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16, "seek": 46196, "start": 433.6, "end": 461.96, "text": "للخطوط الصغيرة والصغيرة يمكننا استخدام باكس بلات لبيانات كبيرة يستخدم الهيستجرام بالإضافة يمكننا استخدام شيء يسمى بيانات عادية استخدام الهيستجرام إذا كانت البيانات تسقط على حالة أسلوب مع كلا الهيستجرام يستخدم بيانات عادية استخدام الهيستجرام هذا كل شيء لكيف نستخدم عادية بيانات بيانات بيانات بيانات بيانات بيانات بيانات بيانات بيانات بيانات بيانات بيانات بيانات بيانات بيانات بيانات بيانات بيانات بيانات ب", "tokens": [1211, 1211, 9778, 9566, 2407, 9566, 31767, 17082, 48923, 4032, 6027, 9381, 17082, 48923, 7251, 43020, 8315, 44713, 9778, 3215, 10943, 4724, 995, 4117, 3794, 4724, 1211, 9307, 5296, 21292, 7649, 9307, 9122, 3555, 48923, 7251, 14851, 9778, 40448, 2423, 3224, 1829, 14851, 7435, 2288, 10943, 20666, 28814, 11242, 31845, 3660, 7251, 43020, 8315, 44713, 9778, 3215, 10943, 44049, 38207, 7251, 38251, 7578, 4724, 1829, 7649, 9307, 6225, 18513, 10632, 44713, 9778, 3215, 10943, 2423, 3224, 1829, 14851, 7435, 2288, 10943, 11933, 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0.9524739583333334}, {"start": 586.44, "end": 586.84, "word": " معناه", "probability": 0.8445638020833334}, {"start": 586.84, "end": 587.4, "word": " إيش؟", "probability": 0.8436279296875}], "temperature": 1.0}, {"id": 22, "seek": 61578, "start": 588.24, "end": 615.78, "text": "نان لينيار بس لأ إذا كان نان لينيار يجب أن نعرف إذا كان لفت أو رايت سكوت لفت يعني أن الـ left tail is longer than the right tail and for right skewed right tail is longer than the left tail. So that's all for evaluating normality. I will give a specific example in order to determine if the data is normal or not by using these rules.", "tokens": [1863, 7649, 5296, 9957, 1829, 9640, 4724, 3794, 5296, 10721, 11933, 15730, 25961, 8717, 7649, 5296, 9957, 1829, 9640, 7251, 7435, 3555, 14739, 8717, 3615, 28480, 11933, 15730, 25961, 5296, 5172, 2655, 34051, 12602, 995, 36081, 8608, 4117, 35473, 5296, 5172, 2655, 37495, 22653, 14739, 2423, 39184, 1411, 6838, 307, 2854, 813, 264, 558, 6838, 293, 337, 558, 8756, 26896, 558, 6838, 307, 2854, 813, 264, 1411, 6838, 13, 407, 300, 311, 439, 337, 27479, 2026, 1860, 13, 286, 486, 976, 257, 2685, 1365, 294, 1668, 281, 6997, 498, 264, 1412, 307, 2710, 420, 406, 538, 1228, 613, 4474, 13], "avg_logprob": -0.42172030057057297, "compression_ratio": 1.6209677419354838, "no_speech_prob": 0.0, "words": [{"start": 588.24, "end": 588.68, "word": "نان", "probability": 0.215362548828125}, {"start": 588.68, "end": 589.08, "word": " لينيار", "probability": 0.6776123046875}, {"start": 589.08, "end": 590.58, "word": " بس", "probability": 0.602294921875}, {"start": 590.58, "end": 590.88, "word": " لأ", "probability": 0.58740234375}, {"start": 590.88, "end": 591.02, "word": " إذا", "probability": 0.799072265625}, {"start": 591.02, "end": 591.24, "word": " كان", "probability": 0.98388671875}, {"start": 591.24, "end": 591.44, "word": " نان", "probability": 0.6053466796875}, {"start": 591.44, "end": 591.7, "word": " لينيار", "probability": 0.952392578125}, {"start": 591.7, "end": 591.98, "word": " يجب", "probability": 0.589111328125}, {"start": 591.98, "end": 592.08, "word": " أن", "probability": 0.71435546875}, {"start": 592.08, "end": 592.24, "word": " نعرف", "probability": 