{"segments": [{"id": 1, "seek": 5005, "start": 20.81, "end": 50.05, "text": "بسم الله الرحمن الرحيم شباب اليوم ان شاء الله سنبدأ بدراسة أهم خصائص اللي هي أو أهم خاصية تمتاز بيها السلاسل الزمنية بهدف زي ما انتوا عارفين اللي هو بالاخير نتنبأ أهم خاصية تمتاز بيها السلاسل الزمنية هي خاصية ال auto covariance و ال auto correlation و اللي هي كمان شوية هنشرح شو هي هذه الخصائص أو شو يعني خاصية ال auto covariance أو شو هي ال auto covariance و شو هي ال auto correlation", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 13412, 3555, 16758, 45595, 20498, 16472, 13412, 16606, 21984, 8608, 1863, 44510, 10721, 47525, 23557, 3794, 3660, 5551, 16095, 16490, 9381, 16373, 9381, 13672, 1829, 39896, 34051, 5551, 16095, 16490, 33546, 10632, 46811, 2655, 31377, 4724, 1829, 11296, 21136, 15040, 3794, 1211, 6024, 110, 27842, 10632, 39627, 3215, 5172, 30767, 1829, 19446, 16472, 2655, 14407, 6225, 9640, 5172, 9957, 13672, 1829, 31439, 20666, 47283, 13546, 8717, 2655, 1863, 3555, 10721, 5551, 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141497, "start": 1388.07, "end": 1414.97, "text": "موجب ولا سالب موجب هذا هو هيك هتطلع الرسمة طبعا بالمناسبة لو طلع سالب واحد برضه perfect هذا perfect موجب هذا perfect ماله سالب وفكرك الرسمة هيك كيف هتطلع هيك ليه؟ شوفوا يا شباب من zero إلى نص weak ضعيف بس weak ليش ترضي ام عكسي", "tokens": [2304, 29245, 3555, 49429, 8608, 6027, 3555, 3714, 29245, 3555, 23758, 31439, 39896, 4117, 8032, 2655, 9566, 1211, 3615, 34892, 38251, 3660, 23032, 3555, 3615, 995, 20666, 2304, 8315, 35457, 3660, 45164, 23032, 1211, 3615, 8608, 6027, 3555, 36764, 24401, 4724, 43042, 3224, 2176, 23758, 2176, 3714, 29245, 3555, 23758, 2176, 3714, 6027, 3224, 8608, 6027, 3555, 4032, 5172, 4117, 31747, 34892, 38251, 3660, 39896, 4117, 9122, 33911, 8032, 2655, 9566, 1211, 3615, 39896, 4117, 32239, 3224, 22807, 13412, 38688, 14407, 35186, 13412, 3555, 16758, 9154, 4018, 30731, 8717, 9381, 5336, 48812, 3615, 33911, 4724, 3794, 5336, 32239, 8592, 6055, 43042, 1829, 1975, 2304, 6225, 4117, 3794, 1829], "avg_logprob": 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تحفظه ال auto correlation هو عبارة عن ال auto covariance مقصوما على جزر ال variance لل XS عند الزمن zero من ناحية؟ طيب هلجيتها؟", "tokens": [39237, 10943, 8032, 1211, 7435, 36081, 11296, 9122, 2304, 7649, 3714, 25720, 22807, 23032, 1211, 3615, 14407, 6225, 8592, 7649, 16712, 3615, 16572, 5172, 23758, 11331, 5172, 19913, 3714, 9566, 1211, 37746, 9154, 4117, 6055, 5016, 5172, 19913, 3224, 2423, 8399, 20009, 31439, 6225, 3555, 9640, 3660, 18871, 2423, 8399, 49851, 719, 3714, 4587, 9381, 2407, 15042, 15844, 10874, 11622, 2288, 2423, 21977, 24976, 1783, 50, 43242, 6024, 110, 27842, 4018, 9154, 8717, 39319, 10632, 22807, 23032, 1829, 3555, 8032, 1211, 7435, 36081, 11296, 22807], "avg_logprob": -0.2183866240950518, "compression_ratio": 1.5549738219895288, "no_speech_prob": 2.980232238769531e-07, "words": [{"start": 2012.29, "end": 2012.69, "word": "تمام", "probability": 0.8310546875}, {"start": 2012.69, "end": 2013.41, "word": " هلجيتها", "probability": 0.6714599609375}, {"start": 2013.41, 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parameter اللي هو اسمه Gamma X H هو بينقول عنه ال H order او Lag H auto covariance ل XT", "tokens": [6027, 20292, 1975, 8315, 12174, 36150, 13412, 2407, 10632, 11331, 4117, 36081, 