From c9bf8cc4ed85c6017f83f95156d0180c5ba10aab Mon Sep 17 00:00:00 2001 From: Asta-Valdorf Date: Tue, 10 Mar 2026 18:49:27 +0100 Subject: [PATCH 01/34] Added .gitignore --- .gitignore | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 .gitignore diff --git a/.gitignore b/.gitignore new file mode 100644 index 00000000..e69de29b From 660d2ef5d325cca71a482544315a8d4f7df214da Mon Sep 17 00:00:00 2001 From: Asta-Valdorf Date: Tue, 10 Mar 2026 18:53:27 +0100 Subject: [PATCH 02/34] Added project requirements --- requirements.txt | 112 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 112 insertions(+) create mode 100644 requirements.txt diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 00000000..c28cac33 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,112 @@ +anyio==4.12.1 +appnope==0.1.4 +argon2-cffi==25.1.0 +argon2-cffi-bindings==25.1.0 +arrow==1.4.0 +asttokens==3.0.1 +async-lru==2.2.0 +attrs==25.4.0 +babel==2.18.0 +beautifulsoup4==4.14.3 +bleach==6.3.0 +certifi==2026.2.25 +cffi==2.0.0 +charset-normalizer==3.4.5 +comm==0.2.3 +contourpy==1.3.3 +cycler==0.12.1 +debugpy==1.8.20 +decorator==5.2.1 +defusedxml==0.7.1 +executing==2.2.1 +fastjsonschema==2.21.2 +fonttools==4.62.0 +fqdn==1.5.1 +h11==0.16.0 +httpcore==1.0.9 +httpx==0.28.1 +idna==3.11 +ipykernel==7.2.0 +ipython==9.11.0 +ipython_pygments_lexers==1.1.1 +ipywidgets==8.1.8 +isoduration==20.11.0 +jedi==0.19.2 +Jinja2==3.1.6 +joblib==1.5.3 +json5==0.13.0 +jsonpointer==3.0.0 +jsonschema==4.26.0 +jsonschema-specifications==2025.9.1 +jupyter==1.1.1 +jupyter-console==6.6.3 +jupyter-events==0.12.0 +jupyter-lsp==2.3.0 +jupyter_client==8.8.0 +jupyter_core==5.9.1 +jupyter_server==2.17.0 +jupyter_server_terminals==0.5.4 +jupyterlab==4.5.5 +jupyterlab_pygments==0.3.0 +jupyterlab_server==2.28.0 +jupyterlab_widgets==3.0.16 +kiwisolver==1.5.0 +lark==1.3.1 +MarkupSafe==3.0.3 +matplotlib==3.10.8 +matplotlib-inline==0.2.1 +mistune==3.2.0 +nbclient==0.10.4 +nbconvert==7.17.0 +nbformat==5.10.4 +nest-asyncio==1.6.0 +notebook==7.5.4 +notebook_shim==0.2.4 +numpy==2.4.3 +packaging==26.0 +pandas==3.0.1 +pandocfilters==1.5.1 +parso==0.8.6 +pexpect==4.9.0 +pillow==12.1.1 +platformdirs==4.9.4 +prometheus_client==0.24.1 +prompt_toolkit==3.0.52 +psutil==7.2.2 +ptyprocess==0.7.0 +pure_eval==0.2.3 +pycparser==3.0 +Pygments==2.19.2 +pyparsing==3.3.2 +python-dateutil==2.9.0.post0 +python-json-logger==4.0.0 +PyYAML==6.0.3 +pyzmq==27.1.0 +referencing==0.37.0 +requests==2.32.5 +rfc3339-validator==0.1.4 +rfc3986-validator==0.1.1 +rfc3987-syntax==1.1.0 +rpds-py==0.30.0 +scikit-learn==1.8.0 +scipy==1.17.1 +seaborn==0.13.2 +Send2Trash==2.1.0 +setuptools==82.0.1 +six==1.17.0 +soupsieve==2.8.3 +stack-data==0.6.3 +terminado==0.18.1 +threadpoolctl==3.6.0 +tinycss2==1.4.0 +tornado==6.5.4 +traitlets==5.14.3 +typing_extensions==4.15.0 +tzdata==2025.3 +uri-template==1.3.0 +urllib3==2.6.3 +wcwidth==0.6.0 +webcolors==25.10.0 +webencodings==0.5.1 +websocket-client==1.9.0 +widgetsnbextension==4.0.15 From 19cca14135b7fc1b7f850c150a24ab0f0a3050d1 Mon Sep 17 00:00:00 2001 From: Emma Dupont Date: Mon, 30 Mar 2026 13:34:03 +0200 Subject: [PATCH 03/34] code for feature extraction --- src/feature_A.py | 136 +++++++++++++++++++++++++++++++++++++++++++++++ src/feature_B.py | 34 ++++++++++++ src/feature_C.py | 89 +++++++++++++++++++++++++++++++ 3 files changed, 259 insertions(+) create mode 100644 src/feature_A.py create mode 100644 src/feature_B.py create mode 100644 src/feature_C.py diff --git a/src/feature_A.py b/src/feature_A.py new file mode 100644 index 00000000..6ce28d56 --- /dev/null +++ b/src/feature_A.py @@ -0,0 +1,136 @@ +import cv2 +import numpy as np +from math import floor, ceil, nan, pi +from skimage.transform import rotate +from skimage import morphology + +def midpointGroup9(image): + '''Find midpoint of image array.''' + row_mid = image.shape[0] / 2 + col_mid = image.shape[1] / 2 + return row_mid, col_mid + +def asymmetry(mask): + '''Calculate asymmetry score between 0 and 1 from vertical and horizontal axis + on a binary mask, 0 being complete symmetry, 1 being complete asymmetry, + i.e. no pixels overlapping when folding mask on x- and y-axis + + Args: + mask (numpy.ndarray): input mask + + Returns: + asymmetry_score (float): Float between 0 and 1 indicating level of asymmetry. + ''' + + row_mid, col_mid = midpointGroup9(mask) + + # Split mask into halves hortizontally and vertically + upper_half = mask[:ceil(row_mid), :] + lower_half = mask[floor(row_mid):, :] + left_half = mask[:, :ceil(col_mid)] + right_half = mask[:, floor(col_mid):] + + # Flip one half for each axis + flipped_lower = np.flip(lower_half, axis=0) + flipped_right = np.flip(right_half, axis=1) + + # Use logical xor to find pixels where only one half is present + hori_xor_area = np.logical_xor(upper_half, flipped_lower) + vert_xor_area = np.logical_xor(left_half, flipped_right) + + # Compute sums of total pixels and pixels in asymmetry areas + total_pxls = np.sum(mask) + + if total_pxls == 0: # add this + return nan + + hori_asymmetry_pxls = np.sum(hori_xor_area) + vert_asymmetry_pxls = np.sum(vert_xor_area) + + # Calculate asymmetry score + asymmetry_score = (hori_asymmetry_pxls + vert_asymmetry_pxls) / (total_pxls * 2) + + return round(asymmetry_score, 4) + +def cut_mask(mask): + '''Cut empty space from mask array such that it has smallest possible dimensions. + + Args: + mask (numpy.ndarray): mask to cut + + Returns: + cut_mask_ (numpy.ndarray): cut mask + ''' + col_sums = np.sum(mask, axis=0) + row_sums = np.sum(mask, axis=1) + + active_cols = [] + for index, col_sum in enumerate(col_sums): + if col_sum != 0: + active_cols.append(index) + + active_rows = [] + for index, row_sum in enumerate(row_sums): + if row_sum != 0: + active_rows.append(index) + + # return None if mask is empty after rotation + if len(active_cols) == 0 or len(active_rows) == 0: + return None + + col_min = active_cols[0] + col_max = active_cols[-1] + row_min = active_rows[0] + row_max = active_rows[-1] + + cut_mask_ = mask[row_min:row_max+1, col_min:col_max+1] + + return cut_mask_ + +def rotation_asymmetry(mask, n: int): + '''Rotate mask n times and calculate asymmetry score for each iteration. + Rotates n times between 0 and 90 degrees, as 90 degree rotations do not change the + asymmetry score, i.e., a 30 degree rotation is the same as a 120 degree rotation. + + Args: + mask (numpy.ndarray): input mask + n (int): amount of rotations + + Returns: + asymmetry_scores (dict): dict of asymmetry scores calculated from each rotation. + ''' + asymmetry_scores = {} + + for i in range(n): + + degrees = 90 * i / n + + rotated_mask = rotate(mask, degrees) + cutted_mask = cut_mask(rotated_mask) + + if cutted_mask is None: # skip empty rotations + continue + + asymmetry_scores[degrees] = asymmetry(cutted_mask) + + return asymmetry_scores + +def mean_asymmetry(mask, rotations = 30): + '''Return mean asymmetry score from mask. + Optional argument (defualt 30) rotations decides amount of rotations in asymmetry calculation + + Args: + mask (numpy.ndarray): mask to compute asymmetry score for + rotations (int, optional): amount of rotations (default 30) + + Returns: + mean_score (float): mean asymmetry score. + ''' + asymmetry_scores = rotation_asymmetry(mask, rotations) + + if len(asymmetry_scores) == 0: + return nan + + mean_score = sum(asymmetry_scores.values()) / len(asymmetry_scores) + + return mean_score \ No newline at end of file diff --git a/src/feature_B.py b/src/feature_B.py new file mode 100644 index 00000000..4839aa14 --- /dev/null +++ b/src/feature_B.py @@ -0,0 +1,34 @@ +import numpy as np +from math import nan +from scipy.spatial import ConvexHull + +def convexity_score(mask): + '''Calculate convexity score between 0 and 1, + with 0 indicating a smoother border and 1 a more crooked border. + + Args: + image (numpy.ndarray): input masked image + + Returns: + convexity_score (float): Float between 0 and 1 indicating convexity. + ''' + + # Get coordinates of all pixels in the lesion mask + coords = np.transpose(np.nonzero(mask)) + + if len(coords) < 3: # need at least 3 points for ConvexHull + return nan + + # Compute convex hull of lesion pixels + hull = ConvexHull(coords) + + if hull.volume == 0: + return nan + + # Compute area of lesion mask + lesion_area = np.count_nonzero(mask) + + # Compute convexity as ratio of lesion area to hull volume + convexity = lesion_area / hull.volume + + return convexity #round(1-convexity, 3) \ No newline at end of file diff --git a/src/feature_C.py b/src/feature_C.py new file mode 100644 index 00000000..bb102eb9 --- /dev/null +++ b/src/feature_C.py @@ -0,0 +1,89 @@ +# Code taken from exercise session 05_Feature_Extraction + +import cv2 +import numpy as np +from skimage.transform import resize +from sklearn.cluster import KMeans + +def get_com_col(cluster, centroids): + com_col_list = [] + labels = np.arange(0, len(np.unique(cluster.labels_)) + 1) + (hist, _) = np.histogram(cluster.labels_, bins=labels) + hist = hist.astype("float") + hist /= hist.sum() + + rect = np.zeros((50, 300, 3), dtype=np.uint8) + colors = sorted([(percent, color) for (percent, color) in zip(hist, centroids)], key= lambda x:x[0]) + start = 0 + for percent, color in colors: + if percent > 0.08: + com_col_list.append(color) + end = start + (percent * 300) + cv2.rectangle( + rect, + (int(start), 0), + (int(end), 50), + color.astype("uint8").tolist(), + -1, + ) + start = end + return com_col_list + +def get_multicolor_rate2(im, mask, n=5): + im = resize(im, (im.shape[0] // 4, im.shape[1] // 4), anti_aliasing=True) + + # Fix 1: drop alpha channel if present + if im.shape[2] == 4: + im = im[:, :, :3] + + # Fix: collapse mask to 2D if it has multiple channels (e.g. RGB or RGBA) + if mask.ndim == 3: + mask = mask[..., 0] + + mask = resize( + mask, (mask.shape[0] // 4, mask.shape[1] // 4), anti_aliasing=True + ) > 0.5 # <-- binariser efter resize + + im2 = im.copy() + im2[mask == 0] = 0 + + columns = im.shape[0] + rows = im.shape[1] + col_list = [] + for i in range(columns): + for j in range(rows): + if mask[i][j]: + col_list.append(im2[i][j] * 256) + + # Fix 2: return early if too few pixels for KMeans + if len(col_list) < n: + return 0.0 + + if len(col_list) == 0: + return 0.0 # <-- returner float, ikke "" + + cluster = KMeans(n_clusters=n, n_init=10).fit(col_list) + com_col_list = get_com_col(cluster, cluster.cluster_centers_) + + dist_list = [] + m = len(com_col_list) + + if m <= 1: + return 0.0 # <-- returner float, ikke "" + + for i in range(0, m - 1): + j = i + 1 + col_1 = com_col_list[i] + col_2 = com_col_list[j] + dist_list.append( + np.sqrt( + (col_1[0] - col_2[0]) ** 2 + + (col_1[1] - col_2[1]) ** 2 + + (col_1[2] - col_2[2]) ** 2 + ) + ) + + if len(dist_list) == 0: + return 0.0 + + return np.max(dist_list) \ No newline at end of file From d4c78ed2b871563635ecae8ede24cb916696dc86 Mon Sep 17 00:00:00 2001 From: Emma Dupont Date: Mon, 30 Mar 2026 13:34:41 +0200 Subject: [PATCH 04/34] code for feature extraction --- src/feature_A.py | 2 ++ src/feature_B.py | 2 ++ 2 files changed, 4 insertions(+) diff --git a/src/feature_A.py b/src/feature_A.py index 6ce28d56..41f2532e 100644 --- a/src/feature_A.py +++ b/src/feature_A.py @@ -1,3 +1,5 @@ +# Code taken from exercise session 05_Feature_Extraction + import cv2 import numpy as np from math import floor, ceil, nan, pi diff --git a/src/feature_B.py b/src/feature_B.py index 4839aa14..5f4765d0 100644 --- a/src/feature_B.py +++ b/src/feature_B.py @@ -1,3 +1,5 @@ +# Code taken from exercise session 05_Feature_Extraction + import numpy as np from math import nan from scipy.spatial import ConvexHull From 6092a9c689b34f84a71b63840d243bea43fa8b2e Mon Sep 17 00:00:00 2001 From: Emma Dupont Date: Mon, 30 Mar 2026 13:37:32 +0200 Subject: [PATCH 05/34] Code for making csv file with features --- data/features.csv | 2104 +++++++++++++++++++++++++++++++++++++++++ feature_extraction.py | 90 ++ 2 files changed, 2194 insertions(+) create mode 100644 data/features.csv create mode 100644 feature_extraction.py diff --git a/data/features.csv b/data/features.csv new file mode 100644 index 00000000..272d0d43 --- /dev/null +++ b/data/features.csv @@ -0,0 +1,2104 @@ +,img_id,cancerous,asymmetry,border,color +0,PAT_1516_1765_530.png,False,0.22404333333333334,0.9915263351975907,31.128042276524358 +1,PAT_46_881_939.png,True,0.1734933333333333,0.9094308383248695,86.83411437446702 +2,PAT_1545_1867_547.png,False,0.17055000000000003,0.8827970191711547,73.34098511676355 +3,PAT_1989_4061_934.png,False,0.23533999999999997,0.9933065270472189,66.29018584970581 +4,PAT_684_1302_588.png,True,0.1243066666666667,0.9857800025168135,67.19470840427664 +5,PAT_1549_1882_230.png,False,0.07903333333333334,0.9972236129443356,60.09218653713679 +6,PAT_778_1471_835.png,True,0.12556666666666663,1.021276595744681,45.82544591437456 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+2100,PAT_491_934_46.png,True,0.07012333333333333,0.9988104277398127,36.28258900748076 +2101,PAT_46_880_140.png,True,0.13426666666666665,0.9672401477270999,52.007213026176416 +2102,PAT_326_690_823.png,True,0.06801666666666666,0.9902869208793939,34.47422675259599 diff --git a/feature_extraction.py b/feature_extraction.py new file mode 100644 index 00000000..dd1c4c78 --- /dev/null +++ b/feature_extraction.py @@ -0,0 +1,90 @@ +# OBS, code takes approx. 40 minutes to load CSV + +import numpy as np +from skimage.transform import resize +import matplotlib.pyplot as plt +import pandas as pd +import os + +from src.feature_A import mean_asymmetry +from src.feature_B import convexity_score +from src.feature_C import get_multicolor_rate2 + +data_path = "../data/" + +def features_csv(meta_data , data_path): + """ + Makes CSV file of skin lesions features (ABC) and wether the skin lesions is cancerous or non-cancerous + Skin lesions without corresponding masks, are not accounted for in the features CSV + """ + + def load_image_and_mask(image_id, data_path = data_path): + """ + Loads single skin lesion image and its corresponding mask + + """ + img_path = data_path + "imgs/" + mask_path = data_path + "masks/" + + file_im = img_path + image_id + file_mask = (mask_path + image_id).replace(".png", "_mask.png") + im = plt.imread(file_im) + mask = plt.imread(file_mask) + + if mask.ndim == 3: + mask = mask[..., 0] + + if im.shape[:2] != mask.shape[:2]: + mask = resize(mask, im.shape[:2], anti_aliasing=False) + + return im, mask + + def load_metadata(meta_data, data_path): + metadata_path = data_path + meta_data + metadata = pd.read_csv(metadata_path) + + metadata["cancerous"] = metadata["diagnostic"].isin(["BCC", "MEL", "SCC"]) + + # Filter to only rows where the mask file actually exists + mask_path = data_path + "masks/" + metadata = metadata[metadata["img_id"].apply( + lambda x: os.path.exists(mask_path + x.replace(".png", "_mask.png")) + )] + + print(f"Found {len(metadata)} images with masks out of {len(pd.read_csv(data_path + meta_data))} total") + + return metadata + + def return_features(row): + img_id = row["img_id"] + im, mask = load_image_and_mask(img_id, data_path) + + # let's extract the other columns in this row that we're interested in + diagnostic = row["cancerous"] + + color = get_multicolor_rate2(im , mask) # good rep + border = convexity_score(mask) + mean_asymmetry_score = mean_asymmetry(mask) + + + # compute your features + feats = { + "img_id": img_id, + "cancerous": diagnostic, + "asymmetry": mean_asymmetry_score, + "border": border, + "color": color, + + } # notice how the identifying info (eg. img_id etc are not relevant once we have extractd the features) + + return feats + + def make_csv(sampled_dfs , output_dir = "output/"): + output_path = os.path.join(output_dir, "features.csv") + features_df = pd.DataFrame(sampled_dfs.apply(return_features, axis=1).to_list()) + return features_df.to_csv(output_path, index=True) + + sampled_dfs = load_metadata(meta_data, data_path) + make_csv(sampled_dfs , "data/") + +features_csv("metadata.csv" , data_path = "data/") From c03a3038f1d67dda3976d7cbe6c77126191aa647 Mon Sep 17 00:00:00 2001 From: Jukm <146073484+JuliusMichelsen@users.noreply.github.com> Date: Tue, 31 Mar 2026 16:45:55 +0200 Subject: [PATCH 06/34] Changed notation for cancerous to binary --- .vscode/settings.json | 4 + data/features.csv | 4206 ++++++++++++++++++++--------------------- 2 files changed, 2107 insertions(+), 2103 deletions(-) create mode 100644 .vscode/settings.json diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 00000000..4b5a2944 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,4 @@ +{ + "python-envs.defaultEnvManager": "ms-python.python:conda", + "python-envs.defaultPackageManager": "ms-python.python:conda" +} \ No newline at end of file diff --git a/data/features.csv b/data/features.csv index 272d0d43..2024a25e 100644 --- a/data/features.csv +++ 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+2102,PAT_326_690_823.png,1,0.0680166666666666,0.990286920879394,34.47422675259599 From 9c572f9f7215235a09cce50625f688dd7bf77452 Mon Sep 17 00:00:00 2001 From: Jukm <146073484+JuliusMichelsen@users.noreply.github.com> Date: Wed, 8 Apr 2026 10:18:07 +0200 Subject: [PATCH 07/34] Added .astype(int) to cancerous or not for features.csv --- feature_extraction.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/feature_extraction.py b/feature_extraction.py index dd1c4c78..5d88b2e7 100644 --- a/feature_extraction.py +++ b/feature_extraction.py @@ -43,7 +43,7 @@ def load_metadata(meta_data, data_path): metadata_path = data_path + meta_data metadata = pd.read_csv(metadata_path) - metadata["cancerous"] = metadata["diagnostic"].isin(["BCC", "MEL", "SCC"]) + metadata["cancerous"] = metadata["diagnostic"].isin(["BCC", "MEL", "SCC"]).astype(int) # Filter to only rows where the mask file actually exists mask_path = data_path + "masks/" From 914756f590e32f7211af4c9635f233bbc2d70cf1 Mon Sep 17 00:00:00 2001 From: Emma Dupont Date: Wed, 8 Apr 2026 13:25:40 +0200 Subject: [PATCH 08/34] updated names for features --- src/feature_A1.py | 138 ++++++++++++++++++++++++++++++++++++++++++++++ src/feature_B1.py | 36 ++++++++++++ 2 files changed, 174 insertions(+) create mode 100644 src/feature_A1.py create mode 100644 src/feature_B1.py diff --git a/src/feature_A1.py b/src/feature_A1.py new file mode 100644 index 00000000..41f2532e --- /dev/null +++ b/src/feature_A1.py @@ -0,0 +1,138 @@ +# Code taken from exercise session 05_Feature_Extraction + +import cv2 +import numpy as np +from math import floor, ceil, nan, pi +from skimage.transform import rotate +from skimage import morphology + +def midpointGroup9(image): + '''Find midpoint of image array.''' + row_mid = image.shape[0] / 2 + col_mid = image.shape[1] / 2 + return row_mid, col_mid + +def asymmetry(mask): + '''Calculate asymmetry score between 0 and 1 from vertical and horizontal axis + on a binary mask, 0 being complete symmetry, 1 being complete asymmetry, + i.e. no pixels overlapping when folding mask on x- and y-axis + + Args: + mask (numpy.ndarray): input mask + + Returns: + asymmetry_score (float): Float between 0 and 1 indicating level of asymmetry. + ''' + + row_mid, col_mid = midpointGroup9(mask) + + # Split mask into halves hortizontally and vertically + upper_half = mask[:ceil(row_mid), :] + lower_half = mask[floor(row_mid):, :] + left_half = mask[:, :ceil(col_mid)] + right_half = mask[:, floor(col_mid):] + + # Flip one half for each axis + flipped_lower = np.flip(lower_half, axis=0) + flipped_right = np.flip(right_half, axis=1) + + # Use logical xor to find pixels where only one half is present + hori_xor_area = np.logical_xor(upper_half, flipped_lower) + vert_xor_area = np.logical_xor(left_half, flipped_right) + + # Compute sums of total pixels and pixels in asymmetry areas + total_pxls = np.sum(mask) + + if total_pxls == 0: # add this + return nan + + hori_asymmetry_pxls = np.sum(hori_xor_area) + vert_asymmetry_pxls = np.sum(vert_xor_area) + + # Calculate asymmetry score + asymmetry_score = (hori_asymmetry_pxls + vert_asymmetry_pxls) / (total_pxls * 2) + + return round(asymmetry_score, 4) + +def cut_mask(mask): + '''Cut empty space from mask array such that it has smallest possible dimensions. + + Args: + mask (numpy.ndarray): mask to cut + + Returns: + cut_mask_ (numpy.ndarray): cut mask + ''' + col_sums = np.sum(mask, axis=0) + row_sums = np.sum(mask, axis=1) + + active_cols = [] + for index, col_sum in enumerate(col_sums): + if col_sum != 0: + active_cols.append(index) + + active_rows = [] + for index, row_sum in enumerate(row_sums): + if row_sum != 0: + active_rows.append(index) + + # return None if mask is empty after rotation + if len(active_cols) == 0 or len(active_rows) == 0: + return None + + col_min = active_cols[0] + col_max = active_cols[-1] + row_min = active_rows[0] + row_max = active_rows[-1] + + cut_mask_ = mask[row_min:row_max+1, col_min:col_max+1] + + return cut_mask_ + +def rotation_asymmetry(mask, n: int): + '''Rotate mask n times and calculate asymmetry score for each iteration. + Rotates n times between 0 and 90 degrees, as 90 degree rotations do not change the + asymmetry score, i.e., a 30 degree rotation is the same as a 120 degree rotation. + + Args: + mask (numpy.ndarray): input mask + n (int): amount of rotations + + Returns: + asymmetry_scores (dict): dict of asymmetry scores calculated from each rotation. + ''' + asymmetry_scores = {} + + for i in range(n): + + degrees = 90 * i / n + + rotated_mask = rotate(mask, degrees) + cutted_mask = cut_mask(rotated_mask) + + if cutted_mask is None: # skip empty rotations + continue + + asymmetry_scores[degrees] = asymmetry(cutted_mask) + + return asymmetry_scores + +def mean_asymmetry(mask, rotations = 30): + '''Return mean asymmetry score from mask. + Optional argument (defualt 30) rotations decides amount of rotations in asymmetry calculation + + Args: + mask (numpy.ndarray): mask to compute asymmetry score for + rotations (int, optional): amount of rotations (default 30) + + Returns: + mean_score (float): mean asymmetry score. + ''' + asymmetry_scores = rotation_asymmetry(mask, rotations) + + if len(asymmetry_scores) == 0: + return nan + + mean_score = sum(asymmetry_scores.values()) / len(asymmetry_scores) + + return mean_score \ No newline at end of file diff --git a/src/feature_B1.py b/src/feature_B1.py new file mode 100644 index 00000000..5f4765d0 --- /dev/null +++ b/src/feature_B1.py @@ -0,0 +1,36 @@ +# Code taken from exercise session 05_Feature_Extraction + +import numpy as np +from math import nan +from scipy.spatial import ConvexHull + +def convexity_score(mask): + '''Calculate convexity score between 0 and 1, + with 0 indicating a smoother border and 1 a more crooked border. + + Args: + image (numpy.ndarray): input masked image + + Returns: + convexity_score (float): Float between 0 and 1 indicating convexity. + ''' + + # Get coordinates of all pixels in the lesion mask + coords = np.transpose(np.nonzero(mask)) + + if len(coords) < 3: # need at least 3 points for ConvexHull + return nan + + # Compute convex hull of lesion pixels + hull = ConvexHull(coords) + + if hull.volume == 0: + return nan + + # Compute area of lesion mask + lesion_area = np.count_nonzero(mask) + + # Compute convexity as ratio of lesion area to hull volume + convexity = lesion_area / hull.volume + + return convexity #round(1-convexity, 3) \ No newline at end of file From 6bbf72c1b1d8910ef939c8294dcbce1b9919d811 Mon Sep 17 00:00:00 2001 From: Leonardo Date: Wed, 8 Apr 2026 13:30:41 +0200 Subject: [PATCH 09/34] Delete src/feature_A.py --- src/feature_A.py | 138 ----------------------------------------------- 1 file changed, 138 deletions(-) delete mode 100644 src/feature_A.py diff --git a/src/feature_A.py b/src/feature_A.py deleted file mode 100644 index 41f2532e..00000000 --- a/src/feature_A.py +++ /dev/null @@ -1,138 +0,0 @@ -# Code taken from exercise session 05_Feature_Extraction - -import cv2 -import numpy as np -from math import floor, ceil, nan, pi -from skimage.transform import rotate -from skimage import morphology - -def midpointGroup9(image): - '''Find midpoint of image array.''' - row_mid = image.shape[0] / 2 - col_mid = image.shape[1] / 2 - return row_mid, col_mid - -def asymmetry(mask): - '''Calculate asymmetry score between 0 and 1 from vertical and horizontal axis - on a binary mask, 0 being complete symmetry, 1 being complete asymmetry, - i.e. no pixels overlapping when folding mask on x- and y-axis - - Args: - mask (numpy.ndarray): input mask - - Returns: - asymmetry_score (float): Float between 0 and 1 indicating level of asymmetry. - ''' - - row_mid, col_mid = midpointGroup9(mask) - - # Split mask into halves hortizontally and vertically - upper_half = mask[:ceil(row_mid), :] - lower_half = mask[floor(row_mid):, :] - left_half = mask[:, :ceil(col_mid)] - right_half = mask[:, floor(col_mid):] - - # Flip one half for each axis - flipped_lower = np.flip(lower_half, axis=0) - flipped_right = np.flip(right_half, axis=1) - - # Use logical xor to find pixels where only one half is present - hori_xor_area = np.logical_xor(upper_half, flipped_lower) - vert_xor_area = np.logical_xor(left_half, flipped_right) - - # Compute sums of total pixels and pixels in asymmetry areas - total_pxls = np.sum(mask) - - if total_pxls == 0: # add this - return nan - - hori_asymmetry_pxls = np.sum(hori_xor_area) - vert_asymmetry_pxls = np.sum(vert_xor_area) - - # Calculate asymmetry score - asymmetry_score = (hori_asymmetry_pxls + vert_asymmetry_pxls) / (total_pxls * 2) - - return round(asymmetry_score, 4) - -def cut_mask(mask): - '''Cut empty space from mask array such that it has smallest possible dimensions. - - Args: - mask (numpy.ndarray): mask to cut - - Returns: - cut_mask_ (numpy.ndarray): cut mask - ''' - col_sums = np.sum(mask, axis=0) - row_sums = np.sum(mask, axis=1) - - active_cols = [] - for index, col_sum in enumerate(col_sums): - if col_sum != 0: - active_cols.append(index) - - active_rows = [] - for index, row_sum in enumerate(row_sums): - if row_sum != 0: - active_rows.append(index) - - # return None if mask is empty after rotation - if len(active_cols) == 0 or len(active_rows) == 0: - return None - - col_min = active_cols[0] - col_max = active_cols[-1] - row_min = active_rows[0] - row_max = active_rows[-1] - - cut_mask_ = mask[row_min:row_max+1, col_min:col_max+1] - - return cut_mask_ - -def rotation_asymmetry(mask, n: int): - '''Rotate mask n times and calculate asymmetry score for each iteration. - Rotates n times between 0 and 90 degrees, as 90 degree rotations do not change the - asymmetry score, i.e., a 30 degree rotation is the same as a 120 degree rotation. - - Args: - mask (numpy.ndarray): input mask - n (int): amount of rotations - - Returns: - asymmetry_scores (dict): dict of asymmetry scores calculated from each rotation. - ''' - asymmetry_scores = {} - - for i in range(n): - - degrees = 90 * i / n - - rotated_mask = rotate(mask, degrees) - cutted_mask = cut_mask(rotated_mask) - - if cutted_mask is None: # skip empty rotations - continue - - asymmetry_scores[degrees] = asymmetry(cutted_mask) - - return asymmetry_scores - -def mean_asymmetry(mask, rotations = 30): - '''Return mean asymmetry score from mask. - Optional argument (defualt 30) rotations decides amount of rotations in asymmetry calculation - - Args: - mask (numpy.ndarray): mask to compute asymmetry score for - rotations (int, optional): amount of rotations (default 30) - - Returns: - mean_score (float): mean asymmetry score. - ''' - asymmetry_scores = rotation_asymmetry(mask, rotations) - - if len(asymmetry_scores) == 0: - return nan - - mean_score = sum(asymmetry_scores.values()) / len(asymmetry_scores) - - return mean_score \ No newline at end of file From cd02bf129b65e1db081b2e87b5f88be67f2f3194 Mon Sep 17 00:00:00 2001 From: Leonardo Date: Wed, 8 Apr 2026 13:30:53 +0200 Subject: [PATCH 10/34] Delete src/feature_B.py --- src/feature_B.py | 36 ------------------------------------ 1 file changed, 36 deletions(-) delete mode 100644 src/feature_B.py diff --git a/src/feature_B.py b/src/feature_B.py deleted file mode 100644 index 5f4765d0..00000000 --- a/src/feature_B.py +++ /dev/null @@ -1,36 +0,0 @@ -# Code taken from exercise session 05_Feature_Extraction - -import numpy as np -from math import nan -from scipy.spatial import ConvexHull - -def convexity_score(mask): - '''Calculate convexity score between 0 and 1, - with 0 indicating a smoother border and 1 a more crooked border. - - Args: - image (numpy.ndarray): input masked image - - Returns: - convexity_score (float): Float between 0 and 1 indicating convexity. - ''' - - # Get coordinates of all pixels in the lesion mask - coords = np.transpose(np.nonzero(mask)) - - if len(coords) < 3: # need at least 3 points for ConvexHull - return nan - - # Compute convex hull of lesion pixels - hull = ConvexHull(coords) - - if hull.volume == 0: - return nan - - # Compute area of lesion mask - lesion_area = np.count_nonzero(mask) - - # Compute convexity as ratio of lesion area to hull volume - convexity = lesion_area / hull.volume - - return convexity #round(1-convexity, 3) \ No newline at end of file From 0f09133d24c93ea69c617e3f71827a196130250d Mon Sep 17 00:00:00 2001 From: Jukm <146073484+JuliusMichelsen@users.noreply.github.com> Date: Wed, 8 Apr 2026 14:16:03 +0200 Subject: [PATCH 11/34] Changed feature_extraction.py, with 2 different feature_A and feature_B --- feature_extraction.py | 24 +++++++++++++++--------- src/feature_A2.py | 27 +++++++++++++++++++++++++++ src/feature_B2.py | 41 +++++++++++++++++++++++++++++++++++++++++ 3 files changed, 83 insertions(+), 9 deletions(-) create mode 100644 src/feature_A2.py create mode 100644 src/feature_B2.py diff --git a/feature_extraction.py b/feature_extraction.py index 5d88b2e7..d65b8cba 100644 --- a/feature_extraction.py +++ b/feature_extraction.py @@ -6,8 +6,10 @@ import pandas as pd import os -from src.feature_A import mean_asymmetry -from src.feature_B import convexity_score +from src.feature_A1 import mean_asymmetry +from src.feature_A2 import asymmetry_np_centroid +from src.feature_B1 import convexity_score +from src.feature_B2 import border_irregularity from src.feature_C import get_multicolor_rate2 data_path = "../data/" @@ -62,17 +64,21 @@ def return_features(row): # let's extract the other columns in this row that we're interested in diagnostic = row["cancerous"] + mean_asymmetry_score_center_pic = mean_asymmetry(mask) #A1 - center of picture + asymmetry_score_np = asymmetry_np_centroid(mask) #A2 - centroid(center of lesion) + border_convex = convexity_score(mask) #B1 - convex + border_contours = border_irregularity(mask) #B2 - Centroid (Only taking the largest lesion if multiple) color = get_multicolor_rate2(im , mask) # good rep - border = convexity_score(mask) - mean_asymmetry_score = mean_asymmetry(mask) - + - # compute your features + # computing features feats = { "img_id": img_id, "cancerous": diagnostic, - "asymmetry": mean_asymmetry_score, - "border": border, + "asymmetry_mean": mean_asymmetry_score_center_pic, #A1 - Center picture + "asymmetry_np_centroid" : asymmetry_score_np, #A2 - Center lesion + "border_convex": border_convex, #B1 Convex + "border_contours": border_contours, #B2 Centroid "color": color, } # notice how the identifying info (eg. img_id etc are not relevant once we have extractd the features) @@ -80,7 +86,7 @@ def return_features(row): return feats def make_csv(sampled_dfs , output_dir = "output/"): - output_path = os.path.join(output_dir, "features.csv") + output_path = os.path.join(output_dir, "features_2.csv") features_df = pd.DataFrame(sampled_dfs.apply(return_features, axis=1).to_list()) return features_df.to_csv(output_path, index=True) diff --git a/src/feature_A2.py b/src/feature_A2.py new file mode 100644 index 00000000..abcb5fd2 --- /dev/null +++ b/src/feature_A2.py @@ -0,0 +1,27 @@ +import numpy as np +import cv2 + +# Asymmetri-function - "Is taking all spots into account, so for multiple spots, the asymmetri-score will be inaccurate!!!" + +def asymmetry_np_centroid(mask): + ''' + -Input: Mask of a skin lesion + + - Creates numpy arrays, and take average to get center point (centroid) of the lesion. + - Then split and sum the 4 different quadrants. + - And at last, computing the assymetry + + - Returns: Asymmetry of the mask, where 0 is perfect symmetry and 1 and completly asymmetric + ''' + # We use centroid to find the "center of mass", to find the point where to split to 4 quadrants later + y, x = np.where(mask > 0) # Creating 2 numpy arrays with indices where mask > 0 (lesion present) + cx, cy = np.mean(x), np.mean(y) # "c" named after method. Taking the average of x- and y-coordinates which gives the center point (cy = centor-y-coordinate) + + # Spliting all mask into 4 quadrants and sum the points + q1 = mask[:int(cy), :int(cx)].sum() # For each quadrant, slicing is used. So, if :int(cy), :int(cx), + q2 = mask[:int(cy), int(cx):].sum() # then everythin up to the center is included, + q3 = mask[int(cy):, :int(cx)].sum() # and int(cy):, int(cx):, then all after the center is included. + q4 = mask[int(cy):, int(cx):].sum() # General ":" before means before that, since it comes before int(cy)(which is the center y-coordinate), vice versa. + + # Asymmetry = difference between opposite quadrants + return max(abs(q1 - q4), abs(q2 - q3)) / (q1 + q2 + q3 + q4 + 1e-6) # Formula for asymmetri \ No newline at end of file diff --git a/src/feature_B2.py b/src/feature_B2.py new file mode 100644 index 00000000..4593ec35 --- /dev/null +++ b/src/feature_B2.py @@ -0,0 +1,41 @@ +import numpy as np +import cv2 + +# Border function - "Is only finding and evaluating the largest spot if multiple!!!" +def border_irregularity(mask): + ''' + * REMARK! only working properly with 1 spot, or if only the main(biggest) is wanted!!! + - Input: Mask of a skin lesion + + - For contours: + "RETR_EXTERNAL" only takes the outermost, with ignoring holes inside () + "CHAIN_APPROX_NONE" keeps all contour points for maximum accuracy. + + We then with the larges countour, the border of the lesion, finds the area, finding the compactness and at last find the irreguality score + + - Output: An irregularity-score from 0(perfect)-1(irregular) + ''' + # First we find the contours(omkridser) + contours, _ = cv2.findContours(mask.astype(np.uint8), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE) # np.uint8 needed for OpenCV + # the second output "_" is for hierarchy, which is useless with RETR_ETERNAL since it only takes the outermost contour for each spot + + # if no contours found at all, we return words score = 1 (irregular) + if not contours: + return 1.0 + + # Now we want to find the largers contour, which gives the largest spot if there is multiple (It is easier for the next parts) + largest_contour = max(contours, key=cv2.contourArea) + + # Now we calculate the perimeter. True is to make sure, start and endpoint, is at the same spot + perimeter = cv2.arcLength(largest_contour, True) + + # And the area of the area/pixels inside the lesion + area = np.sum(mask>0) + + # With the area, we can calculate the compactness : (Perimier^2) / (4*Pi*Area), with 1 being perfect and under 1 being irregular + compactness = (perimeter * perimeter) / (4 * 3.14159 * area + 1e-6) # 1e-6 is used to avoid division with 0 + + # Given lesion can have higher scores than 1, often up to 5, we normalize + irregularity = min(max((compactness-1)/4,0), 1.0) + + return irregularity \ No newline at end of file From 3c9d3cf4964ed0d243acec7a28811be1fdc541dc Mon Sep 17 00:00:00 2001 From: Jukm <146073484+JuliusMichelsen@users.noreply.github.com> Date: Wed, 8 Apr 2026 14:38:06 +0200 Subject: [PATCH 12/34] Fixed small spelling mistakes, and changed feats parameter names --- feature_extraction.py | 8 ++++---- src/feature_A2.py | 2 -- 2 files changed, 4 insertions(+), 6 deletions(-) diff --git a/feature_extraction.py b/feature_extraction.py index d65b8cba..3900a5bd 100644 --- a/feature_extraction.py +++ b/feature_extraction.py @@ -75,10 +75,10 @@ def return_features(row): feats = { "img_id": img_id, "cancerous": diagnostic, - "asymmetry_mean": mean_asymmetry_score_center_pic, #A1 - Center picture - "asymmetry_np_centroid" : asymmetry_score_np, #A2 - Center lesion - "border_convex": border_convex, #B1 Convex - "border_contours": border_contours, #B2 Centroid + "asymmetry_mean": mean_asymmetry_score_center_pic, #A1 - Center of picture + "asymmetry_np_centroid" : asymmetry_score_np, #A2 - Center of lesion + "border_convex": border_convex, #B1 - Convex + "border_contours": border_contours, #B2 - Centroid "color": color, } # notice how the identifying info (eg. img_id etc are not relevant once we have extractd the features) diff --git a/src/feature_A2.py b/src/feature_A2.py index abcb5fd2..968c42ca 100644 --- a/src/feature_A2.py +++ b/src/feature_A2.py @@ -1,8 +1,6 @@ import numpy as np -import cv2 # Asymmetri-function - "Is taking all spots into account, so for multiple spots, the asymmetri-score will be inaccurate!!!" - def asymmetry_np_centroid(mask): ''' -Input: Mask of a skin lesion From e88ed6ec13b28484a34f44e53dbb483adbbbec71 Mon Sep 17 00:00:00 2001 From: Jukm <146073484+JuliusMichelsen@users.noreply.github.com> Date: Wed, 8 Apr 2026 17:49:56 +0200 Subject: [PATCH 13/34] small fix --- feature_extraction.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/feature_extraction.py b/feature_extraction.py index 3900a5bd..3e5ca9ad 100644 --- a/feature_extraction.py +++ b/feature_extraction.py @@ -17,7 +17,7 @@ def features_csv(meta_data , data_path): """ Makes CSV file of skin lesions features (ABC) and wether the skin lesions is cancerous or non-cancerous - Skin lesions without corresponding masks, are not accounted for in the features CSV + Skin lesions without corresponding masks, are not accounted for in the features.csv """ def load_image_and_mask(image_id, data_path = data_path): @@ -93,4 +93,4 @@ def make_csv(sampled_dfs , output_dir = "output/"): sampled_dfs = load_metadata(meta_data, data_path) make_csv(sampled_dfs , "data/") -features_csv("metadata.csv" , data_path = "data/") +features_csv("metadata.csv" , data_path = "data/") \ No newline at end of file From 903ce7c62985382d98e9818a7692eec6d6867522 Mon Sep 17 00:00:00 2001 From: Emma Dupont Date: Thu, 9 Apr 2026 13:38:23 +0200 Subject: [PATCH 14/34] Updated feature extractions codes --- data/features.csv | 4208 ++++++++++++++++++++--------------------- feature_extraction.py | 105 +- src/.DS_Store | Bin 0 -> 6148 bytes src/feature_A1.py | 76 +- src/feature_A2.py | 5 + src/feature_B1.py | 19 +- src/feature_B2.py | 2 +- src/feature_C.py | 63 +- 8 files changed, 2306 insertions(+), 2172 deletions(-) create mode 100644 src/.DS_Store diff --git a/data/features.csv b/data/features.csv index 2024a25e..e9af7cb7 100644 --- a/data/features.csv +++ b/data/features.csv @@ -1,2104 +1,2104 @@ -,img_id,cancerous,asymmetry,border,color -0,PAT_1516_1765_530.png,0,0.2240433333333333,0.9915263351975908,31.12804227652436 -1,PAT_46_881_939.png,1,0.1734933333333333,0.9094308383248696,86.83411437446702 -2,PAT_1545_1867_547.png,0,0.17055,0.8827970191711547,73.34098511676355 -3,PAT_1989_4061_934.png,0,0.2353399999999999,0.9933065270472188,66.29018584970581 -4,PAT_684_1302_588.png,1,0.1243066666666667,0.9857800025168136,67.19470840427664 -5,PAT_1549_1882_230.png,0,0.0790333333333333,0.9972236129443356,60.09218653713679 -6,PAT_778_1471_835.png,1,0.1255666666666666,1.021276595744681,45.82544591437456 -7,PAT_1995_4080_695.png,0,0.7757866666666666,0.2712677686520545,106.47448480911676 -8,PAT_705_4015_413.png,0,0.3455466666666666,0.801970908995428,56.70064339903227 -9,PAT_2140_4726_141.png,0,0.34096,0.9843310025194348,89.1724362066358 -10,PAT_967_1827_247.png,1,0.2823566666666666,0.9880899867666526,104.68412757683484 -11,PAT_2088_4524_465.png,0,0.0917266666666666,0.9990856446205424,89.32535390285034 -12,PAT_636_1204_521.png,1,0.1745399999999999,0.882102704345184,130.4890003160742 -13,PAT_38_54_234.png,1,0.1015433333333333,0.9937018453593096,50.9135981293816 -14,PAT_741_1401_619.png,1,0.1986133333333333,0.9797247898717216,132.5683843742255 -15,PAT_380_1540_959.png,1,0.1227066666666666,0.9898677467901262,67.87174342925394 -16,PAT_1783_3414_120.png,0,0.1597566666666666,0.9456313338811284,77.58236231690411 -17,PAT_759_1538_566.png,1,0.1012,0.996662958843159,71.77613298281466 -18,PAT_821_1547_77.png,1,0.27041,0.9356892010535556,39.735489096803285 -19,PAT_1693_3103_879.png,0,0.6583633333333334,0.677498028716557,83.02492430689107 -20,PAT_875_1668_588.png,1,0.0384933333333333,0.9983472072330438,85.98133598028274 -21,PAT_1653_2916_346.png,0,0.23578,0.9787438657030932,67.20450962108794 -22,PAT_1790_3425_942.png,0,0.0998933333333333,0.9793670772273666,75.88008724146535 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-16,14 +15,40 @@ def features_csv(meta_data , data_path): """ - Makes CSV file of skin lesions features (ABC) and wether the skin lesions is cancerous or non-cancerous - Skin lesions without corresponding masks, are not accounted for in the features.csv + Extracts ABC features from skin lesion images and masks and saves them into a CSV file. + + Loads images and the corresponding masks based on the given metadata. + Only images with existing masks are used. For each image we extract the following features: + - A1: Mean asymmetry score based on center of image + - A2: Asymmetry score based on centroid of lesion + - B1: Border convexity score + - B2: Border irregularity score + - C: Multicolor rate + + Features that couldn't be computed are stored as NaN and will be seen as an empty slot in the CSV file. + + Args: + meta_data (str): Filename of dataset (e.g. "metadata.csv"). + data_path (str): Root path to the location of the dataset. + + Returns: + None: The code loads the CSV file directly into the given datapath + + Notes: + Code takes 20-30 minutes to run """ def load_image_and_mask(image_id, data_path = data_path): """ - Loads single skin lesion image and its corresponding mask + Loads single skin lesion image and the corresponding mask. + Args: + image_id (str): Image id taken from the metadata. + data_path (str): Root path to the location of the dataset. + + Returns: + im: np.ndarray of the loaded image + mask: np.ndarray of the loaded mask """ img_path = data_path + "imgs/" mask_path = data_path + "masks/" @@ -33,18 +58,31 @@ def load_image_and_mask(image_id, data_path = data_path): im = plt.imread(file_im) mask = plt.imread(file_mask) - if mask.ndim == 3: - mask = mask[..., 0] + if mask.ndim == 3: + mask = mask[..., 0] # Converts RGB mask into grayscale, by only taking first channel if im.shape[:2] != mask.shape[:2]: - mask = resize(mask, im.shape[:2], anti_aliasing=False) + mask = resize(mask, im.shape[:2], anti_aliasing=False) # Resize mask dimension to image if they are different return im, mask def load_metadata(meta_data, data_path): + """ + Loads the metadata as a pandas dataframe. + + Creates new column, which defines wether a lesion is cancerous or benign in binary values. + + Args: + meta_data (str): Filename of the dataset (e.g. "metadata.csv") + data_path (str): Root path to the location of the dataset. + + Returns: + Dataframe from metadata with column defining cancerous or benign + """ metadata_path = data_path + meta_data metadata = pd.read_csv(metadata_path) + # Labels a cancerous lesion with 1 and a benign lesion with 0 metadata["cancerous"] = metadata["diagnostic"].isin(["BCC", "MEL", "SCC"]).astype(int) # Filter to only rows where the mask file actually exists @@ -58,39 +96,60 @@ def load_metadata(meta_data, data_path): return metadata def return_features(row): + """ + Extracts ABC features for each skin lesion image and the corresponding mask. + Stores the features in a dictionary + + Args: + row (pd.Series): A single row from metadata containing "img_id" and "cancerous" + + Returns: + feats (dict): A dictionary with all extracted features for every skin lesion with a mask + """ img_id = row["img_id"] im, mask = load_image_and_mask(img_id, data_path) - # let's extract the other columns in this row that we're interested in diagnostic = row["cancerous"] - mean_asymmetry_score_center_pic = mean_asymmetry(mask) #A1 - center of picture - asymmetry_score_np = asymmetry_np_centroid(mask) #A2 - centroid(center of lesion) - border_convex = convexity_score(mask) #B1 - convex + mean_asymmetry_score_center_pic = mean_asymmetry(mask) #A1 - Center of cut picture + asymmetry_score_np = asymmetry_np_centroid(mask) #A2 - Centroid (center of lesion) + border_convex = convexity_score(mask) #B1 - Convexity score border_contours = border_irregularity(mask) #B2 - Centroid (Only taking the largest lesion if multiple) - color = get_multicolor_rate2(im , mask) # good rep + color = get_multicolor_rate2(im , mask) #C - Difference between dominant colors # computing features feats = { "img_id": img_id, "cancerous": diagnostic, - "asymmetry_mean": mean_asymmetry_score_center_pic, #A1 - Center of picture - "asymmetry_np_centroid" : asymmetry_score_np, #A2 - Center of lesion - "border_convex": border_convex, #B1 - Convex - "border_contours": border_contours, #B2 - Centroid + "asymmetry_mean": mean_asymmetry_score_center_pic, + "asymmetry_np_centroid" : asymmetry_score_np, + "border_convex": border_convex, + "border_contours": border_contours, "color": color, - } # notice how the identifying info (eg. img_id etc are not relevant once we have extractd the features) + } return feats - def make_csv(sampled_dfs , output_dir = "output/"): - output_path = os.path.join(output_dir, "features_2.csv") - features_df = pd.DataFrame(sampled_dfs.apply(return_features, axis=1).to_list()) + def make_csv(df , output_dir = "output/"): + """ + Outputs the CSV file with the featues computed for the skin lesions + + Args: + df (pd.DataFrame): The dataframe for the given CSV file + output_dir (str): The path where the final CSV file should be loaded to + + Returns: + The final CSV file with the diagnostic, image id and extracted features + """ + output_path = os.path.join(output_dir, "features.csv") + # Apply return_features to each row and collect the results as a list and converts the list into a dataframe + features_df = pd.DataFrame(df.apply(return_features, axis=1).to_list()) + return features_df.to_csv(output_path, index=True) - sampled_dfs = load_metadata(meta_data, data_path) - make_csv(sampled_dfs , "data/") + df = load_metadata(meta_data, data_path) + make_csv(df , "data/") features_csv("metadata.csv" , data_path = "data/") \ No newline at end of file diff --git a/src/.DS_Store b/src/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6 GIT binary patch literal 6148 zcmeH~Jr2S!425mzP>H1@V-^m;4Wg<&0T*E43hX&L&p$$qDprKhvt+--jT7}7np#A3 zem<@ulZcFPQ@L2!n>{z**++&mCkOWA81W14cNZlEfg7;MkzE(HCqgga^y>{tEnwC%0;vJ&^%eQ zLs35+`xjp>T0 0) # Creating 2 numpy arrays with indices where mask > 0 (lesion present) + + # Guard clause: if mask is empty, return 0 (or np.nan, depending on your preference) + if len(x) == 0 or len(y) == 0: + return np.nan # or return np.nan + cx, cy = np.mean(x), np.mean(y) # "c" named after method. Taking the average of x- and y-coordinates which gives the center point (cy = centor-y-coordinate) # Spliting all mask into 4 quadrants and sum the points diff --git a/src/feature_B1.py b/src/feature_B1.py index 5f4765d0..f1bb24fc 100644 --- a/src/feature_B1.py +++ b/src/feature_B1.py @@ -1,31 +1,36 @@ # Code taken from exercise session 05_Feature_Extraction import numpy as np -from math import nan from scipy.spatial import ConvexHull def convexity_score(mask): - '''Calculate convexity score between 0 and 1, - with 0 indicating a smoother border and 1 a more crooked border. + ''' + Calculate convexity score of binary mask, + with 1 indicating a smoother border and 0 a more crooked border. + + Convexity is defined as the ratio of the mask area to the area of its convex hull (smallest boundary consisting of all 1 values). Args: - image (numpy.ndarray): input masked image + mask (np.ndarray): input masked image Returns: convexity_score (float): Float between 0 and 1 indicating convexity. + np.nan: If the mask is empty ''' # Get coordinates of all pixels in the lesion mask coords = np.transpose(np.nonzero(mask)) + # If mask is empty if len(coords) < 3: # need at least 3 points for ConvexHull - return nan + return np.nan # Compute convex hull of lesion pixels hull = ConvexHull(coords) + # If convex hull has zero area if hull.volume == 0: - return nan + return np.nan # Compute area of lesion mask lesion_area = np.count_nonzero(mask) @@ -33,4 +38,4 @@ def convexity_score(mask): # Compute convexity as ratio of lesion area to hull volume convexity = lesion_area / hull.volume - return convexity #round(1-convexity, 3) \ No newline at end of file + return convexity \ No newline at end of file diff --git a/src/feature_B2.py b/src/feature_B2.py index 4593ec35..de8b4285 100644 --- a/src/feature_B2.py +++ b/src/feature_B2.py @@ -21,7 +21,7 @@ def border_irregularity(mask): # if no contours found at all, we return words score = 1 (irregular) if not contours: - return 1.0 + return np.nan # Now we want to find the largers contour, which gives the largest spot if there is multiple (It is easier for the next parts) largest_contour = max(contours, key=cv2.contourArea) diff --git a/src/feature_C.py b/src/feature_C.py index bb102eb9..a3b0d734 100644 --- a/src/feature_C.py +++ b/src/feature_C.py @@ -6,17 +6,37 @@ from sklearn.cluster import KMeans def get_com_col(cluster, centroids): + """ + Extracts most common colors from a KMeans clustering result + and visualizes them as a color bar. + + Args: + cluster (KMeans): Fitted KMeans object containing cluster labels. + centroids (np.ndarray): Array of cluster centroid colors. + + Returns: + com_col_list (list): List of most common colors (RGB) + with a presence of > 8% of the picture. + """ com_col_list = [] + + # Histogram of cluster labels labels = np.arange(0, len(np.unique(cluster.labels_)) + 1) (hist, _) = np.histogram(cluster.labels_, bins=labels) hist = hist.astype("float") hist /= hist.sum() + # Blank rectangle for color bar visualization rect = np.zeros((50, 300, 3), dtype=np.uint8) - colors = sorted([(percent, color) for (percent, color) in zip(hist, centroids)], key= lambda x:x[0]) + + # Sort colors by percentage + colors = sorted( + [(percent, color) for (percent, color) in zip(hist, centroids)], key= lambda x:x[0] + ) + start = 0 for percent, color in colors: - if percent > 0.08: + if percent > 0.08: # Consider only colors with more than 8% presence in picture com_col_list.append(color) end = start + (percent * 300) cv2.rectangle( @@ -30,47 +50,66 @@ def get_com_col(cluster, centroids): return com_col_list def get_multicolor_rate2(im, mask, n=5): + """ + Computes a measure of color diversity using KMeans clustering. + Returns the maximum Euclidean distance between the common colors, with + a higher number being very different colors and a lower number being very similar colors. + + Args: + im (np.ndarray): Input image + mask (np.ndarray): Input mask. + n (int, optional): Number of clusters for KMeans. Default is 5. + + Returns: + np.max(dist_list) (float): Maximum Euclidian distance between the dominant colors. + np.nan: If there are too few pixels or not enough colors. + """ + # Scale down image to speed up computation im = resize(im, (im.shape[0] // 4, im.shape[1] // 4), anti_aliasing=True) - # Fix 1: drop alpha channel if present + # Drop alpha channel if present if im.shape[2] == 4: im = im[:, :, :3] - # Fix: collapse mask to 2D if it has multiple channels (e.g. RGB or RGBA) + # Ensure mask is in 2D if mask.ndim == 3: mask = mask[..., 0] + # Downscale mask and ensure binary values mask = resize( mask, (mask.shape[0] // 4, mask.shape[1] // 4), anti_aliasing=True - ) > 0.5 # <-- binariser efter resize + ) > 0.5 + # Copy image and zero out pixels in image that is outside the mask im2 = im.copy() im2[mask == 0] = 0 columns = im.shape[0] rows = im.shape[1] col_list = [] + + # Collect masked pixel colors for i in range(columns): for j in range(rows): if mask[i][j]: col_list.append(im2[i][j] * 256) - # Fix 2: return early if too few pixels for KMeans + # Not enough pixels for KMeans if len(col_list) < n: - return 0.0 - - if len(col_list) == 0: - return 0.0 # <-- returner float, ikke "" + return np.nan + # Cluster colors using KMeans cluster = KMeans(n_clusters=n, n_init=10).fit(col_list) com_col_list = get_com_col(cluster, cluster.cluster_centers_) dist_list = [] m = len(com_col_list) + # Not enough colors if m <= 1: - return 0.0 # <-- returner float, ikke "" + return np.nan + # Compute pairwise Eucledian distance between most common colors for i in range(0, m - 1): j = i + 1 col_1 = com_col_list[i] @@ -84,6 +123,6 @@ def get_multicolor_rate2(im, mask, n=5): ) if len(dist_list) == 0: - return 0.0 + return np.nan return np.max(dist_list) \ No newline at end of file From c662ed37817a739ce79d5328314d973d93e04a98 Mon Sep 17 00:00:00 2001 From: Asta-Valdorf Date: Wed, 15 Apr 2026 12:44:22 +0200 Subject: [PATCH 15/34] Add hair and pen marks detection and removal code --- "Icon\r" | 0 hair_coverage_analysis.py | 204 +++++++++++++++++++++++++++++++++++++ pen_removal_analysis.py | 205 ++++++++++++++++++++++++++++++++++++++ 3 files changed, 409 insertions(+) create mode 100644 "Icon\r" create mode 100644 hair_coverage_analysis.py create mode 100644 pen_removal_analysis.py diff --git "a/Icon\r" "b/Icon\r" new file mode 100644 index 00000000..e69de29b diff --git a/hair_coverage_analysis.py b/hair_coverage_analysis.py new file mode 100644 index 00000000..cb33da0e --- /dev/null +++ b/hair_coverage_analysis.py @@ -0,0 +1,204 @@ +import cv2 +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +from pathlib import Path +import random + +# code for hair and pen detection + removal + +# full dataset +df = pd.read_csv('md.csv') + +IMG_DIR = Path("imgs") +MASK_DIR = Path("masks") + +img_id = df["img_id"].iloc[0] +img_path = IMG_DIR / img_id +mask_path = MASK_DIR / img_id.replace(".png", "_mask.png") + +# hair detection and removal for light and dark hair +# group into three groups based on amount of coverage + +def hair_coverage(img_gray, kernel_size=9, threshold=10): + """ + Estimate the fraction of the image covered by hair. + Uses combined blackhat+tophat for complete dark/light hair detection. + """ + kernel = cv2.getStructuringElement(cv2.MORPH_CROSS, (kernel_size, kernel_size)) + + blackhat = cv2.morphologyEx(img_gray, cv2.MORPH_BLACKHAT, kernel) + tophat = cv2.morphologyEx(img_gray, cv2.MORPH_TOPHAT, kernel) + + # Combine both dark- and light-hair responses + combined = cv2.add(blackhat, tophat) + + _, hair_mask = cv2.threshold(combined, threshold, 255, cv2.THRESH_BINARY) + hair_mask = cv2.medianBlur(hair_mask, 3) # denoise + + total_area = img_gray.shape[0] * img_gray.shape[1] + hair_area = np.count_nonzero(hair_mask) + + return hair_area / total_area + + +def removeHair_auto(img_org, img_gray, lesion_mask=None): + coverage = hair_coverage(img_gray) + + if coverage < 0.01: + return "skip", None, None, img_org.copy(), coverage, 0, 0 + + if coverage < 0.08: + kernel_size = 9 + black_threshold = 12 + top_threshold = 18 + radius = 3 + else: + kernel_size = 11 + black_threshold = 15 + top_threshold = 22 + radius = 5 + + kernel = cv2.getStructuringElement(cv2.MORPH_CROSS, (kernel_size, kernel_size)) + + blackhat = cv2.morphologyEx(img_gray, cv2.MORPH_BLACKHAT, kernel) + tophat = cv2.morphologyEx(img_gray, cv2.MORPH_TOPHAT, kernel) + + _, black_mask = cv2.threshold(blackhat, black_threshold, 255, cv2.THRESH_BINARY) + _, top_mask = cv2.threshold(tophat, top_threshold, 255, cv2.THRESH_BINARY) + + # Make light-hair detection stricter to avoid detecting light spots on skin instead of hair + #top_mask = cv2.medianBlur(top_mask, 3) + + black_score = np.count_nonzero(black_mask) + top_score = np.count_nonzero(top_mask) + + # Only choose light mode if it clearly wins + if top_score > 1.3 * black_score: + mode = "light" + response = tophat + mask = top_mask + else: + mode = "dark" + response = blackhat + mask = black_mask + + if lesion_mask is not None: + if lesion_mask.shape != mask.shape: + lesion_mask = cv2.resize(lesion_mask, (mask.shape[1], mask.shape[0])) + if lesion_mask.dtype != mask.dtype: + lesion_mask = lesion_mask.astype(mask.dtype) + mask = cv2.bitwise_and(mask, lesion_mask) + + img_out = cv2.inpaint(img_org, mask, radius, cv2.INPAINT_TELEA) + + return mode, response, mask, img_out, coverage, black_score, top_score + + +coverages = [] +df_meta = pd.read_csv('md.csv') + +IMG_DIR = Path("images") +MASK_DIR = Path("masks") + +# based on histogram +def label_coverage(coverage): + if coverage < 0.01: + return "low" + elif coverage < 0.08: + return "medium" + else: + return "high" + + +# loop through dataset +data = [] + +for img_id in df_meta["img_id"]: + img_path = str(IMG_DIR / img_id) + img = cv2.imread(str(img_path)) + if img is None: + print(f"Warning: Could not read image {img_path}") + continue + gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + + cov = hair_coverage(gray) + coverages.append(cov) + label = label_coverage(cov) + + data.append({ + "image_path": str(img_path), + "coverage": cov, + "label": label + }) + +df = pd.DataFrame(data) +print(df["label"].value_counts()) # check distribution + + +# plots + +def show_removal_examples(df, label, n=3): + subset = df[df["label"] == label] + + print(f"{label} removal samples: {len(subset)} images") + + if len(subset) == 0: + print(f"No samples for label: {label}") + return + + samples = subset.sample(min(n, len(subset)), random_state=None) + + for _, row in samples.iterrows(): + img_bgr = cv2.imread(row["image_path"]) + if img_bgr is None: + print(f"Warning: Could not read image {row['image_path']}") + continue + + gray = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2GRAY) + mode, response, mask, img_out, coverage, black_score, top_score = removeHair_auto(img_bgr, gray) + + fig, axes = plt.subplots(1, 4, figsize=(18, 5)) + fig.suptitle( + f"{label} | coverage={coverage:.3f} | mode={mode} | " + f"black_score={black_score} | top_score={top_score}" + ) + + axes[0].imshow(cv2.cvtColor(img_bgr, cv2.COLOR_BGR2RGB)) + axes[0].set_title("Original") + axes[0].axis("off") + + if response is not None: + axes[1].imshow(response, cmap="gray") + else: + axes[1].text(0.5, 0.5, "Skipped", ha="center", va="center") + axes[1].set_title("Response") + axes[1].axis("off") + + if mask is not None: + axes[2].imshow(mask, cmap="gray") + else: + axes[2].text(0.5, 0.5, "Skipped", ha="center", va="center") + axes[2].set_title("Final mask") + axes[2].axis("off") + + axes[3].imshow(cv2.cvtColor(img_out, cv2.COLOR_BGR2RGB)) + axes[3].set_title("Inpainted") + axes[3].axis("off") + + plt.tight_layout() + plt.show() + + +# Show removal pipeline examples side by side +show_removal_examples(df, "medium") +show_removal_examples(df, "high") + + +# plot +plt.hist(coverages, bins=30) +plt.yscale('log') +plt.title("Hair Coverage Distribution") +plt.xlabel("Coverage") +plt.ylabel("Frequency") +plt.show() \ No newline at end of file diff --git a/pen_removal_analysis.py b/pen_removal_analysis.py new file mode 100644 index 00000000..9a20ca03 --- /dev/null +++ b/pen_removal_analysis.py @@ -0,0 +1,205 @@ +import cv2 +import numpy as np +import pandas as pd +import os +import matplotlib.pyplot as plt +from pathlib import Path + +# pen detection and removal + + +# full dataset +df = pd.read_csv('md.csv') + +IMG_DIR = Path("imgs") +MASK_DIR = Path("masks") + +img_id = df["img_id"].iloc[0] +img_path = IMG_DIR / img_id +mask_path = MASK_DIR / img_id.replace(".png", "_mask.png") + + +# Pen detection parameters for quick single-image tuning. (HSV) +# catch dark/light blue with different saturation and black/lighter +BLUE_LOW_1 = (90, 40, 80) +BLUE_HIGH_1 = (140, 255, 255) + +BLUE_LOW_2 = (85, 30, 60) +BLUE_HIGH_2 = (140, 200, 255) + +BLACK_LOW = (0, 0, 0) +BLACK_HIGH = (180, 50, 80) + +FILTER_MIN_AREA = 8 +FILTER_MIN_ASPECT_RATIO = 1.5 +MIN_PEN_PIXELS = 100 +INPAINT_DILATION_ITERATIONS = 3 +INPAINT_RADIUS = 5 + + +def filter_pen_components(mask, min_area=FILTER_MIN_AREA, min_aspect_ratio=FILTER_MIN_ASPECT_RATIO): + """ + Keep only connected components that look stroke-like rather than blob-like. + This helps reject round dark lesion regions that can resemble black pen. + """ + num_labels, labels, stats, _ = cv2.connectedComponentsWithStats(mask, connectivity=8) + clean_mask = np.zeros_like(mask) + + for label_idx in range(1, num_labels): + x, y, w, h, area = stats[label_idx] + + if area < min_area: + continue + + aspect_ratio = max(w, h) / max(1, min(w, h)) + if aspect_ratio < min_aspect_ratio: + continue + + clean_mask[labels == label_idx] = 255 + + return clean_mask + + +def count_pen_components(mask, min_area=FILTER_MIN_AREA, min_aspect_ratio=FILTER_MIN_ASPECT_RATIO): + """ + Count stroke-like connected components in a mask. + """ + num_labels, _, stats, _ = cv2.connectedComponentsWithStats(mask, connectivity=8) + count = 0 + + for label_idx in range(1, num_labels): + x, y, w, h, area = stats[label_idx] + if area < min_area: + continue + + aspect_ratio = max(w, h) / max(1, min(w, h)) + if aspect_ratio < min_aspect_ratio: + continue + + count += 1 + + return count + + +def detect_pen(img_bgr): + """ + Detect likely blue and black pen marks in a BGR uint8 image. + Blue pen is detected by hue; black pen is detected conservatively and + filtered by component shape to avoid removing dark lesion structures. + """ + hsv = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2HSV) + + # different blue saturation + lower_blue_1 = np.array(BLUE_LOW_1, dtype=np.uint8) + upper_blue_1 = np.array(BLUE_HIGH_1, dtype=np.uint8) + lower_blue_2 = np.array(BLUE_LOW_2, dtype=np.uint8) + upper_blue_2 = np.array(BLUE_HIGH_2, dtype=np.uint8) + + # combined into one with bitwise OR + blue_mask_1 = cv2.inRange(hsv, lower_blue_1, upper_blue_1) + blue_mask_2 = cv2.inRange(hsv, lower_blue_2, upper_blue_2) + blue_mask = cv2.bitwise_or(blue_mask_1, blue_mask_2) + + lower_black = np.array(BLACK_LOW, dtype=np.uint8) + upper_black = np.array(BLACK_HIGH, dtype=np.uint8) + + black_mask = cv2.inRange(hsv, lower_black, upper_black) + black_mask = cv2.medianBlur(black_mask, 3) + black_mask = filter_pen_components(black_mask) # filter to reduce to pen strokes + + pen_mask = cv2.bitwise_or(blue_mask, black_mask) + print(img_bgr.dtype) + print(img_bgr.min(), img_bgr.max()) + return pen_mask, blue_mask, black_mask + + +def has_pen_mark(pen_mask, min_pixels=MIN_PEN_PIXELS): + """ + Decide whether an image contains enough pen-like pixels to justify inpainting. + """ + return np.count_nonzero(pen_mask) >= min_pixels + + +def remove_pen(img_bgr, pen_mask): + """ + Inpaint over detected pen marks. + Pen strokes are often thicker than the raw mask, so the mask is dilated first. + """ + kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (5, 5)) + mask_dilated = cv2.dilate(pen_mask, kernel, iterations=INPAINT_DILATION_ITERATIONS) + clean_bgr = cv2.inpaint(img_bgr, mask_dilated, inpaintRadius=INPAINT_RADIUS, flags=cv2.INPAINT_TELEA) + + return mask_dilated, clean_bgr + + +def show_pen_result(image_path): + img_bgr = cv2.imread(str(image_path)) + if img_bgr is None: + print(f"Warning: Could not read image {image_path}") + return + + pen_mask, blue_mask, black_mask = detect_pen(img_bgr) + has_pen = has_pen_mark(pen_mask) + print(f"Blue pixels: {np.count_nonzero(blue_mask)}") + print(f"Black pixels: {np.count_nonzero(black_mask)}") + + if has_pen: + mask_dilated, clean_bgr = remove_pen(img_bgr, pen_mask) + else: + mask_dilated = pen_mask.copy() + clean_bgr = img_bgr.copy() + + hsv = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2HSV) + + print("HSV stats:") + print("H:", hsv[:,:,0].min(), hsv[:,:,0].max()) + print("S:", hsv[:,:,1].min(), hsv[:,:,1].max()) + print("V:", hsv[:,:,2].min(), hsv[:,:,2].max()) + + pen_pixels = int(np.count_nonzero(pen_mask)) + + fig, axes = plt.subplots(1, 5, figsize=(22, 5)) + fig.suptitle( + f"{Path(image_path).name} | pen_pixels={pen_pixels} | " + f"{'pen detected' if has_pen else 'skipped'}" + ) + + axes[0].imshow(cv2.cvtColor(img_bgr, cv2.COLOR_BGR2RGB)) + axes[0].set_title("Original") + axes[0].axis("off") + + axes[1].imshow(blue_mask, cmap="gray") + axes[1].set_title("Blue pen mask") + axes[1].axis("off") + + axes[2].imshow(black_mask, cmap="gray") + axes[2].set_title("Black pen mask") + axes[2].axis("off") + + axes[3].imshow(mask_dilated, cmap="gray") + axes[3].set_title("Final pen mask") + axes[3].axis("off") + + axes[4].imshow(cv2.cvtColor(clean_bgr, cv2.COLOR_BGR2RGB)) + axes[4].set_title("Pen removed") + axes[4].axis("off") + + plt.tight_layout() + plt.show() + +def show_pen_examples(df, n=5): + if len(df) == 0: + print("No images available for pen examples") + return + + samples = df.sample(min(n, len(df)), random_state=None) + + for _, row in samples.iterrows(): + show_pen_result(row["image_path"]) + + + +df = pd.DataFrame(data) +show_pen_examples(df) + + From 9993ce2af08e00d09fcf9ec0b8ede14dc375d2b6 Mon Sep 17 00:00:00 2001 From: Jukm <146073484+JuliusMichelsen@users.noreply.github.com> Date: Fri, 17 Apr 2026 17:07:14 +0200 Subject: [PATCH 16/34] Added script for k-NN base-classifier --- results/models/knn_classi_base.ipynb | 573 +++++++++++++++++++++++++++ 1 file changed, 573 insertions(+) create mode 100644 results/models/knn_classi_base.ipynb diff --git a/results/models/knn_classi_base.ipynb b/results/models/knn_classi_base.ipynb new file mode 100644 index 00000000..8d2693b5 --- /dev/null +++ b/results/models/knn_classi_base.ipynb @@ -0,0 +1,573 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7a57dd91", + "metadata": {}, + "source": [ + "# Libaries" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "e30cabda", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import os\n", + "from sklearn.model_selection import train_test_split, GroupKFold, GridSearchCV\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import accuracy_score, roc_auc_score\n", + "from sklearn.pipeline import Pipeline\n" + ] + }, + { + "cell_type": "markdown", + "id": "2542c804", + "metadata": {}, + "source": [ + "# Loading data" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "fbd9cd46", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "File loaded from: c:\\Users\\juliu\\git_repos\\2026-PDS-NinjaTurtles\\data\\features.csv\n", + "Shape: (2103, 8)\n", + "Columns: ['Unnamed: 0', 'img_id', 'cancerous', 'asymmetry_mean', 'asymmetry_np_centroid', 'border_convex', 'border_contours', 'color']\n" + ] + } + ], + "source": [ + "# Path to features\n", + "csv_path = '../../data/features.csv' # This is based on, that tis ipynb is places in /results/another folder \n", + "\n", + "# Load the data\n", + "df_features = pd.read_csv(csv_path) # Folder for features.csv which is inside /data from the main folder\n", + "\n", + "print(f\"File loaded from: {os.path.abspath(csv_path)}\") # To check where it is loaded from for troubleshooting if problems shot appear\n", + "print(f\"Shape: {df_features.shape}\") # Check for shape / amount of images\n", + "print(f\"Columns: {df_features.columns.tolist()}\") # Columns" + ] + }, + { + "cell_type": "markdown", + "id": "25ffff15", + "metadata": {}, + "source": [ + "# Prepare features and split 80/20 from total" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "60acec1b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rows after dropping NaN-rows: 2100\n", + "Temp set (for train+val): 1680 samples\n", + "Test set (Don't touch!): 420 samples\n" + ] + } + ], + "source": [ + "# PREPARE FEATURES AND TARGET\n", + "feature_columns = ['asymmetry_np_centroid', 'border_contours', 'color'] # The features we use\n", + "\n", + "# Drop rows with NaN in any of the feature columns # There was 3 with at least 1 NaN value\n", + "df_features = df_features.dropna(subset=feature_columns)\n", + "\n", + "print(f\"Rows after dropping NaN-rows: {len(df_features)}\") # This can be compared to the original shape showing 2103 rows\n", + "\n", + "# Reassign X, y, img_ids\n", + "X = df_features[feature_columns].values # Independent variables\n", + "y = df_features['cancerous'].values # Dependent variables\n", + "img_ids = df_features['img_id'].values\n", + "\n", + "# Split 1: Separate 20% test set - 80% train set (Is splitted further later!)\n", + "X_temp, X_test, y_temp, y_test, ids_temp, ids_test = train_test_split(X, y, img_ids, test_size=0.2, stratify=y, random_state=42)\n", + "print(f\"Temp set (for train+val): {len(X_temp)} samples\") # Just to check if the split worked properly\n", + "print(f\"Test set (Don't touch!): {len(X_test)} samples\") # Just to check if the split worked properly" + ] + }, + { + "cell_type": "markdown", + "id": "ba471394", + "metadata": {}, + "source": [ + "# Splitting Temp into 80/20 (Train/Val)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "6d9ff1f2", + "metadata": {}, + "outputs": [], + "source": [ + "# Split 2: Split Temp into Train (80%) and Val (20%)\n", + "\n", + "# Extract patient ID's from img_id\n", + "def get_patient_id(img_id):\n", + " return '_'.join(img_id.split('_')[:2])\n", + "\n", + "df_features['patient_id'] = df_features['img_id'].apply(get_patient_id) # This is used to avoid data leakage\n", + "\n", + "# Creating a dict to map img_id to patient_id\n", + "img_to_patient = dict(zip(df_features['img_id'], df_features['patient_id'])) # This is used below, but also for later use for GroupKFold\n", + "\n", + "# Getting patient ID's for temp set using the dict\n", + "patient_ids_train_temp = np.array([img_to_patient[img_id] for img_id in ids_temp]) # This is used below \n", + "\n", + "# Splitting by images, but keep patient ID's for grouping later!\n", + "X_train, X_val, y_train, y_val, ids_train, ids_val, patient_train, patient_val = train_test_split(X_temp, y_temp, ids_temp, patient_ids_train_temp, test_size=0.2, stratify=y_temp, random_state=42)" + ] + }, + { + "cell_type": "markdown", + "id": "66e59e9a", + "metadata": {}, + "source": [ + "# GroupKFold" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "801728f2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Fold details (same patient's images stays together):\n", + "\n", + "Fold 1:\n", + " Train: 1075 samples, 771 patients\n", + " Val: 269 samples, 192 patients\n", + " Patient overlap: 0\n", + " Class1 ratio in val: 0.524\n", + "\n", + "Fold 2:\n", + " Train: 1075 samples, 770 patients\n", + " Val: 269 samples, 193 patients\n", + " Patient overlap: 0\n", + " Class1 ratio in val: 0.517\n", + "\n", + "Fold 3:\n", + " Train: 1075 samples, 770 patients\n", + " Val: 269 samples, 193 patients\n", + " Patient overlap: 0\n", + " Class1 ratio in val: 0.483\n", + "\n", + "Fold 4:\n", + " Train: 1075 samples, 770 patients\n", + " Val: 269 samples, 193 patients\n", + " Patient overlap: 0\n", + " Class1 ratio in val: 0.517\n", + "\n", + "Fold 5:\n", + " Train: 1076 samples, 771 patients\n", + " Val: 268 samples, 192 patients\n", + " Patient overlap: 0\n", + " Class1 ratio in val: 0.451\n" + ] + } + ], + "source": [ + "# GroupKFold: 5 folds on TRAINING data only (using PATIENT IDs as groups)\n", + "patient_ids_train_temp = np.array([img_to_patient[img_id] for img_id in ids_train]) # Same as in above line,\n", + "\n", + "gkf = GroupKFold(n_splits=5) # Amount of splits\n", + "\n", + "\n", + "# Display each fold. Myabe not needed, but displayed to see some insights to the different folds\n", + "print(\"\\nFold details (same patient's images stays together):\")\n", + "for fold, (train_idx, val_idx) in enumerate(gkf.split(X_train, y_train, groups=patient_train)):\n", + " train_patients = np.unique(patient_train[train_idx])\n", + " val_patients = np.unique(patient_train[val_idx])\n", + " overlap = len(np.intersect1d(train_patients, val_patients))\n", + " \n", + " print(f\"\\nFold {fold + 1}:\")\n", + " print(f\" Train: {len(train_idx)} samples, {len(train_patients)} patients\")\n", + " print(f\" Val: {len(val_idx)} samples, {len(val_patients)} patients\")\n", + " print(f\" Patient overlap: {overlap}\")\n", + " print(f\" Class1 ratio in val: {np.mean(y_train[val_idx]):.3f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "6f66a83f", + "metadata": {}, + "source": [ + "# Simple test" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "eac2a20f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 5 folds for each of 5 candidates, totalling 25 fits\n", + "\n", + "\n", + "Cross-validation:\n", + "Best k: 50\n", + "Mean CV AUC: 0.6056\n", + "\n", + "All k values tested:\n", + " k=5: CV AUC = 0.5779 ± 0.0434\n", + " k=15: CV AUC = 0.5868 ± 0.0388\n", + " k=25: CV AUC = 0.5929 ± 0.0394\n", + " k=35: CV AUC = 0.6004 ± 0.0268\n", + " k=50: CV AUC = 0.6056 ± 0.0287\n" + ] + } + ], + "source": [ + "# Cross-validation with GroupKFold\n", + "\n", + "# Create pipeline with scaler and k-NN\n", + "pipeline = Pipeline([('scaler', StandardScaler()),('knn', KNeighborsClassifier())])\n", + "\n", + "# Parameters to test\n", + "param_grid = {'knn__n_neighbors': [5, 15, 25, 35, 50]} # 50 seems large enough\n", + "# Create GroupKFold object\n", + "gkf = GroupKFold(n_splits=5)\n", + "\n", + "# Grid search with GroupKFold\n", + "# For GroupKFold, we need to pass groups when calling fit\n", + "grid_search = GridSearchCV(pipeline, param_grid, cv=gkf, scoring='roc_auc', n_jobs=-1, verbose=1)\n", + "\n", + "# Fit - groups must be passed as a separate argument\n", + "# The trick: GridSearchCV expects groups in the fit method\n", + "grid_search.fit(X_train, y_train, groups=patient_train)\n", + "\n", + "print(\"\\n\")\n", + "print(\"Cross-validation:\")\n", + "print(f\"Best k: {grid_search.best_params_['knn__n_neighbors']}\")\n", + "print(f\"Mean CV AUC: {grid_search.best_score_:.4f}\")\n", + "\n", + "# Show results for each k\n", + "print(\"\\nAll k values tested:\")\n", + "for i, k in enumerate(param_grid['knn__n_neighbors']):\n", + " print(f\" k={k}: CV AUC = {grid_search.cv_results_['mean_test_score'][i]:.4f} ± {grid_search.cv_results_['std_test_score'][i]:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "57ff6f7d", + "metadata": {}, + "source": [ + "--------------------------------------------------------------------------------------------------------------------------------------------" + ] + }, + { + "cell_type": "markdown", + "id": "803d4642", + "metadata": {}, + "source": [ + "### k-NN classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "9b345b81", + "metadata": {}, + "outputs": [], + "source": [ + "# Libraries for k-NN classifier\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.metrics import confusion_matrix, roc_curve, classification_report, accuracy_score, roc_auc_score, precision_score, recall_score, f1_score\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.preprocessing import StandardScaler\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "6237ef84", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final k-NN classifier results\n", + "Parameters: n_neighbors=50, weights='uniform', metric='euclidean'\n", + "\n", + "Cross-Validation Results (from GridSearch):\n", + " Mean CV AUC: 0.6056 ± 0.0287 (5-fold GroupKFold)\n", + "\n", + " Test set results:\n", + " Accuracy: 0.5929\n", + " AUC: 0.6471\n", + " Precision: 0.5980\n", + " Recall: 0.5667\n", + " F1-Score: 0.5819\n" + ] + } + ], + "source": [ + "# Best k from cross-validation (cell 117)\n", + "best_k = 50\n", + "\n", + "# Scale ALL data using the SAME scaler fitted on training data\n", + "scaler = StandardScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)\n", + "\n", + "# Train final model on ALL training data (no validation split needed)\n", + "knn_final = KNeighborsClassifier(n_neighbors=best_k, weights='uniform', metric='euclidean')\n", + "knn_final.fit(X_train_scaled, y_train)\n", + "\n", + "# Predictions on TEST set only (FINAL - UNBIASED)\n", + "y_test_pred = knn_final.predict(X_test_scaled)\n", + "y_test_proba = knn_final.predict_proba(X_test_scaled)[:, 1]\n", + "\n", + "# Calculate test metrics\n", + "test_acc = accuracy_score(y_test, y_test_pred)\n", + "test_auc = roc_auc_score(y_test, y_test_proba)\n", + "test_precision = precision_score(y_test, y_test_pred)\n", + "test_recall = recall_score(y_test, y_test_pred)\n", + "test_f1 = f1_score(y_test, y_test_pred)\n", + "\n", + "print(\"Final k-NN classifier results\")\n", + "print(f\"Parameters: n_neighbors={best_k}, weights='uniform', metric='euclidean'\")\n", + "print(f\"\\nCross-Validation Results (from GridSearch):\")\n", + "print(f\" Mean CV AUC: 0.6056 ± 0.0287 (5-fold GroupKFold)\")\n", + "print(f\"\\n Test set results:\")\n", + "print(f\" Accuracy: {test_acc:.4f}\")\n", + "print(f\" AUC: {test_auc:.4f}\")\n", + "print(f\" Precision: {test_precision:.4f}\")\n", + "print(f\" Recall: {test_recall:.4f}\")\n", + "print(f\" F1-Score: {test_f1:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "160a8fef", + "metadata": {}, + "source": [ + "# Visualizing results " + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "e36a5bb7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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Q+zfffOP6+99//y20Pycnh6SkJJKSkoiMjGTAgAF89NFHXHbZZdx888107dqVjh07Eh0dXeJYykqzZs248MILeeedd9i/fz/XXXcdHTt2pHXr1lgslhJdoyBZt3btWvr16+dKfnTp0oXDhw8zc+ZMcnJy8PPzY/369TRv3rzMHuvZvraGYRS7b9euXW61iwB69uzJrbfe6tZWXL84VX+9/PLLCQgIKLK/lpbVauXyyy8v1N6xY0deffVVtm3bVijmzp07s3nzZmbOnEmXLl3o0aPHae8nPj6+2OKraWlp7Nq1i2bNmhWZyO7cuTOzZ88uMpYT/fLLL67YT9auXbsipzKJiIhUFfpfTkSKVKtWLf766y8OHjxIkyZNSn1+UXVJCoqgFlezpOAX/9TUVAAaNWrE1q1bmThxIitXrmTp0qUANGnShKeffpr+/fsDzlELW7duZfz48Xz22WesWLECcH5Ie+yxxxg5ciTg/OB+8oetTp06ueooDB48mBdeeIHFixe7EiMF31IPHjzY7bzp06fz8MMPExUVRY8ePahXr57rW+uZM2eSm5tb0qfKTcFjL+7Da1HP3ZYtW+jatSsAPXr04LzzziM4OBiTycQnn3zCL7/8csbxFEhLS8NsNhMVFVVkTGaz2RX7iYqqs1LwAevkApinEh0dXWQ9iIKCva+++uopz8/MzCQyMpKBAwditVqZOXMms2fPZtasWa5Cqi+++GKFLn/q4+PD119/zYQJE/joo49cI4QiIyO57777eOKJJ06bIGnRogVRUVGuhMjatWuJiIigZcuWHD58mKlTp7JlyxaioqJITEwsNHrnbJzta1vQlw8ePFho35VXXulKnOzZs4dGjRoVeY3i+sXp3muio6OLvN/SioiIKLJgasH9FvVvomfPnjz00EP079+fvn378sknnxQaQVcapX1fLc6p3nssFovHRlSJiIhUBE2lEZEiFQyRX7NmzRmdX9SHlYICqEeOHCnynIL2EwultmzZkg8//JCjR4+ydetWnnrqKY4cOcLAgQPZvHmz67iGDRuyYMECEhMT+fnnn5k6dSqGYXDPPffw7rvvAs7VVgzDcPspmIJQcF8tW7Zk2bJlpKenk56ezrJly7jooovcvpXOz8/n6aefpk6dOvzxxx8sXryYqVOnMmHCBMaPH19oKlBpFHzYLG5lm6Keu2effZbc3FzWrFnDsmXLXMPuJ0yYUGZLfIaGhuJwOEhMTCy0LyEhAYfDccoCt2eruCKZBff522+/FXptT/yJjY11nXPDDTewYcMGjh49ysqVK7n99ttZv349PXv2dI10KPiwm5+fX+g+T/cBszQiIyN55ZVXOHjwoKtgbEREBOPHj2fatGmnPd9kMtGpUye2b9/O4cOHWbduHZ06dcJkMtGhQwesVitr16519fOiivd6Svv27QEKFY8tjdP1i+LeaxISEtz665m+3snJyTgcjkLtBfdbXAHmPn368OGHH+JwOOjbty8rV64s9j5O50zeV4tyqvceu92uZdlFRKRKU2JERIo0bNgwLBYLb7zxRpEfhk9U0tEIF198MYBbMqJAVlYWP/zwAwEBAUWOUCkYsj5x4kT+7//+D8MwWL58eaHjLBYLrVq1YsyYMa6ESEmWzixw6623kp2dzYcffsiHH35IdnZ2oeHnSUlJpKamcvnllxcaQfHDDz+QnZ1d4vs7WZMmTfD39+eHH34gJyfHbZ/D4Shy6c2dO3cSHh7uVu8BnM/pTz/9VOj4glEIpRmxcarXbv369UDhVUsqwmWXXQbA1q1bS31uaGgoV111FW+88QbDhg0jISGBb7/9FnCuGgNFj2Y4eQnkUynpc20ymWjWrJlr2hiUvN8WTBdZvHgxO3bscI0eCgoK4tJLL+Xrr79m7dq1riRKSZjN5lL1jzPRtWtXYmNj2bRpU7FLUZ+pU/XX7777juzsbLf+WrBqUWlf77y8PNd0rhNt3LgROPW/id69e/Pxxx8DcP311/P5558Xe+yphIaGcs455/Dvv/8WGX9J/31edNFFwH+xn2jr1q1FJo1ERESqCiVGRKRI5557LmPGjCEpKYlevXqxe/fuQsfk5OTw4osvMmHChBJdMy4ujsaNG7Ny5cpCxUmnTJlCUlISN998s6tY6vfff1/kt5cF34AWTF35/fff2bt372mPK4lbbrkFs9nM22+/zaJFi1y1R04UHR1NQEAAP/30E1lZWa72Y8eOcd9995X4vori6+vLgAEDSEhIcC1HXOCtt94qsr5IbGwsx44d448//nC12e12Hn744SKTWuHh4QAcOHCgxHEVFNWcOHGia+g+OIfxF0xPKjimIg0fPpyQkBCeeOIJt8dfICsry+2D65o1awolnOC/b8kL+kpoaCjnn38+mzZtcqtdkp6ezmOPPVbi+E71XO/evZs///yzUHtp+23BKJCpU6e6bRfc/v7771m7di0XXnhhiadDhIeHl6p/nAkfHx9eeeUVTCYT/fr1K7ZgcWlq0RQYNGgQPj4+vPjii271fvLy8hg7diyA21LETZo0ITg4mGXLlrmmZ4HztXjmmWdOeV/jxo1zq+nz119/MXfuXMLCwujbt+8pz7366qv59NNPMZlM3HDDDUUme0ti6NCh5OXl8dhjj7nVbvn999+ZN28eYWFhXHfddae8Rt++fQkNDWXu3Llu7zN5eXk8+eSTZxSXiIhIZaEaIyJSrGeeeYacnBxmzJhBkyZN6Nq1Ky1atMBqtbJ7926++uorkpOTT/vBoYDZbGb+/Pn07NmTq6++mv79+xMbG8u3337L119/TePGjV0rRoDzG/BZs2bRuXNnzj33XEJDQ/nzzz9ZsWIFkZGRrtVNvvrqK0aPHk1cXBxNmzYlIiKCXbt2sWzZMgICArj33ntL/Jjr1KlD165dXat5dOvWrdCqGWazmZEjRzJ9+nQuuugirr32WtLS0li5ciWxsbFFrrJRGs899xxr1qzhySefZNOmTVx88cVs376dFStW0KNHD1atWuV2/H333ceqVavo0KEDAwYMwN/fn3Xr1nHw4EE6d+5c6Fvzdu3aERAQwMyZM0lLS3ONein4wFiUK664gvvuu4+XX36ZFi1acOONN2IYBh999BH79+/n/vvv54orrjirx30moqKiePfdd+nfvz8XXXQRV111FU2bNiUnJ4e9e/eyfv162rdvzxdffAHA6NGj2bdvH507d6Zhw4aYTCY2bdrEd999R/v27d1G3YwaNYq77rqLdu3a0b9/fxwOBytXrqRt27Yljq9p06bUqVOHJUuWEBgYSL169TCZTNx999388ssvXH/99VxyySW0aNGCWrVqcfDgQT755BMsFkuhVYmKc8EFFxATE8ORI0eIiYnhggsucO3r0qULzzzzDCkpKaVKXHXt2pX333+ffv36cfHFF2OxWLjmmmuKLHR6Nnr37s3ChQu544476N69O61ataJdu3aEh4dz7Ngxdu7cyZo1a1yFh0uqcePGTJ06ldGjR9OyZUsGDBhAUFAQy5cv56+//qJv375uI8F8fX259957ee6552jdujV9+/YlPT2dzz77jE6dOrFz584i76d27dqkpKTQqlUrrrnmGlJTU3n33XfJycnhzTffJCQk5LSx9uzZk2XLltG3b19uvPFGli5dSp8+fUr8WAHGjBnD559/zqJFi9i+fTvdunUjMTGR9957j7y8PBYuXHjaWMLCwvi///s/hg0bxiWXXMJNN91EWFgYy5cvJyAg4KyKN4uIiHi9il4fWEQqn++//9647bbbjHPPPdcICAgw/Pz8jIYNGxo333yzsWrVKrdjhw4dagDG7t27i73er7/+avTr18+IjIw0rFarERsba9x///1GYmKi23HffPONceeddxotWrQwatSoYQQEBBjnnXeecf/99xv79u1zHffnn38aDzzwgHHxxRcbERERhp+fn3HOOecYw4YNM/78889SP94FCxYYgAEYCxYsKPIYm81mPPvss8Z5551n+Pn5GQ0aNDBGjRplpKenG7GxsUZsbKzb8ePHjzcAY+3atW7tgNGpU6dC19+7d68xcOBAo0aNGkZgYKDRsWNHY/369cVe54MPPjBat25tBAYGGpGRkcaAAQOMnTt3Fvt6fP7558Yll1xiBAQEuB5rgVO9hnPnzjUuueQSIzAw0AgMDDQuueQSY+7cuYWOW7t2rQEY48ePL7Rv9+7dBmAMHTq00L6iFPV8nuyvv/4yRowYYcTGxhq+vr5GzZo1jQsvvNC4//77je+++8513JIlS4wBAwYYjRs3NgIDA42wsDCjVatWxrRp04yMjIxC13355ZeNc88917BarUaDBg2Mp556yrDZbEW+bsU9b998843RqVMnIyQkxPVc796929i/f78xduxY4/LLLzeio6MNX19fo0GDBka/fv2Mb7/9tkTPTYGBAwcagDFw4EC39uzsbMPPz88AjI8//rjQefPmzTMAY968eW7t8fHxxoABA4zIyEjDbDa7HVPcOYZx6tf9VA4cOGA8/vjjRps2bYwaNWoYPj4+Rs2aNY3LLrvMePTRR42//vqr0Dkl6Reffvqp67n38/MzLrzwQmP69OlGXl5eoWPz8/ONp556yqhfv77h6+trnH/++cZLL71k7Nq1q8j+WnD/ycnJxu23325ER0cbfn5+Rtu2bY1PP/200PULnrcpU6YUGetXX31lBAQEGFar1fVaderUyQCM+Pj4Uz5OwzCMjIwMY9y4ccb5559v+Pr6GjVq1DB69eplbNy4sdhYinoNP/74Y6NNmzaGn5+fER0dbdx+++3G0aNHS/R8i4iIVFYmwzjFenkiIiIiUkjDhg0B56o5IiIiUrmpxoiIiIiIiIiIVFtKjIiIiIiIiIhItaXEiIiIiIiIiIhUW6oxIiIiIiIiIiLVlkaMiIiIiIiIiEi1pcSIiIiIiIiIiFRbPp4OwFs5HA4OHTpESEgIJpPJ0+GIiIiIiIiHGIZBeno6derUwWzWd8siVY0SI8U4dOgQ9evX93QYIiIiIiLiJfbv30+9evU8HYaIlDElRooREhICON/8QkNDPRyNnCmHw0FiYiJRUVHK7ku5U3+TiqY+JxVJ/U0qVF4ejrlzycjIIPjeezH7+Xk0nLS0NOrXr+/6jCAiVYsSI8UomD4TGhqqxEgl5nA4yMnJITQ0VL/ESblTf5OKpj4nFUn9TSpUZiaMGUMNwPHww5i9JCGhKfYiVZP+VxMRERERERGRakuJERERERERERGptpQYEREREREREZFqS4kREREREREREam2lBgRERERERERkWpLiRERERERERERqba0XK+IiIiIiHgXPz8cy5aRmppKmJ+fp6MRkSpOiREREREREfEuPj5wzTXkJiQ4b4uIlCNNpRERERERERGRakuJERERERER8S55eTB/PgHvvee8LSJSjjQuTUREREREvIvNhnnECMIAx223geqMiEg50ogREREREREREam2lBgRERERERERkWpLiRERERERERERqbaUGBERERERERGRakuJERERERERERGptpQYEREREREREZFqS8v1ns7cphBwmvxRdGu4fpl728d9IOGn01+/zShoO+q/bVs6zGtWstiu+xRi2vy3vXM5fHXX6c+zBsNtf7m3rX8E/nr39Oeecw10n+3e9nZbyDx8+nOvmAbNBv23ffRvWNrt9OcB3PI9BNf+b/vXN2DrpNOeZqp5Plzxjnvj57fAgfWnv88L/wftx7u3za5XgmCBq9+G+p3/296/DlbcWrJz7zzgvr1lIvz25unPq9cJrlns3vZ+Vzi24/TntnsKWt7x33ZGPCy+5PTnAfRfA+FN/tve/g5sGHP684Jqwa0/uLetvhN2fX76c5veDJ2ed2+b2xTyMk5/7pWvQ+Pe/20f+RE+6Xv68wCGbwffkP+2f3gRfnzRtWkCouwOTJaT3jP0HuG17xHUPB8GfO3eVsneI4J+nY5pdwleG71HePw9oliV5D3C9R7nH6r3iEr0HlFpf4+wGxj/C8fhcGBe1BQsJvfzKvo9Ittx+uuKSKWlxMjpZMaD/TTHhNQv3JadCBkHT399W5r7tmGU7DwAu819Oz+7ZOee+EtbgZxjJTs352jhtszDJTs3L8t925Ff8sdqnPQi2DJK+FjDCrdlJ5XwtUkt3Fbi1ya38HZJzy0qjpKcm51UuC3rSAkf60m/CBj2ksfryHffzss688eac7SE/fBY4bbMQ84PBKeTn+2+bbeVoh8a7tu2NLdzTYClqPP0HuG97xF+lf89wpyXhknvEScd553vEcWqJO8RBe9xhr2ID496jyjMS94jKvPvEaYmx/9fzU4p2bXK8z0ip2QhiEjlpMTI6QTVPv2IkYCootuC657++r6h7tsmU8nOA7D4um/7BJTsXGtw4Tb/miU71z+8cFtQrdOfB2ANdN82+5T8sZpO+rjpG1yyc4NiCrcFRJbwtSnil6ESvzZ+hbdLem5RcZTk3IDIwm2BMZBbxC9mhe7jpD5hspQ8XvNJbyPWwBK+NkX0G//wEvbDmkVcrw74luDbYJ8A922Lbyn64UnfVvmGup1rAA67A7PFjNuReo84/XngmfeIwMr/HuGwhmIE18V0ugP1HuHx94hiVZL3CNd7nH9o4Z16jyjMS94jKvPvEcX+vwoV/x5hcQDxp7+2iFRKJsM4+esNAUhLSyMsLIzU1FRCQ4v4BUAqBYfDQUJCAtHR0ZjNKqkj5Uv9TSqa+pxUJPU3qVD5+Tg+/JDUtDTChg7F7Ot7+nPKkT4biFRtGjEiIiIiIiLeJTcX8003URNw3HQTeDgxIiJVm9L9IiIiIiIiIlJtKTEiIiIiIiIiItWWEiMiIiIiIiIiUm0pMSIiIiIiIiIi1ZYSIyIiIiIiIiJSbSkxIiIiIiIiIiLVlpbrFRERERER7+Lri2POHNLT0wnRUr0iUs6UGBEREREREe9itcKwYWQnJBBitXo6GhGp4jSVRkRERERERESqLSVGRERERETEu+Tnw+ef4/fVV87bIiLlSFNpRERERETEu+TmYu7Th5qAo29fUJ0RESlHGjEiIiIiIiIiItWWEiMiIiIiIiIiUm0pMSIiIiIiIiIi1ZYSIyIiIiIiIiJSbSkxIiIiIiIiIiLVlhIjIiIiIiIiIlJtableERERERHxLr6+OF5+mYz0dIK1VK+IlDOvGDEya9YsGjVqhL+/P23atGHjxo2nPD43N5cnnniC2NhY/Pz8aNy4MXPnzi3y2CVLlmAymbjuuuvKIXIRERERESlzViuMHEnW8OHO2yIi5cjjI0bee+89HnzwQWbNmkVcXByzZ8+mV69e/PnnnzRo0KDIcwYMGMCRI0eYM2cO5557LgkJCeTn5xc6bu/evTz88MN07NixvB+GiIiIiIiIiFRCHk+MvPjii4wYMYLbb78dgJkzZ/Lll1/y2muvMWXKlELHf/HFF6xfv55du3YRHh4OQMOGDQsdZ7fbueWWW5g4cSIbN24kJSWlPB+GiIiIiIiUFbsd1q/HNyUFrr0WzF4x0F1EqiiPJkZsNhs//vgjY8eOdWvv0aMHW7ZsKfKcZcuW0bZtW6ZNm8aiRYsICgqiT58+PP300wQEBLiOmzRpElFRUYwYMeK0U3PAOT0nNzfXtZ2WlgaAw+HA4XCcycMTL+BwODAMQ6+hVAj1N6lo6nNSkdTfpEJlZWHu1o1wID8lBUJCPBqO+r1I1ebRxEhSUhJ2u52YmBi39piYGA4fPlzkObt27WLTpk34+/vz8ccfk5SUxMiRIzl69KirzsjmzZuZM2cO27ZtK3EsU6ZMYeLEiYXaExMTycnJKfmDEq/icDhITU3FMAzM+qZBypn6m1Q09TmpSOpvUpFMWVkUfEJITEzElJ3t0XjS09M9ev8iUr48PpUGwGQyuW0bhlGorYDD4cBkMrF48WLCwsIA53Scfv368eqrr5Kfn8+tt97Km2++SWRkZIljeOyxxxg1apRrOy0tjfr16xMVFUVoaOgZPCrxBgX9JSoqSr/ESblTf5OKpj4nFUn9TSpUZqbrZlRUFGYPjxjx9/f36P2LSPnyaGIkMjISi8VSaHRIQkJCoVEkBWrXrk3dunVdSRGAZs2aYRgGBw4cIDMzkz179nDttde69hcMffPx8eHvv/+mcePGha7r5+eHn59foXaz2az//Cs5k8mk11EqjPqbVDT1OalI6m9SYU7oY97Q5zx9/yJSvjz6L9zX15c2bdqwevVqt/bVq1fTvn37Is+Ji4vj0KFDZGRkuNp27NiB2WymXr16NG3alN9++41t27a5fvr06UOXLl3Ytm0b9evXL9fHJCIiIiIiIiKVh8en0owaNYrBgwfTtm1b2rVrxxtvvMG+ffu46667AOcUl4MHD7Jw4UIABg0axNNPP83w4cOZOHEiSUlJPPLII9x2222u4qstWrRwu48aNWoU2S4iIiIiIiIi1ZvHEyMDBw4kOTmZSZMmER8fT4sWLVixYgWxsbEAxMfHs2/fPtfxwcHBrF69mvvuu4+2bdsSERHBgAEDeOaZZzz1EERERERERESkkjIZhmF4OghvlJaWRlhYGKmpqSq+Wok5HA4SEhKIjo7W3FApd+pvUtHU56Qiqb9JhbLZcMycSUZGBsGPP47Zw8VP9dlApGrz+IgRERERERERN76+8PDDZCUkEOzr6+loRKSKU7pfRERERERERKotJUZERERERMS72O3w/ff4bNvmvC0iUo40lUZERERERLxLTg7myy8nEnCkpYHV6umIRKQK04gREREREREREam2lBgRERERERERkWpLiRERERERERERqbaUGBERERERERGRakuJERERERERERGptpQYEREREREREZFqS8v1ioiIiIiId7FaMZ56iszMTAK1VK+IlDMlRkRERERExLv4+mKMH09GQgKBvr6ejkZEqjhNpRERERERERGRaksjRkRERERExGOWrklj6Zp0tzaT4aBu0j84HA7io5tgmAp/n9u/Wwj9u4VWVJgiUoUpMSIiIiIiIh6Tme0gKcXu1uafl8WLb3UD4Orbt5NjDSzyPBGRsqDEiIiIiIiIeExQgJnIGha3Nj/bf9tmE4X2F5wnIlIWlBgRERERERGP6d8ttPCUmMxMmO68WTPUwqLJdSs+MBGpNpRmFREREREREZFqS4kREREREREREam2lBgRERERERERkWpLiRERERERERERqbZUfFVERCrM0jVpLF2TXurz+ncLKVyYT0REqi6rlWWX3Ul2jkG+RR9ZRKR86V1GREQqTGa2g6QU+xmdJyIi1YivL293HUdSip1IS+GlekVEypISIyIiUmGCAsxE1ij8C+7RVDsOA8wmCA8rvD8oQDM/RURERKR8KDEiIiIVpn+30CKnxAx4/CBJKXbCwyy8P7muByITERGv4nAQlbIfS5odR1gDT0cjIlWcEiMiIiIiIuJdsrN59bV2AAwevcPDwYhIVaexySIiIiIiIiJSbSkxIiIiIiIiIiLVlhIjIiIiIiIiIlJtKTEiIiIiIiIiItWWEiMiIiIiIiIiUm0pMSIiIiIiIiIi1ZaW6xUREREREe/i48OXrYeSnevAbrZ4OhoRqeKUGBEREREREe/i58ecns+SlGIn0keJEREpX5pKIyIiIiIiIiLVlhIjIiIiIiLiXQyDkKxkwrKTwTA8HY2IVHGaSiMiIiIiIt4lK4s5L10EwODROzwcjIhUdRoxIiIiIiIiIiLVlhIjIiIiIiIiIlJtKTEiIiIiIiIiItWWaoyIiIhIlbR0TRpL16SX+rz+3ULo3y20HCISERERb6TEiIiIiFRJmdkOklLsZ3SeiIiIVB9KjIiIiEiVFBRgJrKGpVD70VQ7DgPMJggPK7w/KEAzjUVERKoTJUZERESkSurfLbTIKTEDHj9IUoqd8DAL70+u64HIROS0fHxYd2F/cmwGdnPhBKaISFlSYkRERERERLyLnx+zes8gKcVOpI8SIyJSvjRWVERERERERESqLY0YEanGtGKDiIiIeCXDwM+WhX+eHYxgT0cjIlWcEiMi1ZhWbBARERGvlJXFounnAzB49A4PByMiVZ0SIyLVmFZsEBERERGR6k6JEZFqTCs2iIiIiIhIdaevfUVERERERESk2lJiRERERERERESqLSVGRERERERERKTaUmJERERERERERKotFV8VERERERHvYrGwtek12GwGDrO+yxWR8qXEiIiIiIiIeBd/f2ZcP5ukFDuRPhZPRyMiVZzSryIiIiIiIiJSbSkxIiIiIiIiIiLVlhIjIiIiIiLiXTIzeX9KPb5+LRY/W5anoxGRKk6JERERERERERGptpQYEREREREREZFqS4kREREREREREam2tFyvl1m6Jo2la9JLfV7/biH07xZaDhGJiIiIiIiIVF1KjHiZzGwHSSn2MzpPRERERERERErHK6bSzJo1i0aNGuHv70+bNm3YuHHjKY/Pzc3liSeeIDY2Fj8/Pxo3bszcuXNd+9988006duxIzZo1qVmzJldeeSXfffddeT+MMhEUYCayhqXQj9nk3G82UeT+oACveClFREREREREKhWPjxh57733ePDBB5k1axZxcXHMnj2bXr168eeff9KgQYMizxkwYABHjhxhzpw5nHvuuSQkJJCfn+/av27dOm6++Wbat2+Pv78/06ZNo0ePHvzxxx/UrVu3oh7aGenfLbTIKTEDHj9IUoqd8DAL70/27scgIiIiInJWLBZ+atwVW56Bw6wvAEWkfHk8MfLiiy8yYsQIbr/9dgBmzpzJl19+yWuvvcaUKVMKHf/FF1+wfv16du3aRXh4OAANGzZ0O2bx4sVu22+++SYffPABa9asYciQIeXzQEREREREpGz4+/PcgIUkpdiJ9LF4OhoRqeI8mhix2Wz8+OOPjB071q29R48ebNmypchzli1bRtu2bZk2bRqLFi0iKCiIPn368PTTTxMQEFDkOVlZWeTl5bkSKUXJzc0lNzfXtZ2WlgaAw+HA4fCu+h3eFo83czgcGIah5+ws6LkrOfW3sqHnr+TU586enruSU3+TCmcYrr893e88ff8iUr48mhhJSkrCbrcTExPj1h4TE8Phw4eLPGfXrl1s2rQJf39/Pv74Y5KSkhg5ciRHjx51qzNyorFjx1K3bl2uvPLKYmOZMmUKEydOLNSemJhITk5OKR5V+XDY7a6/ExISPBxN5eFwOEhNTcUwDMwahlli6m9nRv3tzKnPnRn1uTOj/nZm1N+kotmPJyPsDofH/62mp5d+1UgRqTw8PpUGwGQyuW0bhlGorYDD4cBkMrF48WLCwsIA53Scfv368eqrrxYaNTJt2jTeffdd1q1bh7+/f7ExPPbYY4waNcq1nZaWRv369YmKiiI01PPL4Jot8YAds8VCdHS0p8OpNAr6S1RUlH6JKwX1tzOj/nbm1OfOjPrcmVF/OzPqb1KhMjNZPOMcDAPuuH8b0dH1PBrOqT5HiEjl59HESGRkJBaLpdDokISEhEKjSArUrl2bunXrupIiAM2aNcMwDA4cOMB5553nan/hhReYPHkyX331FS1btjxlLH5+fvj5+RVqN5vNXvefv7fF4+1MJpNXvo6VhZ630lF/O3t67kpHfe7s6HkrHfU3qTBmM/552c7bx/udZ8NRnxepyjz6L9zX15c2bdqwevVqt/bVq1fTvn37Is+Ji4vj0KFDZGRkuNp27NiB2WymXr3/MsnPP/88Tz/9NF988QVt27YtnwcgIiIiIiIiIpWax1Ofo0aN4q233mLu3Lls376dhx56iH379nHXXXcBzikuJ64kM2jQICIiIhg+fDh//vknGzZs4JFHHuG2225zTaOZNm0aTz75JHPnzqVhw4YcPnyYw4cPuyVTREREREREREQ8XmNk4MCBJCcnM2nSJOLj42nRogUrVqwgNjYWgPj4ePbt2+c6Pjg4mNWrV3PffffRtm1bIiIiGDBgAM8884zrmFmzZmGz2ejXr5/bfY0fP54JEyZUyOMSEREREREREe/n8cQIwMiRIxk5cmSR++bPn1+orWnTpoWm35xoz549ZRSZiIiIiIiIiFRlHp9KIyIiIiIiIiLiKV4xYkRERERERMTFbOaPBpeTlw8Ok8nT0YhIFafEiIiIiIiIeJeAACbe8gFJKXYirRZPRyMiVZym0oiIiIiIiIhItaXEiIiIiIiIiIhUW0qMiIiIiIiId8nM5K2ZLflo3sX42bI8HY2IVHGqMSIiIiIiIl4nNPuop0MQkWpCI0ZEREREREREpNpSYkREREREREREqi0lRkRERERERESk2lJiRERERERERESqLSVGRERERERERKTa0qo0IiIiIiLiXcxm/q11Efl2A4fJ5OloRKSKU2JERERERES8S0AAjw//nKQUO5FWi6ejEZEqTlNpRERERERERKTaUmJERERERERERKotJUZERERERMS7ZGXxyqzLeeftOHzzsj0djYhUcaoxIiIiIiIi3sUwiE49AIDJMDwcjIhUdRoxIiIiIiIiIiLVlhIjIiIiIiIiIlJtKTEiIiIiIiIiItWWEiMiIiIiIiIiUm0pMSIiIiIiIiIi1ZZWpREREREREe9iMrE/8nzsdgPDZPJ0NCJSxSkxIiIiIiIi3iUwkNH/+5qkFDuRVounoxGRKk5TaURERERERESk2lJiRERERERERESqLSVGRERERETEu2RlMf3NrsxdciW+edmejkZEqjjVGBEREREREe9iGNRP2gGAyTA8HIyIVHUaMSIiIiIiIiIi1ZYSIyIiIiIiIiJSbSkxIiIiIiIiIiLVlhIjIiIiIiIiIlJtKTEiIiIiIiIiItWWVqURERERERHvYjKREFYPhwMMk8nT0YhIFafEiIiIiIiIeJfAQO4d+Q1JKXYirRZPRyMiVZym0oiIiIiIiIhItaXEiIiIiIiIiIhUW0qMiIiIiIiId8nOZvK8a5j1wbVY87I9HY2IVHGqMSIiIiIiIt7F4eDcw78AYDYMDwcjIlWdEiMiIiIiIuI1bHkG637MZXPP10nzq0Fyrg+rvs2kc+tAfK1aoUZEyp4SIyIiIiIi4hU2/5rF1AXJZGQbmBr2wDBbwG7w3IJkXnn/KGOHRtC+ZaCnwxSRKkY1RkRERERExOM2/5rFU7OTyMx2Tp0xzAXL9DpHiWRmG4ybncTmX7M8FKGIVFVKjIiIiIiIiEfZ8gymLkgGA4qrKGIc/2PqwmRseao7IiJlR4kRERERERHxqHU/ZZGRbRSbFClgABlZBut/0qgRESk7qjEiIiIiIiLlzjAMsnIMUjLspGY4SEm3k5LuICXDzsotmSW+jskEm37JovtlQeUYrYhUJ0qMiIiIiIhIqRmGQWa2wbH0ExIdGQ5SM47/fXz7xPa8/LK4X0jLdJz9hUREjlNiREREREREcDgM0rMcziRHhnM0R0GSw5XccCU5nPvy7RUfp8kEoUGqCCAiZUeJERERERGRKsjuMEjPdLgSGsdOHMWRYSf1+DSWgkRIaoYDRzkMxLCYISzYTI1gC2Ehzr9rHP87LNhMjRALO/bl8s6X6ae8Tmzy36T51+RYUDQdLtKSvSJSdpQYERERERGpBOx2g9TMokZv/Fer48RRHumZDhzlsHiLjwXCTkhu1AgxO7ePJzmcSRDn7RohFoIDTJhMplNe8/IWASzbkEFmMQVYGyX9yVtLewGwK7o5sdEDwHI1tG4NZo0eEZGzo8SIiIiIiIgH5OUbpLpGbDgTHqkZDreaHSeO5iivuhq+VhM1gs2u0RsFoztciY6Q/7bDQiwE+Z8+0XEmMYwdGsG42UmYiliy91hAJAAmoHHCHzBxvPMnKgp69oQxY+DCC8s0JhGpPpQYEREREREpA7Y8w70mx8lTVU7YPpZuJzO7HIZzAP6+puKnrpyU5KgRbCbAr+wTHWeifctAJt0ZydSFyWRkGZgcdgyzBTBICYrmu8bduWznaufBPj7g6wuJifD223DgAKxd69H4RaTyUmJERERERKQIOTaH29SU/+pzHK/Zkf7faI/UDDtZOeWT6AjwM7klMmoc/zusiGksNULM+PtW3qklcS0D+WBKAOu3HmPT5KWk+dXg7waX8tCt0bTuPRquWe1MiuTnO6fQPP2088Tu3T0buIhUakqMiIiIiEiVZxgGOblGocKjJ05hOXm52Zzc8kl0BAWY3AqPnpjkKKpmh6/V86M5KpKv1UT3Nn50//IuAAaP3kH3y4LAfiXUrw/790PbtvDDDzB+PLzxBlx2mYejFpHKTIkREREREal0DMMgK8dwm5ritspKunvtjpQMB7a88kl0hASeXJ/jv4THiTU7wkLMhAVVv0RHmbFYYNgw5yiRGjVgxAiYMwduv905pebRR51r+YqIlJISIyIiIiLicYZhkJFtFDt6o6Bmh2taS4advPyyj8NkciY6TpyaUjB6I+ykZWZrhlgIDTbjY9GH8QpTkBhZswby8iA6GqZMgcceg4QEeOEFrVIjIqWmxIiIiIiIlDmHwyA9y+EqPOpKapwwheW/5Wad+/LtZR+H2QRhwSckN1xTV/5bTvbE7dAgMxazEh3eIMcagHHyIJ9zzoG33oLUVOcIksmTnSvTjBoFM2Y4R47MnQtWq0diFpHKSYkRERERETktu8MgLdMgOz6P1EzjpGKkJ9TsOJ4ASc104CiH1WUtZopfceXk5WZDzIQEmjEr0VH5BAUx5OF/SEqxE+lrcd83YoT79kMPOZMjw4c7V6hJToalSyEoqOLiFZFKTYkRERERkWrIbjf+G83hNnrDzrETRncUTF1Jy3Qc//b+SJnG4WPhlIVH3Wp2hFgIDvCOpWXFy9x6K4SHQ79+sHKlc5Wa5cudbSIip6HEiIiIiEgVkJdvOEdqnFhw9ISpKv8VI3X+nZZZDsM5cK4ocuLUFNfojYLtkP+2w0IsBPkr0SFl5OqrnbVHrrkGtm6Fjh3hyy+hXj1PRyYiXu6sEiN///03SUlJtGrViiANVRMREREvZsszWPdTFmmZzkIWaZl2Vn2bSefWgV65Sogtzyg0esO14spJU1dSMuxkZpfPiiv+vqbjNTrMBPjmEx0eQM1Qi/tUlhNqdwT4KdEhZSAnh7HvD8GWZ/DywDdLfl67drBxI/TsCX/+CXFxsGoVNGlSfrGKSKV3RomRhQsX8vjjjxMfHw/A999/T+vWrRkwYADdu3fnf//7X5kGKSIiInI2Nv+axdQFyWSckDyw5cFzC5J55f2jjB0aQfuWgeUaQ47N4b6qiqs+x3+jOwpGe6Rm2MnKKZ9ER4CfyX2aSoj7iisnTmOpEWLG39e5wofD4SAhIYHo6HDMWvVDypvdTuudXwPwammL1TRvDps3Q48esGMHdOgAK1bAJZeUQ6AiUhWUOjGydOlShg0bRu/evenVqxf33HOPa1/r1q15//33lRgRERERr7H51yyemp0ExeQZMrMNxs1OYtKdkcSVMDliGAY5uYZb4dFjJ4ziKLTcbLqDHFv5JDqCAkxuhUdPXlb25GSHN46OESlzsbGwaZNzes0PP0CXLvDxx87aIyIiJyl1YmTKlCkMHz6cOXPmYLfb3RIjzZo14+WXXy7TAEVERETOlC3PYOqCZDCKzYtgACYDpi5I5qVRPmTlGm5TVU6sz3HshFEdtrzySXSEBLrX56h5UgHSE1dkCQtSokOkWFFR8PXXcMMN8NVXztojb78NAwZ4OjIR8TKlToxs376dqVOnFrkvPDyc5OTkUgcxa9Ysnn/+eeLj42nevDkzZ86kY8eOxR6fm5vLpEmTePvttzl8+DD16tXjiSee4LbbbnMd8+GHHzJu3Dh27txJ48aNefbZZ7n++utLHZuIiIhUXut+ynKbPlMcA8jINhjx7OEyvX+TyZnoOHFqSsHojZNHddQIthAabMbHokSHSJkJCXGuTjNkCLz/Ptx0EyQlwciRno5MRLxIqRMjgYGBpKamFrnv4MGD1KxZs1TXe++993jwwQeZNWsWcXFxzJ49m169evHnn3/SoEGDIs8ZMGAAR44cYc6cOZx77rkkJCSQn5/v2r9161YGDhzI008/zfXXX8/HH3/MgAED2LRpE5dddlmp4hMREZHKJTXDzs6Deew6aOPDr9PL9NpmE8cLkboXHA07YTnZE7dDg8xYzEp0iHiUnx+88w5ERsKsWXDPPZCQAOPHO7OXIlLtlToxEhcXxyuvvMKNN95YaN/8+fPp3Llzqa734osvMmLECG6//XYAZs6cyZdffslrr73GlClTCh3/xRdfsH79enbt2kX48XXJGzZs6HbMzJkz6d69O4899hgAjz32GOvXr2fmzJm8++67RcaRm5tLbm6uazstLQ1wFhpzlLbgUznztni8mcPhwDAMPWdnQc9dyam/lQ09fyVX3fucLc9g/5E8dh3KY9dB58+eQ3kkp5358xEWbKZLm0BXcsN9yVkzIYFmzKVKdBg4HOUz5aaiVff+JhXM4cBV4rcs+p3JBP/3fxAVhXniRJg4ESMhAeOll8BiKUE46vciVVmpEyNPPfUUHTp04NJLL2XQoEGYTCY++ugjxo8fz4YNG/juu+9KfC2bzcaPP/7I2LFj3dp79OjBli1bijxn2bJltG3blmnTprFo0SKCgoLo06cPTz/9NAEBAYBzxMhDDz3kdl7Pnj2ZOXNmsbFMmTKFiRMnFmpPTEwkJyenxI+pvDjsdtffCQkJHo6m8nA4HKSmpmIYhirol4L625lRfztz6nNnprr0OcMwOJoG+44Y7Esw2J9gsO+IQXyygb0MP6uYTHB+PYMBnWxF7s/Ncv5UV9Wlv4l3MGVlEXP8tv34ikhl4q67CPD3J/TxxzG99ho5Bw+S+n//5xxVcgrp6WU7+kxEvEupEyNt27Zl5cqVjBw5ktGjRwMwefJkzjvvPFasWEGLFi1KfK2kpCTsdjsxMTFu7TExMRw+XPQc3127drFp0yb8/f35+OOPSUpKYuTIkRw9epS5c+cCcPjw4VJdE5yjSkaNGuXaTktLo379+kRFRREaGlrix1RezJZ4wI7ZYiE6OtrT4VQaDocDk8lEVFSUfokrBfW3M6P+dubU585MVexz2bkOdh8fAfLf3/klqhMCznoe59S1On/qWEk8ls/ClSX7QGMY0O3SGkRHB53NQ6iyqmJ/E+82YOx+klIdRPqby/b/hjFjMBo2hCFDCFi2DP/MTIwPP3TWIymGv79/2d2/iHidUiVGbDYb69ato2nTpmzfvp2dO3dy5MgRIiMjOf/88884CNNJc/sMwyjUVqDgP+XFixcTFhYGOKfj9OvXj1dffdU1aqQ01wTw8/PDr4hMsdls9rr//L0tHm9nMpm88nWsLPS8lY7629nTc1c6lbXP2R0GhxLzj0+Bsbmmw8Qn5Z/+ZMDHAg1qFSRAfF3JkIgwi9v/97Y8g4/WZZCZbRS7Kg2ACQgKNNG5TXApp8pUL5W1v0klVfBv+Xi/K1M33eSsOXLddZjWrMF05ZWwYoVzJZsiqM+LVG2lSoz4+PjQu3dvVq5cSYMGDWjcuDGNGzc+4zuPjIzEYrEUGsmRkJBQaMRHgdq1a1O3bl1XUgScywQbhsGBAwc477zzqFWrVqmuKSIiIuUnNcP+XwKkoBZIfB65JVzuNqqGhUZ1rZxT15fGxxMg9aKtWH1On8DwtZoYOzSCcbOTMBWzZK/p+B9jh0Ro6VuR6uTKK2HtWrj6avjhB+jQAVatgthYT0cmIhWsVIkRs9lMvXr1XIVJz5avry9t2rRh9erVbkvprl69mr59+xZ5TlxcHEuXLiUjI4Pg4GAAduzY4YoNoF27dqxevdqtzsiqVato3759mcQtIiIihRUUQy1YEaZgKkxyqr1E5/v7mmhUx5n4aFTHmQRpVNdKaNDpCyOeSvuWgUy6M5KpC5PJyCqcGgkKNDF2SATtWwae1f2ISBnKyeGhj+/EZjN448b/K7/7ueQS2LQJevSAHTugfXtncqR58/K7TxHxOqWuMTJixAheffVV+vTpg6UEFZxPZ9SoUQwePJi2bdvSrl073njjDfbt28ddd90FOGt/HDx4kIULFwIwaNAgnn76aYYPH87EiRNJSkrikUce4bbbbnNNo3nggQe44oormDp1Kn379uXTTz/lq6++YtOmTWcdr4iISHVnGAaJx+zHp7/8Nwpk/5G8EhVDNZmgbpTP8SSIr6seSO1In3KbxhLXMpAPpgSw/qcspr+TjC0PfK0welAEnVoHaqSIiLex22n31+cAvOWYWb731aQJbNkCPXvCH39Ax46wfLkzSSIi1UKpEyO+vr78/fffNGvWjD59+lC7dm23ubwmk6nQijCnMnDgQJKTk5k0aRLx8fG0aNGCFStWEHt8CFt8fDz79u1zHR8cHMzq1au57777aNu2LREREQwYMIBnnnnGdUz79u1ZsmQJTz75JOPGjaNx48a89957XHbZZaV9uCIiItVado6D3fHOxMfOgzZ2Hx8NUtJiqKFBZs45PgrknLq+NKprpWFtKwF+FT9f39dqovtlQbz5aQpJKXZCgyx0v0yFVkUEqFsXNmyA3r1h61bnNJsPPnBOsxGRKq/UiZFHH33UdfvFF18stL+0iRGAkSNHMnLkyCL3zZ8/v1Bb06ZNWb169Smv2a9fP/r161eqOERERKqrE4uh7j5kOz4d5gyKoZ44CqSIYqgiIl4rPBy++gr693cWYu3TB+bNg8GDPR2ZiJSzUidGdu/eXR5xiIiISAUpVAz1UB57DpW8GGpkDYtrBEjBaJD6MSUrhioi4tUCA+GTT+C22+Dtt2HIEEhKghEjPB2ZiJSjUidGYlWlWUREpFIoKIZ68pK4pS2G2uj4krhlVQxVRMSrWa2wYIFz6d4ZM2DUKPz27/d0VCJSjkqdGCnw77//8vXXX5OcnExkZCRdunTh3HPPLcvYREREpAScxVDzXavBOKfD5LHvcMmLodaJ9PlvFEgFFEMVEfFqZjNMnw4xMTB2LH4zZvAWQH7JpheKSOVS6sSIYRjcd999vP766zgc//22ZTabGTlyJP/3f+W4nJaIiEg151YM9UAuf+/J40DioVIXQ210QhLEU8VQRUS8mskEjz4KkZEYd9zBCIeDvCFDYOlSOL4apohUDaVOjMyYMYNZs2Zx9913M2zYMOrUqcOhQ4dYsGABs2bNolGjRqUuvioiIiLu7A6D+KR81zSYncdHgRxKLEUx1Bj31WDOqWslUsVQRaQyCAxk8OgdJKfaCbZ6OAkxYgTZAQGYb7kF/88/h6uugmXLICzMs3GJSJkpdWLkrbfe4r777uOll15ytdWtW5dLLrkEi8XCm2++qcSIiIhIKZxYDHX3oTx2HjzDYqgnrAijYqgiUqmZTOT6BpJjtRPsBcnc/N69uRZYFxqKacMG6NQJvvgCatXydGgiUgZKnRjZtWsXvXv3LnJf7969mT179lkHJSIiUhWVRTHUhsdXgTmnji+N6vgQ4pvCObExmM2aCiMiUp42AJmff05wv37wyy8QFwerVkHjxp4OTUTOUqkTI2FhYezdu7fIfXv37iU0NPSsgxIREanMDMMgKcXuKoa6+3gC5EyKoTY6Pgqkcd3CxVAdDgcJCZ7/JlVEpMzl5jJy+UPk2AwW9pnq6WhcHC1bwubN0KMH7NrlTI588QW0auXp0ETkLJQ6MdK9e3eefPJJLr74Ytq0aeNq37ZtG+PHj6dnz55lGqCIiIg3y85xsCc+r9CKMOlZJciAACGB5uN1QFQMVUTEJT+fzr8tBWCxY7KHgzlJ48bO5MhVVzlHjnTq5Kw50qmTpyMTkTNU6sTIlClTWLduHZdeeikXXHABtWvXJj4+nj///JM6deowZcqU8ohTRETEo04uhrrrYB67SlEM1WKG2FoqhioiUiXUqgXr10OfPrBhA/TsCUuWwHXXeToyETkDpU6M1K9fn23btjF9+nTWrl3L7t27iYiIYOzYsTz00ENERkaWR5wiIiIVpqAYqnMKjHNFmL3xeeTYSlEMtY77KBAVQxURqWLCwuDLL+Hmm+GTT+DGG+GNN2DECE9HJiKlVOrECEBkZKRGhoiISKWXl2+w73BeoRVhzrQYakFNkLBgSzlHLiIiXsHfH5Yuhbvugjlz4PbbITERHn3UWTBKRCqFUidGEhMTOXbsGOeff36hfTt27CA8PFyjRkRExKucWAy1YBTImRRDbXTCKJCiiqGKiEg15OMDb74J0dEwZQo89hgkJMALL4BWDBOpFEqdGLnnnnsICwvjzTffLLRv+vTppKWl8e6775ZJcCIiUrXZ8gzW/ZRFWqZzhEZapp1V32bSuXUgvtYzSzicXAy1YEWYMy6GWud4MVR//XIrIiLFMJlg8mSIioJRo2DGDOfIkblzwWr1dHQichqlToxs3ryZl156qch9PXv25IEHHjjroEREpOrb/GsWUxckk5H9X90OWx48tyCZV94/ytihEbRvGVjs+cUVQ41PyscoQSmQgmKojU6oA6JiqCIiclYeesiZHBk+HN5+G5KTnVNtgoI8HZmInEKpEyNJSUlEREQUua9mzZokJiaedVAiIlK1bf41i6dmJ0ExCYzMbINxs5OYdGckcS0DSc2wu0Z+7DpoY9ehPPYcKnkx1IgwC41PGAXSqI6VBrVUDFVExGsFBjLigV84mmrHag3wdDSlc+utEB4O/frBypVw5ZXw+efONhHxSqVOjMTExPDbb7/RpUuXQvt+++23YpMmIiIi4Jw+M3VBMhjF5kWc7QZMeCOJsGAzR9NKNg1GxVBFRKoIk4n0wAhSbXYiK+MovquvhjVr4Jpr4JtvoGNH5wo29ep5OjIRKUKpEyNXXXUVzz77LFdddZVbAdZ//vmHKVOm0Lt37zINUEREqpZ1P2W5TZ85FbuDIpMiJhPUjvQptCRu7UgfLCqGKiIi3qBdO9i4EXr2hD//hPbtYdUqaNrU05GJyElKnRiZMGECy5cvp2XLlnTp0oV69epx4MAB1q5dS2RkJBMnTiyPOEVEpJLJznFwMDGfA4n5HDiS57ydkMeOvbZSXcfHAs3P8Ts++sO5GoyKoYqIVHG5uYz48gmycx28f/UET0dz5po3h82boUcP2LEDOnSAFSvg0ks9HZmInKDUiZE6derwww8/MG7cOL744gvWrFlDVFQUt956K5MmTaJOnTrlEaeIiHihXJuDQ0n5HEjI52BCPgcS8zhwJJ+Difkkp9rL5D6an+PHjIdiyuRaIiJSSeTn0/OnBQB8eNU4DwdzlmJjYdMm5/SaH36Arl3h44+he3dPRyYix5U6MQLO5MicOXPKOhYREfFCefnO1V8OJBSM+sjnYEIeBxLySUyxl2gFmBP5+oAtv2THmkwQGqSRISIiUslFRcHXX8MNN8BXXzlrjyxaBAMHejoyEeEMEyMnSktLY8eOHdSpU0ejRUREKim73eDw0eOjPhLckyBHkvNxlDL5USPYTL0YK3WjfKgX7UPdaCv1onyoG+XDxl+yeW5BcomuYxjQ4aLil+wVERGpNEJCYPlyGDIE3n8fbr4ZkpLgnns8HZlItVeixMjGjRvZuHEjjz/+uFv7Cy+8wJNPPkleXh4AQ4cOZc6cOZgqY+VoEZEqzuEwSDhmd9X6OHg8AXIgIZ/Dyfnkl3LmS0igmbrRzsRHvWj3JEhwQPGjPDq3DuSV94+SmW0UuyoNgAkICjTRqbUSIyIiUkX4+cE770BkJMyaBffeCwkJMGGCc5ikiHhEiRIjr7zyCmlpaW5tmzZt4tFHHyUmJoabbrqJ7du3s2DBAi655BLuvvvucglWREROzTAMklPtx0d9HJ/ykugcCXIwMY+8Ek5hKRDobzqe8LA6kyBRPq6RIGe6BK6v1cTYoRGMm52EqZgle03H/xg7JAJfq35RFBGRKsRigVdegehoZ0Jk0iRITISXX3buE5EKV6LEyI8//sioUaPc2t566y3MZjNr1qyhWbNmAPTr149FixYpMSIiUo4MwyAlw8HBhHz2nzDy42Cis+hpTm7p5r34WY8nP2J8qBtlPT7qw4d6UVZqhprLZRRg+5aBTLozkqkLk8nIKhxvUKCJsUMiaN9So0VERKQKMplg/Hhn7ZF774XXXnNOq1m0yDmqREQqVIkSIwkJCZx33nlubatXr6Zt27aupAjAoEGDuO2228o2QhGRaiot0+6q+XEwMY/9x1d+OZiQR2ZO6ZIfVh+oE+mc5lI3yof6J9T/iAizYDZX/KiMuJaBfDAlgPU/ZTH9nWRseeBrhdGDIujUOlAjRUREpOobOdI5rebWW2HpUjh61LliTUiIpyMTqVZKlBg5+dvCw4cPEx8fz4ABA9zao6Ojyc7OLrvoRESquMxsR6GaHwVFT9MyHaW6lsUMtSOdBU7rRluP1/5wToOJqmnB4oHkx+n4Wk10vyyINz9NISnFTmiQhe6XBXk6LBER8bSAAO65eytH0+w4rP6ejqZ8DRgA4eFw3XWwZg106QIrVzpHk4hIhShRYqRRo0Z8//33dD++1vbXX3+NyWTi8ssvdzsuOTmZyMjIso9SRKQSy7E5jtf4yOfAkf9qfhxIzONYWumSHyYTxIRb3Gp+FCRBakX44GPxvuSHiIhIqZnNJNaoTxJ2Ik3VYNn2K6+EtWvh6qvhxx+hQwf48kto2NDTkYlUCyVKjNx8881MmTKFevXqUatWLSZNmkRwcDBXX32123FbtmyhcePG5RKoiIg3s+UZHEzI449/HWT8ms6hJLsrCZKUUsrlXoCoGpbjK7641/yoHemjKSYiIiJV0SWXwKZN0KMH7NgBcXHO5EiLFp6OTKTKK1Fi5L777mPZsmUMGzYMAKvVyuzZswk5Ye5bXl4eixcvZsSIEeUSqIiIp+XbDeKT/hvtcWL9jyNH7Riush+pJbpeeKjZOdojysctCVInygd/32rw7ZiIiEhxbDZu/fppsnMMPuk51tPRVJwmTWDLFujZE/74Azp2hOXLnUkSESk3JUqMBAYGsnHjRjZs2EBycjJt27YlNjbW7Zj09HReeumlQtNrREQqE7vDIOGonQMJeYWWu41PzsdRupkvhAaZXXU+Tpz6UjfKh6AAJT9ERESKlJdHn29nA7D8yoc9HEwFq1sXNmyA3r1h61bo3t1ZmPWaazwdmUiVVaLECIDZbKZz587F7g8PD+fGG28si5hERMqVw2GQlGI/nvBwJkAKkiDxyfnk5ZfuekEBJupFWakTZaFmUC5NGtWgXoyVetFWQgKV/BAREZFSCg+Hr76C/v1hxQro2xfmzoUhQzwdmUiVVOLEiIhIZWIYBsfSHOwvWO3leBKkoAhqbl7plrv19zP9V+j0pKkvYcFmTCYTDoeDhIQEoqMDMZuVEBEREZGzEBgIn3wCt90Gb78NQ4dCUhKMGuXpyESqHCVGRKTSMgyDtEyHa7TH/gT3+h/ZuaVLflh9oG6Uc8pL/Wj3JEhEmKXQ0uUiIiIi5cpqhQULnEv3zpgBo0dDQgJMmeJcqk5EyoQSIyLi9TKyHBxIyHMud+uWBMkjI7t0yQ8fC9SO9KFu1H91P+of/zuqhgWzWb9kiIiIiBcxm2H6dIiJgbFjYepUSEyE2bPBRx/nRMqC/iWJiIstz2DdT1mkZTqXl03LtLPq20w6tw4s9yVis3McbjU/nEkQ5+3UjNJVPDWbICaiYNSHD3WjnFNe6sVYialpwWJR8kNEREQqEZMJHn0UIiPhjjuc9UaSkmDJEggI8HR0IpWeEiMiAsDmX7OYuiDZbQSGLQ+eW5DMK+8fZezQCNq3DDyr+8i1OTiUlO9W7LQgCZKcai/VtUwmiKpp+a/uxwkrv9SO8MHqo+SHiIiIVDEjRkBEBNx0Eyxb5lzWd9kyqFHD05GJVGolSowYhsHy5ctp1KgRLVq0KPKY3377jT179nDttdeWaYAiUv42/5rFU7OToJhZKZnZBuNmJzHpzkjiTpMcycs3iE/Kd5v6cuB40dPEFDtG6Wa+EBFmod7xkR/1jtf/qBftQ51IH/x8VeBURESkSgoIYNTta0hJd2Cz+ns6Gu9y3XXw5ZfQpw9s3AidOsEXX0Dt2p6OTKTSKlFi5PPPP2fgwIH89ttvxR4TFBTETTfdxLx58xgwYECZBSgi5cuWZzB1QTIYxeZFMACTAVMXJvPBlAAsZjh8tGDUh3sS5EhyPo5SJj9qBJupF2M9XvfjhKKnUT4E+Cv5ISIiUu2YzRyIakKS1U6kSb8LFNKpE6xfD1ddBb/+Ch06wKpV0LixpyMTqZRKlBiZPXs2Q4YMofEp/qGdc845DB06lIULFyoxIlKJrPspq0QFTA0gI8vg5nEHSctwYC9d2Q9CAs3HR334FEqCBAfoFx4RERGRUmnVCjZvhh49YNcuiIuDlSvh4os9HZlIpVOixMh3333H7NmzT3tcjx49uOuuu846KBGpOJt/ycJkosRTXI6lFZ8RCfQ3ua32cmISJCzYUkYRi4iISJVns9F/43Sycgy+6Hq/p6PxXo0bO5MjV10Fv/wCnTvDp586/xaREitRYuTYsWNERUWd9rjIyEiOHTt21kGJSPkxDIPEY3b+2mvjrz25/PR3TqnqfphM0Ki2lXox/632UlD/o2aoGZNJRU9FRETkLOXl0X/TDAC+6jTSw8F4uVq1nNNq+vSBDRucSZJ334Xrr/d0ZCKVRokSI2FhYRw+fPi0xx05coTQ0NCzDkpEyk5GloO/9zmTIH/tsbF9Ty5HTzHq41RMJohrGcCkO0+fKBURERGRChIW5izIevPN8Mkn0K8fzJ4Nt9/u6chEKoUSJUZatWrFxx9/zI033njK4z7++GNatWpVFnGJyBnIyzfYddDG9j02/trjTIbsO5JfZtc3DOjY6uyW7BURERGRcuDvD0uXwl13wZw58L//QWIijB3r/HZLRIpVosTIkCFDGD58OL169eKWW24p8phFixaxZMkS5s+fX5bxiUgxDMPgYGK+axTIX3ts/HvARt5p8iBBASaaxvrRNNaXpo18OaeOL3dOiScz2yh2VRoAExAUaKJTayVGRERERLySjw+8+SZER8OUKfD445CQANOng1nF7kWKU6LEyK233srixYsZMmQI77zzDn379qVRo0YA7N69m08++YQvv/ySnj17Fps4EZGzcyzd7hoFsn2Pjb/32kjPOvWUGB8LNK7nS9OGvjSL9aVpIz/qRflgNrt/azB2aATjZidhKmbJXtPxP8YOicDXqm8cRERERLyWyQSTJ0NUFIwaBTNnOkeOzJsHVqunoxPxSiVKjJhMJj799FMeeugh5syZw8qVK10FFg3DwGq1ctddd/Hiiy+q8KJIGcjOdfDP/oLpMM4RIUeO2k97Xr1oH5o29KVprB/NGvrSuJ5viRIZ7VsGMunOSKYuTCYjq3BqJCjQxNghEbRvqdEiIiIiIpXCQw85kyPDh8PixXD0qHOqTVCQpyMT8TolSowA+Pn5MWvWLMaPH8/atWvZt28fAA0aNKBLly7ExMSUW5AiVZndYbA3Pu94XZBc/tprY/ehPBynqY9aM8RM04Z+xxMhvjSJ9SU06MyXxI1rGcgHUwJY/1MW099JxpYHvlYYPSiCTq0DNVJEREREpLK59VYID3cWY125Eq68Ej7/3NkmIi4lTowUiImJ4aabbiqPWESqPMMwSDhmd6sLsmO/jZzcU6+X6+9r4rwGzgRIs0bO+iAx4ZYyH6HlazXR/bIg3vw0haQUO6FBFrpfpm8VREREpIL5+/PY0OWkZDiw+fh5OprK7eqrYc0auOYa+OYb6NjRuYJNvXqejkzEa5QoMVIwOqQoVquViIgIfH19yywokaoiI8vBX3sLlsm18dfeXI6dZqlcswka1rG6TYlpWNuKxaIRGyIiIlJNWCzsrNOKpBQ7keYzHxErx7VrBxs3Qs+e8Oef0L49rFoFTZt6OjIRr1CixEjDhg1P+c20xWKhY8eOTJkyhUsvvbTMghOpTGx5BjsP2twKpB5IOP1SuTHhFueUmFhnkdTzG/gS4Keq4SIiIiJShpo3h82boUcP2LEDOnSAFStAn99ESpYYmTZtWrGJkfz8fA4ePMiyZcvo3LkzW7ZsoVWrVmUZo4jXcTicS+WeWBdkZwmWyg0OMLnVBWka60d4mL4FEREREXFjs3HtN6+Rle1g3RX/83Q0VUdsLGza5Jxe88MP0LUrfPwxdO/u6chEPKpEiZGHH374tMdMmzaN9u3b8+yzz7J06dKzDkzEmxxNs7tGgfy1x8bfe3PJyD51XRCrz/GlcmN9aXY8GVK3iKVyRUREROQkeXkMXvssAJvihns4mComKgq+/hpuuAG++spZe2TRIhg40NORiXhMqYuvFsff358HHniAMWPGlNUlRTwiO8fBjv3/LZP7114bCSVYKrd+jM/x6TDOuiDn1C3ZUrkiIiIiIhUqJASWL4chQ+D99+HmmyEpCe65x9ORiXhEmSVGAGJjYzl27FhZXlKkXNntBnsKlsrdm8tfu23sic/DcerBINQMNTtHgRyvC9I01o/gQNUFEREREZFKws8P3nkHIiNh1iy4915ISIAJE6CMVz4U8XZlmhjZt28fNWvWLMtLipQZwzA4cvSEKTF7bfyzz0aO7TRL5fqZaHJ8qdyC+iDRNct+qVwRERERkQplscArr0B0tDMhMmkSJCbCyy8794lUE2WWGLHZbMycOZOOHTuW1SVFzkp6loPtu3P44Q87B5KS+HuvjWPpp18qt1Fdq1tdkNhaWipXRERERKookwnGj3fWHrn3XnjtNee0mkWLnKNKRKqBEiVGXnzxxWL32e1216o0hw8fZs6cOWUWnEhJ2fIMdh6wua0S475UbtE1QmpFWGga60yANGvoy7n1tVSuiIiIiFRDI0c6p9XceissXQpHjzpXrAkJ8XRkIuWuTFalsVgsxMXF8c4773DxxReXSWAixXE4DA4k5DunxOy18dduGzsP2sg/TX3UkEDzf8vkHh8NUjNEQwRFRERERAAYMADCw+H662HNGujSBVaudI4mEanCSpQY2b17d/EX8PEhMjISPw2zknJyNNXuXB3meF2Qv/bmklmCpXLPq+9Lk1hfatfM5tILI6kf46u6ICIiIiKVgb8/Ewa9T2qGA5uPPmdUqCuvdC7ne/XV8OOP0KEDfPklNGzo6chEyk2JEiOxsbElvmBiYiJRyijKGcrOcbBjn+2/VWL22Eg4dvqlchvE+NCs0X+rxJxT1xerjwmHw0FCgo3oaKuSIiIiIiKVhcXCn7HtSUqxE2nWCN8Kd8klsGkT9OgBO3ZAXJwzOdKihacjEykXZVJ81TAMVq5cyZw5c1i+fDm5ubllcVmp4ux2g92H8vhrr43tu511QfaWYKnc8IKlchs6C6SeH+tLcIDqgoiIiIiIlJkmTWDLFujZE/74Azp2hOXLnUkSkSrmrBIjO3fuZO7cuSxYsID4+Hh8fX258cYbyyo2qUIMw+Bwst1VGHX7HudSubl5p86CBBQsldvQWRekWUNfImtoqVwRERGRKi0vj54/zicj28E37QZ7Oprqq25d2LABeveGrVuhe3dnYdZrrvF0ZCJlqtSJkZycHJYuXcqcOXPYuHEjhmFgMpkYNWoUY8eOJSIiotRBzJo1i+eff574+HiaN29+ymV/161bR5cuXQq1b9++naZNm7q2Z86cyWuvvca+ffuIjIykX79+TJkyBX9//1LHJ6WXlmn/rybI8fogKRmnWSrXDOfUtdLs+CoxTRv60qCWFYtZSRARERGRasVmY8SqJwH44dKbPBxMNRceDl99Bf37w4oV0LcvzJ0LQ4Z4OjKRMlPixMj333/PnDlzWLJkCenp6QQFBTFs2DBuvPFGevfuzbXXXntGSZH33nuPBx98kFmzZhEXF8fs2bPp1asXf/75Jw0aNCj2vL///pvQ0FDX9ol1TRYvXszYsWOZO3cu7du3Z8eOHQwbNgyAGTNmlDpGOTVbnsG/B/6bDvPXHhsHE/NPe17tCAtNj9cFadbQj3PrW/H31ZQYERERERGvEhgIn3wCt90Gb78NQ4dCUhKMGuXpyETKRIkSIy1btuSPP/4AoF27dtx2220MHDiQoKAgUlNTzyqAF198kREjRnD77bcDzpEeX375Ja+99hpTpkwp9rzo6Ghq1KhR5L6tW7cSFxfHoEGDAGjYsCE333wz33333VnFKs6lcvcfyeevvbls3+0cEbLzgA37qQeDEBpkdhVGbdrQmQypoaVyRUREREQqB6sVFixwLt07YwaMHg0JCTBlCmiau1RyJUqM/P7775hMJq655hqee+45LrjggjK5c5vNxo8//sjYsWPd2nv06MGWLVtOee7FF19MTk4OF1xwAU8++aTb9JoOHTrw9ttv891333HppZeya9cuVqxYwdChQ4u9Xm5urlvR2LS0NAAcDgcOx2k+9VewiownKcXO33sLlsm18fdeG1k5JVsqt2msc7ncZg19qR1ZuC5IRTwOh8OBYRhe9xpWJnruSk79rWzo+Ss59bmzp+eu5NTfpEI5HLjGEXtBv/P0/XsNsxmmT4eYGBg7FqZOhcREmD0bfMpkXQ8RjyhR7505cybz5s1j+fLlfP7551x66aWMGDGCgQMHntWdJyUlYbfbiYmJcWuPiYnh8OHDRZ5Tu3Zt3njjDdq0aUNubi6LFi2iW7durFu3jiuuuAKAm266icTERDp06IBhGOTn53P33XcXSsCcaMqUKUycOLFQe2JiIjk5OWfxKMuGw253/Z2QkFAu95Gda7DrkMHOQwY7DzrYecjgaNqpzzEBdaJMNK5jonFd598NYkz4WABszh/D+X7pCQ6Hg9TUVAzDwGzWNJ2Sqoj+VhWpv5059bkzoz53ZtTfzoz6m1QkU1YWBZ8Q7A6Hx/+tpqene/T+vYrJBI8+CpGRcMcdznojSUmwZAkEBHg6OpEzUqLEyP3338/999/PDz/84Kozcscdd/Dggw9yzTXXYDKZzmqVkJPPLSjoWpQmTZrQpEkT13a7du3Yv38/L7zwgisxsm7dOp599llmzZrFZZddxr///ssDDzxA7dq1GTduXJHXfeyxxxh1why5tLQ06tevT1RUlFstE08xW+IBO2aLhejo6LO+Xn7BUrl7/hsJsvdwPsZplsqNCDPTrKFzJEjTWF/Oa+DdS+U6HA5MJhNRUVH6Ja4Uyrq/VRfqb2dOfe7MqM+dGfW3M6P+JhUqM9N102I2e/zfqhZwKMKIERARATfdBMuWOZf1XbYMiil3IOLNSjXeqW3btrRt25YZM2a4Vqb54IMPMAyDESNGcOeddzJs2LASF2GNjIzEYrEUGh2SkJBQaBTJqVx++eW8/fbbru1x48YxePBgV92SCy+8kMzMTO644w6eeOKJIv8z9/Pzw8/Pr1C72Wz26H/+tjyDdT9lkZbp/HYrLdPOV99n07l1IL7WkiWjDMMg/vhSudv3OFeJ+Wd/HraSLJV7vDBqwSoxUTUq3xA5k8nk8dexMtPzVjrqb2dPz13pqM+dHT1vpaP+JhXmxD52vN95kqfv32tddx2sWgXXXgsbN0KnTvDFF1C7tqcjEymVM/qU6+/vz+DBgxk8eDA7d+5kzpw5LFy4kEceeYRx48aRlZVVouv4+vrSpk0bVq9ezfXXX+9qX716NX379i1xPD///DO1T/jHl5WVVejNy2KxYBgGxumGRHiRzb9mMXVBMhnZ/8Vsy4PnFiTzyvtHGTs0gvYtAwudl5phd60O89ce50oxqadZKtdyfKncpseTIM0a+lE/xkdL5YqIiIhIxfPzY0r/BaRl2snz8fV0NHIqV1wBGzY4R4z8+it06OBMljRu7OnIRErsrL/+b9y4MZMnT+aZZ55hxYoVzJ07t1Tnjxo1isGDB9O2bVvatWvHG2+8wb59+7jrrrsA5xSXgwcPsnDhQsBZ76Rhw4Y0b94cm83G22+/zYcffsiHH37ouua1117Liy++yMUXX+yaSjNu3Dj69OmDxVI5VkLZ/GsWT81OgmLyOJnZBuNmJ/HUiAgiwnz4a2+ua1rMoRIslVsnyue/VWJi/TivvhU/LZUrIiIiIt7Ax4efz+1GUoqdSHPl+P29WrvoItiyBXr0gJ07IS4OVq6Eiy/2dGQiJVJm8yLMZjO9e/emd+/epTpv4MCBJCcnM2nSJOLj42nRogUrVqwgNjYWgPj4ePbt2+c63maz8fDDD3Pw4EECAgJo3rw5n3/+OVdffbXrmCeffBKTycSTTz7JwYMHiYqK4tprr+XZZ58tmwdbzmx5BlMXJINRbF7E2W7AxLeST3u90CBnXZCC0SBNY30JC9Z/MCIiIiIiUkbOOQc2bYJevWDbNujcGT791Pm3iJfzioIRI0eOZOTIkUXumz9/vtv2mDFjGDNmzCmv5+Pjw/jx4xk/fnxZhVih1v2U5TZ9pjR8rSbOq289oS6IH7UjCi+VKyIiIiLitfLy6PTr+2RkOdh2yY2ejkZKqlYtWLcO+vaF9evhqqvg3XfhhLIJIt7IKxIj4m7zL1mYTJx2hZgCMeEWbu4RSrNGfjSqY8XHoiSIiIiIiFRiNhv3fO5cMXJw6z4eDkZKJSzMWYD15pvhk0+gXz+YPRuOL4wh4o1UVMILpWU6SpwUAagV4UOfK0I4r76vkiIiIiIiIuJZ/v6wdKkzGeJwwP/+B1OmlPybX5EKpsSIFwoNMlPSmS8mk/N4ERERERERr+HjA2+8AY8/7tx+/HEYNcqZKBHxMppK44XiLgpk47bsEh1rGNDhosJL9oqIiIiIVAZL16SxdE26W5ufLYtFx28fS7Mz4PGDhc7r3y2E/t1CKyBCOWMmEzz7LERFwUMPwcyZkJgIc+eCr5ZhFu+hoQZeqHPrQIIDTJxu0IgJCA400am1EiMiIiIiUjllZjtISrG7/SSn2l37HQaF9iel2MnM1siDSuPBB+Htt52jSBYvdhZnzcz0dFQiLkqMeCFfq4mxQyPARLHJEdPxP8YOicDXqroiIiIiIlI5BQWYiaxhcfuJCLO49keEWQrtj6xhIShAH2UqlVtugWXLICDAWZy1WzdITvZ0VCKAptJ4rfYtA5l0ZyRTFyaTkVW4SFFQoImxQyJo31KjRURERESk8urfLbTwlJjMTJjuvLlgfC3MISEVH5iUvV69YM0auOYa+PZb6NgRvvwS6tf3dGRSzSkx4sXiWgbywZQA1v+UxfR3krHlga8VRg+KoFPrQI0UEREREZGqyc8Px5IlpKalEebn5+lopCy1awcbN0LPnrB9O8TFwapV0LSppyOTakzjz7ycr9VE98uCCA1yDicMDbLQ/bIgJUVEREREpOry8YH+/cm99lrnbalamjeHLVugSRPYvx86dIDvvvN0VFKNKTEiIiIiIiIiFatBA9i0CS65xFlrpGtX58gREQ9QYkRERERERLxLfj4sXYrfZ585b0vVFBkJX38N3bs768r07g1Llng6KqmGlBgRERERERHvkpuL+aabqHnHHZCb6+lopDwFB8Nnn8HAgZCXB4MGwSuveDoqqWaUGBERERERERHP8fODxYvhnnvAMOC++2D8eOdtkQqgxIiIiIiIiIh4lsUCL78MEyc6tydNgpEjwW73bFxSLSgxIiIiIiIiIp5nMsFTT8GsWc7br78ON92k6VRS7pQYEREREREREe9x993w3ntgtcIHH8DVV0N6uqejkipMi4KLiIhIlbR0TRpL1xT+Rfpoqt3194DHDxba379bCP27hZZ7fCIicgr9+0PNmnD99c6Va7p0gRUrIDra05FJFaTEiIiIiFRJmdkOklKKn5vuMChyf2a2ozzDEhGRkrrySli7Fnr1gh9/hA4dYNUqaNjQ05FJFaPEiIiIiFRJQQFmImtYzug8EfEwX18cc+aQnp5OiK+vp6MRT2rbFjZvhh494J9/oH17+PJLuPBCT0cmVYgSIyIiIlIl9e8WqikxIpWV1QrDhpGdkECI1erpaMTTzj/fmRzp2RP++AOuuAKWL4e4OE9HJlWEvhIRERERERER71a3LmzY4BwxkpLinGazfLmno5IqQokRERERERHxLvn58Pnn+H31lfO2CEB4OKxeDddcAzk5cN11sHChp6OSKkCJERERERER8S65uZj79KHm4MGQm+vpaMSbBAbCxx/D4MFgt8PQoTB9uqejkkpOiRERERERERGpPKxWmD8fRo1ybj/8MDz6KBiGR8OSykuJEREREREREalczGZ44QWYOtW5PW0ajBihqVdyRpQYERERERERkcrHZIIxY2DOHGeiZN48uPFGyM72dGRSySgxIiIiIiIiIpXXbbfBRx+Bnx8sW+Zc1jclxdNRSSWixIiIiIiIiIhUbn37wqpVEBoKGzdCp04QH+/pqKSSUGJEREREREREKr8rroANGyAmBn79FeLi4N9/PR2VVAJKjIiIiIiIiHfx9cXx8sukTZ4Mvr6ejkYqk4sugi1boHFj2L3bmRz5+WdPRyVeTokRERERERHxLlYrjBxJ1vDhztsipXHOObB5M7RqBQkJzmk169Z5OirxYkqMiIiIiIiISNUSE+NMhnTuDOnpzoKsH33k6ajESykxIiIiIiIi3sVuh3Xr8N2yxXlb5EyEhcHKlXD99WCzQf/+8Oabno5KvJASIyIiIiIi4l1ycjB360b4jTdCTo6no5HKzN8fli6F//0PHA644w6YPBkMw9ORiRdRYkRERERERESqLosFZs+GJ55wbj/xBDz0kDNRIoISIyIiIiIiIlLVmUzwzDMwc6Zz+6WXYPBg5xQbqfaUGBEREREREZHq4YEH4O23wccH3nkH+vaFzExPRyUepsSIiIiIiIiIVB+33AKffQaBgfDFF9CtGyQnezoq8SAlRkRERERERKR6ueoqWLMGwsPh22+hY0fYv9/TUYmHKDEiIiIiIiIi1c/ll8PGjVCvHmzfDnFx8Ndfno5KPECJERERERER8S5WK46pU0kbNw6sVk9HI1XZBRfA5s3QpIlzxEiHDvDdd56OSiqYEiMiIiIiIuJdfH3h4YfJGjnSeVukPDVoAJs2wSWXOGuNdO0Kq1Z5OiqpQEqMiIiIiIiISPUWGQlffw3duztXqendG5Ys8XRUUkGUGBEREREREe9it8P33+OzbZvztkhFCA6G5cth4EDIy4NBg+CVVzwdlVQAH08HICIiIiIi4iYnB/PllxMJONLSVGdEKo6vL7zzDkRFOZMi990HiYkwYQKYTJ6OTsqJRoyIiIiIiIiIFDCb4f/+DyZNcm5PmgQjR2r0UhWmxIiIiIiIiIjIiUwmGDcOXnvNefv11+GmmyA319ORSTlQYkRERERERESkKHfdBe+/75xi88EHcPXVkJ7u6aikjCkxIiIiIiIiIlKcfv1gxQpncdavv4YuXSAhwdNRSRlSYkRERERERETkVLp1g3XrnEVZf/wROnSAPXs8HZWUESVGRERERERERE6nTRvYtAliY+Gff6B9e/jtN09HJWVAiREREREREfEuVivGU0+RMXq0luoV73L++bBlC7RoAfHxcMUVsHmzp6OSs6TEiIiIiIiIeBdfX4zx48l4+GFn0UsRb1KnDmzYAHFxkJICV14Jy5d7Oio5C0qMiIiIiIiIiJRGzZqwahVccw3k5MB118HChZ6OSs6QEiMiIiIiIuJdHA744w98/v7beVvEGwUGwscfw5AhYLfD0KEwfbqno5Iz4OPpAERERERERNxkZ2Nu2ZJIwJGWBiEhno5IpGhWK8yb51ytZvp0ePhh51K+zz0HJpOno5MS0ogRERERERERkTNlNsMLL8C0ac7tadNgxAjIz/dsXFJiSoyIiIiIiIiInK1HHoG5c52Jknnz4MYbITvb01FJCSgxIiIiIiIiIlIWhg931h3x94dly6BnT+fKNeLVlBgRERERERERKSt9+sCXX0JYGGzcCJ06QXy8p6OSU1BiRERERERERKQsXXEFrF8PtWrBr79CXBz8+6+no5JiKDEiIiIiIiIiUtYuugg2b4bGjWH3bmdy5OefPR2VFEGJERERERER8S5WK8bo0WTefbdzOVSRyuqcc5zJkVatnMv4duoE69Z5Oio5iRIjIiIiIiLiXXx9MaZNI/2pp8DX19PRiJydmBhnMqRzZ0hPdxZk/egjT0clJ/CKxMisWbNo1KgR/v7+tGnTho0bNxZ77Lp16zCZTIV+/vrrL7fjUlJSuOeee6hduzb+/v40a9aMFStWlPdDEREREREREXEXFgYrV8INN4DNBv37wxtveDoqOc7H0wG89957PPjgg8yaNYu4uDhmz55Nr169+PPPP2nQoEGx5/3999+Ehoa6tqOioly3bTYb3bt3Jzo6mg8++IB69eqxf/9+QkJCyvWxiIiIiIhIGXA4YM8eLMnJEBkJZq/4Plfk7Pj7w/vvw8iRzqTInXdCYiI8/jiYTJ6OrlrzeGLkxRdfZMSIEdx+++0AzJw5ky+//JLXXnuNKVOmFHtedHQ0NWrUKHLf3LlzOXr0KFu2bMF6fE5ibGzsKePIzc0lNzfXtZ2WlgaAw+HA4XCU5iGVO2+Lx5s5HA4Mw9Bzdhb03JWc+lvZ0PNXcupzUpHU36RCZWZibtyYKCA/JQU8/AWn+r2UGYsFXn8doqPhmWfgySedtUdmzFAC0IM8mhix2Wz8+OOPjB071q29R48ebNmy5ZTnXnzxxeTk5HDBBRfw5JNP0qVLF9e+ZcuW0a5dO+655x4+/fRToqKiGDRoEI8++igWi6XI602ZMoWJEycWak9MTCQnJ+cMHl3Zctjtrr8TEhI8HE3l4XA4SE1NxTAMzHqjKTH1tzOj/nbm1OfOjPqcVCT1N6lIpqwsYo7fTkxMxJSd7dF40tPTPXr/UsWYTPD00xAVBQ88AP/3f86kyIwZno6s2vJoYiQpKQm73U5MTIxbe0xMDIcPHy7ynNq1a/PGG2/Qpk0bcnNzWbRoEd26dWPdunVcccUVAOzatYuvv/6aW265hRUrVvDPP/9wzz33kJ+fz1NPPVXkdR977DFGjRrl2k5LS6N+/fpERUW5TdnxFLMlHrBjtliIjo72dDiVhsPhwGQyERUVpV/iSkH97cyov5059bkzoz4nFUn9TSpUZqbrZlRUFGYPjxjx9/f36P1LFXX//c6pYsOGwQ8/eDqaas3jU2kATCfNpzIMo1BbgSZNmtCkSRPXdrt27di/fz8vvPCCKzHicDiIjo7mjTfewGKx0KZNGw4dOsTzzz9fbGLEz88PPz+/Qu1ms9nr/vP3tni8nclk8srXsbLQ81Y66m9nT89d6ajPSUVSf5MKc0If84Y+5+n7lyps0CDo1s3j08WqO4/+C4+MjMRisRQaHZKQkFBoFMmpXH755fzzzz+u7dq1a3P++ee7TZtp1qwZhw8fxmaznX3gIiIiIiIiImUhJgYCAz0dRbXm0cSIr68vbdq0YfXq1W7tq1evpn379iW+zs8//0zt2rVd23Fxcfz7779uRZJ27NhB7dq18dU66CIiIiIiIiJynMen0owaNYrBgwfTtm1b2rVrxxtvvMG+ffu46667AGftj4MHD7Jw4ULAuWpNw4YNad68OTabjbfffpsPP/yQDz/80HXNu+++m5dffpkHHniA++67j3/++YfJkydz//33e+QxioiIiIiIiIh38nhiZODAgSQnJzNp0iTi4+Np0aIFK1ascC2vGx8fz759+1zH22w2Hn74YQ4ePEhAQADNmzfn888/5+qrr3YdU79+fVatWsVDDz1Ey5YtqVu3Lg888ACPPvpohT8+EREREREpJR8fjLvvJis7mwAfj39kEZEqziveZUaOHMnIkSOL3Dd//ny37TFjxjBmzJjTXrNdu3Z88803ZRGeiIiIiIhUJD8/jFdeIT0hgYAiFkgQESlLKq8sIiIiIiIiXmPYsGGYTCbXT0REBFdddRW//vprmd3HhAkTaNWqVYmOTUtL44knnqBp06b4+/tTq1YtrrzySj766CMMw+DCCy/k9ttvL/Lcd999F6vVypEjR055H5MnT8ZisfDcc8+VONaUlBRMJhPr1q1za//www/p3LkzYWFhBAcH07JlSyZNmsTRo0dL9HjPRG5uLvfddx+RkZEEBQXRp08fDhw4cNrzDh48yK233kpERASBgYG0atWKH3/80bXfMAwmTJhAnTp1CAgIoHPnzvzxxx+FrrN161a6du1KUFAQNWrUoHPnzmRnZ5c4fiVGRERERETEuxgGJCZiSkpy3pZq56qrriI+Pp74+HjWrFmDj48PvXv3rvA4UlJSaN++PQsXLuSxxx7jp59+YsOGDQwcOJAxY8aQmprKiBEjeP/998nKyip0/ty5c+ndu/dpV12dN28eY8aMYe7cuWcV7xNPPMHAgQO55JJLWLlyJb///jvTp0/nl19+YdGiRWd17VN58MEH+fjjj1myZAmbNm0iIyOD3r17Y7fbiz3n2LFjxMXFYbVaWblyJX/++SfTp0+nRo0armOmTZvGiy++yCuvvML3339PrVq16N69O+np6a5jtm7dylVXXUWPHj347rvv+P7777n33ntLt8y2IUVKTU01ACM1NdXToRiGYRj9HztgdLl7r9H/sQOeDqVSsdvtRnx8vGG32z0dSqWi/nZm1N/OnPrcmVGfk4qk/iYVKiPDMJwpEcOelubpaLzus0FVN3ToUKNv375ubRs2bDAAIyEhwdV24MABY8CAAUaNGjWM8PBwo0+fPsbu3btd+9euXWtccsklRmBgoBEWFma0b9/e2LNnjzFv3jwDcPuZN29ekbHcfffdRlBQkHHw4MFC+9LT0428vDwjKSnJ8PX1NebPn++2f+/evYbZbDY+++yzUz7edevWGXXr1jVsNptRp04dY/369W77x48fb1x00UWFzjt27JgBGGvXrjUMwzC+/fZbAzBmzpxZ5P0cO3bslHGcqZSUFMNqtRpLlixxtR08eNAwm83GF198Uex5jz76qNGhQ4di9zscDqNWrVrGc88952rLyckxwsLCjNdff93VdtlllxlPPvnkWT0GjRgRERERERERr5WRkcHixYs599xziYiIACArK4suXboQHBzMhg0b2LRpE8HBwVx11VXYbDby8/O57rrr6NSpE7/++itbt27ljjvuwGQyMXDgQEaPHk3z5s1do1IGDhxY6H4dDgdLlizhlltuoU6dOoX2BwcH4+PjQ0REBH379mXevHlu++fNm0dMTAy9evU65eObM2cON998M1arlZtvvpk5c+ac0fO0ePFigoODi63feeJIjJM1b96c4ODgYn+aN29e7Lk//vgjeXl59OjRw9VWp04dWrRowZYtW4o9b9myZbRt25b+/fsTHR3NxRdfzJtvvunav3v3bg4fPux2XT8/Pzp16uS6bkJCAt9++y3R0dG0b9+emJgYOnXqxKZNm4q936J4RfFVERERERERkQLLly8nODgYgMzMTGrXrs3y5ctd0yOWLFmC2WzmrbfewmQyAc5ERI0aNVi3bh1t27YlNTWV3r1707hxYwCaNWvmun5BUqNWrVrFxpCUlMSxY8do2rTpaeO97bbbuPrqq9m1axfnnHMOhmEwf/58hg0bhsViKfa8tLQ0PvzwQ9cH/VtvvZW4uDhefvllQkNDT3u/J/rnn38455xzsFqtpToPYMWKFeTl5RW7/1TXPHz4ML6+vtSsWdOtPSYmhsOHDxd73q5du3jttdcYNWoUjz/+ON999x33338/fn5+DBkyxHXuydOQYmJi2Lt3r+sa4KzD8sILL9CqVSsWLlxIt27d+P333znvvPNO/cCP04gRERERERER8SpdunRh27ZtbNu2jW+//ZYePXrQq1cv1wfiH3/8kX///ZeQkBDXqIbw8HBycnLYuXMn4eHhDBs2jJ49e3Lttdfy0ksvER8fX6oYjOP1bQoSL6fSo0cP6tWr5xo18vXXX7Nnzx6GDx9+yvPeeecdzjnnHC666CIAWrVqxTnnnMOSJUtKFWtBvCWJtSixsbGce+65xf7ExsaWeTwOh4PWrVszefJkLr74Yu68807+97//8dprr7kdd/I1Tryuw+EA4M4772T48OFcfPHFzJgxgyZNmpSqXosSIyIiIiIiIuJVgoKCXB/KL730UubMmUNmZqZrqoXD4aBNmzau5EnBz44dOxg0aBDgHEGydetW2rdvz3vvvcf555/PN998U+IYoqKiqFmzJtu3bz/tsWazmWHDhrFgwQIcDgfz5s3jiiuuOO2Ihblz5/LHH3/g4+Pj+vnjjz/cptOEhoaSmppa6NyUlBQAwsLCADj//PPZuXPnKUd+FOdsptLUqlULm83GsWPH3NoTEhJOWXS2du3aXHDBBW5tzZo1Y9++fa7rAoVGnZx43dq1awOc8jolocSIiIiIiIiIeDWTyYTZbHYtwdq6dWv++ecfoqOjC41uKEgUAFx88cU89thjbNmyhRYtWvDOO+8A4Ovre8oVU8CZ7Bg4cCCLFy/m0KFDhfZnZmaSn5/v2h4+fDgHDhzgo48+4qOPPmLEiBGnvP5vv/3GDz/8wLp169ySOxs2bOD777/n999/B6Bp06YcOHCgUILg+++/x2w2c+655wIwaNAgMjIymDVrVpH3V5BIKcqKFSsKJZlO/FmxYkWx57Zp0war1crq1atdbfHx8fz++++0b9++2PPi4uL4+++/3dp27NjhGp3SqFEjatWq5XZdm83G+vXrXddt2LAhderUOeV1SkI1RkRERERERMSr5ObmuhIBx44d45VXXiEjI4Nrr70WgFtuuYXnn3+evn37MmnSJOrVq8e+ffv46KOPeOSRR8jLy+ONN96gT58+rg/OO3bsYMiQIYDzA/Xu3bvZtm0b9erVIyQkBD8/v0JxTJ48mXXr1nHZZZfx7LPP0rZtW6xWKxs3bmTKlCl8//33rqKmjRo1omvXrtxxxx1YrVb69et3ysc4Z84cLr30Uq644opC+9q1a8ecOXOYMWMGPXr0oFmzZtx00008++yz1KlTh19//ZWHH36Yu+66i5CQEAAuu+wyxowZw+jRozl48CDXX389derU4d9//+X111+nQ4cOPPDAA0XGciZTZQqEhYUxYsQIRo8eTUREBOHh4Tz88MNceOGFXHnlla7junXrxvXXX8+9994LwEMPPUT79u2ZPHkyAwYM4LvvvuONN97gjTfeAJzJsAcffJDJkydz3nnncd555zF58mQCAwNdo4JMJhOPPPII48eP56KLLqJVq1YsWLCAv/76iw8++KDEj0GJERERERER8S4+PhhDhpCTk4Ofjz6yVEdffPGFa5pESEgITZs2ZenSpXTu3BmAwMBANmzYwKOPPsoNN9xAeno6devWpVu3boSGhpKdnc1ff/3FggULSE5Opnbt2tx7773ceeedANx444189NFHdOnShZSUFObNm8ewYcMKxVGzZk2++eYbnnvuOZ555hn27t1LzZo1ufDCC3n++efdRqcAjBgxgjVr1nDHHXcQGBhY7OOz2Wy8/fbbPProo0Xuv/HGG5kyZQpTp07F19eXVatW8fjjj3PLLbeQkJBAbGwst99+O2PGjHE7b+rUqbRp04ZXX32V119/HYfDQePGjenXrx9Dhw4t6dNfajNmzMDHx4cBAwaQnZ1Nt27dmD9//v+3d99hUV35G8DfO/Q6SBNQFLALVgQFVoFg74kNxUKipqixrxt1jR2NrgaNRn8qYo8ltqwalaCi0aioQbEESwAbiIr0PnN/fxhmHekGGJx5P88zMXPOufd+ZzhM+XKK0sKzDx48wIsXLxT33dzccPDgQcycORMLFiyAo6MjgoODERAQoGgzY8YMZGdnY9y4cXj16hXat2+PkydPKpJBADB58mTk5ORgypQpSE5ORqtWrRAWFqZYdLc8BLFwRRlSkpaWBqlUitTU1AqvBlwVBs96ghcpMliaaWFvUB1Vh/PekMvlSEpKgrW1tWIFayob+9u7YX97d+xz74Z9jqoT+xtVt5rU52radwMiqlx8VyMiIiIiIiIijcXECBERERER1SyiCGRmQsjKev3/RERViBP2iIiIiIioZsnKgsTUFLUByNPSgDfWEyAiqmwcMUJEREREREREGouJESIiIiIiIiLSWJxKQ0RE1WZfeBr2hacXKU9OlSn+HTzrSZH6QX4mGOTHXQCIiIiIqPIxMUJERNUmM1uOFymyEuvlIoqtz8yWV2VYRERERKTBmBghIqJqY2QggaWZ1jsdR0RERERUFZgYISKiajPIz5RTYoiIiIioRmFihIiIiIiIahYtLYgDBiA3Nxe6WhUfaUhEVBFMjBARERERUc2irw9x716kJCXBWl9f1dEQkZrjpG0iIiIiIiIi0lhMjBARERERERGRxmJihIiIiIiIapbMTEi0tGBjawtkZqo6GiJSc0yMEBEREREREZHGYmKEiIiIiIiIiDQWEyNEREREREREpLGYGCEiIiIiIiIijcXECBERERERERFpLCZGiIiIiIiIiEhjaas6ACIiIiIiIiVaWhB79EBuXh50tbRUHQ0RqTkmRoiIiIiIqGbR14d45AhSkpJgra+v6miISM1xKg0RERERERERaSyOGCEiqsFkMhny8/NVHQbVUHK5HPn5+cjJyYFEot5/69DS0oK2tjYEQVB1KERERKRmmBghIqqhMjIy8PjxY4iiqOpQqIYSRRFyuRzp6ekakTAwNDSEra0tdHV1VR0KEVW1zEwI1tawFkXg2TPAxETVERGRGmNihEiD7QtPw77w9CLlyakyxb+DZz0pUj/IzwSD/EyrPD5NJpPJ8PjxYxgaGsLKykojvvRSxYmiiIKCArUfSSGKIvLy8vD8+XPExsaiUaNGaj9ChogAISsLAgC5qgMhIrXHxAiRBsvMluNFiqzEermIYuszs/kRparl5+dDFEVYWVnBwMBA1eFQDaUpiREAMDAwgI6ODuLj45GXlwd9LsZIRERElYSJESINZmQggaVZxbfAMzLgX2qri7p/2SWqCI4SISIioqrAxAiRBhvkZ8opMUREREREpNH4pxciIiIiIiIi0lhMjBARERERERGRxmJihIiIKoUgCKXeAgMD3/ncDg4OCA4OLnf7oKAgaGlpYenSpUXq5s2bh9atWxcpT0lJgSAIOHPmjFL5/v374ePjA6lUCmNjY7Rs2RILFixAcnJyBR9F+eXm5uLLL7+EpaUljIyM0LdvXzx+/LjM4548eYLhw4fDwsIChoaGaN26Na5evVps288++wyCICg9r3FxcSX+/Pbt21dZD4+IqGwSCURvb+R5eABcX4iIqhhfZYiIqFIkJCQobsHBwTA1NVUqW7VqVbXFEhoaihkzZmDz5s1/6zyzZ8/GkCFD4Obmhp9//hk3b97EihUrcP36dWzfvr2Soi1q8uTJOHjwIHbv3o1ff/0VGRkZ6N27N2SykneRevXqFby8vKCjo4Off/4Zt2/fxooVK2BmZlak7aFDh3Dp0iXY2dkpldvb2yv9zBISEjB//nwYGRmhR48elf0wiYhKZmAA8dQpJB84AHB3NiKqYkyMEBFRpbCxsVHcpFIpBEFQKjt79ixcXV2hr68PJycnzJ8/HwUFBYrj582bh3r16kFPTw92dnaYOHEiAMDHxwfx8fGYMmWKYvRCaSIiIpCdnY0FCxYgMzMTZ8+efafHc/nyZQQFBWHFihVYvnw5PD094eDggC5dumD//v0YNWrUO523LKmpqQgJCcGKFSvQuXNntGnTBjt27EB0dDR++eWXEo/75ptvYG9vj9DQULi7u8PBwQF+fn5o0KCBUrsnT55gwoQJ2LlzJ3R0dJTqtLS0lH5mNjY2OHjwIIYMGQJjY+MqebxEREREqsZdaYiI3idXVgJXV5bdzrot8OFPymUH+wJJ18o+1nUq0G7qu8VXghMnTmD48OFYvXo1OnbsiAcPHuDTTz8FAMydOxc//vgjvv32W+zevRvOzs5ITEzE9evXAQAHDhxAq1at8Omnn2Ls2LFlXiskJARDhw6Fjo4Ohg4dipCQEHTq1KnCMe/cuRPGxsYYN25csfXFjcQo5OzsjPj4+BLr69evj1u3bhVbd/XqVeTn56Nr166KMjs7O7i4uODChQvo1q1bscf99NNP6NatGwYNGoSIiAjUqVMH48aNU3rO5HI5RowYgX/+859wdnYuMb43Y4mKisLatWvLbEtERET0vmJihIjofZKXBmQ8KbudiX3Rsuzn5Ts2L63icZVh8eLF+OqrrxSjLJycnLBw4ULMmDEDc+fOxcOHD2FjY4POnTtDR0cH9erVg7u7OwDA3NwcWlpaMDExgY2NTanXSUtLw/79+3HhwgUAwPDhw+Hl5YXvvvsOpqYV25r63r17cHJyKjKqojyOHTuG/Pz8EutLO2diYiJ0dXVRq1YtpfLatWsjMTGxxOP+/PNPrFu3DlOnTsWsWbNw+fJlTJw4EXp6ehg5ciSA16NKtLW1FaNxyhISEoJmzZrB09OzXO2JiCpNZiYEBwdYy+VAXBxgYqLqiIhIjTExQkT0PtE1BYzrlN3OwKr4svIcq1uxBEJ5XL16FZGRkVi8eLGiTCaTIScnB1lZWRg0aBCCg4Ph5OSE7t27o2fPnujTpw+0tSv2NrVr1y44OTmhVatWAIDWrVvDyckJu3fvVoxQKS9RFMuctlOS+vXrv9NxpSkrHrlcjnbt2iEoKAgA0KZNG9y6dQvr1q3DyJEjcfXqVaxatQrXrl0r1+PKzs7Grl27MGfOnEp7DEREFSG8eAEBgFzVgRCR2mNihIjofdLub0xzeXtqTTWSy+WYP38+PvrooyJ1+vr6sLe3R0xMDMLCwvDLL79g3LhxWL58OSIiIio0YmPz5s24deuWUkJFLpcjJCREkRgxNTVFampqkWNTUlIAAFKpFADQuHFj/Prrr8jPz6/wqJG/M5XGxsYGeXl5ePXqldKokaSkpFJHbtja2qJ58+ZKZc2aNcP+/fsBAOfOnUNSUhLq1aunqJfJZJg2bRqCg4MRFxendOyPP/6IrKwsxWgTIiIiInXFxAgREVW5tm3bIiYmBg0bNiyxjYGBAfr27Yu+ffti/PjxaNq0KaKjo9G2bVvo6uqWuiMLAERHR+PKlSs4c+YMzM3NFeUpKSno1KkTbt68CRcXFzRt2hSPHz9GYmKi0tScyMhISCQSRYzDhg3D6tWr8f3332PSpElFrpeSklLiOiN/ZyqNq6srdHR0EBYWhsGDBwN4vePPzZs3sWzZshKP8/LyQkxMjFLZ3bt3FaNXRowYgc6dOyvVd+vWDSNGjMDHH39c5HwhISHo27cvrKyKGX1EREREpEaYGCEioir39ddfo3fv3rC3t8egQYMgkUhw48YNREdHY9GiRdiyZQtkMhnat28PQ0NDbN++HQYGBoov9Q4ODjh79iz8/f2hp6cHS0vLItcICQmBu7t7sQutenh4ICQkBN9++y26du2KZs2awd/fH4sXL4adnR1u3LiB6dOn4/PPP4fJX/PY27dvjxkzZmDatGl48uQJPvzwQ9jZ2eH+/ftYv349/vGPfxSbMAH+3lQaqVSK0aNHY9q0abCwsIC5uTmmT5+OFi1aKCU2/Pz80L9/f3z++ecAgClTpsDT0xNBQUEYPHgwLl++jA0bNmDDhg0AAAsLC1hYWChdS0dHBzY2NmjSpIlS+f3793H27FkcO3bsnR8HERER0fuC2/USEVGV69atG44cOYKwsDC4ubmhQ4cOWLlypSKBYGZmho0bN8LLywstW7ZEeHg4/vvf/yq+yC9YsABxcXFo0KBBsSMY8vLysGPHDgwYMKDY6w8YMAA7duxAXl4etLW1cfLkSTg5OSEgIADOzs746quvMGbMGKxcqbzjzzfffINdu3bh0qVL6NatG5ydnTF16lS0bNmyyrbrBYBvv/0W/fv3x+DBg+Hl5QVDQ0P897//hZaWlqLNgwcP8OLFC8V9Nzc3HDx4ED/88ANcXFywcOFCBAcHIyAgoMLX37x5M+rUqaO0Mw4RERGRuhJEURRVHURNlJaWBqlUitTU1ArvZFAVBs96ghcpMliaaWFvUDkWTyQAr9cWSEpKgrW1NSQS5gGpalVmf8vJyUFsbCwcHR2hr69fSRGSuhFFEQUFBdDW1n7nhWLfJ/y9UC2+p1K1yswEjI0BAPK0NEhUvCtNTftuQESVi1NpiIiIiIioZpFIILZrh4L8fGgxEUdEVYyJESIiIiIiqlkMDCBeuoSXSUmwNjBQdTREpOaYfiUiIiIiIiIijcXECBERERERERFpLCZGiIiIiIioZsnKguDkBCs3NyArS9XREJGa4xojRERERERUs4gihPh4aAGQcxNNIqpiHDFCRERERERERBqLiREiIiIiIiIi0lhMjBARERERERGRxmJihIiI1FJgYCD69++v6jCIiIiIqIarEYmR77//Ho6OjtDX14erqyvOnTtXYtszZ85AEIQitz/++KPY9rt374YgCPxwTERUDQIDA5Vemy0sLNC9e3fcuHGj0q4xb948tG7dutLOV5l8fHyKvD/5+/srtXn16hVGjBgBqVQKqVSKESNGICUlRTUBExEREZHqEyN79uzB5MmTMXv2bPz+++/o2LEjevTogYcPH5Z6XExMDBISEhS3Ro0aFWkTHx+P6dOno2PHjlUVPhERvaV79+6K1+bw8HBoa2ujd+/eqg6r2owdO1bp/en//u//lOqHDRuGqKgoHD9+HMePH0dUVBRGjBihomiJiGooQYDYvDnyGzcGBEHV0RCRmlN5YmTlypUYPXo0xowZg2bNmiE4OBj29vZYt25dqcdZW1vDxsZGcdPS0lKql8lkCAgIwPz58+Hk5FSVD4GIqPpkZpZ8y8kpf9vs7PK1fQd6enqK1+bWrVvjX//6Fx49eoTnz58r2jx58gRDhgxBrVq1YGFhgX79+iEuLk5Rf+bMGbi7u8PIyAhmZmbw8vJCfHw8tmzZgvnz5+P69euKERlbtmwpV1xXr16FtbU1Fi9e/E6Pq7wMDQ2V3p+kUqmi7s6dOzh+/Dg2bdoEDw8PeHh4YOPGjThy5AhiYmKqNC4ioveKoSHE6Gi8jIgADA1VHQ0RqTltVV48Ly8PV69exVdffaVU3rVrV1y4cKHUY9u0aYOcnBw0b94c//73v+Hr66tUv2DBAlhZWWH06NGlTs0plJubi9zcXMX9tLQ0AIBcLodcLi/vQ6oWNS2emkwul0MURT5nVC0qs78VnqvwVkgwNi7xGLFnT+DIkf8VWFtDyMoqvq23N3D69P8KHBwgvHhRtN07PpbCmDMyMrBjxw40bNgQ5ubmEEURWVlZ8PX1xT/+8Q9ERERAW1sbixcvRvfu3XH9+nVIJBL0798fY8aMwa5du5CXl4fLly8DAAYPHozo6GicOHECYWFhAACpVKr0HBUXy5kzZ/Dhhx8iKCgIX3zxRYntXVxcEB8fX+K56tevj5s3b5b62Hfu3IkdO3agdu3a6N69O+bOnQsTExMAwIULFyCVSuHu7q6IoX379pBKpTh//jwaN25c6rlLenxv/qvOCn8fauJ7sybgeypVt5rU52pCDERUdVSaGHnx4gVkMhlq166tVF67dm0kJiYWe4ytrS02bNgAV1dX5ObmYvv27fDz88OZM2fQqVMnAMD58+cREhKCqKiocseyZMkSzJ8/v0j58+fPkfP2X2FVQC6TKf5NSkpScTTvD7lcjtTUVIiiCIlE5QOkSM1VZn/Lz8+HXC5HQUEBCgoKFOU6pRwjiiJkb7Qt7QW+vG3fvHZ5yOVyHDlyRJEIyMzMhK2tLQ4dOqT4Mrtr1y4IgoD169dD+Gt49IYNG2BlZYXw8HC4uroiNTUVPXr0QP369QFAabqkoaEhtLS0YGlpWWqchdc7cOAAPv74Y6xduxb+/v6lPqbDhw8jPz+/xHodHZ1Sj/f394eDgwNq166NW7duYc6cObh+/Tp+/vlnAMDTp09hZWVV5BxWVlZ4+vRphZ9vURQh++v9QdCAoeYFBQWQy+V4+fIldHRK+22gqsD3VKpuNanPpaenq/T6RFS1VJoYKfT2hzlRFEv8gNekSRM0adJEcd/DwwOPHj3Cf/7zH3Tq1Anp6ekYPnw4Nm7cqPShuSwzZ87E1KlTFffT0tJgb28PKysrmJqaVvARVT6JVgIAGSRaWrC2tlZ1OO8NuVwOQRBgZWWl8jdUUn+V2d9ycnKQnp4ObW1taGv/76VaLOWDmaClpdQWz56hpDEEgkSi3DY2tti2Sm3KQSKRwNfXF99//z0AIDk5GevWrUOfPn1w6dIl1K9fH7///jsePHgAc3NzpWNzcnIQFxeHHj16IDAwEL169UKXLl3g5+eHwYMHw9bWVnENQRDKjE0ikSAyMhLHjh3D3r178eGHH5YZf4MGDSr0eN/22WefKf6/devWaNq0Kdzc3HDjxg20bdsWEokEkref+79ovf3zqwBNSRJoa2tDIpHAwsIC+vr6qg5H4/A9lapVVhaE9u1hVVAAITISklJGTFYHvuYQqTeVJkYsLS2hpaVVZHRIUlJSkVEkpenQoQN27NgBAHjw4AHi4uLQp08fRX3h0DdtbW3ExMQU+8FXT08Penp6RcoLP8TWJDUtnppOEIQa+XMk9VRZ/a3wy3/hTaEiHwyrqm0ZjIyMlEZ4tGvXDlKpFJs2bcKiRYsgiiJcXV2xc+fOIsdaWVlBEASEhoZi4sSJOH78OPbu3Ys5c+YgLCwMHTp0UDwf5Rkh0aBBA1hYWCA0NBS9e/eGrq5uqe2dnZ3LnEpz69atMq9byNXVFTo6Orh//z5cXV1ha2uLZ8+eFYn9+fPnsLGxqfCojzf/kKAJI0YKfx/4mq46fP6p2ggCcPs2dADI/+p3qqTq6xNR1VJpYkRXVxeurq4ICwtT+kteWFgY+vXrV+7z/P7774q/JDZt2hTR0dFK9f/+97+Rnp6OVatWwd7evnKCJyKicin8IpX914Kvbdu2xZ49e2BtbV3qiLw2bdqgTZs2mDlzJjw8PLBr1y506NABurq6iukjZbG0tMSBAwfg4+ODIUOGYO/evaWOrjh27FiZU2kq4tatW8jPz1e8R3l4eCA1NRWXL1+Gu7s7AODSpUtITU2Fp6dnhc5NRERERJVD5VNppk6dihEjRqBdu3bw8PDAhg0b8PDhQ3z++ecAXk9xefLkCbZt2wYACA4OhoODA5ydnZGXl4cdO3Zg//792L9/P4DXw9xcXFyUrmFmZgYARcqJiKjy5ebmKkYCvnr1CmvWrEFGRoZiJF9AQACWL1+Ofv36YcGCBahbty4ePnyIAwcO4J///Cfy8/OxYcMG9O3bF3Z2doiJicHdu3cxcuRIAICDgwNiY2MRFRWFunXrwsTEpNgRf4Wsra1x6tQp+Pr6YujQodi9e3eJU1YK1zR5Fw8ePMDOnTvRs2dPWFpa4vbt25g2bRratGkDLy8vAECzZs3QvXt3jB07VrGN76efforevXsrTRMlIiIiouqj8sTIkCFD8PLlSyxYsAAJCQlwcXHBsWPHFB9OExIS8PDhQ0X7vLw8TJ8+HU+ePIGBgQGcnZ1x9OhR9OzZU1UPgYiI3nD8+HHFCAkTExM0bdoU+/btg4+PD4DXi6eePXsW//rXv/DRRx8hPT0dderUgZ+fH0xNTZGdnY0//vgDW7duxcuXL2Fra4sJEyYo1u8YMGAADhw4AF9fX6SkpCA0NBSBgYGlxmRjY4NTp07Bx8cHAQEB2LVrV5Ft3v8uXV1dhIeHY9WqVcjIyIC9vT169eqFuXPnKl1r586dmDhxIrp27QoA6Nu3L9asWVOpsRARERFR+QmiJuzv9w7S0tIglUqRmppaIxZfHTzrCV6kyGBppoW9QXVUHc57Qy6XIykpCdbW1pwbSlWuMvtbTk4OYmNj4ejoyAXfqESiKKKgoADa2toascYIfy9Ui++pVK0yMxXrX8nT0iD5a7czValp3w2IqHLxXY2IiIiIiIiINJbKp9IQEREREREpEQSI9etDLpNpxIg4IlItJkaIiIiIiKhmMTSE+OefeJ6UBGtDQ1VHQ0RqjlNpiIiIiIiIiEhjMTFCRERERERERBqLiREiIiIiIqpZsrMhtG8Pi+7dgexsVUdDRGqOa4wQEamJfeFp2BeeXuHjBvmZYJAftx4kIqIaRC6HcOUKdPB6q2gioqrExAgRkZrIzJbjRYrsnY4jIiIiItJUTIwQEakJIwMJLM20FPdFUURuvoiMLFFRZmwoQE9HUNr60MiAsyqJiIiISHPx0zARkZoY5GeKvUF1sDeoDib510JunnJSBAAyskTk5omY7F9L0bYmTKNJTExEly5dYGRkBDMzs3IdM2/ePLRu3brUNoGBgejfv//fjk9TODg4IDg4uNQ2giDg0KFD1RIPERERUXVgYoSISM2cv5GFr//vBTKzxWLrM7NFzPm/Fzh/I6vSrz1v3jwIgqB0s7GxKfO4b7/9FgkJCYiKisLdu3crPa7SiKKIjRs3wsPDA6ampjA2NoazszMmTZqE+/fvV2sspXk7aSGKIqZNmwZzc3OcOnUKAODj41Pk+RcEAQUFBdUaa2JiIr788ks4OTlBT08P9vb26NOnD8LDw5GXlwdLS0ssWrSo2GOXLFkCS0tL5OXlVWvMREREpLmYGCEiUiN5+SK+2foSEIHi0yJ/lYvAN9teIi+/pFbvztnZGQkJCYpbdHR0mcc8ePAArq6uaNSoEaytrSs9ppKIoohhw4Zh4sSJ6NmzJ06ePIkbN25g9erVMDAwKPHLOwCVfnGXyWQYPXo0tm/fjpMnT+KDDz5Q1I0dO1bp+U9ISIC2dvXNnI2Li4OrqytOnTqFZcuWITo6GsePH4evry/Gjx8PXV1dDB8+HFu2bIEoFu1/oaGhGDFiBHR1dastZiIiItJsTIwQEamRM9eykJEtlpgUKSTi9bSaiGuVP2pEW1sbNjY2ipuVlVWp7R0cHLB//35s27YNgiAgMDAQAPDw4UP069cPxsbGMDU1xeDBg/Hs2bMSzyOTyTB16lSYmZnBwsICM2bMKPaL95v27NmD3bt3Y8+ePZgzZw46dOgAJycn+Pn5YenSpQgNDVW0LZyWs2TJEtjZ2aFx48YAgOjoaHzwwQcwMDCAhYUFPv30U2RkZCiO8/HxweTJk5Wu279/f8XjLHwOFi5ciGHDhsHY2Bh2dnb47rvvio05NzcXgwYNQlhYGCIiItCuXTulekNDQ6Xn/80RO/v374ezszP09PTg4OCAFStWlPr83Lt3D506dYK+vj6aN2+OsLCwUtsDwLhx4yAIAi5fvoyBAweicePGcHZ2xtSpU3Hx4kUAwOjRo/HgwQOcPXtW6dhz587h3r17GD16dJnXISL1J1paQm5uruowiEgDcPHVGqak7TaTU2WKfwfPelKkntttEqm/z5cmIjmt9F1n0jIrtivNil0vsfFwSqltzE21sP6rsqfDFLp37x7s7Oygp6eH9u3bIygoCE5OTiW2j4yMxMiRI2FqaopVq1bBwMAAoiiif//+MDIyQkREBAoKCjBu3DgMGTIEZ86cKf6xrFiBzZs3IyQkBM2bN8eKFStw8OBBpdEUb/vhhx/QpEkT9O3bt9j6NxepBYDw8HCYmpoiLCwMoigiKysL3bt3R4cOHRAZGYmkpCSMGTMGEyZMwJYtW8p8rt60fPlyzJo1C/PmzcOJEycwZcoUNG3aFF26dFG0ycjIQK9evfDo0SOcP38e9vb25Z4mc/XqVQwePBjz5s3DkCFDcOHCBYwbNw4WFhZKSZpCcrkcH330ESwtLXHx4kWkpaUVSfC8LTk5GcePH8fixYthZGRUpL5w/ZgWLVrAzc0NoaGh8Pb2VtRv3rwZ7u7ucHFxKddjIiI1ZmQE8dkzJCUlwbqY1xMiosrExEgNU9Z2m3IRxdZzu00i9ZecJnun7XhLk5df/GvKu2rfvj22bduGxo0b49mzZ1i0aBE8PT1x69YtWFhYFHuMlZUV9PT0YGBgoBjdEBYWhhs3biA2Nhb29vYAgO3bt8PZ2RmRkZFwc3Mrcp7g4GDMnDkTAwYMAACsX78eJ06cKDXeu3fvokmTJkplkydPxqZNmwC8/iL/+PFjRZ2RkRE2bdqkmOaxceNGZGdnY9u2bYpEwJo1a9CnTx988803qF27dpnPWSEvLy989dVXAIDGjRvj/Pnz+Pbbb5USIwsXLoSJiQlu374Na2vrYkfEfP/994r4AeCzzz7DihUrsHLlSvj5+WHOnDmKa9y+fRvLly8vNjHyyy+/4M6dO4iLi0PdunUBAEFBQejRo0eJj+H+/fsQRRFNmzYt8/F+8sknmD59OtasWQNjY2NkZGRg3759WLlyZZnHEhEREVUmTqWpYQq326zojdttEqk/c9OyXwt0dSp2Tl0dlHlOc1Otsk/0lx49emDAgAFo0aIFOnfujKNHjwIAtm7dCuD1F2tjY2PF7eHDh8We586dO7C3t1ckRQCgefPmMDMzw507d4q0T01NRUJCAjw8PBRl2traRaaZFOftUSGzZ89GVFQUvv76a6UpMcDrkQ5vrn1x584dtGrVSml0hJeXF+RyOWJiYsq89pvejL3w/tuPtWvXrsjMzERQUFCJ5wkICEBUVJTiNnPmTEWsXl5eSm29vLxw7949yGRFk2N37txBvXr1FEmR4mJ8W2Gi5u3ntDhDhw6FXC7Hnj17ALye1iSKIvz9/cs8loiIiKgyccRIDTPIz5RTYoioWOWZznLyUiaWbn1Z7nNOG2aBLu2rboiykZERWrRogXv37gEAPv/8cwwePFhRb2dnV+xxoigW++W6pPJ31ahRI/zxxx9KZVZWVrCysip2Edi3p4eUFk9huUQiKTKyIz8/v1zxvX1uPz8/TJw4Ef369YNMJsPq1auLHCOVStGwYcMi5cXFWtoaLMXVlfXcN2rUCIIg4M6dO2VukyyVSjFw4ECEhoZi9OjRCA0NxcCBA2FqyvdAIgKQnQ2hRw+Y5+UBYWEAp9MQURXiMAMiIjXi09YQxgYCykodCACMDQV4tzWs0nhyc3Nx584d2NraAgDMzc3RsGFDxa2k3VKaN2+Ohw8f4tGjR4qy27dvIzU1Fc2aNSvSXiqVwtbWVrG4JwAUFBTg6tWrpcY3dOhQxMTE4PDhw+/y8NC8eXNERUUhMzNTUXb+/HlIJBLF4qxWVlZISEhQ1MtkMty8ebPIud6MvfB+cVNSunTpgiNHjmDz5s0YP358mQvMvhnrr7/+qlR24cIFNG7cGFpaRUcFFf4Mnj59qij77bffSr2Gubk5unXrhrVr1yo9J4VSUlKU7o8ePRrnz5/HkSNHcP78eS66SkT/I5dDiIiA7m+/AXJOGSeiqsXECBGRGtHVEfDVKAtAQInJEeGv/3w10gK6OpU3+gIApk+fjoiICMTGxuLSpUsYOHAg0tLSMGrUqAqdp3PnzmjZsiUCAgJw7do1XL58GSNHjoS3t3eJ02MmTZqEpUuX4uDBg/jjjz8wbty4Il/E3+bv74+BAwfC398fCxYswKVLlxAXF4eIiAjs2bOn2ITBmwICAqCvr49Ro0bh5s2bOH36NL788kuMGDFCsb7IBx98gKNHj+Lo0aOlxnX+/HksW7YMd+/exdq1a7Fv3z5MmjSp2OsWnnPbtm2YOHFiuZIj06ZNQ3h4OBYuXIi7d+9i69atWLNmDaZPn15s+86dO6NJkyYYOXIkrl+/jnPnzmH27NllXuf777+HTCaDu7s79u/fj3v37uHOnTtYvXp1kak43t7eaNiwIUaOHImGDRuiU6dOZZ6fiIiIqLIxMUJEpGY8WxpiwWeWMDIsPulhZChg4WeW8GxZ+aNFHj9+jKFDh6JJkyb46KOPoKuri4sXL6J+/foVOo8gCDh06BBq1aqFTp06oXPnznByclKsR1GcadOmYeTIkQgMDISHhwdMTEzw4YcflnmdPXv2IDg4GMeOHYOfnx+aNGmCTz75BPb29kVGWLzN0NAQJ06cQHJyMtzc3DBw4ED4+flhzZo1ijaffPIJRo0apUjsODo6wtfXt9j4r169ijZt2mDhwoVYsWIFunXrVuK1fXx8cPToUezcuRNffPFFmcmRtm3bYu/evdi9ezdcXFzw9ddfY8GCBcUuvAq8ngJ08OBB5Obmwt3dHWPGjMHixYtLvQYAODo64tq1a/D19cW0adPg4uKCLl26IDw8HOvWrSvS/pNPPsGrV6/wySeflHluIiIioqogiOUdg6th0tLSIJVKkZqayvnO7zG5XP56mzdra0gkzANS1arM/paTk4PY2Fg4OjpCX1+/XMe8vd23KIrIzReRkfW/l3ljQwF6OoLSWhHc7lv1HBwcMHny5DK3w32bKIooKCiAtrZ2pa69UlO9y+8FVR6+p1K1yswEjI0BAPK0NEhMTFQaDr8bEKk3Lr5KRKQmytruGwAyskRkQDkfzu2+iYiIiEiTMTFCRKQmCrf7fpfjiIiIiIg0FRMjRERqgtt9v7/i4uJUHQIRUY0jGhqWe+ctIqK/g4kRIiIiIiKqWYyMIKanv17XxshI1dEQkZrj+GkiohqMfykj+h/+PhAREVFVYGKEiKgG0tJ6vVZIXl6eiiMhqjmysrIAADo6OiqOhIiIiNQJp9IQEdVA2traMDQ0xPPnz6Gjo8OtMalYmrJdryiKyMrKQlJSEszMzBSJQyJSYzk5ED76CGZ5ecBPPwGGhqqOiIjUGBMjREQ1kCAIsLW1RWxsLOLj41UdDtVQoihCLpdDIpGodWKkkJmZGWxsbFQdBhFVB5kMws8/Qx+AXFb6VvRERH8XEyNERDWUrq4uGjVqxOk0VCK5XI6XL1/CwsJC7UcV6ejocKQIERERVQkmRoiIajCJRAJ9fX1Vh0E1lFwuh46ODvT19dU+MUJERERUVfgpioiIiIiIiIg0FhMjRERERERERKSxmBghIiIiIiIiIo3FNUZKIIoiACAtLU3FkdDfIZfLkZ6ezvn3VC3Y36i6sc9RdWJ/o2qVman4X3laGiR/fTZXlcLvBKKK4yCiqsHESAnS09MBAPb29iqOhIiIiIhIg9Wtq+oIFNLT0yGVSlUdBhFVMkFk2rNYcrkcT58+hYmJCQRBUHU49I7S0tJgb2+PR48ewdTUVNXhkJpjf6Pqxj5H1Yn9japbTepzoigiPT0ddnZ2HDFFpIY4YqQEEokEdWtQdpr+HlNTU5W/oZLmYH+j6sY+R9WJ/Y2qW03pcxwpQqS+mO4kIiIiIiIiIo3FxAgRERERERERaSwmRkit6enpYe7cudDT01N1KKQB2N+ourHPUXVif6Pqxj5HRNWFi68SERERERERkcbiiBEiIiIiIiIi0lhMjBARERERERGRxmJihIiIiIiIiIg0FhMjRERERERERKSxmBih997Zs2fRp08f2NnZQRAEHDp0SKleFEXMmzcPdnZ2MDAwgI+PD27duqWaYOm9t2TJEri5ucHExATW1tbo378/YmJilNqwz1FlWrduHVq2bAlTU1OYmprCw8MDP//8s6Ke/Y2q0pIlSyAIAiZPnqwoY5+jyjRv3jwIgqB0s7GxUdSzvxFRdWBihN57mZmZaNWqFdasWVNs/bJly7By5UqsWbMGkZGRsLGxQZcuXZCenl7NkZI6iIiIwPjx43Hx4kWEhYWhoKAAXbt2RWZmpqIN+xxVprp162Lp0qW4cuUKrly5gg8++AD9+vVTfDFgf6OqEhkZiQ0bNqBly5ZK5exzVNmcnZ2RkJCguEVHRyvq2N+IqFqIRGoEgHjw4EHFfblcLtrY2IhLly5VlOXk5IhSqVRcv369CiIkdZOUlCQCECMiIkRRZJ+j6lGrVi1x06ZN7G9UZdLT08VGjRqJYWFhore3tzhp0iRRFPkaR5Vv7ty5YqtWrYqtY38jourCESOk1mJjY5GYmIiuXbsqyvT09ODt7Y0LFy6oMDJSF6mpqQAAc3NzAOxzVLVkMhl2796NzMxMeHh4sL9RlRk/fjx69eqFzp07K5Wzz1FVuHfvHuzs7ODo6Ah/f3/8+eefANjfiKj6aKs6AKKqlJiYCACoXbu2Unnt2rURHx+vipBIjYiiiKlTp+If//gHXFxcALDPUdWIjo6Gh4cHcnJyYGxsjIMHD6J58+aKLwbsb1SZdu/ejWvXriEyMrJIHV/jqLK1b98e27ZtQ+PGjfHs2TMsWrQInp6euHXrFvsbEVUbJkZIIwiCoHRfFMUiZUQVNWHCBNy4cQO//vprkTr2OapMTZo0QVRUFFJSUrB//36MGjUKERERinr2N6osjx49wqRJk3Dy5Eno6+uX2I59jipLjx49FP/fokULeHh4oEGDBti6dSs6dOgAgP2NiKoep9KQWitc1bzwLw6FkpKSivz1gagivvzyS/z00084ffo06tatqyhnn6OqoKuri4YNG6Jdu3ZYsmQJWrVqhVWrVrG/UaW7evUqkpKS4OrqCm1tbWhrayMiIgKrV6+Gtra2ol+xz1FVMTIyQosWLXDv3j2+xhFRtWFihNSao6MjbGxsEBYWpijLy8tDREQEPD09VRgZva9EUcSECRNw4MABnDp1Co6Ojkr17HNUHURRRG5uLvsbVTo/Pz9ER0cjKipKcWvXrh0CAgIQFRUFJycn9jmqUrm5ubhz5w5sbW35GkdE1YZTaei9l5GRgfv37yvux8bGIioqCubm5qhXrx4mT56MoKAgNGrUCI0aNUJQUBAMDQ0xbNgwFUZN76vx48dj165dOHz4MExMTBR/xZJKpTAwMIAgCOxzVKlmzZqFHj16wN7eHunp6di9ezfOnDmD48ePs79RpTMxMVGsmVTIyMgIFhYWinL2OapM06dPR58+fVCvXj0kJSVh0aJFSEtLw6hRo/gaR0TVhokReu9duXIFvr6+ivtTp04FAIwaNQpbtmzBjBkzkJ2djXHjxuHVq1do3749Tp48CRMTE1WFTO+xdevWAQB8fHyUykNDQxEYGAgA7HNUqZ49e4YRI0YgISEBUqkULVu2xPHjx9GlSxcA7G9U/djnqDI9fvwYQ4cOxYsXL2BlZYUOHTrg4sWLqF+/PgD2NyKqHoIoiqKqgyAiIiIiIiIiUgWuMUJEREREREREGouJESIiIiIiIiLSWEyMEBEREREREZHGYmKEiIiIiIiIiDQWEyNEREREREREpLGYGCEiIiIiIiIijcXECBERERERERFpLCZGiIiIiIiIiEhjMTFCRERlmjdvHgRBwIsXL975HAsWLEDz5s0hl8srMbKqs2XLFgiCgLi4uAofe+bMGQiCgB9//LHMtj4+PnBxcXmHCKtGeHg4jI2N8eTJE1WHQkRERFQtmBghIqIq9/TpUyxbtgwLFiyARPJ+vPX06tULv/32G2xtbVUdSrXy8/ODu7s7Zs2apepQiIiIiKrF+/HplIiI3murVq2CmZkZPvroI1WHUm5WVlbo0KED9PT0VB3K3yaKIrKzs8vdfvz48di5cycePXpUhVERERER1QxMjBAR0Tv5448/4OTkhPbt2yMpKanEdnl5eQgJCcGwYcOURovExcVBEAT85z//wcqVK+Ho6AhjY2N4eHjg4sWLFYqlcOrKDz/8gNmzZ8POzg6mpqbo3LkzYmJiirT/5Zdf4OfnB1NTUxgaGsLLywvh4eFKbYqbSiOKIoKCglC/fn3o6+ujXbt2CAsLg4+PD3x8fIpcJz8/v1zxAMC5c+fQoUMHGBgYoE6dOpgzZw5kMplSm+TkZIwbNw516tSBrq4unJycMHv2bOTm5iq1EwQBEyZMwPr169GsWTPo6elh69atAIB169ahVatWMDY2homJCZo2bVpkdEifPn1gbGyMjRs3lvicExEREakLJkaIiKjCIiIi4OnpiZYtW+L06dOwtrYuse2lS5fw8uVL+Pr6Flu/du1ahIWFITg4GDt37kRmZiZ69uyJ1NTUCsc1a9YsxMfHY9OmTdiwYQPu3buHPn36KCUYduzYga5du8LU1BRbt27F3r17YW5ujm7duhVJjrxt9uzZmD17Nrp3747Dhw/j888/x5gxY3D37t13jgcAEhMT4e/vj4CAABw+fBgDBw7EokWLMGnSJEWbnJwc+Pr6Ytu2bZg6dSqOHj2K4cOHY9myZcWOxDl06BDWrVuHr7/+GidOnEDHjh2xe/dujBs3Dt7e3jh48CAOHTqEKVOmIDMzU+lYXV1deHp64ujRo2U+50RERETvPZGIiKgMc+fOFQGIz58/F7dv3y7q6uqKEydOFGUyWZnHfvPNNyIAMTExUak8NjZWBCC2aNFCLCgoUJRfvnxZBCD+8MMP5Y7v9OnTIgCxZ8+eSuV79+4VAYi//fabKIqimJmZKZqbm4t9+vRRaieTycRWrVqJ7u7uirLQ0FARgBgbGyuKoigmJyeLenp64pAhQ5SO/e2330QAore3d4XjEUVR9Pb2FgGIhw8fVmo7duxYUSKRiPHx8aIoiuL69etFAOLevXuV2hU+vydPnlSUARClUqmYnJys1HbChAmimZmZWB6zZ88WJRKJmJGRUa72RERERO8rjhghIqJyW7x4MQIDA7F06VKsWrWqXAupPn36FIIgwNLSstj6Xr16QUtLS3G/ZcuWAID4+PgKx9e3b1+l+2+f68KFC0hOTsaoUaNQUFCguMnlcnTv3h2RkZFFRk8UunjxInJzczF48GCl8g4dOsDBweGd4ilkYmJSpO2wYcMgl8tx9uxZAMCpU6dgZGSEgQMHKrULDAwEgCKjXT744APUqlVLqczd3R0pKSkYOnQoDh8+XOouQ9bW1pDL5UhMTCyxDREREZE60FZ1AERE9P7YsWMH6tSpA39//3Ifk52dDR0dHaXkx5ssLCyU7hcudlqRxULLe65nz54BQJHkwpuSk5NhZGRUpPzly5cAgNq1axepK66sPPGUdryNjY3SdV++fAkbGxsIgqDUztraGtra2op2hYrbTWfEiBEoKCjAxo0bMWDAAMjlcri5uWHRokXo0qWLUlt9ff1iYyUiIiJSNxwxQkRE5Xb8+HHo6OigY8eO5R7RYWlpiby8vBJHYlSnwlEr3333HSIjI4u9lZXkKEyuvOnvjqoo7ZyF17WwsMCzZ88giqJSu6SkJBQUFBQZkfN2AqXQxx9/jAsXLiA1NRVHjx6FKIro3bt3kZ9ncnIyAJQ40oeIiIhIXTAxQkRE5Va/fn2cO3cOenp66NixI+7du1fmMU2bNgUAPHjwoKrDK5OXlxfMzMxw+/ZttGvXrtibrq5usce2b98eenp62LNnj1L5xYsX32naz5vS09Px008/KZXt2rULEokEnTp1AgD4+fkhIyMDhw4dUmq3bds2RX1FGBkZoUePHpg9ezby8vJw69Ytpfo///wTFhYWJSaKiIiIiNQFp9IQEVGF2NraIiIiAt26dUOnTp0QFhYGFxeXEtsXbmN78eJFxRobqmJsbIzvvvsOo0aNQnJyMgYOHAhra2s8f/4c169fx/Pnz7Fu3bpijzU3N8fUqVOxZMkS1KpVCx9++CEeP36M+fPnw9bWtlzrrZTEwsICX3zxBR4+fIjGjRvj2LFj2LhxI7744gvUq1cPADBy5EisXbsWo0aNQlxcHFq0aIFff/0VQUFB6NmzJzp37lzmdcaOHQsDAwN4eXnB1tYWiYmJWLJkCaRSKdzc3JTaXrx4Ed7e3iWOPCEiIiJSFxwxQkREFWZpaYlTp06hQYMG8Pb2xpUrV0psa29vj44dO+Lw4cPVGGHJhg8fjtOnTyMjIwOfffYZOnfujEmTJuHatWtljrpYvHgxFi1ahKNHj6Jv375YvXo11q1bB2tra5iZmb1zTDY2Nti1axe2bt2Kvn37Yu/evZg1axZWr16taKOvr4/Tp08jICAAy5cvR48ePbBlyxZMnz4dBw4cKNd1OnbsiJs3b2LSpEno0qULpkyZgsaNG+PcuXOwsrJStHvw4AGio6MREBDwzo+JiIiI6H0hiG9PViYiIqpk+/fvx5AhQxAfH486deqoOpxKFRsbi6ZNm2Lu3LmYNWuWqsOpFHPmzMG2bdvw4MEDaGtzcCkRERGpNyZGiIioyomiCE9PT7i6umLNmjWqDuedXb9+HT/88AM8PT1hamqKmJgYLFu2DGlpabh586ZarMeRkpICJycnfPfddxwxQkRERBqBfwYiIqIqJwgCNm7ciJ9++glyubzc63GIogiZTFZqGy0trWpbB8PIyAhXrlxBSEgIUlJSIJVK4ePjg8WLF6tFUgR4PQJm5syZGDZsmKpDISIiIqoWHDFCREQ11pkzZ+Dr61tqm9DQUAQGBlZPQERERESkdpgYISKiGis9PR0xMTGltnF0dISFhUU1RURERERE6oaJESIiIiIiIiLSWNyul4iIiIiIiIg0FhMjRERERERERKSxmBghIiIiIiIiIo3FxAgRERERERERaSwmRoiIiIiIiIhIYzExQkREREREREQai4kRIiIiIiIiItJY/w/b7LLW9FspgAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final summary\n", + "\n", + "Metric Cross-validation Test set \n", + "Method 5-fold GroupKFold Hold-out (20%) \n", + "Best k 50 50 \n", + "AUC 0.6056 ± 0.0287 0.6471 \n", + "Accuracy N/A 0.5929 \n", + "Precision N/A 0.5980 \n", + "Recall N/A 0.5667 \n", + "F1-Score N/A 0.5819 \n", + "\n", + "\n", + "Conclusion\n", + "• Best k = 50 determined by 5-fold GroupKFold cross-validation\n", + "• Cross-validation ensures no patient images are split across folds\n", + "• Test set AUC = 0.647 is consistent with CV results\n", + "• Model generalizes well to unseen data (test AUC close to CV mean)\n" + ] + } + ], + "source": [ + "# Figure 1: Confusion matrix (Test Set Only)\n", + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "cm_test = confusion_matrix(y_test, y_test_pred)\n", + "sns.heatmap(cm_test, annot=True, fmt='d', cmap='Oranges', ax=ax, xticklabels=['Non-Cancerous', 'Cancerous'], yticklabels=['Non-Cancerous', 'Cancerous'])\n", + "# annot=True makes it possible to see numbers of the different 4 cat. and fmt=d is format d=decimals(intergers)\n", + "\n", + "# Labels\n", + "ax.set_title(f'Test set confusion matrix\\nk={best_k}, AUC={test_auc:.3f}, Acc={test_acc:.3f}', fontsize=12) #.3f just mean only displaying 3 digits after the decimal\n", + "ax.set_xlabel('Predicted')\n", + "ax.set_ylabel('Actual')\n", + "\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "# Figure 2: ROC-curve\n", + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "# Test ROC\n", + "fpr_test, tpr_test, _ = roc_curve(y_test, y_test_proba) # _ is for threshold value, which we dont use # fpr=false positive, tpr=true positive\n", + "ax.plot(fpr_test, tpr_test, label=f'k-NN (AUC = {test_auc:.3f})', linewidth=2, color='darkorange')\n", + "\n", + "# Random classifier line\n", + "ax.plot([0, 1], [0, 1], 'k--', label='Random (AUC = 0.5)', linewidth=1) # Used for comparison to just random guesses\n", + "\n", + "# Labels\n", + "ax.set_xlabel('False Positive Rate', fontsize=12)\n", + "ax.set_ylabel('True Positive Rate', fontsize=12)\n", + "ax.set_title(f'ROC Curve - Test set (k={best_k})', fontsize=14)\n", + "ax.legend(loc='lower right') #ax.legend implements a small box that explains the different lines, points etc\n", + "ax.grid(True, alpha=0.3)\n", + "\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "# Figure 3: Cross-validation with Gridsearch\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "\n", + "k_values = [5, 15, 25, 35, 50] # The same k-nearest neighbours\n", + "cv_auc_means = [0.5779, 0.5868, 0.5929, 0.6004, 0.6056] # The values from the GroupKFold from earlier\n", + "cv_auc_stds = [0.0434, 0.0388, 0.0394, 0.0268, 0.0287] # The values from the GroupKFold from earlier\n", + "\n", + "ax.errorbar(k_values, cv_auc_means, yerr=cv_auc_stds, # yerr is for plotting error bar on the y-axis\n", + " marker='o', capsize=5, capthick=2, # For better visualization, like thickness, markers -\n", + " linewidth=2, markersize=8, color='royalblue', # and color\n", + " label='5-fold GroupKFold CV') \n", + "\n", + "# Labels\n", + "ax.axhline(y=test_auc, color='darkorange', linestyle='--', linewidth=2, label=f'Test AUC = {test_auc:.3f}')\n", + "ax.axvline(x=best_k, color='red', linestyle='--', linewidth=1.5, label=f'Best k = {best_k}')\n", + "\n", + "# More lables\n", + "ax.set_xlabel('k (n_neighbors)', fontsize=12)\n", + "ax.set_ylabel('AUC Score', fontsize=12)\n", + "ax.set_title('Cross-validation results with GroupKFold', fontsize=14)\n", + "ax.legend()\n", + "ax.grid(True, alpha=0.3)\n", + "\n", + "# Annotatting the best point\n", + "ax.annotate(f'Best CV AUC = {cv_auc_means[k_values.index(best_k)]:.3f}',\n", + " xy=(best_k, cv_auc_means[k_values.index(best_k)]), # Point that is annotated\n", + " xytext=(best_k + 8, cv_auc_means[k_values.index(best_k)] - 0.05), # Position of text\n", + " arrowprops=dict(arrowstyle='->', color='red', lw=1.5), # For better visu.\n", + " fontsize=10, ha='left' # More vis.\n", + " )\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "\n", + "# Printing results\n", + "print(\"Final summary\")\n", + "print(f\"\\n{'Metric':<25} {'Cross-validation':<20} {'Test set':<15}\") #<25, <20 and <15 is used to align the printing statements\n", + "\n", + "print(f\"{'Method':<25} {'5-fold GroupKFold':<20} {'Hold-out (20%)':<15}\")\n", + "print(f\"{'Best k':<25} {best_k:<20} {best_k:<15}\")\n", + "print(f\"{'AUC':<25} {cv_auc_means[k_values.index(best_k)]:.4f} ± {cv_auc_stds[k_values.index(best_k)]:.4f} {test_auc:<15.4f}\") \n", + "# <15.4f, <15 is still for aligning, but .4f is printing the 4 decimals after the decimal,point\n", + "print(f\"{'Accuracy':<25} {'N/A':<20} {test_acc:<15.4f}\")\n", + "print(f\"{'Precision':<25} {'N/A':<20} {test_precision:<15.4f}\")\n", + "print(f\"{'Recall':<25} {'N/A':<20} {test_recall:<15.4f}\")\n", + "print(f\"{'F1-Score':<25} {'N/A':<20} {test_f1:<15.4f}\")\n", + "\n", + "print(\"\\n\")\n", + "print(\"Conclusion\")\n", + "print(f\"• Best k = {best_k} determined by 5-fold GroupKFold cross-validation\")\n", + "print(f\"• Cross-validation ensures no patient images are split across folds\")\n", + "print(f\"• Test set AUC = {test_auc:.3f} is consistent with CV results\")\n", + "print(f\"• Model generalizes well to unseen data (test AUC close to CV mean)\")" + ] + }, + { + "cell_type": "markdown", + "id": "6a489c56", + "metadata": {}, + "source": [ + "# Needed comments for clarification!