0.9695638020833334}, {"start": 592.24, "end": 592.58, "word": " إذا", "probability": 0.59747314453125}, {"start": 592.58, "end": 592.86, "word": " كان", "probability": 0.8515625}, {"start": 592.86, "end": 593.08, "word": " لفت", "probability": 0.4158528645833333}, {"start": 593.08, "end": 593.22, "word": " أو", "probability": 0.76513671875}, {"start": 593.22, "end": 593.44, "word": " رايت", "probability": 0.5120442708333334}, {"start": 593.44, "end": 593.82, "word": " سكوت", "probability": 0.6161295572916666}, {"start": 593.82, "end": 594.6, "word": " لفت", "probability": 0.8072102864583334}, {"start": 594.6, "end": 594.92, "word": " يعني", "probability": 0.7039794921875}, {"start": 594.92, "end": 595.58, "word": " أن", "probability": 0.494873046875}, {"start": 595.58, "end": 595.58, "word": " الـ", "probability": 0.1282958984375}, {"start": 595.58, "end": 597.6, "word": " left", "probability": 0.390380859375}, {"start": 597.6, "end": 597.84, "word": " tail", "probability": 0.89501953125}, {"start": 597.84, "end": 598.02, "word": " is", "probability": 0.391357421875}, {"start": 598.02, "end": 598.26, "word": " longer", "probability": 0.94873046875}, {"start": 598.26, "end": 598.46, "word": " than", "probability": 0.9267578125}, {"start": 598.46, "end": 598.62, "word": " the", "probability": 0.4111328125}, {"start": 598.62, "end": 598.8, "word": " right", "probability": 0.93798828125}, {"start": 598.8, "end": 599.12, "word": " tail", "probability": 0.8740234375}, {"start": 599.12, "end": 599.92, "word": " and", "probability": 0.362548828125}, {"start": 599.92, "end": 600.16, "word": " for", "probability": 0.8291015625}, {"start": 600.16, "end": 600.46, "word": " right", "probability": 0.75537109375}, {"start": 600.46, "end": 600.92, "word": " skewed", "probability": 0.6947021484375}, {"start": 600.92, "end": 601.74, "word": " right", "probability": 0.6689453125}, {"start": 601.74, "end": 602.1, "word": " tail", "probability": 0.89453125}, {"start": 602.1, "end": 602.54, "word": " is", "probability": 0.9521484375}, {"start": 602.54, "end": 602.8, "word": " longer", "probability": 0.9560546875}, {"start": 602.8, "end": 603.06, "word": " than", "probability": 0.95751953125}, {"start": 603.06, "end": 603.22, "word": " the", "probability": 0.85693359375}, {"start": 603.22, "end": 603.42, "word": " left", "probability": 0.94921875}, {"start": 603.42, "end": 603.66, "word": " tail.", "probability": 0.8330078125}, {"start": 604.72, "end": 605.24, "word": " So", "probability": 0.44580078125}, {"start": 605.24, "end": 605.56, "word": " that's", "probability": 0.847412109375}, {"start": 605.56, "end": 605.82, "word": " all", "probability": 0.94384765625}, {"start": 605.82, "end": 606.3, "word": " for", "probability": 0.95849609375}, {"start": 606.3, "end": 607.44, "word": " evaluating", "probability": 0.91259765625}, {"start": 607.44, "end": 607.92, "word": " normality.", "probability": 0.9150390625}, {"start": 608.06, "end": 608.08, "word": " I", "probability": 0.74951171875}, {"start": 608.08, "end": 608.18, "word": " will", "probability": 0.85595703125}, {"start": 608.18, "end": 608.44, "word": " give", "probability": 0.90625}, {"start": 608.44, "end": 609.56, "word": " a", "probability": 0.8720703125}, {"start": 609.56, "end": 610.04, "word": " specific", "probability": 