEuUhKwwFJrEbkGivCcIT2OTMr1BYGNEx4gVq1zcHYwdlHIFxmgbR1s3HB/e4/nnvsHs3TegLMHN0EaTZ5q2WdCGgMoLeoMB7dwhs4Jg03z09v4+eVZw9+5dbu/vczydojN49LGLJGCHTGAXmSFyTVEk97VQZ7RaooynN9xiOBxispzaO6oaglREH6jrGdRTXNN0kk5JAC+QPn+tVGIwKY3qZsAoQWphSHQmyHJNphVR5dT1Cc85ukSHO7HKOFn/vwWqEGIAfBX4L2OM0+9QX3/Q//i2ZyWE+AXgFwCQ+Rqs3Ov3CTEyGG1xVC1A59A21HVNYS1aBXqjHXxUNEERlodIFTBCJ9aCd/huhuVDsogAwBSo3UvkWYlWOWfOPEJ/tMVw6xyiv4NThioI5m2gmjtiVSODp20s0XsGpSF4yKRDZCAzTWl0mi2FgFI5Jhvx5ts32Dl/jplruP7ue6nRMRjw3PPP8vhjT/KTX/4c7+7v8/KLr3F+8wICjVASJyQyL+jlBcpbvDA4HynzEm0UwVt6ZYZUGUZlEBKIoKoq2rpOL1HJjueo8TaZFOdlnpprISR/1diRFYjJhQCRDj8t0UoniZMipyhzqtYTqxaTG3ys8SHdebWOIBXROToNV7y3zOctthUYkyURAO155+1rvHXtJW69cw36BVTHMEiPX4UGmWc4leayh8uGfGOXFsXGhV18FGycOcPRYs6PfP7zTI7nvHfzFm+8+Spf+am/CVkJcQCxRyx2iMZQbEiM2cTXU6p6glA1vXLIsN+nyHNmR/eYTsYsK4sjXQEEnjgep33SNBADWZHhY4Jmxhjxru36GBGMgJ6hN+wxKEuaegbGEFzN/bt3qatjYjNFdQ2/GJJzvOjCIHZ35xXB46OsjxSoQghDCtJ/GmP8te7bd1clrRDiAnCv+/5N4PKpH78E3H7/74wx/hLwSwDCDGLsSlulEgk8MwVZntPaCrogTqr4JeVgE6kzvPccL4/xIRJUkiUJMXa+MSmbpOm9Bgp0b4tyuEWv7LNz5Un6wy1MMeC4gsYLah9xUa1JwCIm46nUNFQoI8iU7iQjk1mvVqxlOV56+XUqW/Mf/tWf4+LuDgf6Pmd2d3hXSQie3CjeeesOr73yMv1ykDxWQsQiyGSymgxZAlME0nMPJMbQwOiOgRMTWtIY6Kwpl/M5wTraGLHWduOQbqi+ZgwllBEilcGrhoZEIGVqHikliVqCNgQJ1kVq5xPdq6tMArEAhrYyAAAgAElEQVQb06R5bFn2mS+XNK2jVw6oqFnOGya24f7hIS+/9Ar7N9/FSEVeFsy9Qki/fg5Riq56Sr2DJLFToLMCIw111UKUvPH6u3Brn8nxjDPntnnmT99Mn6vOgRKl+4gswwbPsFdiRY4lEqLCOkHdeES0VMsFy8kRzXzZdbzS0IXQ8UpFqv9XbnpCRmLwnDhsSoo8Q2SSwkjKTBJdzaKeU88nVJNjCAvg/6PuzWMtPe/7vs+zvctZ7j5zZyM55HCRKMqUZG22rCWWZQup5XiBIbt17AaBgbZpCxRBW9QoELtNABcNUicoUNR2gCZwk0ZO4thp3areLalaKIsSJZEURYrLDDn73c72vu+z9Y/fe869Q8s2HdgA9QIHc2fmzplzz3l/z/N7vr/vklc8bLKAU4o7/Zr/QsGkHsX9x8BTOed/cOKvfgP4KeDn+19//cSf/6dKqf8DAZEO/7TzKbBCfYWAroUO6Cy2qOhcCbpBKYVzjuFwSLWxQzkYAnB08zLRd7QxEghoIjnKTYQ2WGMJuoJyi83N8wzXN6iGY6r1HVQ5ZOITt6cNMWYylqQtRCR8SmWMiejeeaIwVpQtOcsHmwNKOay1vHxlj+H6AFvWnDq1y6c+80k2tza4eP4CX7SGQVkwn08o9h0xdviuJSdDShajMl3vYmdtQbaGLidikng/nTOq0MLe0oZsEtaWMs7Ksmi0bUs7X6x22aosMdbiY1q1uCetZ3Q/rspa7GWMMSir0drQxkwzS8wXDYu269k3qneaEMJ9iBEfknCos4AjTRsJQRGTpukavvzEk7zw/GXOn94mHBhi21KWBSEvyFlaL517W1RjVwtKWVRUtkK5kq8/8yz3v+kRqrLG3nMv7/2u9/G7f/g7FNUAigEMNintKbrsGJgBPi7IxZBsE9mMCT5wNJ+TibTO0DVzunYOrbjwY7I462hFTLHnZPY+vSoJsp5lbKQwKKOoC4cqHKUFnQOL2YLFbMLk6ABSJze0UcQcpevICozBrcZkf/7rteyo7wH+OvBlpdQX+z/7GaRAP6aU+pvAS8CP9n/3m8ho5llkPPM3XuuLUX2qWsyZoqzRxom1hrIoY6jrmq3tTdZ372az6xgOBrzyjSdpsxd3wKRwpiAZ2Q20spTlCFescfqut3Du4rehy5pUFHRmyFETmcw8s3lAZ01poNSZFDLKFWSlGVgnmIHuSRN9E98s4Gg6ZzDQWOMYDDew1kp8YRdpFwt2ty7xxOOP8Z53PMoXPv1JfvzHf5yj29f4q9/9Pj72z3+NujyNKsZy1lUKFRSFTbRkziZYeLH50FYMwEaVAZtFobIEg7RiMKhZWxtj0LRty8HeHl3XyS5pK3Q/8tJmCWokUlQoFbGCNNFqTUBjnOZoOmc2mwmwontxtJbIwtCfkbuQ8SEza1tyzjSzjm7m8V3iyss3eeH5l5hPO77/wx/h/ntO8w/+3u+T2gbDgsJF6HW/Gk3hDSlqmlmL1y2nN4aMBuuMNrZ44rEv8vCb38bH/5/fJly/zf/+zz7G3/v5/47PPPZJ3vye93Hl8oJRfZHrt0vK0Q4xTViYmlA4ugStzrTNlKNuQaUjyc+pK0AbVAo4EzHaonXNQWrxCw/Bk53wdIMXMobskDKPL2xkMNCAJ80PObp1yHw2A7+AMoPqjc4UYMVgr7QFrHji8lx/oRTCnPMn+ebnToAPfpPvz8Dfes2vQP7RSsUSUiZFcK6kqmpCW9JYu/KZGY1G1MMhuiiYTwarlyYDf0uKgWV6mCtLquEAXawxHqxjVEmM4NuE14nGC0gCkntZKE1lLEVZMY8N0RhcvwulGPrRj4BexmWUDmQsXYKiHDCZHjCZHXLrlhRK28x4/Atf4NSw5t67znO4f1tc3rNhOBqQWik20wM9yYtG0+te69rngTrnSKlbDdAjiZgDukdxnVFoA870jot+KMLkmGkWLbaULsC6JS0r988vu2QmEbSAb5O+Y4hZLEpyBrSiC1GAlKx7cgg92q7Z39+jmTWUGF55+SpPfvVrvPj8Fb7nQ9/NPRdOMZ/v001njEclOXToFFY5p6Qsu45SxNaTaGmmc2KjMKpg4j3PPPUMZ3bPQlXz0uUrTI7mvPe7vou9Q/jYx36Xzmeq4QiUQ4KoLEEVJDeAPCR2Cp8yOkfKwlIPKrJNhDZgiBSuQKEY1jWzFIihI4VAThEfAjl58VBCQYrEriW2DTFpfJtoFzPwrezAmpVY3BhNUsIECzmu7qV/l9b3tStX/zKvnDBZfHVCzPgMyjqKusZVJRRiNKVcjavXcKN1Mbwqa2IM5BBRUZzXmy6xCJomWZQd4aoN6uEWuhgSo2bRBBbzDt90xK6jto7CaCyJlDpSbMmpwzlD2bvFla5YxSKKON2TYyCEbmW2FkODJVJVBYQOgufb3vQw3/fBDzAalbzw0rP8wA/9VWIKuKJgPB5TF5ZRVTCoKorC9cKBTIodWtMrgUQdk1mGGkvxLM+YxopflLGarORMNRoNGI+HDEcDfOgkOzZ5GXGlRBZuIKnfHUOCzid8yEymc5rWk5TBZ0UXEilrfH+EiymTkiYmRUyK/b1D5kcLUgg89dRTfPZzn+HWrVtcvO8ezl04hymMCKqtnNNn8wkhy6x7eaUUeg/jBGHBYnrIrZuX2b91hcneLaazI5mbW+h8y5WXXwINj77lbRinadOCeugIdPjoV6FRgkb3FL8owGJZlpSVw/Sfp1JanBcMqFJjSg0200WPjx15ZU+aUYi+OQVPM5/RLCb4ZkoKc0iL3kkfeioYWlsZccVI1/Uz1Neghf5m1+uiUBWJoQnEGPEYKIcssiZbI9mXKlMMxxRrO+jhGVo3pNWOjoyOHpcCJglPN6gBiRHYTar1u9k6dYmdc5dwa1u0SckAP2aMD5QhYb1nrbSMKoMxkZAautSgcsRk4QQrEjoKFSz4lraZk4NH5YBvp2g8yU/YWi+xucUkz/WXnmdxdJvv+7738YM/9H0M1y1fefoJ7rr/Hh569G0ENHedPYMjEbuG2eyQauAYDUssme3RCJc8ldao6BnVA5KPmGwpdIHvOrxvsRqq2uFcRquAtYm19ZrhqKQoDRubY4yC2XzKbHJE6FoR5jcNoesIXSJHRecTi8YTo6FpEosmkpJFqZK2jXRdYtEEprOWo8mcyXTBZNKiPAyKmvnhlMcffxwMvOPdb+ND3/8hypHB55ZZN4HoxTDcWDoii9ixSJ6OjqQ9QXWUAwVmzuHBSwR/m9s3vs7+7ee5cP40R/NDmN1mtn+dX/yl/5Uzu/DKK9cIsWPh96Ba0ORDbGUw2aNTg82JkSkoosOpknG1zvraBlvbp7BFyayNeGpxbXAaM3DYUYkdOHSpUVZDYcEZcgzkGITqGDu6dkEznzGbH5DzDIqIqUQ8bpTB4IgtEDVGFTjt+jGiPET99S1mxaK0JqA4WnQMatDO0XWBQVXRVRWprtjZ3mJne5PBsGKuFLNuzsHRkUjgjBFSQ8rgxjDYplrbZvfiG1kbrmOqIUeN7ePhBV1VIUKMVKXDd624Q8SuZ+pU2L4FFMe6fiXNkXYxw/WhQIYgeaWpw6rASy+8wO7Zs2yMR4yqmunBIW9+6Ay/9D//OufP79K1M6o+HjKlxO0b1xiXQ7SFtc01Wt8wmy943/vfz4XzZ7h