\n", + "\n", + "- The random state tested on is \"random_state=42\"\n", + "- Write here\n", + "- Write here\n", + "\n", + "\n", + "# Other comments\n", + "- Nearest neighbours: k=100 gave a litte better, but would be too many points because then it compares to a too big part of the data? Not sure, but 50 seems high enough?" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 5193d704d6e6f8b80a3cc959f7c6f40427494647 Mon Sep 17 00:00:00 2001 From: Jukm <146073484+JuliusMichelsen@users.noreply.github.com> Date: Fri, 17 Apr 2026 17:09:41 +0200 Subject: [PATCH 17/34] Added graphs and confusion matrix for k-NN base-classifier --- results/models/knn_confusion_matrices_all.png | Bin 0 -> 88954 bytes results/models/knn_cv_results_with_test.png | Bin 0 -> 73115 bytes results/models/knn_roc_curves_all.png | Bin 0 -> 143596 bytes results/models/knn_test_confusion_matrix.png | Bin 0 -> 45520 bytes 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+ combined = cv2.add(blackhat, tophat) + + # threshold for binary hair mask + _, hair_mask = cv2.threshold(combined, threshold, 255, cv2.THRESH_BINARY) + hair_mask = cv2.medianBlur(hair_mask, 3) # reduce small noise + + # compute coverage ratio + total_area = img_gray.shape[0] * img_gray.shape[1] + hair_area = np.count_nonzero(hair_mask) + + return hair_area / total_area + + +def removeHair_auto(img_org, img_gray, lesion_mask=None): + """ + - Selects removal parameters based on coverage level + - Chooses between light-hair and dark-hair detection + - Inpaints detected hair regions + + + Args: + img_org (_type_): _description_ + img_gray (_type_): _description_ + lesion_mask (_type_, optional): _description_. Defaults to None. + + Returns: + _type_: _description_ + """ + coverage = hair_coverage(img_gray) + + if coverage < 0.01: + return "skip", None, None, img_org.copy(), coverage, 0, 0 + + if coverage < 0.08: + kernel_size = 9 + black_threshold = 12 + top_threshold = 18 + radius = 3 + else: + kernel_size = 11 + black_threshold = 15 + top_threshold = 22 + radius = 5 + + + # structuring element for hair enhancement + kernel = cv2.getStructuringElement(cv2.MORPH_CROSS, (kernel_size, kernel_size)) + + + # compute morphological responses + blackhat = cv2.morphologyEx(img_gray, cv2.MORPH_BLACKHAT, kernel) + tophat = cv2.morphologyEx(img_gray, cv2.MORPH_TOPHAT, kernel) + + + # threshold responses to create binary masks + _, black_mask = cv2.threshold(blackhat, black_threshold, 255, cv2.THRESH_BINARY) + _, top_mask = cv2.threshold(tophat, top_threshold, 255, cv2.THRESH_BINARY) + + + black_score = np.count_nonzero(black_mask) + top_score = np.count_nonzero(top_mask) + + # select the dominant hair color, only choose light mode if it clearly wins + if top_score > 1.3 * black_score: + mode = "light" + response = tophat + mask = top_mask + else: + mode = "dark" + response = blackhat + mask = black_mask + + # inpaint detected hair regions + img_out = cv2.inpaint(img_org, mask, radius, cv2.INPAINT_TELEA) + + return mode, response, mask, img_out, coverage, black_score, top_score + + +# based on histogram +def label_coverage(coverage) -> str: + """ + Categorize hair coverage level for analysis. + Used during exploratory data analysis to group images + into low, medium, and high hair coverage regimes. + """ + + if coverage < 0.01: + return "low" + elif coverage < 0.08: + return "medium" + else: + return "high" + + + +def hair_removal(img_bgr): + """ + Complete hair removal pipeline. + + - Converts image to grayscale + - Estimates hair coverage + - Applies adaptive parameters based on coverage + - Skips processing when hair presence is negligible + - Returns cleaned image. + """ + + # convert to grayscale for morphological processing + img_gray = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2GRAY) + + # apply adaptive hair removal + mode, response, mask, img_out, coverage, black_score, top_score = \ + removeHair_auto(img_bgr, img_gray) + + # if skipped, return original image + if mode == "skip": + return img_bgr + + return img_out \ No newline at end of file diff --git a/hair_coverage_analysis.py b/hair_coverage_analysis.py deleted file mode 100644 index cb33da0e..00000000 --- a/hair_coverage_analysis.py +++ /dev/null @@ -1,204 +0,0 @@ -import cv2 -import numpy as np -import pandas as pd -import matplotlib.pyplot as plt -from pathlib import Path -import random - -# code for hair and pen detection + removal - -# full dataset -df = pd.read_csv('md.csv') - -IMG_DIR = Path("imgs") -MASK_DIR = Path("masks") - -img_id = df["img_id"].iloc[0] -img_path = IMG_DIR / img_id -mask_path = MASK_DIR / img_id.replace(".png", "_mask.png") - -# hair detection and removal for light and dark hair -# group into three groups based on amount of coverage - -def hair_coverage(img_gray, kernel_size=9, threshold=10): - """ - Estimate the fraction of the image covered by hair. - Uses combined blackhat+tophat for complete dark/light hair detection. - """ - kernel = cv2.getStructuringElement(cv2.MORPH_CROSS, (kernel_size, kernel_size)) - - blackhat = cv2.morphologyEx(img_gray, cv2.MORPH_BLACKHAT, kernel) - tophat = cv2.morphologyEx(img_gray, cv2.MORPH_TOPHAT, kernel) - - # Combine both dark- and light-hair responses - combined = cv2.add(blackhat, tophat) - - _, hair_mask = cv2.threshold(combined, threshold, 255, cv2.THRESH_BINARY) - hair_mask = cv2.medianBlur(hair_mask, 3) # denoise - - total_area = img_gray.shape[0] * img_gray.shape[1] - hair_area = np.count_nonzero(hair_mask) - - return hair_area / total_area - - -def removeHair_auto(img_org, img_gray, lesion_mask=None): - coverage = hair_coverage(img_gray) - - if coverage < 0.01: - return "skip", None, None, img_org.copy(), coverage, 0, 0 - - if coverage < 0.08: - kernel_size = 9 - black_threshold = 12 - top_threshold = 18 - radius = 3 - else: - kernel_size = 11 - black_threshold = 15 - top_threshold = 22 - radius = 5 - - kernel = cv2.getStructuringElement(cv2.MORPH_CROSS, (kernel_size, kernel_size)) - - blackhat = cv2.morphologyEx(img_gray, cv2.MORPH_BLACKHAT, kernel) - tophat = cv2.morphologyEx(img_gray, cv2.MORPH_TOPHAT, kernel) - - _, black_mask = cv2.threshold(blackhat, black_threshold, 255, cv2.THRESH_BINARY) - _, top_mask = cv2.threshold(tophat, top_threshold, 255, cv2.THRESH_BINARY) - - # Make light-hair detection stricter to avoid detecting light spots on skin instead of hair - #top_mask = cv2.medianBlur(top_mask, 3) - - black_score = np.count_nonzero(black_mask) - top_score = np.count_nonzero(top_mask) - - # Only choose light mode if it clearly wins - if top_score > 1.3 * black_score: - mode = "light" - response = tophat - mask = top_mask - else: - mode = "dark" - response = blackhat - mask = black_mask - - if lesion_mask is not None: - if lesion_mask.shape != mask.shape: - lesion_mask = cv2.resize(lesion_mask, (mask.shape[1], mask.shape[0])) - if lesion_mask.dtype != mask.dtype: - lesion_mask = lesion_mask.astype(mask.dtype) - mask = cv2.bitwise_and(mask, lesion_mask) - - img_out = cv2.inpaint(img_org, mask, radius, cv2.INPAINT_TELEA) - - return mode, response, mask, img_out, coverage, black_score, top_score - - -coverages = [] -df_meta = pd.read_csv('md.csv') - -IMG_DIR = Path("images") -MASK_DIR = Path("masks") - -# based on histogram -def label_coverage(coverage): - if coverage < 0.01: - return "low" - elif coverage < 0.08: - return "medium" - else: - return "high" - - -# loop through dataset -data = [] - -for img_id in df_meta["img_id"]: - img_path = str(IMG_DIR / img_id) - img = cv2.imread(str(img_path)) - if img is None: - print(f"Warning: Could not read image {img_path}") - continue - gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) - - cov = hair_coverage(gray) - coverages.append(cov) - label = label_coverage(cov) - - data.append({ - "image_path": str(img_path), - "coverage": cov, - "label": label - }) - -df = pd.DataFrame(data) -print(df["label"].value_counts()) # check distribution - - -# plots - -def show_removal_examples(df, label, n=3): - subset = df[df["label"] == label] - - print(f"{label} removal samples: {len(subset)} images") - - if len(subset) == 0: - print(f"No samples for label: {label}") - return - - samples = subset.sample(min(n, len(subset)), random_state=None) - - for _, row in samples.iterrows(): - img_bgr = cv2.imread(row["image_path"]) - if img_bgr is None: - print(f"Warning: Could not read image {row['image_path']}") - continue - - gray = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2GRAY) - mode, response, mask, img_out, coverage, black_score, top_score = removeHair_auto(img_bgr, gray) - - fig, axes = plt.subplots(1, 4, figsize=(18, 5)) - fig.suptitle( - f"{label} | coverage={coverage:.3f} | mode={mode} | " - f"black_score={black_score} | top_score={top_score}" - ) - - axes[0].imshow(cv2.cvtColor(img_bgr, cv2.COLOR_BGR2RGB)) - axes[0].set_title("Original") - axes[0].axis("off") - - if response is not None: - axes[1].imshow(response, cmap="gray") - else: - axes[1].text(0.5, 0.5, "Skipped", ha="center", va="center") - axes[1].set_title("Response") - axes[1].axis("off") - - if mask is not None: - axes[2].imshow(mask, cmap="gray") - else: - axes[2].text(0.5, 0.5, "Skipped", ha="center", va="center") - axes[2].set_title("Final mask") - axes[2].axis("off") - - axes[3].imshow(cv2.cvtColor(img_out, cv2.COLOR_BGR2RGB)) - axes[3].set_title("Inpainted") - axes[3].axis("off") - - plt.tight_layout() - plt.show() - - -# Show removal pipeline examples side by side -show_removal_examples(df, "medium") -show_removal_examples(df, "high") - - -# plot -plt.hist(coverages, bins=30) -plt.yscale('log') -plt.title("Hair Coverage Distribution") -plt.xlabel("Coverage") -plt.ylabel("Frequency") -plt.show() \ No newline at end of file diff --git a/pen_removal_analysis.py b/pen_analysis.py similarity index 65% rename from pen_removal_analysis.py rename to pen_analysis.py index 9a20ca03..166672e8 100644 --- a/pen_removal_analysis.py +++ b/pen_analysis.py @@ -5,28 +5,30 @@ import matplotlib.pyplot as plt from pathlib import Path -# pen detection and removal +""" +Pen removal file structure: -# full dataset -df = pd.read_csv('md.csv') +- filter_pen_components: shape-based analysis +- detect_pen: color-based pen detection +- has_pen_mark: decision logic +- remove_pen: inpainting +- pen_removal: full preprocessing pipeline +""" -IMG_DIR = Path("imgs") -MASK_DIR = Path("masks") +# Pen detection parameters (HSV) +# catch dark/light blue with different saturation and hue, and black pen marks -img_id = df["img_id"].iloc[0] -img_path = IMG_DIR / img_id -mask_path = MASK_DIR / img_id.replace(".png", "_mask.png") - - -# Pen detection parameters for quick single-image tuning. (HSV) -# catch dark/light blue with different saturation and black/lighter BLUE_LOW_1 = (90, 40, 80) BLUE_HIGH_1 = (140, 255, 255) BLUE_LOW_2 = (85, 30, 60) BLUE_HIGH_2 = (140, 200, 255) +BLUE_LOW_3 = (85, 15, 50) +BLUE_HIGH_3 = (145, 120, 200) + + BLACK_LOW = (0, 0, 0) BLACK_HIGH = (180, 50, 80) @@ -42,51 +44,41 @@ def filter_pen_components(mask, min_area=FILTER_MIN_AREA, min_aspect_ratio=FILTE Keep only connected components that look stroke-like rather than blob-like. This helps reject round dark lesion regions that can resemble black pen. """ + + # label connected components in the binary mask num_labels, labels, stats, _ = cv2.connectedComponentsWithStats(mask, connectivity=8) clean_mask = np.zeros_like(mask) for label_idx in range(1, num_labels): x, y, w, h, area = stats[label_idx] - if area < min_area: - continue - - aspect_ratio = max(w, h) / max(1, min(w, h)) - if aspect_ratio < min_aspect_ratio: + # allow large regions regardless of aspect ratio to preserve thick markers + if area > 300: + clean_mask[labels == label_idx] = 255 continue - clean_mask[labels == label_idx] = 255 - - return clean_mask - - -def count_pen_components(mask, min_area=FILTER_MIN_AREA, min_aspect_ratio=FILTER_MIN_ASPECT_RATIO): - """ - Count stroke-like connected components in a mask. - """ - num_labels, _, stats, _ = cv2.connectedComponentsWithStats(mask, connectivity=8) - count = 0 - - for label_idx in range(1, num_labels): - x, y, w, h, area = stats[label_idx] + # reject isolated noise if area < min_area: continue + # distuingish strokes from blobs aspect_ratio = max(w, h) / max(1, min(w, h)) if aspect_ratio < min_aspect_ratio: continue - count += 1 + # keep only those passing all filters + clean_mask[labels == label_idx] = 255 - return count + return clean_mask def detect_pen(img_bgr): """ - Detect likely blue and black pen marks in a BGR uint8 image. - Blue pen is detected by hue; black pen is detected conservatively and + Detect blue and black pen marks. + HSV color space. Blue pen is detected by saturation, black pen is detected conservatively and filtered by component shape to avoid removing dark lesion structures. """ + # convert from BGR to HSV hsv = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2HSV) # different blue saturation @@ -100,44 +92,69 @@ def detect_pen(img_bgr): blue_mask_2 = cv2.inRange(hsv, lower_blue_2, upper_blue_2) blue_mask = cv2.bitwise_or(blue_mask_1, blue_mask_2) + + blue_mask_3 = cv2.inRange(hsv, + np.array(BLUE_LOW_3, np.uint8), + np.array(BLUE_HIGH_3, np.uint8)) + + # combine all blue + blue_mask = cv2.bitwise_or(blue_mask, blue_mask_3) + + lower_black = np.array(BLACK_LOW, dtype=np.uint8) upper_black = np.array(BLACK_HIGH, dtype=np.uint8) black_mask = cv2.inRange(hsv, lower_black, upper_black) black_mask = cv2.medianBlur(black_mask, 3) - black_mask = filter_pen_components(black_mask) # filter to reduce to pen strokes + black_mask = filter_pen_components(black_mask) # only elongated pen marks + # final pen mask pen_mask = cv2.bitwise_or(blue_mask, black_mask) - print(img_bgr.dtype) - print(img_bgr.min(), img_bgr.max()) + return pen_mask, blue_mask, black_mask -def has_pen_mark(pen_mask, min_pixels=MIN_PEN_PIXELS): +def has_pen_mark(pen_mask, min_pixels=MIN_PEN_PIXELS) -> bool: """ - Decide whether an image contains enough pen-like pixels to justify inpainting. + Determine whether an image contains enough pen-like pixels to justify removal. """ return np.count_nonzero(pen_mask) >= min_pixels def remove_pen(img_bgr, pen_mask): """ - Inpaint over detected pen marks. + Removes detected pen marks with image inpainting. Pen strokes are often thicker than the raw mask, so the mask is dilated first. """ - kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (5, 5)) + # ellipse matches better + kernel = cv2.getStructuringElement(cv2.MORPH_ELLIPSE, (5, 5)) + + # expand mask with dilate mask_dilated = cv2.dilate(pen_mask, kernel, iterations=INPAINT_DILATION_ITERATIONS) clean_bgr = cv2.inpaint(img_bgr, mask_dilated, inpaintRadius=INPAINT_RADIUS, flags=cv2.INPAINT_TELEA) return mask_dilated, clean_bgr + + # debug code: remove later def show_pen_result(image_path): + """ + visualization of pen detection and removal. + Displays: + - Original image + - Blue pen candidate mask + - Black pen candidate mask + - Final pen mask after dilation + - Cleaned image after inpainting + """ + img_bgr = cv2.imread(str(image_path)) if img_bgr is None: print(f"Warning: Could not read image {image_path}") return + # detect pen regions and decide whether to apply inpainting pen_mask, blue_mask, black_mask = detect_pen(img_bgr) has_pen = has_pen_mark(pen_mask) print(f"Blue pixels: {np.count_nonzero(blue_mask)}") @@ -187,19 +204,18 @@ def show_pen_result(image_path): plt.tight_layout() plt.show() -def show_pen_examples(df, n=5): - if len(df) == 0: - print("No images available for pen examples") - return - - samples = df.sample(min(n, len(df)), random_state=None) - - for _, row in samples.iterrows(): - show_pen_result(row["image_path"]) +def pen_removal(img_bgr): + """ + Full pen-mark removal. + Detects pen marks and inpaints if sufficient pen pixels are found. + Returns cleaned image. + """ + pen_mask, _, _ = detect_pen(img_bgr) -df = pd.DataFrame(data) -show_pen_examples(df) - - + if has_pen_mark(pen_mask): + _, clean_bgr = remove_pen(img_bgr, pen_mask) + return clean_bgr + else: + return img_bgr diff --git a/preprocessing.py b/preprocessing.py new file mode 100644 index 00000000..bdbfa963 --- /dev/null +++ b/preprocessing.py @@ -0,0 +1,35 @@ + +import cv2 +import os +from tqdm import tqdm +import pandas as pd +import numpy as np +from pathlib import Path + + +from hair_analysis import hair_removal +from pen_analysis import pen_removal + +IMG_DIR = Path('data/imgs') +OUTPUT_DIR = 'data/imgs_clean' +os.makedirs(OUTPUT_DIR, exist_ok = True) + + +for filename in tqdm(os.listdir(IMG_DIR)): + input_path = IMG_DIR / filename + output_path = os.path.join(OUTPUT_DIR, filename) + + # read image (BGR) + img = cv2.imread(input_path) + + if img is None: + continue + + # removal pipeline + img_clean = hair_removal(img) + img_clean = pen_removal(img_clean) + + # save cleaned image + cv2.imwrite(str(output_path), img_clean) + + From d62b530b3eb143c9ce32f6748f5fe86c14fa42b2 Mon Sep 17 00:00:00 2001 From: Asta-Valdorf Date: Tue, 21 Apr 2026 22:12:28 +0200 Subject: [PATCH 20/34] deleted random file --- "Icon\r" | 0 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 "Icon\r" diff --git "a/Icon\r" "b/Icon\r" deleted file mode 100644 index e69de29b..00000000 From 35ce64d4bd75bbbae4c6c3761e144b0f3021497b Mon Sep 17 00:00:00 2001 From: Jukm <146073484+JuliusMichelsen@users.noreply.github.com> Date: Wed, 22 Apr 2026 12:21:09 +0200 Subject: [PATCH 21/34] Added and changed comments --- src/feature_A2.py | 2 +- src/feature_B2.py | 9 +++++---- 2 files changed, 6 insertions(+), 5 deletions(-) diff --git a/src/feature_A2.py b/src/feature_A2.py index bfd78a83..522d3959 100644 --- a/src/feature_A2.py +++ b/src/feature_A2.py @@ -14,7 +14,7 @@ def asymmetry_np_centroid(mask): # We use centroid to find the "center of mass", to find the point where to split to 4 quadrants later y, x = np.where(mask > 0) # Creating 2 numpy arrays with indices where mask > 0 (lesion present) - # Guard clause: if mask is empty, return 0 (or np.nan, depending on your preference) + # Guard clause3: if mask is empty, return 0 if len(x) == 0 or len(y) == 0: return np.nan # or return np.nan diff --git a/src/feature_B2.py b/src/feature_B2.py index de8b4285..4e14f394 100644 --- a/src/feature_B2.py +++ b/src/feature_B2.py @@ -9,24 +9,25 @@ def border_irregularity(mask): - For contours: "RETR_EXTERNAL" only takes the outermost, with ignoring holes inside () - "CHAIN_APPROX_NONE" keeps all contour points for maximum accuracy. + "CHAIN_APPROX_NONE" keeps all contour points for maximum accuracy. - We then with the larges countour, the border of the lesion, finds the area, finding the compactness and at last find the irreguality score + We then find the larges countour, the border of the lesion, finds the area, finding the compactness and at last find the irreguality score - Output: An irregularity-score from 0(perfect)-1(irregular) ''' # First we find the contours(omkridser) contours, _ = cv2.findContours(mask.astype(np.uint8), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE) # np.uint8 needed for OpenCV + # The way it works is, it finds the boundaries of the spots, where it is has value 1(lesion present) at one points, and at the one next to it has 0(not lesion present). # the second output "_" is for hierarchy, which is useless with RETR_ETERNAL since it only takes the outermost contour for each spot - # if no contours found at all, we return words score = 1 (irregular) + # If no contours found at all, return nan if not contours: return np.nan # Now we want to find the largers contour, which gives the largest spot if there is multiple (It is easier for the next parts) largest_contour = max(contours, key=cv2.contourArea) - # Now we calculate the perimeter. True is to make sure, start and endpoint, is at the same spot + # Now we can calculate the perimeter. True is to make sure, start and endpoint, is at the same spot perimeter = cv2.arcLength(largest_contour, True) # And the area of the area/pixels inside the lesion From 5298f24ce3a259d3ddb419704becf006bc3ce532 Mon Sep 17 00:00:00 2001 From: Emma Dupont Date: Wed, 22 Apr 2026 16:46:25 +0200 Subject: [PATCH 22/34] Inserted DT in classifer notebook and changed location of notebook --- base_classifiers.ipynb | 879 +++++++++++++++++++++++++++ results/models/.DS_Store | Bin 0 -> 6148 bytes results/models/knn_classi_base.ipynb | 573 ----------------- 3 files changed, 879 insertions(+), 573 deletions(-) create mode 100644 base_classifiers.ipynb create mode 100644 results/models/.DS_Store delete mode 100644 results/models/knn_classi_base.ipynb diff --git a/base_classifiers.ipynb b/base_classifiers.ipynb new file mode 100644 index 00000000..b64c646c --- /dev/null +++ b/base_classifiers.ipynb @@ -0,0 +1,879 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7a57dd91", + "metadata": {}, + "source": [ + "# Libaries" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "e30cabda", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import os\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "from sklearn.model_selection import train_test_split, GroupKFold, GridSearchCV\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import confusion_matrix, roc_curve, accuracy_score, classification_report, accuracy_score, roc_auc_score, precision_score, recall_score, f1_score\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.pipeline import Pipeline" + ] + }, + { + "cell_type": "markdown", + "id": "2542c804", + "metadata": {}, + "source": [ + "# Loading data" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "fbd9cd46", + "metadata": {}, + "outputs": [], + "source": [ + "# Path to features\n", + "csv_path = 'data/base_features.csv' # This is based on, that tis ipynb is places in /results/another folder \n", + "\n", + "# Load the data\n", + "df_features = pd.read_csv(csv_path)" + ] + }, + { + "cell_type": "markdown", + "id": "25ffff15", + "metadata": {}, + "source": [ + "# Prepare features and split 80/20 from total" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "60acec1b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rows after dropping NaN-rows: 2100\n", + "Temp set (for train+val): 1680 samples\n", + "Test set (Don't touch!): 420 samples\n" + ] + } + ], + "source": [ + "# Features\n", + "feature_columns = ['asymmetry_np_centroid', 'border_contours', 'color']\n", + "\n", + "# Drop rows with NaN in any of the feature columns - there was 3 with at least 1 NaN value\n", + "df_features = df_features.dropna(subset=feature_columns)\n", + "\n", + "print(f\"Rows after dropping NaN-rows: {len(df_features)}\") # This can be compared to the original shape showing 2103 rows\n", + "\n", + "# Reassign X, y, img_ids\n", + "X = df_features[feature_columns].to_numpy() # Independent variables\n", + "y = df_features['cancerous'].to_numpy() # Dependent variables\n", + "img_ids = df_features['img_id'].to_numpy()\n", + "\n", + "# Split 1: Separate 20% test set - 80% train set (Is splitted further later!)\n", + "X_temp, X_test, y_temp, y_test, ids_temp, ids_test = train_test_split(X, y, img_ids, test_size=0.2, stratify=y, random_state=42)\n", + "print(f\"Temp set (for train+val): {len(X_temp)} samples\") # Just to check if the split worked properly\n", + "print(f\"Test set (Don't touch!): {len(X_test)} samples\") # Just to check if the split worked properly" + ] + }, + { + "cell_type": "markdown", + "id": "ba471394", + "metadata": {}, + "source": [ + "# Splitting Temp into 80/20 (Train/Val)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "6d9ff1f2", + "metadata": {}, + "outputs": [], + "source": [ + "# Split 2: Split Temp into Train (80%) and Val (20%)\n", + "\n", + "# Extract patient ID's from img_id\n", + "def get_patient_id(img_id):\n", + " return '_'.join(img_id.split('_')[:2])\n", + "\n", + "# This is used to avoid data leakage\n", + "df_features['patient_id'] = df_features['img_id'].apply(get_patient_id)\n", + "\n", + "# Creating a dict to map img_id to patient_id - this is used below, but also for later use for GroupKFold\n", + "img_to_patient = dict(zip(df_features['img_id'] , df_features['patient_id']))\n", + "\n", + "# Getting patient ID's for temp set using the dict\n", + "patient_ids_train_temp = np.array([img_to_patient[img_id] for img_id in ids_temp]) \n", + "\n", + "# Splitting by images, but keep patient ID's for grouping later!\n", + "X_train, X_val, y_train, y_val, ids_train, ids_val, patient_train, patient_val = train_test_split(\n", + " X_temp, \n", + " y_temp, \n", + " ids_temp, \n", + " patient_ids_train_temp, \n", + " test_size=0.2, \n", + " stratify=y_temp, \n", + " random_state=42\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "66e59e9a", + "metadata": {}, + "source": [ + "# GroupKFold" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "801728f2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Fold details (same patient's images stays together):\n", + "\n", + "Fold 1:\n", + " Train: 1075 samples, 771 patients\n", + " Val: 269 samples, 192 patients\n", + " Patient overlap: 0\n", + " Class1 ratio in val: 0.509\n", + "\n", + "Fold 2:\n", + " Train: 1075 samples, 770 patients\n", + " Val: 269 samples, 193 patients\n", + " Patient overlap: 0\n", + " Class1 ratio in val: 0.513\n", + "\n", + "Fold 3:\n", + " Train: 1075 samples, 770 patients\n", + " Val: 269 samples, 193 patients\n", + " Patient overlap: 0\n", + " Class1 ratio in val: 0.502\n", + "\n", + "Fold 4:\n", + " Train: 1075 samples, 770 patients\n", + " Val: 269 samples, 193 patients\n", + " Patient overlap: 0\n", + " Class1 ratio in val: 0.472\n", + "\n", + "Fold 5:\n", + " Train: 1076 samples, 771 patients\n", + " Val: 268 samples, 192 patients\n", + " Patient overlap: 0\n", + " Class1 ratio in val: 0.496\n" + ] + } + ], + "source": [ + "# GroupKFold: 5 folds on TRAINING data only (using PATIENT IDs as groups)\n", + "patient_ids_train_temp = np.array([img_to_patient[img_id] for img_id in ids_train])\n", + "\n", + "gkf = GroupKFold(n_splits = 5) # Amount of splits\n", + "\n", + "\n", + "# Display each fold. Myabe not needed, but displayed to see some insights to the different folds\n", + "print(\"\\nFold details (same patient's images stays together):\")\n", + "for fold, (train_idx, val_idx) in enumerate(gkf.split(X_train, y_train, groups=patient_train)):\n", + " train_patients = np.unique(patient_train[train_idx])\n", + " val_patients = np.unique(patient_train[val_idx])\n", + " overlap = len(np.intersect1d(train_patients, val_patients))\n", + " \n", + " print(f\"\\nFold {fold + 1}:\")\n", + " print(f\" Train: {len(train_idx)} samples, {len(train_patients)} patients\")\n", + " print(f\" Val: {len(val_idx)} samples, {len(val_patients)} patients\")\n", + " print(f\" Patient overlap: {overlap}\")\n", + " print(f\" Class1 ratio in val: {np.mean(y_train[val_idx]):.3f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "57ff6f7d", + "metadata": {}, + "source": [ + "--------------------------------------------------------------------------------------------------------------------------------------------" + ] + }, + { + "cell_type": "markdown", + "id": "803d4642", + "metadata": {}, + "source": [ + "### k-NN classifier" + ] + }, + { + "cell_type": "markdown", + "id": "759e16cb", + "metadata": {}, + "source": [ + "#### Test to estimate best k" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "d0dbaa61", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 5 folds for each of 5 candidates, totalling 25 fits\n", + "\n", + "\n", + "Cross-validation:\n", + "Best k: 50\n", + "Mean CV AUC: 0.6050\n", + "\n", + "All k values tested:\n", + " k=5: CV AUC = 0.5642 ± 0.0251\n", + " k=15: CV AUC = 0.5951 ± 0.0333\n", + " k=25: CV AUC = 0.5979 ± 0.0352\n", + " k=35: CV AUC = 0.6044 ± 0.0288\n", + " k=50: CV AUC = 0.6050 ± 0.0225\n" + ] + } + ], + "source": [ + "# Cross-validation with GroupKFold\n", + "\n", + "# Create pipeline with scaler and k-NN\n", + "pipeline = Pipeline([('scaler', StandardScaler()),('knn', KNeighborsClassifier())])\n", + "\n", + "# Parameters to test\n", + "param_grid = {\n", + " 'knn__n_neighbors': [5, 15, 25, 35, 50]\n", + " }\n", + "\n", + "# Grid search with GroupKFold\n", + "\n", + "grid_search = GridSearchCV(\n", + " pipeline, \n", + " param_grid, \n", + " cv = gkf, \n", + " scoring = 'roc_auc', \n", + " n_jobs = -1, \n", + " verbose=1\n", + " )\n", + "\n", + "# Fit - groups must be passed as a separate argument\n", + "# The trick: GridSearchCV expects groups in the fit method\n", + "grid_search.fit(X_train, y_train, groups=patient_train)\n", + "\n", + "print(\"\\n\")\n", + "print(\"Cross-validation:\")\n", + "print(f\"Best k: {grid_search.best_params_['knn__n_neighbors']}\")\n", + "print(f\"Mean CV AUC: {grid_search.best_score_:.4f}\")\n", + "\n", + "# Show results for each k\n", + "print(\"\\nAll k values tested:\")\n", + "for i, k in enumerate(param_grid['knn__n_neighbors']):\n", + " print(f\" k={k}: CV AUC = {grid_search.cv_results_['mean_test_score'][i]:.4f} ± {grid_search.cv_results_['std_test_score'][i]:.4f}\")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "6237ef84", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final k-NN classifier results\n", + "Parameters: n_neighbors=50, weights='uniform', metric='euclidean'\n", + "\n", + "Cross-Validation Results (from GridSearch):\n", + " Mean CV AUC: 0.6050335579020992 (5-fold GroupKFold)\n", + "\n", + " Test set results:\n", + " Accuracy: 0.5929\n", + " AUC: 0.6471\n", + " Precision: 0.5980\n", + " Recall: 0.5667\n", + " F1-Score: 0.5819\n" + ] + } + ], + "source": [ + "# Best k from cross-validation (cell 117)\n", + "best_k = grid_search.best_params_[\"knn__n_neighbors\"]\n", + "\n", + "# Scale ALL data using the SAME scaler fitted on training data\n", + "scaler = StandardScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)\n", + "\n", + "# Train final model on ALL training data (no validation split needed)\n", + "knn_final = KNeighborsClassifier(n_neighbors=best_k, weights='uniform', metric='euclidean')\n", + "knn_final.fit(X_train_scaled, y_train)\n", + "\n", + "# Predictions on TEST set only (FINAL - UNBIASED)\n", + "y_test_pred = knn_final.predict(X_test_scaled)\n", + "y_test_proba = knn_final.predict_proba(X_test_scaled)[:, 1]\n", + "\n", + "# Calculate test metrics\n", + "test_acc = accuracy_score(y_test, y_test_pred)\n", + "test_auc = roc_auc_score(y_test, y_test_proba)\n", + "test_precision = precision_score(y_test, y_test_pred)\n", + "test_recall = recall_score(y_test, y_test_pred)\n", + "test_f1 = f1_score(y_test, y_test_pred)\n", + "\n", + "print(\"Final k-NN classifier results\")\n", + "print(f\"Parameters: n_neighbors={best_k}, weights='uniform', metric='euclidean'\")\n", + "print(f\"\\nCross-Validation Results (from GridSearch):\")\n", + "print(f\" Mean CV AUC: {grid_search.best_score_} (5-fold GroupKFold)\")\n", + "print(f\"\\n Test set results:\")\n", + "print(f\" Accuracy: {test_acc:.4f}\")\n", + "print(f\" AUC: {test_auc:.4f}\")\n", + "print(f\" Precision: {test_precision:.4f}\")\n", + "print(f\" Recall: {test_recall:.4f}\")\n", + "print(f\" F1-Score: {test_f1:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "160a8fef", + "metadata": {}, + "source": [ + "#### Visualizing results " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "e36a5bb7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final summary\n", + "\n", + "Metric Cross-validation Test set \n", + "Method 5-fold GroupKFold Hold-out (20%) \n", + "Best k 50 50 \n", + "AUC 0.6050 ± 0.0225 0.6471 \n", + "Accuracy N/A 0.5929 \n", + "Precision N/A 0.5980 \n", + "Recall N/A 0.5667 \n", + "F1-Score N/A 0.5819 \n", + "\n", + "\n", + "Conclusion\n", + "• Best k = 50 determined by 5-fold GroupKFold cross-validation\n", + "• Cross-validation ensures no patient images are split across folds\n", + "• Test set AUC = 0.647 is consistent with CV results\n", + "• Model generalizes well to unseen data (test AUC close to CV mean)\n" + ] + } + ], + "source": [ + "# Figure 1: Confusion matrix (Test Set Only)\n", + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "cm_test = confusion_matrix(y_test, y_test_pred)\n", + "sns.heatmap(cm_test, annot=True, fmt='d', cmap='Oranges', ax=ax, xticklabels=['Non-Cancerous', 'Cancerous'], yticklabels=['Non-Cancerous', 'Cancerous'])\n", + "# annot=True makes it possible to see numbers of the different 4 cat. and fmt=d is format d=decimals(intergers)\n", + "\n", + "# Labels\n", + "ax.set_title(f'Test set confusion matrix\\nk={best_k}, AUC={test_auc:.3f}, Acc={test_acc:.3f}', fontsize=12) #.3f just mean only displaying 3 digits after the decimal\n", + "ax.set_xlabel('Predicted')\n", + "ax.set_ylabel('Actual')\n", + "\n", + "plt.show()\n", + "\n", + "# Figure 2: ROC-curve\n", + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "# Test ROC\n", + "fpr_test, tpr_test, _ = roc_curve(y_test, y_test_proba) # _ is for threshold value, which we dont use # fpr=false positive, tpr=true positive\n", + "ax.plot(fpr_test, tpr_test, label=f'k-NN (AUC = {test_auc:.3f})', linewidth=2, color='darkorange')\n", + "\n", + "# Random classifier line\n", + "ax.plot([0, 1], [0, 1], 'k--', label='Random (AUC = 0.5)', linewidth=1) # Used for comparison to just random guesses\n", + "\n", + "# Labels\n", + "ax.set_xlabel('False Positive Rate', fontsize=12)\n", + "ax.set_ylabel('True Positive Rate', fontsize=12)\n", + "ax.set_title(f'ROC Curve - Test set (k={best_k})', fontsize=14)\n", + "ax.legend(loc='lower right') #ax.legend implements a small box that explains the different lines, points etc\n", + "ax.grid(True, alpha=0.3)\n", + "\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "# Figure 3: Cross-validation with Gridsearch\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "\n", + "k_values = [5, 15, 25, 35, 50] # The same k-nearest neighbours\n", + "cv_auc_means = grid_search.cv_results_['mean_test_score'].tolist() # The values from the GroupKFold from earlier\n", + "cv_auc_stds = grid_search.cv_results_['std_test_score'].tolist() # The values from the GroupKFold from earlier\n", + "\n", + "ax.errorbar(k_values, cv_auc_means, yerr=cv_auc_stds, # yerr is for plotting error bar on the y-axis\n", + " marker='o', capsize=5, capthick=2, # For better visualization, like thickness, markers -\n", + " linewidth=2, markersize=8, color='royalblue', # and color\n", + " label='5-fold GroupKFold CV') \n", + "\n", + "# Labels\n", + "ax.axhline(y=test_auc, color='darkorange', linestyle='--', linewidth=2, label=f'Test AUC = {test_auc:.3f}')\n", + "ax.axvline(x=best_k, color='red', linestyle='--', linewidth=1.5, label=f'Best k = {best_k}')\n", + "\n", + "# More lables\n", + "ax.set_xlabel('k (n_neighbors)', fontsize=12)\n", + "ax.set_ylabel('AUC Score', fontsize=12)\n", + "ax.set_title('Cross-validation results with GroupKFold', fontsize=14)\n", + "ax.legend()\n", + "ax.grid(True, alpha=0.3)\n", + "\n", + "# Annotatting the best point\n", + "ax.annotate(f'Best CV AUC = {cv_auc_means[k_values.index(best_k)]:.3f}',\n", + " xy=(best_k, cv_auc_means[k_values.index(best_k)]), # Point that is annotated\n", + " xytext=(best_k + 8, cv_auc_means[k_values.index(best_k)] - 0.05), # Position of text\n", + " arrowprops=dict(arrowstyle='->', color='red', lw=1.5), # For better visu.\n", + " fontsize=10, ha='left' # More vis.\n", + " )\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "\n", + "# Printing results\n", + "print(\"Final summary\")\n", + "print(f\"\\n{'Metric':<25} {'Cross-validation':<20} {'Test set':<15}\") #<25, <20 and <15 is used to align the printing statements\n", + "\n", + "print(f\"{'Method':<25} {'5-fold GroupKFold':<20} {'Hold-out (20%)':<15}\")\n", + "print(f\"{'Best k':<25} {best_k:<20} {best_k:<15}\")\n", + "print(f\"{'AUC':<25} {cv_auc_means[k_values.index(best_k)]:.4f} ± {cv_auc_stds[k_values.index(best_k)]:.4f} {test_auc:<15.4f}\") \n", + "# <15.4f, <15 is still for aligning, but .4f is printing the 4 decimals after the decimal,point\n", + "print(f\"{'Accuracy':<25} {'N/A':<20} {test_acc:<15.4f}\")\n", + "print(f\"{'Precision':<25} {'N/A':<20} {test_precision:<15.4f}\")\n", + "print(f\"{'Recall':<25} {'N/A':<20} {test_recall:<15.4f}\")\n", + "print(f\"{'F1-Score':<25} {'N/A':<20} {test_f1:<15.4f}\")\n", + "\n", + "print(\"\\n\")\n", + "print(\"Conclusion\")\n", + "print(f\"• Best k = {best_k} determined by 5-fold GroupKFold cross-validation\")\n", + "print(f\"• Cross-validation ensures no patient images are split across folds\")\n", + "print(f\"• Test set AUC = {test_auc:.3f} is consistent with CV results\")\n", + "print(f\"• Model generalizes well to unseen data (test AUC close to CV mean)\")" + ] + }, + { + "cell_type": "markdown", + "id": "f3275859", + "metadata": {}, + "source": [ + "### Descicion Tree Classifier" + ] + }, + { + "cell_type": "markdown", + "id": "e36a5fcf", + "metadata": {}, + "source": [ + "#### Estimate best depth" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "44095f32", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Cross-validation:\n", + "Best depth: 2\n", + "Mean CV AUC: 0.6169\n", + "\n", + "All depth values tested:\n", + " depth = 2: CV AUC = 0.6169 ± 0.0313\n", + " depth = 3: CV AUC = 0.6166 ± 0.0400\n", + " depth = 4: CV AUC = 0.6097 ± 0.0510\n", + " depth = 6: CV AUC = 0.5859 ± 0.0545\n", + " depth = 8: CV AUC = 0.5506 ± 0.0260\n" + ] + } + ], + "source": [ + "# Although a Decision Tree doesn't call for scaling, to ensure fair comparison to kNN\n", + "# we also scale for the Decision Tree\n", + "pipeline_dt = Pipeline([\n", + " ('scaler', StandardScaler()),\n", + " ('dt', DecisionTreeClassifier(random_state=42))\n", + "])\n", + "\n", + "param_grid_dt = {\n", + " \"dt__max_depth\": [2 , 3 , 4 , 6 , 8]\n", + "}\n", + "\n", + "\n", + "grid_search_dt = GridSearchCV(\n", + " estimator = pipeline_dt,\n", + " param_grid = param_grid_dt,\n", + " cv = gkf,\n", + " scoring = \"roc_auc\",\n", + " n_jobs = -1\n", + ")\n", + "\n", + "grid_search_dt.fit(X_train, y_train, groups=patient_train)\n", + "best_depth_dt = grid_search_dt.best_params_[\"dt__max_depth\"]\n", + "\n", + "print(\"\\n\")\n", + "print(\"Cross-validation:\")\n", + "print(f\"Best depth: {best_depth_dt}\")\n", + "print(f\"Mean CV AUC: {grid_search_dt.best_score_:.4f}\")\n", + "\n", + "# Show results for each k\n", + "print(\"\\nAll depth values tested:\")\n", + "for i, k in enumerate(param_grid_dt['dt__max_depth']):\n", + " print(f\" depth = {k}: CV AUC = {grid_search_dt.cv_results_['mean_test_score'][i]:.4f} ± {grid_search_dt.cv_results_['std_test_score'][i]:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "169878c9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final Descision Tree classifier results\n", + "Parameters: max_depth = 2\n", + "\n", + "Cross-Validation Results (from GridSearch):\n", + " Mean CV AUC: 0.6169 (5-fold GroupKFold)\n", + "\n", + " Test set results:\n", + " Accuracy: 0.5881\n", + " AUC: 0.6010\n", + " Precision: 0.6412\n", + " Recall: 0.4000\n", + " F1-Score: 0.4927\n" + ] + } + ], + "source": [ + "# Train final model on ALL training data (no validation split needed)\n", + "dt_final = Pipeline([\n", + " ('scaler', StandardScaler()),\n", + " ('dt', DecisionTreeClassifier(max_depth=best_depth_dt))\n", + "])\n", + "dt_final.fit(X_train, y_train)\n", + "\n", + "# Predictions on TEST set only (FINAL - UNBIASED)\n", + "y_test_pred_dt = dt_final.predict(X_test)\n", + "y_test_proba_dt = dt_final.predict_proba(X_test)[:, 1]\n", + "\n", + "# Calculate test metrics\n", + "test_acc_dt = accuracy_score(y_test, y_test_pred_dt)\n", + "test_auc_dt = roc_auc_score(y_test, y_test_proba_dt)\n", + "test_precision_dt = precision_score(y_test, y_test_pred_dt)\n", + "test_recall_dt = recall_score(y_test, y_test_pred_dt)\n", + "test_f1_dt = f1_score(y_test, y_test_pred_dt)\n", + "\n", + "print(\"Final Descision Tree classifier results\")\n", + "print(f\"Parameters: max_depth = {best_depth_dt}\")\n", + "print(f\"\\nCross-Validation Results (from GridSearch):\")\n", + "print(f\" Mean CV AUC: {round(grid_search_dt.best_score_ , 4)} (5-fold GroupKFold)\")\n", + "print(f\"\\n Test set results:\")\n", + "print(f\" Accuracy: {test_acc_dt:.4f}\")\n", + "print(f\" AUC: {test_auc_dt:.4f}\")\n", + "print(f\" Precision: {test_precision_dt:.4f}\")\n", + "print(f\" Recall: {test_recall_dt:.4f}\")\n", + "print(f\" F1-Score: {test_f1_dt:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "a61bd5ae", + "metadata": {}, + "source": [ + "#### Visualizing the results" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "f58500ac", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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9KKfXbH61atUqyzQHBwfq169PXFxclmOWVqulTZs2xMfHM3jwYFJSUnLdxssvv4yiKFl+Moem5vfYmp2TJ09ib29Pw4YN87SfQgjz5JotIUSuvLy8OHv2LDdu3KB69er5Xt7cdV6ZZxeyuwYsswJeZjtfX18OHTrE9OnT2bhxIz///DOQUT3tnXfe4ZlnngHA2dmZQ4cO8fbbb7Nu3TpjsuTj48PEiRMZMWIEkPHB6v5iHgBt2rQxFu8YNGgQc+bM4fvvv6dnz54AfPfdd8Z595s7dy5vvfUW7u7udO7cmQoVKhjPlsyfPz9PH6DMySzmkXn9zYPMPXcHDhwwloru3LkzVatWxcHBAZVKxe+//87JkycLHE+muLg41Go17u7uZmNSqVRZzh4Bxmvc7peZtKanp+crBnP7HhUVBWRUdMtJYmIiAM2aNWPXrl3MnDmTH3/8kaVLlwLQpEkTZs+e/civS/nll1+MsWReL+bk5MSwYcOYOXNmriXZMwtX/PLLL9y8eZP9+/ejKArt27enTp062NjYsHPnTrp27cquXbuoUqVKgc9WP8hc30JG/+alb11dXdFqtdy9e5eUlJQsZ7fuL7TxyiuvsGjRIrPrKYxjzcPIbhuZ0x8s0KNWq9m4cSM9evRg06ZN9OzZk99///2hyrgX1v7GxsZme+1YbtfuCiH+I2e2hBC5yjyDsn379gItb+5i98wPZ9lV6cocunj/h7iAgABWrVpFVFQUBw8e5O233yY8PJx+/fqZDAGqWLEiy5YtIzIykuPHjzN79mwMBgMjR45kxYoVQEZFsQe/Gb7/A11AQAD169dn/fr1xMbGkpSUxOrVq6levbqxwARklKt+99138fb2JjQ0lB9++IHZs2czffp0pk2b9lA3X80copddRUNzz937779PSkoK27ZtY+3atcydO9d48b2Xl1eBY7mfk5MTBoOByMjILPMiIiJQFCXbD9+FJafX1Lp168x+85/506ZNG+MyrVq1YtOmTURHR7Nz507Gjh1LSEgITzzxhMlZCJVKRVpamtlYcqtwmVd2dna89957XLp0iUuXLvHNN99QvXp1FixYwBtvvJGndWQmiDt37mTXrl04OzvToEEDdDodgYGB7Ny5k/Pnz3Pjxo1iVeTAysqKJk2akJaWxr59+wq8nsI61mQOhzTX5zn1d3bbyJxurlCOnZ0d69evp2PHjmzZsoUnn3ySe/fuZbuN3BRkf81xdnY2+x7Pad1CiKwk2RJC5Gro0KFoNBoWL16c7R/fTHk9a5J5TY250tCJiYkcOXIEW1tbs2fStFotzZs3Z8aMGXzyyScoisL69euztFOr1dSvX5/x48cbk6y1a9fmKT7IOIOVnJzMqlWrWL16NQkJCTz33HMmbe7cuUNsbCyBgYFZzkAdOXLkoT40VatWDRsbG44cOUJycrLJPIPBwIEDB7Isc/HiRVxdXbNUVktKSuLYsWNZ2mdei5GfM0s59V3mtPxUNiwszZo1A+DgwYP5XtbW1pa2bdsyd+5cJk+ezL1799i6datxfpkyZcwOMbxy5Uqeh8nl57n28/Nj+PDh7N69GwcHhzy/bu+/bmvnzp20adPGuN327dtz/PhxVq9eDeT9eq2CvEYKIvP6vVmzZmUZ9vswatSogY2NDYcPHyYpKSnLfHOv2cyqgQ/2ucFgyLEMf+YwzfslJCRw4sQJnJycjJUwH2Rra8u6desIDg5m69atdO/e3WysefEwx9b71atXj8TERLPHDXP7KYQwT5ItIUSuqlSpwvjx47lz5w5du3bl8uXLWdokJyczb968PN9sMygoCH9/fzZt2pSlgMR7773H3bt36d+/P9bW1kDGReHmhr1kfsOaOezm1KlTZr91fbBdXgwYMACNRsN3333Hd999h0qlypJseXh4YGtry7Fjx0w+HEVHR/Paa6/leVvm6HQ6+vbtS0REBHPnzjWZ9/XXXxuvPbpfpUqViI6O5tSpU8Zp6enpvPXWW2YT5cwiE9evX89zXEOGDAEyilTc3yexsbHGoZmZbR6lnj17UrFiRebNm2f2PmSpqakmZ00OHjyYJYkF86+VJk2acOXKFXbv3m2cptfrGTt2bJ7jK1OmDCqVyuxzHRkZafZ+T9HR0aSkpOT5dVujRg28vLxYt24dZ86cMQ4phYxELD09nY8++sj4OC8K8hopiCFDhtCyZUu2b9/OsGHDzJ5BUhQl38P9rK2t6d+/P3fu3GHWrFkm8zZv3syWLVuoUqWKyTWQmWevHyz0Mm/ePLPHv0zbtm1jy5YtJtPef/99YmJiGDx4cJbiJ/ezsbFhzZo1dO3alR07dtCtWzfjkNf8yO+xNTuZw6WnTJlikmiHhIQYh1QLIXIn12wJIfLkvffeIzk5mY8//pjq1avTvn17AgIC0Gq1XL58mW3btnH37l3ee++9PK1PrVazbNkygoOD6datG8888wyVKlXi4MGD7Nq1C39/fz744ANj+++++45FixbRunVr/P39cXJy4vTp02zcuBFXV1fjzXm3bt3KuHHjCAoKolq1apQtW9Z4nykbGxtGjhyZ53328vKiY8eO/PHHH6jValq2bJnl/kJqtZoRI0YYb0bbo0cP4uLi2LRpE5UqVaJcuXJ53p45H3zwAdu3b2fq1Kns27ePBg0acObMGTZu3Ejnzp35448/TNq/9tpr/PHHH7Rs2ZK+fftiY2PDrl27uHHjBm3bts3ybXdgYCC2trbMnz+f6Oho43VYD1Ztu1/r1q157bXX+PTTTwkICKBPnz4oisKvv/7KP//8w+jRo2nduvVD7XdB6HQ6Vq1aRdeuXWnTpo3xWqXMG/fu3buXsmXLGqu2zZ49m507d9K6dWv8/PywsbHh2LFjbN++ncqVK9O7d2/juseOHcsff/xBt27d6N+/P3Z2dmzduhUXFxfjNTC5cXBwoEmTJuzZs4dBgwZRtWpV1Go1gwYNIjo6mgYNGlCvXj3q1q1L+fLluXv3LmvWrCE1NZW33norz89Du3btjGdy70+omjZtir29PZGRkVSvXj3Pcbdv356PPvqIl156iT59+mBvb0+lSpUKvSKdlZUVa9asoW/fvixfvpzVq1fToUMH/P39UavVhIeHs2fPHq5cuUKlSpXydS+q2bNns3v3bt577z0OHDhAs2bNuHLlCr/88gt2dnYsXbrUJBEaNmwYc+bMYfr06Zw4cQJ/f3+OHDlCaGgobdq0MUm679e9e3d69OhhvLfVoUOH2LlzJ/7+/rzzzju5xqnT6Vi9ejVPP/0069evp2vXrmzcuNFstdPs5PfYmp0hQ4bw448/snnzZho0aEDXrl2JiopixYoVdO7c2exoAiGEGY+uyrwQojQ4fPiwMnz4cKVKlSqKra2totPpFF9fX2XAgAFZ7m+T2/15FCXjni1PP/204ubmpmi1WqVSpUrKmDFjstxv5tChQ8rLL7+sBAQEKC4uLoqtra1StWpVZdSoUSb38Dp9+rQyZswYpUGDBkrZsmUVnU6nVK5cWRkyZIhy6tSpfO/v999/b7x/zqJFi8y20ev1yvvvv69UrVpV0el0SsWKFZU333xTiY+Pz/M9mBQl+3s5Xb16VenXr5/i4uKi2NnZKa1atVJ2796d7XpWrVqlNGzYULGzs1Pc3NyUvn37KhcvXsy2PzZs2KA0adJEsbW1Ne5rppz6cMmSJUqTJk0UOzs7xc7OTmnSpImyZMmSLO0y7w9k7p48Od17ypyc7n+U6Z9//lHGjBlj7A8nJyelZs2aygsvvKBs377d2G7z5s3K4MGDlerVqyuOjo6Kg4ODUqtWLWXy5Mlm73f0yy+/KHXq1FGsra0VLy8v5bXXXst3H4eFhSndunVTXFxcFJVKZWwTHR2tTJ8+XWndurXi7e2tWFtbK+XKlVO6dOmibNq0KU/PTabFixcrgOLm5qYYDAaTeZ07d87x3lfZvQbnzJmjVK1aVdFqtVnaZLeMopi/B1luDAaD8vvvvytPP/204uPjo9jY2Cg2NjZKpUqVlN69eyvffvutcu/ePZNlcrtfnKIoSmRkpDJ69GilUqVKilarVdzc3JSnn35aCQkJMdv+xIkTSocOHRQ7OzvFyclJ6dmzp3L+/Pkc77O1dOlS5ffffze+n8qWLasMHTpUuXXrltnnRqfTmd12SkqK0rNnTwVQgoKClLi4OOP7KC/3LVOUvB9bFSX791ViYqIyfvx4pXz58opOp1Nq1aqlLF68OMf3tBDClEpRCnFgtBBCCCHEY2bZsmUMGzaMpUuXGiuaCiEEyDVbQgghhBBCCFEkJNkSQgghhBBCiCIgyZYQQgghhBBCFAG5ZksIIYQQQgghioCc2RJCCCGEEEKIIiDJlhBCCCGEEEIUAbmpcR4YDAZu3ryJo6MjKpXK0uEIIYQQQgghLERRFOLj4ylXrpzJDdHNkWQrD27evJmvO9ULIYQQQgghSrfr169ToUKFHNtIspUHjo6OQMYT6uTkZLE4UtNSWbJvCQmJCYzqPAqdVmexWEThMhgMREZG4u7unus3JKJkkD4tnaRfSx/p09JJ+rX0KU59GhcXh4+PjzFHyIkkW3mQOXTQycnJoslWYkoi49eNB+CtXm/haJt7B4uSwWAwkJycjJOTk8UPIKJwSJ+WTtKvpY/0aekk/Vr6FMc+zcvlRcUjUiGEEEIIIYQoZSTZEkIIIYQQQogiIMmWEEIIIYQQQhQBuWZLCCGEEEKgKAppaWmkp6dbOpSHZjAYSE1NJTk5udhc3yMezqPsU41Gg5WVVaHc8kmSLSGEEEKIx5xer+fWrVskJSVZOpRCoSgKBoOB+Ph4uUdqKfGo+9TOzg5vb2+sra0faj2SbAkhhBBCPMYMBgOXL19Go9FQrlw5rK2tS3yCknmWrrDOTgjLe1R9qigKer2eyMhILl++TNWqVR/qTJokWyWIzkrH2lFriY2JRWcl99gSQgghxMPT6/UYDAZ8fHyws7OzdDiFQpKt0udR9qmtrS1arZarV6+i1+uxsbEp8Lok2SpBrDRWPFHnCSIiIrDSSNcJIYQQovDItU1C/Kew3g/yrhJCCCGEEEKIIiDJVgmSmpbKsgPLWHlsJanpqZYORwghhBBCCJEDGYtWgujT9Ty//HkAhrcbjk4r120JIYQQQghRXMmZLSGEEEIIUeKoVKpsf9RqNe+8885Drfv333/Pc/uXX34ZjUbDL7/8kmXe0KFD6dWrV5bpu3btQqVSERMTY5ym1+uZM2cO9erVw87ODjc3N4KCgli6dCmpqUU3qunvv/+mVatW2NjY4OPjw5w5c/K03LJly6hbty42NjZ4eHgwcuTIfK331KlT9OnTB19fX1QqFfPnzy+sXSo25MyWEEIIIYQocW7dumX8/8qVK3n77bcJCwsDMirXPUwFufxISkrip59+Yvz48SxZsoRnnnmmQOvR6/UEBwdz8uRJ3n33XYKCgnBycuLQoUN89NFHNGjQgPr16xdu8EBcXBydO3emY8eOLFy4kJCQEIYPH46LiwsvvfRStsvNmzePuXPn8uGHH9KsWTMSExO5cuVKvtablJRE5cqVeeaZZ3jjjTcKfd+KA0m2hBBCCCFEiePl5WX8v7OzMyqVyjhNURQWL17M/PnzuXz5Mr6+vowePZoRI0YAGYnN2LFj+fXXX4mOjsbT05NXXnmFSZMm4evrC0Dv3r0BqFSpkkkS8aBffvmFWrVqMXHiRMqVK8f169fx8fHJ9/7Mnz+fPXv2cOTIERo0aGCcnpmM6PX6fK8zL3744Qf0ej1LlizB2tqa2rVrc+LECebNm5dtshUdHc3UqVNZt24dHTp0ME6vW7duvtbbpEkTmjRpAsDEiROLZP8sTZItIYQQQghh1tbb59gWcS7XdhXtXBjp39Jk2ucX93EtKSbXZTt6VKOTZ7WChmjWDz/8wIwZM/j0009p2LAhx48f58UXX8Te3p4hQ4bwySefsHbtWn7++WcqVqzI9evXuX79OgCHDx/Gw8ODpUuX0qVLFzQaTY7b+uabb3juuedwdnama9euLFu2jP/9738Firljx44miVYmrVaLVqs1u9y1a9eoVatWjuuePHkykydPNjvv4MGDtG7dGmtra+O04OBgZs+eTXR0NGXKlMmyzNatWzEYDNy4cYOaNWsSHx9PixYtmDt3rjHRLMh6SyNJtoQQQgghhFnJ6anEpN7LtV2ZNNss0+LTUvK0bHIRVFiePn06s2fP5qmnnkKlUuHn58fp06dZtGgRQ4YM4dq1a1StWpWWLVuiUqmoVKmScVl3d3cAXFxcTM6emXP+/HkOHTrEb7/9BsBzzz3H2LFjmTp1ar5vvHv+/Hnatm2bvx0FypUrx4kTJ3Js4+rqmu288PBw/Pz8TKZ5enoa55lLii5duoTBYGDmzJksWLAAZ2dnpk6dSqdOnfj777+xtrYu0HpLo2JXIOPzzz/H19cXGxsbmjVrxl9//ZVj+5iYGEaOHIm3tzc6nY5q1aqxceNGkzY3btzgueeeo2zZstja2lKnTh2OHDlSlLshhBBCCFHi2Wi0uGhtc/1xtMpaIdnRSpenZW005s/YFFRiYiIXL17k5ZdfxtHREQcHBxwcHHjvvfe4ePEikFG04sSJE1SvXp3Ro0fzxx9/FGhbS5YsITg4GDc3NwC6detGbGwsO3bsyPe6FEUpUAxWVlZUqVIlx5+ckq2CMBgMpKam8sknnxAcHEzz5s1ZsWIF58+fZ+fOnYW6rZKuWJ3ZWrlyJWPHjmXhwoU0a9aM+fPnExwcTFhYGB4eHlna6/V6OnXqhIeHB6tWraJ8+fJcvXoVFxcXY5vo6GiCgoJo164dmzZtwt3dnfPnz5fIbFpnpeOnl34iLjYOnZmDmhDi0fvp0i5+vrTb7Lz09PRsh5/0rdyGZyu3LcLIhBDi4XXyLPgQvweHFT4qCQkJAHz55Ze0aNHC5AxT5jG5YcOGXL58mU2bNrFt2zb69u1Lx44dWbVqVZ63k56ezvLlywkPD8fKyspk+pIlS4zXMjk5OXH16tUsy8fExKDRaLC3twegWrVqnD17Nt/7+7DDCL28vLh9+7bJtMzH2Z3Z8/b2BjDZrru7O25ubly7dq3A6y2NilWyNW/ePF588UWGDRsGwMKFC9mwYQNLliwxe9HckiVLiIqK4sCBA8ZxrJkXNWaaPXs2Pj4+LF261DjtwVOaJYWVxopnGj1DREQEVppi1XVCPLaSUpOJTI7NvkE2o2OSUpOLJiAhhHjMeXp6Uq5cOS5fvszgwYOzHc7n5OREv3796NevH08//TRdunQhKioKV1dXtFot6enpOW5n48aNxMfHc/z4cZMv1kJDQxk2bBgxMTG4uLhQvXp1fvrpJ1JSUtDp/vuy/NixY/j5+Rk/ww4YMIDJkydz/PjxLNdtpaamotfrjYnZ/R52GGFgYCBTpkwhNTXVGMvWrVupXr16ticngoKCAAgLC6NChQoAREVFcefOHeOQzIKstzQqNp/Y9Xo9R48eZdKkScZparWajh07cvDgQbPLrF27lsDAQEaOHMmaNWtwd3dnwIABTJgwwfiiX7t2LcHBwTzzzDPs3r2b8uXLM2LECF588cVsY0lJSSElJcX4OC4uDsg4ZWowGApjdwvMYDCgKIrF4xCFS/q15LLV6HC3cc4y/W5yHAYU1Kgoa+Nkdjnp75JH3qulj/Tpf89B5k9JlBl35u/p06czZswYypQpQ5cuXUhJSeHIkSNER0czduxY5s2bh7e3Nw0aNECtVvPzzz/j5eWFs7MziqLg6+vLtm3baNGiBTqdzmxy8M033/DEE0+YVOADqFmzJm+88Qbff/89I0eOZMCAAbzzzjsMHjyYcePG4ezszJ49e5g/fz6zZ882xjxmzBg2bNhAhw4deOedd2jZsiWOjo4cOXKEOXPm8PXXX5st/a7RaPD398/zc/Sg/v37M2PGDJ5//nnGjx9PaGgoCxYsYN68ecZlVq9ezeTJkzlz5gwAVatWpWfPnowZM4ZFixbh5OTE5MmTqVGjBm3btkVRlDytV6/Xc/r0aeP///nnH44fP46DgwNVqlTJtZ+LUub7wdzn//wcL4pNsnXnzh3S09ONF85l8vT0zPaU6qVLl9ixYwcDBw5k48aNXLhwgREjRpCamsq0adOMbb788kvGjh3L5MmTOXz4MKNHj8ba2pohQ4aYXe+sWbOYMWNGlumRkZEkJ1vu2+i09DQ2nN5AUlISfRr2wVprnftCokQwGAzExsaiKApqdbG7lFLkoJ1DTdoF1Mwy/eWTXxCVmoCL1p4vAl42u2xERERRhycKmbxXSx/p04yzJgaDgbS0NNLS0iwdToFkfvjNjH/IkCFotVrmz5/P+PHjsbe3JyAggNdee420tDTs7e2ZM2cOFy5cQKPR0LhxY9asWWP8YD179mzGjx/P119/Tfny5Tl//rzJ9m7fvs2GDRv49ttvzT5nPXv25JtvvuHll1/GwcGBHTt2MGXKFHr27ElsbCz+/v58+OGHDBs2zLi8RqNh48aNLFiwgEWLFjFu3Djs7OyoUaMGI0aMoEaNGkXSP/b29mzYsIExY8bQuHFj3NzcmDJlCsOHDzduLzo6mrCwMJPtf/PNN7z11lt0794dtVpNq1atWLduHSqVyvgc57bea9eu0bBhQ+M6586dy9y5c2ndujXbtm0ziVNRFOPZxvwWHymItLQ0DAYDd+/ezVIJMj4+Ps/rUSnF5CuMmzdvUr58eQ4cOEBgYKBx+vjx49m9ezd//vlnlmWqVatGcnIyly9fNp7JmjdvHh9++KHxRnfW1tY0btyYAwcOGJcbPXo0hw8fzvaMmbkzWz4+PkRHR+PklPUb6kclMSURp9EZ24+ZH4OjraPFYhGFy2AwEBkZibu7+2P7x7606bP9Xe6kxOKmc+bXDvkvASyKJ3mvlj7Sp5CcnMyVK1fw8/N7ZDcCfhTuH74mSodH2aeZOUZm4b77xcXFUaZMGWJjY3PNDYrNmS03Nzc0Go3ZC+lyujhPq9WajJOtWbMm4eHh6PV6rK2t8fb2znLRYM2aNfn111+zjUWn05mMqc2kVqsteiC+f9uWjkUUPpVKJf1aimR+6aZSIX1aysh7tfR53PtUrVajUqmMP6WBoijGfSkt+/S4e9R9mvl+MHdsyM+xotgcVaytrWnUqBHbt283TjMYDGzfvt3kTNf9goKCuHDhgsm4yXPnzuHt7W28gVpQUBBhYWEmy507d87kfgpCCCGEEEIIUdiKTbIFMHbsWL766iuWL1/OmTNnePXVV0lMTDRWJxw8eLBJAY1XX32VqKgoxowZw7lz59iwYQMzZ85k5MiRxjZvvPEGhw4dYubMmVy4cIEff/yRxYsXm7QRQgghhBBCiMJWbIYRAvTr14/IyEjefvttwsPDqV+/Pps3bzYWzbh27ZrJaTsfHx+2bNnCG2+8Qd26dSlfvjxjxoxhwoQJxjZNmjRh9erVTJo0iXfeeQc/Pz/mz5/PwIEDH/n+CSGEEEIIIR4fxSrZAhg1ahSjRo0yO2/Xrl1ZpgUGBnLo0KEc19m9e3e6d+9eGOEJIYQQQgghRJ4Uq2GEQgghhBBCCFFaFLszWyJ71hprvhnyDfFx8VhbyT22hBBCCCGEKM4k2SpBtFZahrYYSkREBFqN3DeiJPrp0i5+vrTb7Lz09HST2xjcr2/lNjxbuW0RRiaEEEIIIQqbJFtCPEJJqclEJsdm3yA1++WEEEIIIUTJItdslSBp6WlsCNnAtrBtpKWnWTocUQB2WhvcbZyz/KjJuDmfGpXZ+XZam1zWLIQQQojiZujQofTq1euRbMvX15f58+c/km2JvJMzWyVISloKT372JAA9m/bEWivXbZU0z1Zua3Y44FPbZhCZHEtZGyd+6zjt0QcmhBBClEBDhw5l+fLlxseurq40adKE2bNnU6tWrULZxvTp0/n99985ceJEoazvYS1btozXX3+dmJgYS4fCrFmz+O233zh79iy2tra0aNGC2bNnU716dUuHVmzImS0hhBBCCFFidenShVu3bnHr1i22b9+OlZUVPXr0sHRYj4Xdu3czcuRIDh06xNatW0lNTaVz584kJiZaOrRiQ5ItIYQQQghhVmJKYrY/yQ9cT5xT23v6e3lqWxA6nQ4vLy+8vLyoX78+EydO5Pr160RGRhrbXL9+nb59++Li4oKrqys9e/bkypUrxvm7du2iadOm2Nvb4+LiQlBQEFevXmXZsmXMmDGDkydPolKpUKlULFu2zGwc6enpjB07FhcXF8qWLcv48eNRFMWkjcFgYNasWfj5+WFra0u9evVYtWqVSRwqlYoNGzZQt25dbGxsaN68OaGhocb5w4YNIzY21hjP9OnTjcsnJSUxfPhwHB0dqVixIosXLy7Qc5pXmzdvZujQodSuXZt69eqxbNkyrl27xtGjR4t0uyWJDCMUQgghhBBmOYxyyHZetzrd2DB6g/Gxx1gPkvRJZtu2qdaGXeN2GR/7TvTlTsKdLO2Ur5Qs0/IjISGB77//nipVqlC2bFkAUlNTCQ4OJjAwkL1792JlZcV7771Hly5d+Pvvv1Gr1fTq1YsXX3yRFStWoNfr+euvv1CpVPTr14/Q0FA2b97Mtm3bAHB2dja77blz57Js2TKWLFlCzZo1mTt3LqtXr6Z9+/bGNrNmzeL7779n4cKFVK1alT179vDcc8/h7u5OmzZtjO3GjRvHggUL8PLyYvLkyfTo0YNz587RokUL5s+fz9tvv01YWBgADg4OJjG8++67TJ48mVWrVvHqq6/Spk2bbIf1zZw5k5kzZ+b4nJ4+fZqKFSvm4dmH2NiMImCurq55av84kGRLCCGEEEKUWOvXrzcmHImJiXh7e7Nu3TrU6owBXCtXrsRgMPD111+jUmUUpFq6dCkuLi7s2rWLxo0bExsbS/fu3fH39wegZs2axvU7ODhgZWWFl5dXjnHMnz+fSZMm8dRTTwGwcOFCtmzZYpyfkpLCzJkz2bZtG4GBgQBUrlyZffv2sWjRIpNka9q0aXTq1AmA5cuXU6FCBVavXk3fvn1xdnZGpVKZjadbt26MGDECgAkTJvDxxx+zc+fObJOtV155hb59++a4X+XKlctxfiaDwcDrr79OUFAQAQEBeVrmcSDJlhBCCCGEMCvhs4Rs52nUpveGjJgXkW1btcr0ypUrH1x5qLju165dO7788ksAoqOj+eKLL+jWrRv79+/H39+fkydPcuHCBRwdHU2WS05O5uLFi3Tu3JmhQ4cSHBxMp06d6NixI3379sXb2zvPMcTGxnLr1i2aNWtmnGZlZUXjxo2NQwkvXLhAUlKSMYnKpNfradCggcm0zGQMMs4SVa9enTNnzuQaR926dY3/z0zIIiKy7xdXV9dCOws1cuRIQkND2bdvX6Gsr7SQZEsIIYQQQphlr7O3eNtc12VvT5UqVYyPv/76a5ydnfnmm2+YOXMmCQkJNGrUiB9++CHLsu7u7kDGma7Ro0ezefNmVq5cydSpU9m6dSvNmzcvtDgTEjIS1w0bNlC+fHmTeTqdrlC2odVqTR6rVCoMBkO27QtrGOGoUaNYv349e/bsoUKFCnkP+DEgyVYJYq2x5tNnPyU+IR5rKyn7LoQQQgjxIJVKhVqtJjk5o4BHw4YNWblyJR4eHjg5OWW7XIMGDWjQoAGTJk0iMDCQH3/8kebNm2NtbU16enqO23R2dsbb25s///yT1q1bA5CWlsbRo0dp2LAhALVq1UKn03Ht2jWTIYPmHDp0yJjgREdHc+7cOePQxrzEk1cPO4xQURRee+01Vq9eza5du/Dz8yuUuEoTSbZKEK2VlhHtRhAREYFWo819ASGEEEKIUi4lJYXw8HAgIzH57LPPSEhI4IknngBg4MCBfPjhh/Ts2ZN33nmHChUqcPXqVX777TfGjx9Pamoqixcv5sknn6RcuXKEhYVx/vx5Bg8eDGTcLPjy5cucOHGCChUq4OjoaPZM1JgxY/jggw+oWrUqNWrUYN68eSb3wnJ0dOStt97ijTfewGAw0LJlS2JjY9m/fz9OTk4MGTLE2Padd96hbNmyeHp6MmXKFNzc3Iw3R/b19SUhIYHt27dTr1497OzssLOzK9Bz97DDCEeOHMmPP/7ImjVrcHR0NPaDs7Mztra2BV5vaSKl34UQQgghRIm1efNmvL298fb2plmzZhw+fJiff/7ZePbIzs6OPXv2ULFiRZ566ilq1qzJ888/T3JyMk5OTtjZ2XH27Fn69OlDtWrVeOmllxg5ciQvv/wyAH369KFLly60a9cOd3d3VqxYYTaON998k0GDBjFkyBACAwNxdHSkd+/eJm3effdd/ve//zFr1ixq1qxJly5d2LBhQ5YzQh988AFjxoyhUaNGhIeHs27dOqytM0Y1tWjRgldeeYV+/frh7u7OnDlzCvspzbMvv/yS2NhY2rZta+wDb29vVq5cabGYihuV8uANAEQWcXFxODs7Exsbm+Pp56KWbkhnd9huYmJi6NGkB1orObtVWjy1bQaRybG42zjzW8dplg5HFALp09LJYDAQERGBh4eHsdKZKNmkTzMKRVy+fBk/Pz9sbGwsHU6hUBSFtLQ0rKysjBUIS4Jdu3bRrl07oqOjcXFxsXQ4xcqj7tOc3hf5yQ1kGGEJkpyaTId5HQCIqx8nyZYQQgghhBDF2OP5FY4QQgghhBBCFDE5syWEEEIIIUQx0LZtW+QKn9JFzmwJIYQQQgghRBGQZEsIIYQQQgghioAkW0IIIYQQQghRBOSaLSGEEEIIkW8/XdrFz5d253u5vpXb8GzltoUfkBDFkCRbJYhWo2X2U7NJSExAq5Gy70IIIYSwnKTUZCKTYwu0nBCPC0m2ShBrK2veCn6LiIgIrK2sLR2OEEIIIR5jdlob3G2cjY8VRSHFkEp86j3jNEetLTq11uQmtHba0nHjZCHyQq7ZEkIIIYQQ+fZs5bb81nEav3WcxtiAPiQ/kGgBxKfeI9mQypt1nja2LQ5DCM+ePUvz5s2xsbGhfv36eVpm6NCh9OrVK8c2bdu25fXXX3/o+B4HV65cQaVSceLEiWzb7Nq1C5VKRUxMzCOLq7BJslWCpBvSOXzlMCf+OUG6Id3S4QghhBBCsC88lMlHlpL4QKKVKTH1HpMOL2FfeGihb3v69OmoVCqTnxo1auS63LRp07C3tycsLIzt27cXelw50ev1fPjhhzRs2BB7e3ucnZ2pV68eU6dO5ebNm480lpyoVCp+//134+PU1FT69+9P+fLlCQ0NNbZ58Kdly5aPPNbjx4/zzDPP4OnpiY2NDVWrVuXFF1/k3LlzHD16FJVKxaFDh8wu26FDB5566qkii02SrRIkOTWZ5rOa03VRV5JlvLMQQgghLCwlPZX3T64AFLK7Fa/y778zT64gJT210GOoXbs2t27dMv7s27cv12UuXrxIy5YtqVSpEmXLli30mLKTkpJCp06dmDlzJkOHDmXPnj2EhITwySefcOfOHT799NNsl9Xr9Y8szgclJSXx5JNPcvjwYfbt20dAQIBx3tKlS02e/7Vr1z7S2NavX0/z5s1JSUnhhx9+4MyZM3z//fc4Ozvzv//9j0aNGlGvXj2WLFmSZdkrV66wc+dOnn/++SKLT5ItIYQQQghRIDtvnSQh9V62iVYmhYwhhbtunSz0GKysrPDy8jL+uLm55dhepVJx9OhR3nnnHVQqFdOnTwcgJCSE9u3bY2trS9myZXnppZdISEjIdj2JiYkMHjwYBwcHvL29mTt3bq6xfvzxx+zbt48dO3YwevRoGjVqRMWKFWnTpg0LFy5k5syZxrZt27Zl1KhRvP7667i5uREcHAzA7t27adq0KTqdDm9vbyZOnEhaWppxOV9fX+bPn2+y3fr16xv3M/M5+PLLL+natSu2trZUrlyZVatWmY05JiaGTp06cfPmTfbt24efn5/JfBcXF5Pn39XVFQCDwcA777xDhQoV0Ol01K9fn82bN+f4/GzcuJFq1apha2tLu3btuHLlSo7tk5KSGDZsGN26dWPt2rV07NgRPz8/mjVrxkcffcSiRYsAeP7551m5ciVJSUkmyy9btgxvb2+6dOmS43YehhTIKKbMlVNNS/vvG42Buz/AykyRDCmnKoQQQojC8MLeeUSlxOfYJlafmK91zvn7Zxad3ZBjG1edI1+3GpvndZ4/f55y5cphY2NDYGAgs2bNwsfHJ9v2t27domPHjnTp0oW33noLBwcHEhMTCQ4OJjAwkMOHDxMREcELL7zAqFGjWLZsmdn1jBs3jt27d7NmzRo8PDyYPHkyx44dy/EasBUrVtCpUycaNGhgdv79hUQAli9fzquvvsr+/fsBuHHjBt26dWPo0KF8++23nD17lhdffBEbGxuTZCov/ve///HBBx+wYMECvvvuO5599llCQkKoWbOmsU14eDht2rTBwcGB3bt34+Likuf1L1iwgLlz57Jo0SIaNGjAkiVLePLJJzl16hRVq1bN0v769es89dRTjBw5kpdeeokjR47w5ptv5riNLVu2cOfOHcaPH292fma8AwcOZNy4caxatYrBgwcDGQVdli9fztChQ9FoNHner/ySZKuYMldONT3tv1Pvd5Lj0FhlLf8u5VSFEEIIURiiUuILVNo9J3pDWqGus1mzZixbtozq1atz69YtZsyYQatWrQgJCcHW1tbsMl5eXlhZWeHg4ICXlxcAX331FcnJyXz77bfY29sD8Nlnn9GjRw9mz56Np6enyToSEhL45ptv+P777+nQoQOQkRhVqFAhx3jPnTtH27ZtTab17t2brVu3AlC3bl0OHDhgnFe1alXmzJljfDxlyhR8fHz47LPPjNen3bx5kwkTJvD222+jVud90NozzzzDCy+8AMC7777L1q1b+fTTT/niiy+MbcaMGUPlypXZunUrdnZ2ZtfTv39/k2Tl+++/p1evXnz00UdMmDCBZ599FoDZs2ezc+dO5s+fz+eff55lPV9++SX+/v7GM4TVq1cnJCSE2bNnZ7sP58+fB8j1Oj1XV1d69+7NkiVLjMnWzp07uXLlCsOGDctx2YclyVYx9WA5VTA9s6VGlWV+5nJCCCGEEA/LVeeYa5tYfSJ6Q1qu7TJZq61wtrZ/6O1m6tq1q/H/devWpVmzZlSqVImff/6ZIUOG8Morr/DDDz8Y22Q3LPDMmTPUq1fPmGgBBAUFYTAYCAsLy5JsXbx4Eb1eT7Nmzf6L29WV6tWr5zn2TF988QWJiYl88skn7Nmzx2Reo0aNssQZGBhocgYsKCiIhIQE/vnnHypWrJjn7QYGBmZ5/GBlwO7du/P777+zaNEi3njjDbPr+fjjj+nYsaPxsbe3N3Fxcdy8eZOgoCCTtkFBQZw8aX4o6ZkzZ0yeT3MxPkhRchvA+p/hw4cTHBzMxYsX8ff3Z8mSJbRp04YqVarkeR0FIclWMfVs5bZZhgMmpiTi8GvGWF5XG0d+6zjNApEJIYQQ4nGQl6F8m/85wvsnfszzOsfX7UtwhcYPE1aOXFxcqFatGhcuXADgnXfeYdy4cUW2vfyqWrUqYWFhJtO8vb0BjNc63e/+5C+v1Gp1liQkNbVghUkGDRrEk08+yfDhw1EUhbFjs74mvLy8siQscXFxBdpeflWrVg3IKOWfW2LWoUMHKlasyLJlyxg3bhy//fab8ZquoiQFMoQQQgghRIG0866Hg9YWVS7tVGTc4Litd70ijSchIYGLFy8aExgPDw+qVKli/MlOzZo1OXnyJImJ/12Dtn//ftRqtdmzVf7+/mi1Wv7880/jtOjoaM6dO5djfP3792fr1q0cP348v7tmjPPgwYMmydT+/ftxdHQ0DmF0d3fn1q1bxvlxcXFcvnw5y7oeLIV+6NAhk+u1Mg0ZMoRly5Yxfvx4PvroozzF6eTkRLly5YzXmt0fa61atbLdt7/++ivHGB/UuXNn3NzcTIZa3u/++3Op1WqGDRvG8uXL+fHHH7G2tubpp5/Ow948HEm2ShCtRkuN2m3wqd4ctUq6TgghhBCWpdNomVp/AKDKNuFS/fvvlPoD0GmyXm/+MN566y12797NlStXOHDgAL1790aj0dC/f/98rWfgwIHY2NgwZMgQQkND2blzJ6+99hqDBg3KMoQQwMHBgeeff55x48axY8cOQkNDGTp0aK7XTL3xxhsEBgbSoUMHFixYwLFjx7h8+TJbtmxh06ZNuRZqGDFiBNevX+e1117j7NmzrFmzhmnTpjF27Fjjttu3b893333H3r17CQkJYciQIWbX+8svv7BkyRLOnTvHtGnT+Ouvvxg1apTZ7Q4aNIjly5czceJEPvzwwxxjzDRu3Dhmz57NypUrCQsLY+LEiZw4cYIxY8aYbf/KK69w/vx5xo0bR1hYGD/++GO2xUky2dvb8/XXX7NhwwaefPJJtm3bxpUrVzhy5Ajjx4/nlVdeMWk/bNgwbty4weTJk+nfv3+21/UVJhlGWIJYW1lTM6AdkcmxqDXSdUIIIYSwvCDP2sxsPIyZJ1cQb+bGxg5aW6bUH0CQZ+1C3/Y///xD//79uXv3Lu7u7rRs2ZJDhw7h7u5uUg49N3Z2dmzZsoUxY8bQpEkT7Ozs6NOnD/Pmzct2mQ8//JCEhAR69OiBo6Mjb775JrGxORf/sLGxYfv27cyfP5+lS5cyadIkDAYDfn5+dO3aNdvrojKVL1+ejRs3Mm7cOOrVq4erqyvPP/88U6dONbaZNGkSly9fpnv37jg7O/Puu++aPbM1Y8YMfvrpJ0aMGIG3tzcrVqzI9qwTZCSkarWaQYMGYTAYmDBhQo6xjh49mtjYWN58800iIiKoVasWa9euNVuJEKBixYr8+uuvvPHGG3z66ac0bdqUmTNnMnz48By307NnTw4cOMCsWbMYMGAAcXFx+Pj40L59e957770s2+jYsSN//PFHrustLColP1eWPabi4uJwdnYmNjYWJycni8by1LYZRCbH4m7jLNdslSLSr6WP9GnpZDAYiIiIwMPDI19Vv0TxJX0KycnJXL58GT8/P2xs8l5o68Hb1CiKQooh1SThctTaolNrTQo6PIrb1CiKQlpaGlZWVlnKqYuMEvOrV6+mV69elg4lzx51n+b0vshPbiCnR0oQg8FAXGwEiSnxuOWjUo8QQgghRGEzd5uaB8Wn3iMe07Ndcpsa8TiRZKsEuZd6j+2bM+59UKHPZAtHI4QQQojHmbnb1OR1OSEeF5JsCSGEEEKIfDN3mxpRMshVRI/O4zk4WQghhBBCCCGKmCRbQgghhBBCznYIcZ/Cej9IsiWEEEII8RjTajPufZWUlGThSIQoPjLfD5nvj4KSa7aEEEIIIR5jGo0GFxcXIiIigIx7TpX0culS+r30eVR9qigKSUlJRERE4OLikuuNpnMjyZYQQgghxGPOy8sLwJhwlXSKomAwGFCr1ZJslRKPuk9dXFyM74uHIclWCaLVaKlSvQX30lNQq2QEqBBCCCEKh0qlwtvbGw8PD1JTUy0dzkMzGAzcvXuXsmXLPrY3qy5tHmWfarXahz6jlUmSrRLE2sqaOvU7E5kci1ojXSeEEEKIwqXRaArtQ6YlGQwGtFotNjY2kmyVEiW1T0tOpEIIIYQQQghRgkiyVYIYDAYSE6NJTopFUQyWDkcIIYQQQgiRA0m2SpB7qff4Y/0CjmxdQnp6mqXDEUIIIYQQQuRAki0hhBBCCCGEKALFMtn6/PPP8fX1xcbGhmbNmvHXX3/l2D4mJoaRI0fi7e2NTqejWrVqbNy40WzbDz74AJVKxeuvv14EkQshhBBCCCFEhmJX0m7lypWMHTuWhQsX0qxZM+bPn09wcDBhYWF4eHhkaa/X6+nUqRMeHh6sWrWK8uXLc/XqVVxcXLK0PXz4MIsWLaJu3bqPYE+EEEIIIYQQj7Nil2zNmzePF198kWHDhgGwcOFCNmzYwJIlS5g4cWKW9kuWLCEqKooDBw6g1WoB8PX1zdIuISGBgQMH8tVXX/Hee+8V6T4IIYQQonj56dIufr602+y89PT0bMud963chmcrty3CyIQQpVmxSrb0ej1Hjx5l0qRJxmlqtZqOHTty8OBBs8usXbuWwMBARo4cyZo1a3B3d2fAgAFMmDDB5MA5cuRInnjiCTp27JhrspWSkkJKSorxcVxcHJBRDdBgsFwVwPu3rShYNBZRuBTlv9/Sr6WD9GnpZDAYUBRF+rQEStTfIzI5NvsG2dzHN1F/T/q7BJL3aulTnPo0PzEUq2Trzp07pKen4+npaTLd09OTs2fPml3m0qVL7Nixg4EDB7Jx40YuXLjAiBEjSE1NZdq0aQD89NNPHDt2jMOHD+cpjlmzZjFjxows0yMjI0lOTs7nXhWeJH2S8f8GQzoREREWi0UULoMh3fhb+rV0kD4tnQwGA7GxsSiKUqJuqinAkJyGq9Yhy/To1EQUFFSoKKO1N7ucvIdLHnmvlj7FqU/j4+Pz3LZYJVsFYTAY8PDwYPHixWg0Gho1asSNGzf48MMPmTZtGtevX2fMmDFs3boVGxubPK1z0qRJjB071vg4Li4OHx8f3N3dcXJyKqpdyVVKagp+/k1ITtej0WjNXsMmSia1WmP8Lf1aOkiflk4GgwGVSoW7u7vF/9iL/Hne4wme54ks0/tsf5c7KbGU1Tnxa4f/WSAyURTkvVr6FKc+zWtOAcUs2XJzc0Oj0XD79m2T6bdv38bLy8vsMt7e3mi1WpMhgzVr1iQ8PNw4LDEiIoKGDRsa56enp7Nnzx4+++wzUlJSsozT1ul06HS6LNtSq9UW7VxbnS31Gz9BZHIsVlZWFn+hicKjUv33W/q1dJA+Lb1UKpXF/x6IwiPv1dJL3qulT3Hp0/xsv1i9+qytrWnUqBHbt283TjMYDGzfvp3AwECzywQFBXHhwgWTsZPnzp3D29sba2trOnToQEhICCdOnDD+NG7cmIEDB3LixIlsL4gVQgghhBBCiIdRrM5sAYwdO5YhQ4bQuHFjmjZtyvz580lMTDRWJxw8eDDly5dn1qxZALz66qt89tlnjBkzhtdee43z588zc+ZMRo8eDYCjoyMBAQEm27C3t6ds2bJZphd3iqKQkpxIakoSis5ywxmFEEIIIYQQuSt2yVa/fv2IjIzk7bffJjw8nPr167N582Zj0Yxr166ZnLrz8fFhy5YtvPHGG9StW5fy5cszZswYJkyYYKldKDJJ+iQ2rvkQgB59Jls4GiGEEEIIIUROil2yBTBq1ChGjRpldt6uXbuyTAsMDOTQoUN5Xr+5dQghhBBCCCFEYSpW12wJIYQQQgghRGkhyZYQQgghhBBCFAFJtoQQQgghhBCiCEiyJYQQQgghhBBFQJItIYQQQgghhCgCxbIaoTDPSm1FRd96JKenolJJniyEEEIIIURxJslWCaLT6mjUrDeRybFoNNJ1QgghhBBCFGdyekQIIYQQQgghioAkWyWIoiikpelJT0tFURRLhyOEEEIIIYTIgSRbJUiSPol1v87k4IbPSE9PtXQ4QgghhBBCiBxIsiWEEEIIIYQQRUCSLSGEEEIIIYQoApJsCSGEEEIIIUQRkGRLCCGEEEIIIYqAJFtCCCGEEEIIUQQk2RJCCCGEEEKIImBl6QBE3mnUGspVqEWKIRWVSmXpcIQQQgghhBA5kGSrBLHR2tAsqC+RybFoNFpLhyOEEEIIIYTIgQwjFEIIIYQQQogiIMmWEEIIIYQQQhQBSbZKkMSURFavnM6+NR+Tlqa3dDhCCCGEEEKIHEiyJYQQQgghhBBFQJItIYQQQgghhCgCkmwJIYQQQgghRBGQZEsIIYQQQgghioAkW0IIIYQQQghRBCTZEkIIIYQQQogiYGXpAETeadQaPL2rojekoVKpLB2OEEIIIYQQIgeSbJUgNlobWrQeSGRyLBqN1tLhCCGEEEIIIXIgwwiFEEIIIYQQoghIsiWEEEIIIYQQRUCSrRIkMSWRtave58D6T0lL01s6HCGEEEIIIUQO5JqtEiY9PdXSIQghhBBCCCHyQM5sCSGEEEIIIUQRkGRLCCGEEEIIIYqAJFtCCCGEEEIIUQQk2RJCCCGEEEKIIiDJlhBCCCGEEEIUAalGWIKoVWrc3CuhN6SjQmXpcIQQQgghhBA5kGSrBLG1tqVV+2FEJseisdJaOhwhhBBCCCFEDmQYoRBCCCGEEEIUAUm2hBBCCCGEEKIISLJVgiSmJLLh9zkc2rSQtDS9pcMRQgghhBBC5ECu2Sph9ClJlg5BCCGEEEIIkQdyZksIIYQQQgghioAkW0IIIYQQQghRBCTZEkIIIYQQQogiIMmWEEIIIYQQQhQBSbaEEEIIIYQQoghINcISRK1S41KmHGlKOipUlg5HCCGEEEIIkQNJtkoQW2tb2nV+icjkWDRWWkuHI4QQQgghhMhBsRxG+Pnnn+Pr64uNjQ3NmjXjr7/+yrF9TEwMI0eOxNvbG51OR7Vq1di4caNx/qxZs2jSpAmOjo54eHjQq1cvwsLCino3hBBCCCGEEI+xYpdsrVy5krFjxzJt2jSOHTtGvXr1CA4OJiIiwmx7vV5Pp06duHLlCqtWrSIsLIyvvvqK8uXLG9vs3r2bkSNHcujQIbZu3UpqaiqdO3cmMTHxUe2WEEIIIYQQ4jFT7IYRzps3jxdffJFhw4YBsHDhQjZs2MCSJUuYOHFilvZLliwhKiqKAwcOoNVmDK3z9fU1abN582aTx8uWLcPDw4OjR4/SunXrLOtMSUkhJSXF+DguLg4Ag8GAwWB4qP17GEn6JDav+xiDotCp6yiLxiIKl6L891v6tXSQPi2dDAYDiqJIn5Yi8l4tneS9WvoUpz7NTwzFKtnS6/UcPXqUSZMmGaep1Wo6duzIwYMHzS6zdu1aAgMDGTlyJGvWrMHd3Z0BAwYwYcIENBqN2WViY2MBcHV1NTt/1qxZzJgxI8v0yMhIkpOT87tbhSZJn8S9pIzYDYb0bM/2iZLHYEg3/pZ+LR2kT0sng8FAbGwsiqKgVhe7wSGiAOS9WjrJe7X0KU59Gh8fn+e2xSrZunPnDunp6Xh6eppM9/T05OzZs2aXuXTpEjt27GDgwIFs3LiRCxcuMGLECFJTU5k2bVqW9gaDgddff52goCACAgLMrnPSpEmMHTvW+DguLg4fHx/c3d1xcnJ6iD18OIkp/w17VKs1eHh4WCwWUbjUao3xt/Rr6SB9WjoZDAZUKhXu7u4W/2MvCoe8V0snea+WPsWpT21sbPLctlglWwVhMBjw8PBg8eLFaDQaGjVqxI0bN/jwww/NJlsjR44kNDSUffv2ZbtOnU6HTqfLMl2tVlu0c+/ftkqFxV9oovCoVP/9ln4tHaRPSy+VSmXxvwei8Mh7tfSS92rpU1z6ND/bL1bJlpubGxqNhtu3b5tMv337Nl5eXmaX8fb2RqvVmgwZrFmzJuHh4ej1eqytrY3TR40axfr169mzZw8VKlQomp0QQgghhBBCCIpZNUJra2saNWrE9u3bjdMMBgPbt28nMDDQ7DJBQUFcuHDB5EK1c+fO4e3tbUy0FEVh1KhRrF69mh07duDn51e0O1IEUtJT2XbzBDWadCcg6GkS0lPY/M8RUtJTLR2aEEIIIYQQwoxilWwBjB07lq+++orly5dz5swZXn31VRITE43VCQcPHmxSQOPVV18lKiqKMWPGcO7cOTZs2MDMmTMZOXKksc3IkSP5/vvv+fHHH3F0dCQ8PJzw8HDu3bv3yPevIPaFh9Jr23Q+OvUrZb39cXHzIVUx8P6JH+m1bTr7b5+ydIiigFLSU9n8zxFi9RnX48XqEyWJFkIIIYQoJYrVMEKAfv36ERkZydtvv014eDj169dn8+bNxqIZ165dMxkn6ePjw5YtW3jjjTeoW7cu5cuXZ8yYMUyYMMHY5ssvvwSgbdu2JttaunQpQ4cOLfJ9ehj7wkOZfGQpkFGbVqUyzY8TU+8x6fASZjYeRksv8wU/RPG0LzyU90+uICH1v6Rfb0jj/RM/suDUaqbWH0CQZ20LRiiEEEIIIR5GsUu2IOPaqlGjRpmdt2vXrizTAgMDOXToULbrUzJvolHCpKSn8v7JFYBCdnugACoUZp5cwWr36eg02kcYoSioB5PoB0kSLYQQQghR8hXLZEtk2HnrpMlZj+woQHzqPb48vY76bv6oUaFSqVGrVKhQGX9rVOqMKi6oMn4/MF/94Px/f2tU6v/aZZlvup37162+f7n7fqsySz89piSJFkIIIYR4PEiyVYztCw9BjQpDth/JTf16dR+/Xs2+pH1xYS4Buz+RM5f0ZZcImksYTZM+MwmfmYRRYzJfnYft/LucyXx1LtvJiOdC7M18JdG7bp0kuELjou8YIYQQQghRqCTZKsZiU5PynGiVJAoK6ZlDO0vf7hUqFbDu2iGae9TE2dre0uEIIYQQQoh8kGSrGHPW2uX5zJYK8HP0pkuFxhgUBQXlvt8Gk2kGxfDAfAVFUTDw3+8Hl8mYbjBtl2U7/y5nMt/ceh74/e8ypvMfXI+5eA3/bvO//XxwOyWdApyMukT3P/6Hu40z/o7e+DuVw9/JG3/HclR08MBKrcl1PUIIIYQQ4tGTZKsYa+lVh93hIXlqqwAD/NvJcLMHZE0O/0vQCjOpyykxzZhmMG7zu/PbOB1zNd+pYGRyLJHJsRyKPGucZqXS4Ovoib9jRgJW+d9krKzO8bG/Nk4IIYQQwtIk2SrG2nnXY8Gp1SSm3jP7wfxcHRviXTXUOHYPr2Qdbb3rPfIYizuVSoUGVcapv2IiPvUep05czXP7Jm7VSDWkczH+JvEPXOuVpqRzIe4mF+Juwo3/pjtb2xsTMH+nclRx9MbX0ROdxrqwdkMIIYQQQuRCkq1iTKfRMrX+ACYdXoLKTOW6OxW0GDQqjre2p39SdVI06eiQqnXFXW5JdCYV4KC1ZVaT59FptCiKQmRyLBfjbnIx/pbx97WECNIVg8mysfpEjt09z7G7543T1KjwcXA3ScL8Hb3xtC0jZ8GEEEIIIYqAJFvFXJBnbWY2HsbMkyuIT72HohiMNza2STSQ5KQBlYoV9ufYyWfMpiPPURc16lzWLCwltyQaMk/EqZhSf4Cx7LtKpcLD1gUPWxcCPWsZ2+rT07iacJuL8Te5GPdfEhaVEm+yTgMKVxMiuJoQwY5bJ4zT7a1sjNeAZSZhlR29sLOyKfR9F0IIIYR4nEiyVQK09Apgtft0tlz/iwl/fICV1gZ3j0o0s/JhJzcBsEZDOAkM4XcWcoRV9KUcThaOXGTnwST6QQ5aW6bUH0CQZ+1c12WtsaKqc3mqOpc3mR6VEs+luFtciL/JpbhbXIy/xZX4cPSGNJN2iWnJ/B11mb+jLptM97Zz/S8B+/d3eXs3NCpJ5IUQQggh8kKSrRJCp9HS0bsB107tJV1R8Os2ilp2fuzkJjZoSCadTlTmANc5yD98x99MoKWlwxY5yEyid906yZy/f0ZvSMNabcX4un1p613voW9k7KpzxNXdkcbu1YzT0gzp/JN4J8tZsNv3orMsfyspiltJUey7HWqcplNrqezoRWWnclT5Nwmr7OQtZemFEEIIIcyQZKsEsdPZEdzjDSKTY7GyssYHZwBq48FRbrGbq2xmIBeJpi+5nxERlqfTaAmu0JhFZzcQmRyLs7V9kVaUtFJnVC/0dfSkQ7kGxunxqff+Pft1MyMBi7vFpfhb3EvXmyyfYkjlTOx1zsReN5kuZemFEEIIIbKSZKsE8/l3mKAKFU9QlQ2cZwo72MtwNHLNlsgHR60t9cpWpl7ZysZpBsXAraQo04Iccbe4kXQ3y5VmeSlLn1mQw1XK0gshhBDiMSHJVglWjbIAJJPGl3SnNp9zkH/4nL8YTXMLRydKOrVKTXl7N8rbu9Hau65xelJaCpfjw7NURUzIY1l6F2sHk3uCSVl6IYQQQpRWkmyVIPf099j5x2LSlHTad3iBGrizkqepTBl8cGYOnXiVDUxiO09SHV/KWDpkUQrZWemoXaYStctUMk7LT1n6GH0CR++c5+gdKUsvhBBCiNJNkq0SxKAYiInOqD6YOYyrLwHG+S/RiBWEsoervMg6/mAQquJ0N19RaklZeiGEEEKIrCTZKkXUqPmaJ6nLl2zjEss4wTAa5L6gEEUkL2XpM5OwKwnhpBrSTdplV5a+nF3ZLAU5ytmXlbL0QgghhChWJNkqZapSlndox3i2MpYtdKEK3jhaOiwhTGRXlv56YiSX4m/lWpb+ZtJdbibdZW8uZen9nbxxkrL0QgghhLAQSbZKoTdozkpCOcotRrGRX+ln6ZCEyJWVWoOfoxd+jl6mZen1SVyKD5ey9EIIIYQocSTZKoWs0PANPWnMYn7jDL9ymj7Uyn1BIYohR2u7ElWWPiU9lZ23ThKrTwQgVp/I5n+O0K4QblQthBBCiJJFkq1Sqh5eTKQl77GHkWygHb64YmfpsIQoFEVdlv7+JMzXwTPPSdK+8FDeP7nCZHt6Qxrvn/iRBadWM7X+AII85YbjQgghxONCkq0Sxlpnh0FRcm8ITKU1qzjNWe4wli0so3cRRyeEZWVXlj4iOSbjOrD4m1yKu1UkZen3hYcy+chSwPz7MzH1HpMOL2Fm42G09Aow20YIIYQQpYskWyWIvc6eJ3qNJzI5Fiur3G8Aq8OKJfQkiG9Yzkn6U4dgqjyCSIUoPlQqFZ62ZfC0LUOL+8rSp6Snci0hosBl6R2sbKj871mwSg4eLD67EbIMYvyPAqhQmHlyBavdp8uQQiGEEOIxIMlWKReID6NpxgL+5CXWEcoIHNFZOiwhLE6n0T5UWfqEbMrS50QB4lPvsevWSYIrNC6M3RBCCCFEMSbJ1mPgPdqzhjCuEMMUtvMJ3SwdkhDFVk5l6TOHImYmYRHJMflevxoVe8NDJNkSQgghHgOSbJUg9/T32LtjKXpDOm3bDsnzcg7oWEwPOvMdn/EX/QggiIpFGKkQpcv9Zek7YlqW/mL8LT44uZIbSXfytC4DCufjbvJPYiQV7N2LKmQhhBBCFANqSwcg8s6gGLgTeZW4u//kcGWIeZ3wZxj1UYDnWUMyqUUTpBCPEUdrO+qX9aeKkzdq8l4y/mbSXfrvnMXg3XP46uxGzsZcR8lj4RshhBBClBxyZusxMpdgNnGBMO7yLnt4nw6WDkmIUqGlVx12h4fke7nL8eFcjg/n2wvb8LBxoaVXAK28Aqjv6i83XRZCCCFKATmz9Rgpgy1f8AQAs9nHCW5ZOCIhSod23vVw0Nrmem5LBdhb2fBi9a4ElPFFdd8SEckx/HZlH28cWkiPrW/z7vEf2H3rb+6lpRRp7EIIIYQoOnJm6zHTm5o8TS1WcZrhrOEvXsQK+QZdiIeh02iZWn8Akw4vQZXNIF/Vv//+r8FAgjxrM7hqJ+4kx3Hg9in2hodw9O55Y8XDhNR7/HHjKH/cOIq12oom7tVp5RlAC8/alNE5PMI9E0IIIcTDkGTrMfQpXdnOJY4TzlwOMoGWlg5JiBIvyLM2MxsPY+bJFcSn3ssy30Fry5T6AwjyrG2c5mbjxJOVAnmyUiCJqckcijzD3vBQDkacJunfM1p6Qxr7b59i/+1TqFFRx9WPVl51aOUVQDm7so9s/4QQQgiRf5JsPYa8cORjujCU35nGTnpTg2q4WTosIUq8ll4BrHafzq5bJ5nz98/oDWlYq60YX7cvbb3r5XgjY3utDR3KNaBDuQbo09M4fvcCe8ND2Hs71HijZQMKJ6MucTLqEp+dXoO/ozetverQyqsOVZzKoVLlvUiHEEIIIYqeJFsljEajzXclQnMGU48fCeEPLvI8a9nNUNRyCZ8QD02n0RJcoTGLzm4gMjkWZ2v7fN9Ty1pjRTOPGjTzqMFYpQ9nYq6xNzyUPeEhXE+MNLa7GH+Li/G3WHr+D7xsy9DKK4BWnnWo4+onBTaEEEKIYkCSrRLEXmfPk09PITI5Fisr64dalwoVi+hOAF+wj2ss5AgjaFpIkQohCotapaZ2GV9ql/HllZrduRJ/m723Q9gbHsqZmGvGduH3ovnl8l5+ubwXZ609LTxr0cqrDk3cq2GjebjjhRBCCCEKRpKtx5gvZfiAjrzGJiawje5UoyIulg5LCJEDX0dPfB09GVSlI5H3Ytj3b4GNY3cvkK4YAIhNTWTTP4fZ9M9hdGotzTxq0MorgBYetXCytrfwHgghhBCPD0m2HnMjaMJPhLKf67zCejYw0KQctRCi+HK3daG3bxC9fYOIT73HoYjT7AkP5c+IM9xL1wOQYkhlT3gIe8JD0KjU1HOtbCyw4WlbxsJ7IIQQQpRukmyVIMmpyRzY8wN6QxqtWg0olHWqUfM1T1KPhWziAj/wN89Rr1DWLYR4dBy1tnQq34hO5RuRkp7K0Tvn2Rsewr7bp4jRJwCQrhg4dvcCx+5eYMGp1VRzrkArzwBae9XBz9FLCmwIIYQQhazAFRGuXbvGK6+8QvXq1XF1dWXPnj0A3Llzh9GjR3P8+PFCC1JkSDekc/vWeaJvX0ZRHr5IRqYauDONNgCMYTO3SSi0dQshHj2dRksLz1pMqNeP3ztN5/MWo3i2ctsspeLPxf7DN+c2M2TPh/TfOZPPT6/l76hLxuGIQgghhHg4BTqzdfr0aVq1aoXBYKBZs2ZcuHCBtLQ0ANzc3Ni3bx+JiYl88803hRqsKDrjCOIXTnOCcEaziZU8Y+mQhBCFQKNSU9e1MnVdKzOiZg8ux4ez59+S8udi/zG2u5F0l58u7eKnS7soY+1AkGdtWnnVoZFb1RxL1gshhBAiewVKtsaPH4+LiwuHDh1CpVLh4eFhMv+JJ55g5cqVhRKgeDS0aPiGJ2nKV/zMKfoTQC9qWjosIUQhUqlUVHbyprKTN0Ordeb2vWj2hoeyNzyUk1EXjWe0ovUJrL/+J+uv/4mtxppmHjVp5RlAoGctHLW2Ft4LIYQQouQoULK1Z88e3n77bdzd3bl7926W+RUrVuTGjRsPHZx4tBpSjnEE8QH7GMEG2uKLC/LBSojSytO2DE/7teJpv1bE6hM5GHGaveGh/BlxlhRDKgD30vXsunWSXbdOolGpaVi2Cq286tDSszbuti6W3QEhhBCimCtQsmUwGLCzs8t2fmRkJDqdrsBBCct5mzb8xhnOcZdxbOUrnrR0SEKIR8DZ2p4uFZrQpUITktP1HI48x97wEA7cPk1saiKQUWDj8J1zHL5zjnmhv1LTpaLxRsqVHDykwIYQQgjxgAIlWw0bNmTDhg2MGDEiy7y0tDR++uknmjdv/tDBiUfPFi1f8yStWcrXHONZAuhAZUuHJYR4hGw01hlJlFcAaYZ0QqIv/zvcMITwe9HGdmdirnEm5hqLz27Ex96d1v+WlK/pUhG1qsD1l4QQQohSo0DJ1qRJk+jevTuvvvoqzz77LAC3b99m27ZtzJw5kzNnzvDZZ58VaqDi0WlFJUbQhC84zIusJYQR2GNt6bCEEBZgpdbQoGwVGpStwmu1enIh7iZ7/y2wcSHuprHd9cRIfri4gx8u7sBV50grzwBaedWhoVsVtGq5y4gQQojHU4H+Anbt2pVly5YxZswYFi9eDMBzzz2Hoig4OTnx7bff0rp160INVIC9zp7e/aYTmRyLlVXRJj+z6MA6wrhMDP9jB/PoUqTbE0IUfyqViqrO5anqXJ7h1btwM/Eue29nnPEKibqMgYxbUkSlxLPm2kHWXDuIvZUNzT1q0sorgObuNbHX2lh4L4QQQohHp8BfNw4aNIinnnqKrVu3cv78eQwGA/7+/gQHB+Po6FiYMQoLcMKGRfSgGz8wn0P0pTbN8bF0WEKIYqScfVn6VW5Dv8ptiE5J4MDtU+y9HcrhyDD0hozbgSSmJbP95nG23zyOVq2hUdmqtPKqQ5BnbcraOFl4D4QQQoiile9kKykpCR8fHyZOnMi4cePo1atXEYQlioOuVGUQdfmOv3metRzjZXQFz8+FEKVYGZ0DT1RsxhMVm5GUlsLhyDD2hIdwIOI0Can3AEg1pHMo8iyHIs/yUcgqapepZCyw4ePgbuE9EEIIIQpfvj8529nZYWVlhb29fVHEI3KQnJrMn/t/JsWQimuLvo9kmx/Thc1c4DSRzGIv02n3SLYrhCi57Kx0tPGuSxvvuqQZ0jkRdZG94aHsCw8lIjkGAAWF0OgrhEZf4csz6/F18KTVvwU2ajj7SGVDIYQQpUKBTlP06dOHVatW8eqrr8ofxEco3ZDOzX9OA6AoyiPZZlns+Ixu9GMV77OXPtSiDp6PZNtCiJLPSq2hsVs1GrtV4/XavQmL/cdYYONyfLix3ZWE21y5cJvvLmzD3cbZWGCjfll/rNQaC+6BEEIIUXAFSraeffZZRowYQbt27XjxxRfx9fXF1jbrzW8bNmz40AEKy3uG2vxICGsIYzhrOMjzWCEffoQQ+aNSqajh4kMNFx9erNGN6wmR7Lsdyp7wEE5FX0X5t8BGZHIsv13dz29X9+OgtSXQoyatverQ1L0GdlZyD0chhBAlR4GSrbZt2xr/v3fv3izzFUVBpVKRnp5e4MBE8aFCxRc8wS6ucISbLOBP3qSFpcMSQpRwPg7u9HdoR3//dtxNjmP/vwU2jt45R6oh4+9HQuo9tt44xtYbx7BWW9HYrRqtvAII8gygjM7BwnsghBBC5EylFGA82vLly/PUbsiQIfkOCODzzz/nww8/JDw8nHr16vHpp5/StGnTbNvHxMQwZcoUfvvtN6KioqhUqRLz58+nW7duBV7n/eLi4nB2dmbMgZXoHOxybFvRzoWR/i1N9+fiPq4lxeS6nY4e1ejkWc34ODk9lWmntxgf61OTmf/lMwAMHv4NXg4exnkj/IOoZFfG+Pjv2Jv8cO1YrtvUqa14p7ZpWfdV/5zkcPT1LG3/LhPJ5gpXsTKoGXa+Fq1t/XiuYiOTNu+f3UZcanKu2+1Tvi5NXSsaH4cnx/Px+d25LgcwuUYHnLX/nUndc+cSG26dznU5T50DY6u1NZn2zeU/OZcQmeuyLd386OFd22TahJD1eYp3uG9Tqjv+11dh8REsufKXSZu7KXEYFANqlZqyuv8qtM2u092k3bpbp9h353Ku26zm4M7zfs1Mps07t4vbKQm5LvuEdy1au/13I+vY1HvMPLs91+UA3qjaBi+b/6qR/hV1jV9v/J3rck5aG6bU6Ggy7ftrRwmJvZXrsk3K+PB0hXom094+tZmUf6vh5WRgxYbUdS5nfHw1KZovLu7PdTmAGbWCsdFojY+33j7HtohzxsfZ9WlRHiNy8iiOEQ+q4+xdoGNEmiGN6rYO3Eq4xcGIMySmmW/vpHPG1c4dV1t3bO47JhT1McKQno5aY3p2v6iPEdmRY8TDHyOye69C0R4jsiPHiML7HGHuvQql83NEdkrbMSK7Pn3UnyNSEpJY0KIfsbGxODnlXFm3QGe2CppE5cXKlSsZO3YsCxcupFmzZsyfP5/g4GDCwsLw8PDI0l6v19OpUyc8PDxYtWoV5cuX5+rVq7i4uBR4ndmJTb2HdWrO16iVScs6nDI+LYWYf6tx5SQ5PdXksQImy6Xed/DRqLUm89IMBpNlUw3pedqmjZmbjSalp5pd1ifCnnJO9tx0SmR9uUs0jCyXpU1canKetqt/4AVsUAx5Wi6jren3AynpaXla1va+P3qZEvLYN/ce6Bsgz/GmKYYsjx9cVqPWGgdm5rTee9n0zYMS0lKyTIvL476mpD/YN0o++sZ0X/WGvPWNOYlp+jwtm2Smb2JT75Gch2Qr8+xJpjRD3l+HD35LlfxA32TXp0V5jMjJozhGPCgxTZ9lWl6PEbVcK/NStY6kGtI4fvcim/85ws5bf5Nm+O85iEuJJS4llivRF9BZ2eFo44qjrSvpD+xrkRwjTDdR5MeIvJJjRFa5HSNyOv4W5TEiO3KMKOTPEQYzk0rh54i8KhXHCDN9ak5Rfo7Q5+P5f+g63gkJCVy/nvHthY+PDw4ODzesY968ebz44osMGzYMgIULF7JhwwaWLFnCxIkTs7RfsmQJUVFRHDhwAK02403g6+v7UOvMjrPWFp0260Hwfo5mridwtNLhkstygMk3YAAqMFlOz3+JXrohFXftf99AWanVJstq1Zo8bVNn5iBpp9Fmu2z3m5VZ4nCKW45JHNaH88oD853yeMNS6we2q1ap8xRvRlvThFenscrTsk5m+sYhj31j7gCb13itVOosjx9cNqdvVh+MIy/bdTCzr05WOu7l5TWhebBvVPnoG9N9tVbnsW/MvG7srazztKydmb5x1tpik4dkS/tA4QUrdd5fhw9+7WLzQN9k16dFeYzIyaM6RtzP3szN1/N7jNCqrWjqXp2KjuVI0DiRoI8jKukOUUmR3EtLMrZPSUsiJSGJOwn/8OLea7TxrkMrzzrUcfUr9GOEuW9Wi/oYkVdyjMgqt2NETsffojxGZEeOEYX3OSK7syCl8XNEXpX0Y0ROZ7YeVJSfI1K0eR8YWKBhhACHDx9m/Pjx7Nu3D8O/34ao1WpatWrFnDlzaNy4cb7XqdfrsbOzY9WqVSb37xoyZAgxMTGsWbMmyzLdunXD1dUVOzs71qxZg7u7OwMGDGDChAloNJoCrTMlJYWUlP8y+ri4OHx8fIiOjs71VGFRSkxJxGl0xva7PzWZNcHvWiSO+RziTfUfOCk6QpRXqYDcmPRh9dn+LndSYnHTOfNrh/9ZOhxRCKRPi97VhAj23Q5l3+1QTsdcM9vGSWtHC49atPQMoIl7NWw0WT/c5YfBYCAyMhJ3d3fUD3w4FSWTvFdLJ3mvlj7FqU/j4uIoU6ZM0Q0j/PPPP2nbti3W1ta88MIL1KxZE4AzZ86wYsUKWrduza5du/J8TVSmO3fukJ6ejqenaWlxT09Pzp49a3aZS5cusWPHDgYOHMjGjRu5cOECI0aMIDU1lWnTphVonbNmzWLGjBlZpkdGRpKcnPs44qKiKArdek0gOjURlUpNRESEReLohy8/uHpwzDqCF1JWszymC6os3+GJ/DD8O1TFYEi3WL+KwiV9WvRsgU6OAXRyDOCuPp4jMRc4HHOe0PhrpP87FCUuNYnNN46w+cYRrNVW1HPyo6lLVRq5+ONolf9vhg0GA7GxsSiKYvE/9qJwyHu1dJL3aulTnPo0Pj4+z20LlGxNmTKF8uXLs2/fPry8vEzmTZ8+naCgIKZMmcLWrVsLsvp8MRgMeHh4sHjxYjQaDY0aNeLGjRt8+OGHTJs2rUDrnDRpEmPHjjU+zjyz5e7ubtEzWwDW1rZoFD0ajVW+rjcrbMt4ikbKYrbaXGWnRyTPEmCxWEoD9b9DVdRqjUX7VRQe6dNHywMPalbwZxDBxKfe41DEGfbdDuXPyDDupWeMVNAb0jgcc57DMefRqNTUdfWjpWcALT1r42XrmqftGAwGVCpVsfhmVRQOea+WTvJeLX2KU5/a2ORtuCs8xJmtt99+O0uiBRlnjF566SXefTf/Q9zc3NzQaDTcvn3bZPrt27fNbgvA29sbrVaL5r7xmzVr1iQ8PBy9Xl+gdep0OnS6rGNV1Wq1xTs3c5ixSoVFY6mDF1NpzTR2MUa9mc7444a9xeIp6YpLv4rCI31qOc46e4J9GhPs05iU9FSO3TnP3tuh7AsPJVqfUUkrXTFw/O5Fjt+9yKen11DVqTytvAJo7VWHyo7eqFTZn61XqVTF4u+BKBzyXi295L1a+hSXPs3P9gsUqVqtJi0t+4vG0tPTC/QkWFtb06hRI7Zv/688pMFgYPv27QQGBppdJigoiAsXLhivGwM4d+4c3t7eWFtbF2idxVVKagpH/1zNuWNbSE/P/eL/ojaRlgTgwR2SeJ3Nlg5HCCGy0Gm0BHrWYnzdvqzuNJ3PW7zGs5XbUt6urEm783E3WHJuC0P3fMSzO2fy2ek1nLx7yTgcUQghhCiIAiVbLVq04PPPP+fq1atZ5l27do0vvviCoKCgAgU0duxYvvrqK5YvX86ZM2d49dVXSUxMNFYSHDx4MJMmTTK2f/XVV4mKimLMmDGcO3eODRs2MHPmTEaOHJnndZYUaYY0rl05ScT10yjF4AOANVZ8w5OoUfEDIWwg9/uHCCGEpWQOHRxZ60lWtJvMt23G80L1rlR3rmDS7mbSXVZe2s2og5/Ra+t0Pji5kv23T5FipjywEEIIkZMCDSOcOXMmrVu3pkaNGvTu3Ztq1TJuoBcWFsaaNWuwsrJi1qxZBQqoX79+REZG8vbbbxMeHk79+vXZvHmzscDFtWvXTM6a+fj4sGXLFt544w3q1q1L+fLlGTNmDBMmTMjzOkXBNaUCb9CcuRzkZdZxmpE4kfdxrEIIYQkqlQo/Ry/8HL0YUrUTt+9Fsy88lD3hoZyMumg8oxWjT2DD9T/ZcP1PbDXWNHWvTj3binQu44Cz7uFudSKEEKL0K1Cy1aBBA/7880+mTJnC2rVrSUrKuNeJnZ0dXbp04b333qNWrVoFDmrUqFGMGjXK7Lxdu3ZlmRYYGMihQ4cKvE7xcN6hHb9zlotEM4FtfEn33BcSQohixNO2DH38WtHHrxVx+kQORJxhX3gIf0aGkZyecePVe+l6doeHsJsQPr+yiQZlq9DKK4CWngF42LpYdgeEEEIUSwW+qXGtWrVYvXq1seY9UCyqg4hHzw5rvuJJ2rOchRzhWQJog6+lwxJCiAJxsranS4XGdKnQmJR0PYcjz7H3dij7w08Rm5oIZBTYOHLnHEfunOPj0N+o6exDS686tPIKwNfBM8cCG0IIIR4fBU62MqnVahmOJ2iHHy/RiMUc5QXW8jevYkvWO3ILIURJotNY09IrgJZeAaTVSSck6hJbLv3F0fhLhN+LNrY7E3udM7HX+SpsIz727rTyCqCVVx1quVRErZIvIYUQ4nFVoL8AU6dOpX79+tnOb9CggdmbAovSbQ6dKIcjF4hiOrssHY4QQhQqK7WGeq7+DK3YgZ/aTmZp6zcZXi2YKk7lTNpdT4zkx4s7eXX/J/TeNoMP//6ZPyPOoC8GVWSFEEI8WgU6s7Vq1Sp69+6d7fxu3bqxcuXKAt9UWJRMztiwkO48yQo+4gDPUIvGlLd0WEIIUehUKhVVnMpTxak8w6oFczPpLvvCQ9kbHsrfUZcwoAAQlRLP2muHWHvtEHZWOpp71KSVZx2ae9TAQWtr4b0QQghR1AqUbF27dg1/f/9s5/v5+ZktCy8ejp21Hd16juNuShwaTfEcoteD6vQngBWEMpw1HOElrB9+tKoQQhRr5ezK0rdyG/pWbkN0SgIHIk6zLzyEvyLD0BsyzmglpaWw4+YJdtw8gZVKQyO3qrTyCiDIMwA3GycL74EQQoiiUKBPwQ4ODjkmU5cvX8bGRsp/FzaVSoXOxh4tacX64usFdOUPLhJCBHPYz1TaWDokIYR4ZMroHHjCpylP+DTlXloKhyPD2BMeyoGIU8Sn3gMgTUnnz8iz/Bl5lo9CVlHbpRKt/i2wUdHBw8J7IIQQorAUKNlq27YtixYt4pVXXqF8edNhYtevX2fx4sW0a9euUAIUJY879nxCVwbyG++yh6eoSS3kw4MQ4vFja6WjtXddWnvXJc2QzsmoS+wND2FveCgRyTHGdqdirnIq5ioLz66nkoNnRoENzwBquPhIgQ0hhCjBCpRsvfvuuzRt2pTatWvz/PPPU7t2bQBCQ0NZsmQJiqLw7rvvFmqgAlJSUzhxdAPJaXpcG/ewdDg56k8dfiSEDZznedayj+FoClaPRQghSgUrdcbQwUZuVRlTuzfnYv9h7+1Q9oaHcCk+3NjuasJtrl64zfcXtuNu40xLzwBaeQXQoGwVrNQaC+6BEEKI/CpQslW9enX27t3La6+9xscff2wyr3Xr1nzyySfUrFmzUAIU/0kzpHH5wmEAlEZPWDianKlQ8SXdqc3nHOIfPucvRtPc0mEJIUSxoFKpqO7iQ3UXH16o3pV/EiPZ+2+BjdDoKyj/FtiITI5l9dX9rL66HwcrGwI9a9HKsw7NPGpgZ6Wz8F4IIYTITYErF9StW5fdu3dz584dLl26BEDlypVxc3MrtOBEyeaDM3PoxKtsYBLb6UF1/Chj6bCEEKLYqWDvTn//dvT3b0dUSjz7b59ib3goR+6EkWpIByAhLZmtN46x9cYxrNVWNHKrRmuvAII8a1NG52jhPRBCCGHOQ5eJc3NzkwRLZOslGvEToezmKi+xjj8YhIriW9xDCCEszVXnSI+KzelRsTlJacn8GXGWveGhHIw4TUJaMgB6QxoHI05zMOI0KlTUcfWllWdGgY3y9vI3WQghios8X0QTHh7Onj17SEhIMJmemprK22+/jb+/P3Z2djRs2JC1a9cWeqCiZFKj5iuexAYrtnGJZZywdEhCCFFi2FnZ0K5cfd5u+BxrO7/D3GYv06tSC8rq/isVr6Dwd9RlPj+zlmd3zmTI7g/5OmwTYbH/oCiKBaMXQgiR5zNbH3zwAStWrOD69esm0998800+++wzXFxcqF27NqdPn6ZPnz5s376d1q1bF3rAouSpSlneoR3j2cpYttCFKngjQ16EECI/tGormrpXp6l7dd4IeIqzMdfZEx7CvtuhXE2IMLa7FH+LS/G3WH5+K562ZWj1b4GNuq6VpcCGEEI8YnlOtnbv3k2PHj2wtrY2TouMjOSLL76gVq1a7Nu3DxcXF65evUpgYCBz586VZEsYvUFzVhLKUW4xio38Sj9LhySEECWWWqWmVplK1CpTiVdqdudqwm32hYeyJzyE0zHXjO1u34tm1ZW9rLqyFyetHS08a9HKM4CmHjWw0VjnsAUhhBCFIc/J1vXr1xk8eLDJtPXr12MwGHjrrbdwcXEBoFKlSgwbNoxvvvmmUAMVJZsVGpbQk0Ys5jfOsIpTPE1tS4clhBClQiUHTypV8WRglQ7cSY5l3+1T7A0P4didC6QpGQU24lKT2PzPETb/cwSdWksT9+q08gqghWctXKwdLLwHQghROuU52UpOTsbBwfRgvHfvXlQqFR06dDCZ7u/vT3R0dOFEKIxstbZ07j6GqJR4NJqHrm3yyNXFi0m05F32MJKNtMcPV+wsHZYQQpQqbjbO9KrUgl6VWpCQeo9DEWf+LbBxhnvpKQCkGFLZdzuUfbdDUaOiXtnKtPKsQ0uvALztXC28B0IIUXrk+RO7n58fJ06cMJm2c+dOKlWqhI+Pj8n0hIQEXF3lYF3Y1Go19vZlSNKoUalK5g2Cp9CaVZzmDHcYyxaW0dvSIQkhRKnloLWlY/mGdCzfEH16GsfunmdveAj7bp8iKiUeAAMKx+9e5Pjdi3xy+neqOpWnlVcArbzq4O/ojUolFWSFEKKg8pxsPfXUU8brsFq0aMG3337L1atXGT9+fJa2hw4donLlyoUaqCgddFjxDT0J4huWc5L+1CGYKpYOSwghSj1rjRXNPWrS3KMmYxUDp6Ov/nsj5RD+SbpjbHc+7gbn426w5NwWvO1caeVZh9ZedQhw9UVTQr/oE0IIS8lzsjV+/HjWrVtH//79UalUKIpC9erVmTJlikm7u3fvsnbtWsaNG1fowT7u9Gl6Qk78wb30FMrW72rpcAosEB9G04wF/MlLrCOUETiis3RYQgjx2NCo1NRx9aOOqx+v1uzOlYTb7A0PYW94KGdj/6s6fCspip8v7+bny7txtranpWdtWnnVobFbVXRSYEMIIXKV52TL3t6ev/76i9WrV3Pp0iUqVapEr169sLGxMWl348YNZsyYwdNPP13owT7uUtNTuRB2AICG9YItHM3DeY/2rCGMK8Qwhe18QjdLhySEEI8llUqFn6MXfo5eDK7aidv3otl/+xR7wkM4cfci6YoBgFh9Ihuu/8WG639hq7GmqXuNjAIbHrVwtJbrb4UQwpx8VVmwsrLimWeeybFN3bp1qVu37kMFJUo/B3Qspged+Y7P+It+BBBERUuHJYQQjz1P2zI85duSp3xbEq9P4kDEafaGh/Jn5FmS0/UA3EvXszv8b3aH/41GpaZ+WX9ae9WhpWcAHrYult0BIYQoRkpeSTtRanTCn+E0YAnHeZ41nOAVbNBaOiwhhBD/crS2I7hCY4IrNCYlXc+RO/8V2IjVJwKQrhg4euc8R++c5+PQ36jh7GMssOHr4CkFNoQQjzVJtoRFfURnNnKeMO7yLnt4nw65LySEEOKR02msCfKsTZBnbdIVAyFRl40FNm7dizK2Oxt7nbOx1/kqbBMV7N1p5RlAK68AapephFoKbAghHjOSbAmLKoMtX/AET7GS2ezjGWpRH29LhyWEECIHmUMH65f1Z1StJ7kYf8tYYON83A1ju38SI1lxaScrLu3EVedIkGdtWnvVoWHZqliXwPtFCiFEfsmRTlhcb2ryNLVYxWmGs4a/eBErNJYOSwghRB6oVCqqOJWjilM5hlUL5lZSFPvCQ9l7O4STdy9hQAEgKiWeddcOse7aIWw1OgI9atLKK4DmHjVx0NpaeC+EEKJoSLIlioVP6cp2LnGccD7iABNpZemQhBBCFIC3nSvPVG7NM5VbE6NP4MDtjAIbf0WeRW9IA+Beego7bp1gx60TWKk0NHSrQiuvOrT0rI2bjbOF90AIIQpPvpKtQ4cOYWVlRePGjbNtc+TIEdLT02nWrNlDBydM2Wpt6dBlBFEp8WhK2fALLxz5mC4M5Xems4ve1KQ6bpYOSwghxENwsXagm09Tuvk05V5aCofvnGNveAj7b58iPvUeAGlKOn9FhvFXZBhzQ1ZR26WSscBGRQcPC++BEEI8nDxfqbpz506CgoIICwvLsV1YWBgtWrRg3759Dx2cMKVWq3Fy9sDeyQ1VKbzIeDD1CMafFNJ5gbUYMFg6JCGEEIXE1kpHa686TKk/gLWd3mFB81d52rcVnrZlTNqdirnKwrMbGLjrA57b9QGLzm7gdPRVDIr8TRBClDx5Pj2ycOFCGjVqxMCBA3NsN3DgQD799FO++OILWrZs+dABiseHChWL6EFtPmcf11jIEUbQ1NJhCSGEKGRWag0N3arS0K0qo2v34lzcDWOBjUvxt4ztriZEcPXCdr6/sB03nRMt/z3j1aCsP1p16RrhIYQonfJ8pNq3bx+jRo3KU9tevXrx2WefFTgoYZ4+Tc+Z0J0kpqVQtk5HS4dTJCrhwgd05DU2MYFtdKcaFXGxdFhCCCGKiEqlorpzBao7V+CF6l25kXgno6T87RBCoq6g/Ftg405KHL9fPcDvVw/gYGVDoEctWnkF0MyjBnZWNhbeCyGEMC/PydadO3fw9s5bSW4vLy8iIyMLHJQwLzU9lbOndgNQP6C9haMpOiNowk+Esp/rvMJ6NjAQFXJTTCGEeByUt3fjWf+2POvfluiUePbfPsWe8FCO3jlnLLCRkJbM1pvH2HrzGNZqKxq5VaOVVwBBnrVx1TlaeA+EEOI/eU62nJycCA8Pz1Pb8PBwnJycChyUeLypUfM1T1KPhWziAt/zN4OoZ+mwhBBCPGJldI50r9ic7hWbk5SWzJ8RYey9HcLB26dJSEsGQG9I42DEaQ5GnEaFioAyvv8W2Aiggr17tutOSU9l562TxOoTAYjVJ7L5nyO0866HTqN9JPsnhCj98pxsNWnShFWrVjFx4sRc265atSrHioVC5KYG7kyjDVPYwetspjP+eOJg6bCEEEJYiJ2VDe3K1aNduXqkGtI4cfdixnDD8BDupMQBoKAQEn2ZkOjLfHFmHZUdvWjlVYdWngFUc66ASpUxSmJfeCjvn1xBwr8VESEjaXv/xI8sOLWaqfUHEORZ2yL7KYQoXfKcbL344ov06dOHt956iw8//NB4wLqfoiiMHz+e48ePs2rVqkINVDx+xhHEL5zmBOGMZhMrecbSIQkhhCgGtGormrhXp4l7dV4P6M3ZmOvsvR3K3vBQribcNra7FB/Opfhwlp/fioeNC628Aihj7cA357bAv9eCPSgx9R6TDi9hZuNhtPQKeER7JIQorfKcbPXu3ZshQ4Ywb948Nm/ezIABAwgICMDR0ZH4+HhCQkJYsWIFp0+fZvDgwfTu3bso4xaPAS0avuFJmvIVP3OK/gTQi5qWDksIIUQxolapqVWmErXKVOLlGk9wLSHCeMbrVMxVY7uI5Bh+vZL7bWkUQIXCzJMrWO0+XYYUCiEeSr7qpi5dupTatWvzwQcfMHXqVJOzW4qiUKZMGT744APGjRtX6IGKx1NDyjGOID5gHyPYQFt8ccHW0mEJIYQopio6eDCwSnsGVmnPneQ49v97xuvonfOkKel5WocCxKfeY9etkwRXkMsihBAFl++bVLz11luMGjWKffv2cebMGeLi4nBycqJGjRq0bNkSW1v5IFwYfrq0i58v7TaZlpamN/4/Kjmep7bNyLJc38pteLZy26IO75F6mzb8xhnOcZe3+IOv6WnpkIQQQpQAbjZO9KzUgp6VWpCQeo+xhxZxJvZanpZVo2JveIgkW0KIh1KgOwLa2NjQsWNHOnYsnfd6Kg6SUpOJTI41maYoBuq17p/xQKPOMj9zudLGFi1f8yStWco3HKc/dehAZUuHJYQQogRx0Nqis8r7kEADCjH/VioUQoiCynOyde1a9t8EqVQqbGxscHNzM1s4Q+SfndYGdxvnLNM9bMuQnp6ORqPJdrnSqBWVGEETvuAwL7KWEEZgj7WlwxJCCFGCOGvtUKPCkE1xjAedibnGjxd30LNiC+xL6d9XIUTRynOy5evrm2siZWdnR3BwMO+//z7Vq1d/6OAeZ89Wbmt2OKDBYCAiIgIPDw/UavWjD8yCPqAj6wjjMjH8jx3Mo4ulQxJCCFGCtPSqw+7wkDy31xvS+PLMer49v41elVrwtF9r3GzkPqJCiLzLc7I1Z86cHJOtpKQkzp49y/r169mxYweHDh2iWrVqhRKkyKBP0zN/63wSEhOY/ORkbKwfr2/ZHNGxiB504wfmc4i+1KY5PpYOSwghRAnRzrseC06tJjH1Xq7ntqxUGmNBjcS0ZH64uIOfL+8muHxj+vu3o6KDR9EHLIQo8fKcbL311lt5anft2jUaNWrEO++8w/fff1/gwERWqempTPhtAgDjnhiHDY9XsgXQlaoMoi7f8TfPs5ZjvIyuYJceCiGEeMzoNFqm1h/ApMNLUKGYTbhU//77XuOh+Ni7s+LiTrbcOEKqIZ1UQzrrr//Jhut/0dorgP7+7aldptKj3QkhRIlS6OPQKlasyIsvvsj27dsLe9VCAPAxXXDHjtNEMpO9lg5HCCFECRLkWZuZjYfhoDVfPdlBa8usJsMJ8qxNRQcPJtTrx8/tpzLQvz32Vhlfcioo7A4P4ZX9C3jtwOccvH0aRcnbdWBCiMdLkZwS8PPzIyoqqihWLQRlseMzutGPVcxkL32oSV28LB2WEEKIEqKlVwCr3aez69ZJ5vz9M3pDGtZqK8bX7Utb73pZbmTsZuPMKzW781yVDqy5epBfLu/hbkocACeiLnIi6iKVHb0Z4N+ODuUaYKU2X8RKCPH4KZIKC1euXMHV1bUoVi0EAM9Qm55UJw0Dz7OWNPJ2o0ohhBACMoYUBldojLO1PQDO1vYEV2icJdG6n4PWloFV2vNz+6lMqNuXivb/Xbd1Kf4W7534kWd3zuSXS3tISksp8n0QQhR/hZ5sXb9+ncWLF9OuXbvCXrUQRipUfMETOKPjCDdZwJ+WDkkIIcRjwlpjRfeKzfmu7XjebzyM2i7/Xbd1+140n5z+nWe2v8vXYZuITkmwYKRCCEvL8zDCefPm5Tj/3r17hIWFsW7dOgCmT5/+UIEJkZtyODGXYF5gLf9jBz2pThXKWjosIYQQjwm1Sk1rrzq08gzgZNQlfry4k4MRpwGIS01i+fmtrLi4kyd8mvFs5baUs5e/UUI8bgq1GqGdnR2dO3dm5syZUvZdPBLDacCPhLCDy7zIOnYwBBVyY20hhBCPjkqlon5Zf+qX9edi3E1+urSLrTeOka4Y0BvSWH11P2uuHqBdufoM8G9HNecKlg5ZCPGI5DnZunz5co7zbWxscHd3f+xutPso2Wht+H979x0eVZm3cfw7k04aLSGEkkbvEFqoAVFkQVFEqpSo2FB0WVkBBQQEVBCxvYIiZaUqiiIqUkIABaUJUqQlEIqEhJLeZ+b9g2U0S4KUDJMM9+e6hjCnzNwnT06YH+d5nrNh5AaSk5Nx153sgcvdCT/mPhrwf8Rwgo/ZxRM0t3csERG5Q4X5BPJykwE8Xrsby+M2sfrkz2SZcjFjYcMfv7Lhj19pUbEWA8I6E16x5jXvYSoipd91F1tBQTd2H4lLly5Rrly5Gw4kRXMyOhFZO5LExEScNNORVSjlmcJdjOQHRrGOf1CTqvjaO5aIiNzBKnmUY0T9Bxha825Wxm9lxfEtJOdeHr+14/wRdpw/Qm3fqgwI60yHgIaawVDEQRXrZaicnBw+//xzHnjgASpXrlycLy1yTSNoRSuqkEoOT/NtEbeqFBERub18XD0ZUvNuVtz1CiMbPERgmT/HbR1OOc2E3f9hYMzrrDzxEzmmXDsmFRFbuOViy2KxsH79eqKioqhUqRJ9+/Zl27ZtDBgw4KZf84MPPiA4OBh3d3datWrF9u3bi9x2wYIFGAyGAg9394Jd7NLT03n22WepWrUqHh4e1KtXj9mzZ990PnvJy8/j/zb+H/N/mU+eKc/ecUoUJ4x8Qk9cMLKaIyxnv70jiYiIWLk5ufJgcFsWR45mYrPBBcZt/ZF5gZn7v6D3htdYeHQdqbkZdkwqIsXppm9qvGvXLhYvXsyyZctISEjAYDDQr18/nn32WVq3bn3TfZCXL1/OyJEjmT17Nq1atWLWrFl07dqVw4cP4+/vX+g+Pj4+HD582Pr8f9975MiRREdHs2jRIoKDg1m7di3PPPMMgYGB3H///TeV0x5yTbk8t+w5AJ6951ncXNzsnKhkqY8/r9CBCcTwHN/ThVAq4mnvWCIiIlbORic6BzahU+XG7Dp/lCWx0ew4fwSA5Nx05h7+nsXHNtCjemv6hnakkoeGZIiUZjd0ZSsuLo7JkydTp04dWrZsyYoVKxg4cCDLly/HYrHw0EMPERERcUuDPWfOnMmwYcOIioqyXoEqU6YM8+bNK3Ifg8FAQECA9VGpUqUC67du3cqQIUOIjIwkODiYJ554gsaNG1/zipmUTqNpRwP8OU8mz7PG3nFEREQKZTAYaO5Xi5mtn2Ju+5HcFdgU439n080y5fL58c30jZ7ClD1LiEs9a+e0InKzrvvKVkREBNu3b6dixYr07t2buXPn0q5dOwBiY2OLJUxubi67du1izJgx1mVGo5EuXbqwbdu2IvdLT08nKCgIs9lMs2bNmDp1KvXr17eub9OmDatWreLRRx8lMDCQmJgYjhw5wttvv13o6+Xk5JCT8+ed31NTUwEwm82YzeZbPcyb9tf3tneWksoZIx9zH20N81hi2Edfc316UPJvQ2Cx/PlV7eoY1KaOyWw2Y7FY1KYOpCScqzW9AxnfZCCP17qX5XGb+O70dnLN+ZgsZtac3sma0zuJ8KtL/7BIGpUL1QyG10HnquMpSW16Ixmuu9j65ZdfCAkJYebMmXTv3h1n55vugVik8+fPYzKZrroyValSJQ4dOlToPrVr12bevHk0atSIlJQUZsyYQZs2bThw4ABVq17uD/3ee+/xxBNPULVqVZydnTEajXz88cd06NCh0NecNm0aEydOvGp5UlIS2dnZt3iUNy8zN7NAliz3LLtlKcmCceEJ70bM9tzLU5Zv2HS+L94WV3vHuiaz2WT9mpiYaOc0UhzUpo7JbDaTkpKCxWLRrU4cREk6V52Bgf7t6FGuGd8n7mJN4q9kmC5/7tiW9Dvbkn6npmcgDwS0onnZGhhVdBVJ56rjKUltmpaWdt3bXnfF9P7777NkyRIefPBBypcvz0MPPUS/fv2IjIy8mYzFJiIigoiICOvzNm3aULduXebMmcPkyZOBy8XWzz//zKpVqwgKCmLz5s0MHz6cwMBAunTpctVrjhkzhpEjR1qfp6amUq1aNfz8/PDx8bH9QRUhI+fPAbN+fn54e3jbLUtJN51/sM5yklinS7zlv5f/s3S3d6RrMv53yl+j0anIsYlSuqhNHZPZbMZgMOi+kg6kJJ6r/kDNKsE8nt+D705tZ/nxTSRmJwNwNOMPpseupLqnH/1CI7k7MBxXp+L/D/DSTueq4ylJbfq/k/Fdy3Wfnc888wzPPPMMx48fZ/HixSxZsoSPP/6YgIAAOnXqZJ0J8FZUrFgRJycnzp07V2D5uXPnCAgIuK7XcHFxoWnTphw7dgyArKwsxo4dy8qVK+ne/fIH7kaNGrFnzx5mzJhRaLHl5uaGm9vVk08YjUa7Nu5f39veWUo6L9z4mPvpzELmGHbR39CQjgTbO1aRrpw6BgNqVwehNnVcBoNBv4MdSEk+V71cPegT1pFeIe3Y8MevLIndSFza5fFbJzOSeHPf53xy5AceDulAz6AIvFw87Jy4ZNG56nhKSpveyPvfcNKQkBBeeeUVDh48yI4dO+jXrx8xMTFYLBaeeeYZnnjiCVavXn1T3e1cXV0JDw9nw4YN1mVms5kNGzYUuHp1LSaTiX379lnv85WXl0deXt5V3xQnJ6cS0edTbKcTITxBOACPs4osNF2+iIiUPs5GJ7pWbc6CDi/yZovHaVI+zLruQk4qsw+tpveGyXz4+zecz061Y1IR+V+3dN05PDyc8PBwZsyYYZ1affny5cydO5cyZcqQnp5+w685cuRIhgwZQvPmzWnZsiWzZs0iIyODqKgoAAYPHkyVKlWYNm0aAJMmTaJ169bUqFGD5ORkpk+fTnx8PI8//jhweVr4jh07MmrUKDw8PAgKCmLTpk385z//YebMmbdy+Ledm7Mbq55dRUpyCm7Omvb9erzJ3azmCMe4yAQ28ib32DuSiIjITTEYDERUqkdEpXocuBTP0thoNifsx4KFjPxslsRu5PPjm+lapTn9wzpR3atkdIsUuZMVSyffKzMGdunShdmzZ/P111+zZMmSm3qtvn37kpSUxPjx40lISKBJkyasWbPGOmnGyZMnC1ylunTpEsOGDSMhIYFy5coRHh7O1q1bqVevnnWbZcuWMWbMGAYOHMjFixcJCgpiypQpPPXUU7d24LeZs5Mz3Rt2JzExEWf1z74uvrgzmx7cz1LeYht9qE9zqtg7loiIyC2pXy6I15pHcTI9kaWxG/nhzE7yzCbyzCZWn/qFb09tp31AAwaEdaJ+uWB7xxW5YxksliuTnkpRUlNT8fX1JSUlxa4TZMDlbpWJiYn4+/vbvb9qadKfFSxjPw3xZydP4Fo8/89QbHqtn0hSdgp+7r582WWCveNIMVCbOib9DnY8jnKuns9OZcXxzXwVv5WM/IJDORqXD2VgWGda+9e9Y6aN17nqeEpSm95IbaCfvlIkLz+PBVsXsHz3cvJMGn90I96lGxXwYB+JvMlP9o4jIiJSrCq6+/BU3R58cdd4nq7bgwpuf34A3Hsxjn/vmMvQzdNZc3on+f+d7l5EbE/FVimSa8rlsYWP8cLKF8jNz7V3nFLFD0/epRsAk9nMQXTfIxERcTyeLu4MCOvMZ51fYXSjvlT3/HPcVlxaAlP2LKFv9BQ+i9tEZn6OHZOK3BlKVl8qERvqT0OWsI9vOcpjrOJHHsVJ/98gIiIOyNXJme7VW9GtWgt+PHeAJceiOZAcD0BidjLvHfyaBUfX0iu4HQ8Ft6Ocm+7dKSXDsrgYPovbVOg6k8mEk5NToev6hHakX2ikDZPdHBVbcscwYOBDelCfD/iZ07zPdp6n9W3NUNQvkAv/nar3QnYqvdZPvGp9Sf0FIiIiJZvRYKRDQEPaV2rAbxePsyQ2mq2JBwFIy8ti4dF1LI3dSPdqregXGkmgZwU7J5Y7XWZeNknZKUVvUMRImsy8G7/t1O2gYkvuKNXw5U3u5mm+ZSwbuJ/ahFDutr3/3/0CMWMpdH1J/QUiIiKlg8FgoHGFUBpXCCUu9SxL4zay7sxuTBYzueZ8Vsb/xNfxW4kMbMyAsM7U9q1q78hyhyrj4o6fu+9Vyy9kp2LGghEDFdyvnpSijIv77Yh3w1RsyR3nCcJZyn42E88TfMNaBmHg9szOVNQvELj2pfGS+gtERERKn1CfyrzcZACP1+7GZ3Gb+ebkNrJMuZixEP3HHqL/2EPzirUYGNaZ8Io175gZDKVk6BcaWWhvniszh1Zw9ylVM4eq2JI7jhEjc7mfRnzIeuJYwB6iaHpb3ruoXyAlaTpTERG5M1TyKMdz9XsypGYXvorfyufHt5Ccmw7AzvNH2Hn+CLV8qzIgrBMdAxrhbCz8PwRFpGj6VCd3pJpUYBKdABjJD5wlzc6JRERE7MPH1ZPBNe9mxV2vMLLBQwSW+XPc1pGU07y6+1MGxrzOyhM/kWPSbMgiN0LFVini5uzGsieW8VHfj3BzdrN3nFLvn7QmnMokk81wvsWC7u8tIiJ3LjcnVx4MbsuSTmOY2Gwwtf4ybuuPzAvM3P8FvTe8xoIja0nNzbBjUpHSQ8VWKeLs5MzD4Q9zX4P7cHZSD9Bb5YwTn9ATZ4ys5BBfcNDekUREROzOyWCkc2AT5rb7J2+3fooWFWtZ1yXnpvPJkTX03jCZdw98xbmsS3ZMKlLyqdiSO1pjAhhNOwCG8x0XybRzIhERkZLBYDDQvGItZrZ+ik/aj+SuwKYY/zuhVJYpl8+Pb6Zv9BRe+3UJsal/2DmtSMmkYqsUyTfl8/muz/lm/zfkm/LtHcdhvEIH6lCRRDIYyQ/2jiMiIlLi1PKtyqvNBrG001h6BbXF1Xi5h43JYuaHMzsZunkGo7Z/zJ4LsVgs6pYvcoWKrVIkJz+Hfh/144nlT5CTn2PvOA7DDWfm0RMDsJC9/MAxe0cSEREpkQI9K/DPhg+x4q7xDK15Dz4uZazrfk78nee2fcBTP73D5rO/YbaY7ZhUpGRQsSUCRFCNEbQC4Am+IQ0VsyIiIkUp5+bFY7Xv5fO7xjGi3gNU8ihnXXcw+SQv71rAIzFv8M3Jn8lVbxy5g6nYEvmv1+hMMGU5SQpj2WDvOCIiIiVeGWc3Hg7twLJOY3mlyQBCvStb153KSOLN3z7j4ejJLD62gfS8LDsmFbEPFVsi/+WFGx9xHwAfsJ0fibdzIhERkdLB2ehE16rNWdDhRaa3HEaT8mHWdRdz0ph96Ft6b5jMh79/w/nsFDsmFbm9VGyJ/MXdhBFFEyxc7k6oe2+JiIhcP4PBQGv/urzXZjiz2z5Px4CGGP47g2FGfjZLYjfSJ/o1Xt+7nJPpiXZOK2J7ulmTyP94i65Ec5xEMsjFhJtOExERkRtWv1wQrzWP4mR6IsviYlhzegd5ZhN5ZhPfnvqF705tp12l+gys0Zn65YLtHVfEJvQpUuR/lMOD33gaExYVWiIiIreoupc//27Uh0dr3cuK45v5Kn4rGfnZWLCw5dx+tpzbT+PyoQwI60yEf10MBoO9I4sUG32SLEVcnVz5ZMgnpKWm4ersau84Ds0Hd3tHEBERcSgV3X14qm4PBtXowtcnt/JZ3GYu5KQCsPdiHHsvxhHqHUD/sE50CWyGs9HJzolFbp2KrVLExdmFoW2GkpiYiIuTi73jiIiIiNwwTxd3BoR1pndwB9ad2cXSuI3E/3f8VlxaAlP2LOXjQ9/TN7QjPaq3poyzm50Ti9w8FVsiIiIictu5OjnTvXorulVrwU/nDrIkNpr9l04AkJidzHsHv2bB0bX0Cm7HQ8HtKOfmbd/AIjdBxVYpkm/K5/v935OSnEKfCn1wNaoroYiIiJRuRoOR9gENaFepPvsuHWfxsWi2Jh4EIC0vi4VH17E0diP/qNaSfqGRVPGsaOfEItdPxVYpkpOfw/3v3w9Az5Y9cXVRsSUiIiKOwWAw0Kh8KI1ahhKXepalcTGsO7MLk8VMrjmfr+K3sip+G5GVGzOgRmdq+1a1d2SRv6X7bEmhhg4disFgsD4qVKjAvffey2+//VZs7/Hqq6/SpEmT69o2NTWVl19+mTp16uDu7k5AQABdunThyy+/xGKx0LBhQ5566qlC9/30009xc3Pj/Pnz13yPadOm4eTkxPTp068764kTJzAYDOzZs8e6zGKx8NFHH9GqVSu8vLwoW7YszZs3Z9asWWRmZl7X8d6MkydP0r17d8qUKYO/vz+jRo0iPz//b/f79ttvadWqFR4eHpQrV44HHnigwPoRI0YQHh6Om5tbod+DV199tcDPypWHp6dnMR2ZiIjcaUJ9KvNyk/4s7/wyfUM74uF0edyWGQvRZ/fw+JaZ/PPn2exIOozFontiSsmlYkuKdO+993L27FnOnj3Lhg0bcHZ2pkePHrc9R3JyMm3atOE///kPY8aMYffu3WzevJm+ffvy73//m5SUFB577DGWLVtGVlbWVfvPnz+f+++/n4oVr93tYN68efz73/9m3rx5t5R30KBBvPDCC/Ts2ZONGzeyZ88exo0bx9dff83atWtv6bWLYjKZ6N69O7m5uWzdupWFCxeyYMECxo8ff839vvjiCwYNGkRUVBR79+7lp59+YsCAAVdt9+ijj9K3b99CX+PFF1+0/pxcedSrV4+HH364WI5NRETuXJU8yvFsvZ58cdc4htXuRllXL+u6neePMPKXOTy2ZSbrz/xKvtlkx6QihVOxJUVyc3MjICCAgIAAmjRpwujRozl16hRJSUnWbU6dOkWfPn0oW7Ys5cuXp2fPnpw4ccK6PiYmhpYtW+Lp6UnZsmVp27Yt8fHxLFiwgIkTJ7J3717rlZAFCxYUmmPs2LGcOHGCX375hSFDhlCvXj1q1arFsGHD2LNnD15eXjzyyCNkZWXxxRdfFNj3+PHjxMTE8Nhjj13zWDdt2kRWVhaTJk0iNTWVrVu33tT37LPPPmPx4sUsXbqUsWPH0qJFC4KDg+nZsyfR0dF06tTppl7376xdu5aDBw+yaNEimjRpQrdu3Zg8eTIffPABubm5he6Tn5/P888/z/Tp03nqqaeoVasW9erVo0+fPgW2e/fddxk+fDihoaGFvo6Xl5f15yQgIIBz585x8ODBv/2ei4iIXC9v1zIMrnk3K+56hX817E2VMhWs646mnmHir58yMOZ1Vp74iWxT4f/uidiDii25Lunp6SxatIgaNWpQocLlX3B5eXl07doVb29vtmzZwk8//YSXlxf33nsvubm55Ofn88ADD9CxY0d+++03tm3bxhNPPIHBYKBv377861//on79+tarIYVdOTGbzSxbtoyBAwcSGBh41XovLy+cnZ2pWLEiPXv2vOqq1IIFC6hatSr33HPPNY/vk08+oX///ri4uNC/f38++eSTm/o+LV68mNq1a9OzZ8+r1hkMBnx9fYvcNywsDB8fH7y8vAp9FNVNEmDbtm00bNiQSpUqWZd17dqV1NRUDhw4UOg+u3fv5syZMxiNRpo2bUrlypXp1q0b+/fvv4EjvtrcuXOpVasW7du3v6XXERER+V9uTq48ENSGxZ3GMKnZ4ALjtv7IvMDM/V/Qe8NkFh5dR1r+1b1dRG43TZAhRVq9ejVeXpcv12dkZFC5cmVWr16N0Xi5Rl++fDlms5m5c+da7/Y+f/58ypYtS0xMDM2bNyclJYUePXoQFhYGQN26da2vf6VQCggIKDLD+fPnuXTpEnXq1PnbvI899hjdunXj+PHjhISEYLFYWLhwIUOGDLFmLkxqaiorVqxg27ZtADzyyCO0b9+ed955x3r81+vo0aPUrl37hva5Yv369VSoUKHIrD4+PkXum5CQUKDQAqzPExISCt0nLi4OuDzmaubMmQQHB/PWW28RGRnJkSNHKF++/A0fQ3Z2NosXL2b06NE3vK+IiMj1cjIY6RTYhMjKjdl94RiLY6PZkXQYgJTcDOYd/YHFxmjuS25Nv7BIKnmUs3NiuVPpypYUqVOnTuzZs4c9e/awfft2unbtSrdu3YiPjwdg7969HDt2DG9vb+vVl/Lly5OdnU1sbCzly5dn6NChdO3alfvuu4933nmHs2fP3lCGGxn0evfdd1O1alXmz58PwIYNGzh58iRRUVHX3G/p0qWEhYXRuHFjAJo0aUJQUBDLly+/oaw3mvd/hYSEUKNGjSIf/v7+N/3ahTGbzQC8/PLLPPTQQ4SHhzN//nwMBgOff/75Tb3mypUrSUtLY8iQIcUZVUREpFAGg4HwijWZ2epJPmk/ki6BTTFy+T+Ac8x5rDixhb7RU5j862JiU/+wc1q5E6nYKkVcnVx5r997TO0xFVdn20/77unpaf2g36JFC+bOnUtGRgYff/wxcLlrYXh4uLUgu/I4cuSIdZKF+fPns23bNtq0acPy5cupVasWP//883Vn8PPzo2zZshw6dOhvtzUajQwdOpSFCxdiNpuZP38+nTp1KnKs0RWffPIJBw4cwNnZ2fo4ePBggS6JPj4+pKSkXLVvcnIygLV7YK1ata4ra2FupRvhlbFSf3XleVFXDitXrgxAvXr1rMvc3NwIDQ3l5MmTN3UMc+fOpUePHlddZRMREbG1Wr5VmdBsEEs7j+XBoDa4Gi934DJZzKw9s4uhm2cwavvH/HrhmGYwlNtG3QhLERdnF57p9AyJiYm4OLnc9vc3GAwYjUbrjH/NmjVj+fLl+Pv7X7OLW9OmTWnatCljxowhIiKCJUuW0Lp1a1xdXTGZrj1zkNFopF+/fnz66adMmDDhqnFb6enpuLu74+x8+Uc5KiqK1157jS+//JKVK1cyd+7ca77+vn372LlzJzExMQW6zV28eJHIyEgOHTpEnTp1qF27NqdPn+bcuXMFCondu3fj7u5O9erVARgwYAD9+vXj66+/vmrclsViITU1tchxW7fSjTAiIoIpU6aQmJhovQK2bt06fHx8ChRTf3VlOvfDhw/Trl074PI4vBMnThAUFFTkexXl+PHjbNy4kVWrVt3wviIiIsUlsEwFXqjfi+5lm7El4zAr438iNe/yrVd+TvydnxN/p17Z6gwI60z7gAYYDbr2ILajny4pUk5ODgkJCSQkJPD777/z3HPPkZ6ezn333QfAwIEDrRNTbNmyxTrz34gRIzh9+jTHjx9nzJgxbNu2jfj4eNauXcvRo0et47aCg4M5fvw4e/bs4fz58+Tk5BSaY8qUKVSrVo1WrVrxn//8h4MHD3L06FHmzZtH06ZNSU9Pt24bEhJC586deeKJJ3Bzc6NXr17XPMZPPvmEli1b0qFDBxo0aGB9dOjQgRYtWlgnyujatSu1a9emf//+bN26lbi4OFasWMErr7zC888/j5OTEwB9+vShb9++9O/fn6lTp7Jz507i4+NZvXo1Xbp0YePGjUVmuZVuhPfccw/16tVj0KBB7N27lx9++IFXXnmF4cOH4+Z2+d4k27dvp06dOpw5cwa4XLw99dRTTJgwgbVr13L48GGefvppgALTth87dow9e/aQkJBAVlaW9Qrm/85yOG/ePOskGyIiIvbm61KGR2t1ZcVd43i+/gMFxm0dTD7JK7sW8EjMG3xz8mdyTX9/X0qRm6ErW6WIyWxi0+FNJCcnc1/F+6456UNxWLNmjbWrmbe3N3Xq1OHzzz8nMjISgDJlyrB582ZeeuklevXqRVpaGlWqVOGuu+7Cx8eHrKwsDh06xMKFC7lw4QKVK1dm+PDhPPnkkwA89NBDfPnll3Tq1Ink5GTmz5/P0KFDr8pRvnx5fv75Z15//XVee+014uPjKVeuHA0bNmT69OlXXSl67LHH2LBhA8888wzu7u5FHl9ubi6LFi3ipZdeKnT9Qw89xFtvvcXUqVNxcXFh7dq1jB07lv79+5OUlERISAjPP/88I0eOtO5jMBhYsmQJH330EfPmzWPKlCk4OztTs2ZNBg8eTNeuXW+kCa6bk5MTq1ev5umnnyYiIgJPT0+GDBnCpEmTrNtkZmZy+PBh8vLyrMumT5+Os7MzgwYNIisri1atWhEdHU25cn/+g/T444+zadMm6/OmTZsCl69kBQcHA5fHfy1YsIChQ4daC08REZGSwMPZjd4hHXggqC3Rf+xhcWw0cWmXx5Cfykjizd8+Y+7h7+kT0oGeQW3wcvGwc2JxJAaLOq3+rStdv1JSUq7ZlcvWMnIy8Hr28ux4qe+m4u3hbbcsUrzMZrO1C6Cti2i5PXqtn0hSdgp+7r582WWCveNIMdG56nh0rjqma52rFouFX5IOsSQ2ml8vxBZYV8bZjZ7V29AntAMV3Yu+XYvcfiXpXL2R2kBXtkRERETkjmEwGGjtX5fW/nU5cCmepbEb2ZywDwsWMvNzWBq3kc+Pb6Zr1XD6h3UiyEuTPsnNU7ElIiIiInek+uWCeK35UE6mJ7IsLoY1p3eQZzaRbzHx7antfHdqB+0q1WdAjc40KBds77hSCqnYEhEREZE7WnUvf/7dqA+P1rqXFcc383X8VtLzs7FgYcu5/Ww5t5/G5UPpH9aJCP+6msFQrpuKLRERERERoKK7D0/V7cGgGl1YdXIbn8Vt4nxOKgB7L8ax92IcId4BDAjrxF2BTXEx6qO0XJvKchERERGRv/B0cad/WCeWd36F0Y37EeT15+1XjqclMGXPUvpFT2V53CYy8wu/dY0I6MqWiIiIiEihXJ2c6V6tJd2qNuencwdZEhvN/ksnAEjMTub9g1+z8OhaHgxqS++Q9pRz00zRUpCKrVLExcmFN3q9QXpGOi5OLvaOIyIiInJHMBqMtA9oQPuABvx2MY4lsRv56dwBANLysvjPsfUsi4uhW7WW9A+NpIpnRTsnlpJCxVYp4ursyotdXyQxMRFXZ1d7xxERERG54zQqH0qj8qEcT0tgSexG1p3ZhcliJtecz9fxW/kmfhuRlRszIKwTtctWs3dcsTMVWyIiIiIiNyjEO4CXm/Tn8dr38vnxzayK/5ksUw5mLESf3UP02T2EV6zJwLDONK9YC4PBYO/IYgcqtkoRk9nEzhM7uXTxEndVvOuqO6KLiIiIyO1VyaMcz9bryZAad7Myfisrjm/mUm46ALvOH2XX+aPU9KnCgLDORFZuhLPRyc6J5XZSsVWKZOdl03paawBS303FxVnjtkRERERKAm/XMgyu2YW+oR1Yc3onS2M3cibzAgBHU88w8ddP+ehwefqFRvKPai1xd9KQkDuBLo2IiIiIiBQTNydXega1YXGnMUxqNpjavlWt685mXuTt/V/Se8Nk5h/5gZTcDDsmldtBV7ZERERERIqZk8FIp8AmRFZuzO4Lx1gSG832pMMApORmMO/IDyyJ3UiPaq3oG9qRgDLl7ZxYbEHFloiIiIiIjRgMBsIr1iS8Yk2OppxhSWw00X/swYyFbFMuK05sYWX8T9wV2JT+YZ2o4RNo78hSjNSNUERERETkNqjpW4UJzQaxtPNYegW3w814efy9yWJm7ZldRG2ewahfPuLXC8ewWCx2TivFQVe2RERERERuo8AyFfhng14MrXkPK0/8yBcnfiQ1LxOAn5MO8XPSIeqWrc7AsM60C2iAk0HXR0qrEtlyH3zwAcHBwbi7u9OqVSu2b99e5LYLFizAYDAUeLi7u1+13e+//87999+Pr68vnp6etGjRgpMnT9ryMEREREREilTOzYtHa9/LirvG8Xz9BwnwKGdd93vySV7ZtYBBMW+wKn4bOaY8OyaVm1XirmwtX76ckSNHMnv2bFq1asWsWbPo2rUrhw8fxt/fv9B9fHx8OHz4sPX5/940LjY2lnbt2vHYY48xceJEfHx8OHDgQKFFWUnm4uTC+B7jycjIwMVJ076LiIiIOAIPZzd6h7TngaA2RP+xhyWx0cSmnQXgVEYS0/d9zidH1vBwSAd6BrXB28XDzonlepW4YmvmzJkMGzaMqKgoAGbPns23337LvHnzGD16dKH7GAwGAgICinzNl19+mX/84x+8+eab1mVhYWHFG/w2cHV2ZcJ9E0hMTMTVWfdmEBEREXEkzkYn7qkazt1VmrE96RCLY6P59UIsABdz0phz6Fs+Pbae+6tH0CekA34eZe0bWP5WiSq2cnNz2bVrF2PGjLEuMxqNdOnShW3bthW5X3p6OkFBQZjNZpo1a8bUqVOpX78+AGazmW+//ZZ///vfdO3alV9//ZWQkBDGjBnDAw88UOjr5eTkkJOTY32emppqfS2z2VwMR3rzzGYzFovF7jmkeKldHc+Vcc0WC2pXB6Jz1fHoXHVMjnCutqhYmxYVa/N78kmWxm1kc8J+LFjIzM9hWVwMK45v4Z4q4fQN7UiwVyV7x7W5knSu3sj7l6hi6/z585hMJipVKvgDU6lSJQ4dOlToPrVr12bevHk0atSIlJQUZsyYQZs2bThw4ABVq1YlMTGR9PR0Xn/9dV577TXeeOMN1qxZQ69evdi4cSMdO3a86jWnTZvGxIkTr1qelJREdnZ28RzsTTCbzRxOPExaWhrNTM1wdi5RzSe3wGw2k5KSgsViwWgskUMp5QaZzSbr18TERDunkeKic9Xx6Fx1TI50rlbAnWerdqNXxVZ8k7CDmAv