Add src folder (templates, htmls, py codes)

src/ASL_gloss_functions.py

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+# Define a list of question adverbs
+opened_question_adverbs = ["how", "when", "where", "why", "how much", "how many", "how often", "how long", "what", "which", "who", "whose", "whom"]
+
+## time adverbs to be moved at the beginning of ASL Gloss sentences
+time_words = ["yesterday", "today", "tomorrow"]
+
+# ASL glossing rules implemented in functions
+def gloss_word(word):
+    return word.upper()
+
+def handle_fingerspelling(word):
+    return '-'.join(list(word.upper()))
+
+def handle_lexicalized_fingerspelling(word):
+    return f"#{word.upper()}"
+
+def handle_repetition(word, count):
+    return f"{word.upper()}{'+' * (count - 1)}" if count > 1 else word.upper()
+
+def handle_role_shift(sentence):
+    return f"rs {sentence}"
+
+def handle_indexing(token, index):
+    return f"ix_{index} {token.upper()}"
+
+def gloss_sentence(doc):
+    glossed_sentence = []
+    for token in doc:
+        glossed_word = gloss_word(token.text)
+        glossed_sentence.append(glossed_word)
+    return " ".join(glossed_sentence)
+
+def add_time_indicator(gloss_sentence_):
+    for word in gloss_sentence_:
+        if word.text.lower() in time_words:
+            return f"{word.text.upper()} {gloss_sentence_.replace(word.text.upper(), '').strip()}"
+    return gloss_sentence_
+
+## skip stop_words
+def skip_stop_words(word):
+    if word.lower() == 'the' or word.lower() == 'a':
+        return ''
+    else:
+        return word
+
+## doc est une liste de tokens
+def question_type(doc):
+    if doc[-1].text == '?':
+        if doc[0].text.lower() in opened_question_adverbs:
+            return "wh-question"
+        else:
+            return "yes-no-question"
+    return None
+
+# add question id as a prefix
+def process_sentence(doc):
+    nms = {
+        "wh-question": "wh-q",
+        "yes-no-question": "y/n-q"
+    }
+    
+    classifiers = {
+        "car": "CL:3",
+        "person": "CL:1"
+    }
+    
+    glossed_sentence = []
+    for token in doc:
+        ## utilize token.lemma_, not .text
+        #word = token.text.lower()
+        word = token.lemma_.lower()
+        
+        if word in ["i", "me"]:
+            glossed_word = handle_indexing("I", 1)
+        elif word in ["you"]:
+            glossed_word = handle_indexing("YOU", 2)
+        elif word in classifiers:
+            glossed_word = classifiers[word]
+        else:
+            glossed_word = gloss_word(word)
+        glossed_word = skip_stop_words(glossed_word)
+        
+        glossed_sentence.append(glossed_word)    
+
+    for gloss in glossed_sentence:
+        if gloss.lower() in time_words:
+            # move gloss at beginning
+            glossed_sentence.insert(0, glossed_sentence.pop(glossed_sentence.index(gloss)))
+            break
+        
+    type_doc = question_type(doc)
+    if type_doc != None:
+        glossed_sentence.insert(0, nms[type_doc])
+        
+    return " ".join(glossed_sentence)