+5UW6NtJZKHWF7UXiMSaKwmGsnHOadiFa0VKQ8Hkzp3Ql2zubDEZBhN1ty/7hIc18zmwywUc5mwmIZISY0LvjiUt/7+AI+C6ijCWEwNFkRrMQwGo+X7B37TbXr17j4HCfD37v93DpgfuoBiO6ELh6/QqL+T4vXn4OrPCFq8LR6aWGd6nfzmhk11HKI4HCER/nhKD5vT/4bd7wlnfx0Hveydc+/Wm+/rsf58WvTvi5/+xvMdw6x7nzD3Lj+kusb52j88JbVkrIM77LqOwYVo71NUvpGlHDJENC4z0sfGC0MWRUOZqFY3ZkOLjRklPseacGZSBHyeTpYsA4J8eGnDFFfxwyGu979u6r9KeoP5+Z2auv10Wh5gwJS0jguyD5oMribEnlCnJds7mxxsZ4wKAyeAsxBUn7ykLJijnjkwZXYAdrjLZ2Ga7vYF1JUg56C1WtxdRqqQdcLBbSzkbRwipjcMbThSDhtEtNZpSCDb4TqpsxqJhIUUZCxgp6OZ3Mmc8WzOdziqJgscg89MADfOxX/xXvfe8HWEynbO5axqOavWvXsGvQ5UQ1HBJyZG1jzPkLZ6nqUqwse9AhxiiF2uelam1XrfIytXz5+5iPSREy1jJUVcWWMSuW197BAcHL38fgaVvJ7ix6B4ucek0gUqitFznf4dGUxbxlPp8zm83Zv3VAlyI7p05xz713M95YZ9G2zOaTvkWccvXay5ATofPC+uk9rVauyEkUPEZrnLUipV1OHWPk2a89w/0Pv4Xv+eAH2Lt6hZsvXub/+tf/krVhjV/MObx2lUF9D/PbB3TJoOsRyoFR8l6EEPARugAuiwdSCGJ6R58x2/mWsnJoZTHGgbZCpDAGaxVOaZJPhNitZv5LJH3J232thXjSUue1Xq+L1lfAbyNslq7Dty3OWpIXdLAoSoajmroqcDpRGEWKAd8t8CFIO4sFXTA+fw+7d9/H6bsu4oYbeO1YhIyxBUllaaWhFywlAQ2iFyJ4FlAnhyjso14UsCSjR+/BC9jgu7aP3YvoPlFtfW2TxaIhJWialvFgxMuXX8agecfb3sK//Tf/hu21dZ780hNcvHAXKDkLLbqGpl0AmYv33sP6xhqQcM715PiMT5GQ03Eec3/GOWntsUyGK8sKtHhIGSNBwdqIOsk5S1kWbG9vs7EpWTl1XQtN0BiatqVpW7rQ4n0nj/65c87UdS1i7u1tTp05ze7Zs5w+u8vWqS2SkjMkKlPUJUpnfOi4ef0a2ihikLZ7SapbketSIoWIShmrNEbr3pBOCvro1g1SjDz68EM4AhD51V/5Jzxy6SIutHQH+6Sm5ejGTbrJonfhEBLHcvHqWs9sOpeFqf9ZrNKQAyl6EQTELHPnBEobMA5bVhTlgLIeYsoKbQokHFVeu1FKGF8p9V5dfNPH6l7/dyhSeJ3sqKREDA0mtbjcYbCC/mZLNdih3txl9/wDrO2cpRhuEBYLfDNlNjuCNpCVwQ7WqIbrbN/9BtZOXaAYbdNGh3aZopaI+Nn+vqyARhG6rieoZ8qikFVRC0lgPp+L1vHEza9TRIfeR8kLYOGMwRWWwjoOpo0gsaagrodMDiZcv3qVxXyP73znu3jl8kvM9vbZ2dzg7//CL/PRH/0PePpzj2Mrw5orOJjOqIqat779rRR1wdHRIa4q8G1LlyIGRYii2VXa4rtItJnCSXZsCJFIwhjDoKpQvfysC2kFGi33MIk61NS6pq5rEdUvudRmOaRXEg+Rs+y8Sd6bpvX4Tsy5zNxxNG3wfiZKHRKL0MkxwgtBfr6Ycev55xjXJd3hPlVdkrxeSe+WzgdmuRCyJLD3lHXj4NqLTF55gQ+9+6f5r29fx3ZT9q8e8FM/9/P8F//V36ENmXInoauC+x68Hz2uKSqNUZ75zHKgb5D9ITlM8I1I38pSk0cli8mUbrbAmsxMa+kUpnNQhrKWBalwDhU9s8mEqdLQCeAo+TKQci+y75Ph/6Tr1UX6Lbejin2ex+SOyiQqrckh4btMyJasB0QzoMPRZkuOnhQ62QmXjZKrcNWI8eYpyuEm2ZYsukATZFRNP+5YtoOxb2mXbS+waiFFBie7pG/Fl8d3LSl6TH/WyL07uihbDKdOnSJm2NjYoKoqkeJ1HTs7O4yHQ5y2rK+vMzk44spXviKRkU1DyJGyLEXxQ6asazAKnyIJib33MbL0ZzqZmZOiiN9tPyddni+XnrFaa0E5yxLnxM1+6YK31PKuFEv9447n79+vrv/+b3ZjFaWlrGvqQYkPHU3bYqxlY2NDznNdB7MZGnrUmVX7vnwsPxPg2FKmfzijWLtwF+PC4ID50QFhusd4bcR73/9uuhSIBzdYO73J6NQ667ubuCLhbEDTkeNCJHZ+QbuY0cynhLaBFDEqY7RsofPZlPl0wmI2IzQNWltM4RiP1xiN1yjrIdZVx11Of60kg39G0WnuBI6+NXdUrVC5Y23ogEDs5ljrCCEwGq2zffoU5fop7HAHWw/xB9dpZlO6ZiGH/bokZsPm9i64ikXIeN+BMmg0PiTadr4CXUrnJHe1i5RFQTOfoQcDjCoI3pOTp4u9k1yvhyVLYpdvJe6wHtSUhe3bqgUxtAyHA65evcrTTz+Nc47J0ZTnvv4kjzzwAzz44IP8/ic+RQiBcuc0Tz31FBvbW9KaWsva5hrve//7abqu125IHo1zBSr1rnV9BopJkcJJfEWG1UKj+t2SrIiofiftVmMcmww5BzE807bX+R7bqiil8F1HVooQg+huYyQhpI6YZTHTTqODJquEUlDVpbj6E4nJ471I4ugVNOrseeYH36Asarz3q3P1yRHFUpRxvCD0rX1MHN28zpc/92mmBxO+94PfzWc/9xg3Lr9AKODU3RfY28rk2nB69xSN6agcWDw5dwxLmGrx99XZ45sFxil0ChADoWtJocWZgulhIzm3MVFvbjMerYESK5zSGhbTGcEnmtkMZZN4eGuNdXZVrCcXuRDCqiAjwuU/uQh9y3km9XJUuq7DGiPAkk+kbMm2RtkRgQKPIcZj8bLplR8Yh3EFphj0UiaHzpbo+wiKGGm6drWLLHfT5RsboxANuk4G3Z1vKEwPqhAxWloxq2TGlnPChw5r+jYSRRuCzAERa5TJZMLe3h6TyYTdMxucOXuBtum4ev0m99x7iU99+jPYqHBFwez2bd746JvY2T0trwktwm+tyBGy6r2LsurPUEtXO3n9KSu0+uMf+qtvBGMMOOkAWh9XO1qI/ff1hnLpxC4Re4eupOgpdWrVeVhrcYVBR/qWXM7+PkVMkLOeNY7ClbQhU2iL9x5dHCd0gxAf/qSbVqsM7RHPfOVx7j4/5vTp09y4/A1O3/8IT3ztMn/lw9/HH372CUytwXqibhlWmqq3ivG2YE95DucHzA5vsTPWklwfWlLw5NSRY6CZd8INjxmw1IVk2AwGA5Q2HB4cMplMmLdzMEpATqTlXQJxS/MD6Flsr2qDVU6rn/lb0i4U7WiKTQIDUI4YFc0iC4Kn11BuxNGswR4dkXJk/+YrLA5uExYzSGC0ZVCNWVvfoqiGZMqeitvQzRc0ixkq+VWClsrC37XOMZ9OyMkTfCB7uXkKY0mpb8W0OOFrbTBKobF0Pa3M2lpaypTY3z8kd5myhMViQtYZnwKnds+gHfyLf/lr/J2/+z/w2Bee5JkvPcmlb/t2Zgd7KGP4zu94N9/5vvdy6+AAW1e0XUdIEgsYYiSnjMuJqBVdDOhOUbgSraxEL8DxrtgXtO5vipRCn/yWxQOq9wUu+2KLMa5sSDNg+8CnEGUXdzGSER5uzpmgMzqZFYAVoqS+WaOFGWUMIWS64DmcLpg3kfHaadqXnsKO1mlDJusO0/sFaRB9rJJEgIT4XOssdjlGRaBle33MwVHHD//YRxmevot/9HN/l7/93/73fPSv/xTuiWe4+/yYoqy5fvNlXnry68z2b3Dr2lXiwS2IU7BgdKQJgWA00YuDfuwacgioHKHPisFK4n0KgdB1zH3DtasvMz06IPuO0ahmMZuuFq6TR49lZyDAnbtj57T6ziNFzpmrL++/phJ53RSqr3YJbkxWhhQjjV8QomSGLuYt7eSQhQskAjdfeZm9W7eYT6aQFFZZnC2oqgHGlnRJjFfEfKwjh7YfoUh6t9iwiOO9956ykHOpghWotFTHHR/8E4l8nEWjZSCetayOO6c28Um0oW3XyIdkDKPxmAQ88pa38sLll/EZqjMXOJoviD7x4IMP8vZ3vIv5ohUCfcqEIL5D4o8lLWw04nmUs5xbY84Yeu+nE9fSYiXmXr7Wt5MgkQuqn1NpbTBGFB4au3J68CmKDlMf755ZiU44hn5Yr6JoXdXx/+EKg7MKpY289hjIUTNfeOrBGlDSeU3EougISdysBN4yq8C9pPpxnejPe7eFzN7RLZLOfOaxz/Md738/v/6eT3F1f8KTX/0aOxub2MWU+f4t9l74Bi999Y+gm0IzhxigSOA7YvSEUvUJFp6UhGFG9Cvju5gNkPHtgllvf+O9p2malZVK6IQuaPWxUETUR2aFDZxMa1t2b0sE+s+b5Aavl0K1BXp8hlaPsEnConIWR4GmaZhODihuzmlmmkzH5eefZf/mTWaTCRiZEQ6HQ8ajNUJR0LYJoyLGapIWPyWfIjmb3hX3GNAAKIxdjTdSb+ViT4AvS6MiAWqEhG7N8SzWdx0xBnyU7NKXX7nSM0/EHaGoZMe799L9/Mqv/gLN3FGUAZMzDz/yCOvr6zzzjecYbqzTtC0xCN9ZYYhKKHxCh5O7eUkjXC0i6g5Gnvy50E3R5njGl3NPrVPqjlQ6OKa0rVRMr7qWLV0MJyRyeukKoXBG94tc72ubRLw/X7SM1zdQ1ZhFcyAGbLAypMuwCv/tX/Lq69XPZsXPb7hR8sTTz/ClZ6/SZcPa+ja3r+9x