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اللي موجود كمان مرة بقول لو أنا إجيت فعليا الخط هذا هو بمثل المعادلة أو ال role تبعتي في ال classification لو أنا خدت خط مستقيب ل high على ال point اللي عندي هنا", "tokens": [2304, 3615, 8315, 47395, 23758, 39896, 30544, 5551, 4117, 26890, 34051, 6055, 3794, 995, 45865, 1783, 20449, 8315, 47395, 41850, 39894, 4117, 19528, 15844, 14739, 23758, 39896, 30544, 20449, 2423, 7645, 13672, 1829, 3714, 29245, 23328, 9122, 2304, 7649, 3714, 25720, 4724, 39648, 45164, 41850, 11933, 7435, 36081, 6156, 3615, 20292, 995, 33962, 9566, 23758, 31439, 4724, 2304, 12984, 1211, 9673, 3615, 18513, 37977, 34051, 2423, 3090, 6055, 3555, 3615, 31371, 8978, 2423, 21538, 45164, 41850, 16490, 3215, 2655, 16490, 9566, 3714, 14851, 38436, 3555, 5296, 1090, 15844, 2423, 935, 13672, 1829, 18871, 16254, 34105], "avg_logprob": -0.29475911675641936, "compression_ratio": 1.7412280701754386, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 763.31, "end": 763.87, "word": "معناته", "probability": 0.7529296875}, 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ال clusters اللي موجودة لما أتكلم على partitional ال clustering معناته أنا بتكلم على division لل data", "tokens": [6027, 39184, 2033, 48673, 5569, 5190, 5296, 15042, 5551, 2655, 4117, 19528, 15844, 2423, 39184, 2033, 48673, 5569, 5190, 9673, 3615, 1863, 7578, 31439, 4386, 2423, 4386, 2423, 2033, 48673, 39896, 6225, 3555, 9640, 3660, 18871, 3714, 7435, 2304, 2407, 27884, 9154, 2423, 14851, 8978, 2423, 23313, 37037, 24192, 6055, 23557, 2407, 5016, 3714, 7435, 2304, 45367, 9307, 2423, 23313, 29538, 11933, 15042, 19446, 49374, 2423, 35250, 804, 34051, 2423, 24808, 304, 2423, 13630, 11933, 15042, 39894, 30544, 8032, 2288, 2304, 1829, 34051, 6055, 7435, 11622, 1829, 19986, 1829, 34051, 6055, 47432, 40228, 1829, 2423, 23313, 13672, 1829, 3714, 29245, 23328, 3660, 5296, 15042, 5551, 2655, 4117, 19528, 15844, 24808, 304, 2423, 596, 48673, 20449, 8315, 47395, 41850, 39894, 4117, 19528, 15844, 10044, 24976, 1412], "avg_logprob": -0.27306546412763144, "compression_ratio": 1.9885496183206106, 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" تقطيعي", "probability": 0.9761962890625}, {"start": 1264.49, "end": 1265.05, "word": " ال", "probability": 0.8994140625}, {"start": 1265.05, "end": 1265.45, "word": " clusters", "probability": 0.97607421875}, {"start": 1265.45, "end": 1265.69, "word": " اللي", "probability": 0.926513671875}, {"start": 1265.69, "end": 1266.07, "word": " موجودة", "probability": 0.9609375}, {"start": 1266.07, "end": 1266.27, "word": " لما", "probability": 0.89208984375}, {"start": 1266.27, "end": 1266.59, "word": " أتكلم", "probability": 0.9595947265625}, {"start": 1266.59, "end": 1266.81, "word": " على", "probability": 0.85498046875}, {"start": 1266.81, "end": 1267.45, "word": " partitional", "probability": 0.70751953125}, {"start": 1267.45, "end": 1267.59, "word": " ال", "probability": 0.75146484375}, {"start": 1267.59, "end": 1268.07, "word": " clustering", "probability": 0.637939453125}, {"start": 1268.07, "end": 1268.49, "word": " معناته", "probability": 0.6201985677083334}, {"start": 1268.49, "end": 1268.59, "word": " أنا", "probability": 0.55419921875}, {"start": 1268.59, "end": 1268.99, "word": " بتكلم", "probability": 0.8701171875}, {"start": 1268.99, "end": 1269.25, "word": " على", "probability": 0.7431640625}, {"start": 1269.25, "end": 1269.61, "word": " division", "probability": 0.81298828125}, {"start": 1269.61, "end": 1269.87, "word": " لل", "probability": 0.94140625}, {"start": 1269.87, "end": 1270.25, "word": " data", "probability": 0.9453125}], "temperature": 1.0}, {"id": 52, "seek": 129689, "start": 1271.45, "end": 1296.89, "text": "على مجموعات غير متقاطعة انا بجسم ال data objects أو ال instances اللي موجودة على مجموعات غير متقاطعة وهذا ما نسميها non overlapping clusters او non overlapping subsets او نسميها احنا cluster وبالتالي كل element بكون موجود فقط في one subset", "tokens": [3615, 23942, 3714, 7435, 2304, 45367, 9307, 32771, 13546, 44650, 4587, 41193, 27884, 1975, 8315, 4724, 7435, 38251, 2423, 1412, 6565, 34051, 2423, 14519, 13672, 1829, 3714, 29245, 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"end": 1325.08, "text": "بينما في الـ Hierarchical Clustering معناته أنا بتكلم على set of nested clusters organized as hierarchical tree وبالتالي لأ انا في عندي تقاطع ما بين كل cluster و التاني لما ان في عندي هيكلية او hierarchy هيرامية او في عندي tree معناته انا قاعد في عندي عناصر اللي هتكون عندي ماخدة أشكال مختلفة لو انا قلت هي ال data اللي عندي هان وبدأ اطبق عليها partitionary clustering", "tokens": [3555, 9957, 15042, 8978, 2423, 39184, 10886, 1178, 804, 2033, 48673, 20449, 8315, 47395, 41850, 39894, 4117, 19528, 15844, 992, 295, 15646, 292, 23313, 9983, 382, 35250, 804, 4230, 46599, 6027, 2655, 6027, 1829, 5296, 10721, 1975, 8315, 8978, 18871, 16254, 6055, 4587, 41193, 3615, 19446, 49374, 28242, 13630, 4032, 16712, 7649, 1829, 5296, 15042, 16472, 8978, 18871, 16254, 39896, 28820, 10632, 1975, 2407, 3296, 13988, 8032, 13546, 10943, 10632, 1975, 2407, 8978, 18871, 16254, 4230, 20449, 8315, 47395, 1975, 8315, 12174, 995, 22488, 8978, 18871, 16254, 18871, 33546, 2288, 13672, 1829, 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