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0.90185546875}, {"start": 584.74, "end": 585.18, "word": " مستقيم", "probability": 0.9852294921875}, {"start": 585.18, "end": 585.62, "word": " أي", "probability": 0.4951171875}, {"start": 585.62, "end": 586.04, "word": " شكل", "probability": 0.970947265625}, {"start": 586.04, "end": 586.44, "word": " تاني", "probability": 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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