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"word": " في", "probability": 0.9501953125}, {"start": 73.1, "end": 73.7, "word": " موضوع", "probability": 0.9931640625}, {"start": 73.7, "end": 74.26, "word": " ال", "probability": 0.90087890625}, {"start": 74.26, "end": 75.8, "word": " Partitional", "probability": 0.45037841796875}, {"start": 75.8, "end": 76.86, "word": " Clustering", "probability": 0.921875}], "temperature": 1.0}, {"id": 4, "seek": 9203, "start": 78.21, "end": 92.03, "text": "طبعاً لما أتكلم على الـ Partition & Clustering يعني أنني أتكلم على .. عفوا تمام أنا أريد الـ pointer", "tokens": [9566, 3555, 3615, 995, 14111, 5296, 15042, 5551, 2655, 4117, 19528, 15844, 2423, 39184, 4100, 849, 3693, 2033, 48673, 37495, 22653, 14739, 22653, 5551, 2655, 4117, 19528, 15844, 4386, 6225, 5172, 14407, 46811, 10943, 41850, 5551, 16572, 3215, 2423, 39184, 23918], "avg_logprob": -0.48177082481838407, "compression_ratio": 1.3076923076923077, "no_speech_prob": 0.0, "words": [{"start": 78.21, "end": 78.53, "word": "طبعاً", "probability": 0.697216796875}, {"start": 78.53, "end": 78.63, "word": " لما", "probability": 0.677734375}, {"start": 78.63, "end": 78.93, "word": " أتكلم", "probability": 0.8521728515625}, {"start": 78.93, "end": 79.19, "word": " على", "probability": 0.5166015625}, {"start": 79.19, "end": 79.53, "word": " الـ", "probability": 0.64111328125}, {"start": 79.53, "end": 79.95, "word": " Partition", "probability": 0.468017578125}, {"start": 79.95, "end": 80.11, "word": " &", "probability": 0.5888671875}, {"start": 80.11, "end": 80.57, "word": " Clustering", "probability": 0.95751953125}, {"start": 80.57, "end": 80.83, "word": " يعني", "probability": 0.6407470703125}, {"start": 80.83, "end": 81.09, "word": " أنني", "probability": 0.5191650390625}, {"start": 81.09, "end": 81.93, "word": " أتكلم", "probability": 0.849853515625}, {"start": 81.93, "end": 82.81, "word": " على", "probability": 0.7314453125}, {"start": 82.81, "end": 87.05, "word": " ..", "probability": 0.266845703125}, {"start": 87.05, "end": 87.97, "word": " عفوا", "probability": 0.6322021484375}, {"start": 87.97, "end": 91.11, "word": " تمام", "probability": 0.6973876953125}, {"start": 91.11, "end": 91.25, "word": " أنا", "probability": 0.51708984375}, {"start": 91.25, "end": 91.47, "word": " أريد", "probability": 0.6456705729166666}, {"start": 91.47, "end": 91.61, "word": " الـ", "probability": 0.70361328125}, {"start": 91.61, "end": 92.03, "word": " pointer", "probability": 0.67138671875}], "temperature": 1.0}, {"id": 5, "seek": 12399, "start": 94.89, "end": 123.99, "text": "عندما أتكلم عن الـ Partitional Clustering يعني أنني أبحث عن الـ Natural Groups للـ Components اللي موجودة عندي على ال data اللي موجودة بناء على تشابه معين أو بعض التشابه في العناصر اللي موجودة عندها وبالتالي ال cluster هنا في ال Partitional Clustering أنا أجسم العناصر زي ما قلنا مجموعات أو توزيع طبيعي أو أبحث عن توزيع طبيعي لل data بحيث أنه يكون عند كل element موجود في مجموعة واحدة", "tokens": [3615, 41260, 15042, 5551, 2655, 4117, 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"end": 