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+{"segments": [{"id": 1, "seek": 2882, "start": 4.94, "end": 28.82, "text": "بسم الله والحمد لله والصلاة والسلام على رسول الله أهلا وسهلا فيكم في محاضرتنا المستمر .. في محاضراتنا المستمرة في مساق ال data mining وما زلنا بنتكلم في باب ال classification و بالتحديد هنتكلم اليوم على decision tree induction كنا في المحاضرات السابقة أو المحاضرة الأخيرة أضفنا شغلة جديدة كنا بنتكلم على النايف بياس", "tokens": [3555, 38251, 21984, 16070, 35571, 3215, 24976, 3224, 16070, 9381, 15040, 3660, 16070, 3794, 37440, 15844, 12602, 3794, 12610, 21984, 5551, 3224, 15040, 46952, 3224, 15040, 8978, 24793, 8978, 3714, 5016, 46958, 43500, 8315, 9673, 14851, 29973, 4386, 8978, 3714, 5016, 46958, 2288, 9307, 8315, 9673, 14851, 29973, 3660, 8978, 47524, 995, 4587, 2423, 1412, 15512, 4032, 15042, 30767, 1211, 8315, 44945, 2655, 4117, 19528, 8978, 4724, 16758, 2423, 21538, 4032, 20666, 2655, 5016, 16254, 3215, 8032, 29399, 4117, 19528, 45595, 20498, 15844, 3537, 4230, 33371, 9122, 8315, 8978, 9673, 5016, 46958, 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"temperature": 1.0}, {"id": 23, "seek": 54804, "start": 531.96, "end": 548.04, "text": "عشان تلاحظ ان هدولة التنتين هما اللي كانوا اكتر تأثيرا في حالة ال elements اللي مولودة وهكذا لو كان still age في ال middle age مباشرة هيكون هيشتري ال attribute لو كان senior", "tokens": [3615, 8592, 7649, 6055, 15040, 5016, 19913, 16472, 8032, 3215, 12610, 3660, 16712, 29399, 9957, 8032, 15042, 13672, 1829, 25961, 14407, 1975, 4117, 2655, 2288, 6055, 10721, 12984, 13546, 995, 8978, 11331, 6027, 3660, 2423, 4959, 13672, 1829, 3714, 12610, 23328, 3660, 37037, 4117, 15730, 45164, 25961, 920, 3205, 8978, 2423, 2808, 3205, 3714, 3555, 33599, 25720, 39896, 30544, 39896, 8592, 2655, 16572, 2423, 19667, 45164, 25961, 7965], "avg_logprob": -0.33106884057971014, "compression_ratio": 1.5747126436781609, "no_speech_prob": 1.3709068298339844e-06, "words": [{"start": 531.9599999999999, "end": 532.68, "word": "عشان", "probability": 0.4148356119791667}, {"start": 532.68, "end": 533.22, "word": " تلاحظ", 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yes وبالتالي عند ال middle age مافيش عندي continuous خلاص أنا وصلت للنهاية", "tokens": [44, 327, 2285, 16280, 10775, 16280, 6055, 1211, 9307, 33599, 3660, 4032, 9640, 3555, 34268, 33599, 4724, 28820, 2423, 2808, 3205, 8032, 3215, 12610, 3660, 7251, 8592, 42213, 16095, 8032, 3215, 12610, 3660, 4724, 9957, 39237, 1829, 14407, 5296, 1863, 36178, 2423, 1508, 28242, 16095, 2086, 46599, 6027, 2655, 6027, 1829, 43242, 2423, 2808, 3205, 19446, 41185, 8592, 43242, 1829, 10957, 16490, 1211, 33546, 41850, 4032, 36520, 2655, 24976, 1863, 11296, 10632], "avg_logprob": -0.27204624594074406, "compression_ratio": 1.5280898876404494, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 827.51, "end": 828.03, "word": "Middle", "probability": 0.6347452799479166}, {"start": 828.03, "end": 828.47, "word": " Age", "probability": 0.693359375}, {"start": 828.47, "end": 831.11, "word": " Middle", "probability": 0.342041015625}, {"start": 831.11, "end": 831.83, "word": " Age", "probability": 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خلصت من ال middle age انا ايش بقي عندي بقي عندي ال young ال youth", "tokens": [1771, 8877, 17212, 1975, 2407, 16490, 1211, 9381, 2655, 28242, 2423, 17212, 13672, 1829, 18871, 16254, 1975, 2407, 6156, 3615, 20292, 995, 19446, 11242, 1211, 8592, 18871, 16254, 10938, 3714, 29245, 23328, 3660, 4724, 