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الشركة؟ وأخيرًا، سنرى كيف يمكننا استخدام شيء يسمى بواسطة الواقعية الطبيعية لتحسين ما إذا مجموعة من البيانات مقارنة بشكل طبيعي؟", "tokens": [12984, 7649, 1829, 14111, 995, 12399, 9122, 33911, 8717, 14851, 9778, 40448, 9673, 8592, 9640, 4117, 3660, 41950, 21292, 3615, 10632, 5296, 2655, 5016, 3794, 9957, 6055, 9566, 21292, 4587, 9307, 11331, 38436, 4587, 10632, 21542, 25528, 3660, 8978, 9673, 3615, 10943, 1211, 9307, 12399, 16490, 9381, 2407, 9381, 14111, 995, 8978, 25124, 31747, 3660, 22807, 9122, 33911, 7251, 43020, 8315, 44713, 9778, 3215, 10943, 9673, 8592, 9640, 4117, 3660, 41950, 21292, 3615, 10632, 5296, 2655, 5016, 3794, 9957, 9673, 8592, 995, 28820, 8978, 25124, 31747, 3660, 22807, 36725, 9778, 13546, 14111, 995, 12399, 8608, 1863, 2288, 7578, 9122, 33911, 7251, 43020, 8315, 44713, 9778, 3215, 10943, 44049, 38207, 7251, 38251, 7578, 4724, 14407, 3794, 9566, 3660, 2423, 14407, 4587, 3615, 10632, 41950, 21292, 3615, 10632, 5296, 2655, 5016, 3794, 9957, 19446, 11933, 15730, 3714, 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استخدمنا ال z-score لو كان عندى data point واحدة قيمة واحدة", "tokens": [3555, 2655, 8848, 37983, 16472, 8315, 44713, 9778, 40448, 8315, 2423, 39184, 710, 12, 4417, 418, 5296, 2655, 2655, 10721, 4117, 3215, 16472, 1975, 1829, 12174, 32640, 3660, 25961, 2655, 6055, 34268, 26890, 1975, 4117, 2655, 16572, 2304, 1975, 2407, 1975, 2407, 9307, 5296, 13546, 4724, 19913, 3555, 9566, 37495, 22653, 8978, 2423, 39184, 7187, 805, 11331, 4117, 1829, 8315, 18871, 2423, 28820, 10943, 44713, 9778, 40448, 8315, 2423, 710, 12, 4417, 418, 45164, 25961, 43242, 7578, 1412, 935, 36764, 24401, 3660, 12174, 32640, 3660, 36764, 24401, 3660], "avg_logprob": -0.47787921080428564, "compression_ratio": 1.633879781420765, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 334.68999999999994, "end": 335.40999999999997, "word": "بتذكر", "probability": 0.526397705078125}, {"start": 335.40999999999997, "end": 336.13, "word": " اننا", "probability": 0.670166015625}, {"start": 336.13, "end": 336.73, "word": " 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"word": " ليس", "probability": 0.856201171875}, {"start": 405.65, "end": 407.01, "word": " طبيعية؟", "probability": 0.7416015625}, {"start": 407.01, "end": 407.81, "word": " سأبدأ", "probability": 0.8001708984375}, {"start": 407.81, "end": 408.07, "word": " مع", "probability": 0.2413330078125}, {"start": 408.07, "end": 409.15, "word": " الواضحة", "probability": 0.418798828125}, {"start": 409.15, "end": 410.69, "word": " لتنمية", "probability": 0.4574951171875}, {"start": 410.69, "end": 410.69, "word": " طبيعية", "probability": 0.8583984375}, {"start": 410.69, "end": 411.33, "word": " ثم", "probability": 0.813232421875}, {"start": 411.33, "end": 411.91, "word": " سنذهب", "probability": 0.61260986328125}, {"start": 411.91, "end": 412.77, "word": " إلى", "probability": 0.341796875}, {"start": 412.77, "end": 414.09, "word": " المهمة", "probability": 0.3582356770833333}, {"start": 414.09, "end": 414.81, "word": " الأولى", "probability": 0.9716796875}], "temperature": 1.0}, {"id": 15, "seek": 42033, "start": 417.57, "end": 420.33, "text": "لنبدأ مع continuous probability distributions", "tokens": [1211, 1863, 44510, 10721, 20449, 10957, 8482, 37870], "avg_logprob": -0.7105034722222222, "compression_ratio": 0.8524590163934426, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 417.57, "end": 418.15, "word": "لنبدأ", "probability": 0.7281036376953125}, {"start": 418.15, "end": 418.33, "word": " مع", "probability": 0.223388671875}, {"start": 418.33, "end": 