112.57, "word": " وبالتالي", "probability": 0.94638671875}, {"start": 112.57, "end": 113.11, "word": " ال", "probability": 0.89501953125}, {"start": 113.11, "end": 113.97, "word": " cluster", "probability": 0.82861328125}, {"start": 113.97, "end": 114.29, "word": " هنا", "probability": 0.210205078125}, {"start": 114.29, "end": 114.43, "word": " في", "probability": 0.86962890625}, {"start": 114.43, "end": 114.51, "word": " ال", "probability": 0.74267578125}, {"start": 114.51, "end": 114.89, "word": " Partitional", "probability": 0.5673828125}, {"start": 114.89, "end": 115.45, "word": " Clustering", "probability": 0.979736328125}, {"start": 115.45, "end": 116.01, "word": " أنا", "probability": 0.76318359375}, {"start": 116.01, "end": 116.61, "word": " أجسم", "probability": 0.8400065104166666}, {"start": 116.61, "end": 117.07, "word": " العناصر", "probability": 0.983642578125}, {"start": 117.07, "end": 117.17, "word": " زي", "probability": 0.6744384765625}, {"start": 117.17, "end": 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"probability": 0.93505859375}, {"start": 120.65, "end": 120.93, "word": " بحيث", "probability": 0.8819580078125}, {"start": 120.93, "end": 121.09, "word": " أنه", "probability": 0.6875}, {"start": 121.09, "end": 121.21, "word": " يكون", "probability": 0.8720703125}, {"start": 121.21, "end": 121.49, "word": " عند", "probability": 0.5712890625}, {"start": 121.49, "end": 121.83, "word": " كل", "probability": 0.62158203125}, {"start": 121.83, "end": 122.41, "word": " element", "probability": 0.87744140625}, {"start": 122.41, "end": 122.99, "word": " موجود", "probability": 0.93896484375}, {"start": 122.99, "end": 123.11, "word": " في", "probability": 0.955078125}, {"start": 123.11, "end": 123.53, "word": " مجموعة", "probability": 0.87080078125}, {"start": 123.53, "end": 123.99, "word": " واحدة", "probability": 0.9895833333333334}], "temperature": 1.0}, {"id": 6, "seek": 14044, "start": 124.72, "end": 140.44, "text": "وفي نفس الوقت، الـ Clustering Algorithm يدّيني الـ Centroid أو النقطة الأساسية التي تتمثل مركز الـ Center", "tokens": [38688, 1829, 8717, 36178, 2423, 30543, 2655, 12399, 2423, 39184, 2033, 48673, 35014, 6819, 76, 7251, 3215, 11703, 9957, 1829, 2423, 39184, 3408, 6490, 34051, 28239, 47432, 3660, 16247, 3794, 32277, 10632, 38392, 6055, 39237, 12984, 1211, 3714, 31747, 11622, 2423, 39184, 5169], "avg_logprob": -0.4176136316223578, "compression_ratio": 1.2578125, "no_speech_prob": 3.2782554626464844e-06, "words": [{"start": 124.72, "end": 126.42, "word": "وفي", "probability": 0.4912567138671875}, {"start": 126.42, "end": 129.9, "word": " نفس", "probability": 0.943603515625}, {"start": 129.9, "end": 130.54, "word": " الوقت،", "probability": 0.7340545654296875}, {"start": 130.54, "end": 130.72, "word": " الـ", "probability": 0.4501953125}, {"start": 130.72, "end": 131.14, "word": " Clustering", "probability": 0.771240234375}, {"start": 131.14, "end": 133.4, "word": " Algorithm", "probability": 0.8732096354166666}, {"start": 133.4, "end": 134.62, "word": " 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موجود عندها المركز ال cluster أو