16254, 1975, 47341, 3615, 20449, 995, 4117, 9122, 2304, 7649, 3714, 2288, 3224, 7649, 1975, 8315, 2423, 7649, 8032, 9307, 5172, 4587, 8315, 16472, 2423, 3205, 31439, 1975, 12610, 36764, 24401, 16490, 1211, 9381, 2655, 9154, 2423, 2808, 3205, 1975, 8315, 1975, 1829, 8592, 4724, 38436, 18871, 16254, 4724, 38436, 18871, 16254, 2423, 2037, 2423, 7503], "avg_logprob": -0.18990384680884226, "compression_ratio": 1.7628865979381443, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 877.28, "end": 877.54, "word": "no", "probability": 0.251708984375}, {"start": 877.54, "end": 877.94, "word": " remaining", "probability": 0.84716796875}, {"start": 877.94, "end": 878.64, "word": " attributes", 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0.8251953125}, {"start": 883.12, "end": 883.8, "word": " موجودة", "probability": 0.9903564453125}, {"start": 883.8, "end": 884.8, "word": " بدي", "probability": 0.6871337890625}, {"start": 884.8, "end": 885.12, "word": " ارجع", "probability": 0.9278971354166666}, {"start": 885.12, "end": 885.38, "word": " معاك", "probability": 0.94970703125}, {"start": 885.38, "end": 885.84, "word": " كمان", "probability": 0.95166015625}, {"start": 885.84, "end": 886.44, "word": " مرهان", "probability": 0.8450927734375}, {"start": 886.44, "end": 887.1, "word": " انا", "probability": 0.8603515625}, {"start": 887.1, "end": 887.28, "word": " الان", "probability": 0.59881591796875}, {"start": 887.28, "end": 887.8, "word": " هاتفقنا", "probability": 0.81123046875}, {"start": 887.8, "end": 887.94, "word": " ان", "probability": 0.888671875}, {"start": 887.94, "end": 888.12, "word": " ال", "probability": 0.9453125}, {"start": 888.12, "end": 888.4, "word": " age", "probability": 0.73291015625}, {"start": 888.4, "end": 888.58, "word": " هو", "probability": 0.98291015625}, {"start": 888.58, "end": 888.84, "word": " اول", "probability": 0.836669921875}, {"start": 888.84, "end": 889.2, "word": " واحد", "probability": 0.992919921875}, {"start": 889.2, "end": 889.76, "word": " خلصت", "probability": 0.9873046875}, {"start": 889.76, "end": 889.9, "word": " من", "probability": 0.9921875}, {"start": 889.9, "end": 890.02, "word": " ال", "probability": 0.9775390625}, {"start": 890.02, "end": 890.2, "word": " middle", "probability": 0.98291015625}, {"start": 890.2, "end": 890.64, "word": " age", "probability": 0.88525390625}, {"start": 890.64, "end": 892.4, "word": " انا", "probability": 0.940185546875}, {"start": 892.4, "end": 895.7, "word": " ايش", "probability": 0.7950846354166666}, {"start": 895.7, "end": 895.9, "word": " بقي", "probability": 0.8466796875}, {"start": 895.9, "end": 896.22, "word": " عندي", "probability": 0.8544921875}, {"start": 896.22, "end": 896.92, "word": " بقي", "probability": 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student و ال credit هروح أدور بين هدول مين اللي هتكون عند ال test node هان", "tokens": [3615, 23942, 36145, 11296, 1412, 992, 3714, 14851, 4587, 37977, 4032, 5551, 25957, 1211, 4032, 5551, 44510, 10721, 20666, 5016, 35457, 3660, 3714, 25720, 6055, 7649, 10632, 37495, 22653, 49374, 10874, 41779, 9957, 5551, 9381, 3555, 33753, 45595, 5172, 6024, 48506, 39896, 2423, 9819, 6024, 48506, 3714, 9957, 48812, 6027, 18871, 16254, 5742, 4032, 3107, 4032, 2423, 5397, 8032, 32887, 5016, 5551, 3215, 13063, 49374, 8032, 3215, 12610, 3714, 9957, 13672, 1829, 8032, 2655, 30544, 43242, 2423, 1500, 9984, 8032, 7649], "avg_logprob": -0.24333079668079935, "compression_ratio": 