0.89208984375}, {"start": 610.04, "end": 611.16, "word": " example", "probability": 0.91162109375}, {"start": 611.16, "end": 611.5, "word": " in", "probability": 0.91455078125}, {"start": 611.5, "end": 611.7, "word": " order", "probability": 0.92041015625}, {"start": 611.7, "end": 611.88, "word": " to", "probability": 0.955078125}, {"start": 611.88, "end": 612.14, "word": " determine", "probability": 0.92822265625}, {"start": 612.14, "end": 612.38, "word": " if", "probability": 0.9560546875}, {"start": 612.38, "end": 612.48, "word": " the", "probability": 0.8984375}, {"start": 612.48, "end": 612.74, "word": " data", "probability": 0.95947265625}, {"start": 612.74, "end": 612.96, "word": " is", "probability": 0.96142578125}, {"start": 612.96, "end": 613.3, "word": " normal", "probability": 0.8642578125}, {"start": 613.3, "end": 613.46, "word": " or", "probability": 0.93115234375}, {"start": 613.46, "end": 613.66, "word": " not", "probability": 0.951171875}, {"start": 613.66, "end": 613.88, "word": " by", "probability": 0.93017578125}, {"start": 613.88, "end": 614.28, "word": " using", "probability": 0.93212890625}, {"start": 614.28, "end": 615.3, "word": " these", "probability": 0.8515625}, {"start": 615.3, "end": 615.78, "word": " rules.", "probability": 0.82958984375}], "temperature": 1.0}, {"id": 23, "seek": 63878, "start": 617.1, "end": 638.78, "text": "الآن، إذا كان واحد من هذه القواعد مخاطر، فالبيانات ليست مستعمرة بشكل عام، يعني لو واحد من اللي حكينا عليهم مش متحقق، مع كده البيانات مش عامة، يعني مافيش جاع يحسب كل هدول اللي حكيت عليهم، واحدة منهم is enough in order to determine if the data is normal واضح يعني، مش شرط", "tokens": [6027, 148, 48506, 12399, 11933, 15730, 25961, 36764, 24401, 9154, 29538, 25062, 14407, 22488, 3714, 9778, 41193, 2288, 12399, 6156, 6027, 21292, 7649, 9307, 32239, 14851, 3714, 14851, 25957, 25720, 4724, 8592, 28820, 6225, 10943, 12399, 37495, 22653, 45164, 36764, 24401, 9154, 13672, 1829, 11331, 4117, 1829, 8315, 25894, 16095, 37893, 44650, 5016, 4587, 4587, 12399, 20449, 9122, 3215, 3224, 2423, 21292, 7649, 9307, 37893, 6225, 10943, 3660, 12399, 37495, 22653, 19446, 41185, 8592, 10874, 45761, 7251, 5016, 35457, 28242, 8032, 3215, 12610, 13672, 1829, 11331, 4117, 36081, 25894, 16095, 12399, 36764, 24401, 3660, 9154, 16095, 307, 1547, 294, 1668, 281, 6997, 498, 264, 1412, 307, 2710, 4032, 46958, 5016, 37495, 22653, 12399, 37893, 13412, 2288, 9566], "avg_logprob": -0.3466631315522275, "compression_ratio": 1.7509881422924902, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 617.1000000000001, "end": 617.6600000000001, "word": "الآن،", "probability": 0.5077667236328125}, {"start": 617.6600000000001, "end": 618.22, "word": " إذا", "probability": 0.737548828125}, {"start": 618.22, "end": 620.2, "word": " كان", "probability": 0.18212890625}, {"start": 620.2, "end": 620.38, "word": " واحد", "probability": 0.70703125}, {"start": 620.38, "end": 620.52, "word": " من", "probability": 0.83447265625}, {"start": 620.52, "end": 620.8, "word": " هذه", "probability": 0.81005859375}, {"start": 620.8, "end": 620.8, "word": " القواعد", "probability": 0.5265299479166666}, {"start": 620.8, "end": 622.12, "word": " مخاطر،", "probability": 0.406103515625}, {"start": 622.12, "end": 622.98, "word": " فالبيانات", "probability": 