src/NLP_Spacy_base_translator.py

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+import spacy
+from ASL_gloss_functions import process_sentence
+
+## custom class for translation
+"""
+set of rules for ASL conversion:
+1. Uppercase Letters: Write each ASL sign in uppercase letters
+2. Non-Manual Signals (NMS): Indicate non-manual signals such as facial expressions or body movements above the glossed sign.
+3. Fingerspelling: Represent fingerspelled words with dashes between each letter.
+4. Lexicalized Fingerspelling: Indicate lexicalized fingerspelling with a # symbol.
+5. Repetition: Show repeated signs with a plus sign (+) after the gloss.
+6. Role Shift: Indicate role shift with "rs" before the gloss.
+7. Indexing/Pointing: Use "ix" followed by a subscript letter or number for indexing.
+8. Directional Signs: Indicate the direction of the sign with arrows or other indicators.
+9. Classifiers: Use abbreviations for classifiers.
+10. Time Indicators: Place time indicators at the beginning of the sentence.
+11. Topic-Comment Structure: Indicate the topic followed by the comment.
+12. English Words/Concepts: Use English gloss in quotation marks for concepts without direct ASL equivalents.
+"""
+## reference language
+nlp = spacy.load("en_core_web_sm")
+
+class NlpSpacyBaseTranslator():
+    def __init__(self, sentence):
+        self.sentence = sentence
+
+    def translate_to_gloss(self):
+        """
+        - doc: after nlp processing: I write a sentence for testing Today 17.05 p.m.
+        - gloss: TODAY
+        - generated_gloss: TODAY ix_1 I WRITE  SENTENCE FOR TEST 17.05 P.M.
+        """
+        print(f'self.sentence: {self.sentence}')
+        doc = nlp(self.sentence)
+        ##print(f'doc after nlp processing: {doc}')
+        generated_gloss = process_sentence(doc) ## deterministic model = set of ASL-Gloss-rules functions
+        print(f'generated_gloss: {generated_gloss}')
+        return generated_gloss