7vQprr/wda69cplrV16C+U0gCDG+yFgdZQSTW4i6Pz/2SdE5C/6QlrRMA4gtTkIz70c6oWvIKaLIeB8Yj4YYIztnVR37Ki+PV8uvT4JNSyxh+X7/RXsm/aVfthyxfvYtzGcH6CCcTzMylCazCAsW167x3NdfoDl4BdojgeznDWQoxlts7uxy+vzdnLvrHl6a0s/FOmyWXVXnROl6Yr81GGdpGk0IHdZptFE0rcxGC2spqkrmgScu1QM8WYPVhsLaVWHHHBjUNZWW9nI6nXLq9DbjjTXq9RH/5c/8L5y/6x5GGztcuOcSa62hbTre+a53cfHSAzzz3PNs7pxiOp9jjMUn8dopjBwDktGURYXWXpQzvZg5J1FlkQXYScj8MYqJiLCWut4Rr0+7zv0WbKwmdT37ikD0PcFAS6exZLclJYKF5c+a1LG3VVEUtE5Tl4WI21VGK9mVF13LfOE5OFhw6ZE3sn/xIa4+/ThuOEDREvMSNErCtVWa0MnPJmRmKVVDIsaEspqJh+//0R+hGO3yG+/7MPWlb+O2j3zldz+Omt0i+RkqtZgyk60SDIFEDg0WIcwbAikGVAy9AklegzMWZaQdTxkWkz1AY8uK4EVRUxYlw0HJeLRkl0nnIwV4vLwt29vlQrosSDEAEBGE1nemGvxZ1+tiPKNSRrcRZ8eocgtfbJBGp1mYMbHaJJVrNK2GUEGqsSHJjqcNnTLMdYla3+QwJqJKWKsFkfUJpQxVWcsbF4OQ05MnZU9WEW3Ah4ZMQDvAZnxsiD4QfcQoea66LHAW0BFdKMphgbFKzmgRCldy4/ptzp8/z9HBHltbW1y+fBkfEp97/Ak+8anPcu7CJjuntgiLI87tbvHGRx9mnjpM7bi9vy9SMu/RMaCT0BatVpSF6193J7kmRlrC5Sq9BJhyOm6FQ4696bgmKnF1j0miJDOxb1PFbtRai7EWZQ1GOwwnABGlV7NkOL4JE7JoFWVNIJONpouRNnmiUvgg46Pt7dPgKh769ndT3vMGFotMlQtGdsDAVThT4AN0TSRnB9FA0nJQzQIEVsmiF+LEP29b7rl0AfPg3SxuvcS1Z76And1Eh0O0XZDqiC00LoP2CR2hUAUKKwtab7eiTd8C54B2ikWKJC1O+EpHrA5YG0jdBKs6BsOS0bCkriuW3MfJbE7GcHg0owtRWCVGg9GYwoFVJJ3FYL8wzOYT2q4BJQwnH7rXXCOvix1VPpAsaC+KYAxJG6pqgNYtyhcM1k4zB5hZVHsDMQvVUFYUa2uYwRhv5MwIUvwrhwN0z/A5bneXK14IUbJZSSKQ1sKcSSFKm2kkzTprAQDqsljNG6VtEwuTydGUB+5/kC9/8QkefOODrK0PiCTmzYLT5y5w6+Ztvv78bXLOVIXlez/0QXRVMm0WoLXYZabUm7MhrgColcDQ9g6CqGPlSSTjOG51s+oPd/0YQPxoNRYxFTcnOq22bfG9G754UxkyJ3aClI5BqBM7hFAUj98/pdQKhU5aPkuhhGZu3riNj5nBaJ1io+buh97E1/evg1qQcmDeLgixwxQVkFEJYp8FoVT/AC6ev4trN/fpOjiYHDFfzLn3vrt59sqnUSFiUkeyHmUz2cn5U2ChDOl4USMv3SnzyttJqb5X0uYOs2ytIlplbFlgCsdoOMIaAYe6rmOpMVdKMRqNGAwGWKcJ0Yuiqm1Xn9Py/RsOhxJi1oN4IdzZtf1p1+uiUGNKTBZzsirJxvUp2hWutBBbjLFsnr6HohhwwHVSmPc+qYFT5y7y4MOPsnX+btpkZNfJJ5wMjBOEE0PXLEh+CcRojFa0wa9yT40W9C52nrXRCLLC9KCK0omsJVUt50zqPMnLrNVoxdpoDRUTZ3ZO0c5mnH7wXr769JN86P4P8+u/+f+CsRzMZ5y6626+9wd+lBs3b6JTZNa1GBRGGWKK6JR7r56etN57yzpryMrfeZbsHyFIe7s0LjNm6U2riCmR1LEt6FKwXFUVKXd96y7RkUuwDAQg8yGt/j7l0LfJcv9pEs4oqqqWQGLnBKHGShkkxf7eEdvbu1hXg4H3fff38MADF/nNf/w/QjPBbW2xUxlmr1xmYzQiLDrZjVWiU5FOR7RV3DzYY7y+xo/88A/yhce/wj/8p7/CT3z0h/nZT3wCZZbtK0QSPifKIiAVKvdXTk7kfV7MCVJS5Cyp7Ck5IFKVZkW60FozGK3jnKMejGRRUopAIMREUZUYNC445vO5uBAWBds7mzz9tac4f/48GxsboDJlWXJwcMCVK1c4tbvL1tYWdV1z7do1Dg8PuXbl+ddUI6+L1hdF30r1JHRkNJGVBVOibE052KQe71Cv7eCqDZQbQgR9B04AACAASURBVDFibWuX8cYORTkkZUVIPSkdhVIaYxzOisxoeSZQsDpjFUWB1Q6rLVYJ+ptSXvF+Ywj4rqNtGrq2FTi4R2edNlgl58LCOGpbEuYt22tb3H/vfezt7bF3e58z586y8J5nX3iBwXjM+vaI29MpR7MFZTmgDYlp2xCgZyH1DgH9Lq9VWhmMnyzU5fVqdszJ378a0Dh5bloBQidI/UuQzce42hnariH4lpQCpk/WK5yhrgrqUoQTAyema1br/n00FK6kLCoOJzMWbWQ6b9k5fw+nHn03bFzALyL7k5ZhNcSmjCNRakWh5WyqySgNh0eHNO2cL/7R5+Foj2465YFL96B1BB1RWoo1Z9nmZEHzROWJRCKB2M+EM4aUtaQdKIfKDpK8XuJS8KCp65rBYEBZFbjCoqyS58pBYjb79zBnKcbl4leWJZubm5Isv7dHjJHBYMBgMKBpGrz3zGYzbt26xeHh4WsukddHoaLQ1mKcGJsZV6KtGGRLq1KCGaKKdVy9TTHaxpRjdDVmfesU1XCNiKXziRjyKl08nrhRtTJyc9IjqBisMlRF0aOpyyG8RqUe2UShkpD0pcXKFFpTGkNp5N+WPaWsdI6D23u88Y1v5NatW6QE589dYHd3l/HGFgsfefb5F9jePcNzL12nHo1YBE+2hkiW3ahX9dAjqFZrmd32xfTqQv1mA/NXF+WfRHFr23ZFpQRWI4OiKFY7RFFIm7+SwJ2gG7r+syqKgspVlM7hjMEoK/7JyNnWx8Si6bBVzf5kxrxLvOsDH+Hi298HaoyfTHGjDRY+k5VDGSsjpGxQUdrTQT1gOp2SDvYhwROff4ydtRHJd+TQkXMUoMgYrNZ9255Wv6b+GCQjN7V6GNX7GsMKrS36UK6lWUDXdeKhrEQM3sWweu+UUhRFwfr6+h/j+Solvr6z2YzpdMpisWA0GqF7PnHbtndQEf+s63XR+i4RM22M+CQZi9Hi2WvIgivEgqRqVDHGDbdolUKbyHBtC0xJiEkKNcb+nJTpug4dpU2r6hKNQSEOeKREDj0i13+ogBTqCemSxFeJ+ZXpDc5SSr0PrkZZS8qa+WTK+fMXuHVrj8W84Q8+8Qm+/yMf4StPPkUk8+AbHmK0voYuHLcPJtTVEBMSi7ZFGUNR9Mp/C9ZYTMqYFMX8SymMlhHPN7teDfWvzuEKcj6OmzzBzLtjPEXO/X2o0EYWHqWFTLEc5M/zHGUNztnVQigeUoZk5P1ZKkWWC8NsOufUackfVdqQtWHhYefsgzz6joLgM1ee/Dx7/jZZ15Q5UyhFUJrYz1ldDyp5H3BrG/iu41O/89v89E/8FCouXROETmmUImWNxfXqKNAYsnJAgt73qvdqE9aT7gvZR6yTUUtZDVeMtRACPgScNb32WTNaH5HniWx6ZNoYjo6O6LqOuq5Xv54+fXqVLu6cY2NjY+VuuLu7S1EUvPjc06+pQl4nhYrYm9BgS41Rpo9ah6wtKItPnkCNLi0qTIlBUY4cW2fvI5uKo8mUWdOu5p7Rd7SLOYXWGOsIvsOS8L2uUivJVRXVvlhoOmPJKbE2HGK0pWt9H7ykIHtKY1kbDPuiUEwXTU/BS3Q5czRvehuZkrd8+9u5fvM2v/17f8AP/cS/TxsT2lbMmkDnE6P1ipJMM5tjlMKWFqs1oUnoQmGNptTSiksgUyIFBUtFS7+iBwVVYVeLC4g8bOmuL7606Y5CBlYicWAFDiUlKhzv/R0UtxgjVV0eP4eS77VKU1QSstXFIItYiMS2gyBKnvF4LG6IWVGN1ojR8PyzR2xv3833/Mh/zPX3vsBnPv1xTq2v8Y0nv8rh008BCVNuU6gE7RGzeIhVY3ILhRnyjc8/weWnvkZuJgw3dvFdR/JK0gjaBh+KvgOwKG1XxBjlNCmFviNQWB1YTOfkHIgUbG7sCFHFGonz6CRgqguR7fE6+0eHhBA5e+Y828MN9m6KN5ZSiqqqePbZZylKx7Vr17hy5Qpt1xwvhsBjjz12LDborWBe6/W6KdQlqqlzROWIMxVZy6ptFERtV+ZRthpjQ4dyokGN6lib4EOLSbIaFs5QakdVSguT+/mcVhlyJCt6Yrr4HyUrsL1zjq7tFSM9CmyUtKKubxGVsSw6EZgrBbaqaEPEliXZGJ79xgtcuPduPvLX/hrnzp7nU599jLXNLZJyrI3X6RYNGtW3i/3pOSb5/7XB6IzNskuQZXconCOxjDWU68/6sOVnXu5yxzvhkvh+8tdXN9Inz7zLnJQl5c8q1c8CZUyjEtCfpTWsEM9l2x5jRFIsFOuDHUKKzJqMXTvNB3/kJ7nrwjme/eqTfOrX/y17T32FeHiFBS3jao3KlSiTmMwOEM5oye/9zh8CFfNWlEVoi1Elri5YHMwkl0NZ0Boz2BbmkAKnW5yJ7O9fI4UZpzZqUlbMm0xRDkHJJMBVlrKomC1EyFHXNVtbW7TB89Uvf5kLp8+zs7nD9vY2Tz75JPv7+9SDkvlitsIGfOju6FyWd+mSdvitV6hZvGuJYUUI1+WgHzP036LEmzYoqMoBNnRo2+tWfSL0zCJN7lkAcQV8WA1t9GiVxfMmRyFIZ7BGWDpZC5yvlcRU+BCIKcnvtcZoKdAY40rqtGSfRBQX77nI5WtXMW2iqAfMO88TX/4yF+69yDt2S6aTGYPhGtVgQI6RxXzOeDiUiMmcUVkQ5MJaaSGzzDi16gfjCkkjy32MxQlZ2J/+1gqlsH+bXwVCHX/PckddEvFPFqm8b1KUVvd8BIXEhyxHSaa3uOnJ+8uIrtLJPLGNHTmCypoYWkJOtCoQCsUi1IRbnnMPvZOf+E8e5uqzT/PCl7/I5a89wbUnfxexa9DAmHK8RlmW/Mb/+XHsaEviMFyB7wLNwouX8/Z5imW2TCeso65tYDFlUQZILdbVjNeG+DDh4OiI02cu0nlxR7RW3B18FxjUQzY2zzGsZQSzM6h5+cVXeOWVV8hBmHNN0zAcDslEJpPJ6n2L6VgemHPGnqjLv4w0t7/8KyXibErWlpghG0ehVW+F0cufYk9SyIk2aqKpUcawdzijHDi6xpNiZFAXxEVDbAIhNPjQkryha1uKwoorvO5bXiXc39IVEk5kHTEFFs2MNgSUtmAU2ljK0lCXFYNaiP0JSFoM2IJPPPnSS8y7lnPnzzJcG/GRH/1hPvPZTzNbLPi1f/0HvOc7voPHPvcF3v72h7h1c4+NzR2a+YzSFaQcCT5CytSukKLlmBcoBthgnZARQgiEvj0VMMj9iW/tyUI93kH73ym92mFTSngZxpKzpLWpPu8HJTeZVrof/RwraEKWjBaiQkWQ3j+RiVSFYzysUYVlv+mkmDUUVcQZjVcK60r29jNXnr/KlXrGu97yMOMLJQ9uXeC9P/SjPPrGX+Klrz/Nk1/8Iv/8l3+RdjGnTZmpK9h9+G1cvX6NpAvuuvcB3vTmb+N97/0ADz16CVcJ7DA9EgZoM5lzsL/PL/7Cz/P1xz9HOLrNYeyoB1tcuP9+Dg+m7OzsiC1L17FYeDKJ8+fOsLm5ySc/+Yfs7Oxw6f77wCfGgzFHR0ccHBxwcHBA0zRi5aOPMYNlMR5zfY/P7ydJJK/len0UKlI45GXgkMK3jXipZmlr6KF6ozTJg9IOtKLtOkzRq16shB+nFFEkVN8yCuoXUMqiDULjSvJ8bdPgejvOTD+ITqGPGJQCWBKqU/91SImQxG9p0bVkNDf393jz27+dD3zgA7hC0th8yty6fZuc4YNba8wnU6YHBwyLWlrfBCouY6uEmG61xhqzHFD1HkOZlD0mVwKCLM+ifwLye/KSm+Z4570TeLozN1We886W9+TzvPrSpF5kKR3AHf9PymgjThLKGKrSSW6ogTZMSR34rDFhwFBvoUtDM0/MjiIhOVI54FApPv/c8zxy/xsYnTrDuXsv8bUnv8rnPvtpbjz/HDsX7+PS297JGx55M29753vQOLRWPL9/SDEsKGwNBdgE3WCAjfDRv/Ef8cl77uXzn/o9pldfwtaGo1lgtLHNZNYwHg44e/YUk8kh169fxXeB4WDEww8/wqAU5wyjjqWRIQgK7JspaIMp7PF7pe5E3GNMr+kz+2bX66NQcxaFixLFCUrRLWYoZ1HB4GzZBxolYb9gQGeyyrRtJ5pIE1cIrlrO4EjkmBAguJ9J5uMxx+qREyl5khaesKRo90BLSsKWSgmXEpPZTEjYxtL0QUzD0ZC/8v7vpNpY52g+w3pNOd7k0gMPUJYlR0dH3Lp1xO6pXRazOeNhSfBeznsRQRN7p4iT5PrluAiVUb20TOvjcc1ruU4W6quLdgkBq/77lmj58qG4c0deFWHfpqck8SPo/uig+i6gZ09JFyzUP2MMWSuiCpQjMddW2ZFzSTfLGGW5cfVl9MNvQtmSWZM4mM05f27A09dvMFKGN73jXVx88CE+/IM/KPGTVUE5GEFRkIBp05+V1wfMtOfIz0U8E2tKp6i2B3zb2TfxyJvfxOfe+nY+8Vv/N1ee/TKlBaMCk3hAPRxx+sxZ6rqmaRquXb3BxsYGw6omhcCVV17BYGiahoODA3zTMBiPUYM1YvKiyV29h3/cDvTPs4uevF43hZp8R9YRTYkiC/oZJCs1uIQr5cMwWpKgc9YSpNsGQuUxPRvJKrG5DCBFGsThXvUzySXLbhn0VFQlOXfkDnKI5J46qLLCZEGElztf1pHOd9iyoipKkivBFVQ7Ozz46CPixq4VZem4dmuP7c1Nzpw9T1UMee6Z57l08RKLeYNTmc3RmMn0CFLsEViEe6vEdUEpyZsxpgdtVEnnPWSLQqGV6YlwWtAc1AlUB6HBJdV/wLmX8YlyZdkJK7UkgCggobMiqMSyNBPLKGjISuRfJwsYwJiIAqI+btEB4nGkVP+59FpPMjFK4LJSGp0lKW9cDbjubuK7hKkdZTkGBbcnDeOd0yRjmWHYC4m7zp+i6xLBQLWumS/gaCpuiSkEVNGSXaJyA+qqYHEYmDUCSPp5ZmgUb37Xd3LXpfv4F//bL3Plha9z4/qLvOG++xkNBsRcMBpv8sCDI77x3DPc2juiXUwYDwd0bYvTMOvDuOD4vJmDKLZWmtMkxwLTF6fpjxrLSykl3r+v4XpdFGomkeOUytUYIAZFoSuaxZykFNkYivU1ih7SnrcC/acQWBzOqIzFVlZ2v5yYT+Z08wX0fM7gI4VVqC5BCtjWk2OHzQZNWjmmt40nhkDhHIWKmNyifaQwDhMEThmON4mu4PLhhPUHHuDN73oXm2d2mTVzyAJEKZMpB0NaHxiNN7n+yg2IkuZ28/A2u/fey9HkkLW1CpUjS0dEcsRkoeYprbA69sJ1YWtptIx8Y9+W97zUHgnr3fPEaFN4ugFnZYHKPe4jGaZ9oS2DohJ9qpvGBy8BVSHIboimMD1RXoPJGattn2wOxDnKahlpaEerQBmHdiV2YPuxk6Ey63RdR6kSmCCdgdOknJgvjkg5cPr8Fl/50hO8/Tvfwk69SRMrbhxd5oaaMV4bEj2YrVO86Pv2P8L+LUHwbcqU/TyXYGVT7yJKNYy1IRUAHlM5DhphLJndXX7sZ34WlwLp4Aa/9a9+ldtXr3HUNDSzhpATD7ztvTz73NdowoRXvvEijsT09g3J6bGWuq4ZrY96dVElWbVKCP8nux6NdGsnmWEpJZrpt5JwHMg5klIEFcQNQ1kyQZwaoif6Cm3FEqUshEBOCjhdU9g+OiAoUki0nbBQnBaSvjayw7ZRrEFjDBL2mzM+SqJ3iEKEOIZdwC8aqqJgOBpRVDXzWUPO8MrV63Ra8QPf8R52zp1jFjxVWYq7vjFYrWhnYnLdaUVRQtaBxIzZ4ia2PIc/mDAYrfcGZX2sTRYvIqtLMdkJ/c6mROlibcbHlpiitPFGk1OSlquPmJSZqxDQlUkk69GqD3vqBwRxuaqrPkvQQFZBOLAdEDS5k3wZrS3aFKhoyTFBAQqDyRqTAVXKzpwNToNzGmc7rG0l5NlmtI0Yq7BKWFfZOlmArFD5tFZkMqNxzVPPPs9k9gC7G0OsLjjoMvN2ju0Mgxh6ZwiN1eIMGXPC5LwiyGtl6HxH7mV9wuE+bjfb1tNr8EnBE2LCWnB1xUd/8qdYHE2Y7O3zG7/xa3zpS1/k2uERi3bKqB4yibdgPqcejBnVFWtra2xsbKwYRymHPjw6f1PUt7B2Bd4tR2Sfufbia6qP10eh5oQPjfBNkSLLVgJ3u7ScRdVCKTMKa5ZmXjAYVAzq5fwrMWsnhE72H+uchPpEMdYOKYnFRkq9zEkRuojqrTGWqeYxSpzFsK5pOs+LL7+CtpbNrR3apmN95xQXLt3H2TPnOZo3Yk4dW5SG0gGlo3Q1poDCKVzyTA/26doZhTNYo9jZXicGUcvIwdGS+7mpyhZ6uiN9WFNKHuPkdRsxMEIpWYRSllmutMP9mbbvNDOBpGwfWBTv8ENCH5+hMhGCvOcasVcFKWCjHDkFtDy1bMQ6o40lJi3StGxQKgugowxaGfHVNaBMxDgtJnZW45FRjnGSDl4GS6IglyXDUcVLLz3LXfc9yqRpGI5qJrM5TdfRtHNMkHjKbC1GgU65pwD2iXNkQspyVF4OiZbnZ+jtVBVaO7yH6WxOGyKnTm+hFh3eRzbP1Xz0J/9D3nfjOr//h7/H1555imvPfAWwMN5mcXibu++7wPragEFZ433Xi+gtkRPc6h4YVfl4ppy/ydev5Xp9FCoZk3r1vbbS24eAtQ6NJ0aPbxSFGeJwlFZaCGssF+96C+fOXQTlODya8Pjjj7FYZJzOlLUAG9qAsUZ8eskoLQoTrSWhOy3tQpdEgJzJTcvRYoEZDBlsbRKNZS8n/r0Pf5jN3bMMRmOODhaUdU1RgU4jgkfOuh2kToPVKGe4a2vM3J0ldA3n3nQ/e9dusnvqNF1qgF6VkpOIv3VE9SoZbUTWJh47nqQ1RomjoO/6lHFrgIjSPfTaW8lAT1RIJWDIQc7BSRpoQo49ObLXsGoNFsoqo3UktL0ZHP1O0bv2a2cwzkiOjDPk1grwlhXOFpSloSgdrtSUlcUW8hmYQmNURltFM0+kqPv/11AWNVoNcOU6VeG4+vIVXnhulwffeIZhKjDmgCYsuL23hyss1mqKwjKuqz5Y2qCy5OdkrUEXyChKg9IyVlpSJ4NncuTRSlLy1scDVI5EB93CoDe2cCjM+jYP3H0PF9/6TkwBn/v/Pssnf+93+MqXvsiZS5pRrShNJgJRZ1JMxBSwGtRyVp9kBHjs+BBWgF1K6g7W0p91vZYg47uAfwqcQUQuv5hz/odKqZ8Ffhq42X/rz+Scf7P/N/8N8DeRBu4/zzl//E/9T3ImZwkGzqtWQQn9NgcUkRwaktcYm9G5IQRPwlE5xcb6GOvGVNWI8XCD2cEhKR5715bO9jGBWeJFUZiU+0gKAZA0yO6lhZQftWZja4trBwe8cvkyg+0d3vvdH+TN73wD12527E0nlG7A7Vt7RO+5enlOCtKSlc5RF46ycgyqEj2ryNnJzqRhpE4Tp2DSkKx8DwoFUJFsGrTNZOXxzHt1CBTKkHzVOyuGY8WL6okaWvUPVsgjSWNjieqF0iorDEZAnxBWvGaTEWUMud+NA512hBRQEYKPWOVEWpgVcIycG4dE3Cf52V3WUkxOPIQUhpzFxkys1wxaqf6sDTkYTC5QtiR3mvOn76Z54RtMby146vGrXHrjWQbFqOfcdmAh+kTjF5RGo13vgCgDTDmvZ2TbVxIRKVRUgExVObRyOGla6HwgxEjbGupKlq7koWkSvokEo/GzwAOPvJWHH34Lzz/7DL/5z/4JYX6DaTNZMeBIiRBFWaOQr/NKGN4z7Ky7oxX+Cy1UIAB/O+f8BaXUGPgjpdRv9X/3P+Wc//7Jb1ZKPQz8GPAm4Bzw20qpB7N8Wn/C1bsvRMkAzUl0j0smkVGR/7+9N4+xLLvv+z5nudvb6tVe1Xv39Mz0LBxyhkNpJEo0SVEWt4SWBAGSIkvZ4MCxkRhGAihx/jDg+A8HsIAYDgxIsAHZcCIYoQQpChXEkAiTlCjuHM5wtu7pme6u6qX2etvdzpI/zn2vmqOZYdvUsHuQ/gEX79Wr5Z267/7uOef3+y7elnirkF5R5wcUdYmxEWWR471Fa0jilG6nz3Z0E1sWCC+IlEYrQZmboLHhw8SDD0RlX9VHavhCH1HhoojDyRjdavPgE8c5dvoMZy48wsuvbVPWlsmo5MbGC0yGY0xp6MSrwW3RGKwx5IPhbF9STXI6rRa9doduq8tDDz6INQXHjndQMgo2JzICacInIk2gVNlg36CUJ05iKiOwxlHVNa0sDURmH3DLR22XKdxIIH0AzQMIK1AyUNlEA2oQToak9ZJghieCNKkPgmfKNdDCyoe2mRd4K4Nan1MIp6nrPCCarMQKMMY1gAyLQCPQeCfxJmSGkDFaBWtNrEa6BEkLJTLGg4rTx07x0nOXKQ4EX/nClzl5/OdI2hna51jnUE7jMFTGUFcGLRRWgUY2hlONioPzU9BUqEgHdxRMHSr5tgqXYxJL0iRmNC5IWill4fHGE0UKU4d2mZSaytREcczq+ml+8Zd/lS997t9QHN5iPB4TxxJnaiKfYKoJEoFWEUka2EexDjet/cFwlqj/PkkKd2ZkfAO40TwfCiFeBI6/za98Bvgd730JvCaEuAT8CPDlt34T0L4i8iooxFuHIMbamiRJkJGiLiZUZsJgpBjmV4OXSjLH1s3Xydo9ltfP0WkvsLq+yvBgm+vXDog9ZFIxOhwwGeW4KohrJ5EmbsUYa6iKnP7CfGN6NA6K+lJQC4mPIj726U9z9qGH2R4cMilrVuf7dIVGrwkeefB0SPpGdGG65XAWXA7ehOeH20OqSfA+mQxz/vzPvk5Vl3SzmHE+IC8m1KYgiiXLa3OcOLVGp5exdnItOLZhyYUnyVJ0BklkKPIJpjK04ogoSanrijwvsM7QyqKgSZvEuOGEKalci9Da8Qh67YTK1o3aQI0QkklhsJVEWE1EhnMF3jmUjrBGoWOFIEKgUTLCWkgSh8FiKwE+JlKSWDk0ln7rBAc3PWurJ+jFc2xubpK2M+ZX55E2pi4144HhT/7oqxQTS6fbpze3SKc4wfBVSS8/y2/9z3/Iz/9nH6e7soC0Y2xZsDfYw7iC+XYfESnwktrZgJWWPiDKnEA20FSlZBDAbnC3QjSkfDyuMlSVIRMKNzJNYUpQlwHfbCygJcWowsqaftZj6fQF/su/+XfZ39ng5s2bfONrX6aTxuANr118AeEqhLOcOLFGmkaB5+ot27u7obJeVQGOauo7SlL499yjCiHOAE8CXwE+CPxtIcSvAl8nzLr7hCT+89t+bYO3T+ywdHNBWDtoTdlZ20RKT6IlyMCImdQ19dZN5NI868cWWFpepDIFh4N9hI7pzXVotVOqYkItBa12BLUnixIqTyN5OdX98czN93l9YwOtNe3uHEprXtu8Tnd1ldZcnw988MfZGQyJspQTx443nZCgGZTnDlvX1FXFwkJDGhASqYOanXACnAqVU59g6w6m9pw4s4Q1hqtXriGTHiqX5HmABh7sGa5vvEyapqytHdDtdun22qwcW2Lb7JB1NO12m1i1Q9PfBOifUglpOwtFI1tSTioqd8hcmxnay0ozI4hPyoKiqlBR4JdKFF5aDDUqS6nHh1hVB+V+EeGMITXBxVtEKUpkKC3Y3xk13dyYVrsdKsG1w1c1qVzCly1E3aEcxiQss3tjj7LKKYdjhgPD6MCwfTXHGqgGIzLm+NH3nef3fveL9LpzuKHk0jdfY+3sEqun5yCOmTDBSk2i05BMjdKG8GFJH/x4AkZZQ1j+wqwWIHEBgRUawg3YI3j04BzeBhE468FUDlyoeHsrsMrilSdudTl9/mHmlla5cuUKk/EhVV7jhWQ8LmglQbAgiVO0kEzyEc5WCBRxJPE+6FbdadxxogohOsBngb/jvR8IIf4Z8A8Iq4t/APxj4D9nCnf53vgL5S0hxN8A/gaAUFlA6TgbAN5NQWfKnBE4hLO4usIUBdQVkYxYX1nj7OmT7IwMZT2hrMckSUy30yJSip2tm4huhySNqQj7uso3lnkqaNRu7t5iZX0dFUcMRzmDwQErZ0+zcvo0P/bhj3Dr8IDF5WUW1hY4HFakWRSWz6JxAncR3mYYdkCZRuUvzFqNUjBxL0O6IE/ijCBqRWBiugvnUSIwdcbjCcPDEYO9IUVeUpU1117bxtS30DpiYanDwomYrKeY6/dYXOijIxWsJpzBYCnzGnCkiSLSGVGaYuQh1jTFtyjCGI8QCgQIHWGFQKuEsg7FqrSdILVCRYRKuQ1FkN5clyiKSLKEKI2ROvjNdttr2EohvCYWUFVQDRPyA8VoF/AlmTSMh9soqbm1O2bz2pDRfkU5kUS0WWydIIoier0Ol155iZZu8b7HnuDwcEA7y7h1eY9Yx3TSlN5KxnJnjUqM0UQ4ZzA+2EsgBL4plIWiIBgBzk0RVb7RUgoorCnZfHp1WmcQbion25A1CIQJJYNzpycQxA8mI1pWI+IWj73v/bz8wnNcH16hrD0qyRBakrU7eGcZFwVaRtR1KBLGcYwxhjiO7zT97ixRhRARIUn/tff+dwG897du+/5vAX/YfLkBnLzt108A19/4N733vwn8JoCK5710vrHZo2G2NDBAHxQWfKPoLqyDbI5WkpGlLXq9HoP6kEkVWiSJ0nQ7KStLi7z86gtERcXZc6cD+0JLjLBUFcFJWkInWWQvH2OL4F7WO7bGp37u5znz6OPsDYasHF9gZyfABhcWY3Z2JggrGluNI/rbFMIjVZjBdBRaFHiJK2usdUHArYHXeStJWwmuskSRox1HJN0ey6t9ikmNNTDYHTEcjhkNxwwG+9x4bhcnK5QWnH/gHOvH1lhbWqDXS5ECpAwwSW9d8AOtaqJMUJZBGDz1CSACq0qdNwAAIABJREFUETpKEESY0uC8ZjQsSdIYJw3C1ERxC2s8WksO9w6oq2GQHJnXSC/RKuy/fB6RH8JoULJ/YNjdm7CxscPW9iH7uyVKxvj8gO2tXbrdLsZI8hpc0Ub5jG62hLFDqiLnxsE2S/0+0tfYqmZ8uM/y6hp+UJFVXbZf20eh6K/FIDOEC/tRJx2yQXGJBu7pfZDT0d+TqG72OYXvy6BJpYK/buijh5+dmhR7mslDBEig8wYvEvLK4TCkccTZ8xcCqaGu2bxyiX6/C64iydoc7m6zu73D6vrykWNeQ3PLsuxO0g+4s6qvAP458KL3/jdue3292b8C/CzwfPP8D4D/XQjxG4Ri0oPAV9/2PQJyHm9sKGo4UFFIBG8Cckc7h2pA3hOXIXxEngdbAqnAyZpRdUCnFZNlmgsPnaO6doWdjU22b+6Srs1TayhKwdgZcuuRUrF9sMfP/covc/7CBXrziyGhk5Sb4xKbJNwaWiZViY5jrFV04xjvDdYGloXxwf6hrRbwAbcYGBhBIxGEI4k1Qplwx7YO63O89PioRmUK7T3CWihK8uEhZx46EVzUJhHWzoHtYuqTDPcFdSkb1kxJOa55dXeDjY3LOF8jJSRpxEMPnmN5eZFWr8v13YosW0LpmMHQYY0LWGYruHFzj7KoOHG8Q1W26LY6qFoxPBjQbR/j4iuXqSrFaNAiTcKqZzjcahQMa/JiwoKaZzwsKYsaFc+DjJEyRahluipmvr/Iyy++zFx/ka1rA/pzizDUUEeYUjCKEmxeIaXBVIdEfY+WORubV/n4xz/M66/uw2QBvxezv7WDKyx7tyTpoiadm8NFHhGDcWEbIKTHOzkrJgkExgQVLqBZ0lqUIGgUE4yTjfJUWIQDLRSVh9IZah9MrJkKv/mKTiLRWYfaOZTQFKMBJ88+zPLKGtcuv8r2zWvMd1rsH4ywBtaPnSBJQkEpTdMZoX55efkO0/TOZtQPAn8deE4I8e3mtf8R+CUhxPsIC4fXgf8KwHv/XSHEvwFeIFSM/9bbV3yPYkpuDhaE4a6mGiKykKEE7pDU4xzT82iZkCYZWeUZFmPMpELMhaUtUtJfWWbz5iYbe9tcePA4/XZM1m9T2Yr5pQWSVsqZ8w9w8sHzJK0MJ0NT3itNqxNRGUekJOtrC5jCMxxWRM4x9RyJGhcv5xx5UeOdbC6IQI2TDa1rOBkHYryUQdJTBVW8URnYF2HVJpDSkfQSdke7MzC71AIRCZRW9GWfutI4WzOZCJzT0Et48NGPUeQj9g/22N/f58VXLvL8iy9Re8/ph59gZSElTgWHuwZnFBLN9tYeX//q8xweDDl+/Cb7+/u0oxbdqMP2jR36vQWe+84LpEmL9dWTWOPQOiZWwZE7ilrgOpRxC1/bgEqSPcrKUBrwwrG2tshCL2Z0MGJlZYUboxtYA6rq0kr66Dgi1grhY0QESWZJdc72rX163XmuXtnh9dc2WeqcRFSQ6IxiZNkebDNXZqxfWGzgzQLnqsanFCKfNiwgjqCThKWsER7lAljESIfFNhzawLCSDZ1DNMg3qeSMBaOkb4AloBTs7u6je3MoBEVR0ev1OX3uAa7f2EAnGXt7B2jpWFqYZ3f3FkpGaBXUJ5IkodVq3VGSwp1Vfb/Em+87P/c2v/MPgX94x6MQYUloPKAkWipqW5G0kiAi7QSxjJvkteAjnFMYC8JHJLpFR3kqb/GTULIX7RZ2vs2oE+NtySSyfOZTP8358+fo9qGyUFs4GBkm1iCjiDhWOAG7e0PSVjfYNIjQV9NaIFUcYHTOhKWvCsB4Z2zAJNvm4mj2SWXDzZRSh6WVMQ3lLjiKFcYw5ZIK5/FW4I2YLalTlQTNIhFkP2tziKEBELSDEq9znhsHN9BSkPXb9FcXOOPPMRwOGY4nvPDSRS6Ja2Rxj/n4DFvXD/n8H36e46fOc+rYBRY6lsmtIfMqIxaKclDw0PFHeOWly/TUIia3zEerTKoSWSuoQnFMxTGJitneHxAlbXq9Hnvb+3Q6HSI8aZKyc2OT1eWzfPpTP8Z3XnyVxx47z/PPfRdXjElbkm57DiUqfG4p65IkbaFFik663Lp5nTQqcTbi8PCQteVVdgYl3VaP4f4tVo4foxprhIcs0XhRU1RFqAYnx/A1OF/jNNim6iuMR+uoabc6rIDCjPEmQP8iGWZinEU60NI11LSAXNNCEmmJrSZYX5GqiliUtFLNZFhQjBxPPPkBrly7hjdFUA2pKspiQqo0ne48VVFRFAWnTpygGBd3nCL3CDLpyIkMEYScpYe6LMPmuzExElKHE521kVKxt3vI9ZtbtOaCViqTIsxQkcZgePSZp/nAxz/CwxfOAoHZkHvHZC8ouyMFtoGWDQaDIJosJfOLS1Rl3YDdBTUEc2MgkmEvK27jhWrpqWqP0Ed3X2eCKr/3kqooQ4V2ClU0QRamtoa6ocpNSS9a6GZf7jioBqGg1rx3HAW44O09ONfcHHLnMEPTCK8FQTKhFQ+cO8toUIFJGO7l7N4YEEcL9KJV5uMTRJnAZhUHgy2qfEI5yHFzMatLJxF2l/W145hSkCVx6J3S9JptaF1EcZvKWPb3x9y4fov5+ZI0jlFCUOYT/uxPv8lHPvYUr756kXPnz3L6zClEFWCGph5TmiFSpSQqRmtJMSlwONZWzrC7s8+FRy5w6bsvsb2/Tbe7yPXXr7N4bI2tzR02Di7x6JMXWF5fQrZisnQOg8JXNQLV2GI6SlMECVMlMQQFf+ssWhhE4hGNTKryomHohQ6s8D7wnx3UpsJIgRcRSmoiJaicRwuLr5kpbiyvHedTf+3nufLaK1z8+pfQAqrSsji/gLzyOlJHtLsxrXZ3Ztd4J3GPJGoAes8QHCIAwoULJ8xRYWzgmko8cZSiZDA6NiaIVRkvMN4xykd4Z0jaLVbPrBHFMV5AXhRETs8EvcbjcRDx8j4IWjGl0HlMXgCyoaM0DJPmMbDmXAMyaAoPNlj23S4wJmTAG+M8aRKsGpxzWGmx06WUd0Ra4RrbCJzDOzPDI3sXED2GUAg5mOQNy+ZIHMt7z2g4adou4X+rbDWF4mB9zPrxVeoxfPvFq0Q65f3vf5KdGyN2bgVQmVaeuFGuSOKMVtZhZ+uQdqtDmqZYBdc3b+EdxFGGFHqGU60igcOjdUyrndLtdciSiG63zbXNV9FpxIsvbobkMB7jKkTtyNIWcazxWlIUjqoqWFxcZJQP2T/YJc3WZnvh0hbMZ30iHdNt9znc3WP9/Dy2p9i7uc/WxjYf/OgjSAmT2gSUmw5K+17YsH8XAZHkvAUHRjikkkgdoaWgKIpGXFw2MqN+psMV9IBdqAQ3TXMpA9EBAmfZOYdwDkVwnfenTvHsFwtaCtqtLjpKZvKsSZIgVITjHeqjvlPRAIVCUjTMLQnEUSBLYyzO1OCDKr2UEuMclTlSb6+dpahLIhmqafOLC/Tm5sirkp2DEf1+RlXm+AZAPdWnzfM8aLIKiYriAOo2VUD9oGZtoimw2trGTfo2GJi1NkDzhEDLAERXDbhdKohUjNBhD+SsxGsZSMVZErC8NiS7rWvKorqNuH2kq2PrGudbWBsKWTODKmtJk3ADmu5/6roObuMi8Gh3dq7Tied573sf4fWL21y7dAslWgwOh9R1jZaC+eUWSkts7Tg4HNPrz3N98wYnT5/kT/74i8z15jG1DWQGHyqc3oHRYQug4ogkkwhlKCsL44D26nQ6bG1tMT8/Tz4p0FrTy7o46yirCmsAEdg048mIy5cvs7Q8z3PPPccT73ucw8E+WTuiMDmi7rE4t8h4+5C6qJhb6ZIXE65cvMHjDz7C3CrEskUVj4IQt3Z4b/EEPxzpwfiAYgoMyADOl1pgfYFuNrRBYrWplzRV4iAJ3JDiCdfqGzWWp5+HMYbllVVG4wIiSZq1KKoC37TtZBTjhcbxbtP1bXC4gS/pGwHspsDSJLAl2NBrKfECytowKYLPZmUramdwUpD1OiwvLTA31w0E8SQkXJBMCdrBSmuSJJ5OlozH4yMYYTNLaRXcbXyjhO9uS5owTD9TmLPGY12FkB4nJdJK0iiozEkvUAGziFYq4GuVxmMbT6HprBwu/lwfqTdoFc/GU1YVUgiMq7F1U3FuRM58B6x3jV2HC4oXjQpGWVloaVpRhpGabjdFSM9cv4cftymKEltXVKWFMtzh4xjKsmJpaYkkhfXj69RljReOKNIILxDKI7xgvxqgpUaqlDjVqEhgipqytCwszhOlCcIIOlmHvYN9kiSFhpzuvMUjgkhaI9itI0nZEAK0ihgODzh2ap3Lr17h6uUhrV5G3FVs39yis7jMYm+JDbPLpW9vcvbCcRbX4+BbSw3G4ZQJn4uvGw8a1QgHBFKAcaHZ6pxsDKADQMI6wsqHI1C9vM3/x01NuQD1BskVYwyt+S5RkmJMSe0kZWEQMkKqiLTVwYmI8o3mtm8T90ai0oAdaBKzicOdbaTWJDoKhRPrKJ0l6nQYjgr2R2OGpiKyFaqVsjy3xvrSMkkSoyMofeA/ToqcdhKjRVh+Tuqgfi6lxFRVUMqLolBImIY9UvmbimUKZJipnGtcwRrdBClmhILK1GEZ7XTgyUoVklWI0HPVga+qZGNz5cFLgdQKl2p8LwMvsC7gWRWNWbLXaCExPrSxgrYTgRFkXAAsGBPYMVJiq5rS1Eg1odNuoaVGpDGZPsbu9X2Kg5JELuJQFN6DtQglcRbGY8vrV64ADhklpO0UFSvcxM322mUjTZB1NEKBjGuEMkjlkZFDCkGiW9za2cYB/ajPww8+yndfeJ54KcLaoByJkwHLjSOKU06cOEGSxKRpiqktRWnYuL7B8uoi1aDk9deuceL0MuceOUm9O8HVguqG4MZ4wN7lQ04/NM9DP71M4cZYUYCWRB3wPtzc4jgF78MS1sDBsAp7UaUCH5hQRTZTkj6B3K61Dp+bklgfnA3MlHXVMJamPdKs3eFwMOHxJ57m5tUrbO+NWV5aoiImSTPSuTX2c8nmzp3vUe9MeOcdDx/A4SLcZQMY3dHp9dBaUzsbdIs8OCGpPOhuF93KGBUFSa/L0toKnX4PmUZYPKUJ3Evr/ayx7AGEmLlplWV55Ldiwh4xFBCC3m6kgo2DJEi4eOeCcn0D3XfG4EwA9IaiUIX3wWbeWoutauq6pKpL6rrC2Dr0UrFh6WsdShLwsZEijhSRVsSRJtKKJNIkcUQSaSQ+cELxxFEQC0siRRIp0jiilSW00oQ01sRa0spiet2MbiclihzelySpByrarRhTlUFeVSpaaSsoChoTkE7GzcyMJpMJ1hp+8ifPsrV1i8WleXb3tml3gi9Lu5MyGO6TpglCwOb1a3S73Zk8SZYFy8ssy9je3mZtdT04GEwV+nwgwetIhYKNCe7eS0tLlGU501AuTc2pcyd54j2PoKXElh6bS/JDQyftkek2k8OSrY0Dxts15JrYtpBVhCkA06wyYEbanrmDRxFCamrjKCuLscGJ3YvGEU8KvAjEhWmxrihrklYWfrdpt0glyPOcsqhJk4yHHn6EKG4h4wypYlTcIkq6dLqL7A8rvO7ccYbcI4lKQ/WyTEWcp8vMcAICdrMz3yfpdamRmOubVOMJTz3zo7S6XYZFjoojXGML5ETwpTziAt5m4cCRMPQbhc6mMV0G69uMlGTQe2zgaS6g7n3TqpFBl2i6IhC+QSD5I2yxsRV1XZKX5cy/xBhDXdcYU2OaxJ8KN+Ob5aE3KBk0hqWwzU4n9PXCnj1A6LQWRDoUh6QIKoGtLKaTxrRbmiyTtNsR7W5CFCuscUwmEybjIvjEVBXLyyscHgxptVqcPH4c62qMrbn4ypBPffqjfOUrf87a8goey/DwMOCTDw6C6dHggPX1dfb3979n/59lGUVeIaWm0+lQFAVRFBEUhAOPU6qwT5/6txgT4JjOCrKkgzWe/cNtinIc+tNeU+eCva0hy4vL2NqxurROOYSXn73KeMeSii6p6CFKjbAKaokpQx3AVEf+pEKEQmQwF2scZF3A/oajIVo4h22MyMKy+WhPOmXFREkSVgMOlE5YWl4jSdpMSo+KWnidUZMQdxZp99fvOD/Ef4h04V92qHjOt5Z+jKq2IBv/k6SF95LJeAQ6Jm53qLZ3QWrWn3qan/r4J3j86fdzcfsm7V6PrNOmKnJaKjjMSCGCwkMjGuZMFSBmzd3UmwDnms2Mzs2WvtNZ9o3JC2ArM0t61xSzfIMbBWb7lEQFkreQnlYUMJ1S+KP3EEE3V6vbbxI+cDX9EXjeuvAeaRSHvy1cMC320zZ+o0I/dSGf3hRqG2ZwLHESZhJVL5IfxLzy7T2+9vkrMDjB1s19jC05e2ExFKhqxWRSsH58mcPBHo4aFYXKeFEUnD