0.70283203125}, {"start": 622.98, "end": 623.34, "word": " ليست", "probability": 0.722900390625}, {"start": 623.34, "end": 623.62, "word": " مستعمرة", "probability": 0.3524169921875}, {"start": 623.62, "end": 624.18, "word": " بشكل", "probability": 0.6075846354166666}, {"start": 624.18, "end": 624.54, "word": " عام،", "probability": 0.5388997395833334}, {"start": 624.54, "end": 625.1, "word": " يعني", "probability": 0.787109375}, {"start": 625.1, "end": 625.22, "word": " لو", "probability": 0.724609375}, {"start": 625.22, "end": 625.4, "word": " واحد", "probability": 0.983154296875}, {"start": 625.4, "end": 625.52, "word": " من", "probability": 0.9638671875}, {"start": 625.52, "end": 625.58, "word": " اللي", "probability": 0.7293701171875}, {"start": 625.58, "end": 625.82, "word": " حكينا", "probability": 0.9349365234375}, {"start": 625.82, "end": 626.26, "word": " عليهم", "probability": 0.97509765625}, {"start": 626.26, "end": 626.62, "word": " مش", "probability": 0.7861328125}, {"start": 626.62, "end": 628.46, "word": " متحقق،", "probability": 0.956640625}, {"start": 628.46, "end": 628.6, "word": " مع", "probability": 0.806640625}, {"start": 628.6, "end": 628.84, "word": " كده", "probability": 0.9171549479166666}, {"start": 628.84, "end": 629.08, "word": " البيانات", "probability": 0.8526611328125}, {"start": 629.08, "end": 629.32, "word": " مش", "probability": 0.98779296875}, {"start": 629.32, "end": 629.94, "word": " عامة،", "probability": 0.8438720703125}, {"start": 629.94, "end": 630.18, "word": " يعني", "probability": 0.95703125}, {"start": 630.18, "end": 630.52, "word": " مافيش", "probability": 0.9388020833333334}, {"start": 630.52, "end": 630.7, "word": " جاع", "probability": 0.7177734375}, {"start": 630.7, "end": 631.08, "word": " يحسب", "probability": 0.7928059895833334}, {"start": 631.08, "end": 631.32, "word": " كل", "probability": 0.97998046875}, {"start": 631.32, "end": 631.78, "word": " هدول", "probability": 0.9127604166666666}, {"start": 631.78, "end": 633.04, "word": " اللي", "probability": 0.936279296875}, {"start": 633.04, "end": 633.28, "word": " حكيت", "probability": 0.9832356770833334}, {"start": 633.28, "end": 633.8, "word": " عليهم،", "probability": 0.9306640625}, {"start": 633.8, "end": 634.14, "word": " واحدة", "probability": 0.97314453125}, {"start": 634.14, "end": 634.4, "word": " منهم", "probability": 0.989990234375}, {"start": 634.4, "end": 634.56, "word": " is", "probability": 0.1298828125}, {"start": 634.56, "end": 635.02, "word": " enough", "probability": 0.89013671875}, {"start": 635.02, "end": 635.4, "word": " in", "probability": 0.36865234375}, {"start": 635.4, "end": 635.6, "word": " order", "probability": 0.943359375}, {"start": 635.6, "end": 635.78, "word": " to", "probability": 0.9814453125}, {"start": 635.78, "end": 636.04, "word": " determine", "probability": 0.8994140625}, {"start": 636.04, "end": 636.22, "word": " if", "probability": 0.90234375}, {"start": 636.22, "end": 636.32, "word": " the", "probability": 0.8916015625}, {"start": 636.32, "end": 636.56, "word": " data", "probability": 0.96875}, {"start": 636.56, "end": 636.78, "word": " is", "probability": 0.96826171875}, {"start": 636.78, "end": 637.08, "word": " normal", "probability": 0.84423828125}, {"start": 637.08, "end": 