{"segments": [{"id": 1, "seek": 4894, "start": 20.96, "end": 48.94, "text": "يلا بسم الله الرحمن الرحيم المحاضرات السابقة يا بنات احنا درسنا الأساسات في اللي هي السلسل الزمنية ال time series أخدنا بصراحة كيف اللي هو ال form تبعت ال moving average و ال auto regressive و القريمة و السريمة و أخدنا الأساسات تبعت اللي هو ال auto covariance التعريف ال definition تبع ال auto covariance و ال auto correlation و حكينا عن ال regression العادي ال linear regression ال smoothing", "tokens": [1829, 15040, 4724, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 9673, 5016, 46958, 2288, 9307, 21136, 16758, 28671, 35186, 4724, 8315, 2655, 1975, 5016, 8315, 11778, 2288, 3794, 8315, 16247, 3794, 32277, 9307, 8978, 13672, 1829, 39896, 21136, 1211, 3794, 1211, 6024, 110, 27842, 10632, 2423, 565, 2638, 5551, 9778, 3215, 8315, 4724, 9381, 23557, 5016, 3660, 9122, 33911, 13672, 1829, 31439, 2423, 1254, 6055, 3555, 34268, 2423, 2684, 4274, 4032, 2423, 8399, 1121, 22733, 4032, 25062, 16572, 46007, 4032, 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القانون لما نكون معروف هذا الشيء variance summation فبنفك هيك من احيان", "tokens": [3224, 2407, 13672, 1829, 3714, 29245, 23328, 15844, 2423, 24793, 21292, 35473, 2288, 13672, 1829, 31439, 6225, 2304, 20292, 995, 8608, 1829, 7435, 15042, 6055, 2288, 21292, 3615, 1975, 5172, 2655, 5016, 12174, 9381, 3660, 38637, 36081, 995, 30767, 13546, 2407, 13672, 1829, 39896, 36764, 24401, 30767, 1829, 38637, 36081, 995, 36764, 24401, 6055, 2288, 21292, 3615, 5296, 24401, 11778, 1829, 30767, 16373, 3215, 3714, 9957, 38637, 36081, 995, 9122, 1829, 2407, 6055, 2288, 21292, 3615, 9154, 1975, 5016, 1829, 7649, 1975, 5016, 5172, 19913, 12610, 1829, 23758, 25062, 7649, 11536, 5296, 15042, 8717, 30544, 20449, 32887, 5172, 23758, 25124, 1829, 38207, 21977, 28811, 6156, 3555, 1863, 5172, 4117, 39896, 4117, 9154, 1975, 5016, 1829, 7649], "avg_logprob": -0.2600160286976741, "compression_ratio": 1.912621359223301, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 930.94, "end": 931.3, "word": "هو", 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"text": "و إذا بدكم تفهموها أكتر و أكتر بالسهولة يا ستي قبل ما نصل لهذه ال formula اللي أمامكوا شو رايكوا اللي على اللوحة اللي كتبتوا أنا خدي H ب Zero خدي واحدة H ب Zero و اشتغليه و شوفي إيش بصير هتلاقي إنه إيش كإن ال summation هنا ببدأ من وين من واحد من Zero عفوا و هكذا ثم بعد ذلك حط ال H ب واحد فبتركها عليكم خلاص مش قصة أعتقد إنها وصلت الفكرة", "tokens": [2407, 11933, 15730, 47525, 24793, 6055, 5172, 16095, 2407, 11296, 5551, 4117, 2655, 2288, 4032, 5551, 4117, 2655, 2288, 20666, 3794, 3224, 12610, 3660, 35186, 8608, 31371, 12174, 36150, 19446, 8717, 36520, 46740, 24192, 2423, 8513, 13672, 1829, 5551, 2304, 10943, 4117, 14407, 13412, 2407, 12602, 47302, 4117, 14407, 13672, 1829, 15844, 13672, 2407, 5016, 3660, 13672, 1829, 9122, 2655, 3555, 2655, 14407, 41850, 16490, 16254, 389, 4724, 17182, 16490, 16254, 36764, 24401, 3660, 389, 4724, 17182, 4032, 1975, 8592, 2655, 17082, 20292, 3224, 4032, 13412, 38688, 1829, 11933, 1829, 8592, 4724, 9381, 13546, 8032, 2655, 15040, 38436, 36145, 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"text": "هو