src/display_gloss.py

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+import cv2
+import json
+import numpy as np
+import pandas as pd
+import os
+import time
+
+def draw_hands_connections(frame, hand_landmarks):
+    '''
+    Draw white lines between relevant points of hands landmarks
+    
+    Parameters
+    ----------
+    frame: numpy array, corresponding to the frame on which we want to draw
+    hand_landmarks: dictionnary, collecting the hands landmarks
+
+    Return
+    ------
+    frame: numpy array, with the newly drawing of the hands
+    '''
+    # define hand_connections between keypoints
+    hand_connections = [[0, 1], [1, 2], [2, 3], [3, 4],
+                        [5, 6], [6, 7], [7, 8],
+                        [9, 10], [10, 11], [11, 12],
+                        [13, 14], [14, 15], [15, 16],
+                        [17, 18], [18, 19], [19, 20]] #[5, 2], [0, 17]]
+    
+    # loop to draw left hand connection
+    for connection in hand_connections:
+        landmark_start = hand_landmarks['left_hand'].get(str(connection[0]))
+        landmark_end = hand_landmarks['left_hand'].get(str(connection[1]))
+        cv2.line(frame, landmark_start, landmark_end, (255, 255, 255), 2)
+    
+    # loop to to draw right hand connection
+    for connection in hand_connections:
+        landmark_start = hand_landmarks['right_hand'].get(str(connection[0]))
+        landmark_end = hand_landmarks['right_hand'].get(str(connection[1]))
+        cv2.line(frame, landmark_start, landmark_end, (255, 255, 255), 2)
+    
+    return frame
+
+def draw_pose_connections(frame, pose_landmarks):
+    '''
+    Draw white lines between relevant points of pose landmarks
+    
+    Parameters
+    ----------
+    frame: numpy array, corresponding to the frame on which we want to draw
+    hand_landmarks: dictionnary, collecting the pose landmarks
+    
+    Return
+    ------
+    frame: numpy array, with the newly drawing of the pose
+    '''
+    # define pose connections
+    pose_connections = [[11, 12], [11, 13], [12, 14], [13, 15], [14, 16]]
+
+    for connection in pose_connections:
+        landmark_start = pose_landmarks.get(str(connection[0]))
+        landmark_end = pose_landmarks.get(str(connection[1]))
+        cv2.line(frame, landmark_start, landmark_end, (255, 255, 255), 2)
+
+    return frame
+
+def draw_face_connections(frame, face_landmarks):
+    '''
+    Draw white lines between relevant points of face landmarks
+    
+    Parameters
+    ----------
+    frame: numpy array, corresponding to the frame on which we want to draw
+    hand_landmarks: dictionnary, collecting the face landmarks
+    
+    Return
+    ------
+    frame: numpy array, with the newly drawing of the face
+    '''
+    # define pose connections
+    connections_dict = {'lipsUpperInner_connections' : [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308],\
+    'lipsLowerInner_connections' : [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],\
+    'rightEyeUpper0_connections': [246, 161, 160, 159, 158, 157, 173],\
+    'rightEyeLower0' : [33, 7, 163, 144, 145, 153, 154, 155, 133],\
+    'rightEyebrowLower' : [35, 124, 46, 53, 52, 65],\
+    'leftEyeUpper0' : [466, 388, 387, 386, 385, 384, 398],\
+    'leftEyeLower0' : [263, 249, 390, 373, 374, 380, 381, 382, 362],\
+    'leftEyebrowLower' : [265, 353, 276, 283, 282, 295],\
+    'noseTip_midwayBetweenEye' :  [1, 168],\
+    'noseTip_noseRightCorner' : [1, 98],\
+    'noseTip_LeftCorner' : [1, 327]\
+    }
+
+    for keypoints_list in connections_dict.values():
+        for index in range(len(keypoints_list)):
+            if index + 1 < len(keypoints_list):
+                landmark_start = face_landmarks.get(str(keypoints_list[index]))
+                landmark_end = face_landmarks.get(str(keypoints_list[index+1]))
+                cv2.line(frame, landmark_start, landmark_end, (255, 255, 255), 1)
+    return frame
+
+def resize_landmarks(landmarks, resize_rate_width, resize_rate_height):
+    for keypoint in landmarks.keys():
+        landmark_x, landmark_y = landmarks[keypoint]
+        landmarks[keypoint] = [int(resize_rate_width * landmark_x), int(resize_rate_height*landmark_y)]
+    return landmarks
+
+def generate_video(gloss_list, dataset, vocabulary_list):
+    # size of video of signer 11
+    # FIXED_WIDTH, FIXED_HEIGHT, = 288, 192,
+    FIXED_WIDTH,  FIXED_HEIGHT = 576, 384
+    fps = 8 #25  # FPS souhaité
+
+    for gloss in gloss_list:
+        if not check_gloss_in_vocabulary(gloss, vocabulary_list):
+            continue
+        video_id = select_video_id_from_gloss(gloss, dataset)
+        video_landmarks_path = dataset.loc[dataset['video_id'] == video_id, 'video_landmarks_path'].values[0]
+        with open(video_landmarks_path, 'r') as f:
+            video_landmarks = json.load(f)
+        width = video_landmarks[-1].get('width')
+        height = video_landmarks[-1].get('height')
+
+        # calculate resize rate
+        resize_rate_width, resize_rate_height  = FIXED_WIDTH / width, FIXED_HEIGHT/height
+
+        text = gloss
+        font = cv2.FONT_HERSHEY_SIMPLEX
+        font_scale = 1
+        font_color = (0, 255, 0)
+        thickness = 2
+        line_type = cv2.LINE_AA
+
+        for frame_landmarks in video_landmarks[:-1]:
+            blank_image = np.zeros((FIXED_HEIGHT, FIXED_WIDTH, 3), dtype=np.uint8)
+            frame_hands_landmarks = frame_landmarks['hands_landmarks']
+            frame_pose_landmarks = frame_landmarks['pose_landmarks']
+            frame_face_landmarks = frame_landmarks['face_landmarks']
+
+            #left_hand_landmarks_xy = [(x, y) for x, y in frame_hands_landmarks['left_hand'].values()]
+            #right_hand_landmarks_xy = [(x, y) for x, y in frame_hands_landmarks['right_hand'].values()]
+
+            #for x, y in left_hand_landmarks_xy:
+            #    cv2.circle(blank_image, (x, y), 1, (255, 255, 255), -1)
+            #for x, y in right_hand_landmarks_xy:
+            # cv2.circle(blank_image, (x, y), 1, (255, 255, 255), -1)
+
+            # pose_landmarks_xy = [(x, y) for x, y in frame_pose_landmarks.values()]
+            # for x, y in pose_landmarks_xy:
+            #     cv2.circle(blank_image, (x, y), 1, (255, 255, 255), -1)
+
+            # face_landmarks_xy = [(x, y) for x, y in frame_face_landmarks.values()]
+            # for x, y in face_landmarks_xy:
+            #     cv2.circle(blank_image, (x, y), 1, (255, 255, 255), -1)
+            frame_hands_landmarks_rs = {
+                            'left_hand': resize_landmarks(frame_hands_landmarks['left_hand'], resize_rate_width, resize_rate_height),
+                            'right_hand': resize_landmarks(frame_hands_landmarks['right_hand'], resize_rate_width, resize_rate_height)
+                                        }
+            frame_pose_landmarks_rs = resize_landmarks(frame_pose_landmarks, resize_rate_width, resize_rate_height)
+            frame_face_landmarks_rs = resize_landmarks(frame_face_landmarks, resize_rate_width, resize_rate_height)
+            draw_hands_connections(blank_image, frame_hands_landmarks_rs)
+            draw_pose_connections(blank_image, frame_pose_landmarks_rs)
+            draw_face_connections(blank_image, frame_face_landmarks_rs)
+
+            text_size, _ = cv2.getTextSize(text, font, font_scale, thickness)
+            text_x = (FIXED_WIDTH - text_size[0]) // 2
+            text_y = FIXED_HEIGHT - 10
+            cv2.putText(blank_image, text, (text_x, text_y), font, font_scale, font_color, thickness, line_type)
+            
+            # Convertir l'image en JPEG encodé
+            _, buffer = cv2.imencode('.jpg', blank_image)
+            frame = buffer.tobytes()
+
+            yield (b'--frame\r\n'
+                   b'Content-Type: image/jpeg\r\n\r\n' + frame + b'\r\n')
+
+            time.sleep(1 / fps)
+
+
+def load_data(dataset_path='local_dataset'):
+    filepath = os.path.join(dataset_path)
+    data_df = pd.read_csv(filepath, dtype={'video_id': str})
+    vocabulary_list = data_df['gloss'].tolist()
+    return data_df, vocabulary_list
+
+def check_gloss_in_vocabulary(gloss, vocabulary_list):
+    return gloss in vocabulary_list
+
+def select_video_id_from_gloss(gloss, dataset):
+    filtered_data_id_11 = dataset.loc[dataset['signer_id'] == 11]
+    if gloss in filtered_data_id_11['gloss'].tolist():
+        video_id = filtered_data_id_11.loc[filtered_data_id_11['gloss'] == gloss, 'video_id'].values
+    else:
+        video_id = dataset.loc[dataset['gloss'] == gloss, 'video_id'].values
+    return video_id[0]