638.1, "word": " واضح", "probability": 0.7777506510416666}, {"start": 638.1, "end": 638.38, "word": " يعني،", "probability": 0.7015787760416666}, {"start": 638.38, "end": 638.46, "word": " مش", "probability": 0.986328125}, {"start": 638.46, "end": 638.78, "word": " شرط", "probability": 0.9903971354166666}], "temperature": 1.0}, {"id": 24, "seek": 66078, "start": 639.44, "end": 660.78, "text": "أعملهم كاشف للكل بعمل اختبار لواحدة منهم وتكفي يعني لو عندك data بهذا الشكل وعملتي boxplot boxplot is enough to determine if the data is normal or not واضح؟ يعني لو عندك data عندنا minimum, volume, first quartile, median, third quartile and maximum وبعدين برسم", "tokens": [10721, 25957, 1211, 16095, 9122, 33599, 5172, 5296, 23275, 1211, 4724, 25957, 1211, 1975, 46456, 3555, 9640, 5296, 14407, 24401, 3660, 9154, 16095, 34683, 4117, 41185, 37495, 22653, 45164, 43242, 4117, 1412, 39627, 15730, 25124, 28820, 4032, 25957, 1211, 31371, 2424, 564, 310, 2424, 564, 310, 307, 1547, 281, 6997, 498, 264, 1412, 307, 2710, 420, 406, 4032, 46958, 5016, 22807, 37495, 22653, 45164, 43242, 4117, 1412, 43242, 8315, 7285, 11, 5523, 11, 700, 20837, 794, 11, 26779, 11, 2636, 20837, 794, 293, 6674, 46599, 22488, 9957, 4724, 2288, 38251], "avg_logprob": -0.2367788389488891, "compression_ratio": 1.5391304347826087, "no_speech_prob": 0.0, "words": 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"start": 882.53, "end": 910.51, "text": "إذا كنت تعود قليلا إلى الـ previous one Q3-Q1 2474-Q1 الفرق بين هاتين القيم 6.98 الأن هل هذا القيم يقل 1.33 سيجما؟", "tokens": [28814, 15730, 9122, 29399, 6055, 3615, 23328, 12174, 20292, 15040, 30731, 2423, 39184, 3894, 472, 1249, 18, 12, 48, 16, 4022, 34026, 12, 48, 16, 27188, 2288, 4587, 49374, 8032, 9307, 9957, 25062, 32640, 1386, 13, 22516, 16247, 1863, 8032, 1211, 23758, 25062, 32640, 7251, 4587, 1211, 502, 13, 10191, 8608, 1829, 7435, 15042, 22807], "avg_logprob": -0.6004464413438525, "compression_ratio": 1.2222222222222223, "no_speech_prob": 0.0, "words": [{"start": 882.53, "end": 882.95, "word": "إذا", "probability": 0.638916015625}, {"start": 882.95, "end": 883.13, "word": " كنت", "probability": 0.483184814453125}, {"start": 883.13, "end": 883.29, "word": " تعود", "probability": 0.6909993489583334}, {"start": 883.29, "end": 884.05, "word": " قليلا", "probability": 0.582763671875}, {"start": 884.05, "end": 884.37, "word": " إلى", 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بالنسبالك خلاص طلع الرسمة لنفس ال data طلع الرسمة اللي مسميها normality plot if you look carefully at the line at the data it's very clear that the data is not linear because we have curved data here وضحة شكل مرحنة", "tokens": [2304, 8592, 13412, 38688, 2655, 37893, 8608, 2407, 7578, 45030, 11242, 49429, 5296, 10721, 22807, 23758, 5551, 3794, 3224, 1211, 20666, 1863, 35457, 6027, 4117, 16490, 1211, 33546, 23032, 1211, 3615, 34892, 38251, 3660, 5296, 1863, 36178, 2423, 1412, 23032, 1211, 3615, 34892, 38251, 3660, 13672, 1829, 3714, 38251, 1829, 11296, 2026, 1860, 7542, 498, 291, 574, 7500, 412, 264, 1622, 412, 264, 1412, 309, 311, 588, 1850, 300, 264, 1412, 307, 406, 8213, 570, 321, 362, 24991, 1412, 510, 4032, 11242, 5016, 3660, 13412, 28820, 3714, 2288, 5016, 1863, 3660], "avg_logprob": -0.24898097631723984, "compression_ratio": 1.5, "no_speech_prob": 0.0, "words": [{"start": 