عبارة عن ال auto covariance مقصومة على ال variance فبصف هيك من ناحية طبعا sigma تربيع هي اللي انتوا شايفينها مع sigma تربيع اللي منها بتروح فبصف هذا المقدار اللي هو عمليا مفترض انكوا تحفظوه اذا زي ما انتوا شايفين طلعولي على ال auto correlation و ال auto covariance هل يعتمدوا على الزمن باعتمدوا هل ال mean يعتمد على الزمن اذا واضح ال moving average of order q ماله", "tokens": [3224, 2407, 6225, 3555, 9640, 3660, 18871, 2423, 8399, 49851, 719, 3714, 4587, 9381, 20498, 3660, 15844, 2423, 21977, 6156, 3555, 9381, 5172, 39896, 4117, 9154, 8717, 39319, 10632, 23032, 3555, 3615, 995, 12771, 6055, 2288, 21292, 3615, 39896, 13672, 1829, 16472, 2655, 14407, 13412, 995, 33911, 9957, 11296, 20449, 12771, 6055, 2288, 21292, 3615, 13672, 1829, 9154, 11296, 39894, 32887, 5016, 6156, 3555, 9381, 5172, 23758, 9673, 28543, 9640, 13672, 1829, 31439, 6225, 2304, 20292, 995, 3714, 5172, 2655, 43042, 16472, 4117, 14407, 6055, 5016, 5172, 19913, 2407, 3224, 1975, 15730, 30767, 1829, 19446, 16472, 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"word": " moving", "probability": 0.89306640625}, {"start": 1775.29, "end": 1775.73, "word": " average", "probability": 0.81494140625}, {"start": 1775.73, "end": 1776.21, "word": " بيحقق", "probability": 0.887109375}, {"start": 1776.21, "end": 1776.61, "word": " خاصية", "probability": 0.97607421875}, {"start": 1776.61, "end": 1776.93, "word": " مين", "probability": 0.905029296875}, {"start": 1776.93, "end": 1777.69, "word": " ال", "probability": 0.64501953125}, {"start": 1777.69, "end": 1778.07, "word": " stationary", "probability": 0.94677734375}, {"start": 1778.07, "end": 1778.59, "word": " صح", "probability": 0.973388671875}], "temperature": 1.0}, {"id": 69, "seek": 180728, "start": 1779.8, "end": 1807.28, "text": "هلأ هنجي نقعد لخاصية الجديدة اللي بيحقيقها ال moving average قالها وهي ال invertibility و اللي قبل هيك حكينا عنها هي خاصية الانعكاس في الزمن مش هي قلنا عنها بل ان ال invertibility حكينا عنه قبل هيك صح و قلنا هو خاصية الانعكاس في الزمن و قلنا هنحكي عنها بالتفصيل يوم حكينا عن أن الروس تبعونها مباعظة في الآخرين، مصبوح؟ هتنبلش نحكي عنها اليوم بشكل تفصيلي في مشكلة في ال moving average احنا ماانتبهناش إلها", "tokens": [3224, 1211, 10721, 8032, 1863, 7435, 1829, 8717, 4587, 22488, 5296, 9778, 33546, 10632, 25724, 16254, 41891, 13672, 1829, 4724, 1829, 5016, 38436, 4587, 11296, 2423, 2684, 4274, 50239, 11296, 37037, 1829, 2423, 33966, 2841, 4032, 13672, 1829, 12174, 36150, 39896, 4117, 11331, 4117, 1829, 8315, 18871, 11296, 39896, 16490, 33546, 10632, 2423, 7649, 3615, 4117, 32277, 8978, 6024, 110, 27842, 37893, 39896, 12174, 1211, 8315, 18871, 11296, 4724, 1211, 16472, 2423, 33966, 2841, 11331, 4117, 1829, 8315, 18871, 3224, 12174, 36150, 39896, 4117, 20328, 5016, 4032, 12174, 1211, 8315, 31439, 16490, 33546, 10632, 2423, 7649, 3615, 4117, 32277, 8978, 6024, 110, 27842, 4032, 12174, 1211, 8315, 8032, 1863, 5016, 4117, 1829, 18871, 11296, 20666, 2655, 5172, 9381, 26895, 7251, 20498, 11331, 4117, 1829, 8315, 18871, 14739, 2423, 32887, 3794, 6055, 3555, 3615, 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