3224, 15844, 13672, 2407, 5016, 3660, 1975, 1829, 3224, 2423, 7649, 1975, 2304, 10943, 8315, 8978, 9673, 15040, 5016, 19913, 3660, 16247, 12610, 7578, 6156, 1211, 2407, 6225, 28480, 2655, 14407, 35186, 13412, 3555, 16758, 2423, 389, 15844, 14739, 11296, 314, 3175, 318, 6225, 28480, 2655, 14407, 15844, 14739, 3224, 389, 6156, 41185, 21542, 6027, 3660, 29538, 2423, 13075, 13672, 1829, 31439, 24525, 2304, 3224, 24723, 1696, 1783, 389, 31439, 49374, 39648, 18871, 3224, 2423, 389, 1668, 1975, 2407, 24886, 389, 8399, 49851, 719, 5296, 1783, 51], "avg_logprob": -0.309375, "compression_ratio": 1.6355555555555557, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 2037.51, "end": 2038.35, "word": "اللي", "probability": 0.4693603515625}, {"start": 2038.35, "end": 2038.55, "word": " انا", "probability": 0.529266357421875}, {"start": 2038.55, "end": 2038.77, "word": " قبل", "probability": 0.967041015625}, {"start": 2038.77, "end": 2039.13, "word": " شوية", "probability": 0.8087565104166666}, {"start": 2039.13, "end": 2039.65, "word": " حكيته", "probability": 0.9342041015625}, {"start": 2039.65, "end": 2039.81, "word": " على", "probability": 0.689453125}, {"start": 2039.81, "end": 2040.23, "word": " اللوحة", "probability": 0.8648681640625}, {"start": 2040.23, "end": 2040.39, "word": " ايه", "probability": 0.6815185546875}, {"start": 2040.39, "end": 2040.67, "word": " الان", "probability": 0.56011962890625}, {"start": 2040.67, "end": 2041.13, "word": " امامنا", "probability": 0.8480224609375}, {"start": 2041.13, "end": 2041.27, "word": " في", "probability": 0.4716796875}, {"start": 2041.27, "end": 2041.83, "word": " الملاحظة", "probability": 0.97373046875}, {"start": 2041.83, "end": 2042.19, "word": " الأولى", "probability": 0.82861328125}, {"start": 2042.19, "end": 2042.77, "word": " فلو", "probability": 0.90625}, {"start": 2042.77, "end": 2043.27, "word": " عرفتوا", "probability": 0.81463623046875}, {"start": 2043.27, "end": 2043.37, "word": " يا", "probability": 0.72412109375}, {"start": 2043.37, "end": 2043.69, "word": " شباب", "probability": 0.9811197916666666}, {"start": 2043.69, "end": 2044.39, "word": " ال", "probability": 0.91357421875}, {"start": 2044.39, "end": 2044.61, "word": " H", "probability": 0.4091796875}, {"start": 2044.61, "end": 2044.87, "word": " على", "probability": 0.325927734375}, {"start": 2044.87, "end": 2045.77, "word": " أنها", "probability": 0.770263671875}, {"start": 2045.77, "end": 2046.73, "word": " T", "probability": 0.564453125}, {"start": 2046.73, "end": 2047.09, "word": " minus", "probability": 0.5390625}, {"start": 2047.09, "end": 2049.15, "word": " S", "probability": 0.97021484375}, {"start": 2049.15, "end": 2053.19, "word": " عرفتوا", "probability": 0.68585205078125}, {"start": 2053.19, "end": 2053.35, "word": " على", "probability": 0.50390625}, {"start": 2053.35, "end": 2053.65, "word": " أنه", "probability": 0.64501953125}, {"start": 2053.65, "end": 2053.87, "word": " H", "probability": 0.85986328125}, {"start": 2053.87, "end": 2054.45, "word": " ففي", "probability": 0.798828125}, {"start": 2054.45, "end": 2054.87, "word": " الحالة", "probability": 0.9798177083333334}, {"start": 2054.87, "end": 2055.13, "word": " هذه", "probability": 0.80712890625}, {"start": 2055.13, "end": 2055.29, "word": " ال", "probability": 