1.5940594059405941, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 925.95, "end": 926.27, "word": "على", "probability": 0.697021484375}, {"start": 926.27, "end": 926.51, "word": " إنها", "probability": 0.6370849609375}, {"start": 926.51, "end": 926.65, "word": " data", "probability": 0.361083984375}, {"start": 926.65, 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ل ال probability ل ال class اللي موجود عندى و زي ما بقوله بال .. بال .. بال ..", "tokens": [6027, 7649, 37495, 22653, 1975, 12610, 13412, 17082, 37977, 6156, 3615, 20292, 995, 1975, 8315, 8032, 3794, 45865, 11296, 8032, 32887, 5016, 1975, 5016, 35457, 2423, 8482, 5296, 28820, 1508, 1975, 2407, 49374, 10874, 12984, 9957, 8032, 5016, 35457, 2423, 30867, 39896, 6225, 3555, 9640, 3660, 18871, 11331, 33546, 1211, 4386, 6225, 3555, 9640, 3660, 18871, 3714, 7435, 2304, 45367, 11331, 33546, 1211, 48812, 25513, 2423, 8482, 5296, 28820, 1508, 8978, 2423, 41473, 32674, 1975, 2407, 2423, 17434, 3565, 5296, 2423, 8482, 5296, 2423, 1508, 13672, 1829, 3714, 29245, 23328, 43242, 7578, 4032, 30767, 1829, 19446, 4724, 39648, 3224, 20666, 4386, 20666, 4386, 20666, 4386], "avg_logprob": -0.1954599069255703, "compression_ratio": 1.8789237668161436, "no_speech_prob": 1.7881393432617188e-07, "words": [{"start": 1274.5900000000001, "end": 1275.41, "word": "الان", "probability": 0.662353515625}, {"start": 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اللي بعد هيك بدي اروح لكل attribute A احاول فعليا هيجسم ال data set لمجموعة من ال partitions جداش عدد ال V هذه او جداش عدد ال partitions بعدد ال distinct values اللي موجودة عندى فيه ال attribute", "tokens": [3555, 45340, 12984, 6027, 7251, 2655, 11242, 5016, 9673, 4587, 9640, 9122, 2304, 7649, 13412, 2407, 10632, 8032, 29399, 4587, 1211, 5296, 19528, 12984, 6027, 20666, 2655, 5172, 9381, 26895, 16472, 13412, 16606, 21984, 37279, 6027, 7578, 33962, 9566, 2407, 3660, 13672, 1829, 39182, 39896, 4117, 4724, 16254, 1975, 32887, 5016, 5296, 28820, 19667, 316, 1975, 5016, 995, 12610, 6156, 3615, 20292, 995, 39896, 7435, 38251, 2423, 1412, 992, 32767, 7435, 2304, 2407, 27884, 9154, 2423, 644, 2451, 10874, 3215, 33599, 6225, 3215, 3215, 2423, 691, 29538, 1975, 2407, 10874, 3215, 33599, 6225, 3215, 3215, 2423, 644, 2451, 4724, 22488, 3215, 2423, 10644, 4190, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 7578, 8978, 3224, 2423, 19667], "avg_logprob": -0.12900640974696884, "compression_ratio": 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{"start": 1449.88, "end": 1450.18, "word": " هن", "probability": 0.4427490234375}, {"start": 1450.18, "end": 1451.26, "word": " و", "probability": 0.94677734375}, {"start": 1451.26, "end": 1451.48, "word": " نشوف", "probability": 0.9420572916666666}, {"start": 1451.48, "end": 1451.98, "word": " المثال", "probability": 0.9861653645833334}, {"start": 1451.98, "end": 1452.22, "word": " اللي", "probability": 0.9736328125}, {"start": 1452.22, "end": 1452.66, "word": " موجود", "probability": 0.9886067708333334}, {"start": 1452.66, "end": 1453.04, "word": " عندنا", "probability": 0.909423828125}, {"start": 1453.04, "end": 1453.5, "word": " قلنا", "probability": 0.8634440104166666}, {"start": 1453.5, "end": 1453.62, "word": " في", "probability": 0.9287109375}, {"start": 1453.62, "end": 1454.0, "word": " الخطوة", "probability": 0.9783935546875}, {"start": 1454.0, "end": 1454.32, "word": " رقم", "probability": 0.9571940104166666}, {"start": 1454.32, "end": 1454.76, "word": " واحد", 