src/main.py

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+import display_gloss as dg
+from NLP_Spacy_base_translator import NlpSpacyBaseTranslator 
+from flask import Flask,  render_template, Response, request
+
+
+app = Flask(__name__)
+
+@app.route('/')
+def index():
+    return render_template('index.html')
+
+@app.route('/translate/', methods=['POST'])
+def result():
+    if request.method == 'POST':
+        sentence = request.form['inputSentence']
+        eng_to_asl_translator = NlpSpacyBaseTranslator(sentence=sentence)
+        generated_gloss = eng_to_asl_translator.translate_to_gloss()
+        gloss_list = generated_gloss.split()
+        print(gloss_list)
+        return render_template('translate.html', sentence=sentence, gloss_list=gloss_list)
+
+@app.route('/video_feed')
+def video_feed():
+    sentence = request.args.get('sentence', '')
+    eng_to_asl_translator = NlpSpacyBaseTranslator(sentence=sentence)
+    generated_gloss = eng_to_asl_translator.translate_to_gloss()
+    gloss_list = [gloss.lower() for gloss in generated_gloss.split()]
+    print(f'video_feed gloss_list: {gloss_list}')
+    dataset, vocabulary_list = dg.load_data()
+    return Response(dg.generate_video(gloss_list, dataset, vocabulary_list), mimetype='multipart/x-mixed-replace; boundary=frame')
+
+if __name__ == "__main__":
+    app.debug = True
+    app.run(host="0.0.0.0", port=5000, debug=True)