0.93701171875}, {"start": 2055.29, "end": 2055.81, "word": " parameter", "probability": 0.9541015625}, {"start": 2055.81, "end": 2056.39, "word": " اللي", "probability": 0.86376953125}, {"start": 2056.39, "end": 2056.65, "word": " هو", "probability": 0.85546875}, {"start": 2056.65, "end": 2057.41, "word": " اسمه", "probability": 0.9765625}, {"start": 2057.41, "end": 2057.93, "word": " Gamma", "probability": 0.7490234375}, {"start": 2057.93, "end": 2058.27, "word": " X", "probability": 0.60693359375}, {"start": 2058.27, "end": 2059.11, "word": " H", "probability": 0.7109375}, {"start": 2059.11, "end": 2059.63, "word": " هو", "probability": 0.93701171875}, {"start": 2059.63, "end": 2060.03, "word": " بينقول", "probability": 0.597900390625}, {"start": 2060.03, "end": 2060.45, "word": " عنه", "probability": 0.61376953125}, {"start": 2060.45, "end": 2060.61, "word": " ال", "probability": 0.7041015625}, {"start": 2060.61, "end": 2060.81, "word": " H", "probability": 0.76708984375}, {"start": 2060.81, "end": 2061.37, "word": " order", "probability": 0.83251953125}, {"start": 2061.37, "end": 2061.85, "word": " او", "probability": 0.727294921875}, {"start": 2061.85, "end": 2062.61, "word": " Lag", "probability": 0.50390625}, {"start": 2062.61, "end": 2063.21, "word": " H", "probability": 0.923828125}, {"start": 2063.21, "end": 2063.51, "word": " auto", "probability": 0.26708984375}, {"start": 2063.51, "end": 2064.45, "word": " covariance", "probability": 0.9248046875}, {"start": 2064.45, "end": 2065.17, "word": " ل", "probability": 0.82568359375}, {"start": 2065.17, "end": 2065.59, "word": " XT", "probability": 0.625244140625}], "temperature": 1.0}, {"id": 79, "seek": 209579, "start": 2066.41, "end": 2095.79, "text": "هو auto covariance، هذا اسمه auto covariance عندها حاجة اسمها lag، الآن زي ما انتوا حافظين أسماءكوا بتحفظولي كلمة ال lag هذه، من هنا لما نخلص المنهج تبعنا، حدالها ورانا الكلمة هذه lag مامعنى ال lag؟ هي الفرق إيش؟ هي في الملاحظة التانية ال difference of two moments in time، بنقول عنه مين؟ ال lag", "tokens": [3224, 2407, 8399, 49851, 719, 12399, 23758, 24525, 2304, 3224, 8399, 49851, 719, 43242, 11296, 11331, 26108, 3660, 24525, 2304, 11296, 8953, 12399, 6024, 48506, 30767, 1829, 19446, 16472, 2655, 14407, 11331, 31845, 19913, 9957, 5551, 38251, 16606, 4117, 14407, 39894, 5016, 5172, 19913, 12610, 1829, 9122, 19528, 3660, 2423, 8953, 29538, 12399, 9154, 34105, 5296, 15042, 8717, 9778, 1211, 9381, 9673, 1863, 3224, 7435, 6055, 3555, 3615, 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{"start": 2068.67, "end": 2069.95, "word": " covariance", "probability": 0.9677734375}, {"start": 2069.95, "end": 2072.51, "word": " عندها", "probability": 0.3370361328125}, {"start": 2072.51, "end": 2072.81, "word": " حاجة", "probability": 0.9918619791666666}, {"start": 2072.81, "end": 2073.19, "word": " اسمها", "probability": 0.9637044270833334}, {"start": 2073.19, "end": 2073.59, "word": " lag،", "probability": 0.6690673828125}, {"start": 2073.59, "end": 2073.91, "word": " الآن", "probability": 0.705322265625}, {"start": 2073.91, "end": 2074.27, "word": " زي", "probability": 0.835205078125}, {"start": 2074.27, "end": 2074.41, "word": " ما", "probability": 0.78662109375}, {"start": 2074.41, "end": 2074.67, "word": " انتوا", "probability": 0.7763671875}, {"start": 