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{"start": 1481.44, "end": 1481.64, "word": " ايش", "probability": 0.6892903645833334}, {"start": 1481.64, "end": 1482.04, "word": " قلنا", "probability": 0.9422200520833334}, {"start": 1482.04, "end": 1482.26, "word": " هاي", "probability": 0.571044921875}, {"start": 1482.26, "end": 1482.34, "word": " ال", "probability": 0.955078125}, {"start": 1482.34, "end": 1482.7, "word": " class", "probability": 0.98486328125}], "temperature": 1.0}, {"id": 62, "seek": 151128, "start": 1483.48, "end": 1511.28, "text": "والـ I بيتساوى من واحد لأن بعدد ال classes اللي موجودة حسب ال data set اللي موجودة عندها حسب ال data set اللي موجودة عندها انا في عندى two different classes only two different classes only اللي هم yes و no حجم ال data set كل هجدش يا جماعة الخير 14 عدد ال yes 9 معناته ال probability تبعتها 9 على 14", "tokens": [2407, 6027, 39184, 286, 4724, 36081, 3794, 995, 2407, 7578, 9154, 36764, 24401, 5296, 33456, 45030, 3215, 3215, 2423, 5359, 13672, 1829, 3714, 29245, 23328, 3660, 11331, 35457, 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{"start": 1501.96, "end": 1503.5, "word": " حجم", "probability": 0.98681640625}, {"start": 1503.5, "end": 1503.62, "word": " ال", "probability": 0.978515625}, {"start": 1503.62, "end": 1503.8, "word": " data", "probability": 0.97265625}, {"start": 1503.8, "end": 1504.1, "word": " set", "probability": 0.96142578125}, {"start": 1504.1, "end": 1504.28, "word": " كل", "probability": 0.89990234375}, {"start": 1504.28, "end": 1504.66, "word": " هجدش", "probability": 0.71435546875}, {"start": 1504.66, "end": 1504.76, "word": " يا", "probability": 0.30517578125}, {"start": 1504.76, "end": 1504.94, "word": " جماعة", "probability": 0.9913736979166666}, {"start": 1504.94, "end": 1505.28, "word": " الخير", "probability": 0.983642578125}, {"start": 1505.28, "end": 1505.94, "word": " 14", "probability": 0.460205078125}, {"start": 1505.94, "end": 1507.04, "word": " عدد", "probability": 0.9835611979166666}, {"start": 1507.04, "end": 1507.16, "word": " ال", "probability": 0.98291015625}, {"start": 1507.16, "end": 1507.44, "word": " yes", "probability": 0.9150390625}, {"start": 1507.44, "end": 1507.96, "word": " 9", "probability": 0.57373046875}, {"start": 1507.96, "end": 1508.9, "word": " معناته", "probability": 0.861328125}, {"start": 1508.9, "end": 1509.04, "word": " ال", "probability": 0.90625}, {"start": 1509.04, "end": 1509.48, "word": " probability", "probability": 0.94580078125}, {"start": 1509.48, "end": 1510.18, "word": " تبعتها", "probability": 0.9678955078125}, {"start": 1510.18, "end": 1510.58, "word": " 9", "probability": 0.93408203125}, {"start": 1510.58, "end": 1510.82, "word": " على", "probability": 0.56201171875}, {"start": 1510.82, "end": 1511.28, "word": " 14", "probability": 0.98681640625}], "temperature": 1.0}, {"id": 63, "seek": 152807, "start": 1513.57, "end": 1528.07, "text": "الـ Probability للـ Yes 9 على 14 طب عدد الـ No بجيتها 5 5 على 14 هي الاح��مالية تبعتها 5 على 14 وبهيك أنا حصلت على أول خطوة", "tokens": [6027, 39184, 8736, 2310, 24976, 39184, 1079, 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انا اشتغل عليها الان ان انا بدروح احسب ال information او ال entropy تبعتي بالمعادلة التالية ال information هنرمزلها لل I لل data set تبعتي تساوي تساوي", "tokens": [6027, 20292, 39896, 6225, 28480, 2655, 2423, 8482, 6055, 3555, 34268, 5296, 39184, 5359, 13672, 1829, 3714, 29245, 23328, 3660, 18871, 16254, 13672, 1829, 39896, 2423, 8482, 24976, 2086, 4032, 