src/templates/index.html

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+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Video Display</title>
+    <style>
+        body {
+            font-family: Arial, sans-serif;
+            text-align: center;
+            margin: 0;
+            padding: 0;
+            background-color: #f8f9fa;
+        }
+        .container {
+            margin: 50px auto;
+            width: 80%;
+        }
+        .header {
+            background-color: #e9ecef;
+            padding: 20px;
+            border-radius: 5px;
+            margin-bottom: 20px;
+        }
+        .header h1 {
+            font-size: 24px;
+            margin: 0;
+        }
+        .video-container {
+            display: flex;
+            justify-content: center;
+            margin-bottom: 20px;
+        }
+        video {
+            width: 640px;
+            height: 480px;
+            border: 2px solid #dee2e6;
+            border-radius: 5px;
+        }
+        .footer {
+            font-size: 14px;
+            color: #6c757d;
+        }
+    </style>
+</head>
+<body>
+    <div class="container">
+        <div class="header clearfix">
+            <h3 class="text-muted">American Sign Langage Translation- Flask Demo</h3>
+          </div>
+    
+          <div class="jumbotron">
+            <h1>Text to Sign Langage translator🏵️🌺🌸</h1>
+          </div>
+          <form action="{{ url_for('result') }}" method="post">
+              <div class="form-group row">
+                <label for="inputSentence" class="col-sm-3 col-form-label">Put your text to translate here</label>
+                <div class="col-sm-8">
+                    <input type="text" class="form-control" id="inputSentence" name="inputSentence" placeholder="text to translate">
+                </div>
+              </div>              
+              <div class="form-group row">
+                <div class="col-sm-5">
+                  <button type="submit" class="btn btn-primary">Translate</button>
+                </div>
+              </div>
+            </form>
+        <div class="footer">
+            © team Shaima
+        </div>
+    </div>
+</body>
+</html>

src/templates/translate.html

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+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Video Display</title>
+    <style>
+        body {
+            font-family: Arial, sans-serif;
+            text-align: center;
+            margin: 0;
+            padding: 0;
+            background-color: #f8f9fa;
+        }
+        .container {
+            margin: 50px auto;
+            width: 80%;
+        }
+        .header {
+            background-color: #e9ecef;
+            padding: 20px;
+            border-radius: 5px;
+            margin-bottom: 20px;
+        }
+        .header h1 {
+            font-size: 24px;
+            margin: 0;
+        }
+        .video-container {
+            display: flex;
+            justify-content: center;
+            margin-bottom: 20px;
+        }
+        video {
+            width: 640px;
+            height: 480px;
+            border: 2px solid #dee2e6;
+            border-radius: 5px;
+        }
+        .footer {
+            font-size: 14px;
+            color: #6c757d;
+        }
+    </style>
+</head>
+<body>
+    <div class="container">
+        <div class="header clearfix">
+            <h3 class="text-muted"> American Sign Langage Translation - Flask Demo</h3>
+          </div>
+    
+          <div class="jumbotron">
+            <h1>Text to Sign Langage translator🏵️🌺🌸</h1>
+          </div>
+          <form action="{{ url_for('result') }}" method="post">
+              <div class="form-group row">
+                <label for="inputSentence" class="col-sm-3 col-form-label">Put your text to translate here</label>
+                <div class="col-sm-8">
+                    <input type="text" class="form-control" id="inputSentence" name="inputSentence" placeholder="text to translate">
+                </div>
+              </div>              
+              <div class="form-group row">
+                <div class="col-sm-5">
+                  <button type="submit" class="btn btn-primary">Translate</button>
+                </div>
+              </div>
+            </form>
+            <div class="container">
+                <div class="row">
+                    <div class="col-8" style="background-color: lightblue;">
+                        This is the text you want to translate
+                    </div>
+                    <div class="col-4" style="background-color: lightgreen;">
+                        <div id="output" class="border p-2">
+                            {{ sentence }}
+                        </div>
+                    </div>
+                </div>
+            </div>
+            <div class="container">
+                <div class="row">
+                    <div class="col-8" style="background-color: lightblue;">
+                        This is the text gloss list we have generated:
+                    </div>
+                    <div class="col-4" style="background-color: lightgreen;">
+                        <div id="output" class="border p-2">
+                            {{ gloss_list }}
+                        </div>
+                    </div>
+                </div>
+            </div>
+        <div class="header">
+            <h1>🌸🌺 Sign Langage Translation 🌺🌸</h1>
+        </div>
+        <div class="video-container">
+            <img id="stream" data-sentence="{{ sentence }}" src="{{ url_for('video_feed', sentence=sentence) }}" alt="Streaming video">
+        </div>
+        <script>
+            // Variable globale pour contrôler le rafraîchissement de l'image
+            var refresh = true;
+        
+            // Fonction pour rafraîchir l'image toutes les 40ms (25 FPS)
+            function refreshImage() {
+                if (!refresh) return;  // Arrête le rafraîchissement si la variable est définie sur false
+                
+                var img = document.getElementById('stream');
+                var sentence = img.getAttribute('data-sentence');  // Récupère la phrase depuis l'attribut data-sentence
+                img.src = "{{ url_for('video_feed') }}" + "?sentence=" + encodeURIComponent(sentence) + "&t=" + new Date().getTime();  // Ajoute un paramètre de requête unique pour forcer le rafraîchissement de l'image
+        
+                setTimeout(refreshImage, 40);  // Appel récursif pour rafraîchir l'image
+            }
+        
+            // Démarrer le rafraîchissement de l'image
+            refreshImage();
+        </script>
+        <button onclick="window.history.back()">Back</button>
+        <div class="footer">
+            © team Chaima
+        </div>
+    </div>
+</body>
+</html>