المجموعة اللي موجودة عندها عشان أحدد العضوية ال cluster هذا يعني انا زي ما قلنا سابقا هي عبارة عن مجموعات معروفة مسبقا يعني واحد", "tokens": [10721, 2407, 39894, 2304, 12984, 1211, 9673, 31747, 11622, 6055, 3555, 34268, 2423, 13630, 13672, 1829, 3714, 29245, 23328, 43242, 11296, 9673, 31747, 11622, 2423, 13630, 34051, 9673, 7435, 2304, 2407, 27884, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 11296, 6225, 8592, 7649, 5551, 24401, 3215, 18863, 11242, 2407, 10632, 2423, 13630, 23758, 37495, 22653, 1975, 8315, 30767, 1829, 19446, 12174, 1211, 8315, 8608, 16758, 4587, 995, 39896, 6225, 3555, 9640, 3660, 18871, 3714, 7435, 2304, 45367, 9307, 20449, 32887, 5172, 3660, 3714, 35457, 4587, 995, 37495, 22653, 36764, 24401], "avg_logprob": -0.18681319041566535, "compression_ratio": 1.904494382022472, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 141.44, "end": 141.68, "word": "أو", "probability": 0.6513671875}, {"start": 141.68, "end": 142.12, 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main تبعتهم فقال لي هاي ال data افترض في ال initialization زي ما قلنا هى ياخذ ال random centers three centers حسب المطلوب by random وراح بدأ يخصص المجموعات فراح بدأ يحسب", "tokens": [1211, 33456, 3224, 39182, 29910, 23275, 8608, 1829, 4587, 20498, 4724, 47283, 31371, 9640, 2423, 39184, 4274, 34051, 2423, 39184, 2135, 6055, 3555, 34268, 16095, 6156, 4587, 6027, 32239, 8032, 47302, 2423, 1412, 1975, 5172, 2655, 43042, 8978, 2423, 5883, 2144, 30767, 1829, 19446, 12174, 1211, 8315, 8032, 7578, 7251, 47283, 8848, 2423, 4974, 10898, 1045, 10898, 11331, 35457, 9673, 9566, 1211, 37746, 538, 4974, 4032, 23557, 5016, 47525, 10721, 7251, 9778, 9381, 9381, 9673, 7435, 2304, 45367, 9307, 6156, 23557, 5016, 47525, 10721, 7251, 5016, 35457], "avg_logprob": -0.34161931852048094, "compression_ratio": 1.5255813953488373, "no_speech_prob": 5.364418029785156e-07, "words": [{"start": 697.58, "end": 697.86, "word": "لأنه", "probability": 0.587158203125}, {"start": 697.86, "end": 698.02, "word": " بعد", 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random center random center معناته خليني اخد ال C1 equal 3 و C2 equal 4 طبعا عادة ان ال random selection بتمن خلال ال data set اللي موجودة الان الخطوة التالية هروح احسب ال distance او المسافة بين كل element و ال two centers اللي موجودين", "tokens": [6027, 9778, 9566, 2407, 3660, 12602, 4587, 2304, 36764, 24401, 16472, 1975, 8315, 8032, 8592, 2655, 17082, 1211, 15844, 4974, 3056, 4974, 3056, 20449, 8315, 47395, 16490, 1211, 9957, 1829, 1975, 9778, 3215, 2423, 383, 16, 2681, 805, 4032, 383, 17, 2681, 1017, 23032, 3555, 3615, 995, 6225, 18513, 3660, 16472, 2423, 4974, 9450, 39894, 27842, 16490, 1211, 6027, 2423, 1412, 992, 13672, 1829, 3714, 29245, 23328, 3660, 2423, 7649, 33962, 9566, 2407, 3660, 16712, 6027, 10632, 8032, 32887, 5016, 1975, 5016, 35457, 2423, 4560, 1975, 2407, 9673, 3794, 31845, 3660, 49374, 28242, 4478, 4032, 2423, 732, 10898, 13672, 1829, 3714, 29245, 23328, 9957], "avg_logprob": -0.1974702312832787, "compression_ratio": 1.6835443037974684, "no_speech_prob": 0.0, 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