2423, 8482, 24976, 572, 33962, 9566, 2407, 3660, 16712, 6027, 10632, 13672, 1829, 9673, 5172, 32887, 11242, 16472, 1975, 8315, 1975, 8592, 2655, 17082, 1211, 25894, 11296, 2423, 7649, 16472, 1975, 8315, 47525, 32887, 5016, 1975, 5016, 35457, 2423, 1589, 1975, 2407, 2423, 30867, 6055, 3555, 3615, 31371, 20666, 2304, 3615, 18513, 37977, 16712, 6027, 10632, 2423, 1589, 8032, 1863, 2288, 2304, 11622, 1211, 11296, 24976, 286, 24976, 1412, 992, 6055, 3555, 3615, 31371, 6055, 3794, 995, 45865, 6055, 3794, 995, 45865], "avg_logprob": -0.16731195112245273, "compression_ratio": 1.9868995633187774, "no_speech_prob": 5.960464477539063e-08, 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"probability": 0.98681640625}, {"start": 1542.39, "end": 1542.93, "word": " information", "probability": 0.89111328125}, {"start": 1542.93, "end": 1543.27, "word": " او", "probability": 0.864013671875}, {"start": 1543.27, "end": 1543.41, "word": " ال", "probability": 0.9716796875}, {"start": 1543.41, "end": 1543.73, "word": " entropy", "probability": 0.9384765625}, {"start": 1543.73, "end": 1544.29, "word": " تبعتي", "probability": 0.901123046875}, {"start": 1544.29, "end": 1545.81, "word": " بالمعادلة", "probability": 0.9685546875}, {"start": 1545.81, "end": 1546.83, "word": " التالية", "probability": 0.9954427083333334}, {"start": 1546.83, "end": 1547.61, "word": " ال", "probability": 0.94140625}, {"start": 1547.61, "end": 1548.21, "word": " information", "probability": 0.8876953125}, {"start": 1548.21, "end": 1549.79, "word": " هنرمزلها", "probability": 0.9044363839285714}, {"start": 1549.79, "end": 1549.93, "word": " لل", "probability": 0.73486328125}, {"start": 1549.93, "end": 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أربعة", "probability": 0.8956705729166666}, {"start": 1604.53, "end": 1604.97, "word": " اتناش", "probability": 0.9127197265625}], "temperature": 1.0}, {"id": 67, "seek": 163151, "start": 1607.09, "end": 1631.51, "text": "مجموعة لهم مجموعة الخمسة تبعتها الخمسة تبعت النو خمسة على أربعة عاش مضروبة في ال logarithm ال binary logarithm الخمسة على أربعة عاش هذا ال gain تبعت كل ال data set توزيعت ال data set عندي على two classes تذكر كمان مرة", "tokens": [2304, 7435, 2304, 2407, 27884, 5296, 16095, 3714, 7435, 2304, 2407, 27884, 33962, 2304, 3794, 3660, 6055, 3555, 34268, 11296, 33962, 2304, 3794, 3660, 6055, 3555, 34268, 28239, 2407, 16490, 2304, 3794, 3660, 15844, 5551, 25513, 27884, 6225, 33599, 3714, 11242, 32887, 49401, 8978, 2423, 41473, 32674, 2423, 17434, 41473, 32674, 33962, 2304, 3794, 3660, 15844, 5551, 25513, 27884, 6225, 33599, 23758, 2423, 6052, 6055, 3555, 34268, 28242, 2423, 1412, 992, 33427, 11622, 1829, 34268, 2423, 1412, 992, 18871, 16254, 15844, 732, 5359, 6055, 8848, 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مضروبة في ال log ل log ل probability لكل class فانا هيني حسبت المعادلة اللى موجودة عندى هتظهر من خلال", "tokens": [14407, 24401, 3660, 1975, 2655, 9957, 6055, 1211, 9307, 3660, 1975, 25513, 27884, 16490, 2304, 3794, 3660, 572, 16490, 2304, 3794, 3660, 9154, 1975, 25513, 27884, 1975, 2655, 33599, 2288, 20449, 8315, 47395, 43242, 7578, 6055, 3794, 27884, 2086, 4032, 6027, 7649, 12174, 12610, 8315, 39896, 12174, 7649, 11536, 16095, 12174, 7649, 11536, 2423, 1589, 1975, 2407, 2423, 6052, 6225, 5172, 14407, 2423, 30867, 24976, 1412, 992, 39896, 6225, 3555, 9640, 3660, 18871, 8608, 6027, 3555, 36764, 24401, 3714, 11242, 32887, 49401, 8978, 3714, 7435, 2304, 40228, 5296, 8482, 5296, 28820, 