418.85, "word": " continuous", "probability": 0.24609375}, {"start": 418.85, "end": 419.47, "word": " probability", "probability": 0.90283203125}, {"start": 419.47, "end": 420.33, "word": " distributions", "probability": 0.8876953125}], "temperature": 1.0}, {"id": 16, "seek": 47729, "start": 451.07, "end": 477.29, "text": "في البيانات هناك اتجارات مختلفة تسمى كتنوس كتنوس كتنوس كتنوس هي كتنوس تستخدم اي قيمة تستخدم اي قيمة تستخدم اي قيمة تستخدم", "tokens": [41185, 2423, 21292, 7649, 9307, 34105, 4117, 1975, 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"probability": 0.2049560546875}, {"start": 485.75, "end": 486.13, "word": " الوضع", "probability": 0.857666015625}, {"start": 486.13, "end": 486.77, "word": " يتجاوز", "probability": 0.5236002604166666}, {"start": 486.77, "end": 487.35, "word": " من", "probability": 0.50341796875}, {"start": 487.35, "end": 488.83, "word": " 60", "probability": 0.4873046875}, {"start": 488.83, "end": 489.37, "word": " كيلو", "probability": 0.6289876302083334}, {"start": 489.37, "end": 489.79, "word": " جرام", "probability": 0.8391927083333334}, {"start": 489.79, "end": 491.05, "word": " إلى", "probability": 0.68212890625}, {"start": 491.05, "end": 492.57, "word": " 75", "probability": 0.974609375}, {"start": 492.57, "end": 492.97, "word": " كيلو", "probability": 0.9542643229166666}, {"start": 492.97, "end": 493.73, "word": " جرام،", "probability": 0.81561279296875}, {"start": 493.73, "end": 495.07, "word": " فمع", "probability": 0.3052164713541667}, {"start": 495.07, "end": 495.13, "word": " كم", 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عدد", "probability": 0.9650065104166666}, {"start": 533.77, "end": 534.03, "word": " لانهي", "probability": 0.72509765625}, {"start": 534.03, "end": 534.51, "word": " بالقيام", "probability": 0.7161458333333334}], "temperature": 1.0}, {"id": 19, "seek": 56271, "start": 535.41, "end": 562.71, "text": "لو حكيتلك ال cellphone اللي معناه الجوالات السمك تبعها thickness مفترض من one centimeter to three centimeters how many values are between one and three infinite numbers suppose we are talking about temperature from suppose 36 up to 40", "tokens": [1211, 2407, 11331, 4117, 36081, 23275, 2423, 42524, 13672, 1829, 20449, 8315, 3224, 25724, 2407, 6027, 9307, 21136, 2304, 4117, 6055, 3555, 3615, 11296, 14855, 3714, 5172, 2655, 43042, 9154, 472, 31914, 281, 1045, 23300, 577, 867, 4190, 366, 1296, 472, 293, 1045, 13785, 3547, 7297, 321, 366, 1417, 466, 4292, 490, 7297, 8652, 493, 281, 3356], "avg_logprob": -0.2231950410481157, "compression_ratio": 1.3694581280788178, "no_speech_prob": 0.0, 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{"start": 582.44, "end": 582.9, "word": " required", "probability": 0.798828125}, {"start": 582.9, "end": 583.08, "word": " to", "probability": 0.9755859375}, {"start": 583.08, "end": 583.38, "word": " complete", "probability": 0.446044921875}, {"start": 583.38, "end": 583.54, "word": " a", "probability": 0.927734375}, {"start": 583.54, "end": 583.88, "word": " task", "probability": 0.92138671875}, {"start": 583.88, "end": 585.18, "word": " الوقت", "probability": 0.8806966145833334}, {"start": 585.18, "end": 585.34, "word": " اللي", "probability": 0.960205078125}, {"start": 585.34, "end": 585.8, "word": " لازم", "probability": 0.96337890625}, {"start": 585.8, "end": 585.94, "word": " أو", "probability": 0.271728515625}, {"start": 585.94, "end": 586.22, "word": " الوقت", "probability": 0.966796875}, {"start": 586.22, "end": 586.32, "word": " اللي", "probability": 0.991455078125}, {"start": 586.32, "end": 586.54, "word": " لازم", "probability": 0.98193359375}, {"start": 586.54, "end": 