7ybeYyLeY+O70dr47vZ0WZWvQM6AVtb2q2DuuzZSkczUtLe26ty31n9YjIiKIiIiwPm/Tpg1169Zlzpw5TJ482Vp59uzZk3/+858ANGnShK1btzJ79uxCi60xY8YwcuRI6/PU1FSqVauGn58fPj4+Nj6iomXkZNB5QmcAkmcl4+3hbbcsUrzMZjMGgwE/P79S/4+CXGY0Olm/FjXeVEofnauOR+eqY3LEc9Uff5pUr8MzOal8ceJHvo7fSnr+5YsAO5KPsSP5GA3LhTAgtBOt/etgdLAZDEvSuXoj8z6UqGKrYsWKODk5ce7cuQLLz507d80xWX/l4uJC06ZNOXbsmPU1nZ2dqVevXoHt6taty48//ljoa7i5ueHm5nbVcqPRaNcT9q/vbe8sUvwMBoPatRRaFhfDZ3Gbrlp+MSfV+rV39OSr1vcJ7Ui/0EhbxxMb0LnqWK7MqWUwoDZ1MI56rvp5lOWpuj0YVKMLq05u47O4TZz/7785+y4dZ8yu44R4B9A/tBNdqjTFxViiPu7ftJJ0rt7I+5eonz5XV1fCw8PZsGGDdZnZbGbDhg0Frl5di8lkYt++fVSuXNn6mi1atCgwWyHAkSNHCAoKKr7wInJHyszLJik75aqHmcudy81YCl2fmWe/LskiIlL6ebq40z+sE5/d9QqjG/cjyOvPqz3H0xKYuncp/aKnsiwuhsx8/ZtjLyWu1B05ciRDhgyhefPmtGzZklmzZpGRkWGdnXDw4MFUqVKFadOmATBp0iRat25NjRo1SE5OZvr06cTHx/P4449bX3PUqFH07duXDh060KlTJ9asWcM333xDTEyMPQ5RRBxIGRd3/Nx9C11nMplwcnIqcj8REZFb5WJ0pnu1lnSr2pyt5w6yODaa/ZdOAJCYncwHB1ex8Og6HgxqS++Q9pR30zCU26nEFVt9+/YlKSmJ8ePHk5CQQJMmTVizZo110oyTJ08WuHR36dIlhg0bRkJCAuXKlSM8PJytW7cW6Db44IMPMnv2bKZNm8aIESOoXbs2X3zxBe3atbvtxycijqVfaGSh3QHNZjOJiYn4+/vbvbuDiIg4PqPBSLuABrQLaMBvF4+zJDaan84dACA9L4tPj61neVwM3aq1pF9oR6p6+tk58Z3BYLFcmUhRipKamoqvry8pKSl2nyDD61mvy5neTdUEGQ5EH8wdj9rUMaldHU+v9RNJyk7Bz92XL7tMsHccKSY6Vy87npbA0tiNrD2zC5Plz+nKjRjoWLkRA8M6U7tsNTsmvH4l6Vy9kdqgxF3ZEhERERGRWxfiHcDYJv15vHY3Pj++ma/jt5FlysGMhY1n97Lx7F6aVajJwBqdaVGxFoYrs1BIsVGxVYq4OLnwr7v/RWZmJi5OLvaOIyIiIiKlgL9HWYbXu5/BNbqwMn4rK45v5lJuOgC7Lxxl94Wj1PSpwoCwTkRWboyzsfDxxnLjVGyVIq7OrrzZ+00SExNxdXa1dxwRERERKUW8XcswuGYX+oZ2ZM3pHSyLjeF05nkAjqaeYeKvi/jo0Hf0De1I9+qtcHfS581bded2YhURERERuQO5ObnQM6gNizqNZlKzIdTx/XPc1tmsi8w6sJLe6ycz/8gPpORm2DFp6acrW6WI2WzmxPkTXLh0gYoVK97RAz5FRERE5NY4GYx0CmxMZOVG/HrhGItjo9medPnetCl5Gcw78gNLYjfSo1or+oZ2JKBMeTsnLn1UbJUiWXlZhL0cBvx3NkJnzUYoIiIiIrfGYDDQrGJNmlWsydGUMyyN3Uj02T2YLGayTbmsOLGFlfE/0TmwCQPCOlPDJ9DekUsNFVsiIiIiIgJATd8qjG/2CI9ndmN53Ca+PfkLOeY8TBYz687sZt2Z3bTyq8PAsM40qRCmGQz/hootEREREREpILBMBf7ZoBdRte7hy+M/8sWJH0nNywTgl6RD/JJ0iLq+1RhQozPtAxriZNDwlsKo2BIRERERkUKVdfXi0dr30j+sE9+e2s7yuBgSsi4B8HvKKcbtWkhVTz/6h0bStWpz3HR7ogJUgoqIiIiIyDV5OLvRO6Q9SzuNZXzTgYR5V7auO52RxPR9n9Mn+jU+PbaetLwsOyYtWXRlS0RERERErouz0Ym7q4TTJbAZ25MOsSR2I7svHAPgYk4aHx36jkXHNnB/9Qj6hHTAz6OsfQPbmYotERERERG5IQaDgVb+dWnlX5ffk0+yJHYjm87+hgULmfk5LIuLYcXxLdxTNZz+oZ0I9q5k78h2oWKrFHE2OvN0x6fJysrC2aimExERERH7q1u2OpPDh3AqPYllcRtZc3onueZ88i0mvju1ne9ObaddpfoMCOtMw/Ih9o57W+kTeyni5uLG+wPeJzExETcXN3vHERERERGxqublx6hGfXi01r2sOLGFr078RHp+NgA/njvAj+cO0LBcCANrdCbCvy7GO2AGQ8c/QhERERERuW0quPvwZJ3urLhrPMPr3o+fu6913b5Lxxm94xOGbJrOd6e2k2fOt2NS21OxVYpYLBaS0pI4n3Eei8Vi7zgiIiIiIkXydHGnX1gkyzu/zOjG/Qjy+nPc1on0c0zbu4x+0VNZFhdD5n+vgP2vHFMea07vJCU3A4CU3AzWnN5JjinvthzDrVI3wlIkMzeTgBcDAEh9NxVvD287JxIRERERuTYXozPdq7WkW9XmbD13kMWx0ey/dAKAxOxkPji4ioVH1/FgUFt6h7SnvNvlz7g/Juxnyt6lpP9lKvlccz5T9izhnQMreaXJANpWqm+PQ7puKrZERERERMTmjAYj7QIa0C6gAb9dPM6S2Gh+OncAgPS8LD49tp7lcTF0q9qCGr5VmLnvC6Dw3lwZeVmM2TGPqc2jaBfQ4DYexY1RsSUiIiIiIrdVo/IhNCr/GMfTElgau5F1Z3aTbzGRa87n65Pb/nZ/C2DAwtS9S1np9ypuTi62D30TNGZLRERERETsIsQ7gLFN+rO888v0C43Ew+n6Z9y2AGl5WcSc3Wu7gLdIxZaIiIiIiNiVv0dZhte7ny/uGkew1/XfANmIgS0J+2yY7Nao2BIRERERkRLB27UMZd28rnt7MxZS8zJtmOjWqNgSEREREZESw9elDEYM17WtEQM+LmVsnOjmaYKMUsTZ6MzgiMFkZ2fjbFTTiYiIiIjjaRfQkE3X2TXQjIX2AQ1tnOjm6RN7KeLm4sb8ofNJTEzEzeX6Bw+KiIiIiJQWnSo35p0DK8nIyypi4vfLDICXiweRlRvfrmg3TN0IRURERESkxHBzcuGVJgMAQ5GdCQ3//fPlJgNK7LTvoGKrVLFYLGTkZJCZm4nFcq06X0RERESk9GpbqT5Tm0fh5eJR6HovFw+mtXiUtpXq3+ZkN0bdCEuRzNxMfEb4AJD6bireHt52TiQiIiIiYhvtAhqw0u9VYs7u5c3fPiPXnI+r0Zl/N+pDZOXGJfqK1hW6siUiIiIiIiWSm5MLXas2x9fVEwBfV0+6Vm1eKgotULElIiIiIiJiEyq2REREREREbEDFloiIiIiIiA2o2BIREREREbEBFVsiIiIiIiI2oKnfSxEnoxMPNXuInJwcnIxO9o4jIiIiIiLXoGKrFHF3ceezJz8jMTERdxd3e8cREREREZFrUDdCERERERERG1CxJSIiIiIiYgPqRliKZORk4PWsFwCp76bi7eFt50QiIiIiIlIUXdkSERERERGxARVbIiIiIiIiNqBiS0RERERExAZUbImIiIiIiNiAii0REREREREbULElIiIiIiJiA5r6vRRxMjrRrUE3cnNzcTI62TuOiIiIiIhcg4qtUsTdxZ3Vz60mMTERdxd3e8cREREREZFrUDdCERERERERG1CxJSIiIiIiYgPqRliKZORk4D/SH4vFwrm3zuHt4W3vSCIiIiIiUoQSeWXrgw8+IDg4GHd3d1q1asX27duL3HbBggUYDIYCD3f3osczPfXUUxgMBmbNmmWD5LaXmZtJVl6WvWOIiIiIiMjfKHHF1vLlyxk5ciQTJkxg9+7dNG7cmK5du5KYmFjkPj4+Ppw9e9b6iI+PL3S7lStX8vPPPxMYGGir+CIiIiIiIkAJLLZmzpzJsGHDiIqKol69esyePZsyZcowb968IvcxGAwEBARYH5UqVbpqmzNnzvDcc8+xePFiXFxcbHkIIiIiIiIiJWvMVm5uLrt27WLMmDHWZUajkS5durBt27Yi90tPTycoKAiz2UyzZs2YOnUq9evXt643m80MGjSIUaNGFVhelJycHHJycqzPU1NTra9jNptv5tCKxV/f295ZpHiZzWYsFova1IGoTR2T2tXxWCx/flW7Og6dq46nJJ2rN/L+JarYOn/+PCaT6aorU5UqVeLQoUOF7lO7dm3mzZtHo0aNSElJYcaMGbRp04YDBw5QtWpVAN544w2cnZ0ZMWLEdeWYNm0aEydOvGp5UlIS2dnZN3hUxSczN7NAlix3jd1yFGazmZSUFCwWC0ZjibvgLDdBbeqY1K6Ox2w2Wb9ea8iClC46Vx1PSTpX09LSrnvbElVs3YyIiAgiIiKsz9u0aUPdunWZM2cOkydPZteuXbzzzjvs3r0bg8FwXa85ZswYRo4caX2emppKtWrV8PPzw8fHp9iP4Xpl5GRY/+7n56fZCB2I2WzGYDDg5+enfxQchNrUMaldHY/R6GT96u/vb+c0Ulx0rjqeknSuXmsyvv9VooqtihUr4uTkxLlz5wosP3fuHAEBAdf1Gi4uLjRt2pRjx44BsGXLFhITE6levbp1G5PJxL/+9S9mzZrFiRMnrnoNNzc33NzcrlpuNBrtesI6OznTsVZHcnNzcXZy1i8PB2MwGOz+MybFS23qmNSujuXK/8MaDKhNHYzOVcdSks7VG3n/EvXT5+rqSnh4OBs2bLAuM5vNbNiwocDVq2sxmUzs27ePypUrAzBo0CB+++039uzZY30EBgYyatQofvjhB5sch614uHoQ/a9ovnzsSzxcPewdR0RERERErqFEXdkCGDlyJEOGDKF58+a0bNmSWbNmkZGRQVRUFACDBw+mSpUqTJs2DYBJkybRunVratSoQXJyMtOnTyc+Pp7HH38cgAoVKlChQoUC7+Hi4kJAQAC1a9e+vQcnIiIiIiJ3jBJXbPXt25ekpCTGjx9PQkICTZo0Yc2aNdZJM06ePFng0t2lS5cYNmwYCQkJlCtXjvDwcLZu3Uq9evXsdQgiIiIiIiIlr9gCePbZZ3n22WcLXRcTE1Pg+dtvv83bb799Q69f2Dit0iAjJ4Pg0cGYzWZOvH5CE2SIiIiIiJRgJbLYkqKdTz9v7wgiIiIiInIdStQEGSIiIiIiIo5CxZaIiIiIiIgNqNgSERERERGxARVbIiIiIiIiNqBiS0RERERExAY0G2EpYjQYaR7UnLz8PIwG1ckiIiIiIiWZiq1SxMPVg1/G/kJiYiIerh72jiMiIiIiItegyyMiIiIiIiI2oGJLRERERETEBlRslSKZOZmEjg2lxVstyMzNtHccERERERG5Bo3ZKkUsWIi/EH/57xaLndOIiIiIiMi16MqWiIiIiIiIDajYEhERERERsQEVWyIiIiIiIjagYktERERERMQGVGyJiIiIiIjYgGYjLEUMGKhXuR75+fkYDAZ7xxERERERkWtQsVWKlHErw75X95GYmEgZ1zL2jiMiIiIiItegYktEREQc3rK4GD6L23TV8gvZqdavvdZPvGp9n9CO9AuNtHU8EXFQKrZERETE4WXmZZOUnVLkejOWQtdn5mXbMpaIODgVW6VIZk4mLaa0ID8/n13jd+Hl7mXvSCIiIqVCGRd3/Nx9C11nMplwcnIqcj8RkZulYqsUsWDh4NmDl/9usdg5jYiISOnRLzSy0O6AZrOZxMRE/P39MRo1SbOIFC/9VhEREREREbEBFVsiIiIiIiI2oGJLRERERETEBlRsiYiIiIiI2ICKLRERERERERvQbISliAEDQRWCMJlMGAwGe8cREREREZFrULFVipRxK0Pc1DgSExMp41rG3nFEREREROQa1I1QRERERETEBlRsiYiIiIiI2ICKrVIkKzeLVlNbce/se8nKzbJ3HBERERERuQaN2SpFzBYzO+N3Wv8uIiIiIiIll65siYiIiIiI2ICKLRERERERERtQsSUiIiIiImIDKrZERERERERsQMWWiIiIiIiIDWg2wlKmoldFzGbNRCgiIiIiUtKp2CpFPN08OffWORITE/F087R3HBERERGRYrUsLobP4jZdtfxCdqr1a6/1E69a3ye0I/1CI20d74ap2BIRERERkRIhMy+bpOyUItebsRS6PjMv25axbpqKLRERERERKRHKuLjj5+5b6DqTyYSTk1OR+5VEKrZKkazcLLq9043c3FzW/Wsdnu7qSigiIiIijqNfaGSh3QHNZjOJiYn4+/tjNJaeOf5UbJUiZouZTUc2Wf8uIiIiIiIlV+kpC0VEREREREoRFVsiIiIiIiI2oGJLRERERETEBlRsiYiIiIiI2ICKLRERERERERvQbISlTBnXMlgsFnvHEBERERGRv1Eir2x98MEHBAcH4+7uTqtWrdi+fXuR2y5YsACDwVDg4e7+503N8vLyeOmll2jYsCGenp4EBgYyePBg/vjjj9txKMXK082TtPfSiBsfh6eb7rElIiIiIlKSlbhia/ny5YwcOZIJEyawe/duGjduTNeuXUlMTCxyHx8fH86ePWt9xMfHW9dlZmaye/duxo0bx+7du/nyyy85fPgw999//+04HBERERERuUOVuG6EM2fOZNiwYURFRQEwe/Zsvv32W+bNm8fo0aML3cdgMBAQEFDoOl9fX9atW1dg2fvvv0/Lli05efIk1atXL94DEBERERERoYQVW7m5uezatYsxY8ZYlxmNRrp06cK2bduK3C89PZ2goCDMZjPNmjVj6tSp1K9fv8jtU1JSMBgMlC1bttD1OTk55OTkWJ+npqYCYDabMZvNN3hUxSc7L5ves3uTm5PLV899RRm3MnbLIsXLbDZjsVjs+vMlxUtt6pjUro5HbeqY1K6OpyS16Y1kKFHF1vnz5zGZTFSqVKnA8kqVKnHo0KFC96lduzbz5s2jUaNGpKSkMGPGDNq0acOBAweoWrXqVdtnZ2fz0ksv0b9/f3x8fAp9zWnTpjFx4sSrliclJZGdnX0TR1Y8MnMz+X7/9wAknEvAy93LblmkeJnNZlJSUrBYLBiNJa53r9wEtaljUrs6HrWpY1K7Op6S1KZpaWnXvW2JKrZuRkREBBEREdbnbdq0oW7dusyZM4fJkycX2DYvL48+ffpgsVj48MMPi3zNMWPGMHLkSOvz1NRUqlWrhp+fX5EF2u2QkZNh/bufnx/eHt52yyLFy2w2YzAY8PPzs/svECkealPHpHZ1PGpTx6R2dTwlqU3/Ohnf3ylRxVbFihVxcnLi3LlzBZafO3euyDFZ/8vFxYWmTZty7NixAsuvFFrx8fFER0dfs2hyc3PDzc3tquVGo9GujfvX97Z3Fil+BoNB7epg1KaOSe3qeNSmjknt6nhKSpveyPuXqJ8+V1dXwsPD2bBhg3WZ2Wxmw4YNBa5eXYvJZGLfvn1UrlzZuuxKoXX06FHWr19PhQoVij27iIiIiIjIX5WoK1sAI0eOZMiQITRv3pyWLVsya9YsMjIyrLMTDh48mCpVqjBt2jQAJk2aROvWralRowbJyclMnz6d+Ph4Hn/8ceByodW7d292797N6tWrMZlMJCQkAFC+fHlcXV3tc6AiIiIiIuLQSlyx1bdvX5KSkhg/fjwJCQk0adKENWvWWCfNOHnyZIFLd5cuXWLYsGEkJCRQrlw5wsPD2bp1K/Xq1QPgzJkzrFq1CoAmTZoUeK+NGzcSGRl5W45LRERERETuLAaLxWKxd4iSLiUlhbJly3Lq1Cm7T5AR+GIgAKffPK0JMhyI2WwmKSmpRAz6lOKhNnVMalfHozZ1TGpXx1OS2vTK5HnJycn4+vpec1sVW9fh9OnTVKtWzd4xRERERESkhDh16lSht5r6KxVb18FsNvPHH3/g7e2NwWCwa5YrlbS9r7JJ8VK7Oh61qWNSuzoetaljUrs6npLUphaLhbS0NAIDA//2KluJG7NVEhmNxr+tWm83Hx8fu/+gSfFTuzoetaljUrs6HrWpY1K7Op6S0qZ/133wCnViFRERERERsQEVWyIiIiIiIjagYquUcXNzY8KECbi5udk7ihQjtavjUZs6JrWr41GbOia1q+MprW2qCTJERERERERsQFe2REREREREbEDFloiIiIiIiA2o2BIREREREbEBFVsiIiIiIiI2oGKrlJg2bRotWrTA29sbf39/HnjgAQ4fPmzvWHILPvzwQxo1amS9OV9ERATff/+9vWNJMXv99dcxGAy88MIL9o4iN+nVV1/FYDAUeNSpU8fesaQYnDlzhkceeYQKFSrg4eFBw4YN2blzp71jyU0KDg6+6lw1GAwMHz7c3tHkJplMJsaNG0dISAgeHh6EhYUxefJkStP8fs72DiDXZ9OmTQwfPpwWLVqQn5/P2LFjueeeezh48CCenp72jic3oWrVqrz++uvUrFkTi8XCwoUL6dmzJ7/++iv169e3dzwpBjt27GDOnDk0atTI3lHkFtWvX5/169dbnzs765/P0u7SpUu0bduWTp068f333+Pn58fRo0cpV66cvaPJTdqxYwcmk8n6fP/+/dx99908/PDDdkwlt+KNN97gww8/ZOHChdSvX5+dO3cSFRWFr68vI0aMsHe866Kp30uppKQk/P392bRpEx06dLB3HCkm5cuXZ/r06Tz22GP2jiK3KD09nWbNmvF///d/vPbaazRp0oRZs2bZO5bchFdffZWvvvqKPXv22DuKFKPRo0fz008/sWXLFntHERt54YUXWL16NUePHsVgMNg7jtyEHj16UKlSJT755BPrsoceeggPDw8WLVpkx2TXT90IS6mUlBTg8odzKf1MJhPLli0jIyODiIgIe8eRYjB8+HC6d+9Oly5d7B1FisHRo0cJDAwkNDSUgQMHcvLkSXtHklu0atUqmjdvzsMPP4y/vz9Nmzbl448/tncsKSa5ubksWrSIRx99VIVWKdamTRs2bNjAkSNHANi7dy8//vgj3bp1s3Oy66d+EKWQ2WzmhRdeoG3btjRo0MDeceQW7Nu3j4iICLKzs/Hy8mLlypXUq1fP3rHkFi1btozdu3ezY8cOe0eRYtCqVSsWLFhA7dq1OXv2LBMnTqR9+/bs378fb29ve8eTmxQXF8eHH37IyJEjGTt2LDt27GDEiBG4uroyZMgQe8eTW/TVV1+RnJzM0KFD7R1FbsHo0aNJTU2lTp06ODk5YTKZmDJlCgMHDrR3tOumYqsUGj58OPv37+fHH3+0dxS5RbVr12bPnj2kpKSwYsUKhgwZwqZNm1RwlWKnTp3i+eefZ926dbi7u9s7jhSDv/4PaqNGjWjVqhVBQUF89tln6vJbipnNZpo3b87UqVMBaNq0Kfv372f27NkqthzAJ598Qrdu3QgMDLR3FLkFn332GYsXL2bJkiXUr1+fPXv28MILLxAYGFhqzlMVW6XMs88+y+rVq9m8eTNVq1a1dxy5Ra6urtSoUQOA8PBwduzYwTvvvMOcOXPsnExu1q5du0hMTKRZs2bWZSaTic2bN/P++++Tk5ODk5OTHRPKrSpbtiy1atXi2LFj9o4it6By5cpX/cdW3bp1+eKLL+yUSIpLfHw869ev58svv7R3FLlFo0aNYvTo0fTr1w+Ahg0bEh8fz7Rp01RsSfGyWCw899xzrFy5kpiYGEJCQuwdSWzAbDaTk5Nj7xhyC+666y727dtXYFlUVBR16tThpZdeUqHlANLT04mNjWXQoEH2jiK3oG3btlfdQuXIkSMEBQXZKZEUl/nz5+Pv70/37t3tHUVuUWZmJkZjwSkmnJycMJvNdkp041RslRLDhw9nyZIlfP3113h7e5OQkACAr68vHh4edk4nN2PMmDF069aN6tWrk5aWxpIlS4iJieGHH36wdzS5Bd7e3leNpfT09KRChQoaY1lKvfjii9x3330EBQXxxx9/MGHCBJycnOjfv7+9o8kt+Oc//0mbNm2YOnUqffr0Yfv27Xz00Ud89NFH9o4mt8BsNjN//nyGDBmiWzQ4gPvuu48pU6ZQvXp16tevz6+//srMmTN59NFH7R3tuumnsJT48MMPAYiMjCywfP78+Rr8WUolJiYyePBgzp49i6+vL40aNeKHH37g7rvvtnc0EfmL06dP079/fy5cuICfnx/t2rXj559/xs/Pz97R5Ba0aNGClStXMmbMGCZNmkRISAizZs0qVQPv5Wrr16/n5MmTperDuBTtvffeY9y4cTzzzDMkJiYSGBjIk08+yfjx4+0d7brpPlsiIiIiIiI2oPtsiYiIiIiI2ICKLRERERERERtQsSUiIiIiImIDKrZERERERERsQMWWiIiIiIiIDajYEhERERERsQEVWyIiIiIiIjagYktERERERMQGVGyJiIjDefXVVzEYDDe8X2RkJJGRkcUfSERE7kgqtkREpNgtWLAAg8Fgfbi7uxMYGEjXrl159913SUtLs3fEEiM4OLjA96qox4IFC+wdVUREbpDBYrFY7B1CREQcy4IFC4iKimLSpEmEhISQl5dHQkICMTExrFu3jurVq7Nq1SoaNWpkk/fPz88nPz8fd3f3G9ovNzcXAFdXV1vEKtRXX31Fenq69fl3333H0qVLefvtt6lYsaJ1eZs2bQgNDb1tuURE5Nap2BIRkWJ3pdjasWMHzZs3L7AuOjqaHj164O/vz++//46Hh4edUpZMM2bMYNSoURw/fpzg4OAit8vIyMDT0/P2BRMRkRumboQiInJbde7cmXHjxhEfH8+iRYsKrDt06BC9e/emfPnyuLu707x5c1atWlVgm7y8PCZOnEjNmjVxd3enQoUKtGvXjnXr1lm3KWrM1qJFi2jZsiVlypShXLlydOjQgbVr11rXFzZmKzExkccee4xKlSrh7u5O48aNWbhwYYFtTpw4gcFgYMaMGXz00UeEhYXh5uZGixYt2LFjx81+q6yGDh2Kl5cXsbGx/OMf/8Db25uBAwcCYDabmTVrFvXr18fd3Z1KlSrx5JNPcunSpate5/vvv6d9+/Z4enri7e1N9+7dOXDgwC3nExGRwqnYEhGR227QoEEABQqdAwcO0Lp1a37//XdGjx7NW2+9haenJw888AArV660bvfqq68yceJEOnXqxPvvv8/LL79M9erV2b179zXfc+LEiQwaNAgXFxcmTZrExIkTqVatGtHR0UXuk5WVRWRkJJ9++ikDBw5k+vTp+Pr6MnToUN55552rtl+yZAnTp0/nySef5LXXXuPEiRP06tWLvLy8G/0WXSU/P5+uXbvi7+/PjBkzeOihhwB48sknGTVqFG3btuWdd94hKiqKxYsX07Vr1wLv++mnn9K9e3e8vLx44403GDduHAcPHqRdu3acOHHilvOJiEghLCIiIsVs/vz5FsCyY8eOIrfx9fW1NG3a1Pr8rrvusjRs2NCSnZ1tXWY2my1t2rSx1KxZ07qscePGlu7du1/z/SdMmGD56z9xR48etRiNRsuDDz5oMZlMBbY1m83Wv3fs2NHSsWNH6/NZs2ZZAMuiRYusy3Jzcy0REREWLy8vS2pqqsVisViOHz9uASwVKlSwXLx40brt119/bQEs33zzzTXz/tX06dMtgOX48ePWZUOGDLEAltGjRxfYdsuWLRbAsnjx4gLL16xZU2B5WlqapWzZspZhw4YV2C4hIcHi6+t71XIRESkeurIlIiJ24eXlZZ2V8OLFi0RHR9OnTx/S0tI4f/4858+f58KFC3Tt2pWjR49y5swZAMqWLcuBAwc4evTodb/XV199hdlsZvz48RiNBf/pu9YU8d999x0BAQH079/fuszFxYURI0aQnp7Opk2bCmzft29fypUrZ33evn17AOLi4q4767U8/fTTBZ5//vnn+Pr6cvfdd1u/Z+fPnyc8PBwvLy82btwIwLp160hOTqZ///4FtnNycqJVq1bW7UREpHg52zuAiIjcmdLT0/H39wfg2LFjWCwWxo0bx7hx4wrdPjExkSpVqjBp0iR69uxJrVq1aNCgAffeey+DBg265syGsbGxGI1G6tWrd0MZ4+PjqVmz5lUFWt26da3r/6p69eoFnl8pvAobP3WjnJ2dqVq1aoFlR48eJSUlxfp9/F+JiYnW7eDyeLnC+Pj43HI+ERG5mootERG57U6fPk1KSgo1atQALk/yAPDiiy/StWvXQve5sm2HDh2IjY3l66+/Zu3atcydO5e3336b2bNn8/jjj9+eAyiCk5NTocstxTDxr5ub21VFn9lsxt/fn8WLFxe6j5+fn3U7uDxuKyAg4KrtnJ31cUBExBb021VERG67Tz/9FMBaWF25f5SLiwtdunT52/3Lly9PVFQUUVFRpKen06FDB1599dUii62wsDDMZjMHDx6kSZMm150zKCi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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final summary\n", + "\n", + "Metric Cross-validation Test set \n", + "Method 5-fold GroupKFold Hold-out (20%) \n", + "Best k 2 2 \n", + "AUC 0.6169 ± 0.0313 0.6010 \n", + "Accuracy N/A 0.5881 \n", + "Precision N/A 0.6412 \n", + "Recall N/A 0.4000 \n", + "F1-Score N/A 0.4927 \n", + "\n", + "\n", + "Conclusion\n", + "• Best k = 2 determined by 5-fold GroupKFold cross-validation\n", + "• Cross-validation ensures no patient images are split across folds\n", + "• Test set AUC = 0.601 is consistent with CV results\n", + "• Model generalizes well to unseen data (test AUC close to CV mean)\n" + ] + } + ], + "source": [ + "# Figure 1: Confusion matrix (Test Set Only)\n", + "fig_dt, ax_dt = plt.subplots(figsize=(8, 6))\n", + "\n", + "cm_test_dt = confusion_matrix(y_test, y_test_pred_dt)\n", + "sns.heatmap(cm_test_dt , annot=True, fmt='d', cmap='BuGn', ax=ax_dt , xticklabels=['Non-Cancerous', 'Cancerous'], yticklabels=['Non-Cancerous', 'Cancerous'])\n", + "# annot=True makes it possible to see numbers of the different 4 cat. and fmt=d is format d=decimals(intergers)\n", + "\n", + "# Labels\n", + "ax_dt.set_title(f'Test set confusion matrix\\nk={best_depth_dt}, AUC={test_auc_dt:.3f}, Acc={test_acc_dt:.3f}', fontsize=12) #.3f just mean only displaying 3 digits after the decimal\n", + "ax_dt.set_xlabel('Predicted label')\n", + "ax_dt.set_ylabel('True label')\n", + "\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "# Figure 2: ROC-curve\n", + "fig_dt, ax_dt = plt.subplots(figsize=(8, 6))\n", + "\n", + "# Test ROC\n", + "fpr_test_dt, tpr_test_dt, _ = roc_curve(y_test, y_test_proba_dt) # _ is for threshold value, which we dont use # fpr=false positive, tpr=true positive\n", + "ax_dt.plot(fpr_test_dt, tpr_test_dt, label=f'Desicion Tree (AUC = {test_auc_dt:.3f})', linewidth=2, color='aquamarine')\n", + "\n", + "# Random classifier line\n", + "ax_dt.plot([0, 1], [0, 1], 'k--', label='Random (AUC = 0.5)', linewidth=1) # Used for comparison to just random guesses\n", + "\n", + "# Labels\n", + "ax_dt.set_xlabel('False Positive Rate', fontsize=12)\n", + "ax_dt.set_ylabel('True Positive Rate', fontsize=12)\n", + "ax_dt.set_title(f'ROC Curve - Test set (depth = {best_depth_dt})', fontsize=14)\n", + "ax_dt.legend(loc='lower right') #ax.legend implements a small box that explains the different lines, points etc\n", + "ax_dt.grid(True, alpha=0.3)\n", + "\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "# Figure 3: Cross-validation with Gridsearch\n", + "fig_dt, ax_dt = plt.subplots(figsize=(10, 6))\n", + "\n", + "k_values_dt = [2 , 3 , 4 , 6 , 8] # The same k-nearest neighbours\n", + "cv_auc_means_dt = grid_search_dt.cv_results_['mean_test_score'].tolist()\n", + "cv_auc_stds_dt = grid_search_dt.cv_results_['std_test_score'].tolist()\n", + "\n", + "ax_dt.errorbar(k_values_dt, cv_auc_means_dt, yerr=cv_auc_stds_dt, # yerr is for plotting error bar on the y-axis\n", + " marker='o', capsize=5, capthick=2, # For better visualization, like thickness, markers -\n", + " linewidth=2, markersize=8, color='mediumseagreen', # and color\n", + " label='5-fold GroupKFold CV') \n", + "\n", + "# Labels\n", + "ax_dt.axhline(y = test_auc_dt, color='mediumaquamarine', linestyle='--', linewidth=2, label=f'Test AUC = {test_auc_dt:.3f}')\n", + "ax_dt.axvline(x = best_depth_dt, color='darkgreen', linestyle='--', linewidth=1.5, label=f'Best depth = {best_depth_dt}')\n", + "\n", + "# More lables\n", + "ax_dt.set_xlabel('Desicion Tree', fontsize=12)\n", + "ax_dt.set_ylabel('AUC Score', fontsize=12)\n", + "ax_dt.set_title('Cross-validation results with GroupKFold', fontsize=14)\n", + "ax_dt.legend()\n", + "ax_dt.grid(True, alpha=0.3)\n", + "\n", + "# Annotatting the best point\n", + "ax_dt.annotate(f'Best CV AUC = {cv_auc_means_dt[k_values_dt.index(best_depth_dt)]:.3f}',\n", + " xy = (best_depth_dt , cv_auc_means_dt[k_values_dt.index(best_depth_dt)]), # Point that is annotated\n", + " xytext=(best_depth_dt + 0.2, cv_auc_means_dt[k_values_dt.index(best_depth_dt)] - 0.05), # Position of text\n", + " arrowprops=dict(arrowstyle='->', color='springgreen', lw=1.5), # For better visu.\n", + " fontsize=10, ha='left' # More vis.\n", + " )\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "\n", + "# Printing results\n", + "print(\"Final summary\")\n", + "print(f\"\\n{'Metric':<25} {'Cross-validation':<20} {'Test set':<15}\") #<25, <20 and <15 is used to align the printing statements\n", + "\n", + "print(f\"{'Method':<25} {'5-fold GroupKFold':<20} {'Hold-out (20%)':<15}\")\n", + "print(f\"{'Best k':<25} {best_depth_dt:<20} {best_depth_dt:<15}\")\n", + "print(f\"{'AUC':<25} {cv_auc_means_dt[k_values_dt.index(best_depth_dt)]:.4f} ± {cv_auc_stds_dt[k_values_dt.index(best_depth_dt)]:.4f} {test_auc_dt:<15.4f}\") \n", + "# <15.4f, <15 is still for aligning, but .4f is printing the 4 decimals after the decimal,point\n", + "print(f\"{'Accuracy':<25} {'N/A':<20} {test_acc_dt:<15.4f}\")\n", + "print(f\"{'Precision':<25} {'N/A':<20} {test_precision_dt:<15.4f}\")\n", + "print(f\"{'Recall':<25} {'N/A':<20} {test_recall_dt:<15.4f}\")\n", + "print(f\"{'F1-Score':<25} {'N/A':<20} {test_f1_dt:<15.4f}\")\n", + "\n", + "print(\"\\n\")\n", + "print(\"Conclusion\")\n", + "print(f\"• Best k = {best_depth_dt} determined by 5-fold GroupKFold cross-validation\")\n", + "print(f\"• Cross-validation ensures no patient images are split across folds\")\n", + "print(f\"• Test set AUC = {test_auc_dt:.3f} is consistent with CV results\")\n", + "print(f\"• Model generalizes well to unseen data (test AUC close to CV mean)\")" + ] + }, + { + "cell_type": "markdown", + "id": "8c4bcc16", + "metadata": {}, + "source": [ + "### Logistic Regression" + ] + }, + { + "cell_type": "markdown", + "id": "2706da66", + "metadata": {}, + "source": [ + "#### Estimate best C" + ] + }, + { + "cell_type": "markdown", + "id": "77a4ba05", + "metadata": {}, + "source": [ + "#### Visualizing the results" + ] + }, + { + "cell_type": "markdown", + "id": "6a489c56", + "metadata": {}, + "source": [ + "# Needed comments for clarification!\n", + "\n", + "- The random state tested on is \"random_state=42\"\n", + "- Write here\n", + "- Write here\n", + "\n", + "\n", + "# Other comments\n", + "- Nearest neighbours: k=100 gave a litte better, but would be too many points because then it compares to a too big part of the data? Not sure, but 50 seems high enough?" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/results/models/.DS_Store b/results/models/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6 GIT binary patch literal 6148 zcmeH~Jr2S!425mzP>H1@V-^m;4Wg<&0T*E43hX&L&p$$qDprKhvt+--jT7}7np#A3 zem<@ulZcFPQ@L2!n>{z**++&mCkOWA81W14cNZlEfg7;MkzE(HCqgga^y>{tEnwC%0;vJ&^%eQ zLs35+`xjp>T0" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Final summary\n", - "\n", - "Metric Cross-validation Test set \n", - "Method 5-fold GroupKFold Hold-out (20%) \n", - "Best k 50 50 \n", - "AUC 0.6056 ± 0.0287 0.6471 \n", - "Accuracy N/A 0.5929 \n", - "Precision N/A 0.5980 \n", - "Recall N/A 0.5667 \n", - "F1-Score N/A 0.5819 \n", - "\n", - "\n", - "Conclusion\n", - "• Best k = 50 determined by 5-fold GroupKFold cross-validation\n", - "• Cross-validation ensures no patient images are split across folds\n", - "• Test set AUC = 0.647 is consistent with CV results\n", - "• Model generalizes well to unseen data (test AUC close to CV mean)\n" - ] - } - ], - "source": [ - "# Figure 1: Confusion matrix (Test Set Only)\n", - "fig, ax = plt.subplots(figsize=(8, 6))\n", - "\n", - "cm_test = confusion_matrix(y_test, y_test_pred)\n", - "sns.heatmap(cm_test, annot=True, fmt='d', cmap='Oranges', ax=ax, xticklabels=['Non-Cancerous', 'Cancerous'], yticklabels=['Non-Cancerous', 'Cancerous'])\n", - "# annot=True makes it possible to see numbers of the different 4 cat. and fmt=d is format d=decimals(intergers)\n", - "\n", - "# Labels\n", - "ax.set_title(f'Test set confusion matrix\\nk={best_k}, AUC={test_auc:.3f}, Acc={test_acc:.3f}', fontsize=12) #.3f just mean only displaying 3 digits after the decimal\n", - "ax.set_xlabel('Predicted')\n", - "ax.set_ylabel('Actual')\n", - "\n", - "plt.show()\n", - "\n", - "\n", - "\n", - "# Figure 2: ROC-curve\n", - "fig, ax = plt.subplots(figsize=(8, 6))\n", - "\n", - "# Test ROC\n", - "fpr_test, tpr_test, _ = roc_curve(y_test, y_test_proba) # _ is for threshold value, which we dont use # fpr=false positive, tpr=true positive\n", - "ax.plot(fpr_test, tpr_test, label=f'k-NN (AUC = {test_auc:.3f})', linewidth=2, color='darkorange')\n", - "\n", - "# Random classifier line\n", - "ax.plot([0, 1], [0, 1], 'k--', label='Random (AUC = 0.5)', linewidth=1) # Used for comparison to just random guesses\n", - "\n", - "# Labels\n", - "ax.set_xlabel('False Positive Rate', fontsize=12)\n", - "ax.set_ylabel('True Positive Rate', fontsize=12)\n", - "ax.set_title(f'ROC Curve - Test set (k={best_k})', fontsize=14)\n", - "ax.legend(loc='lower right') #ax.legend implements a small box that explains the different lines, points etc\n", - "ax.grid(True, alpha=0.3)\n", - "\n", - "plt.show()\n", - "\n", - "\n", - "\n", - "# Figure 3: Cross-validation with Gridsearch\n", - "fig, ax = plt.subplots(figsize=(10, 6))\n", - "\n", - "k_values = [5, 15, 25, 35, 50] # The same k-nearest neighbours\n", - "cv_auc_means = [0.5779, 0.5868, 0.5929, 0.6004, 0.6056] # The values from the GroupKFold from earlier\n", - "cv_auc_stds = [0.0434, 0.0388, 0.0394, 0.0268, 0.0287] # The values from the GroupKFold from earlier\n", - "\n", - "ax.errorbar(k_values, cv_auc_means, yerr=cv_auc_stds, # yerr is for plotting error bar on the y-axis\n", - " marker='o', capsize=5, capthick=2, # For better visualization, like thickness, markers -\n", - " linewidth=2, markersize=8, color='royalblue', # and color\n", - " label='5-fold GroupKFold CV') \n", - "\n", - "# Labels\n", - "ax.axhline(y=test_auc, color='darkorange', linestyle='--', linewidth=2, label=f'Test AUC = {test_auc:.3f}')\n", - "ax.axvline(x=best_k, color='red', linestyle='--', linewidth=1.5, label=f'Best k = {best_k}')\n", - "\n", - "# More lables\n", - "ax.set_xlabel('k (n_neighbors)', fontsize=12)\n", - "ax.set_ylabel('AUC Score', fontsize=12)\n", - "ax.set_title('Cross-validation results with GroupKFold', fontsize=14)\n", - "ax.legend()\n", - "ax.grid(True, alpha=0.3)\n", - "\n", - "# Annotatting the best point\n", - "ax.annotate(f'Best CV AUC = {cv_auc_means[k_values.index(best_k)]:.3f}',\n", - " xy=(best_k, cv_auc_means[k_values.index(best_k)]), # Point that is annotated\n", - " xytext=(best_k + 8, cv_auc_means[k_values.index(best_k)] - 0.05), # Position of text\n", - " arrowprops=dict(arrowstyle='->', color='red', lw=1.5), # For better visu.\n", - " fontsize=10, ha='left' # More vis.\n", - " )\n", - "plt.show()\n", - "\n", - "\n", - "\n", - "\n", - "# Printing results\n", - "print(\"Final summary\")\n", - "print(f\"\\n{'Metric':<25} {'Cross-validation':<20} {'Test set':<15}\") #<25, <20 and <15 is used to align the printing statements\n", - "\n", - "print(f\"{'Method':<25} {'5-fold GroupKFold':<20} {'Hold-out (20%)':<15}\")\n", - "print(f\"{'Best k':<25} {best_k:<20} {best_k:<15}\")\n", - "print(f\"{'AUC':<25} {cv_auc_means[k_values.index(best_k)]:.4f} ± {cv_auc_stds[k_values.index(best_k)]:.4f} {test_auc:<15.4f}\") \n", - "# <15.4f, <15 is still for aligning, but .4f is printing the 4 decimals after the decimal,point\n", - "print(f\"{'Accuracy':<25} {'N/A':<20} {test_acc:<15.4f}\")\n", - "print(f\"{'Precision':<25} {'N/A':<20} {test_precision:<15.4f}\")\n", - "print(f\"{'Recall':<25} {'N/A':<20} {test_recall:<15.4f}\")\n", - "print(f\"{'F1-Score':<25} {'N/A':<20} {test_f1:<15.4f}\")\n", - "\n", - "print(\"\\n\")\n", - "print(\"Conclusion\")\n", - "print(f\"• Best k = {best_k} determined by 5-fold GroupKFold cross-validation\")\n", - "print(f\"• Cross-validation ensures no patient images are split across folds\")\n", - "print(f\"• Test set AUC = {test_auc:.3f} is consistent with CV results\")\n", - "print(f\"• Model generalizes well to unseen data (test AUC close to CV mean)\")" - ] - }, - { - "cell_type": "markdown", - "id": "6a489c56", - "metadata": {}, - "source": [ - "# Needed comments for clarification!\n", - "\n", - "- The random state tested on is \"random_state=42\"\n", - "- Write here\n", - "- Write here\n", - "\n", - "\n", - "# Other comments\n", - "- Nearest neighbours: k=100 gave a litte better, but would be too many points because then it compares to a too big part of the data? Not sure, but 50 seems high enough?" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "base", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.13.5" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 27ede9b0e3d4a33f33aa434ac42aeb0487779ce9 Mon Sep 17 00:00:00 2001 From: Asta-Valdorf Date: Thu, 23 Apr 2026 22:41:20 +0200 Subject: [PATCH 23/34] improved hair and pen analysis --- "Icon\r" | 0 hair_analysis.py | 73 +++++++++++++++--------------------------------- pen_analysis.py | 70 ---------------------------------------------- 3 files changed, 23 insertions(+), 120 deletions(-) create mode 100644 "Icon\r" diff --git "a/Icon\r" "b/Icon\r" new file mode 100644 index 00000000..e69de29b diff --git a/hair_analysis.py b/hair_analysis.py index 3bcbabdf..08a39445 100644 --- a/hair_analysis.py +++ b/hair_analysis.py @@ -2,7 +2,6 @@ import numpy as np from pathlib import Path - # hair detection and removal for light and dark hair # group into three groups based on amount of coverage @@ -13,17 +12,15 @@ def hair_coverage(img_gray, kernel_size=9, threshold=10) -> float: """ # structuring element shaped as a cross to emphasize thin hair-like structures - kernel = cv2.getStructuringElement(cv2.MORPH_CROSS, (kernel_size, kernel_size)) + kernel = cv2.getStructuringElement(cv2.MORPH_ELLIPSE, (kernel_size, 3)) + # only get dark hair to not get light spots with tophat and overdetect coverage blackhat = cv2.morphologyEx(img_gray, cv2.MORPH_BLACKHAT, kernel) - tophat = cv2.morphologyEx(img_gray, cv2.MORPH_TOPHAT, kernel) - - # Combine dark- and light-hair responses - combined = cv2.add(blackhat, tophat) - - # threshold for binary hair mask - _, hair_mask = cv2.threshold(combined, threshold, 255, cv2.THRESH_BINARY) - hair_mask = cv2.medianBlur(hair_mask, 3) # reduce small noise + + # segment the pixels where the difference between closing and original image intensities is bigger than 10 + _, mask = cv2.threshold(blackhat, threshold, 255, cv2.THRESH_BINARY) + + hair_mask = cv2.medianBlur(mask, 3) # reduce small noise # compute coverage ratio total_area = img_gray.shape[0] * img_gray.shape[1] @@ -34,45 +31,35 @@ def hair_coverage(img_gray, kernel_size=9, threshold=10) -> float: def removeHair_auto(img_org, img_gray, lesion_mask=None): """ - - Selects removal parameters based on coverage level - - Chooses between light-hair and dark-hair detection - - Inpaints detected hair regions - - - Args: - img_org (_type_): _description_ - img_gray (_type_): _description_ - lesion_mask (_type_, optional): _description_. Defaults to None. - - Returns: - _type_: _description_ + Selects removal parameters based on coverage level + Chooses between light-hair and dark-hair detection + Inpaints detected hair regions """ + coverage = hair_coverage(img_gray) - if coverage < 0.01: + if coverage < 0.05: return "skip", None, None, img_org.copy(), coverage, 0, 0 - if coverage < 0.08: + if coverage < 0.2: kernel_size = 9 - black_threshold = 12 - top_threshold = 18 + black_threshold = 11 + top_threshold = 20 radius = 3 else: kernel_size = 11 black_threshold = 15 - top_threshold = 22 + top_threshold = 25 radius = 5 # structuring element for hair enhancement - kernel = cv2.getStructuringElement(cv2.MORPH_CROSS, (kernel_size, kernel_size)) - + kernel = cv2.getStructuringElement(cv2.MORPH_ELLIPSE, (kernel_size, 3)) # compute morphological responses blackhat = cv2.morphologyEx(img_gray, cv2.MORPH_BLACKHAT, kernel) tophat = cv2.morphologyEx(img_gray, cv2.MORPH_TOPHAT, kernel) - # threshold responses to create binary masks _, black_mask = cv2.threshold(blackhat, black_threshold, 255, cv2.THRESH_BINARY) _, top_mask = cv2.threshold(tophat, top_threshold, 255, cv2.THRESH_BINARY) @@ -82,7 +69,7 @@ def removeHair_auto(img_org, img_gray, lesion_mask=None): top_score = np.count_nonzero(top_mask) # select the dominant hair color, only choose light mode if it clearly wins - if top_score > 1.3 * black_score: + if top_score > 1.2 * black_score: mode = "light" response = tophat mask = top_mask @@ -92,28 +79,11 @@ def removeHair_auto(img_org, img_gray, lesion_mask=None): mask = black_mask # inpaint detected hair regions - img_out = cv2.inpaint(img_org, mask, radius, cv2.INPAINT_TELEA) + img_out = cv2.inpaint(img_org, mask, radius, cv2.INPAINT_NS) return mode, response, mask, img_out, coverage, black_score, top_score -# based on histogram -def label_coverage(coverage) -> str: - """ - Categorize hair coverage level for analysis. - Used during exploratory data analysis to group images - into low, medium, and high hair coverage regimes. - """ - - if coverage < 0.01: - return "low" - elif coverage < 0.08: - return "medium" - else: - return "high" - - - def hair_removal(img_bgr): """ Complete hair removal pipeline. @@ -136,4 +106,7 @@ def hair_removal(img_bgr): if mode == "skip": return img_bgr - return img_out \ No newline at end of file + return img_out + + + diff --git a/pen_analysis.py b/pen_analysis.py index 166672e8..86d74b99 100644 --- a/pen_analysis.py +++ b/pen_analysis.py @@ -136,76 +136,6 @@ def remove_pen(img_bgr, pen_mask): return mask_dilated, clean_bgr - - # debug code: remove later -def show_pen_result(image_path): - """ - visualization of pen detection and removal. - Displays: - - Original image - - Blue pen candidate mask - - Black pen candidate mask - - Final pen mask after dilation - - Cleaned image after inpainting - """ - - img_bgr = cv2.imread(str(image_path)) - if img_bgr is None: - print(f"Warning: Could not read image {image_path}") - return - - # detect pen regions and decide whether to apply inpainting - pen_mask, blue_mask, black_mask = detect_pen(img_bgr) - has_pen = has_pen_mark(pen_mask) - print(f"Blue pixels: {np.count_nonzero(blue_mask)}") - print(f"Black pixels: {np.count_nonzero(black_mask)}") - - if has_pen: - mask_dilated, clean_bgr = remove_pen(img_bgr, pen_mask) - else: - mask_dilated = pen_mask.copy() - clean_bgr = img_bgr.copy() - - hsv = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2HSV) - - print("HSV stats:") - print("H:", hsv[:,:,0].min(), hsv[:,:,0].max()) - print("S:", hsv[:,:,1].min(), hsv[:,:,1].max()) - print("V:", hsv[:,:,2].min(), hsv[:,:,2].max()) - - pen_pixels = int(np.count_nonzero(pen_mask)) - - fig, axes = plt.subplots(1, 5, figsize=(22, 5)) - fig.suptitle( - f"{Path(image_path).name} | pen_pixels={pen_pixels} | " - f"{'pen detected' if has_pen else 'skipped'}" - ) - - axes[0].imshow(cv2.cvtColor(img_bgr, cv2.COLOR_BGR2RGB)) - axes[0].set_title("Original") - axes[0].axis("off") - - axes[1].imshow(blue_mask, cmap="gray") - axes[1].set_title("Blue pen mask") - axes[1].axis("off") - - axes[2].imshow(black_mask, cmap="gray") - axes[2].set_title("Black pen mask") - axes[2].axis("off") - - axes[3].imshow(mask_dilated, cmap="gray") - axes[3].set_title("Final pen mask") - axes[3].axis("off") - - axes[4].imshow(cv2.cvtColor(clean_bgr, cv2.COLOR_BGR2RGB)) - axes[4].set_title("Pen removed") - axes[4].axis("off") - - plt.tight_layout() - plt.show() - - - def pen_removal(img_bgr): """ Full pen-mark removal. From af199e8b69637f10a9d9c6004aafaab036b6d9fb Mon Sep 17 00:00:00 2001 From: Asta-Valdorf Date: Thu, 23 Apr 2026 22:42:42 +0200 Subject: [PATCH 24/34] improved hair and pen analysis --- "Icon\r" | 0 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 "Icon\r" diff --git "a/Icon\r" "b/Icon\r" deleted file mode 100644 index e69de29b..00000000 From 0109753811a892c19c8ac601ed1b75a1c67f4a3c Mon Sep 17 00:00:00 2001 From: Jukm <146073484+JuliusMichelsen@users.noreply.github.com> Date: Wed, 29 Apr 2026 10:12:08 +0200 Subject: [PATCH 25/34] Fixing small grammar in feautre A2 and B2 --- results/models/knn_classi_base.ipynb | 26 +++++++++++++------------- src/feature_A2.py | 4 ++-- src/feature_B2.py | 10 +++++----- 3 files changed, 20 insertions(+), 20 deletions(-) diff --git a/results/models/knn_classi_base.ipynb b/results/models/knn_classi_base.ipynb index 8d2693b5..358e766d 100644 --- a/results/models/knn_classi_base.ipynb +++ b/results/models/knn_classi_base.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 1, "id": "e30cabda", "metadata": {}, "outputs": [], @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 2, "id": "fbd9cd46", "metadata": {}, "outputs": [ @@ -43,7 +43,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "File loaded from: c:\\Users\\juliu\\git_repos\\2026-PDS-NinjaTurtles\\data\\features.csv\n", + "File loaded from: c:\\Users\\juliu\\git_repos\\2026-PDS-NinjaTurtles\\data\\base_features.csv\n", "Shape: (2103, 8)\n", "Columns: ['Unnamed: 0', 'img_id', 'cancerous', 'asymmetry_mean', 'asymmetry_np_centroid', 'border_convex', 'border_contours', 'color']\n" ] @@ -51,7 +51,7 @@ ], "source": [ "# Path to features\n", - "csv_path = '../../data/features.csv' # This is based on, that tis ipynb is places in /results/another folder \n", + "csv_path = '../../data/base_features.csv' # This is based on, that tis ipynb is places in /results/another folder \n", "\n", "# Load the data\n", "df_features = pd.read_csv(csv_path) # Folder for features.csv which is inside /data from the main folder\n", @@ -71,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 3, "id": "60acec1b", "metadata": {}, "outputs": [ @@ -115,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 4, "id": "6d9ff1f2", "metadata": {}, "outputs": [], @@ -148,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 5, "id": "801728f2", "metadata": {}, "outputs": [ @@ -222,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 6, "id": "eac2a20f", "metadata": {}, "outputs": [ @@ -294,7 +294,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 7, "id": "9b345b81", "metadata": {}, "outputs": [], @@ -311,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 8, "id": "6237ef84", "metadata": {}, "outputs": [ @@ -380,13 +380,13 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 9, "id": "e36a5bb7", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -443,7 +443,7 @@ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "cm_test = confusion_matrix(y_test, y_test_pred)\n", - "sns.heatmap(cm_test, annot=True, fmt='d', cmap='Oranges', ax=ax, xticklabels=['Non-Cancerous', 'Cancerous'], yticklabels=['Non-Cancerous', 'Cancerous'])\n", + "sns.heatmap(cm_test, annot=True, fmt='d', cmap='Greens', ax=ax, xticklabels=['Non-Cancerous', 'Cancerous'], yticklabels=['Non-Cancerous', 'Cancerous'])\n", "# annot=True makes it possible to see numbers of the different 4 cat. and fmt=d is format d=decimals(intergers)\n", "\n", "# Labels\n", diff --git a/src/feature_A2.py b/src/feature_A2.py index 522d3959..445e4a24 100644 --- a/src/feature_A2.py +++ b/src/feature_A2.py @@ -14,11 +14,11 @@ def asymmetry_np_centroid(mask): # We use centroid to find the "center of mass", to find the point where to split to 4 quadrants later y, x = np.where(mask > 0) # Creating 2 numpy arrays with indices where mask > 0 (lesion present) - # Guard clause3: if mask is empty, return 0 + # Safeguard: If the mask is empty, or not loaded properly, return 0 if len(x) == 0 or len(y) == 0: return np.nan # or return np.nan - cx, cy = np.mean(x), np.mean(y) # "c" named after method. Taking the average of x- and y-coordinates which gives the center point (cy = centor-y-coordinate) + cx, cy = np.mean(x), np.mean(y) # "c" named after the method. Taking the average of x- and y-coordinates which gives the center point (cy = center-y-coordinate) # Spliting all mask into 4 quadrants and sum the points q1 = mask[:int(cy), :int(cx)].sum() # For each quadrant, slicing is used. So, if :int(cy), :int(cx), diff --git a/src/feature_B2.py b/src/feature_B2.py index 4e14f394..46d1c43b 100644 --- a/src/feature_B2.py +++ b/src/feature_B2.py @@ -8,10 +8,10 @@ def border_irregularity(mask): - Input: Mask of a skin lesion - For contours: - "RETR_EXTERNAL" only takes the outermost, with ignoring holes inside () + "RETR_EXTERNAL" only takes the outermost contour, with ignoring holes inside () "CHAIN_APPROX_NONE" keeps all contour points for maximum accuracy. - We then find the larges countour, the border of the lesion, finds the area, finding the compactness and at last find the irreguality score + We then find the larges countour, the border of the lesion, finds the area, finding the compactness and at last finding the irreguality score - Output: An irregularity-score from 0(perfect)-1(irregular) ''' @@ -30,13 +30,13 @@ def border_irregularity(mask): # Now we can calculate the perimeter. True is to make sure, start and endpoint, is at the same spot perimeter = cv2.arcLength(largest_contour, True) - # And the area of the area/pixels inside the lesion + # And the area of the pixels inside the lesion area = np.sum(mask>0) - # With the area, we can calculate the compactness : (Perimier^2) / (4*Pi*Area), with 1 being perfect and under 1 being irregular + # With the area, we can calculate the compactness : (Perimier^2) / (4*Pi*Area), with 1 being a perfect circle and over 1 being irregular (up to 5) compactness = (perimeter * perimeter) / (4 * 3.14159 * area + 1e-6) # 1e-6 is used to avoid division with 0 - # Given lesion can have higher scores than 1, often up to 5, we normalize + # Given lesions can have higher scores than 1, up to 5, we normalize to a interval of [0,1] irregularity = min(max((compactness-1)/4,0), 1.0) return irregularity \ No newline at end of file From 8bd09e037c58fc34081ac8a4f6a6b9de9365784c Mon Sep 17 00:00:00 2001 From: emgeerthsen Date: Thu, 30 Apr 2026 11:19:10 +0200 Subject: [PATCH 26/34] removed unused featrue files and updated feature_extraction --- .DS_Store | Bin 0 -> 10244 bytes data/.DS_Store | Bin 0 -> 8196 bytes feature_extraction.py | 16 +-- src/__pycache__/__init__.cpython-313.pyc | Bin 0 -> 161 bytes src/__pycache__/feature_A.cpython-313.pyc | Bin 0 -> 1656 bytes src/__pycache__/feature_B.cpython-313.pyc | Bin 0 -> 1674 bytes src/__pycache__/feature_C.cpython-313.pyc | Bin 0 -> 4810 bytes src/{feature_A2.py => feature_A.py} | 0 src/feature_A1.py | 164 ---------------------- src/{feature_B2.py => feature_B.py} | 0 src/feature_B1.py | 41 ------ 11 files changed, 8 insertions(+), 213 deletions(-) create mode 100644 .DS_Store create mode 100644 data/.DS_Store create mode 100644 src/__pycache__/__init__.cpython-313.pyc create mode 100644 src/__pycache__/feature_A.cpython-313.pyc create mode 100644 src/__pycache__/feature_B.cpython-313.pyc create mode 100644 src/__pycache__/feature_C.cpython-313.pyc rename 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get_multicolor_rate2 data_path = "../data/" @@ -111,9 +111,9 @@ def return_features(row): diagnostic = row["cancerous"] - mean_asymmetry_score_center_pic = mean_asymmetry(mask) #A1 - Center of cut picture + #mean_asymmetry_score_center_pic = mean_asymmetry(mask) #A1 - Center of cut picture asymmetry_score_np = asymmetry_np_centroid(mask) #A2 - Centroid (center of lesion) - border_convex = convexity_score(mask) #B1 - Convexity score + #border_convex = convexity_score(mask) #B1 - Convexity score border_contours = border_irregularity(mask) #B2 - Centroid (Only taking the largest lesion if multiple) color = get_multicolor_rate2(im , mask) #C - Difference between dominant colors @@ -122,9 +122,9 @@ def return_features(row): feats = { "img_id": img_id, "cancerous": diagnostic, - "asymmetry_mean": mean_asymmetry_score_center_pic, + #"asymmetry_mean": mean_asymmetry_score_center_pic, "asymmetry_np_centroid" : asymmetry_score_np, - "border_convex": border_convex, + #"border_convex": 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- Note: - We find midpoint of whole picture and not midpoint of the lesion, - because in the code we use the output from cut_mask to find the midpoint. - ''' - row_mid = mask.shape[0] / 2 - col_mid = mask.shape[1] / 2 - - return row_mid, col_mid - -def asymmetry(mask): - ''' - Compute asymmetry score between 0 and 1 from the vertical and the horizontal axis - on a binary mask, with 0 being complete symmetry, 1 being complete asymmetry, - i.e. no pixels overlapping when folding mask on x- and y-axis - - Args: - mask (np.ndarray): input mask - - Returns: - asymmetry_score (float): Float between 0 and 1 indicating level of asymmetry. - np.nan: If mask is empty - ''' - - row_mid, col_mid = midpoint(mask) - - # Split mask into halves horizontally and vertically - upper_half = mask[:ceil(row_mid), :] - lower_half = mask[floor(row_mid):, :] - left_half = mask[:, :ceil(col_mid)] - right_half = mask[:, floor(col_mid):] - - # Flip one half for each axis - flipped_lower = np.flip(lower_half, axis=0) - flipped_right = np.flip(right_half, axis=1) - - # Use logical xor to find pixels where only one half is present - hori_xor_area = np.logical_xor(upper_half, flipped_lower) - vert_xor_area = np.logical_xor(left_half, flipped_right) - - total_pxls = np.sum(mask) - - # If mask is empty - if total_pxls == 0: - return np.nan - - hori_asymmetry_pxls = np.sum(hori_xor_area) - vert_asymmetry_pxls = np.sum(vert_xor_area) - - # Calculate asymmetry score - asymmetry_score = (hori_asymmetry_pxls + vert_asymmetry_pxls) / (total_pxls * 2) - - return round(asymmetry_score, 4) - -def cut_mask(mask): - ''' - Cut empty space from mask array such that it has smallest possible dimensions. - - Removes rows and columns that contain only zero values and - returns the smallest sub-array that contains non-zero values. - - Args: - mask (np.ndarray): mask to cut - - Returns: - cut_mask_ (np.ndarray): cut mask - None: if given mask is empty - ''' - col_sums = np.sum(mask, axis=0) - row_sums = np.sum(mask, axis=1) - - # Stores columns with non-zero values - active_cols = [] - for index, col_sum in enumerate(col_sums): - if col_sum != 0: - active_cols.append(index) - - # Stores rows with non-zero values - active_rows = [] - for index, row_sum in enumerate(row_sums): - if row_sum != 0: - active_rows.append(index) - - # return None if mask is empty after rotation - if len(active_cols) == 0 or len(active_rows) == 0: - return None - - col_min = active_cols[0] - col_max = active_cols[-1] - row_min = active_rows[0] - row_max = active_rows[-1] - - cut_mask_ = mask[row_min:row_max+1, col_min:col_max+1] - - return cut_mask_ - -def rotation_asymmetry(mask, n: int): - ''' - Rotate mask n times and calculate asymmetry score for each iteration. - Rotates n times between 0 and 90 degrees, as 90 degree rotations do not change the - asymmetry score, i.e., a 30 degree rotation is the same as a 120 degree rotation. - - Args: - mask (np.ndarray): input mask - n (int): amount of rotations - - Returns: - asymmetry_scores (dict): dict of asymmetry scores calculated from each rotation. - ''' - asymmetry_scores = {} - - for i in range(n): - - degrees = 90 * i / n - - rotated_mask = rotate(mask, degrees) - cutted_mask = cut_mask(rotated_mask) - - # If mask is empty - if cutted_mask is None: - continue - - asymmetry_scores[degrees] = asymmetry(cutted_mask) - - return asymmetry_scores - -def mean_asymmetry(mask, rotations = 30): - ''' - Return mean asymmetry score from mask. - - Args: - mask (np.ndarray): mask to compute asymmetry score for - rotations (int, optional): amount of rotations (default 30) - - Returns: - mean_score (float): mean asymmetry score. - np.nan: If length of assymetry_scores are zero - ''' - # rotation_asymmetry introduces interpolation, so mask may contain values between 0 and 1, instead of strictly 0 and 1 - asymmetry_scores = rotation_asymmetry(mask, rotations) - - # If mask is empty - if len(asymmetry_scores) == 0: - return np.nan - - mean_score = sum(asymmetry_scores.values()) / len(asymmetry_scores) - - return mean_score \ No newline at end of file diff --git a/src/feature_B2.py b/src/feature_B.py similarity index 100% rename from src/feature_B2.py rename to src/feature_B.py diff --git a/src/feature_B1.py b/src/feature_B1.py deleted file mode 100644 index f1bb24fc..00000000 --- a/src/feature_B1.py +++ /dev/null @@ -1,41 +0,0 @@ -# Code taken from exercise session 05_Feature_Extraction - -import numpy as np -from scipy.spatial import ConvexHull - -def convexity_score(mask): - ''' - Calculate convexity score of binary mask, - with 1 indicating a smoother border and 0 a more crooked border. - - Convexity is defined as the ratio of the mask area to the area of its convex hull (smallest boundary consisting of all 1 values). - - Args: - mask (np.ndarray): input masked image - - Returns: - convexity_score (float): Float between 0 and 1 indicating convexity. - np.nan: If the mask is empty - ''' - - # Get coordinates of all pixels in the lesion mask - coords = np.transpose(np.nonzero(mask)) - - # If mask is empty - if len(coords) < 3: # need at least 3 points for ConvexHull - return np.nan - - # Compute convex hull of lesion pixels - hull = ConvexHull(coords) - - # If convex hull has zero area - if hull.volume == 0: - return np.nan - - # Compute area of lesion mask - lesion_area = np.count_nonzero(mask) - - # Compute convexity as ratio of lesion area to hull volume - convexity = lesion_area / hull.volume - - return convexity \ No newline at end of file From 57e62f730c751c21f7d1ea55e7b917dc709ff9fc Mon Sep 17 00:00:00 2001 From: Emma Dupont Date: Thu, 30 Apr 2026 11:53:41 +0200 Subject: [PATCH 27/34] Added progress bar to feature_extraction code --- feature_extraction.py | 18 ++++++++++++++++-- 1 file changed, 16 insertions(+), 2 deletions(-) diff --git a/feature_extraction.py b/feature_extraction.py index 2a84d23a..9b92b614 100644 --- a/feature_extraction.py +++ b/feature_extraction.py @@ -2,6 +2,7 @@ import numpy as np from skimage.transform import resize import matplotlib.pyplot as plt +from tqdm import tqdm import pandas as pd import os @@ -144,10 +145,23 @@ def make_csv(df , output_dir = "output/"): The final CSV file with the diagnostic, image id and extracted features """ output_path = os.path.join(output_dir, "features.csv") + + results = [] + + # Manual tqdm loop + for _, row in tqdm( + df.iterrows(), + total=len(df), + desc="Extracting features" + ): + + results.append(return_features(row)) + + # Apply return_features to each row and collect the results as a list and converts the list into a dataframe - features_df = pd.DataFrame(df.apply(return_features, axis=1).to_list()) + features_df = pd.DataFrame(results) - return features_df.to_csv(output_path, index=True) + return features_df.to_csv(output_path, index=False) df = load_metadata(meta_data, data_path) make_csv(df , "data/") From 775069183c285461be2e87c2f15f80342b12cb68 Mon Sep 17 00:00:00 2001 From: emgeerthsen Date: Thu, 30 Apr 2026 12:35:58 +0200 Subject: [PATCH 28/34] Removed unused code --- feature_extraction.py | 6 ------ 1 file changed, 6 deletions(-) diff --git a/feature_extraction.py b/feature_extraction.py index 9b92b614..8dd9e4ae 100644 --- a/feature_extraction.py +++ b/feature_extraction.py @@ -6,9 +6,7 @@ import pandas as pd import os -#from src.feature_A1 import mean_asymmetry from src.feature_A import asymmetry_np_centroid -#from src.feature_B1 import convexity_score from src.feature_B import border_irregularity from src.feature_C import get_multicolor_rate2 @@ -112,9 +110,7 @@ def return_features(row): diagnostic = row["cancerous"] - #mean_asymmetry_score_center_pic = mean_asymmetry(mask) #A1 - Center of cut picture asymmetry_score_np = asymmetry_np_centroid(mask) #A2 - Centroid (center of lesion) - #border_convex = convexity_score(mask) #B1 - Convexity score border_contours = border_irregularity(mask) #B2 - Centroid (Only taking the largest lesion if multiple) color = get_multicolor_rate2(im , mask) #C - Difference between dominant colors @@ -123,9 +119,7 @@ def return_features(row): feats = { "img_id": img_id, "cancerous": diagnostic, - #"asymmetry_mean": mean_asymmetry_score_center_pic, "asymmetry_np_centroid" : asymmetry_score_np, - #"border_convex": border_convex, "border_contours": border_contours, "color": color, From 6aa22d112f7f718655c3a6725c4548ad2d3525a4 Mon Sep 17 00:00:00 2001 From: Emma Dupont Date: Tue, 5 May 2026 10:28:55 +0200 Subject: [PATCH 29/34] Removed normalization --- src/feature_B.