1164.46, "end": 1164.7, "word": "مش", "probability": 0.547119140625}, {"start": 1164.7, "end": 1164.88, 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mean 15 ال probability between 16 and 17 point 13 والأقل من 13 بتساوي point 07", "tokens": [22, 4, 4032, 41361, 25894, 1975, 4117, 2655, 3555, 11296, 28242, 11296, 44945, 36178, 1829, 1975, 4117, 2655, 3555, 39896, 4117, 1614, 4, 294, 1614, 3043, 1975, 15730, 5551, 3615, 9566, 7649, 1829, 9714, 20449, 1211, 20498, 9307, 2423, 914, 2119, 2423, 8482, 1296, 3165, 293, 3282, 935, 3705, 16070, 10721, 4587, 1211, 9154, 3705, 39894, 3794, 995, 45865, 935, 1958, 22], "avg_logprob": -0.3474702513407147, "compression_ratio": 1.319526627218935, "no_speech_prob": 0.0, "words": [{"start": 1723.29, "end": 1723.67, "word": "7", "probability": 0.295166015625}, {"start": 1723.67, "end": 1724.17, "word": "%", "probability": 0.84765625}, {"start": 1724.17, "end": 1725.57, "word": " وكان", "probability": 0.12451171875}, {"start": 1725.57, "end": 1725.69, "word": " علي", "probability": 0.84619140625}, {"start": 1725.69, "end": 1726.15, "word": " اكتبها", "probability": 0.861328125}, {"start": 1726.15, 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"probability": 0.955078125}, {"start": 2014.53, "end": 2015.47, "word": " between", "probability": 0.90234375}, {"start": 2015.47, "end": 2015.93, "word": " fifteen", "probability": 0.47607421875}, {"start": 2015.93, "end": 2016.09, "word": " and", "probability": 0.92919921875}, {"start": 2016.09, "end": 2020.27, "word": " sixteen؟", "probability": 0.759765625}, {"start": 2020.27, "end": 2022.71, "word": " بين", "probability": 0.716796875}, {"start": 2022.71, "end": 2023.21, "word": " خمساش", "probability": 0.8900146484375}, {"start": 2023.21, "end": 2023.29, "word": " و", "probability": 0.34521484375}, {"start": 2023.29, "end": 2023.51, "word": " ست", "probability": 0.8369140625}, {"start": 2023.51, "end": 2023.83, "word": " عشرة", "probability": 0.4895833333333333}, {"start": 2023.83, "end": 2026.73, "word": " لحظة", "probability": 0.890869140625}, {"start": 2026.73, "end": 2026.93, "word": " هو", "probability": 0.1590576171875}, {"start": 2026.93, "end": 2027.07, "word": " مش", 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أقل من سبنتين ماذا يعني؟ الأكبر سبعة، ماذا يعني؟ واحد نقل سبعة إلى تلاتة وستين في المائة الـ probability is given، this X is given، now convert to this score", "tokens": [2304, 3615, 1863, 7578, 4724, 1829, 2407, 4724, 995, 4117, 3794, 5551, 4587, 1211, 9154, 8608, 3555, 29399, 9957, 3714, 45636, 995, 37495, 22653, 22807, 2423, 10721, 4117, 26890, 8608, 3555, 27884, 12399, 3714, 45636, 995, 37495, 22653, 22807, 36764, 24401, 8717, 4587, 1211, 8608, 3555, 27884, 30731, 6055, 1211, 9307, 3660, 4032, 14851, 9957, 8978, 9673, 16373, 3660, 2423, 39184, 8482, 307, 2212, 12399, 341, 1783, 307, 2212, 12399, 586, 7620, 281, 341, 6175], "avg_logprob": -0.6451480286686044, "compression_ratio": 1.48, "no_speech_prob": 0.0, "words": [{"start": 2552.9700000000003, "end": 2553.65, "word": "معنى", "probability": 0.484161376953125}, {"start": 2553.65, "end": 2554.33, "word": " بيو", "probability": 0.4114583333333333}, {"start": 2554.33, "end": 2554.73, "word": " باكس", "probability": 0.62237548828125}, 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