55jp2dXQ72D1laXGE736HdbWOqmofPPMwXv/glzpw4y/7eIc56ojQhShIG4xFz83MI4clHQ6qqotfroZRmklcIEc75XG+RyWRCURRkWRaW77EgL4dkqUMJhSIhIkM6jXUVP/5XTvHZ/+sLnD59jvGgwsYlhT9kcb3Do0+e4/ijLUo/QkaGpK2DQoUIPN9WWyK1Zv9wjDIe4UKLpjIBdhlmU4+zhtQ7YiVZaKeULkcqTyoUoqjw1uKdoDAWqTW7u7v4SYV0jue/+S1eeukFRJKSdrq05xZZPvEgabvHb/9PH/qG9/7p75cj98QeVUCwzlOOkFnNRagVIk7xSlMVNSQpiw88yC//2n9K2utTeOj2+9R4xsUk2CT6hlEqPUIEXsc0aWcsf+cwM7W+UDUOXzUwM+9w3oU9i5yaOQRalBRNUja9Nhcck4J8ifd8T1oHn4emENbgTVVQOgCFJSBpRKPfNE1W647aQsL52SwusHjnmh3zNFED6tE3AHJE879IgUchPUS6Mb7C4xNFr5vhrSGJY+IowbowsyRpxGA8QUuItYSG6xpJhXCebquNqSqkD3zOZ7/5bVxHsrA0j7OW5GHN4sIyeZ5TFEWj3BAU56fWhAcH+/R7La7f2GBhsU+aBEGwqmxqAtLPtibOeZxplBuEIsk8tjYoH+NLQZb22TnY5Bvfukp3LqWsJxgbMZ8c42CkGNzIuZrtcOzMKXQUiAdSmcZt3eGlIR8brDzShwIxc/ObopqsI2hS+YDdDqCWAEKpvEE3rbWZizYghEIoTaedEcUpVe3RaYzQHYRqkXWWyXrzd5wj98bSV4TKmRIgm72q9ZbSlKg0adj6iuPvfZKP/tWf4dipUzit2B8MUGmCjCOsYGbYOy2hS99AqpyfLWHfbJaciVH5IK5dW9twoI6WwEETRzHVxtVSBMlR6dCC0AO9rfJ3u1q6aZAtxk0X5mHp5KTACYFFYBAzj9ggOM73vL9viORhNj9qzRjbtHMaT5ppQUNpQaSOVNrB44Vp5ExjlJZEUTRzy65NGQpYVUm322Vra4skSej1ehwcHBAnmrLK2dzcZGFhgaeeeopIJ8QqYnA4YjIu2Lp1wOOPPcZwMCaOktnqpa7rWfJNHbePktERx3GoVMsgbK10o9ZvDMZYhI/QMkFGjtoMsb5CeI2tFLHOGI4PWFrvMS5GJFmLnc0RsZ0nc322Xj/gYKsKEj4ywxs/G4drxLOrYkJl6zBzimD87JpzH1YvYTzeTY+j62e6nZpeU9OKfRzHaBURxwn9+QXmFpZpdxfp9VeYXzhGZ26FTvcvF+v7Qwkp9Uxl0PrQC9StLvUkh06fv/l3/3vOnHsArxV7+RivIUoSKmfweLQKBk6iKfhMBbhlM2OZyjatnQCtCC0fghSL941Z1FGZ3TTgi9j7me4NgkaNP+i1BvixQAjPpKq/58MKUilRsHEQgumc7eCoDSU1rlFPV9LjAuiUJE6xLpjvRjrcHGpT4UwAk4c9d7PENYYkzr5nDx4qlHLWb46iIG7mJcQdRXehjcWTjyvm5uboL7UZ1huUpSWO4wAxMTk/8YHH+T8/+4ccP32cIq8xVVAuuHl9B2Nu8rGf/ij/9ot/zPlzD7CxscHl1y6xubnJL//SZ3j55euhT2sdOpYzU9/19TW8N3zkwz/Fs88+y62b23T6bdI0pdfvYitPu9WlGFcgIUo8VR7eN00TRqMDROQxhcV5RV4YojYUbkgtwk1m49kNtuwBc4sxiyeX+Nxnv8iJ810ee/o882sZrm7w2hJUO6gl5sUYk0iEk1gXCpd4RWUDKEZaH3r8ruliRRpBuA78VA3SWxCSSVGh4oTxsITSsHrmAR4lYWOnZGF5nYWVNXS2TC3TO8+Pv6xE+8FC4nxGkvaRUYuqsERph7qqSJaX+OBHP8KF9z3KYZVz83APIoGOIdGeTHpaIjzG3qGnbt0i6BBJb5DeIb2jLkMRwVQ1zjhcbRGNZIlCBhV9FzxUYiWC7Z81KG/ROJR3CGcQzewfKYVWjf+qViRKkihJJABnghxlXTLlJNwuExk0jUxzwRzVCbwX1C6U1pwX1E5SO4kjONc5mWBF3Dixp+ikTW2CcqPz4XfCc4kXCh0HvabaeIwsMaog6yjarR46blMZgg6R97x86TJrx49hcehMsbG9w/t/4ml2DofUXtOZW2N7e4wjoqgM+8M9fuZjP8XXvvJl2knM3uEtzj50iucuXaQQQ4bmgNwMUYnk4OCAVtbmtUuXKfKKw/0x+bimlXVRyoIouHXrChtXNhgejpnrdjkc7IAc0e3pUHCrEqTKmNQ5qmMY5PsUVc3y4gl6nQ7Ykny8x/HTSyytzNPrzpOoHsJmrC6e4s++8A0mexGpbdOmi5ss4eogeteOImxVYqqKqrbULnBZ0RpUkHOxUUwlI7YHVWOyHVQfKyD3nhqBj2IKUzMuS0S7xb6pOATax04Qr5xEzx/DZ0s41cb5Owc83BuJ6gVaZezvDtBRxvzSKtX2FijNT3/ik/zHP/ezXLtxk7iTsnJsBaUD3S3SklQKYilIJUQizH5KBEuU4MQWjlgH7aTAighqEaauwQaOq7cER7mmwCRnpT57W3U3uMWFGTskaPBcEeF5c6hGhZ+G+fPGk/xmVeZpTB3VXKCvzo7ag3US48A4sPa2w4dVSBAdU4CcObKFWTfss6yvqH1N7Rz9hSUGwzwwe1LFufMP8uijj/LVr30trAYSySuvvoyMBEsrK3z35Yvc2tknrxyj0Yi5fp/nv/scsdK8/71PkUQx58+fo3IlFy+9jNBw9oHTXL5yiShRzM/36bU7rKysIKVkd2ePleV1TG1ptVMm+Ygk07SyNlmcEscx3U5G2hJBn9g5tm4NWFs/yWA8pDUXU1Q58wsLFHnNmVNnOH3qFIeHuzhbNlVyhfQRZ46fp99b4uFzj/L8t1/l2itwcAvIwVURpnC0dEamYmIVBTy51A0aKdQLvAg818I6SmCUVxR5SV5aCuupnKPyDi8ETgZYaAUUXpB7z9h7Cq8pnKIwguG44uAwv+MUuTcSFUI/relxeilQy6v84q/8Ks888wzz893Z3k8RZB4jpZtDEOngKRpJFfRim4qplqECHPqeIYlEY7mIs3hrgnq5M2F2c6b5vj1aSjrXXOUuyD3CrPr6xtbOdD85fa6bMXjvZ0Tzt0vS2bmYVpXf5LjdG+aNh+MIkzzdw07Pm/d+1mJwzgW8qSTIkDpHv9/m9OnTJEnCaDygKApu3brF5cuXefrpC5w7dwbrDO954nHKsiBJI1ZXV7l48RI/8oHH2NjYIEky9vb2WFhYYH9/n1arxcrqMgeH+3S6LZwPhsjdbpeqqjh27BidTsATT9tUQojZHnLamyzLHCklRV6S6IQ0imctniRJ2Li2iUDyzDPB66coc1ZXVymLCTjL6HBAf07z1JPHubWxzdXLG9zcqLElKJtSTwT5sKbIa6rS4k3oWZuqaryMQpXeuhpbh5pAnudMipJxXoR2j/VYJxhNcsaTCXmeMx7lTCY54/GY4XDMZDJhf3+f6ze22Lxxk5tb2295Dbwx7on2TJQs+O7aR8g6Xa5fvQLdOf7RP/2njMqKtNclytr4JEFnqgHr01z0YQYKYOpwEccygOklBH3WZn9YlDm1aZAgXs72pLPCgjsqKgGgmLVotJCNH6pHNQUrCSHZvW8kTr838ZQKlpGzpe5tRalpMt1egJreMYNVQ1MA8n6W+NYZdGMYNf1Z38Atpxe4us1zU0wTWAiUikE4LAW+7jG60eH//lcvY/ZOs7+/C/EYrwrSKOb0iTPsbN9ie3ADR0VnrsvB4QRvFT/y/h/nT7/wZzx+4WEuX77E3FwHW3qE0jz88EN8+ZtfYn5liaouKOuSuV6fj370vfzR575BlRs6WZvJZMJ8fxEtMg4OBpw9d4pnX/oS3V4bZyG2q7SyLghL1pUM6y1Gh5o0maPVEewOrvKBH32KP/5/Ps+JhSe5dnWTwuxw7j1dHnv0cb78J89xfuUJnv3W8zz+xOMcTHZ4/MdP8bXv/Dv+6//mw/yv/+RLrPSPs7+/z7jc48OfPM8HPniGYT5GZ8GKAi2ppWFSFIzGA4QSOOupK4u3niSKSGKJIOCzvTO0s5RYa/b29hiOg6CcMRLTINkOx4ZrW5Z8bBgOSw4GhiiKOfjcp++oPXNPzKhCQDtL2NvfhVaLn/zIh8jabVQcbNqFbhAlrlnOOmbLTy0Co3PqBi4Rs5k0JFPQyYmVIJIiWFlgEM6Aq4iUJ5KCSHq0cGjhGo2mN8xYHAEXfKMF/GZV3turxG82437v//0XZ9XbZ8C3e+3N/s7t+ONZJbu5EVkbMMl1ZahrQ6udgbBI7Wl1EmiWyq++epE0S3jPe96DMYb9/X3qumJr6xZ5NSSKJZN8SLfXYTgcsnVrm1bW4fLl1/joRz7Gd771TRYXllEyEAU+//nvcPzEMYoyp91pEcWa4TDo4e7t7TWwvphWq0WahiWv956qCi2jsiwQ0pMXE0bDCVIqBocj2p0W165dZXFpnqeffpr5/iKvv36wBBVvAAAIcUlEQVSF8XjEYHjIE+95jJ3dm/Tn2nzza1/nwvnHmBxC4luUI8PksERWEdtXR1x6fh9fxCSyhfIR3njqosQUEyIlA7HPBQMyJRsChfcNWilYhXghMQRBNI8CEcyQhVIBF9A41UdJgo4TxpOcg+3dO86ReyJRQ+3bUhQT3v/0U/zCL/wChak5duIEzksOBgO0VhSFoZhUTQ8z9C8VzT5UhBK2oFmqulD4wRu8NTMNpun+VTUtlkhJtKJB+fjG2v62C97YwMBwR3/XuYB59Q16yDeV4duP2UzcgLrVdBam4TvehpJ6s3irJHbOBWuO5jD+aAnuvJ9ZVthmNp3daBw4E9oNzjnyfILUHqUDVrmqKjyOnd1tXnvtNQA+8YlP8sQT7+XG1ZdIWxGb169y6swxdvd2MLam0+kgUFx85RJpGnSbnnz/M2xubtLv9xFC8Oqrr1JVFVkrCZKoUWA3CSFYX18nz3Mee+wx5ubmbttTh7aJ976BNXqSSGFqSxa12Nna4vjx47RaMVpJtra2KccVx1aOUVUVc50uN25u8sR7HuD69WucOHaMq5evsbUJqewiTESmu6wunCTfh9dfvMX+rRpTEATBnaSbZcy1W3SSlCSKUM3nqYXE2JqiqCgrR+0lQkYIETW1gMYqEzHDhHsX9rfTG1Kn16PVnYPWnUMI74mlb9Za9O3FD/Af/dJ/wi/8yl9n53DMxVu76LSFkwp0sEmYXpCZkkGmRMpgxUCAIELQWJLOIIBYSILsgm3QPgEmJnxDHvYeLEcXtnHUzlJVhqJh9EADyGgKRAF3S6MveNu5mza7m5lUKYVoxiZlYGq8kRaFlLPn8rbXVQOe8Lcls5DTnp2f7Xmnj0o13qn+6D2C7V9NpDWmUjgX9G2rIqbc7/D7//Jb2MN1BsNDOvOS559/Hm89J9aPkUQxpx88zY0bm6SdlCeeeg+//we/x1xvnqX+MqfWTrDQX+Tfff5P6cR9FpdXuHL1deZX5rHKceLkca5ce52izKmqAuccx48dI4kiXn7pIuvLZ5gMa3q9PmU1YX5NMxwdcn3zJmtzjzAZl2StmChzzB+LePG7r7GycJLDvYK4bUCV6MhTHGRgY1aWFhhV18haMVUOctCi3++TzSkOJtv0FlOee/5FqkpwbPlBTG2Zn5ujrsYcO7lAYQ8ZyV1OXmixtXeVZ37yCdIFg4o1aZqSlxU7u8MAFfSWyhvyyqJkhPAQSRekPxsdrVAf8LNlb209lYUrGxOQLU6fvcALF28yKS2Xf/ORdw8yyXvP/MIcH/rQh+h0YGcomZubY1BWjVyjnzXyp8u5I7xQ8zeaRH1jwVv40LeUUxAEzNJLMu1uhueWRkVfeKQTHKVJQBhNf+5dFSJoOM3+62YvvbCwQNY/ycYmzC1FPP744wwPhnRaLZSQDAYD8rzEeEuSatbW1nDOkhdjdnd3SaIWWusZJU1KSVVV1MLgrCeOY8aTEePxmLIsWVycp5UmtNrp7DM8Iv6nJEnyluOXAqJY02q1iDOHjCPSlmQ/B1dHDQY7KPuJRLGwuspoNKLc36dgQmYCaGG+16fd6lCOq2CObSuEUdSVR0QRuCgs7mY3wSOpr7/wufuw7FUEYabgLvD91e9nWyAvMe7OieP3xIwqhNgGxsDO3R7Lm8QS9+a44N4d2706Lrj3xnbae/99IUr3RKICCCG+fidLgB923Kvjgnt3bPfquODeHtvbxbtuJXc/7sf/H+N+ot6P+/EuiHspUX/zbg/gLeJeHRfcu2O7V8cF9/bY3jLumT3q/bgf9+Ot416aUe/H/bgfbxF3PVGFEB8XQrwshLgkhPj1e2A8rwshnhNCfFsI8fXmtQUhxL8VQlxsHu+cmv8fPo5/IYTYEkI8f9trbzoOEeKfNOfwO0KIp+7C2P6+EGKzOW/fFkJ88rbv/Q/N2F4WQvzMOziuk0KIzwshXhRCfFcI8d82r98T5+0HirdjY7zTBwGf8CpwDoiBZ4FH7/KYXgeW3vDa/wL8evP814F/9EMYx4eAp4Dnv984gE8Cf0RANjwDfOUujO3vA//dm/zso83nmgBnm89bvUPjWgeeap53gVea978nztsPctztGfVHgEve+8ve+wr4HeAzd3lMbxafAX67ef7bwF97p9/Qe/8FYO8Ox/EZ4F/6EH8O9IUQdy5x95cztreKzwC/470vvfevAZcIn/s7Ma4b3vtvNs+HwIsEt/t74rz9IHG3E/U4cO22rzea1+5meOD/FUJ8QwRXdIBV33jBNo8rd2lsbzWOe+U8/u1mCfkvbtse3JWxCSHOAE8CX+HeP2/fN+52or4Ze/pul6E/6L1/CvgE8LeEEB+6y+O5k7gXzuM/Ax4A3gfcAP5x8/oPfWxCiA7wWeDveO8Hb/ejb/La3b7+3jTudqJuACdv+/oEcP0ujQUA7/315nEL+D3CMu3WdEnUPG7dpeG91Tju+nn03t/y3lvvvQN+i6Pl7Q91bEKIiJCk/9p7/7vNy/fsebvTuNuJ+jXgQSHEWSFEDPwi8Ad3azBCiLYQojt9DvxV4PlmTL/W/NivAb9/d0b4luP4A+BXmyrmM8DhdKn3w4o37O1+lnDepmP7RSFEIoQ4CzwIfPUdGoMA/jnwovf+N2771j173u447nY1i1B5e4VQDfx7d3ks5wgVymeB707HAywCfwxcbB4Xfghj+T8IS8iacOf/L95qHIQl3P/WnMPngKfvwtj+VfPe3yEkwPptP//3mrG9DHziHRzXTxCWrt8Bvt0cn7xXztsPctxHJt2P+/EuiLu99L0f9+N+3EHcT9T7cT/eBXE/Ue/H/XgXxP1EvR/3410Q9xP1ftyPd0HcT9T7cT/eBXE/Ue/H/XgXxP1EvR/3410Q/x+aJ/nocy+aYQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -249,7 +248,7 @@
},
{
"cell_type": "code",
- "execution_count": 179,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
@@ -263,7 +262,7 @@
"source": [
"# Draw high-confidence faces\n",
"faces_dlib = detect_faces_dlib(im,pyramids=0)\n",
- "roi = faces_dlib[0] #biggest face\n",
+ "face = faces_dlib[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()]\n",
@@ -272,14 +271,14 @@
},
{
"cell_type": "code",
- "execution_count": 180,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "pitch: 20.29284332075661, roll: -9.16581433440141, yaw: -9.805327593352322\n"
+ "pitch: -0.43544687807480204, roll: 3.6990710673785228, yaw: -5.206583259373987\n"
]
}
],
@@ -290,38 +289,27 @@
},
{
"cell_type": "code",
- "execution_count": 181,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "yaw: -9.81\n",
- "roll: -9.17\n",
- "pitch: 20.29\n"
- ]
- },
- {
"data": {
"text/plain": [
- "<matplotlib.image.AxesImage at 0x7fc4b01242e8>"
+ "<matplotlib.image.AxesImage at 0x7f6ece486160>"
]
},
- "execution_count": 181,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -343,17 +331,45 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
- "source": []
+ "source": [
+ "import pandas as pd"
+ ]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
- "source": []
+ "source": [
+ "files = ['rois_cvdnn_400.csv', 'rois_dlib_cnn_400_p1.csv', 'rois_dlib_hog_400_p1.csv', 'rois_mtcnn_400.csv']\n",
+ "dir_metadata = '/data_store/datasets/people/dating_site_jmoll/metadata/'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "file: rois_cvdnn_400.csv\tfaces: 10169\n",
+ "file: rois_dlib_cnn_400_p1.csv\tfaces: 6256\n",
+ "file: rois_dlib_hog_400_p1.csv\tfaces: 3082\n",
+ "file: rois_mtcnn_400.csv\tfaces: 5189\n"
+ ]
+ }
+ ],
+ "source": [
+ "for fname in files:\n",
+ " fp_rois = join(dir_metadata, fname)\n",
+ " df_rois = pd.read_csv(fp_rois)\n",
+ " print(f'file: {fname}\\tfaces: {len(df_rois)}')"
+ ]
},
{
"cell_type": "code",
@@ -365,9 +381,9 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python [conda env:vframe]",
+ "display_name": "Python [conda env:megapixels]",
"language": "python",
- "name": "conda-env-vframe-py"
+ "name": "conda-env-megapixels-py"
},
"language_info": {
"codemirror_mode": {
@@ -379,7 +395,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.5.6"
+ "version": "3.6.6"
}
},
"nbformat": 4,