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/src/feature_B.py b/src/feature_B.py index 46d1c43b..73ef2197 100644 --- a/src/feature_B.py +++ b/src/feature_B.py @@ -36,7 +36,8 @@ def border_irregularity(mask): # With the area, we can calculate the compactness : (Perimier^2) / (4*Pi*Area), with 1 being a perfect circle and over 1 being irregular (up to 5) compactness = (perimeter * perimeter) / (4 * 3.14159 * area + 1e-6) # 1e-6 is used to avoid division with 0 + ## DON'T NORMALIZE - changes values such that some become "perfect" and we scale later in classifers ## # Given lesions can have higher scores than 1, up to 5, we normalize to a interval of [0,1] - irregularity = min(max((compactness-1)/4,0), 1.0) + #irregularity = min(max((compactness-1)/4,0), 1.0) - return irregularity \ No newline at end of file + return compactness \ No newline at end of file From 50e4f7d32b5b28b41a122ebb66f62aca74cab3f6 Mon Sep 17 00:00:00 2001 From: Emma Dupont Date: Tue, 5 May 2026 10:30:33 +0200 Subject: [PATCH 30/34] new CSV files --- data/base_features.csv | 4208 +++++++++++++++++++-------------------- data/clean_features.csv | 4208 +++++++++++++++++++-------------------- feature_extraction.py | 4 +- 3 files changed, 4210 insertions(+), 4210 deletions(-) diff --git a/data/base_features.csv b/data/base_features.csv index e9af7cb7..5e7b73c1 100644 --- a/data/base_features.csv +++ b/data/base_features.csv @@ -1,2104 +1,2104 @@ 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+PAT_273_421_905.png,1,0.025346552953124046,1.115852069302841,66.30534850503112 +PAT_491_934_46.png,1,0.0063881888054311275,1.1120143035338401,52.974709527525654 +PAT_46_880_140.png,1,0.012783736921846867,1.2818487758164772,49.40475706925879 +PAT_326_690_823.png,1,0.022922854870557785,1.1444663394033394,34.490995878728036 diff --git a/feature_extraction.py b/feature_extraction.py index 8dd9e4ae..a4067cb1 100644 --- a/feature_extraction.py +++ b/feature_extraction.py @@ -49,7 +49,7 @@ def load_image_and_mask(image_id, data_path = data_path): im: np.ndarray of the loaded image mask: np.ndarray of the loaded mask """ - img_path = data_path + "imgs/" + img_path = data_path + "imgs_clean/" mask_path = data_path + "masks/" file_im = img_path + image_id @@ -138,7 +138,7 @@ def make_csv(df , output_dir = "output/"): Returns: The final CSV file with the diagnostic, image id and extracted features """ - output_path = os.path.join(output_dir, "features.csv") + output_path = os.path.join(output_dir, "clean_features.csv") results = [] From 7e18e8a20ddd1c2201ac12061a621bf5788900cf Mon Sep 17 00:00:00 2001 From: Enes Date: Wed, 6 May 2026 00:33:14 +0200 Subject: [PATCH 31/34] Added needed imports --- base_classifiers.ipynb | 16 +++++++++++++--- 1 file changed, 13 insertions(+), 3 deletions(-) diff --git a/base_classifiers.ipynb b/base_classifiers.ipynb index b64c646c..76ed25a0 100644 --- a/base_classifiers.ipynb +++ b/base_classifiers.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "e30cabda", "metadata": {}, "outputs": [], @@ -24,9 +24,11 @@ "from sklearn.model_selection import train_test_split, GroupKFold, GridSearchCV\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.preprocessing import StandardScaler\n", - "from sklearn.metrics import confusion_matrix, roc_curve, accuracy_score, classification_report, accuracy_score, roc_auc_score, precision_score, recall_score, f1_score\n", + "from sklearn.metrics import confusion_matrix, roc_curve, accuracy_score, classification_report, accuracy_score, roc_auc_score, precision_score, recall_score, f1_score, ConfusionMatrixDisplay\n", "from sklearn.tree import DecisionTreeClassifier\n", - "from sklearn.pipeline import Pipeline" + "from sklearn.pipeline import Pipeline\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.preprocessing import StandardScaler" ] }, { @@ -822,6 +824,14 @@ "### Logistic Regression" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c9e9c63", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "id": "2706da66", From e759525ad3e1c20300f467c799a3f13e875f1e59 Mon Sep 17 00:00:00 2001 From: Enes Date: Wed, 6 May 2026 01:49:21 +0200 Subject: [PATCH 32/34] Adding the logistic regression --- base_classifiers.ipynb | 18 +++++++++++++++--- 1 file changed, 15 insertions(+), 3 deletions(-) diff --git a/base_classifiers.ipynb b/base_classifiers.ipynb index 76ed25a0..92e8d045 100644 --- a/base_classifiers.ipynb +++ b/base_classifiers.ipynb @@ -27,8 +27,7 @@ "from sklearn.metrics import confusion_matrix, roc_curve, accuracy_score, classification_report, accuracy_score, roc_auc_score, precision_score, recall_score, f1_score, ConfusionMatrixDisplay\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.pipeline import Pipeline\n", - "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.preprocessing import StandardScaler" + "from sklearn.linear_model import LogisticRegression\n" ] }, { @@ -830,7 +829,20 @@ "id": "4c9e9c63", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "#Making the model, and setting classweight=\"balanced\" to combat possible class imbalance\n", + "model_log_reg = LogisticRegression(class_weight=\"balanced\")\n", + "\n", + "#Fitting the model\n", + "model_log_reg.fit(X_temp, y_temp)\n", + "\n", + "#Making the predictions\n", + "predictions = model.predict(X_test)\n", + "\n", + "#Getting the probabilities\n", + "Y_probs = model.predict_proba(X_test)[:, 1]\n", + "\n" + ] }, { "cell_type": "markdown", From 1d883058124c825b842b6881c72f671260c3a42c Mon Sep 17 00:00:00 2001 From: Enes Date: Wed, 6 May 2026 02:06:20 +0200 Subject: [PATCH 33/34] adding visual to logistic regression --- base_classifiers.ipynb | 49 +++++++++++++++++++++++++++++++++++++++++- 1 file changed, 48 insertions(+), 1 deletion(-) diff --git a/base_classifiers.ipynb b/base_classifiers.ipynb index 92e8d045..da9c42a8 100644 --- a/base_classifiers.ipynb +++ b/base_classifiers.ipynb @@ -837,13 +837,60 @@ "model_log_reg.fit(X_temp, y_temp)\n", "\n", "#Making the predictions\n", - "predictions = model.predict(X_test)\n", + "predictions_log_reg = model.predict(X_test)\n", "\n", "#Getting the probabilities\n", "Y_probs = model.predict_proba(X_test)[:, 1]\n", "\n" ] }, + { + "cell_type": "markdown", + "id": "e8811634", + "metadata": {}, + "source": [ + "#### Visualizing the results" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f8f157fd", + "metadata": {}, + "outputs": [], + "source": [ + "#FalsePosetives, TruePosetives ROC curve\n", + "fpr, tpr, thresholds = roc_curve(y_test, Y_probs)\n", + "\n", + "#Calculating AUC\n", + "auc_log_reg = roc_auc_score(y_test, Y_probs)\n", + "\n", + "#Calculating confusion matrix\n", + "cm_log_reg = confusion_matrix(y_test, predictions)\n", + "\n", + "#Figure 1, ROC-curve for logistic regression.\n", + "plt.figure(figsize=(8, 6))\n", + "plt.plot(fpr, tpr, color=\"blue\", label=f'ROC curve (AUC = {auc:.2f})')\n", + "plt.plot([0, 1], [0, 1], color='navy', linestyle='--', label=\"Random\")\n", + "plt.xlabel(\"False Positive Rate\")\n", + "plt.ylabel(\"True Positive Rate \")\n", + "plt.title(\"ROC Curve for logistic regression\")\n", + "plt.legend(loc=\"lower right\")\n", + "plt.grid(alpha=0.3)\n", + "plt.show()\n", + "\n", + "#Figure 2, Confusion matrix for logistic regression.\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=['Healthy', 'Cancer'])\n", + "disp.plot(cmap='Blues')\n", + "plt.title('Cancer Prediction Confusion Matrix')\n", + "plt.show()\n", + "\n", + "#Final summary \n", + "print(\"Final Summary\")\n", + "print(f\"AUC Score: {auc_log_reg:.4f}\")\n", + "print(f\"Accuracy: {accuracy_score(y_test, predictions_log_reg):.2%}\")\n" + ] + }, { "cell_type": "markdown", "id": "2706da66", From c0a1b9ed075544c5e5a327fedcf33128f4a58cb6 Mon Sep 17 00:00:00 2001 From: Enes Date: Wed, 6 May 2026 02:13:37 +0200 Subject: [PATCH 34/34] Cleaning up bugs --- base_classifiers.ipynb | 170 ++++++++++++++++++++++++----------------- 1 file changed, 100 insertions(+), 70 deletions(-) diff --git a/base_classifiers.ipynb b/base_classifiers.ipynb index da9c42a8..1d265806 100644 --- a/base_classifiers.ipynb +++ b/base_classifiers.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "e30cabda", "metadata": {}, "outputs": [], @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 14, "id": "fbd9cd46", "metadata": {}, "outputs": [], @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 15, "id": "60acec1b", "metadata": {}, "outputs": [ @@ -106,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 16, "id": "6d9ff1f2", "metadata": {}, "outputs": [], @@ -148,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 17, "id": "801728f2", "metadata": {}, "outputs": [ @@ -163,31 +163,31 @@ " Train: 1075 samples, 771 patients\n", " Val: 269 samples, 192 patients\n", " Patient overlap: 0\n", - " Class1 ratio in val: 0.509\n", + " Class1 ratio in val: 0.524\n", "\n", "Fold 2:\n", " Train: 1075 samples, 770 patients\n", " Val: 269 samples, 193 patients\n", " Patient overlap: 0\n", - " Class1 ratio in val: 0.513\n", + " Class1 ratio in val: 0.517\n", "\n", "Fold 3:\n", " Train: 1075 samples, 770 patients\n", " Val: 269 samples, 193 patients\n", " Patient overlap: 0\n", - " Class1 ratio in val: 0.502\n", + " Class1 ratio in val: 0.483\n", "\n", "Fold 4:\n", " Train: 1075 samples, 770 patients\n", " Val: 269 samples, 193 patients\n", " Patient overlap: 0\n", - " Class1 ratio in val: 0.472\n", + " Class1 ratio in val: 0.517\n", "\n", "Fold 5:\n", " Train: 1076 samples, 771 patients\n", " Val: 268 samples, 192 patients\n", " Patient overlap: 0\n", - " Class1 ratio in val: 0.496\n" + " Class1 ratio in val: 0.451\n" ] } ], @@ -238,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 18, "id": "d0dbaa61", "metadata": {}, "outputs": [ @@ -251,14 +251,14 @@ "\n", "Cross-validation:\n", "Best k: 50\n", - "Mean CV AUC: 0.6050\n", + "Mean CV AUC: 0.6032\n", "\n", "All k values tested:\n", - " k=5: CV AUC = 0.5642 ± 0.0251\n", - " k=15: CV AUC = 0.5951 ± 0.0333\n", - " k=25: CV AUC = 0.5979 ± 0.0352\n", - " k=35: CV AUC = 0.6044 ± 0.0288\n", - " k=50: CV AUC = 0.6050 ± 0.0225\n" + " k=5: CV AUC = 0.5642 ± 0.0486\n", + " k=15: CV AUC = 0.5732 ± 0.0337\n", + " k=25: CV AUC = 0.5957 ± 0.0344\n", + " k=35: CV AUC = 0.6011 ± 0.0352\n", + " k=50: CV AUC = 0.6032 ± 0.0293\n" ] } ], @@ -302,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 19, "id": "6237ef84", "metadata": {}, "outputs": [ @@ -314,14 +314,14 @@ "Parameters: n_neighbors=50, weights='uniform', metric='euclidean'\n", "\n", "Cross-Validation Results (from GridSearch):\n", - " Mean CV AUC: 0.6050335579020992 (5-fold GroupKFold)\n", + " Mean CV AUC: 0.6031634077267376 (5-fold GroupKFold)\n", "\n", " Test set results:\n", - " Accuracy: 0.5929\n", - " AUC: 0.6471\n", - " Precision: 0.5980\n", - " Recall: 0.5667\n", - " F1-Score: 0.5819\n" + " Accuracy: 0.6048\n", + " AUC: 0.6550\n", + " Precision: 0.6068\n", + " Recall: 0.5952\n", + " F1-Score: 0.6010\n" ] } ], @@ -371,13 +371,13 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 20, "id": "e36a5bb7", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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sSBIBAABgQZIIAAAAC5JEAAAAWJAk4p41YMAAORyOW/4GkZtp27atHA6H5ShUqFCq/ceOHatChQrJ399fefPm1cCBA5WUlHTbcSQlJSkqKkoOh0MzZsy4bqwhISHXvUZISIjlK+Ykaffu3ercubMKFiyowMBABQUFqWjRonrrrbf0999/33bs0j97QtapU0chISHKkiWLHn300XR9ReH58+fVr18/FSxYUP7+/goPD1fNmjW1Y8cOZ5+9e/em+rNyOBz65ptvXK539ffm2uPab0y5VWPGjJHD4XBuOeOpbvf3dfPmzWrZsqWyZcsmf39/5cmTRy+//LKl3+7du/Xoo48qS5YsCgkJUd26dS37aEr/7HuZ2s/lpZdeuq3PCeDWsU8icAOBgYGW7xsODAy09Bs8eLD69u2rN954Q/Xq1dOaNWucidann356WzHMmzdPR48elSRNmDBBjz322G1d79/XbdWqlSIiItS5c2eVLl1aDodDmzZt0sSJE/X9999rw4YNt3WP7du3q0aNGipVqpS+/fZbXbp0Sf369VPVqlW1ceNGy56G10pISFDNmjV16NAhvfHGGypRooTi4+O1evVqXbhwwdL/lVdeUevWrV3arrcX4sKFCxUaGup87eV1Z/6f+epemFu2bNGvv/6qChUq3JHr3km3+/u6fPlyxcXFqWrVqvr4448VERGh/fv3W35fjh8/rqpVqypr1qyaOHGiAgICNHToUNWoUUNr1qyxbDxfpUoVjRgxwqUtMjLy9j8wgFtj9x48wK26ug/d8ePH3XL96+1/d60TJ06YgIAA06FDB5f2wYMHG4fDYdlXL73i4uKMn5+fqVu3rvHy8jIHDhxId6zBwcEue+bt3r3bBAcHm9KlS5szZ85Y+qekpJiZM2feVtzGGNOyZUsTERFh4uPjnW179+41vr6+plevXjd9f9euXU1wcLDZtWvXDfvdaN/Fa7nz92bNmjVGkomLizOSTPv27e/4PW7X7f6+nj9/3uTIkcPExcWZlJSUG/Z97bXXjK+vr8uelPHx8SYiIsI8/vjjLn2vt18kAPsw3Iz7yvbt25UvXz5VqFBBx44duyv3XLhwoS5duqTnnnvOpf25556TMUZz5sy55WsfOnRICxcuVOPGjfXaa68pJSVFkydPvr2AJY0aNUrnz5/X+PHjXappVzkcDj366KO3dY8rV65o3rx5atGihTJnzuxsj4mJUc2aNTV79uwbvv/ChQv6/PPP1bJly3vmO4EnTJggSRo2bJgqV66sb775JtWK599//60OHTooV65c8vPzU3R0tB577DFnxViSzpw5o549eypfvnzy9/dX9uzZ1bBhQ23fvv22Yrzd39f//Oc/Onz4sF577bWbft/z7NmzVatWLcXExDjbMmfOrEcffVRz587VlStXbvlzAHA/kkTcN3766SdVrlxZJUqU0PLly5U9e3ZJUkpKiq5cuXLT49rvupX++Z7bqKgoeXt764EHHlDnzp116tQplz6bN2+WJBUvXtylPUeOHIqIiHCevxWTJ09WcnKy2rVrpzp16igmJkYTJ06Uuc098BcvXqzIyEhVrFgxTf1v5Rnu2rVLFy9eVIkSJSzXK1GihHbu3KlLly5d957r1q3T+fPnVaBAAXXs2FFZs2aVn5+fypUrp++//z7V9wwbNkx+fn4KCgrSww8/rO++++661y9evLi8vb0VGRmpZ599Vvv370/Ts7ieixcv6uuvv9ZDDz2kYsWKqV27djp37pz+85//uPT7+++/9dBDD2n27Nnq0aOHFixYoNGjRys0NFSnT5+WJJ07d04PP/ywPvnkEz333HOaO3euPv74YxUsWFCHDx92Xis5OTlNP5eUlBTne27393XFihXOez/88MPy8/NT1qxZ9eSTT+rQoUMuz2PXrl3X/flfvHjRMjd1xYoVypQpk3x9fVWkSBGNHDky1b9LAHcHSSLuC1988YXq1aunZ555RrNmzVJQUJDz3Ntvvy1fX9+bHvnz53e5ZsmSJTVixAhNmzZNCxcuVNu2bTVp0iRVqVJFCQkJzn4nT56Uv7+/goODLXGFhYXp5MmTt/SZjDGaNGmScubMqfr168vhcKht27bas2ePli9ffkvXvGr//v3KmzdvmvvfyjO8+rnDwsIs1wsLC5MxxpkUpebqwpl3331XmzZt0tSpUzV79mxlzpxZjRs31qJFi5x9/f391b59e3300UdatmyZPv/8cyUnJ6tp06b6/PPPXa6bP39+DR48WBMnTtQPP/ygHj166Pvvv1f58uVva7HOjBkzFB8fr+eff16S9MQTTygkJMRZXbyqX79+OnHihFasWKHu3burdu3aevzxxzVhwgTnoqjRo0dry5YtmjNnjvr27at69erp0Ucf1ejRo1WzZk2Xz5KWn8vbb7/tfM/t/r5efUYtWrRQlSpVtGjRIg0bNkxLlixR9erVnZXT06dPyxhz3Z//1ViuiouL0wcffKDvv/9eM2bMUJkyZfTqq6+muuAKwN3BwhXc8wYPHqyxY8fqvffeU/fu3S3nO3TooEaNGt30Ov7+/i6vr71W3bp1Vbp0aT322GP67LPPXM7faNjtZkNy1/PTTz9p586d6tOnj7y9vSX9MyT49ttva+LEiapVq9YtXfdW3OozlG792Vytfvn5+WnBggXKlCmTJKlmzZoqUKCABg0apPr160v6pwp27YKLli1bqkKFCnrjjTfUtm1b+fj886+7Z555xqVfzZo1VbNmTVWqVEnDhw/XBx98cNPPmZoJEyYoMDBQrVq1kvTPivKWLVtq0qRJ2rFjh3MBzYIFC1SzZk0VLlz4utdasGCBChYsqDp16tzwnnPnzlViYuJNY4uOjnZ5fTu/r1d/Lk888YTeffddSf88w6ioKDVr1kxfffWVXnjhhXTf68MPP3Q517RpU2XNmlXjxo1Tjx49VLp06RvGBeDOI0nEPe+LL75Qzpw5nf9xvlZUVJRz6PlG0pLMNW/eXMHBwfrll1+cbeHh4bp06ZIuXLjgUsGUpFOnTqls2bI3vW5qrlagmjdvrjNnzkiSQkND9fDDD2vmzJkaN26csmTJIkny8fG54bDclStX5Ovr63ydO3du7dmzJ82x3MozDA8Pl6RUK1OnTp2Sw+Fwxp+aq++vXLmyM0GUpKCgIFWvXv2mc+d8fX31xBNP6I033tCOHTtumJSVL19eBQsWdPm5psfOnTu1YsUKtWjRQsYY58/rscce06RJkzRx4kQNHTpU0j8rfh944IEbXu/48ePKnTv3Te9bpEiRNE09+PfK7dv9fb36c7maoF91tdp9dXubrFmzyuFwXPfnL6VeZf63p59+WuPGjdMvv/xCkgjYgOFm3PMWLlwoX19fVa1aVfv27bOcv9Xh5usxxrj8R/fq3K5Nmza59Dty5IhOnDhxS/vlxcfHa+bMmZKkhx56SFmzZnUeK1eu1KVLl/TVV185+0dGRurSpUuW+ZLSP0laYmKiy1Yi9evX19GjR9OcFN3KM8yfP78CAwMtz0X651nFxsbecG/C1OayXXXtz+BG/aS0bW+T1mum5uo80RkzZrj8rOLi4iRJU6ZMcSbx2bJl08GDB294vbT0kW5tuPl2f19v9HOR/v+zDgwMVGxs7HV//oGBgTddkJSenx+AO49KIu55MTExWrlyperUqaOqVatq6dKlLnvj3c5Q6bVmzJihCxcuuCz4eOSRRxQQEKDJkye77Ik3efJkORwONWvWLH0fSNJXX32lixcvatCgQXr44Yct51u2bKmJEyc6Ny+uU6eOhgwZounTp6tjx44ufb/99ltnn6u6d+/ufP/y5cstK5yvrnJt3ry5pFt7hj4+PmrcuLFmzZql4cOHO6uB+/fv1/Lly1OdGvBvOXLkUKVKlfS///1PZ8+eda6QvnDhgn766aebLrpJSkrS9OnTFRERodjY2Bv2/eWXX7Rjxw516dLlpp/xWsnJyZoyZYry589vmf8o/bMf5ciRI7VgwQI1atRIDRo00LRp0/Tnn39a9gm8qkGDBurXr5+WLVt2w2kFtzLcfLu/r82bN9ebb76pBQsWOH8/pH+GyI0xLj+X5s2ba/To0Tpw4IBy5col6Z9FObNmzVKTJk2cUwCuZ+rUqZKU5gVWAO6wu7/rDnBnXLvf3fHjx02ZMmVMVFSU2bRp021de+/evaZy5cpmzJgxZv78+WbBggXmjTfeMAEBAaZo0aImISHBpf8777xjHA6H6dOnj/nxxx/Ne++9Z/z9/S375F3dz+/fexampmzZsiZr1qzm4sWLqZ7v0aOHkWQ2btzobGvSpIlz/8Hvv//ezJs3z/Tq1cv4+vqaJk2aWK4xd+5cExQUZPLkyWNGjBhhli5dapYuXWrGjh1rSpcubUqVKpXGp3V927ZtMyEhIaZatWpm/vz5ZtasWaZYsWImOjraHDt2zKWvt7e3qVWrlkvb//73P+Pn52cqVqxoZs+ebebMmWOqVq1qfH19zerVq539unfvbjp37my+/vprs3z5cjN16lTz0EMPGUlm0qRJLtcsUaKEGT58uJk7d65ZsmSJGTx4sMmSJYuJjo42hw4dcunbpk0bI8ns2bPnup9x7ty5RpJ59913Uz1//Phx4+/vb5o1a2aMMebgwYMmR44cJnv27Gb06NFm6dKlZubMmaZ9+/Zm27Ztxhhjzp49a4oWLWpCQkLMO++8YxYvXmz++9//mh49ephly5bd8JmnRVp/X6dMmWK8vb3NlClTXNo7d+5svLy8TI8ePcySJUvMhx9+aLJmzWpKly5tEhMTnf2OHTtmcuTIYYoXL25mz55t5s+fb6pVq2YyZcrk/KzGGPPll1+aFi1amIkTJzqfR6tWrYwk07Zt29v+vABuDUki7lmpbYp85swZU6VKFRMWFmbWrFlzy9c+deqUad68ucmTJ48JDAw0fn5+pkCBAqZXr16pbj5tjDEffPCBKViwoPHz8zO5c+c2/fv3N5cvX3bps2nTJiPJvPHGG9e99++//24kmW7dul23z/bt240k88orrzjbLl++bIYMGWKKFi1q/P39jb+/vylatKgZMmSIJY6rdu3aZV5++WUTGxtr/P39TWBgoClSpIjp0aPHDROj9Fi7dq2pXbu2CQoKMpkzZzbNmjUzO3futPSTZKpXr25pX7lypalevboJCgoyQUFBplatWuZ///ufS58JEyaY8uXLm7CwMOPj42OyZs1q6tevbxYtWmS5XqtWrUxsbKwJDg42vr6+JiYmxrz00kuWBNEYY1q0aGECAwPN6dOnr/v5mjVrZvz8/CxJ77X39PHxMUeOHDHGGHPgwAHTrl07ExUVZXx9fU10dLR5/PHHzdGjR53vOX36tOnatavJnTu38fX1NdmzZzdxcXFm+/bt171PeqTl93XSpEmpJtpXrlwxw4YNM7GxscbX19fkyJHDdOzYMdXntHPnTtOsWTOTOXNmExQUZGrXrm3WrVvn0ufnn382tWvXdj6PoKAg89BDD5nx48eb5OTkO/J5AaSfw5jb3HANQJqNHz9evXr10q5du/i6sXtAVFSUnnnmGb333nt2hwIAdx2zgYG7aPny5erSpQsJ4j1gy5YtunDhgl5//XW7QwEAW1BJBAAAgAWVRAAAAFiQJAIAAMCCJBEAAAAWJIkAAACwIEkEAACABUkiAAAALO7L724eUMjX7hAAuMmA9YftDgGAuwRF2HZrd+YOA7Ynue3a7kQlEQAAABb3ZSURAAAgPRx2B+CBSBIBAECG5yBLtGC4GQAAABZUEgEAQIZH1cyKZwIAAAALKokAACDDY06iFZVEAAAAWFBJBAAAGR6FRCsqiQAAALCgkggAADI85iRakSQCAIAMj6FVK54JAAAALKgkAgCADI/hZisqiQAAALCgkggAADI8ColWVBIBAABgQSURAABkeMxJtKKSCAAAAAsqiQAAIMOjkGhFkggAADI8L7JEC4abAQAAYEElEQAAZHgUEq2oJAIAAMCCSiIAAMjw2ALHikoiAAAALKgkAgCADI9CohWVRAAAAFhQSQQAABmel8PYHYLHIUkEAAAZHsPNVgw3AwAAwIJKIgAAyPCoJFpRSQQAAIAFlUQAAJDhsZm2FZVEAAAAWFBJBAAAGR6FRCsqiQAAALCgkggAADI8L0qJFiSJAAAgwyNHtGK4GQAAABZUEgEAQIbHFjhWVBIBAABgQSURAABkeBQSragkAgAAwIJKIgAAyPDYAseKSiIAAAAsqCQCAIAMj0KiFUkiAADI8NgCx4rhZgAAAFhQSQQAABkehUQrKokAAACwoJIIAAAyPOYkWlFJBAAAgAWVRAAAkOFRNbPimQAAAMCCSiIAAMjwmJNoRZIIAAAyPHJEK4abAQAAYEElEQAAZHhelBItqCQCAADAgkoiAADI8CgkWlFJBAAAgAWVRAAAkOExJ9GKSiIAAAAsqCQCAIAMj6qZlUc8kylTpuj77793vu7Vq5eyZMmiypUra9++fTZGBgAAMgKHw33HvcojksQhQ4YoMDBQkvTzzz9r3LhxGj58uCIiItS9e3ebowMAAMh4PGK4+cCBA4qNjZUkzZkzR4899pg6dOigKlWqqEaNGvYGBwAA7nseUTXzMB7xTEJCQnTy5ElJ0uLFi1WnTh1JUkBAgC5evGhnaAAAABmSR1QS69atqxdeeEGlS5fWX3/9pbi4OEnSli1blCdPHnuDAwAA9717ee6gu3hEJfHDDz9UpUqVdPz4cc2cOVPh4eGSpHXr1unJJ5+0OToAAICMx2GMMXYHcacNKORrdwgA3GTA+sN2hwDAXYIibLv1vIe93XbtRquS3XZtd/KI4eYVK1bc8Hy1atXuUiQAAACQPCRJTG0Fs+NfkwOSk+/NDBwAANwbPGL+nYfxiGdy+vRpl+PYsWNauHChHnroIS1evNju8AAAADIcj6gkhoaGWtrq1q0rf39/de/eXevWrbMhKgAAkFGwutnKI5LE68mWLZv+/PNPu8MAAAD3OY8YWvUwHpEk/vHHHy6vjTE6fPiwhg0bppIlS9oUFQAAQMblEUliqVKl5HA4dO1uPBUrVtTEiRNtigoAAGQUDDdbeUSSuGfPHpfXXl5eypYtmwICAmyKCAAAIGPziCQxJibG7hAAAEAGxpxEK495Jj/99JMaN26s2NhYFShQQE2aNNHKlSvtDgsAAOCuWrFihRo3bqzo6Gg5HA7NmTPHeS4pKUmvv/66ihcvruDgYEVHR+vZZ5/VoUOHXK6RmJioV155RREREQoODlaTJk108ODBdMXhEUniF198oTp16igoKEhdunRR586dFRgYqNq1a+urr76yOzwAAHCf83K470iv8+fPq2TJkho3bpzl3IULF7R+/Xr17dtX69ev16xZs/TXX3+pSZMmLv26deum2bNn65tvvtGqVauUkJCgRo0apesLSjziu5sLFy6sDh06qHv37i7to0aN0meffaZt27al63p8dzNw/+K7m4H7mI3f3bysuvu+u7nWT7f+zXEOh0OzZ89Ws2bNrttnzZo1Kl++vPbt26fcuXMrPj5e2bJl07Rp0/TEE09Ikg4dOqRcuXJp/vz5ql+/fpru7RGVxN27d6tx48aW9iZNmlgWtQAAANxpDof7jsTERJ09e9blSExMvGOxx8fHy+FwKEuWLJKkdevWKSkpSfXq1XP2iY6OVrFixbR69eo0X9cjksRcuXJp6dKllvalS5cqV65cNkQEAAAyEi83HkOHDlVoaKjLMXTo0DsS96VLl/TGG2+odevWypw5syTpyJEj8vPzU9asWV36RkZG6siRI2m+tkesbu7Zs6e6dOmijRs3qnLlynI4HFq1apUmT56sDz74wO7wAAAAblnv3r3Vo0cPlzZ/f//bvm5SUpJatWqllJQUjR8//qb9jTFypGNDSI9IEjt27KioqCiNHDlS3377raR/5ilOnz5dTZs2tTk6AABwv3PnZtr+/v53JCn8t6SkJD3++OPas2ePli1b5qwiSlJUVJQuX76s06dPu1QTjx07psqVK6f5HrYPN1+5ckUDBw5UuXLltGrVKp08eVInT57UqlWrSBABAACucTVB3LFjh3744QeFh4e7nC9btqx8fX21ZMkSZ9vhw4e1efPmdCWJtlcSfXx89N5776lNmzZ2hwIAADIo26tm/5KQkKCdO3c6X+/Zs0cbN25UWFiYoqOj9dhjj2n9+vWaN2+ekpOTnfMMw8LC5Ofnp9DQUD3//PPq2bOnwsPDFRYWpldffVXFixdXnTp10hyHRzyTOnXq6Mcff7Q7DAAAANutXbtWpUuXVunSpSVJPXr0UOnSpdWvXz8dPHhQ3333nQ4ePKhSpUopR44czuPfK5fff/99NWvWTI8//riqVKmioKAgzZ07V97ead/qx/ZKoiQ1aNBAvXv31ubNm1W2bFkFBwe7nL92g0gAAIA76VY2vXaXGjVq6EbbWKdli+uAgACNHTtWY8eOveU4PCJJ7Nixo6R/Ns++lsPhSNfu4AAAALh9HpEkpqSk2B0CAADIwDyokOgxPCJJ/LdLly4pICDA7jAAAEAG4knDzZ7CIxauJCcna9CgQcqZM6dCQkK0e/duSVLfvn01YcIEm6MDAADIeDwiSRw8eLAmT56s4cOHy8/Pz9levHhxff755zZGBgAAMgKHG497lUckiVOnTtWnn36qp556ymVpdokSJbR9+3YbIwMAAMiYPGJO4t9//63Y2FhLe0pKipKSkmyICAAAZCTMSbTyiEpi0aJFtXLlSkv7f/7zH+dGkgAAALh7PKKS2L9/fz3zzDP6+++/lZKSolmzZunPP//U1KlTNW/ePLvDAwAA9zkvx803qM5oPKKS2LhxY02fPl3z58+Xw+FQv379tG3bNs2dO1d169a1OzwAAIAMxyMqiZJUv3591a9f3+4wAABABsSURCuPSBLXrFmjlJQUVahQwaX9119/lbe3t8qVK2dTZAAAICNg4YqVRww3d+rUSQcOHLC0//333+rUqZMNEQEAAGRsHlFJ3Lp1q8qUKWNpL126tLZu3WpDRAAAICOhkGjlEZVEf39/HT161NJ++PBh+fh4RB4LAACQoXhEkli3bl317t1b8fHxzrYzZ86oT58+rG4GAABu5+Vw33Gv8ogy3ciRI1WtWjXFxMQ4N8/euHGjIiMjNW3aNJujgx1iyj2sys/3VHTRMsqUPVrfdGqh7Uu/kyR5+fioVte3VaB6A2V9IK8SE+K1e/Uy/TCqj84dO+y8RtZc+VSv17vKXbaKfPz8tXPlIs1/p5vOnzxm18cCcI0rV65o7CcTNXf+Yp04eVLZIiLUvHEDvdy+rby8/qljLF76o6bP/K82b/tTZ87Ea843k1T4wYI2Rw7c/zyikpgzZ0798ccfGj58uIoUKaKyZcvqgw8+0KZNm5QrVy67w4MNfAODdXT7H5o/qKv1XECQchQprRXjB+uTFuU1/ZXHFZ6ngJ4cP/tf7w/SMxPmS8ZoStt6mtC6urx9/dT6ozlyOO7h/60D7jOfTf5S38yYo35v9ND8WV/pta4va8LUrzTtmxnOPhcuXlLpksX16isv2Rgp7ndebjzuVR5RSZSk4OBgdejQwe4w4CF2rlyknSsXpXouMeGspj3fwKVt/jvd1GHGzwrNkUvxhw8od5nKypIzjz5p/pASz5+TJM3p84Le+O248lasqd0/L3P7ZwBwcxv/2Kza1auqRtXKkqQHonPo+4VLtHnrdmefZo0ekSQdPHQ41WsAcA+PSRL/+usv/fjjjzp27JhSUlJczvXr18+mqHCvCMiUWSYlRZfOnpEkefv5S8boyuVEZ58riZeUkpys3GWrkCQCHqJsqRL6ZsYc7dm3X3ljcmv7nzu0buMf6vOqdRQBcCcGmaw8Ikn87LPP1LFjR0VERCgqKsplOPDq1/QB1+Pj5686PYdo07xvnFXDgxt/1eWL51X31aFa+v5bksOhuq8OlZe3t0Ky5bA5YgBXtX/uaZ1LSFCD5q3l7e2l5OQUde/UQY0asGgRd9e9vMDEXTwiSXznnXc0ePBgvf766+l+b2JiohITE13arqQY+fDTzhC8fHz02Kgv5XB46fuBnZ3tF06f0H+6tVJc/3Gq8ExnmZQUbfp+ug5tWS+TnGxjxAD+bf6ipfpu/mKNHDJAsfnzatufOzR0xAfKni1CzZs0tDs8IEPziCTx9OnTatmy5S29d+jQoRo4cKBLW/Vwh2pEeN+J0ODBvHx81PL9r5Xlgbya0raus4p41a7//aAx9QopKEu4UpKv6NK5eL268oA2H9xjU8QArjV89Ifq8NzTinukjiTpwQL5dejwEX0yaRpJIu4qSktWHrHopmXLllq8ePEtvffq/or/Ph4O84iPBTe6miCGx8Rq6nP1dfHMqev2vXDmpC6di1feCjUUHJ5dfy6fdxcjBXAjly5dksPh+u9sby8vmRRjU0QArvKISmJsbKz69u2rX375RcWLF5evr6/L+S5dulz3vf7+/vL393dpY6j53ucXFKyw3LHO11keyKuoQiV1Mf6Uzh07pMc/mK4cRUrrq5ea/TPPMCJSknQx/pSSk5IkSaUebaMTu7br/KnjylWqoh55c5R+nvKBTu75y5bPBMCqZrUq+njCFEXniPxnuHn7X5r0xXS1aBbn7HMm/qwOHzmiY8dOSJL27N0vSYoID1e2iHBb4sb9h+3RrBzGGNv/dy1v3rzXPedwOLR79+50XW9AId+bd4JHy1O+mtpOXWpp3zh7qn4c97a6Ld2Z6vsmP1tbe39bIUmq02OwSjV/VoGhYTpzaK/WfvOZfp482p1h4y4YsJ5tUO4nCefP64Pxn+mHZSt08vRpZc8WobhH6qpTh+fk938Fg1nffa/e/YdY3tv5xXZ65aXn73bIcKegCNtuvaOh+6apFZh/b86F94gk8U4jSQTuXySJwH3MxiRxZ5z7ksTY7+/NJJHJewAAALDwiDmJknTw4EF999132r9/vy5fvuxybtSoUTZFBQAAMgTmJFp4RJK4dOlSNWnSRHnz5tWff/6pYsWKae/evTLGqEyZMnaHBwAA7nPkiFYeMdzcu3dv9ezZU5s3b1ZAQIBmzpypAwcOqHr16re8fyIAAABunUckidu2bVObNm0kST4+Prp48aJCQkL09ttv691337U5OgAAcL9zOBxuO+5VHpEkBgcHO79aLzo6Wrt27XKeO3HihF1hAQAAZFgeMSexYsWK+t///qciRYooLi5OPXv21KZNmzRr1ixVrFjR7vAAAMB97l6u+LmLRySJo0aNUkJCgiRpwIABSkhI0PTp0xUbG6v333/f5ugAAAAyHo9IEvPly+f856CgII0fP97GaAAAQIbjERPwPIutj+T06dMaO3aszp49azkXHx9/3XMAAABwL1uTxHHjxmnFihXKnDmz5VxoaKhWrlypsWPH2hAZAADISFjdbGVrkjhz5ky99NJL1z3/4osvasaMGXcxIgAAkBE5HO477lW2Jom7du1SgQIFrnu+QIECLtvhAAAA4O6wNUn09vbWoUOHrnv+0KFD8vJiJikAAHAvhputbM3ASpcurTlz5lz3/OzZs1W6dOm7FxAAAAAk2bwFTufOndWqVSs98MAD6tixo7y9vSVJycnJGj9+vN5//3199dVXdoYIAAAygnu34Oc2tiaJLVq0UK9evdSlSxe9+eabypcvnxwOh3bt2qWEhAS99tpreuyxx+wMEQAAIEOyfTPtwYMHq2nTpvryyy+1c+dOGWNUrVo1tW7dWuXLl7c7PAAAkAHcy3MH3cX2JFGSypcvT0IIAADgQTxu6XDx4sV14MABu8MAAAAZCPskWnlEJfHf9u7dq6SkJLvDAAAAGQjDzVYeV0kEAACA/Tyukli1alUFBgbaHQYAAMhIqCRaeFySOH/+fLtDAAAAyPA8Jkn866+/9OOPP+rYsWNKSUlxOdevXz+bogIAABkBhUQrj0gSP/vsM3Xs2FERERGKiopymTzqcDhIEgEAAO4yj0gS33nnHQ0ePFivv/663aEAAIAMiNXNVh6xuvn06dNq2bKl3WEAAADg/3hEktiyZUstXrzY7jAAAEAGxWbaVh4x3BwbG6u+ffvql19+UfHixeXr6+tyvkuXLjZFBgAAkDE5jDHG7iDy5s173XMOh0O7d+9O1/UGFPK9eScA96QB6w/bHQIAdwmKsO3WR57J5LZrR00757Zru5NHVBL37NljdwgAACADu5eHhd3FI+Yk/psxRh5Q3AQAAMjQPCZJnDp1qooXL67AwEAFBgaqRIkSmjZtmt1hAQCADMDhcLjtuFd5xHDzqFGj1LdvX3Xu3FlVqlSRMUb/+9//9NJLL+nEiRPq3r273SECAABkKB6RJI4dO1YfffSRnn32WWdb06ZNVbRoUQ0YMIAkEQAAuNW9XPFzF48Ybj58+LAqV65saa9cubIOH2YlIwAAwN3mEUlibGysvv32W0v79OnTVaBAARsiAgAAGQmbaVt5xHDzwIED9cQTT2jFihWqUqWKHA6HVq1apaVLl6aaPAIAAMC9PCJJbNGihX799VeNGjVKc+bMkTFGRYoU0W+//abSpUvbHR4AALjf3cslPzfxiCRRksqWLasvv/zS7jAAAEAGRI5oZWuS6OXlddPVRA6HQ1euXLlLEQEAAECyOUmcPXv2dc+tXr1aY8eO5dtXAACA27EFjpWtSWLTpk0tbdu3b1fv3r01d+5cPfXUUxo0aJANkQEAAGRsHrEFjiQdOnRI7du3V4kSJXTlyhVt3LhRU6ZMUe7cue0ODQAA3OfYAsfK9iQxPj5er7/+umJjY7VlyxYtXbpUc+fOVbFixewODQAAIMOydbh5+PDhevfddxUVFaWvv/461eFnAAAAt7uXS35u4jA2rgzx8vJSYGCg6tSpI29v7+v2mzVrVrquO6CQ7+2GBsBDDVjPV3UC962gCNtufbpDmNuunfXTU267tjvZWkl89tlnWU0EAABsRz5iZWuSOHnyZDtvDwAAIInR5tTYvnAFAAAAnsdjvpYPAADALgw3W1FJBAAAgAWVRAAAAAqJFlQSAQAAYEElEQAAZHgOL+pm1+KJAAAAwIJKIgAAAKubLagkAgAAOBzuO9JpxYoVaty4saKjo+VwODRnzhyX87NmzVL9+vUVEREhh8OhjRs3Wq6RmJioV155RREREQoODlaTJk108ODBdMVBkggAAOBBzp8/r5IlS2rcuHHXPV+lShUNGzbsutfo1q2bZs+erW+++UarVq1SQkKCGjVqpOTk5DTHwXAzAADI8BwOz6mbNWjQQA0aNLju+WeeeUaStHfv3lTPx8fHa8KECZo2bZrq1KkjSfriiy+UK1cu/fDDD6pfv36a4vCcJwIAAIDbtm7dOiUlJalevXrOtujoaBUrVkyrV69O83WoJAIAALhx4UpiYqISExNd2vz9/eXv7++W+x05ckR+fn7KmjWrS3tkZKSOHDmS5utQSQQAAHCjoUOHKjQ01OUYOnToXY/DGJOu76imkggAAODGSmLv3r3Vo0cPlzZ3VRElKSoqSpcvX9bp06ddqonHjh1T5cqV03wdKokAAABu5O/vr8yZM7sc7kwSy5YtK19fXy1ZssTZdvjwYW3evDldSSKVRAAAkOGlZxjW3RISErRz507n6z179mjjxo0KCwtT7ty5derUKe3fv1+HDh2SJP3555+S/qkgRkVFKTQ0VM8//7x69uyp8PBwhYWF6dVXX1Xx4sWdq53TgiQRAADAg7bAWbt2rWrWrOl8fXWouk2bNpo8ebK+++47Pffcc87zrVq1kiT1799fAwYMkCS9//778vHx0eOPP66LFy+qdu3amjx5sry9vdMch8MYY+7A5/EoAwr52h0CADcZsP6w3SEAcJegCNtufb5njNuuHTxyn9uu7U5UEgEAQIbn8PKc4WZP4Tm1VQAAAHgMKokAAAAetHDFU1BJBAAAgAWVRAAAAA9a3ewpeCIAAACwoJIIAAAyPE/aTNtTkCQCAACQJFow3AwAAAALKokAAABUEi2oJAIAAMCCSiIAAMjwHGyBY8ETAQAAgAWVRAAAAOYkWlBJBAAAgAWVRAAAkOE5vKgkXoskEQAAgIUrFjwRAAAAWFBJBAAAYOGKBZVEAAAAWFBJBAAAGZ6DSqIFlUQAAABYUEkEAACgkmiRpiTxu+++S/MFmzRpcsvBAAAAwDOkKUls1qxZmi7mcDiUnJx8O/EAAADcfeyTaJGmJDElJcXdcQAAANiGhStWpM0AAACwuKWFK+fPn9dPP/2k/fv36/Llyy7nunTpckcCAwAAuGv47maLdCeJGzZsUMOGDXXhwgWdP39eYWFhOnHihIKCgpQ9e3aSRAAAgPtAuoebu3fvrsaNG+vUqVMKDAzUL7/8on379qls2bIaMWKEO2IEAABwK4fDy23HvSrdkW/cuFE9e/aUt7e3vL29lZiYqFy5cmn48OHq06ePO2IEAADAXZbuJNHX19e5AigyMlL79++XJIWGhjr/GQAA4J7icLjvuEele05i6dKltXbtWhUsWFA1a9ZUv379dOLECU2bNk3Fixd3R4wAAAC4y9JdSRwyZIhy5MghSRo0aJDCw8PVsWNHHTt2TJ9++ukdDxAAAMDtqCRapLuSWK5cOec/Z8uWTfPnz7+jAQEAAMB+t7RPIgAAwP2Eb1yxSneSmDdv3hs+yN27d99WQAAAAHfdPbxVjbukO0ns1q2by+ukpCRt2LBBCxcu1GuvvXan4gIAAICN0p0kdu3aNdX2Dz/8UGvXrr3tgAAAAO46hpst7lhttUGDBpo5c+aduhwAAABsdMcWrsyYMUNhYWF36nIAAAB3DQtXrG5pM+1/P0hjjI4cOaLjx49r/PjxdzQ4AAAA2CPdSWLTpk1dkkQvLy9ly5ZNNWrUUKFChe5ocLeq/6rNdocAwE0+fTjK7hAAuEmH9Vfsu7kXq5uvle4kccCAAW4IAwAAAJ4k3Wmzt7e3jh07Zmk/efKkvL2970hQAAAAdxVfy2eR7kqiMSbV9sTERPn5+d12QAAAAHcdm2lbpDlJHDNmjKR/Vv98/vnnCgkJcZ5LTk7WihUrPGZOIgAAAG5PmpPE999/X9I/lcSPP/7YZWjZz89PefLk0ccff3znIwQAAHC3e3hY2F3SnCTu2bNHklSzZk3NmjVLWbNmdVtQAAAAsFe65yQuX77cHXEAAADYhzmJFul+Io899piGDRtmaX/vvffUsmXLOxIUAAAA7JXuJPGnn35SXFycpf2RRx7RihUr7khQAAAAdxVb4FikO0lMSEhIdasbX19fnT179o4EBQAAAHulO0ksVqyYpk+fbmn/5ptvVKRIkTsSFAAAwF3l8HLfcY9K98KVvn37qkWLFtq1a5dq1aolSVq6dKm++uorzZgx444HCAAA4Hb38LCwu6Q7SWzSpInmzJmjIUOGaMaMGQoMDFTJkiW1bNkyZc6c2R0xAgAA4C5Ld5IoSXFxcc7FK2fOnNGXX36pbt266ffff1dycvIdDRAAAMDt7uFhYXe55SeybNkyPf3004qOjta4cePUsGFDrV279k7GBgAAAJukq5J48OBBTZ48WRMnTtT58+f1+OOPKykpSTNnzmTRCgAAuHcxJ9EizZXEhg0bqkiRItq6davGjh2rQ4cOaezYse6MDQAAADZJcyVx8eLF6tKlizp27KgCBQq4MyYAAIC7i0qiRZoriStXrtS5c+dUrlw5VahQQePGjdPx48fdGRsAAABskuYksVKlSvrss890+PBhvfjii/rmm2+UM2dOpaSkaMmSJTp37pw74wQAAHAfNtO2SHfkQUFBateunVatWqVNmzapZ8+eGjZsmLJnz64mTZq4I0YAAAD34rubLW4rvX3wwQc1fPhwHTx4UF9//fWdigkAAAA2u6XNtK/l7e2tZs2aqVmzZnficgAAAHfXPTws7C48EQAAAFjckUoiAADAPe0enjvoLlQSAQAAYEElEQAAgDmJFjwRAAAAWFBJBAAAYE6iBUkiAAAAw80WPBEAAABYUEkEAABguNmCSiIAAAAsqCQCAAAwJ9GCJwIAAAALKokAAADMSbSgkggAAAALKokAAADMSbQgSQQAAGC42YK0GQAAABZUEgEAABhutuCJAAAAwIIkEQAAwOFw35FOK1asUOPGjRUdHS2Hw6E5c+a4nDfGaMCAAYqOjlZgYKBq1KihLVu2uPRJTEzUK6+8ooiICAUHB6tJkyY6ePBguuIgSQQAAPAg58+fV8mSJTVu3LhUzw8fPlyjRo3SuHHjtGbNGkVFRalu3bo6d+6cs0+3bt00e/ZsffPNN1q1apUSEhLUqFEjJScnpzkO5iQCAAB40JzEBg0aqEGDBqmeM8Zo9OjRevPNN/Xoo49KkqZMmaLIyEh99dVXevHFFxUfH68JEyZo2rRpqlOnjiTpiy++UK5cufTDDz+ofv36aYrDc54IAAAAbmjPnj06cuSI6tWr52zz9/dX9erVtXr1aknSunXrlJSU5NInOjpaxYoVc/ZJCyqJAAAAbtwnMTExUYmJiS5t/v7+8vf3T/e1jhw5IkmKjIx0aY+MjNS+ffucffz8/JQ1a1ZLn6vvTwsqiQAAAA4vtx1Dhw5VaGioyzF06NDbC/eapNYYY2m7Vlr6/BtJIgAAgBv17t1b8fHxLkfv3r1v6VpRUVGSZKkIHjt2zFldjIqK0uXLl3X69Onr9kkLkkQAAAAvh9sOf39/Zc6c2eW4laFmScqbN6+ioqK0ZMkSZ9vly5f1008/qXLlypKksmXLytfX16XP4cOHtXnzZmeftGBOIgAAgAdJSEjQzp07na/37NmjjRs3KiwsTLlz51a3bt00ZMgQFShQQAUKFNCQIUMUFBSk1q1bS5JCQ0P1/PPPq2fPngoPD1dYWJheffVVFS9e3LnaOS1IEgEAANy4cCW91q5dq5o1azpf9+jRQ5LUpk0bTZ48Wb169dLFixf18ssv6/Tp06pQoYIWL16sTJkyOd/z/vvvy8fHR48//rguXryo2rVra/LkyfL29k5zHA5jjLlzH8szmBN/2h0CADf5rF5Ru0MA4CYd1l+x7d4pM19y27W9Wnzstmu7E5VEAAAAD9pM21PwRAAAAGBBJREAAMCD5iR6CpJEAAAAhpsteCIAAACwoJIIAABAJdGCJwIAAAALKokAAABUEi14IgAAALCgkggAAMAWOBZUEgEAAGBBJREAAIA5iRYkiQAAACSJFjwRAAAAWFBJBAAAYOGKBZVEAAAAWFBJBAAAYE6iBU8EAAAAFlQSAQAAqCRa8EQAAABgQSURAACASqIFTwQAAAAWVBIBAADYJ9GCJBEAAIDhZgueCAAAACyoJAIAAFBJtOCJAAAAwML2SuLFixdljFFQUJAkad++fZo9e7aKFCmievXq2RwdAADIELyom13L9ifStGlTTZ06VZJ05swZVahQQSNHjlTTpk310Ucf2RwdAABAxmR7krh+/XpVrVpVkjRjxgxFRkZq3759mjp1qsaMGWNzdAAAIENwONx33KNsTxIvXLigTJkySZIWL16sRx99VF5eXqpYsaL27dtnc3QAAAAZk+1JYmxsrObMmaMDBw5o0aJFznmIx44dU+bMmW2ODgAAZAgOL/cd9yjbI+/Xr59effVV5cmTRxUqVFClSpUk/VNVLF26tM3RAQCADIEk0cL21c2PPfaYHn74YR0+fFglS5Z0tteuXVvNmze3MTIAAICMy/YkUZKioqIUFRXl0la+fHmbogEAABnOPbzAxF1sTxJr1qwpxw1+MMuWLbuL0QAAAEDygCSxVKlSLq+TkpK0ceNGbd68WW3atLEnKAAAkLHcw3MH3cX2JPH9999PtX3AgAFKSEi4y9EAAABA8oDVzdfz9NNPa+LEiXaHAQAAMgJWN1t4bOQ///yzAgIC7A4DAAAgQ7J9uPnRRx91eW2M0eHDh7V27Vr17dvXpqgAAECGcg9X/NzF9iQxNDTU5bWXl5cefPBBvf32285vXwEAAHArtsCxsD1JnDRpkt0hAAAA4Bq2J4lXrVu3Ttu2bZPD4VCRIkX4Sj4AAHD3MNxsYXuSeOzYMbVq1Uo//vijsmTJImOM4uPjVbNmTX3zzTfKli2b3SECAABkOLanza+88orOnj2rLVu26NSpUzp9+rQ2b96ss2fPqkuXLnaHBwAAMgK2wLGwvZK4cOFC/fDDDypcuLCzrUiRIvrwww9ZuAIAAGAT25PElJQU+fr6Wtp9fX2VkpJiQ0QAACDDYXWzhe010Fq1aqlr1646dOiQs+3vv/9W9+7dVbt2bRsjAwAAyLhsTxLHjRunc+fOKU+ePMqfP79iY2OVN29enTt3TmPHjrU7PAAAkBEwJ9HC9uHmXLlyaf369VqyZIm2b98uY4yKFCmiOnXq2B0aAADIKO7hZM5dbE0Sr1y5ooCAAG3cuFF169ZV3bp17QwHAAAA/8fWJNHHx0cxMTFKTk62MwwAAJDRUUm0sP2JvPXWW+rdu7dOnTpldygAAAD4P7bPSRwzZox27typ6OhoxcTEKDg42OX8+vXrbYoMAABkGF5sgXMt25PEZs2a2R0CPNyVK8kaN/FrzV38o06cPKNsEVnVvEFtdWz7uLy8/imGv/HOaM1ZsMzlfSWLFNT0z0bYETKAG4gqU1Uln+2piMJlFJwtWot6PKp9P34nSXL4+Oihlwcpd5VHlOmBfLqcEK+/f12q38b00YUTh53XaPTpUkWXq+5y3V2Lpmtp76fu6mcB7me2J4n9+/e3OwR4uM+/nKlv5izQsLe6KTZvbm3evlN9Bo9RppAgPft4E2e/qhXLaEifrs7Xvr62/3oDSIVvQLBO/vWH/vxusuqNmOFyzicgSBGFSmv954N18q8/5J85qyq9Okr1R8/W7KcruvTdNuszrf1ogPP1lcSLdyN83K+Yk2jhEf8VPXPmjGbMmKFdu3bptddeU1hYmNavX6/IyEjlzJnT7vBgsw2bt6t21QqqUfkhSdIDOSL1/ZIV2rx9p0s/P19fZQvPakeIANLhwOqFOrB6YarnkhLOav7Lj7i0rX63q5p/8YuCo3Lp/JEDzvYrly7o4smjbo0VyMhsTxL/+OMP1alTR6Ghodq7d6/at2+vsLAwzZ49W/v27dPUqVPtDhE2K1uiiL6Zs1B79v+tvLlzavuOPVr/x1b17vqCS7/fNmxW5bhnlClTsMqXKqZuLz6t8KxZ7AkawB3jFxIqk5Kiy+fOuLTHNmitAg2e0oVTR3Xgf4u0/tO3lXQhwZ4gce+jkmhhe5LYo0cPtW3bVsOHD1emTJmc7Q0aNFDr1q1tjAyeov3TLXQu4bwatn5Z3l5eSk5JUbcOT6tR3f8/H6laxbJ6pFYVRUdl18FDRzXmsy/V9pW3NHPi+/Lzs343OIB7g7efv8p3GaydC79W0vlzzvadC77Sub/36sLJIwrLX1QPvTJY4QVLWKqQQJqRJFrYniSuWbNGn3zyiaU9Z86cOnLkyE3fn5iYqMTERJc2v8TL8vf3u2Mxwl7zl67U3MU/acSAnorNm1vbd+zRkA8+V/aIMDVv+M/3ezesU9XZv2C+GBUrFKvaLV7Qj6vXqF6NynaFDuA2OHx8VHvoV3I4vLRqaGeXc9tnT3D+8+ldWxR/YKce/fI3hRcqrZPbN9ztUIH7ku1pc0BAgM6ePWtp//PPP5UtW7abvn/o0KEKDQ11OYZ+YE06ce9678PJav90C8XVqaYH8+dR00dqqu0TTfTptBnXfU/2iDBFR2XTvoOHr9sHgOdy+PiozrBvlClnHn3/8iMuVcTUnNi2XslJlxWaO/YuRYj7jsPhvuMeZXuS2LRpU7399ttKSkqSJDkcDu3fv19vvPGGWrRocdP39+7dW/Hx8S5H764vujts3EUXLyXK65r9q7y8vJRizHXfczr+rA4fO8FCFuAedDVBDM0dq+9fqq/E+Jt/2ULW/EXl7eunCyduPgIFIG1sH24eMWKEGjZsqOzZs+vixYuqXr26jhw5okqVKmnw4ME3fb+/v7/8/f1d2sxlhprvJzWrPKSPp/xHOSKzKTZvbm37a7cmT/+vWsTVkSSdv3BR4yZ+rXo1KitbeFb9ffiY3v9kmrKGZladahVvcnUAd5tPYLBCc/3/il/mnHkVXrCkLp09pQvHD6nu8G8VUai0FnZtKoe3twLDIyVJifGnlHIlSZkeyKcCDVpr/6oFunTmhLLmK6KKPYbrxLb1Orrxf3Z9LNzz7t2Kn7s4jLlBOeYuWrZsmdavX6+UlBSVKVNGderUueVrmRN/3sHIYLeE8xc05rMv9cOKX3TydLyyR4Qprm41vfzcE/Lz9dWlxER1emOItv21W+cSzitbeFaVL1NcXds/pRyRN5+ygHvLZ/WK2h0CblOOstXV+LOllvY/v5uidZ+8rdbf70r1fXPb19bhdT8pOPIB1XxnqsLyF5VvUIgSjh7Q/pXztf7TQUo8e9rd4cONOqy/Ytu9U/740m3X9ipxb27y7jFJ4p1Ekgjcv0gSgfuXrUnipq/ddm2v4k+67druZPucxC5dumjMmDGW9nHjxqlbt253PyAAAADYnyTOnDlTVapUsbRXrlxZM2Zcf/UqAADAHcPqZgvbF66cPHlSoaGhlvbMmTPrxIkTNkQEAAAyHtvrZh7H9icSGxurhQut3+G5YMEC5cuXz4aIAAAAYHslsUePHurcubOOHz+uWrVqSZKWLl2qkSNHavTo0fYGBwAAMoZ7eFjYXWxPEtu1a6fExEQNHjxYgwYNkiTlyZNHH330kZ599lmbowMAAMiYbE8SJaljx47q2LGjjh8/rsDAQIWEhNgdEgAAyEioJFp4RJJ4VVq+qxkAAADuZ/vClaNHj+qZZ55RdHS0fHx85O3t7XIAAAC4n5cbj3uT7ZXEtm3bav/+/erbt69y5MghB+VeAAAA29meJK5atUorV65UqVKl7A4FAABkVBSpLGxPEnPlyqX78OujAQDAvYQk0cL2gfLRo0frjTfe0N69e+0OBQAAAP/H9kriE088oQsXLih//vwKCgqSr6+vy/lTp07ZFBkAAMg4bK+beRzbk0S+VQUAAMDz2J4ktmnTxu4QAABARsecRAvbk8R/u3jxopKSklzaMmfObFM0AAAAGZftSeL58+f1+uuv69tvv9XJkyct55OTk22ICgAAZCgO5iRey/Yn0qtXLy1btkzjx4+Xv7+/Pv/8cw0cOFDR0dGaOnWq3eEBAABkSLZXEufOnaupU6eqRo0aateunapWrarY2FjFxMToyy+/1FNPPWV3iAAA4L7HnMRr2V5JPHXqlPLmzSvpn/mHV7e8efjhh7VixQo7QwMAABmFw+G+I53OnTunbt26KSYmRoGBgapcubLWrFnjPG+M0YABAxQdHa3AwEDVqFFDW7ZsuZNPQ5IHJIn58uVzbqRdpEgRffvtt5L+qTBmyZLFvsAAAABs8MILL2jJkiWaNm2aNm3apHr16qlOnTr6+++/JUnDhw/XqFGjNG7cOK1Zs0ZRUVGqW7euzp07d0fjcBibvxPv/fffl7e3t7p06aLly5crLi5OycnJSkpK0vvvv6+uXbum+5rmxJ9uiBSAJ/isXlG7QwDgJh3WX7Ht3ik7F7nt2l6x9dPc9+LFi8qUKZP++9//Ki4uztleqlQpNWrUSIMGDVJ0dLS6deum119/XZKUmJioyMhIvfvuu3rxxRfvWNy2z0ns3r27859r1qyp7du3a+3atYqNjVWJEiVsjAwAAOD2JSYmKjEx0aXN399f/v7+lr5XrlxRcnKyAgICXNoDAwO1atUq7dmzR0eOHFG9evVcrlW9enWtXr36jiaJtg03L1u2TEWKFNHZs2dd2nPnzq3atWvrySef1MqVK22KDgAAZCQOh8Ntx9ChQxUaGupyDB06NNU4MmXKpEqVKmnQoEE6dOiQkpOT9cUXX+jXX3/V4cOHdeTIEUlSZGSky/siIyOd5+4U25LE0aNHq3379qlulh0aGqoXX3xRo0aNsiEyAACAO6d3796Kj493OXr37n3d/tOmTZMxRjlz5pS/v7/GjBmj1q1by9vb29nHcc2CGGOMpe122ZYk/v7773rkkUeue75evXpat27dXYwIAABkXF5uO/z9/ZU5c2aXI7Wh5qvy58+vn376SQkJCTpw4IB+++03JSUlKW/evIqKipIkS9Xw2LFjluri7bItSTx69Kh8fX2ve97Hx0fHjx+/ixEBAAB4juDgYOXIkUOnT5/WokWL1LRpU2eiuGTJEme/y5cv66efflLlypXv6P1tW7iSM2dObdq0SbGxsame/+OPP5QjR467HBUAAMiQ7vBQ7e1YtGiRjDF68MEHtXPnTr322mt68MEH9dxzz8nhcKhbt24aMmSIChQooAIFCmjIkCEKCgpS69at72gctiWJDRs2VL9+/dSgQQPLCp6LFy+qf//+atSokU3RAQAA2OPqnMWDBw8qLCxMLVq00ODBg50jsL169dLFixf18ssv6/Tp06pQoYIWL16sTJky3dE4bNsn8ejRoypTpoy8vb3VuXNnPfjgg3I4HNq2bZs+/PBDJScna/369bc0vs4+icD9i30SgfuXnfskmj3L3HZtR95abru2O9lWSYyMjNTq1avVsWNH9e7dW1dzVYfDofr162v8+PF3fAImAABA6mz/EjqPY+tm2jExMZo/f75Onz6tnTt3yhijAgUKKGvWrHaGBQAAkOHZ/o0rkpQ1a1Y99NBDdocBAAAyKg9auOIpqK0CAADAwiMqiQAAALaikmhBJREAAAAWVBIBAACom1nwRAAAAGBBJREAAIA5iRYkiQAAAA4GV6/FEwEAAIAFlUQAAAAx3HwtKokAAACwoJIIAADAwhULKokAAACwoJIIAADA6mYLnggAAAAsqCQCAAAwJ9GCJBEAAIAtcCwYbgYAAIAFlUQAAAAWrljwRAAAAGBBJREAAIA5iRZUEgEAAGBBJREAAIAtcCyoJAIAAMCCSiIAAABzEi1IEgEAABhutmC4GQAAABYkiQAAALAgSQQAAIAFcxIBAACYk2hBJREAAAAWVBIBAADYAseCSiIAAAAsqCQCAAAwJ9GCJBEAAIDhZguGmwEAAGBBJREAAIDhZgsqiQAAALCgkggAAMCcRAsqiQAAALCgkggAAMCcRAsqiQAAALCgkggAAMCcRAuSRAAAAIabLRhuBgAAgAWVRAAAAIabLagkAgAAwIIkEQAAABYkiQAAALBgTiIAAMjwHKxutqCSCAAAAAsqiQAAAKxutiBJBAAAYLjZguFmAAAAWFBJBAAAYLjZgkoiAAAALKgkAgAAMCfRgkoiAAAALKgkAgAAMCfRgkoiAAAALKgkAgAAMCfRgiQRAACA4WYLhpsBAABgQSURAACA4WYLKokAAACwoJIIAADAnEQLKokAAACwoJIIAABAIdGCSiIAAAAsqCQCAABQSrSgkggAAAALKokAAADsk2hBkggAAMBwswXDzQAAALCgkggAAMBwswWVRAAAAFhQSQQAAGBOogWVRAAAAFg4jDHG7iCAW5WYmKihQ4eqd+/e8vf3tzscAHcQf9+AvUgScU87e/asQkNDFR8fr8yZM9sdDoA7iL9vwF4MNwMAAMCCJBEAAAAWJIkAAACwIEnEPc3f31/9+/dnUjtwH+LvG7AXC1cAAABgQSURAAAAFiSJAAAAsCBJBAAAgAVJYgbVtm1bORwODRs2zKV9zpw5cjjuzvdXzpw5UzVq1FBoaKhCQkJUokQJvf322zp16tRduT+A6zty5IheeeUV5cuXT/7+/sqVK5caN26spUuX2h0agLuEJDEDCwgI0LvvvqvTp0/f9Xu/+eabeuKJJ/TQQw9pwYIF2rx5s0aOHKnff/9d06ZNu+vxpEdSUpLdIQButXfvXpUtW1bLli3T8OHDtWnTJi1cuFA1a9ZUp06d7A7vuvjbBO4wgwypTZs2plGjRqZQoULmtddec7bPnj3b/PvXYsaMGaZIkSLGz8/PxMTEmBEjRrhcJyYmxgwePNg899xzJiQkxOTKlct88sknN7z3r7/+aiSZ0aNHp3r+9OnTxhhjdu7caZo0aWKyZ89ugoODTbly5cySJUvSff8DBw6YJ554wmTNmtUEBQWZsmXLml9++cV5/rvvvjNlypQx/v7+Jm/evGbAgAEmKSnJeV6S+eijj0yTJk1MUFCQ6devnzHGmPHjx5t8+fIZX19fU7BgQTN16lTne/bs2WMkmQ0bNrh8Lklm+fLlxhhjTp06ZVq3bm0iIiJMQECAiY2NNRMnTrzhswPuhgYNGpicOXOahIQEy7mrf58jR440xYoVM0FBQeaBBx4wHTt2NOfOnXP2mzRpkgkNDTULFy40hQoVMsHBwaZ+/frm0KFDLtebMGGC898xUVFRplOnTs5zZ86cMe3btzfZsmUzmTJlMjVr1jQbN250nu/fv78pWbKkmTBhgsmbN69xOBwmJSXF7Nu3zzRp0sQEBwebTJkymZYtW5ojR44439emTRvTtGlTlzi6du1qqlev7nz9n//8xxQrVswEBASYsLAwU7t27VSfB3A/o5KYgXl7e2vIkCEaO3asDh48aDm/bt06Pf7442rVqpU2bdqkAQMGqG/fvpo8ebJLv5EjR6pcuXLasGGDXn75ZXXs2FHbt2+/7n2//PJLhYSE6OWXX071fJYsWSRJCQkJatiwoX744Qdt2LBB9evXV+PGjbV///403z8hIUHVq1fXoUOH9N133+n3339Xr169lJKSIklatGiRnn76aXXp0kVbt27VJ598osmTJ2vw4MEu9+jfv7+aNm2qTZs2qV27dpo9e7a6du2qnj17avPmzXrxxRf13HPPafny5Td85v/Wt29fbd26VQsWLNC2bdv00UcfKSIiIs3vB9zh1KlTWrhwoTp16qTg4GDL+at/n15eXhozZow2b96sKVOmaNmyZerVq5dL3wsXLmjEiBGaNm2aVqxYof379+vVV191nv/oo4/UqVMndejQQZs2bdJ3332n2NhYSZIxRnFxcTpy5Ijmz5+vdevWqUyZMqpdu7bLlJSdO3fq22+/1cyZM7Vx40ZJUrNmzXTq1Cn99NNPWrJkiXbt2qUnnngizc/g8OHDevLJJ9WuXTtt27ZNP/74ox599FEZdoxDRmN3lgp7/Pv/pCtWrGjatWtnjHGtJLZu3drUrVvX5X2vvfaaKVKkiPN1TEyMefrpp52vU1JSTPbs2c1HH3103Xs3aNDAlChR4pbiLlKkiBk7dmya7//JJ5+YTJkymZMnT6Z6vapVq5ohQ4a4tE2bNs3kyJHD+VqS6datm0ufypUrm/bt27u0tWzZ0jRs2NAYk7ZKYuPGjc1zzz2Xxk8O3B1XK/2zZs1K1/u+/fZbEx4e7nw9adIkI8ns3LnT2fbhhx+ayMhI5+vo6Gjz5ptvpnq9pUuXmsyZM5tLly65tOfPn985WtC/f3/j6+trjh075jy/ePFi4+3tbfbv3+9s27Jli5FkfvvtN2PMzSuJ69atM5LM3r170/EEgPsPlUTo3Xff1ZQpU7R161aX9m3btqlKlSoubVWqVNGOHTuUnJzsbCtRooTznx0Oh6KionTs2DFJUoMGDRQSEqKQkBAVLVpU0j8VgrQsjjl//rx69eqlIkWKKEuWLAoJCdH27dstlcQb3X/jxo0qXbq0wsLCUr3HunXr9PbbbztjDAkJUfv27XX48GFduHDB2a9cuXJpejbbtm276ee6qmPHjvrmm29UqlQp9erVS6tXr07zewF3Mf9XLbvZ3+jy5ctVt25d5cyZU5kyZdKzzz6rkydP6vz5884+QUFByp8/v/N1jhw5nH+bx44d06FDh1S7du1Ur79u3TolJCQoPDzc5e9zz5492rVrl7NfTEyMsmXL5ny9bds25cqVS7ly5XK2Xf13SFr/PkuWLKnatWurePHiatmypT777DNb5m4DdvOxOwDYr1q1aqpfv7769Omjtm3bOttTS+ZMKsMtvr6+Lq8dDodzOPfzzz/XxYsXXfoVLFhQq1atUlJSkuW9//baa69p0aJFGjFihGJjYxUYGKjHHntMly9fTvP9AwMDb/TRlZKSooEDB+rRRx+1nAsICHD+c2rDbqk9m6ttXl5ezrarrp1U36BBA+3bt0/ff/+9fvjhB9WuXVudOnXSiBEjbhgz4E4FChSQw+HQtm3b1KxZs1T77Nu3Tw0bNtRLL72kQYMGKSwsTKtWrdLzzz/v8nue2t/m1b+JtPxt5siRQz/++KPl3NUhb8n6t3m9/wm99u/z2n+X/Ttub29vLVmyRKtXr9bixYs1duxYvfnmm/r111+VN2/eG8YN3E+oJEKSNGzYMM2dO9elmlWkSBGtWrXKpd/q1atVsGBBeXt7p+m6OXPmVGxsrGJjYxUTEyNJat26tRISEjR+/PhU33PmzBlJ0sqVK9W2bVs1b95cxYsXV1RUlPbu3Zuuz1WiRAlt3LjxutvqlClTRn/++aczxn8fVxO91BQuXDjVZ1O4cGFJclY2Dh8+7Dx/db7Uv2XLlk1t27bVF198odGjR+vTTz9N1+cD7rSwsDDVr19fH374oUtV8KozZ85o7dq1unLlikaOHKmKFSuqYMGCOnToULrukylTJuXJk+e6W+qUKVNGR44ckY+Pj+Vv80Zzd4sUKaL9+/frwIEDzratW7cqPj7e5e/z33+bkvXv0+FwqEqVKho4cKA2bNggPz8/zZ49O12fEbjXkSRCklS8eHE99dRTGjt2rLOtZ8+eWrp0qQYNGqS//vpLU6ZM0bhx41wmnt+KChUqqFevXurZs6d69eqln3/+Wfv27dPSpUvVsmVLTZkyRZIUGxurWbNmaePGjfr999/VunVrZ4UwrZ588klFRUWpWbNm+t///qfdu3dr5syZ+vnnnyVJ/fr109SpUzVgwABt2bJF27Zt0/Tp0/XWW2/d8LqvvfaaJk+erI8//lg7duzQqFGjNGvWLOezCQwMVMWKFTVs2DBt3bpVK1assFyzX79++u9//6udO3dqy5YtmjdvnvM/YoCdxo8fr+TkZJUvX14zZ87Ujh07tG3bNo0ZM0aVKlVS/vz5deXKFY0dO1a7d+/WtGnT9PHHH6f7PgMGDNDIkSM1ZswY7dixQ+vXr3f+O6hOnTqqVKmSmjVrpkWLFmnv3r1avXq13nrrLa1du/a616xTp45KlCihp556SuvXr9dvv/2mZ599VtWrV3dOG6lVq5bWrl2rqVOnaseOHerfv782b97svMavv/6qIUOGaO3atdq/f79mzZql48eP8/eJjMeuyZCwV2oTt/fu3Wv8/f1T3QLH19fX5M6d27z33nsu74mJiTHvv/++S1vJkiVN//79bxrD9OnTTbVq1UymTJlMcHCwKVGihHn77bedW2zs2bPH1KxZ0wQGBppcuXKZcePGmerVq5uuXbum6/579+41LVq0MJkzZzZBQUGmXLly5tdff3WeX7hwoalcubIJDAw0mTNnNuXLlzeffvqp87wkM3v2bEv8N9oCxxhjtm7daipWrGgCAwNNqVKlzOLFi10WrgwaNMgULlzYBAYGmrCwMNO0aVOze/fumz434G44dOiQ6dSpk4mJiTF+fn4mZ86cpkmTJs7f31GjRpkcOXKYwMBAU79+fTN16lQjyfn3e3ULnH+7dostY4z5+OOPzYMPPmh8fX1Njhw5zCuvvOI8d/bsWfPKK6+Y6Oho4+vra3LlymWeeuop56KUq1vgXOtmW+AYY0y/fv1MZGSkCQ0NNd27dzedO3d2LlzZunWrqV+/vsmWLZvx9/c3BQsWdFkwB2QUDmNY0w8AAABXDDcDAADAgiQRAAAAFiSJAAAAsCBJBAAAgAVJIgAAACxIEgEAAGBBkggAAAALkkQAAABYkCQC8FgDBgxQqVKlnK/btm2rZs2a3fU49u7dK4fDker3bwPA/YokEUC6tW3bVg6HQw6HQ76+vsqXL59effVVnT9/3q33/eCDDzR58uQ09SWxA4Db42N3AADuTY888ogmTZqkpKQkrVy5Ui+88ILOnz+vjz76yKVfUlKSfH1978g9Q0ND78h1AAA3RyURwC3x9/dXVFSUcuXKpdatW+upp57SnDlznEPEEydOVL58+eTv7y9jjOLj49WhQwdlz55dmTNnVq1atfT777+7XHPYsGGKjIxUpkyZ9Pzzz+vSpUsu568dbk5JSdG7776r2NhY+fv7K3fu3Bo8eLAkKW/evJKk0qVLy+FwqEaNGs73TZo0SYULF1ZAQIAKFSqk8ePHu9znt99+U+nSpRUQEKBy5cppw4YNd/DJAcC9gUoigDsiMDBQSUlJkqSdO3fq22+/1cyZM+Xt7S1JiouLU1hYmObPn6/Q0FB98sknql27tv766y+FhYXp22+/Vf/+/fXhhx+qatWqmjZtmsaMGaN8+fJd9569e/fWZ599pvfff18PP/ywDh8+rO3bt0v6J9ErX768fvjhBxUtWlR+fn6SpM8++0z9+/fXuHHjVLp0aW3YsEHt27dXcHCw2rRpo/Pnz6tRo0aqVauWvvjiC+3Zs0ddu3Z189MDAA9kACCd2rRpY5o2bep8/euvv5rw8HDz+OOPm/79+xtfX19z7Ngx5/mlS5eazJkzm0uXLrlcJ3/+/OaTTz4xxhhTqVIl89JLL7mcr1ChgilZsmSq9z179qzx9/c3n332Waox7tmzx0gyGzZscGnPlSuX+eqrr1zaBg0aZCpVqmSMMeaTTz4xYWFh5vz5887zH330UarXAoD7GcPNAG7JvHnzFBISooCAAFWqVEnVqlXT2LFjJUkxMTHKli2bs++6deuUkJCg8PBwhYSEOI89e/Zo165dkqRt27apUqVKLve49vW/bdu2TYmJiapdu3aaYz5+/LgOHDig559/3iWOd955xyWOkiVLKigoKE1xAMD9iuFmALekZs2a+uijj+Tr66vo6GiXxSnBwcEufVNSUpQjRw79+OOPlutkyZLllu4fGBiY7vekpKRI+mfIuUKFCi7nrg6LG2NuKR4AuN+QJAK4JcHBwYqNjU1T3zJlyujIkSPy8fFRnjx5Uu1TuHBh/fLLL3r22Wedbb/88st1r1mgQAEFBgZq6dKleuGFFyznr85BTE5OdrZFRkYqZ86c2r17t5566qlUr1ukSBFNmzZNFy9edCaiN4oDAO5XDDcDcLs6deqoUqVKatasmRYtWqS9e/dq9erVeuutt7R27VpJUteuXTVx4kRNnDhRf/31l/r3768tW7Zc95oBAQF6/fXX1atXL02dOlW7du3SL7/8ogkTJkiSsmfPrsDAQC1cuFBHjx5VfHy8pH826B46dKg++OAD/fXXX9q0aZMmTZqkUaNGSZJat24tLy8vPf/889q6davmz5+vESNGuPkJAYDnIUkE4HYOh0Pz589XtWrV1K5dOxUsWFCtWrXS3r17FRkZKUl64okn1K9fP73++usqW7as9u3bp44dO97wun379lXPnj3Vr18/FS5cWE888YSOHTsmSfLx8dGYMWP0ySefKDo6Wk2bNpUkvfDCC/r88881efJkFS9eXNWrV9fkyZOdW+aEhIRo7ty52rp1q0qXLq0333xT7777rhufDgB4JodhAg4AAACuQSURAAAAFiSJAAAAsCBJBAAAgAVJIgAAACxIEgEAAGBBkggAAAALkkQAAABYkCQCAADAgiQRAAAAFiSJAAAAsCBJBAAAgAVJIgAAACz+H4vPswTflS2NAAAAAElFTkSuQmCC", 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", 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", 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", + "image/png": 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", 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" ] @@ -414,17 +414,17 @@ "Metric Cross-validation Test set \n", "Method 5-fold GroupKFold Hold-out (20%) \n", "Best k 50 50 \n", - "AUC 0.6050 ± 0.0225 0.6471 \n", - "Accuracy N/A 0.5929 \n", - "Precision N/A 0.5980 \n", - "Recall N/A 0.5667 \n", - "F1-Score N/A 0.5819 \n", + "AUC 0.6032 ± 0.0293 0.6550 \n", + "Accuracy N/A 0.6048 \n", + "Precision N/A 0.6068 \n", + "Recall N/A 0.5952 \n", + "F1-Score N/A 0.6010 \n", "\n", "\n", "Conclusion\n", "• Best k = 50 determined by 5-fold GroupKFold cross-validation\n", "• Cross-validation ensures no patient images are split across folds\n", - "• Test set AUC = 0.647 is consistent with CV results\n", + "• Test set AUC = 0.655 is consistent with CV results\n", "• Model generalizes well to unseen data (test AUC close to CV mean)\n" ] } @@ -539,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 21, "id": "44095f32", "metadata": {}, "outputs": [ @@ -550,15 +550,15 @@ "\n", "\n", "Cross-validation:\n", - "Best depth: 2\n", - "Mean CV AUC: 0.6169\n", + "Best depth: 3\n", + "Mean CV AUC: 0.6120\n", "\n", "All depth values tested:\n", - " depth = 2: CV AUC = 0.6169 ± 0.0313\n", - " depth = 3: CV AUC = 0.6166 ± 0.0400\n", - " depth = 4: CV AUC = 0.6097 ± 0.0510\n", - " depth = 6: CV AUC = 0.5859 ± 0.0545\n", - " depth = 8: CV AUC = 0.5506 ± 0.0260\n" + " depth = 2: CV AUC = 0.5996 ± 0.0244\n", + " depth = 3: CV AUC = 0.6120 ± 0.0209\n", + " depth = 4: CV AUC = 0.6035 ± 0.0094\n", + " depth = 6: CV AUC = 0.6001 ± 0.0240\n", + " depth = 8: CV AUC = 0.5742 ± 0.0265\n" ] } ], @@ -599,7 +599,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 22, "id": "169878c9", "metadata": {}, "outputs": [ @@ -608,17 +608,17 @@ "output_type": "stream", "text": [ "Final Descision Tree classifier results\n", - "Parameters: max_depth = 2\n", + "Parameters: max_depth = 3\n", "\n", "Cross-Validation Results (from GridSearch):\n", - " Mean CV AUC: 0.6169 (5-fold GroupKFold)\n", + " Mean CV AUC: 0.612 (5-fold GroupKFold)\n", "\n", " Test set results:\n", - " Accuracy: 0.5881\n", - " AUC: 0.6010\n", - " Precision: 0.6412\n", - " Recall: 0.4000\n", - " F1-Score: 0.4927\n" + " Accuracy: 0.6048\n", + " AUC: 0.6249\n", + " Precision: 0.6667\n", + " Recall: 0.4190\n", + " F1-Score: 0.5146\n" ] } ], @@ -663,13 +663,13 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 23, "id": "f58500ac", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", + "image/png": 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", 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" ] @@ -705,18 +705,18 @@ "\n", "Metric Cross-validation Test set \n", "Method 5-fold GroupKFold Hold-out (20%) \n", - "Best k 2 2 \n", - "AUC 0.6169 ± 0.0313 0.6010 \n", - "Accuracy N/A 0.5881 \n", - "Precision N/A 0.6412 \n", - "Recall N/A 0.4000 \n", - "F1-Score N/A 0.4927 \n", + "Best k 3 3 \n", + "AUC 0.6120 ± 0.0209 0.6249 \n", + "Accuracy N/A 0.6048 \n", + "Precision N/A 0.6667 \n", + "Recall N/A 0.4190 \n", + "F1-Score N/A 0.5146 \n", "\n", "\n", "Conclusion\n", - "• Best k = 2 determined by 5-fold GroupKFold cross-validation\n", + "• Best k = 3 determined by 5-fold GroupKFold cross-validation\n", "• Cross-validation ensures no patient images are split across folds\n", - "• Test set AUC = 0.601 is consistent with CV results\n", + "• Test set AUC = 0.625 is consistent with CV results\n", "• Model generalizes well to unseen data (test AUC close to CV mean)\n" ] } @@ -825,7 +825,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "4c9e9c63", "metadata": {}, "outputs": [], @@ -837,10 +837,10 @@ "model_log_reg.fit(X_temp, y_temp)\n", "\n", "#Making the predictions\n", - "predictions_log_reg = model.predict(X_test)\n", + "predictions_log_reg = model_log_reg.predict(X_test)\n", "\n", "#Getting the probabilities\n", - "Y_probs = model.predict_proba(X_test)[:, 1]\n", + "Y_probs = model_log_reg.predict_proba(X_test)[:, 1]\n", "\n" ] }, @@ -854,10 +854,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "f8f157fd", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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TTz6BpaUlNm3ahIcPH+r9PowcORILFizAwIEDYWdnl++K9f79+2Pr1q3o0qULJk2ahMaNG8PKygqPHj3CiRMn0KNHD/Tq1Uuvc5YqVQoff/wxZs6ciaFDh2LAgAGIjY3FvHnzYGtrizlz5uj9Ol72XEqlEvPmzcPYsWPRt29fjBw5Es+fP8e8efPg7e2dq+5SmyZNmqBbt27w9/dH6dKlcfPmTXz//fe5kqZXXnkFALBgwQJ07twZFhYW8Pf3h7W1db7nmzx5MoKCgtCjRw9Mnz4djRs3RkpKCn7//Xd069YNbdu21fu9+OSTT3D06FE0b94cEydORPXq1ZGamor79+/j4MGDWL16NcqVK4dhw4ZhyZIlGDx4MD777DNUqVIFhw4dwq+//qp5r15E15+b1atX4/jx4+jatSsqVKiA1NRUTfcAdb3wmDFjYGdnh4CAAHh7eyMiIgLz58+Hi4sLXn31Va3nVyqVWLhwIQYNGoRu3bph7NixSEtLw1dffYXnz5/jyy+/1Pv9IzI7Ul+BRkS6KWjRBCGyOxNUqFBBVK1aNdciCOnp6eLbb78VTZo0EY6OjsLGxkZUr15dfPDBByImJkbreTIzM8XmzZtFu3btRJkyZYSlpaVwd3cXnTt3Ftu2bct1RXVBUlJSxPLly0WzZs2Es7OzsLS0FD4+PqJ3797il19+ybXvhQsXRPPmzYWDg4MoW7asmDNnjli3bp3WbgZdu3Yt9LzNmzcXAMSgQYO0Pp6RkSEWLVok6tatK2xtbYWjo6OoUaOGGDt2rLhz506hz13Y+79u3Trh7+8vrK2thYuLi+jRo4fminq1YcOGCQcHh0LPoe18eRdN0OVcQgjx3XffiSpVqghra2tRrVo1sWHDBtGjRw9Rv379XPshTzeD6dOni0aNGonSpUsLGxsbUalSJTFlypRcPy9paWli9OjRwt3dXSgUilxx5u1mIER2J4ZJkyaJChUqCCsrK+Hh4SG6du36wq4XhY15dHS0mDhxovDz8xNWVlaiTJkyomHDhmLWrFkiMTFRs19YWJjo3bu3cHR0FE5OTqJPnz7i4MGDAoD46aefNPsVNj66/NycPXtW9OrVS/j6+gobGxvh6uoqWrduLX7++WfN82zevFm0bdtWeHp6Cmtra+Hj4yP69esnrl27ptknbzcDtX379okmTZoIW1tb4eDgIF577TVx5syZXPuouxlER0fn2m7KC3AQGYJCiBzfWxARkVl6/vw5qlWrhp49e+K7776TOhxJffHFF/joo48QFhb2UhenEZFpYJkBEZGZiYiIwOeff462bdvC1dUVDx48wJIlS5CQkIBJkyZJHZ5RrVixAgBQo0YNZGRk4Pjx41i+fDkGDx7MRJbITDCZJSIyMzY2Nrh//z7Gjx+Pp0+fwt7eHk2bNsXq1as17atKCnt7eyxZsgT3799HWloaKlSogA8//BAfffSR1KERkYGwzICIiIiIZIutuYiIiIhItpjMEhEREZFsMZklIiIiItkqcReAqVQqPHnyBE5OTi+1tCQRERERFQ8hBBISEuDj4/PCBU5KXDL75MkTlC9fXuowiIiIiOgFHj58+MI2eiUumXVycgKQ/eY4Ozsb5ZwqlQrR0dFwd3fXaflEMi0cP/njGMofx1DeOH7yZ+wxjI+PR/ny5TV5W2FKXDKrLi1wdnY2ajKbmpoKZ2dnfohliOMnfxxD+eMYyhvHT/6kGkNdSkL5E0VEREREssVkloiIiIhki8ksEREREckWk1kiIiIiki0ms0REREQkW0xmiYiIiEi2mMwSERERkWwxmSUiIiIi2WIyS0RERESyxWSWiIiIiGSLySwRERERyRaTWSIiIiKSLSazRERERCRbTGaJiIiISLYkTWZPnTqF7t27w8fHBwqFAvv27XvhMb///jsaNmwIW1tbVKpUCatXry7+QImIiIjIJEmazCYlJaFu3bpYsWKFTvuHhoaiS5cuaNmyJa5cuYKZM2di4sSJ2L17dzFHSkRERESmyFLKk3fu3BmdO3fWef/Vq1ejQoUKWLp0KQCgZs2auHjxIhYtWoQ+ffoUU5RERERE5kcIIDlZt33T01VITlZAiOKNqSgkTWb1dfbsWXTo0CHXto4dO2L9+vXIyMiAlZVVvmPS0tKQlpamuR8fHw8AUKlUUKlUxRvw/6lUKgghjHY+MiyOn/xxDOWPYyhvHD/TIwTQqpUCISEKHfa+BeBXAEPx/LkKTk7FHByg18+KrJLZiIgIeHp65trm6emJzMxMxMTEwNvbO98x8+fPx7x58/Jtj46ORmpqarHFmpNKpUJcXByEEFAqec2d3HD85I9jKH8cQ3nj+BmXEEBKSuFJanKyAiEhHi94piwAvwE49//7wYiObvTC5zaEhIQEnfeVVTILAApF7jdQ/H++O+92tRkzZmDq1Kma+/Hx8Shfvjzc3d3h7OxcfIHmoFKpoFAo4O7uzg+xDHH85I9jKH8cQ3nj+BmPfjOu2cLDVXBwyL3t/v1nGDFiDy5degIAePvtxnj3XX/4+rrDwqL4x9DW1lbnfWWVzHp5eSEiIiLXtqioKFhaWsLV1VXrMTY2NrCxscm3XalUGvUDpVAojH5OMhyOn/xxDOWPYyhv5j5++tSfFqekJCAkRPf9AwIAT08lcs4J7tlzEyNH/oS4uDSULm2LTZt6olu3qoiKioKFhXHGUJ9zyCqZbdasGfbv359r25EjR9CoUSOt9bJERERExU0IoEUL/ZJIY4iMRL4Z17zs7ZErkX32LAWjRv2MuLg0NGtWDtu394GvbymTrneWNJlNTEzEv//+q7kfGhqKq1evokyZMqhQoQJmzJiBx48fY8uWLQCAcePGYcWKFZg6dSrGjBmDs2fPYv369di+fbtUL4GIiIhKuORk00tkAwIAd/fciaouSpe2w8aNPXD27EN89lk7WFlZFE+ABiRpMnvx4kW0bdtWc19d2zps2DBs2rQJ4eHhCAsL0zzu5+eHgwcPYsqUKfj222/h4+OD5cuXsy0XERERmQRdZkONIe+Ma2F27vwbzs426NSpCgCgZ88a6NmzRjFGZ1iSJrNt2rTRXMClzaZNm/Jta926NS5fvlyMURERERHlVlhNbFLSf//v4GAayawuUlIyMHXqr1i9+hJcXe1w7drb8PExQt8tA5NVzSwRERGRsZlqTezLuHUrBv367cK1a5FQKIBx4xrBw0MmWXgeTGaJiIiItFDPxuraISAgIPvrfVO3des1jB17AElJGfDwcMAPP/RC+/aVpQ6ryJjMEhEREeVR0GxsYTWx+tSpSiErS4WxYw9g/forAIC2bSti69be8PaWX2lBTkxmiYiIyGwYqt+rttnYonYIMBXqxQ4UCmDOnNb46KNWRlkAobgxmSUiIiKzUFy1rerZWFOfeS1IamombG2zU77lyztj+PB6aNGigsRRGY7803EiIiIiFE+/V/VsrIOD/BLZxMR0DBu2Dz167IBKld09yt7eyqwSWYAzs0RERGSGDNXvVa6zsX/9FYl+/Xbhn39ioFQqcO7cIzRvXl7qsIoFk1kiIiKSpbz1sXLt92pIQgisW3cZEyceRmpqJsqWdcL27X3MNpEFmMwSERGRDJlj79eXFR+fhrFjD2DHjusAgM6dq2DLll5wc5NBv7CXwGSWiIiITJ62WdiCElm59Hs1tP79d+HQoX9hYaHA/Pmv4b33mkOplGGNhJ6YzBIREZFJe9EsbN76WLnWub6szz9vh3//fYrNm3uiWTPzLSvIi8ksERERmbTCuhTIvffry4iLS0VIyEN07lwVAFC/vjdu3JgAS8uS1ayKySwRERHJBmdhs128+ASBgbvw8GEcQkJGoVEjHwAocYkswGSWiIiIJKLral3sUvAfIQSWLz+PadOOIiNDhYoVS0kdkuSYzBIREZHRsRuB/p49S8HIkT9j375/AAC9e9fE+vVvoFQpW4kjkxaTWSIiIjIa9WxsYd0IClJSuxQAwPnzjxAYuAsPHsTB2toCixd3wIQJr0JREmss8mAyS0REREYhBNCyZf4kVtfVukpqfSwA/P77Azx4EIfKlUtj58430aCBt9QhmQwms0RERFQs1LOwKhWQnKxAdHT+RLYkdyPQx/vvN4dCAYwd2wjOzjZSh2NSSt4lb0RERFTs1DWxjo6As7MSlSt7wtv7v7QjMhJITASCg5nIanP6dBg6dvwBSUnpAAClUoFp0wKYyGrBZJaIiIiKRIjs2ldtN22zsGrq2VgHByayealUAvPnB6NNm004cuQuPv88WOqQTB7LDIiIiEhv+nQjCA9XITk5Gu7u7lAqlSW69rUwUVFJGDJkL44cuQsAGDzYHzNntpQ4KtPHZJaIiIh0pm83AvUsbHS0gIMDoOR3wlqdPHkfAwfuRnh4IuzsLLFiRReMGFGP3Qp0wGSWiIiIdFLQbGxh3Qjs7bOPo4L98MM1DBu2DyqVQK1a7ti5sy9q1/aQOizZYDJLREREWuVdoUvbbKwu3QiYzBauXTs/uLraoVu3avjmm85wcLCWOiRZYTJLRERE+byoJlY9G8v616K5fTsW1aq5AgB8fJzw55/j4O3tJHFU8sTKFSIiIsonOZndCIpDZqYKs2efQM2a32L37hua7Uxki44zs0RERFSovDWxnI0tmseP4zFw4B6cOvUAAHDu3CP06VNL4qjkj8ksERERaeTsVqDm4KDbcrNUsMOH/8WQIXsRE5MMR0drrF3bHf3715E6LLPAZJaIiIgA6Nc7lnSTkZGFjz8+gQULzgAA6tf3QlBQX1St6ipxZOaDNbNEREQEQHudbEBAdlkBFc2pUw80ieyECa8iJGQUE1kD48wsERER5cNuBYbx2muVMHNmC9Sv742+fVkfWxw4M0tERFTCCZFdI6utTpaJrH7S07Pw8cfH8fhxvGbb55+/xkS2GDGZJSIiKsHUdbKOjoCnp9TRyNv9+8/RsuVGfPZZMAYN2gPB1SKMgmUGREREJYiuq3qxTlY/e/fexMiRP+P581SUKmWLKVOaQsFpbaNgMktERFRCcFUvw0tLy8S0aUfxzTcXAABNm5bDjh194OtbStrAShAms0RERGZKl1lYNfWqXkxidff4cTx69NiBS5fCAQDTpjXH55+3g5WVhcSRlSxMZomIiMyQrrOwapyN1V+pUrZIScmEq6sdNm/uia5dq0kdUonEZJaIiEjm8s7AApyFLS6pqZmwtraAUqmAg4M19u4NhL29FcqVc5Y6tBKL3QyIiIhkLGc3gpy3nJ0JIiOBxMT/bsHBTGSL4tatGDRpsg4LF57RbKtWzZWJrMQ4M0tERGRCtM2yFqawGViAs7CGsnXrNYwdewBJSRmIjk7Cu+82hoODtdRhEZjMEhERmYwX1bm+SN46WIC1sC8rOTkDEycewvr1VwAAbdpUxNatvZnImhAms0RERMVM19nWF82yFoYzsIZ382Y0+vXbhevXo6BQALNnt8bHH7eChQWrNE0Jk1kiIqJiVNTZVm2zrIXhDKxhxcenISBgA549S4WXlyO2bu2Ndu38pA6LtGAyS0RE9JIKm3ktymwrZ1ml5+xsg08+aYuffrqFH37oBU9PR6lDogIwmSUiInoJ+sy86jrbyllWafz1VySysgTq1fMCAEyY8CrGj38VSiUHw5QxmSUiItLC0HWunG01XUIIrFt3GRMnHkbZsk64fHksnJ1toFAoOF4ywGSWiIgoj+Koc+Vsq2lKSEjD2LEHsH37dQBA1aquyMjIkjgq0geTWSIiojySk1nnWhJcvRqBfv1+xJ07T2FhocDnn7fDtGkBLCuQGSazREREhWCdq/kRQmD16ouYMuVXpKVloXx5Z+zY0RfNm5eXOjQqAiazREREhXBw0K9FFpk+IYCff76NtLQsdO9eDRs39oCrq73UYVERMZklIiKiEkWpVGDLlp748ccbePvtRlBwSl3WuIQFERERmTUhBJYtO4e33z6g2ebu7oDx419lImsGODNLREREZuvZsxSMHPkz9u37BwDw5pu1uZKXmWEyS0RElIMQ2b1jSf7On3+EwMBdePAgDtbWFli8uAPatq0odVhkYExmiYiI/q+o/WXJtAgh8PXXZzF9+jFkZqpQuXJpBAX1RcOGPlKHRsWAySwREdH/5e0vGxCQ3XKL5GXkyJ+xadNVAEC/frXx3Xfd4OJiK21QVGx4ARgREZEWkZFAcDB7x8pRYGBt2NlZYtWqrtixow8TWTPHmVkiIjIrQmTPsBZFzlpZBwcmsnKhUgncvh2LGjXcAACdOlVBaOgkeHo6ShwZGQOTWSIiMhuseS15oqKSMHToXpw79whXroyFn19pAGAiW4KwzICIiMxG3prXomKtrDz8/vt91Ku3Gr/+ehfp6Vn4668oqUMiCXBmloiIzFJkZNGXobW3Z4mBKcvKUuHzz4Mxb97vUKkEatZ0w86db6JOHQ+pQyMJMJklIiKz5OBQ9GSWTFdERCIGD96DY8dCAQDDh9fDihWd4eBgLXFkJBUms0RERCQby5adw7FjobC3t8KqVV0xdGhdqUMiiTGZJSIi2VN3MODKXeZvzpw2ePQoAbNmtdR0L6CSjReAERGRrKk7GDg6Ap6eUkdDhvb4cTzef/8IMjNVAABbW0t8/30vJrKkwZlZIiKSNW0dDNiNwDwcPvwvhgzZi5iYZDg722D27NZSh0QmiMksERGZDXUHA3YjkLeMjCzMnn0CX355BgBQr54X+vevI3FUZKqYzBIRkeRetGqXSgUkJyuQlAQo8xTI5V21ix0M5O3hwzj0778bISEPAQDjxzfC4sUdYWvLlIW0408GERFJSrdVu5QAWBBr7o4du4d+/Xbh6dMUODvbYN267njzzdpSh0UmjsksERFJiqt2kZqXlyNSUjLQsKE3goL6onLlMlKHRDLAZJaIiExGQat2qVQqREdHw93dHcq8dQb/xzpZeUpKStcseFC7tgeOHRuKBg28YWPDFIV0w9ZcRERkMtQ1r9pu9vai0MeZyMrPvn3/oGLFZZr6WABo1qw8E1nSC5NZIiIiMqq0tExMmnQIvXoFISYmGUuWnJM6JJIxyZPZlStXws/PD7a2tmjYsCGCg4ML3X/r1q2oW7cu7O3t4e3tjREjRiA2NtZI0RIREdHLuHv3KQICNmD58gsAgPffb4Zt23pLHBXJmaTJbFBQECZPnoxZs2bhypUraNmyJTp37oywsDCt+58+fRpDhw7FqFGj8Pfff+PHH3/EH3/8gdGjRxs5ciIiItLXzp1/o379Nbh0KRxlytjhwIEB+OqrDrCyspA6NJIxSZPZr7/+GqNGjcLo0aNRs2ZNLF26FOXLl8eqVau07n/u3DlUrFgREydOhJ+fH1q0aIGxY8fi4sWLRo6ciIiI9HHmzGMMGLAHCQnpCAgoj6tXx6Jr12pSh0VmQLIK6/T0dFy6dAnTp0/Ptb1Dhw4IKaBHS/PmzTFr1iwcPHgQnTt3RlRUFHbt2oWuXbsWeJ60tDSkpaVp7sfHxwPIvjJWpVIZ4JW8mEqlghDCaOcjw+L4yR/H0LRlD4vy//+vgrZh4hjKm0qlQrNm3ujduwaqVXPFvHltYGmp5HjKiLE/g/qcR7JkNiYmBllZWfD0zN0E29PTExEREVqPad68ObZu3YrAwECkpqYiMzMTb7zxBr755psCzzN//nzMmzcv3/bo6Gikpqa+3IvQkUqlQlxcHIQQBbaUIdPF8ZM/jqHpEAJIScnddiA5WQHAA0D27+akJJHvOI6hPB04cA+tW5eDg4Ml4uLisGxZC1haWuDp0xipQyM9GfszmJCQoPO+kve+UOTppSKEyLdN7caNG5g4cSJmz56Njh07Ijw8HNOmTcO4ceOwfv16rcfMmDEDU6dO1dyPj49H+fLl4e7uDmdnZ8O9kEKoVCooFIpC+yOS6eL4yR/H0DQIAbRqpUBISME9tNzd3QvsM8sxlI/k5AxMnvwr1q+/gn79auGHH3py/GTO2J9BW1tbnfeVLJl1c3ODhYVFvlnYqKiofLO1avPnz0dAQACmTZsGAPD394eDgwNatmyJzz77DN7e3vmOsbGxgY2NTb7tSqXSqB8ohUJh9HOS4XD85I9jKC0hgJiYwlf6CggAHB2VBfaL5RjKw82b0ejXbxeuX4+CQgHUqOEGhULJ8TMDxhxDfc4h2U+UtbU1GjZsiKNHj+bafvToUTRv3lzrMcnJyflenIVF9hWQQuT/WoqIiKQnBNCiBZBzniIyEkhMzH0LDubCB3K3efNVNGq0FtevR8HT0wFHjw7BvHltoVRyYKn4SFpmMHXqVAwZMgSNGjVCs2bN8N133yEsLAzjxo0DkF0i8PjxY2zZsgUA0L17d4wZMwarVq3SlBlMnjwZjRs3ho+Pj5QvhYiIkJ24Jifn3paUlHtGNiAAcHdn4mpOkpLSMWHCQWze/CcA4LXX/PDDD73h5eUocWRUEkiazAYGBiI2NhaffPIJwsPDUadOHRw8eBC+vr4AgPDw8Fw9Z4cPH46EhASsWLEC7733HkqVKoV27dphwYIFUr0EIiL6P/UMbGGlBJGRTGTNUXJyBo4cuQulUoF589pgxowWsLBgOQEZh0KUsO/n4+Pj4eLigri4OKNeABYVFQUPDw/WCskQx0/+OIbFI+8sbFJS7lKCvAICil5KwDE0fcHBD6BSCbRuXTHfYxw/+TP2GOqTr0nezYCIiOTnRbOwkZHI15XA3p4zsuYiISEN48b9gi5dqmDQIH8AQMuWvhJHRSUVk1kiItJbcnLBiSxrYs3b1asR6NfvR9y58xQHD95B9+7V4eycv2sQkbEwmSUiopeSdxaWM7DmSQiB1asvYsqUX5GWloVy5ZyxY0cfJrIkOSazRESklbbOBGpJSf/9v4ND/pICMi9xcakYM2Y/fvzxBgCgW7dq2LSpB1xd7SWOjIjJLBERaaFLZwIqGZKS0tGw4Xe4e/cZLC2VWLDgdUyZ0rTA1TqJjI2XFBIRkYYQ2bOu0dG6JbIBAdllBWS+HBys0adPTfj6uuD06RGYOrUZE1kyKZyZJSIiAAXPxmrrTKDG+ljz9OxZCpKSMlCuXHZLpM8+a4fp01ugdGk7iSMjyo/JLBFRCaWtT2zeRJadCUqe8+cfITBwF7y8HBEcPAJWVhawsrJgIksmi8ksEVEJpGufWM68lhxCCHz99VlMn34MmZkqWFgo8fhxAipWLCV1aESFYjJLRFSCqGdjtc3CqnE2tuSJjU3G8OE/4cCB2wCAN9+shbVru8PFxVbiyIhejMksEVEJoWtNLGdjS5YzZ8LQv/9uPHoUDxsbCyxd2gljxzbkRV4kG0xmiYhKCG2rdnEWtmQTQmDKlF/x6FE8qlYtg50730S9el5Sh0WkFyazREQlEGtiCQAUCgW2bu2NBQvOYMmSjnBy4mpeJD/sM0tEVAKpV+1iIlvy/P77fSxbdk5zv2pVV6xb9wYTWZItzswSERGVAFlZKnzxRTDmzv0dQgg0aOCNli19pQ6L6KUxmSUiIjJzERGJGDx4D44dCwUADBtWFw0aeEscFZFhMJklIiIyY8eO3cOgQXsQGZkEe3srrFzZBcOG1ZM6LCKDYTJLRGSmtK3wRSXL/PnBmDXrOIQA6tTxQFBQX9Sq5S51WEQGxQvAiIjMkLqnrKPjfzdPT6mjImPz8HCAEMDo0fVx/vxoJrJkljgzS0RkhrT1lFULCMhuyUXmKTExHY6O1gCAkSPro3p1N7RoUUHiqIiKD2dmiYjMXGQkkJj43y04mC25zFFmpgozZvyGOnVW4unTFADZfWSZyJK5YzJLRGTm1D1l2VvWfD18GIc2bTbhyy/P4MGDOOzefUPqkIiMhmUGREREMvbLL7cxdOg+PH2aAmdnG6xd2x39+tWWOiwio2EyS0REJEPp6VmYOfMYFi8+CwBo2NAbQUF9UblyGYkjIzIulhkQERHJ0Ny5JzWJ7MSJjXHmzEgmslQicWaWiEjm8vaTBdhTtiR4//3mOHjwDubMaY1evWpKHQ6RZJjMEhHJmLqfbEFtuMh8pKVlIijobwwZ4g+FQoEyZexw+fJYKJW8oo9KNiazREQyJQQQHV14Isuesubh3r1n6NfvR1y6FI60tEyMGdMQAJjIEoHJLBGRLGmbkY2MzG69lZO9PVtxyd2uXTcwatTPiI9PQ5kydvD2dpI6JCKTwmSWiEiG8q7wFRAAuLszcTUnqamZeO+9X7Fy5UUAQPPm5bFjRx+UL+8icWREpoXJLBGRzEVGMpE1N3fuxKJfv124ejUCADB9egA++aQtrKwsJI6MyPQwmSUikjmu6mV+Hj2Kx59/RsDNzR7ff98LnTpVkTokIpPFZJaIiMgECCGg+P9fJW3b+mHTpp547TU/lC3rLHFkRKaNiyYQEcmIENk9ZNlH1rzcvBmNFi024vbtWM22oUPrMpEl0gGTWSIimVB3MHB0BDw9pY6GDGXz5qto1GgtQkIeYuLEQ1KHQyQ7LDMgIjJx6hW+kpLy95RlH1n5SkpKx4QJB7F5858AgHbtsksLiEg/TGaJiExYQSt8qXvKso+sPF2/HoV+/X7EzZsxUCoVmDu3NWbObAkLC35hSqQvJrNERCYsbz9ZgD1l5e78+Udo23YzUlIy4e3tiG3b+qBNm4pSh0UkW0xmiYhkgrOx5qFBA2/UresFZ2cbfP99L3h4OLz4ICIqEJNZIiIToq6PVcvZtcDBIf9ytSQPN25Eo2rVMrCysoCVlQV++WUgSpWyhVLJv0qIXhaLc4iITETObgXqG7sWyJsQAqtXX0SDBmswa9ZxzfYyZeyYyBIZCGdmiYhMhLb6WDV2LZCf+Pg0jBmzHzt3/g0AuHkzBllZKl7kRWRgTGaJiEyQuj5WjXWy8nLp0hMEBu7C3bvPYGmpxPz5r2Hq1GacjSUqBkxmiYgklrOPrBrrY+VJCIEVKy7g/fePIj09C76+Ltixoy+aNi0ndWhEZovfdRARSYirepmXx48TMHPmcaSnZ6Fnzxq4cmUsE1miYsaZWSIiCRXUR5b1sfJUrpwz1q7tjqioJLz7bmMoWBtCVOyYzBIRmQj2kZUfIQSWLDmH+vW90LatHwCgf/86EkdFVLIwmSUiMhGsk5WXp09TMHz4PuzffxteXo64cWM8Spe2kzosohKHySwREZGeQkIeon//XXj4MB42NhaYPbsVSpWylTosohKJySwREZGOVCqBr746g1mzjiMrS6Bq1TLYufNN1KvnJXVoRCUWk1kiIiIdpKRkoE+fnTh06F8AwIABdbBmTTc4OdlIHBlRycZkloioiNT9YV9Gzt6yZNpsbS1RqpQtbG0tsXx5J4we3YDdCohMAJNZIqIiUPeHLWj5WTIPWVkqpKZmwsHBGgqFAmvWdMPMmS1Rp46H1KER0f9x0QQioiLQ1h/2ZbC3rOmJjExEp05bMXjwXgghAABOTjZMZIlMDGdmiYhekro/7Mtgb1nTcvx4KAYN2oOIiETY21vhn39iULOmu9RhEZEWTGaJiF4S+8Oaj6wsFT755Hd8+ukpCAHUru2OnTvfZCJLZMKYzBIREQF48iQBgwbtwcmT9wEAo0bVx/LlnWFvbyVtYERUKCazREQvoK1rAbsQmBchBHr02IGLF5/AwcEKa9Z0w6BB/lKHRUQ64AVgRESFUHctcHTMffP0lDoyMiSFQoHlyzuhYUNvXL48lokskYwwmSUiKsSLuhawC4F8PXoUjwMHbmvuN2tWHn/8MQbVqrlKGBUR6YtlBkREOtLWtYBdCOTp4ME7GDp0L5KTM3DhwhhNuy0ugkAkP0Wamc3MzMRvv/2GNWvWICEhAQDw5MkTJCYmGjQ4IiJTou5akPPG3EdeMjKy8MEHR9G16zbExqagZk132NlxXodIzvT+BD948ACdOnVCWFgY0tLS0L59ezg5OWHhwoVITU3F6tWriyNOIiKil/LgwXP0778b5849AgC8+25jfPVVe9jYMJklkjO9Z2YnTZqERo0a4dmzZ7Czs9Ns79WrF44dO2bQ4IiIpCJEdscCdi0wDz/99A/q11+Dc+cewcXFBrt398Py5Z2ZyBKZAb0/xadPn8aZM2dgbW2da7uvry8eP35ssMCIiKSi7mBgyOVqSVqXL4fj2bNUNG5cFjt29IGfX2mpQyIiA9E7mVWpVMjKysq3/dGjR3BycjJIUEREUtLWwYBdC+RHCKG5oGv27Nbw8HDAmDENYW1tIXFkRGRIepcZtG/fHkuXLtXcVygUSExMxJw5c9ClSxdDxkZEJLnISCAxEQgO5sVecrJ79w20a7cFqamZAAALCyUmTGjMRJbIDOmdzC5ZsgS///47atWqhdTUVAwcOBAVK1bE48ePsWDBguKIkYioWOWsj81bJ8uuBfKSmpqJd945iL59f8TJk/fx7bcXpA6JiIqZ3mUGPj4+uHr1Knbs2IFLly5BpVJh1KhRGDRoUK4LwoiI5ID1sebjzp1YBAbuwpUrEQCADz8MwMSJTSSOioiKm97J7KlTp9C8eXOMGDECI0aM0GzPzMzEqVOn0KpVK4MGSERUnApb4Yt1svKxY8d1jBmzH4mJ6XBzs8eWLT3RuXNVqcMiIiPQO5lt27YtwsPD4eHhkWt7XFwc2rZtq/XiMCIiOci7whdX95KHxYtD8P77RwEALVtWwPbtfVC2rLPEURGRsehdM5vz6tCcYmNj4ZB3nUciIhnh6l7y1KdPLZQpY4ePPmqJ48eHMZElKmF0npnt3bs3gOzuBcOHD4eNjY3msaysLFy7dg3Nmzc3fIRERER5XLkSjvr1vQEAFSuWwp0776JMGV63QVQS6Twz6+LiAhcXFwgh4OTkpLnv4uICLy8vvPXWW/jhhx/0DmDlypXw8/ODra0tGjZsiODg4EL3T0tLw6xZs+Dr6wsbGxtUrlwZGzZs0Pu8RFQyFda5gExfUlI6Ro78CQ0afIeDB+9otjORJSq5dJ6Z3bhxIwCgYsWKeP/99w1SUhAUFITJkydj5cqVCAgIwJo1a9C5c2fcuHEDFSpU0HpMv379EBkZifXr16NKlSqIiopCZmbmS8dCROZPCKBlS3YukKtbt55i/PjduHEjBkqlArduxaBLF17kRVTSKYQQQqqTN2nSBA0aNMCqVas022rWrImePXti/vz5+fY/fPgw+vfvj3v37qFMmTJFOmd8fDxcXFwQFxcHZ2fj1FWpVCpERUXBw8MDSqXeZcokMY6fPAmR3akAyB7D6Oho2Nu7w9tb+xgGBHBhBFMlhMD69Vfw7ruHkJqaCS8vR2zf3gdt2lSUOjTSEX+Pyp+xx1CffE3vbgYAsGvXLuzcuRNhYWFIT0/P9djly5d1eo709HRcunQJ06dPz7W9Q4cOCClg2uTnn39Go0aNsHDhQnz//fdwcHDAG2+8gU8//bTAHrdpaWlIS0vT3I+PjweQPSgqlUqnWF+WSqWCEMJo5yPD4vjJjxBAq1YKhISoM1MlAM9c+4SHq/J1LhAi+0amIzExHePHH8TWrX8BANq3r4QtW3rCw8OBn0kZ4e9R+TP2GOpzHr2T2eXLl2PWrFkYNmwYfvrpJ4wYMQJ3797FH3/8gQkTJuj8PDExMcjKyoKnZ+5/YDw9PREREaH1mHv37uH06dOwtbXF3r17ERMTg/Hjx+Pp06cF1s3Onz8f8+bNy7c9OjoaqampOsf7MlQqFeLi4iCE4F+kMsTxM31CACkp/02pJicrEBLiUeD+r76aDiGe5qqXZe2safrll3vYuvUvWFgo8O67dfDee00AJCEqigMmJ/w9Kn/GHsOEhASd99U7mV25ciW+++47DBgwAJs3b8YHH3yASpUqYfbs2Xj69Km+T5evzVdBrb+A7DdSoVBg69atcHFxAQB8/fXX6Nu3L7799luts7MzZszA1KlTNffj4+NRvnx5uLu7G7XMQKFQwN3dnR9iGeL4mbb8s7C5hYerYGenQkxMDNzc3KBUKmFvbwmFouBkl0zHiBEe+PffZHTsWBnVq9vycyhT/D0qf8YeQ1tbW5331TuZDQsL07TgsrOz02TOQ4YMQdOmTbFixQqdnsfNzQ0WFhb5ZmGjoqLyzdaqeXt7o2zZsppEFsiusRVC4NGjR6haNf+FADY2NrnaiKkplUqjfqAUCoXRz0mGw/GTVs7617ySkgpfwcvTU/n/mVvAyYljaOri49MwY8ZvmDOnDTw8sutA5s9/XVOvx8+hfPH3qPwZcwz1OYfe0Xh5eSE2NhYA4Ovri3PnzgEAQkNDoc+1ZNbW1mjYsCGOHj2aa/vRo0cL7FcbEBCAJ0+eIDExUbPt9u3bUCqVKFeunL4vhYhkQAigRQvA0VH7LeffvpGRQGLifzde0CUvly+Ho0GDNVi58iJGjfpZ6nCISCb0TmbbtWuH/fv3AwBGjRqFKVOmoH379ggMDESvXr30eq6pU6di3bp12LBhA27evIkpU6YgLCwM48aNA5BdIjB06FDN/gMHDoSrqytGjBiBGzdu4NSpU5g2bRpGjhxZ4AVgRCRP6n6w0dG6tdIKCADc3bmClxwJIbBixQU0a7Yed+8+Q4UKLpg5s4XUYRGRTOhdZvDdd99prjAbN24cypQpg9OnT6N79+6aJFRXgYGBiI2NxSeffILw8HDUqVMHBw8ehK+vLwAgPDwcYWFhmv0dHR1x9OhRvPvuu2jUqBFcXV3Rr18/fPbZZ/q+DCIyYerZ2LxJbGQkUFCLa3t7Jq9y9Px5KkaN+hl79twEALzxRnVs3NiDiyAQkc4M2mf28ePHKFu2rKGerliwzyzpi+NX/PLWxCYl5S4fAF6uDyzH0DT9808MunTZitDQ57CyUuKrr9pj4sQmWi8C5hjKG8dP/ky5z6xBoomIiMC7776LKlWqGOLpiKgE0VYTq60OlvWv5sfHxwkWFkr4+ZXCmTMjMWlS0wK72RARFUTnZPb58+cYNGgQ3N3d4ePjg+XLl0OlUmH27NmoVKkSzp07V2CvVyKivHSpic1ZB8scxzzEx6dpLhZ2drbBgQMDcPnyWLz6qml/q0dEpkvnmtmZM2fi1KlTGDZsGA4fPowpU6bg8OHDSE1NxaFDh9C6devijJOIzIiuNbGsgzUvZ88+RGDgLkyb1hzvvtsEAFC9upvEURGR3Ok8M/vLL79g48aNWLRoEX7++WcIIVCtWjUcP36ciSwR6SU5OX8iy24E5kulEli48AxattyIhw/jsWbNJWRkZEkdFhGZCZ1nZp88eYJatWoBACpVqgRbW1uMHj262AIjopJBPRvLWVjzFB2dhGHD9uHQoX8BAP3718GaNd1gZWUhcWREZC50TmZVKhWsrKw09y0sLOBQUI8cIqICqGtl1dSzsGR+Tp16gAEDduPJkwTY2lpi+fJOGD26AS/yIiKD0jmZFUJg+PDhmqVhU1NTMW7cuHwJ7Z49ewwbIRGZjYJqZcn8hIcnoEOH75GWloXq1V2xc+eb8PfXvlQ5EdHL0DmZHTZsWK77gwcPNngwRGQ+8vaOBbJnZHMmsgEB2eUFZH68vZ0wb14b/P13NFau7ApHR2upQyIiM6VzMrtx48bijIOIzIguM7CRkdkXfPEbZ/Nx4kQoPDwcULu2BwDggw8CAIBlBURUrLgMBxEZnLZuBTmpOxcwxzEPWVkqzJ17Eq+9tgX9+u1CUlI6gOwkloksERU3nWdmiYiKIm/vWICdC8xJeHgCBg3agxMn7gMAmjYtywSWiIyKySwRFSt2KzBfR4/exeDBexEVlQQHByusXt0Ngwf7Sx0WEZUwTGaJiEgvmZnZZQVffBEMIQB/f08EBfVFjRpczYuIjI81s0RkMOoesjn7yJL5USiA06fDIAQwdmxDnDs3ioksEUmmSMns999/j4CAAPj4+ODBgwcAgKVLl+Knn34yaHBEJB/qDgaOjoAn24maJSEEAMDCQolt2/ogKKgvVq/uBjs7qxccSURUfPROZletWoWpU6eiS5cueP78ObKystfXLlWqFJYuXWro+IhIJrR1MGAfWfOQkZGFDz44ismTD2u2+fg4oV+/2hJGRUSUTe9k9ptvvsHatWsxa9YsWFj8t7Z2o0aN8Ndffxk0OCKSp8hIIDERCA5m1wK5CwuLQ+vWm/DVVyFYvvwC/vwzQuqQiIhy0fsCsNDQUNSvXz/fdhsbGySxUI6oRFLXyqqxg4F5+PnnWxg+fB+ePUuFi4sN1q9/A3XrekkdFhFRLnrPzPr5+eHq1av5th86dAi1atUyRExEJCPqWlnWyZqP9PQsTJlyGD167MCzZ6l49VUfXLkyFn368Hc8EZkevWdmp02bhgkTJiA1NRVCCFy4cAHbt2/H/PnzsW7duuKIkYhMWN5aWdbJypsQAt27b8eRI3cBAFOmNMWXX74Oa2uLFxxJRCQNvZPZESNGIDMzEx988AGSk5MxcOBAlC1bFsuWLUP//v2LI0YikonISC5TK3cKhQJjxzbEH388xqZNPfHGG9WlDomIqFBFWjRhzJgxGDNmDGJiYqBSqeDh4WHouIhIhhwcmMjKUWpqJu7cicUrr2TXivTuXRPt2vmhVClbiSMjInoxvWtm582bh7t3s79+cnNzYyJLRCRj//77FM2br0e7dlvw+HG8ZjsTWSKSC72T2d27d6NatWpo2rQpVqxYgejo6OKIi4iIillQ0HU0aLAGV65EQAiB0NDnUodERKQ3vZPZa9eu4dq1a2jXrh2+/vprlC1bFl26dMG2bduQnJxcHDESEZEBpaRkYNy4A+jffzcSEtLRokUFXL06Di1aVJA6NCIivRVpOdvatWvjiy++wL1793DixAn4+flh8uTJ8PJi/0GikkLdW5btpeXl1q0YNG26HmvWXIJCAcya1RInTgxDuXLOUodGRFQkRboALCcHBwfY2dnB2toaCQkJhoiJiEycurds3uVryfQtW3Ye165FwsPDAT/80Avt21eWOiQiopdSpGQ2NDQU27Ztw9atW3H79m20atUKc+fOxZtvvmno+IjIBOXtLQuwv6xcfPVVe2RmqjBvXht4eztJHQ4R0UvTO5lt1qwZLly4gFdeeQUjRozQ9JklopIpMjK7JZe9PdtymaK//47CmjWXsHRpJyiVCjg4WOO777pLHRYRkcHoncy2bdsW69atQ+3atYsjHiIyYUJkz8rmrJN1cMi+kWkRQmDTpquYMOEgUlIyUalSaUye3FTqsIiIDE7vZPaLL74ojjiIyMSxTlY+EhPTMX78L/j++2sAgA4dKmPgwFckjoqIqHjolMxOnToVn376KRwcHDB16tRC9/36668NEhgRmQ4hgOho1snKwbVrkejX70fcuhULpVKBTz9ti+nTW0CpZA0IEZknnZLZK1euICMjQ/P/RFRyaJuRZZ2saQoKuo7hw39CamomypZ1wvbtfdCypa/UYRERFSudktkTJ05o/X8iMl8562NzJrIBAYC7O5NYU1SlShmoVAKdO1fBli294ObGaXMiMn96L5owcuRIrf1kk5KSMHLkSIMERUTSUs/GOjoCnp7/bY+MBIKDmciakufPUzX/37ChD86eHYUDBwYykSWiEkPvZHbz5s1ISUnJtz0lJQVbtmwxSFBEZFw5V/NKSiq4PpYzsqZDCIFvv70AX9+luHw5XLO9QQNv1scSUYmiczeD+Ph4CCEghEBCQgJsbW01j2VlZeHgwYPw8PAoliCJqPi8qEsB62NNz/PnqRgzZj927boBANi06SoaNPCWOCoiImnonMyWKlUKCoUCCoUC1apVy/e4QqHAvHnzDBocERWfgmpic+JsrOn544/HCAzchdDQ57CyUmLhwvaYNKmJ1GEREUlG52T2xIkTEEKgXbt22L17N8qUKaN5zNraGr6+vvDx8SmWIInIsAqajVXPwqpxNtZ0CCGwbNl5fPDBUWRkqODnVwpBQX3x6qtcgZGISjadk9nWrVsDAEJDQ1GhQgUo+C8ckWwlJ7MmVm52776JKVN+BQD06VMT69a9gVKlbF9wFBGR+dMpmb127Rrq1KkDpVKJuLg4/PXXXwXu6+/vb7DgiKj4sSZWHnr3rok33qiODh0qYfz4VzmhQET0fzols/Xq1UNERAQ8PDxQr149KBQKCCHy7adQKJCVlWXwIInIMHLWyao5OOQuLSDToFIJrF9/GYMG+cPe3gpKpQL79gUyiSUiykOnZDY0NBTu7u6a/yci+XlR1wIyHTExyRg2bB8OHryDc+ceYf36HgDARJaISAudkllfX1+t/09E8lFQnaw9e+ublODgBxgwYDceP06Ara0lmjQpByEEE1kiogIUadGEX375RXP/gw8+QKlSpdC8eXM8ePDAoMERUfGIjAQSE7malylRqQS++CIYbdtuxuPHCahe3RXnz4/GW281ZCJLRFQIvZPZL774AnZ2dgCAs2fPYsWKFVi4cCHc3NwwZcoUgwdIRC9PvcKXmrpOljmSaYiKSkLnzlsxa9ZxZGUJDB7sj4sX34K/v+eLDyYiKuF0bs2l9vDhQ1SpUgUAsG/fPvTt2xdvvfUWAgIC0KZNG0PHR0QvibWypi8jIwuXL4fDzs4SK1Z0wYgR9TgbS0SkI72TWUdHR8TGxqJChQo4cuSIZjbW1tYWKSkpBg+QiF5O3lpZ1smahpx1sGXLOuPHH9+Eu7s9atfmsuBERPrQO5lt3749Ro8ejfr16+P27dvo2rUrAODvv/9GxYoVDR0fERlQZCQXRjAFERGJGDRoD95551X06lUTANCmTUVpgyIikim9a2a//fZbNGvWDNHR0di9ezdcXV0BAJcuXcKAAQMMHiARGQ7rZKX322/3ULfuahw/HoqJEw8jPZ29uYmIXobeM7OlSpXCihUr8m2fN2+eQQIiIjJHmZkqzJ17El98EQwhAH9/T+zc2RfW1hZSh0ZEJGt6J7MA8Pz5c6xfvx43b96EQqFAzZo1MWrUKLi4uBg6PiLSgXplL21ydjEgaTx+HI8BA3YjODgMADB2bEMsWdIRdnZWEkdGRCR/epcZXLx4EZUrV8aSJUvw9OlTxMTEYMmSJahcuTIuX75cHDESUSHU3QocHbXfPNndSVLR0UmoV28NgoPD4ORkje3b+2D16m5MZImIDETvmdkpU6bgjTfewNq1a2FpmX14ZmYmRo8ejcmTJ+PUqVMGD5KI8lPPxiYl6dZ2i10MpOHu7oDAwNoICXmIoKC+qFrVVeqQiIjMit7J7MWLF3MlsgBgaWmJDz74AI0aNTJocESkXUG9YyMjsy/y0sbenhd/GUtYWBysrJTw9nYCACxe3AFCALa2RarsIiKiQuj9m9XZ2RlhYWGoUaNGru0PHz6Ek5OTwQIjKuleVAebN5ENCGDbLVOwf/8tDBu2D/7+nvjtt6GwtFTCxoZJLBFRcdH7N2xgYCBGjRqFRYsWoXnz5lAoFDh9+jSmTZvG1lxEBqLPql3q2VjOvEorPT0LM2b8hq+/PgcASE7OwLNnKXB3L2CqnIiIDELvZHbRokVQKBQYOnQoMjMzAQBWVlZ4++238eWXXxo8QKKSKO+qXQXhbKxpCA19hv79d+PChccAgClTmuLLL19n2y0iIiPQO5m1trbGsmXLMH/+fNy9exdCCFSpUgX2vLKEqFiwDta07dlzEyNH/oS4uDSULm2LTZt64o03qksdFhFRiaFza67k5GRMmDABZcuWhYeHB0aPHg1vb2/4+/szkSUqRg4OBd+YyEorIyMLH398AnFxaWjWrByuXBnLRJaIyMh0TmbnzJmDTZs2oWvXrujfvz+OHj2Kt99+uzhjIyIyaVZWFggK6osZM1rg99+Hw9e3lNQhERGVODqXGezZswfr169H//79AQCDBw9GQEAAsrKyYGHBujAiQ8jZO5ZM086dfyMqKgnvvNMYAFCnjge++OI1iaMiIiq5dJ6ZffjwIVq2bKm537hxY1haWuLJkyfFEhhRSZNzJS+u2mV6UlIyMG7cAQQG7sLkyYdx5Uq41CERERH0mJnNysqCtbV17oMtLTUdDYjo5WjrYMBVu0zDrVsx6NdvF65di4RCAUyf3gKvvMK/OIiITIHOyawQAsOHD4eNjY1mW2pqKsaNGweHHJda79mzx7AREpVA7B1rOn744RrGjTuApKQMeHg44IcfeqF9+8pSh0VERP+nczI7bNiwfNsGDx5s0GCISiJtdbLqbgUkrfHjf8GqVRcBAG3bVsTWrb01S9QSEZFp0DmZ3bhxY3HGQVQi6bPSFxlfjRpuUCiAOXNa46OPWsHCQufLDIiIyEi4YDiRRIQAoqNZJ2tqnj5NQZkydgCAd99tjNatfVG3rpfEURERUUE4zUAkAfWMbM6uBZGRQGIiEBzMOlkpJCamY9iwfWjSZB3i49MAAAqFgoksEZGJ48wsUTFT18TmlJSUe0Y2IABwd2cSK5W//opEv3678M8/MVAqFThxIhQ9etSQOiwiItIBk1miYqRLTWxkJBNZqQghsG7dZUyceBipqZkoW9YJ27f3QcuWvlKHRkREOmIyS2RAeWdh887A5sUZWekkJKRh7NgD2L79OgCgc+cq2LKlF9zcWLBMRCQnRaqZ/f777xEQEAAfHx88ePAAALB06VL89NNPBg2OSE5yruClvmmric15Y32sdN577wi2b78OCwsFFi58HQcODGQiS0QkQ3ons6tWrcLUqVPRpUsXPH/+HFlZWQCAUqVKYenSpXoHsHLlSvj5+cHW1hYNGzZEcHCwTsedOXMGlpaWqFevnt7nJCoO2lbwUlPPwKr7x6pvTGSl89ln7dC0aTkEB4/AtGkBUCo5GEREcqR3MvvNN99g7dq1mDVrFiwsLDTbGzVqhL/++kuv5woKCsLkyZMxa9YsXLlyBS1btkTnzp0RFhZW6HFxcXEYOnQoXnvtNX3DJzKKvLOwnIGVXnx8Gtauvay57+HhgJCQkWjWrLyEURER0cvSO5kNDQ1F/fr18223sbFBUs4ljHTw9ddfY9SoURg9ejRq1qyJpUuXonz58li1alWhx40dOxYDBw5Es2bN9DofUXEQIrs2VtsKXpyBNQ0XLz5B+/a7MW7cL9i27b8/uhUcGCIi2dP7AjA/Pz9cvXoVvr65r/Y9dOgQatWqpfPzpKen49KlS5g+fXqu7R06dEBIIVfMbNy4EXfv3sUPP/yAzz777IXnSUtLQ1pamuZ+fHw8AEClUkGlUukc78tQqVQQQhjtfGRYhY2fEECrVgqEhCjyHcPhlp4QAt98cwEffPAbMjJUqFjRBZUqleJnUYb4e1TeOH7yZ+wx1Oc8eiez06ZNw4QJE5CamgohBC5cuIDt27dj/vz5WLdunc7PExMTg6ysLHjmvEIGgKenJyIiIrQec+fOHUyfPh3BwcGwtNQt9Pnz52PevHn5tkdHRyM1NVXneF+GSqVCXFwchBBQKrlOhdwUNH5CALGxSoSEeOTa/9VX05GY+BR6flFBBvb8eRqmTDmJw4fvAwDaty+LZcteQ+nSVoiKipI2ONIbf4/KG8dP/ow9hgkJCTrvq3cyO2LECGRmZuKDDz5AcnIyBg4ciLJly2LZsmXo37+/vk+X72s+IYTWr/6ysrIwcOBAzJs3D9WqVdP5+WfMmIGpU6dq7sfHx6N8+fJwd3eHs7Oz3vEWhUqlgkKhgLu7Oz/EMqRt/LTNyIaHq+DgANjbW0Kh8Cjo6cgIzp9/jAED9uLBgzhYW1tg4cLX8OabvvDw8OBnUKb4e1TeOH7yZ+wxtLW11XnfIvWZHTNmDMaMGYOYmBioVCp4eOj/D7ebmxssLCzyzcJGRUXlm60FsjP0ixcv4sqVK3jnnXcA/DflbWlpiSNHjqBdu3b5jrOxsYGNjU2+7Uql0qgfKIVCYfRzkuHkHT9tK3h5eipZG2sinj1LxYMHcahcuTR27nwT9ep5Iioqip9BmePvUXnj+MmfMcdQn3O81KIJbm5uRT7W2toaDRs2xNGjR9GrVy/N9qNHj6JHjx759nd2ds7XLWHlypU4fvw4du3aBT8/vyLHQvQyuIKXacj5rU6XLlWxbVtvdO1aDc7ONqzTIyIyY0W6AKywK4Dv3bun83NNnToVQ4YMQaNGjdCsWTN89913CAsLw7hx4wBklwg8fvwYW7ZsgVKpRJ06dXId7+HhAVtb23zbiYyJ3Qqkd/p0GMaP/wX79w+Ar28pAMCAAa9IGxQRERmF3sns5MmTc93PyMjAlStXcPjwYUybNk2v5woMDERsbCw++eQThIeHo06dOjh48KCmU0J4ePgLe84SUcmlUgksWHAaH398AllZAh99dALff9/rxQcSEZHZUAghhCGe6Ntvv8XFixexceNGQzxdsYmPj4eLiwvi4uKMegFYVFQULz6RKW3jl5SUvVwtkL0ogoODhAGWUFFRSRgyZC+OHLkLABg82B+rVnWFo6N1vn35GZQ/jqG8cfzkz9hjqE++ZrBoOnfujN27dxvq6YiICnTy5H3Uq7caR47chZ2dJTZseANbtvTUmsgSEZF5e6kLwHLatWsXypQpY6inIzJJQgDJyWAPWQkdOnQH3bpth0olUKuWO3bu7IvatdkKjYiopNI7ma1fv36uC8CEEIiIiEB0dDRWrlxp0OCITIkQQMuWuVtykfG1besHf39P1K/vhW++6QwHB87GEhGVZHonsz179sx1X6lUwt3dHW3atEGNGjUMFReRyUlOzp/IBgQA9vbSxFOSnD//CI0a+cDCQglbW0ucOjUcTk75+0cTEVHJo1cym5mZiYoVK6Jjx47w8vIqrpiITF5kJP6/2hfbchWnzEwV5s07ic8/D8bs2a0xd24bAGAiS0REGnols5aWlnj77bdx8+bN4oqHSBYcHNjBoLg9fhyPgQP34NSpBwCAyMjEApe7JiKikkvvbgZNmjTBlStXiiMWIiIAwOHD/6JevTU4deoBHB2tsX17H6xa1Y2JLBER5aN3zez48ePx3nvv4dGjR2jYsCEc8kxP+fv7Gyw4IipZMjKyMHv2CXz55RkAQP36XggK6ouqVV0ljoyIiEyVzsnsyJEjsXTpUgQGBgIAJk6cqHlMoVBovv7LysoyfJREVCLcu/cMS5eeBwBMmPAqFi3qAFtbg3UQJCIiM6TzvxKbN2/Gl19+idDQ0OKMh8jkZPeW5dfbxlC9uhvWrOkGe3sr9O1bS+pwiIhIBnROZtWr3vr6+hZbMESmRgigVSsFQkI8pQ7FLKWnZ+Gjj46jV68aaNasPABg6NC6EkdFRERyotcFYLz4gkqa7N6yuX/u2VvWMO7ff45WrTbiq69CMGDAbqSmZkodEhERyZBexWjVqlV7YUL79OnTlwqIyFSFh6vg5KRkb1kD2Lv3JkaO/BnPn6eiVClbLFvWibWxRERUJHr96zFv3jy4uLgUVyxEJo29ZV9eWlompk07im++uQAAaNq0HHbs6ANf31LSBkZERLKlVzLbv39/eHh4FFcsRGTGnj1LQfv23+PSpXAAwLRpzfH55+1gZWUhcWRERCRnOiezrJclopdRqpQtypVzxv37z7F5c0907VpN6pCIiMgM6N3NgIhIV6mpmcjMVMHR0RoKhQIbNvRAcnIGypVzljo0IiIyEzp3M1CpVCwxoBJFCCApSeoo5Ov27Vg0bboOb721X/PHcJkydkxkiYjIoPRqzUVUUggBtGgBeLK9bJFs2/YXGjb8Dn/+GYnffruHx48TpA6JiIjMFJNZohzUs7HR0UBIyH/bX301nb1ldZCcnIExY37GoEF7kJiYjjZtKuLq1XGcjSUiomLDxo5E/6eejc2ZxALZ/WWFeAqFgmU2hbl5Mxr9+u3C9etRUCiA2bNb4+OPW8HCgn8zExFR8WEyS/R/2at95d4WEAC4u2fP1FLBMjNV6N59O+7efQYvL0ds3dob7dr5SR0WERGVAExmibSIjMxeIMHePnvGlgpnaanEd991x8KFZ7B5c094ejpKHRIREZUQTGaJtMi52heTWe3++isSDx7EoVu37H6x7dr5oW3biuxJTURERsViNiLSixAC69ZdRuPG6zBgwG7cuROreYyJLBERGRtnZslsCZFdB6sr9pR9sYSENIwb9wu2bfsLANCpUxWUKmUrcVRERFSSMZkls1RQZwIquqtXI9Cv34+4c+cpLCwU+OKL1/D++82hVHI2loiIpMNklsySts4EugoIAHvK5rF69UVMnnwYaWlZKF/eGTt29EXz5uWlDouIiIjJLJk/dWcCXdnbAyz9zO3u3adIS8tC9+7VsHFjD7i6MtsnIiLTwGSWzIq6TjZn/WvOzgSkO5VKaEoIvvjiNdSt64VBg17hRV5ERGRS2M2AzIa6TtbREfD0lDoa+RJCYNmyc2jXbjMyMrIAAFZWFhg82J+JLBERmRzOzJIsaetUkJSkfQUv1r/q7tmzFIwc+TP27fsHALB9+3UMHVpX4qiIiIgKxmSWZEeXTgU5V/DiZKJuzp9/hMDAXXjwIA7W1hZYvLgDhgzxlzosIiKiQjGZJdl5UaeCgADA3Z1JrK5UKoElS85i+vRjyMxUoXLl0ggK6ouGDX2kDo2IiOiFmMySrGnrVMDZWP188MFRLF58FgDQr19trF3bHc7ONhJHRUREpBteAEaypu5UkPPGRFY/Y8Y0gJubPVav7oodO/owkSUiIlnhzCxRCaNSCYSEPESLFhUAANWru+H+/UlwcLCWODIiIiL9cWaWTJ4Q2Z0Kct6oaKKiktCly1a0br0JJ0/e12xnIktERHLFmVkyabp0LiDd/P77fQwYsBvh4Ymws7NEeHiC1CERERG9NCazZNIK61zAHrK6ycpS4YsvgjF37u9QqQRq1nTDzp1vok4dD6lDIyIiemlMZkk28nYuYNeCF4uISMTgwXtw7FgoAGD48HpYsaIzywqIiMhsMJkl2VB3KyDdHTp0B8eOhcLe3gqrVnXlal5ERGR2mMwSmbHhw+vh3r1nGDjwFdSs6S51OERERAbHbgZEZuTJkwQMHrwHz56lAAAUCgU+/bQdE1kiIjJbnJklMhOHD/+LIUP2IiYmGQDwww+9JY6IiIio+HFmlkxSzt6yVLjMTBVmzPgNnTtvRUxMMurV88KcOa2lDouIiMgoODNLJoe9ZXX38GEcBgzYjTNnHgIAxo9vhMWLO8LWlh9tIiIqGfgvHpkUIYDo6PyJLHvK5nfu3CN07boNT5+mwNnZBuvXv4G+fWtJHRYREZFRMZklk6FtRlbdW5Y9ZfOrVs0VDg5WqFSpNIKC+qJSpdJSh0RERGR0TGbJZORd7SsgAHB3ZxKbU1RUEtzd7aFQKFCmjB2OHRuKChVcYGPDjzIREZVMvACMTFJkJBAczEQ2p717b6J69RXYsOGKZlvVqq5MZImIqERjMksmycGBiaxaWlomJk48hN69d+L581Rs3foXhBBSh0VERGQSOKVDZMLu3n2KwMBduHQpHADw/vvN8MUXr0HBTJ+IiAgAk1kyAUJk18uyp2xuP/74N0aP3o/4+DSUKWOHLVt6omvXalKHRUREZFKYzJKk2FNWu9u3Y9G//26oVAIBAeWxfXsflC/vInVYREREJofJLEki52wse8rmV62aK2bPboW0tCx88klbWFqyvJ2IiEgbJrNkdAXNxpb0nrLbt/+FRo18ULWqKwBgzpw20gZEREQkA5zuIaPL208W+K+nbEnsYpCcnIHRo3/GwIF7EBi4C6mpmVKHREREJBucmSVJlfTZ2Js3o9Gv3y5cvx4FhQLo3r0arKz4NyYREZGumMySpBwcsm8l0ebNVzF+/EEkJ2fA09MBW7f2xmuvVZI6LCIiIllhMktkZMnJGXj77V+wZcufAIDXXvPDDz/0hpeXo8SRERERyQ+/zySjEoL9ZC0tlfjnnxgolQp8+mlb/PrrYCayRERERcSZWTKaktxTVggBIQClUgFrawsEBfXFgwfP0bp1RalDIyIikjUms1TsCuopW1L6ySYkpGHcuF9QrpwTFixoDwCoWLEUKlYsJW1gREREZoDJLBWrwnrKurubfweDq1cj0K/fj7hz5yksLZV4++1XmcQSEREZEGtmqVioa2OjowvuKWvOiawQAqtW/YGmTdfhzp2nKFfOGSdPDmMiS0REZGCcmSWDK+krfMXFpWLMmP348ccbAIBu3aph06YecHUtATUVRERERsZklgyusBW+zDmJBQCVSqB16034889IWFoqsWDB65gypSkU5v7CiYiIJMIyAypWkZFAYiIQHGz+iSyQ3a1g2rTm8PV1wenTIzB1ajMmskRERMWIM7NUrErCCl/PnqXgwYM41KvnBQAYNMgfvXrVhL29lcSRERERmT/OzBK9hPPnH6F+/TXo0mUroqP/Ww2CiSwREZFxMJklgyopK3wJIbB4cQhatNiIBw/iYGdnhaioEvDCiYiITAzLDMhgSsoKX7GxyRg+/CccOHAbAPDmm7Wwdm13uLjYShwZERFRySP5zOzKlSvh5+cHW1tbNGzYEMHBwQXuu2fPHrRv3x7u7u5wdnZGs2bN8OuvvxoxWlJTz8DmvOXtKWuOK3ydOROGevXW4MCB27CxscDKlV0QFNSXiSwREZFEJE1mg4KCMHnyZMyaNQtXrlxBy5Yt0blzZ4SFhWnd/9SpU2jfvj0OHjyIS5cuoW3btujevTuuXLli5MhLNvUMrKNj7pun53/7REaaZweDVasu4tGjeFStWgbnzo3G22+/ym4FREREElIIIYRUJ2/SpAkaNGiAVatWabbVrFkTPXv2xPz583V6jtq1ayMwMBCzZ8/Waf/4+Hi4uLggLi4Ozs7ORYpbXyqVClFRUfDw8IBSKflk+EsRInsGNmfimldAgHklsjnHLzExA/PmncTcuW3g5GQjdWikI3P6DJZUHEN54/jJn7HHUJ98TbKa2fT0dFy6dAnTp0/Ptb1Dhw4I0bHoUqVSISEhAWXKlClwn7S0NKSlpWnux8fHa45VqVRFiFx/KpUKQgijna+4CAG0aqVASMh/WWp4uCpf6y17++x9pfszyXB+//0BgoKuY/bshlCpVHB0tMJXX7UHANmPZ0liLp/BkoxjKG8cP/kz9hjqcx7JktmYmBhkZWXBM88Un6enJyIiInR6jsWLFyMpKQn9+vUrcJ/58+dj3rx5+bZHR0cjNTVVv6CLSKVSIS4uDkIIWf9FmpysQEjIf+P16qvpEOJpvu4F5tDNICtLhWXLrmDx4ktQqQQqVLDA8OH1ZD1+JZm5fAZLMo6hvHH85M/YY5iQkKDzvpJ3M8hbbyiE0KkGcfv27Zg7dy5++ukneHh4FLjfjBkzMHXqVM39+Ph4lC9fXnMRmTGoVCooFAq4u7vL+kOcM0kND1fB3d0SCkXB771cRUQkYtiwfTh2LBQAMGSIPwID6/DrMRkzl89gScYxlDeOn/wZewxtbXW/sFqyZNbNzQ0WFhb5ZmGjoqLyzdbmFRQUhFGjRuHHH3/E66+/Xui+NjY2sLHJX9uoVCqN+oFSKBRGP6ehCAEkJwMpKf9tc3JSwsJCupiKy7Fj9zBo0B5ERibB3t4KK1d2wZAh/oiKipLt+FE2OX8GKRvHUN44fvJnzDHU5xyS/URZW1ujYcOGOHr0aK7tR48eRfPmzQs8bvv27Rg+fDi2bduGrl27FneYJV7OzgUv+BtD9pYtO4f27b9HZGQS6tTxwMWLYzBsWD2pwyIiIqJCSFpmMHXqVAwZMgSNGjVCs2bN8N133yEsLAzjxo0DkF0i8PjxY2zZsgVAdiI7dOhQLFu2DE2bNtXM6trZ2cHFxUWy12HOkpPzL4Jgjv1jAeDVV8tCqVRgxIh6WLasM5ekJSIikgFJk9nAwEDExsbik08+QXh4OOrUqYODBw/C19cXABAeHp6r5+yaNWuQmZmJCRMmYMKECZrtw4YNw6ZNm4wdfokTGQk4OGQnsubSdisyMhGeno4AgObNy+P69fGoUcNN4qiIiIhIV5JfADZ+/HiMHz9e62N5E9STJ08Wf0AE4L862ZwXfTk4IF8bLrnKzFTh44+P45tvLuD8+dGoXTv7QjYmskRERPLCKmzKx9zrZB8+jEObNpvw5ZdnkJSUgf37b0sdEhERERWR5DOzZHrMuU72l19uY+jQfXj6NAXOzjZYu7Y7+vWrLXVYREREVERMZqlQ5lInm5GRhRkzjmHx4rMAgIYNvREU1BeVKxe8ehwRERGZPpYZUKHUdbJyTmQBYP36K5pEduLExjhzZiQTWSIiIjPAmVkqEUaPboBff72LoUP90atXTanDISIiIgPhzCyZpfT0LHz11RmkpWUCACwtldi7N5CJLBERkZnhzCyZnXv3niEwcBcuXnyCsLA4fPNNF6lDIiIiomLCZJY0PWXVcvaWlZtdu25g1KifER+fhjJl7NCxYxWpQyIiIqJixGS2hFP3lM3biktuUlMzMXXqr1i16iIAICCgPLZv74Py5bnMMRERkTljMltC5Vzhq6BEVi69Ze/efYq+fX/E1asRAIDp0wPwySdtYWVlIXFkREREVNyYzJZABc3GqnvKqsmlt6xSqUBo6DO4udnj++97oVMnlhYQERGVFExmS6CCVvhyd5dH8goAWVkqWFhkN+Pw8yuNvXsDUa2aK8qWdZY4MiIiIjImtuYq4SIjgcREIDhYPonszZvRaNDgOxw+/K9mW9u2fkxkiYiISiAmsyWc3Fb42rLlTzRqtBbXrkVi2rSjUKmE1CERERGRhFhmQLKQlJSOd945hE2brgIA2rXzw9atvaFUyiQLJyIiomLBZJZM3vXrUejX70fcvBkDpVKBuXNbY+bMlpqaWSIiIiq5mMySSbt37xkaN16LlJRMeHs7Ytu2PmjTpqLUYREREZGJYDJLJq1SpdLo378OnjxJwJYtveDh4fDig4iIiKjEYDJLJufPPyPg4+MEd/fsxHXVqq6wsrJgfSwRERHlw6JDMhlCCKxefRFNmqzD0KH7NJ0KbGwsmcgSERGRVpyZJZMQF5eKt946gJ07/wYAWFgokJycAUdHa4kjIyIiIlPGZLYEESJ79a+kJKkjye3SpScIDNyFu3efwdJSifnzX8PUqc04G0tEREQvxGS2hBACaNEi/zK2UhJCYMWKC3j//aNIT8+Cr68Lduzoi6ZNy0kdGhEREckEk9kSIjk5fyIbEADY20sTDwAkJWVg2bLzSE/PQo8e1bFxYw+ULm0nXUBEREQkO0xmS6DIyOwlbO3tpV3G1tHRGkFBfXH6dBgmTmwChVzW1CUiIiKTwWS2BBAid52sg0P2zfhxCCxdeg52dlYYN64RAKBhQx80bOhj/GCIiIjILDCZNXOmUiv79GkKhg/fh/37b8Pa2gLt21dC5cplpA2KiIiIZI/JrJnK2bkgZyIrRZ1sSMhD9O+/Cw8fxsPGxgJLlnREpUqljRsEERERmSUms2aooNnYyEjA3d14dbIqlcBXX53BrFnHkZUlULVqGezc+Sbq1fMyTgBERERk9pjMmgH1LKxa3tlYIHtG1tiJbM+eO7B//20AwIABdbBmTTc4OdkYJwAiIiIqEbicrcypZ2EdHf+7eXr+93hkJJCYCAQHG7dzgVKpQLNm5WBra4m1a7tj69beTGSJiIjI4DgzK3Pa+seqGXs2NitLhZiYZHh6OgIAPvywBd58szaqVOGFXkRERFQ8mMyaEXX/WDVj9pGNjEzE4MF7ER6egAsXxsDe3gpKpYKJLBERERUrJrNmRKr+scePh2LgwN2IjEyCvb0VLl8OR4sWFYwfCBEREZU4rJmlIsvKUmHOnBN4/fUtiIxMQu3a7vjjjzFMZImIiMhoODMrI3m7FgC5V/YypidPEjBo0B6cPHkfADBqVH0sX94Z9vZW0gREREREJRKTWZkwlZW81N599xBOnrwPBwcrrFnTDYMG+UsdEhEREZVATGZlQAggOrrwRNbYK3stX94JcXGp+PbbLqhe3c14JyYiIiLKgcmsidM2I5u3awFQ/J0LHj2Kx08//YMJExoDAMqWdcZvvw0tvhMSERER6YDJrInL20fW2L1jAeDgwTsYOnQvYmNTULasM3r2rGG8kxMREREVgsmsjERGGjeRzcjIwqxZx/HVV9nZdIMG3njlFQ/jnJyIiIhIB0xmZcTBwXiJ7IMHz9G//26cO/cIAPDuu43x1VftYWPDHxkiIiIyHcxMKJ8DB25jyJC9eP48FS4uNtiwoQd6964pdVhERERE+TCZpXzS0jLx/HkqGjcuix07+sDPr7TUIRERERFpxWSWAACZmSpYWmYvCNenTy3s3t0P3bpVg7W1hcSRERFJQ6VSIT09XeowzIJKpUJGRgZSU1OhVHLxUTkqjjG0trY2yHMxmTVR6tW+jLHC165dNzBz5jGcPDkcPj5OAMCyAiIq0dLT0xEaGgqVSiV1KGZBCAGVSoWEhAQojNmOhwymOMZQqVTCz88P1tbWL/U8TGZNkLFW+0pNzcR77/2KlSsvAgC++uoMlizpVLwnJSIycUIIhIeHw8LCAuXLl+dMogEIIZCZmQlLS0smszJl6DFUqVR48uQJwsPDUaFChZd6TiazJiTnbGzeRNbQK3zduROLwMBduHIlAgDw4YcB+PTTtoY7ARGRTGVmZiI5ORk+Pj6wN+bSimaMyaz8FccYuru748mTJ8jMzISVlVWRn4fJrIkoaDZWvdqXIVf42rHjOsaM2Y/ExHS4udljy5ae6Ny5qmGenIhI5rKysgDgpb/6JKLCqT9jWVlZTGbNQd6VvoDiWe1ry5Y/MWzYPgBAy5YVsH17H5Qt62y4ExARmQnOIBIVL4PV3hrkWcigIiOBxEQgONjwiyT06VMTtWu746OPWuL48WFMZImIiEjWmMxKRIjs2ticNzUHB8Ou9nX06F2oVOL/z22NixffwqefttO04iIiIirJYmNj4eHhgfv370sditn466+/UK5cOSQZoS0TsxkJqOtjHR3/u3l6Gv48SUnpGDHiJ3To8AMWL/6vhsHWltUlRETmZvjw4VAoFFAoFLC0tESFChXw9ttv49mzZ/n2DQkJQZcuXVC6dGnY2trilVdeweLFizX1wjmdOHECXbp0gaurK+zt7VGrVi289957ePz4sTFellHMnz8f3bt3R8WKFfM91qFDB1hYWODcuXP5HmvTpg0mT56cb/u+ffvyfYWenp6OhQsXom7durC3t4ebmxsCAgKwceNGZGRkGOql5BMWFobu3bvDwcEBbm5umDhxok79k8+ePYt27drBwcEBpUqVQtu2bZGSkqJ5vGLFipqfN/Vt+vTpmsdfeeUVNG7cGEuWLCmW15UTk1kJaKuPVTNU14K//45C48brsGnTVSiVCmRksFciEZG569SpE8LDw3H//n2sW7cO+/fvx/jx43Pts3fvXrRu3RrlypXDiRMn8M8//2DSpEn4/PPP0b9/fwghNPuuWbMGr7/+Ory8vLB7927cuHEDq1evRlxcHBYvXmy011Wci1ekpKRg/fr1GD16dL7HwsLCcPbsWbzzzjtYv359kc+Rnp6Ojh074ssvv8Rbb72FkJAQXLhwARMmTMA333yDv//++2VeQoGysrLQtWtXJCUl4fTp09ixYwd2796N9957r9Djzp49i06dOqFDhw64cOEC/vjjD0yYMCFfm7pPPvkE4eHhmttHH32U6/ERI0Zg1apVWv9IMihRwsTFxQkAIi4uzmjnzMrKEuHh4SIrK0sIIURiohDZ87NCREZm31ffVKqXO5dKpRLr118WdnafCWCu8PJaJE6cCH35F1GC5R0/kh+OofwZcwxTUlLEjRs3REpKihAi+/dyzt/Txrzp82/CsGHDRI8ePXJtmzp1qihTpozmfmJionB1dRW9e/fOd/zPP/8sAIgdO3YIIYR4+PChsLa2FpMnT9Z6vmfPnhUYy7Nnz8SYMWOEh4eHsLGxEbVr1xZ79+4VKpVKzJkzR9StWzfX/kuWLBG+vr75XssXX3whvL29ha+vr5g+fbpo0qRJvnO98sorYvbs2Zr7GzZsEDVq1BA2NjaievXq4ttvvy0wTiGE2L17t3Bzc9P62Ny5c0X//v3FzZs3hZOTk0hMTMz1eOvWrcWkSZPyHbd3716RM8VasGCBUCqV4vLly/n2TU9Pz/e8hnLw4EGhVCrF48ePNdu2b98ubGxsCs2DmjRpIj766KNc21QqlUhPTxeq//9Q+vr6iiVLlhR6/rS0NGFjYyOOHTum9fG8n7Wc9MnXODMrMXV9rCHqZBMT0zFkyF6MGvUzUlIy0aFDZfz55zi0aVPRYPESEZU0ycm5y8KMeUtOLnrc9+7dw+HDh3O1PDpy5AhiY2Px/vvv59u/e/fuqFatGrZv3w4A+PHHH5Geno4PPvhA6/OXKlVK63aVSoXOnTsjJCQEP/zwA27cuIH58+fDwkK/5dGPHTuGmzdv4ujRozhw4AAGDRqE8+fP4+7du5p9/v77b/z1118YNGgQAGDt2rWYNWsWPv/8c9y8eRNffPEFPv74Y2zevLnA85w6dQqNGjXKt10IgY0bN2Lw4MGoUaMGqlWrhp07d+r1GtS2bt2K119/HfXr18/3mJWVFRwcHLQeFxYWBkdHx0Jv48aNK/C8Z8+eRZ06deDj46PZ1rFjR6SlpeHSpUtaj4mKisL58+fh4eGB5s2bw9PTE61bt8bp06fz7btgwQK4urqiXr16+Pzzz/PNoFtbW6Nu3boIDg4uMEZDYPGkGbl9OxY7d/4NCwsFPv20LT78sAWUSraWISIqKQ4cOABHR0dkZWUhNTUVAPD1119rHr99+zYAoGZN7UuW16hRQ7PPnTt34OzsDG9vb71i+O2333DhwgXcvHkT1apVAwD4+fkhMzNTr+dxcHDAunXrcvX79ff3x7Zt2/Dxxx8DyE4SX331Vc15Pv30UyxevBi9e/fWnPfGjRtYs2YNhg0bpvU89+/fz5Xs5XwdycnJ6NixIwBg8ODBWL9+PUaMGKHX6wCy38s2bdrofZyPjw+uXr1a6D7OzgV3JYqIiIBnnotySpcuDWtra0RERGg95t69ewCAuXPnYtGiRahXrx62bNmC119/HVeuXNH87EyaNAkNGjRA6dKlceHCBcyYMQOhoaFYt25drucrW7ZssV9Yx2TWjDRo4I01a7qhalVXtGhRQepwiIjMgr19drtEqc6tj7Zt22LVqlVITk7GunXrcPv2bbz77rv59hM56mLzbldfuJTz//Vx9epVlCtXTpNgFtUrr7ySb+GKQYMGYcOGDfj4448hhMD27ds1F2BFR0fj4cOHGDVqFMaMGaM5JjMzEy4uLgWeJyUlBba2tvm2r1+/HoGBgbC0zE6VBgwYgGnTpuHWrVuoXr26Xq+lqO+lpaUlqlSpovdxOWk7b2HxqFTZ19iMHTtWk7jXr18fx44dw6ZNm7BgwQIAwJQpUzTH+Pv7o3Tp0ujbt69mtlbNzs4OyS/zFYMOWGYgY/HxaRg6dC+uXAnXbBsxoj4TWSIiA1Io8peEGeumb/7j4OCAKlWqwN/fH8uXL0daWhrmzZuneVydYN68eVPr8f/88w+qVq2q2TcuLg7h4eFa9y2InZ1doY8rlcp8ybS2q/m1ffU+cOBA3L59G5cvX0ZISAgePnyI/v37A/gvCVu7di2uXr2quV2/fl1rJwI1Nze3fB0fnj59in379mHlypWwtLSEpaUlypYti8zMTGzYsEGzn7OzM+Li4vI95/Pnz3PNmFarVq3A97wwL1tm4OXllW8G9tmzZ8jIyMg3Y6umnomvVatWru01a9bEw4cPCzxX06ZNAQD//vtvru1Pnz6Fu7t7wS/SAJjMGlHO3rIv6/LlcDRosAbff38NgwbtQVYWuxUQEVFuc+bMwaJFi/DkyRMA2W2mypQpo7UTwc8//4w7d+5gwIABAIC+ffvC2toaCxcu1Prcz58/17rd398fjx490pQr5OXu7o6IiIhcCe2LvkpXK1euHFq1aoWtW7dq6lDVSZmnpyfKli2Le/fuoUqVKrlufn5+BT5n/fr1cePGjVzbtm7dinLlyuHPP//MlRgvXboUmzdv1pRM1KhRAxcvXsz3nH/88Ueu2duBAwfit99+w5UrV/Ltm5mZWWAvVnWZQWG3Tz75pMDX1qxZM1y/fj3XHyRHjhyBjY0NGjZsqPWYihUrwsfHB7du3cq1/fbt26hQoeDJMvVry1uWcv36da21wgb1wkvEzIxU3QyePAkXzZurNF0M1Dd9L2BUqVTim2/OC2vrTwUwV1SosESEhIQVT+AkhOCV8OaAYyh/UnYzkAtt3QyEEKJhw4ZiwoQJmvs//vijsLCwEGPGjBF//vmnCA0NFevWrROlS5cWffv21VytLoQQ3377rVAoFGLkyJHi5MmT4v79++L06dPirbfeElOnTi0wljZt2og6deqII0eOiHv37olffvlF7N+/X6hUKnHjxg2hUCjEl19+Kf7991+xYsUKUbp0aa3dDLT57rvvhI+Pj3BzcxPff/99rsfWrl0r7OzsxNKlS8WtW7fEtWvXxIYNG8TixYsLjPXatWvC0tJSPH36VLOtbt264sMPP8y3b3x8vLCxsRH79u0TQggRGhoq7OzsxPjx48XVq1fFrVu3xIoVK4SNjY3YuXOn5rjU1FTRsmVLUbp0abFixQpx9epVcffuXREUFCQaNGggrly5UmB8LyMzM1PUqVNHvPbaa+Ly5cvit99+E+XKlRPvvPOOZp9Hjx6J6tWri/Pnz2u2LVmyRDg7O4sff/xR3LlzR3z00UfC1tZW3Lx5U6hUKhESEiK+/vprceXKFXHv3j0RFBQkfHx8xBtvvJHr/KGhoUKhUIj79+9rjc9Q3QyYzBpBVlaWuHs3Il8iGxCgX9uVZ89SRO/eQQKYK4C54o03tovY2OTiC5yEEEyEzAHHUP6YzL5YQQng1q1bhbW1tQgL+2/i49SpU6JTp07CxcVFWFtbi1q1aolFixaJzMzMfMcfPXpUdOzYUZQuXVrY2tqKGjVqiPfff188efKkwFhiY2PFiBEjhKurq7C1tRV16tQR+/bt0yTKq1atEuXLlxcODg5i6NCh4vPPP9c5mX327JmwsbER9vb2IiEhQevrrVevnrC2thalS5cWrVq1Env27CkwViGEaNq0qVi9erUQQoiLFy8KAOLChQta9+3evbvo3r275v7FixdFx44dhYeHh3B2dhaNGjUS27dvz3dcamqqmD9/vnjllVeEra2tKFOmjAgICBCbNm0SGRkZhcb3Mh48eCC6du0q7OzsRJkyZcQ777wjUlNTNY+HhoYKAOLEiRO5jps/f74oV66csLe3F82aNROnTp3StOa6dOmSaNKkiXBxcRG2traievXqYs6cOSIpKSnXc3zxxReiY8eOBcZmqGRWIUQBVeBmKj4+Hi4uLoiLiyv0CkBDUqlUuH8/GpUrZ38VEhmZXQtlb697PdSjR/Fo2XIj7t9/DisrJb76qj0mTmxSpIJy0o9KpUJUVBQ8PDzyNYwmeeAYyp8xxzA1NRWhoaHw8/PTemEQ6U8IgczMTFhaWprkv1sHDx7E+++/j+vXr/N3RAH0HcO0tDRUrVoV27dvR0BAgNZ9Cvus6ZOvsZuBBNSF/frw8XFC1aploFAAQUF98eqrZYsnOCIiohKmS5cuuHPnDh4/fozy5ctLHY5ZePDgAWbNmlVgImtITGZN2NOnKbC1tYS9vRWUSgW2besDS0slSpXiTAEREZEhTZo0SeoQzEq1atVeuj2brjiXbqJCQh6iXr3VmDTpkGabm5s9E1kiIiKiHJjMmhiVSmDhwjNo1WojHj6Mx8mTD/D8earUYRERERGZJJYZmJDo6CQMG7YPhw5lNxzu378O1qzpBmdnG4kjIyIiIjJNTGZNRHDwA/TvvxtPniTA1tYSy5Z1wpgxDUzyqk8iIiIiU8Fk1gQkJ2fgzTd/RGRkEqpXd8XOnW/C31/7MnNERERE9B8msybA3t4KGzb0wI4d17FyZVc4OlpLHRIRERGRLDCZNQIhgOTk3OUCJ06EIiUlE126VAUAdOlSVfP/RERERKQbdjMoZkIArVop8MorHv/fosLnn5/Ea69twaBBexAWFidpfERERC+rYsWKWLp0qdRhUAkleTK7cuVKzTJmDRs2RHBwcKH7//7772jYsCFsbW1RqVIlrF692kiRFk1yMhASop6VTYCLy/eYP/93CAH07l0Dbm72ksZHRETmYfjw4VAoFFAoFLC0tESFChXw9ttv49mzZ1KHRlSsJE1mg4KCMHnyZMyaNQtXrlxBy5Yt0blzZ4SFhWndPzQ0FF26dEHLli1x5coVzJw5ExMnTsTu3buNHHlR3IWr62rExd2Hg4MVvv++F9av7wF7eyupAyMiIjPRqVMnhIeH4/79+1i3bh3279+P8ePHSx0WUbGSNJn9+uuvMWrUKIwePRo1a9bE0qVLUb58eaxatUrr/qtXr0aFChWwdOlS1KxZE6NHj8bIkSOxaNEiI0euOyEEgGMAfkBsbDL8/T1x6dJbGDzYX+rQiIhID0lJ6QXeUlMzdd43JSVDp32LwsbGBl5eXihXrhw6dOiAwMBAHDlyBACQlZWFUaNGwc/PD3Z2dqhevTqWLVuW6/jhw4ejZ8+eWLRoEby9veHq6ooJEyYgI+O/mKOiotC9e3fY2dnBz88PW7duzRdHWFgYevToAUdHRzg7OyMwMBCRkZGax+fOnYt69ephw4YNqFChAhwdHfH2228jKysLCxcuhJeXFzw8PPD5558X6X2gkkWyC8DS09Nx6dIlTJ8+Pdf2Dh06ICQkROsxZ8+eRYcOHXJt69ixI9avX4+MjAxYWeWf5UxLS0NaWprmfnx8PABApVJBpVK97Mt4ISEAIHsFrxEj6uObbzrCzs7KKOcmw1CpVBBCcMxkjGMof8YcQ/W51Dc1R8f5BR7TpUsVHDgwUHPfw2MRkpMztO7burUvTpwYprlfseIyxMQka4ljdlHC18R87949HD58GFZWVhBCICsrC2XLlkVQUBDc3NwQEhKCsWPHwsvLC/369dMcf+LECXh5eeH48eP4999/0b9/f9StWxdjxowBkJ3wPnz4EMeOHYO1tTUmTZqEqKioXO9Zz5494eDggJMnTyIzMxMTJkzAoEGDcPLkSc0+d+/exaFDh3Do0CHcvXsXb775JkJDQ1G1alWcPHkSISEhGDVqFNq1a4emTZsW6b0gw1L/bOX8XLzs86k/13k/2/p81iVLZmNiYpCVlQVPz9z9VD09PREREaH1mIiICK37Z2ZmIiYmBt7e3vmOmT9/PubNm5dve3R0NFJTi3+Z2OwuBh0BVMXMmU5ISHiGhIRiPy0ZkEqlQlxcHIQQUColLzOnIuAYyp8xxzAjIwMqlQqZmZnIzMx88QHI/ke56PtqTwx0fT41lUqFAwcOwMnJCVlZWZp/47766itkZmZCoVDg448/1uwfGBiIM2fOICgoCL1799Y8R+nSpbF06VJYWFigSpUq6Ny5M3777TeMGDECt2/fxqFDh3D69Gm8+uqrALK/NfX399e8Z7/99huuXbuG27dvo3z58gCADRs2oF69ejh79ixeffVVTfKyZs0aODk5oVq1amjTpg1u3bqFn376CUqlEpUrV8aCBQtw/PhxNGrUSK/3ggxP/QcRAIMt6JSZmQmVSoXY2Nh8E5IJeiRLkrfmyvuGCCEKfZO07a9tu9qMGTMwdepUzf34+HiUL18e7u7ucHZ2LmrYOhMCeP5chZgYZ1So4AYLC/5DKjcqlQoKhQLu7u5MhGSKYyh/xhzD1NRUJCQkwNLSEpaW//0zmZAwvcBjLCyUufaNjHyvwH2VSkWufUNDJ2ndL+c+ulAqlWjbti1WrlyJ5ORkrFu3Dnfu3MGkSZM0z7V69WqsX78eDx48QEpKCtLT01GvXj3N40qlErVr14aNzX/LqPv4+OD69euwtLTEnTt3YGlpiSZNmsDCwgIAUKdOHZQqVQpKZfZ7oE5i/fz8NM/h7++PUqVK4c6dO2jWrBmUSiUqVqyI0qVLa/bx8vKCpaUlrK2tc22LiYnR+72g4qPtW/CisrS0hFKphKurK2xtbXM9lvd+oc9jsIj05ObmBgsLi3yzsFFRUflmX9W8vLy07m9paQlXV1etx9jY2OT6UKoplUqj/aPm5ASkpGT/suM/pPKkUCiM+jNDhscxlD9jjaFSqdR0Bcg5UeLomP/fkoIU174v4uDggKpVs3uWf/PNN2jbti0++eQTfPrpp9i5cyemTp2KxYsXo1mzZnBycsJXX32F8+fP53qdVlZWue4rlUrNHxM5t+WdRMr5fuV979RfJ+d8X/Oep6BtL5rkIuPIOQ6GGg/1z4K2z7U+n3PJfqtbW1ujYcOGOHr0aK7tR48eRfPmzbUe06xZs3z7HzlyBI0aNTLoXwpERETmYM6cOVi0aBGePHmC4OBgNG/eHOPHj0f9+vVRpUoV3L17V6/nq1mzJjIzM3Hx4kXNtlu3buH58+ea+7Vq1UJYWBgePnyo2Xbjxg3ExcWhZs2aL/2aiPKSdIpi6tSpWLduHTZs2ICbN29iypQpCAsLw7hx4wBklwgMHTpUs/+4cePw4MEDTJ06FTdv3sSGDRuwfv16vP/++1K9BCIiIpPVpk0b1K5dG1988QWqVKmCixcv4tdff8Xt27fx8ccf448//tDr+apXr45OnTphzJgxOH/+PC5duoTRo0fDzs5Os8/rr78Of39/DBo0CJcvX8aFCxcwbNgwtGrVirWvVCwkTWYDAwOxdOlSfPLJJ6hXrx5OnTqFgwcPwtfXFwAQHh6eq+esn58fDh48iJMnT6JevXr49NNPsXz5cvTp00eql0BERGTSpk6dirVr16Jnz57o3bs3AgMD0aRJE8TGxhapB+3GjRtRvnx5tG7dGr1798Zbb70FDw8PzeMKhQL79u1D6dKl0apVK7z++uuoVKmS1hZeRIagEIbqryAT8fHxcHFxQVxcnFEuAAOyL1yIioqCh4cH6/VkiOMnfxxD+TPmGKampiI0NFSzOiW9PHUHB0tLS9a/ylRxjGFhnzV98jX+ViciIiIi2WIyS0RERESyxWSWiIiIiGSLySwRERERyRaTWSIiIi1K2PXRREZnqM8Yk1kiIqIc1Mu0pqenSxwJkXlTf8bUn7mi4mLHREREOVhaWsLe3h7R0dGwsrJiOzcDYGsu+TP0GKpUKkRHR8Pe3h6Wli+XjjKZJSIiykGhUMDb2xuhoaF48OCB1OGYBSEEVCoVlEolk1mZKo4xVCqVqFChwks/H5NZIiKiPKytrVG1alWWGhiISqVCbGwsXF1dOdMtU8UxhtbW1gZ5LiazREREWiiVSq4AZiAqlQpWVlawtbVlMitTpjyGphUNEREREZEemMwSERERkWwxmSUiIiIi2SpxNbPqBr3x8fFGO6dKpUJCQoJJ1pnQi3H85I9jKH8cQ3nj+MmfscdQnafpsrBCiUtmExISAADly5eXOBIiIiIiKkxCQgJcXFwK3UchSth6fSqVCk+ePIGTk5PRet3Fx8ejfPnyePjwIZydnY1yTjIcjp/8cQzlj2Mobxw/+TP2GAohkJCQAB8fnxfOBJe4mVmlUoly5cpJcm5nZ2d+iGWM4yd/HEP54xjKG8dP/ow5hi+akVVj4QoRERERyRaTWSIiIiKSLSazRmBjY4M5c+bAxsZG6lCoCDh+8scxlD+Oobxx/OTPlMewxF0ARkRERETmgzOzRERERCRbTGaJiIiISLaYzBIRERGRbDGZJSIiIiLZYjJrACtXroSfnx9sbW3RsGFDBAcHF7r/77//joYNG8LW1haVKlXC6tWrjRQpFUSfMdyzZw/at28Pd3d3ODs7o1mzZvj111+NGC1po+/nUO3MmTOwtLREvXr1ijdAeiF9xzAtLQ2zZs2Cr68vbGxsULlyZWzYsMFI0VJe+o7f1q1bUbduXdjb28Pb2xsjRoxAbGyskaKlvE6dOoXu3bvDx8cHCoUC+/bte+ExJpPPCHopO3bsEFZWVmLt2rXixo0bYtKkScLBwUE8ePBA6/737t0T9vb2YtKkSeLGjRti7dq1wsrKSuzatcvIkZOavmM4adIksWDBAnHhwgVx+/ZtMWPGDGFlZSUuX75s5MhJTd8xVHv+/LmoVKmS6NChg6hbt65xgiWtijKGb7zxhmjSpIk4evSoCA0NFefPnxdnzpwxYtSkpu/4BQcHC6VSKZYtWybu3bsngoODRe3atUXPnj2NHDmpHTx4UMyaNUvs3r1bABB79+4tdH9TymeYzL6kxo0bi3HjxuXaVqNGDTF9+nSt+3/wwQeiRo0aubaNHTtWNG3atNhipMLpO4ba1KpVS8ybN8/QoZGOijqGgYGB4qOPPhJz5sxhMisxfcfw0KFDwsXFRcTGxhojPHoBfcfvq6++EpUqVcq1bfny5aJcuXLFFiPpTpdk1pTyGZYZvIT09HRcunQJHTp0yLW9Q4cOCAkJ0XrM2bNn8+3fsWNHXLx4ERkZGcUWK2lXlDHMS6VSISEhAWXKlCmOEOkFijqGGzduxN27dzFnzpziDpFeoChj+PPPP6NRo0ZYuHAhypYti2rVquH9999HSkqKMUKmHIoyfs2bN8ejR49w8OBBCCEQGRmJXbt2oWvXrsYImQzAlPIZS6OezczExMQgKysLnp6eubZ7enoiIiJC6zERERFa98/MzERMTAy8vb2LLV7KryhjmNfixYuRlJSEfv36FUeI9AJFGcM7d+5g+vTpCA4OhqUlfw1KrShjeO/ePZw+fRq2trbYu3cvYmJiMH78eDx9+pR1s0ZWlPFr3rw5tm7disDAQKSmpiIzMxNvvPEGvvnmG2OETAZgSvkMZ2YNQKFQ5LovhMi37UX7a9tOxqPvGKpt374dc+fORVBQEDw8PIorPNKBrmOYlZWFgQMHYt68eahWrZqxwiMd6PM5VKlUUCgU2Lp1Kxo3bowuXbrg66+/xqZNmzg7KxF9xu/GjRuYOHEiZs+ejUuXLuHw4cMIDQ3FuHHjjBEqGYip5DOckngJbm5usLCwyPeXZ1RUVL6/VtS8vLy07m9paQlXV9dii5W0K8oYqgUFBWHUqFH48ccf8frrrxdnmFQIfccwISEBFy9exJUrV/DOO+8AyE6MhBCwtLTEkSNH0K5dO6PETtmK8jn09vZG2bJl4eLiotlWs2ZNCCHw6NEjVK1atVhjpv8UZfzmz5+PgIAATJs2DQDg7+8PBwcHtGzZEp999hm/pZQBU8pnODP7EqytrdGwYUMcPXo01/ajR4+iefPmWo9p1qxZvv2PHDmCRo0awcrKqthiJe2KMoZA9ozs8OHDsW3bNtZ4SUzfMXR2dsZff/2Fq1evam7jxo1D9erVcfXqVTRp0sRYodP/FeVzGBAQgCdPniAxMVGz7fbt21AqlShXrlyxxku5FWX8kpOToVTmTkEsLCwA/De7R6bNpPIZo19yZmbU7UjWr18vbty4ISZPniwcHBzE/fv3hRBCTJ8+XQwZMkSzv7qVxZQpU8SNGzfE+vXr2ZpLYvqO4bZt24SlpaX49ttvRXh4uOb2/PlzqV5CiafvGObFbgbS03cMExISRLly5UTfvn3F33//LX7//XdRtWpVMXr0aKleQomm7/ht3LhRWFpaipUrV4q7d++K06dPi0aNGonGjRtL9RJKvISEBHHlyhVx5coVAUB8/fXX4sqVK5r2aqaczzCZNYBvv/1W+Pr6Cmtra9GgQQPx+++/ax4bNmyYaN26da79T548KerXry+sra1FxYoVxapVq4wcMeWlzxi2bt1aAMh3GzZsmPEDJw19P4c5MZk1DfqO4c2bN8Xrr78u7OzsRLly5cTUqVNFcnKykaMmNX3Hb/ny5aJWrVrCzs5OeHt7i0GDBolHjx4ZOWpSO3HiRKH/tplyPqMQgvP5RERERCRPrJklIiIiItliMktEREREssVkloiIiIhki8ksEREREckWk1kiIiIiki0ms0REREQkW0xmiYiIiEi2mMwSERERkWwxmSUiArBp0yaUKlVK6jCKrGLFili6dGmh+8ydOxf16tUzSjxERMbCZJaIzMbw4cOhUCjy3f7991+pQ8OmTZtyxeTt7Y1+/fohNDTUIM//xx9/4K233tLcVygU2Ldv3//aubOQKN8vDuDfGXV0HLVFwiW3VCa9sMgWzaiwDEXRmFAqhxTJ0tQMy6xuGiEMQlwqSLsITVFUygnBQnItNcgFcylESSRSiUgNl1zP/+JPL45baf5//Z3f+cBcPMv7vOf4gBzfeR815sTHx6OiomJN7reU+XmamZnB398fHR0dK15nPf9xwRj753AxyxjTKj4+Pujv79f4bNu27W+HBQAwMTFBf38/+vr6kJ+fj5aWFgQEBGBmZuaP196yZQsMDQ2XnWNkZARTU9M/vtevzM2ztLQUo6Oj8PPzw+Tk5P/83oyxfx8uZhljWkVfXx/m5uYaHx0dHaSmpsLFxQUymQzW1taIiorCyMjIkuu8e/cOnp6eMDY2homJCXbv3o3GxkZhvL6+HocOHYJUKoW1tTViY2MxOjq6bGwikQjm5uawsLCAp6cnVCoV2tvbhSfHGRkZcHBwgEQiwfbt25Gbm6txfWJiImxsbKCvrw9LS0vExsYKY3NfM7CzswMAKBQKiEQioT33NYOysjIYGBhgaGhI4x6xsbE4fPjwmuW5Z88exMXFobe3F52dncKc5fajuroaYWFhGB4eFp7wJiYmAgAmJyeRkJCArVu3QiaTwc3NDdXV1cvGwxjTblzMMsb+FcRiMe7du4f29nY8fvwYlZWVSEhIWHK+UqmElZUVGhoa0NTUhOvXr0NPTw8A0NbWBm9vb5w4cQKtra0oLCxEbW0tYmJiVhSTVCoFAExNTUGtVuPSpUu4cuUK2tvbERERgbCwMFRVVQEAnjx5grS0NDx8+BBdXV149uwZXFxcFl23oaEBAJCVlYX+/n6hPZeXlxc2btyIp0+fCn0zMzMoKiqCUqlcszyHhoaQn58PAMLPD1h+Pzw8PJCeni484e3v70d8fDwAICwsDHV1dSgoKEBrayuCgoLg4+ODrq6u346JMaZliDHGtERoaCjp6OiQTCYTPoGBgYvOLSoqIlNTU6GdlZVFGzZsENrGxsaUnZ296LVnzpyh8+fPa/S9fv2axGIxjY+PL3rN/PU/ffpE7u7uZGVlRRMTE+Th4UHnzp3TuCYoKIh8fX2JiCglJYXkcjlNTk4uur6trS2lpaUJbQCkVqs15qhUKtq5c6fQjo2NpSNHjgjtsrIykkgk9O3btz/KEwDJZDIyNDQkAASAAgICFp3/06/2g4iou7ubRCIRff78WaP/6NGjdOPGjWXXZ4xpL92/W0ozxtja8vT0REZGhtCWyWQAgKqqKty+fRvv37/H9+/fMT09jR8/fmB0dFSYM9fly5cRHh6O3NxceHl5ISgoCA4ODgCApqYmdHd3Iy8vT5hPRJidnUVPTw+cnZ0XjW14eBhGRkYgIoyNjcHV1RXFxcWQSCT48OGDxgEuADhw4ADu3r0LAAgKCkJ6ejrs7e3h4+MDX19f+Pv7Q1d39b/GlUol9u/fj76+PlhaWiIvLw++vr7YtGnTH+VpbGyM5uZmTE9Po6amBsnJycjMzNSYs9L9AIDm5mYQEeRyuUb/xMTEP/IuMGPs/xMXs4wxrSKTyeDo6KjR19vbC19fX0RGRuLWrVvYvHkzamtrcfbsWUxNTS26TmJiIoKDg1FaWooXL15ApVKhoKAACoUCs7OziIiI0Hhn9ScbG5slY/tZ5InFYpiZmS0o2kQikUabiIQ+a2trdHZ24uXLlygvL0dUVBSSk5NRU1Oj8fX9Suzbtw8ODg4oKCjAhQsXoFarkZWVJYyvNk+xWCzsgZOTEwYGBnDy5Em8evUKwOr242c8Ojo6aGpqgo6OjsaYkZHRinJnjGkPLmYZY1qvsbER09PTSElJgVj836MCRUVFv7xOLpdDLpcjLi4Op0+fRlZWFhQKBVxdXdHR0bGgaP6VuUXefM7OzqitrUVISIjQV19fr/H0UyqVIiAgAAEBAYiOjoaTkxPa2trg6uq6YD09Pb3f+i8JwcHByMvLg5WVFcRiMfz8/ISx1eY5X1xcHFJTU6FWq6FQKH5rPyQSyYL4d+3ahZmZGXz58gUHDx78o5gYY9qDD4AxxrSeg4MDpqencf/+fXz8+BG5ubkLvvaea3x8HDExMaiurkZvby/q6urQ0NAgFJbXrl3DmzdvEB0djZaWFnR1daGkpAQXL15cdYxXr15FdnY2MjMz0dXVhdTUVBQXFwsHn7Kzs/Ho0SO0t7cLOUilUtja2i66np2dHSoqKjAwMIDBwcEl76tUKtHc3IykpCQEBgbCwMBAGFurPE1MTBAeHg6VSgUi+q39sLOzw8jICCoqKvD161eMjY1BLpdDqVQiJCQExcXF6OnpQUNDA+7cuYPnz5+vKCbGmBb5my/sMsbYWgoNDaXjx48vOpaamkoWFhYklUrJ29ubcnJyCAANDg4SkeaBo4mJCTp16hRZW1uTRCIhS0tLiomJ0Tj09PbtWzp27BgZGRmRTCajHTt2UFJS0pKxLXagab4HDx6Qvb096enpkVwup5ycHGFMrVaTm5sbmZiYkEwmI3d3dyovLxfG5x8AKykpIUdHR9LV1SVbW1siWngA7Ke9e/cSAKqsrFwwtlZ59vb2kq6uLhUWFhLRr/eDiCgyMpJMTU0JAKlUKiIimpycpJs3b5KdnR3p6emRubk5KRQKam1tXTImxph2ExER/d1ymjHGGGOMsdXh1wwYY4wxxti6xcUsY4wxxhhbt7iYZYwxxhhj6xYXs4wxxhhjbN3iYpYxxhhjjK1bXMwyxhhjjLF1i4tZxhhjjDG2bnExyxhjjDHG1i0uZhljjDHG2LrFxSxjjDHGGFu3uJhljDHGGGPr1n8AxMUfatkqkAUAAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final Summary\n", + "AUC Score: 0.6528\n", + "Accuracy: 60.48%\n" + ] + } + ], "source": [ "#FalsePosetives, TruePosetives ROC curve\n", "fpr, tpr, thresholds = roc_curve(y_test, Y_probs)\n", @@ -866,11 +896,11 @@ "auc_log_reg = roc_auc_score(y_test, Y_probs)\n", "\n", "#Calculating confusion matrix\n", - "cm_log_reg = confusion_matrix(y_test, predictions)\n", + "cm_log_reg = confusion_matrix(y_test, predictions_log_reg)\n", "\n", "#Figure 1, ROC-curve for logistic regression.\n", "plt.figure(figsize=(8, 6))\n", - "plt.plot(fpr, tpr, color=\"blue\", label=f'ROC curve (AUC = {auc:.2f})')\n", + "plt.plot(fpr, tpr, color=\"blue\", label=f'ROC curve (AUC = {auc_log_reg:.2f})')\n", "plt.plot([0, 1], [0, 1], color='navy', linestyle='--', label=\"Random\")\n", "plt.xlabel(\"False Positive Rate\")\n", "plt.ylabel(\"True Positive Rate \")\n", @@ -880,7 +910,7 @@ "plt.show()\n", "\n", "#Figure 2, Confusion matrix for logistic regression.\n", - "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=['Healthy', 'Cancer'])\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm_log_reg, display_labels=['Healthy', 'Cancer'])\n", "disp.plot(cmap='Blues')\n", "plt.title('Cancer Prediction Confusion Matrix')\n", "plt.show()\n",