2074.67, "end": 2075.13, "word": " حافظين", "probability": 0.975830078125}, {"start": 2075.13, "end": 2075.83, "word": " أسماءكوا", "probability": 0.69140625}, {"start": 2075.83, "end": 2076.65, "word": " بتحفظولي", "probability": 0.74261474609375}, {"start": 2076.65, "end": 2077.13, "word": " كلمة", "probability": 0.95458984375}, {"start": 2077.13, "end": 2077.33, "word": " ال", "probability": 0.8505859375}, {"start": 2077.33, "end": 2077.65, "word": " lag", "probability": 0.95361328125}, {"start": 2077.65, "end": 2078.59, "word": " هذه،", "probability": 0.4561767578125}, {"start": 2078.59, "end": 2079.01, "word": " من", "probability": 0.9423828125}, {"start": 2079.01, "end": 2079.27, "word": " هنا", "probability": 0.79736328125}, {"start": 2079.27, "end": 2079.55, "word": " لما", "probability": 0.949462890625}, {"start": 2079.55, "end": 2080.11, "word": " نخلص", "probability": 0.9874267578125}, {"start": 2080.11, "end": 2080.55, "word": " المنهج", "probability": 0.8502197265625}, {"start": 2080.55, "end": 2081.87, "word": " تبعنا،", "probability": 0.85986328125}, {"start": 2081.87, "end": 2082.41, "word": " حدالها", "probability": 0.6099853515625}, {"start": 2082.41, "end": 2082.83, "word": " ورانا", "probability": 0.91748046875}, {"start": 2082.83, "end": 2083.31, "word": " الكلمة", "probability": 0.9405924479166666}, {"start": 2083.31, "end": 2083.57, "word": " هذه", "probability": 0.8408203125}, {"start": 2083.57, "end": 2083.91, "word": " lag", "probability": 0.74462890625}, {"start": 2083.91, "end": 2085.17, "word": " مامعنى", "probability": 0.78818359375}, {"start": 2085.17, "end": 2085.35, "word": " ال", "probability": 0.92626953125}, {"start": 2085.35, "end": 2086.57, "word": " lag؟", "probability": 0.6856689453125}, {"start": 2086.57, "end": 2086.73, "word": " هي", "probability": 0.8203125}, {"start": 2086.73, "end": 2087.19, "word": " الفرق", "probability": 0.9817708333333334}, {"start": 2087.19, "end": 2088.23, "word": " إيش؟", "probability": 0.6944580078125}, {"start": 2088.23, "end": 2088.33, "word": " هي", "probability": 0.59716796875}, {"start": 2088.33, "end": 2088.51, "word": " في", "probability": 0.9345703125}, {"start": 2088.51, "end": 2089.77, "word": " 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assumption valid موجودة و لا بتصير مشكلة، المهم، من أين هيأتي ال correlation لارتباطات في المشاهدة؟ هذي error، اسمه error، error يعني شو؟ عشوائي يعني، المفروض مافيش correlation", "tokens": [29399, 10721, 4117, 3215, 14739, 2423, 15302, 7363, 3714, 29245, 23328, 3660, 4032, 20193, 39894, 9381, 13546, 37893, 28820, 3660, 12399, 9673, 16095, 12399, 9154, 5551, 9957, 39896, 10721, 31371, 2423, 20009, 5296, 9640, 2655, 3555, 41193, 9307, 8978, 9673, 8592, 40294, 41891, 22807, 8032, 8848, 1829, 6713, 12399, 24525, 2304, 3224, 6713, 12399, 6713, 37495, 22653, 13412, 2407, 22807, 6225, 8592, 2407, 16373, 1829, 37495, 22653, 12399, 9673, 5172, 32887, 11242, 19446, 41185, 8592, 20009], "avg_logprob": -0.23721591605768574, "compression_ratio": 1.5555555555555556, "no_speech_prob": 8.940696716308594e-07, "words": [{"start": 2641.9, "end": 2642.68, "word": "نتأكد", "probability": 0.8629150390625}, {"start": 2642.68, "end": 2642.78, "word": " أن", "probability": 0.412353515625}, {"start": 2642.78, 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