src/video_landmarks/00335

@@ -0,0 +1 @@
+[{"hands_landmarks": {"left_hand": {}, "right_hand": {}}, "pose_landmarks": {"11": [217, 128], "12": [116, 124], "13": [222, 209], "14": [102, 198], "15": [199, 254], "16": [111, 251]}, "face_landmarks": {"1": [159, 59], "7": [149, 50], "13": [160, 69], "14": [160, 69], "33": [148, 49], "35": [145, 51], "46": [146, 46], "52": [150, 43], "53": [147, 44], "65": [153, 43], "78": [152, 70], "80": [155, 69], "81": [156, 69], "82": [158, 69], "87": [158, 69], "88": [155, 69], "95": [154, 69], "98": [155, 61], "124": [145, 48], "133": [156, 50], "144": [150, 51], "145": [151, 51], "153": [153, 50], "154": [154, 50], "155": [155, 50], "157": [154, 48], "158": [153, 48], "159": [151, 48], "160": [150, 48], "161": [149, 49], "163": [149, 50], "168": [160, 47], "173": [155, 49], "178": [156, 69], "191": [154, 69], "246": [148, 49], "249": [175, 50], "263": [175, 50], "265": [180, 51], "276": [178, 46], "282": [173, 44], "283": [176, 45], "295": [169, 44], "308": [168, 70], "310": [165, 69], 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src/video_landmarks/00381

@@ -0,0 +1 @@
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src/video_landmarks/00421

@@ -0,0 +1 @@
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src/video_landmarks/00583

@@ -0,0 +1 @@
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src/video_landmarks/00599

@@ -0,0 +1 @@
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src/video_landmarks/00666

@@ -0,0 +1 @@
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src/video_landmarks/00839

@@ -0,0 +1 @@
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src/video_landmarks/00967

@@ -0,0 +1 @@
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src/video_landmarks/01068

@@ -0,0 +1 @@
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src/video_landmarks/01103

@@ -0,0 +1 @@
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src/video_landmarks/01122

@@ -0,0 +1 @@
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src/video_landmarks/01158

@@ -0,0 +1 @@
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src/video_landmarks/01214

@@ -0,0 +1 @@
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src/video_landmarks/01268

@@ -0,0 +1 @@
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src/video_landmarks/01323

@@ -0,0 +1 @@
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src/video_landmarks/01376

@@ -0,0 +1 @@
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src/video_landmarks/01391

@@ -0,0 +1 @@
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src/video_landmarks/01438

@@ -0,0 +1 @@
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src/video_landmarks/01466

@@ -0,0 +1 @@
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src/video_landmarks/01477

@@ -0,0 +1 @@
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src/video_landmarks/01490

@@ -0,0 +1 @@
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src/video_landmarks/01557

@@ -0,0 +1 @@
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src/video_landmarks/01579

@@ -0,0 +1 @@
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src/video_landmarks/01586

@@ -0,0 +1 @@
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src/video_landmarks/01602

@@ -0,0 +1 @@
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src/video_landmarks/01612

@@ -0,0 +1 @@
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src/video_landmarks/01627

@@ -0,0 +1 @@
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src/video_landmarks/01804

@@ -0,0 +1 @@
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src/video_landmarks/01836

@@ -0,0 +1 @@
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