1508, 3714, 11242, 32887, 49401, 8978, 2423, 3565, 5296, 3565, 5296, 8482, 5296, 28820, 1508, 6156, 7649, 995, 8032, 9957, 1829, 11331, 35457, 2655, 9673, 3615, 18513, 37977, 13672, 7578, 3714, 29245, 23328, 3660, 43242, 7578, 8032, 2655, 19913, 3224, 2288, 9154, 16490, 1211, 6027], "avg_logprob": 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اللي موجود عندهم تعالى نشوف البعد هيك ال middle age هي واحدة واحدة middle age اتنين تلاتة اربعة اربعة middle age توزعتهم واحدة yes تنتين yes تلاتة yes", "tokens": [6027, 39184, 3951, 27514, 24976, 39184, 1079, 16070, 39184, 883, 6055, 3555, 3615, 24976, 1508, 13672, 1829, 3714, 29245, 23328, 43242, 16095, 37279, 6027, 7578, 8717, 8592, 38688, 29739, 22488, 39896, 4117, 2423, 2808, 3205, 39896, 36764, 24401, 3660, 36764, 24401, 3660, 2808, 3205, 1975, 2655, 1863, 9957, 6055, 1211, 9307, 3660, 1975, 25513, 27884, 1975, 25513, 27884, 2808, 3205, 33427, 11622, 34268, 16095, 36764, 24401, 3660, 2086, 6055, 29399, 9957, 2086, 6055, 1211, 9307, 3660, 2086], "avg_logprob": -0.1784855727201853, "compression_ratio": 1.7034883720930232, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 1896.46, "end": 1896.72, "word": "الـ", "probability": 0.607421875}, {"start": 1896.72, "end": 1897.14, "word": " Entropy", "probability": 0.68603515625}, {"start": 1897.14, "end": 1897.7, "word": " 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تأثيرا", "probability": 0.973046875}], "temperature": 1.0}, {"id": 94, "seek": 234784, "start": 2322.42, "end": 2347.84, "text": "الفكرة ان انا بدي اروح اخد او بدي اعمل split على ال maximum gain لل attributes مين ال maximum؟ هي لان 244 من 1000 اكبر من اكبر قيمة موجودة فيهم اللي هي هنا مع ال student", "tokens": [6027, 5172, 4117, 25720, 16472, 1975, 8315, 4724, 16254, 1975, 32887, 5016, 1975, 9778, 3215, 1975, 2407, 4724, 16254, 1975, 25957, 1211, 7472, 15844, 2423, 6674, 6052, 24976, 17212, 3714, 9957, 2423, 6674, 22807, 39896, 5296, 7649, 4022, 19, 9154, 9714, 1975, 4117, 26890, 9154, 1975, 4117, 26890, 12174, 32640, 3660, 3714, 29245, 23328, 3660, 8978, 16095, 13672, 1829, 39896, 34105, 20449, 2423, 3107], "avg_logprob": -0.2639423076923077, "compression_ratio": 1.4628571428571429, "no_speech_prob": 0.0, "words": [{"start": 2322.42, "end": 2323.04, "word": "الفكرة", "probability": 0.96044921875}, {"start": 2323.04, "end": 2323.9, "word": " ان", "probability": 0.33544921875}, 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لكن مش قضيتي في الآخر أنا هاي الآن الآن ال data set هرجعلها ال data set الآن هنعملها partitioning هي ال data set كيف ال partition تبعتي؟ بيبقى إنه قال لي إن ال age هي هتكون الأساس", "tokens": [2407, 3224, 15730, 39894, 3215, 9957, 1829, 11933, 8592, 9640, 3660, 36145, 3714, 43020, 2423, 3107, 6055, 30544, 39896, 2423, 958, 4478, 13672, 1829, 14739, 5016, 42213, 47356, 30348, 44381, 37893, 12174, 11242, 1829, 31371, 8978, 6024, 95, 34740, 41850, 8032, 47302, 6024, 48506, 6024, 48506, 2423, 1412, 992, 8032, 47341, 3615, 1211, 11296, 2423, 1412, 992, 6024, 48506, 8032, 1863, 25957, 1211, 11296, 24808, 278, 39896, 2423, 1412, 992, 9122, 33911, 2423, 24808, 6055, 3555, 3615, 31371, 22807, 4724, 1829, 3555, 4587, 7578, 36145, 3224, 50239, 32239, 36145, 2423, 3205, 39896, 8032, 2655, 30544, 16247, 3794, 32277], "avg_logprob": -0.26309975108715017, "compression_ratio": 1.7215189873417722, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 2348.9, "end": 2349.28, "word": "وهذا", 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