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"end": 607.18, "word": " عن", "probability": 0.994140625}, {"start": 607.18, "end": 607.66, "word": " fraction", "probability": 0.68408203125}, {"start": 607.66, "end": 608.78, "word": " ممكن", "probability": 0.892822265625}, {"start": 608.78, "end": 609.02, "word": " 3", "probability": 0.90576171875}, {"start": 609.02, "end": 609.84, "word": ".6", "probability": 0.98583984375}, {"start": 609.84, "end": 610.08, "word": " and", "probability": 0.666015625}, {"start": 610.08, "end": 610.26, "word": " so", "probability": 0.88818359375}, {"start": 610.26, "end": 611.1, "word": " on", "probability": 0.9609375}, {"start": 611.1, "end": 611.64, "word": " so", "probability": 0.38818359375}, {"start": 611.64, "end": 611.86, "word": " if", "probability": 0.95703125}, {"start": 611.86, "end": 612.04, "word": " we", "probability": 0.96044921875}, {"start": 612.04, "end": 612.18, "word": " have", "probability": 0.96533203125}, {"start": 612.18, "end": 612.3, "word": " a", "probability": 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عليه هنا اللي هو discrete discrete variable مش يعني discrete", "tokens": [675, 397, 295, 257, 3827, 6681, 294, 8478, 4292, 295, 257, 3827, 613, 366, 4190, 613, 4190, 366, 13785, 1230, 286, 914, 6219, 792, 712, 321, 2644, 1207, 613, 4190, 4032, 46958, 5016, 37495, 22653, 2423, 7006, 13672, 1829, 4724, 1829, 47283, 3215, 36632, 12174, 32640, 8717, 38251, 1829, 3224, 10957, 44650, 36520, 2423, 2010, 732, 37893, 8032, 2655, 4117, 19528, 47356, 34105, 13672, 1829, 31439, 27706, 27706, 7006, 37893, 37495, 22653, 27706], "avg_logprob": -0.23690877673593727, "compression_ratio": 1.605263157894737, "no_speech_prob": 0.0, "words": [{"start": 619.67, "end": 620.17, "word": "height", "probability": 0.7451171875}, {"start": 620.17, "end": 620.35, "word": " of", "probability": 0.81640625}, {"start": 620.35, "end": 620.45, "word": " a", "probability": 0.564453125}, {"start": 620.45, "end": 620.83, "word": " solution", "probability": 0.9736328125}, {"start": 620.83, "end": 621.37, "word": " height", 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{"start": 627.55, "end": 628.63, "word": " infinite", "probability": 0.87255859375}, {"start": 628.63, "end": 629.05, "word": " number", "probability": 0.89111328125}, {"start": 629.05, "end": 629.19, "word": " I", "probability": 0.517578125}, {"start": 629.19, "end": 629.29, "word": " mean", "probability": 0.9599609375}, {"start": 629.29, "end": 630.01, "word": " uncountable", "probability": 0.9361979166666666}, {"start": 630.01, "end": 630.27, "word": " we", "probability": 0.70703125}, {"start": 630.27, "end": 630.81, "word": " cannot", "probability": 0.80419921875}, {"start": 630.81, "end": 631.45, "word": " count", "probability": 0.9404296875}, {"start": 631.45, "end": 631.81, "word": " these", "probability": 0.81591796875}, {"start": 631.81, "end": 632.25, "word": " values", "probability": 0.94091796875}, {"start": 632.25, "end": 632.81, "word": " واضح", "probability": 0.8592122395833334}, {"start": 632.81, "end": 633.35, "word": " يعني", "probability": 0.592529296875}, {"start": 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"word": " مش", "probability": 0.9140625}, {"start": 640.17, "end": 640.47, "word": " هتكلم", "probability": 0.8594970703125}, {"start": 640.47, "end": 640.69, "word": " عليه", "probability": 0.9033203125}, {"start": 640.69, "end": 640.97, "word": " هنا", "probability": 0.99169921875}, {"start": 640.97, "end": 641.59, "word": " اللي", "probability": 0.989013671875}, {"start": 641.59, "end": 641.73, "word": " هو", "probability": 0.98974609375}, {"start": 641.73, "end": 642.33, "word": " discrete", "probability": 0.8046875}, {"start": 642.33, "end": 645.95, "word": " discrete", "probability": 0.453369140625}, {"start": 645.95, "end": 646.67, "word": " variable", "probability": 0.951171875}, {"start": 646.67, "end": 647.71, "word": " مش", "probability": 0.95556640625}, {"start": 647.71, "end": 647.83, "word": " يعني", "probability": 0.799072265625}, {"start": 647.83, "end": 648.21, "word": " discrete", "probability": 0.86669921875}], "temperature": 1.0}, {"id": 23, "seek": 67762, "start": 650.6, "end": 677.62, "text": "discrete معناه منفصل او متقطع في ال discrete بياخد whole number whole number يعني عدد صحيح لو حكيت there are sixty students in this class we cannot say there are sixty point five students in this class اذا بياخداش whole number another example suppose there are", "tokens": [67, 5606, 7600, 20449, 8315, 3224, 9154, 5172, 36520, 1975, 2407, 44650, 47432, 3615, 8978, 2423, 27706, 4724, 1829, 47283, 3215, 1379, 1230, 1379, 1230, 37495, 22653, 6225, 3215, 3215, 20328, 5016, 1829, 5016, 45164, 11331, 4117, 36081, 456, 366, 21390, 1731, 294, 341, 1508, 321, 2644, 584, 456, 366, 21390, 935, 1732, 1731, 294, 341, 1508, 1975, 15730, 4724, 1829, 47283, 3215, 33599, 1379, 1230, 1071, 1365, 7297, 456, 366], "avg_logprob": -0.22894964925944805, "compression_ratio": 1.6473684210526316, "no_speech_prob": 0.0, "words": [{"start": 650.6, "end": 651.2, "word": "discrete", "probability": 0.663818359375}, {"start": 651.2, "end": 651.6, "word": " معناه", "probability": 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"end": 660.94, "word": " عدد", "probability": 0.6531575520833334}, {"start": 660.94, "end": 661.46, "word": " صحيح", "probability": 0.983154296875}, {"start": 661.46, "end": 663.36, "word": " لو", "probability": 0.9384765625}, {"start": 663.36, "end": 663.78, "word": " حكيت", "probability": 0.986328125}, {"start": 663.78, "end": 664.04, "word": " there", "probability": 0.76904296875}, {"start": 664.04, "end": 664.42, "word": " are", "probability": 0.96533203125}, {"start": 664.42, "end": 665.54, "word": " sixty", "probability": 0.6572265625}, {"start": 665.54, "end": 666.18, "word": " students", "probability": 0.96240234375}, {"start": 666.18, "end": 666.4, "word": " in", "probability": 0.9716796875}, {"start": 666.4, "end": 666.58, "word": " this", "probability": 0.9619140625}, {"start": 666.58, "end": 667.02, "word": " class", "probability": 0.97314453125}, {"start": 667.02, "end": 668.92, "word": " we", "probability": 0.8212890625}, {"start": 668.92, "end": 669.2, "word": " cannot", "probability": 0.78271484375}, {"start": 669.2, "end": 669.46, "word": " say", "probability": 0.97265625}, {"start": 669.46, "end": 669.72, "word": " there", "probability": 0.8447265625}, {"start": 669.72, "end": 670.04, "word": " are", "probability": 0.95751953125}, {"start": 670.04, "end": 670.5, "word": " sixty", "probability": 0.75927734375}, {"start": 670.5, "end": 670.8, "word": " point", "probability": 0.9638671875}, {"start": 670.8, "end": 671.3, "word": " five", "probability": 0.921875}, {"start": 671.3, "end": 671.74, "word": " students", "probability": 0.958984375}, {"start": 671.74, "end": 671.94, "word": " in", "probability": 0.94580078125}, {"start": 671.94, "end": 672.1, "word": " this", "probability": 0.947265625}, {"start": 672.1, "end": 672.46, "word": " class", "probability": 0.9619140625}, {"start": 672.46, "end": 673.62, "word": " اذا", "probability": 0.572265625}, {"start": 673.62, "end": 674.3, "word": " بياخداش", "probability": 0.7736083984375}, {"start": 674.3, 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