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"text": "ts object time series فتروحله تدخله vector عادي بيظبطش نحن على ال argument التاني اللي هو نوع اللي هو مين ال decomposition اللي انت هتعمله هي ترى هو additive ولا هو multiplicative لو ما ترخلته و سبته فاضي لو ما دخلته و سبته فاضي", "tokens": [1373, 2657, 565, 2638, 6156, 2655, 32887, 5016, 43761, 6055, 3215, 9778, 43761, 8062, 6225, 995, 16254, 4724, 1829, 19913, 3555, 9566, 8592, 8717, 5016, 1863, 15844, 2423, 6770, 16712, 7649, 1829, 13672, 1829, 31439, 8717, 45367, 13672, 1829, 31439, 3714, 9957, 2423, 48356, 13672, 1829, 16472, 2655, 8032, 2655, 25957, 43761, 39896, 6055, 2288, 7578, 31439, 45558, 49429, 31439, 17596, 1166, 45164, 19446, 6055, 2288, 9778, 1211, 47395, 4032, 8608, 3555, 47395, 6156, 46958, 1829, 45164, 19446, 11778, 9778, 1211, 47395, 4032, 8608, 3555, 47395, 6156, 46958, 1829], "avg_logprob": -0.23559028423494763, "compression_ratio": 1.671497584541063, "no_speech_prob": 1.3709068298339844e-06, "words": [{"start": 520.51, "end": 520.91, "word": "ts", 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"end": 741.64, "word": " كتبت", "probability": 0.96630859375}, {"start": 741.64, "end": 741.82, "word": " هو", "probability": 0.9775390625}, {"start": 741.82, "end": 742.34, "word": " بيفهم", "probability": 0.8623046875}, {"start": 742.34, "end": 742.92, "word": " لأنه", "probability": 0.7919921875}, {"start": 742.92, "end": 743.26, "word": " ماشي", "probability": 0.9327799479166666}, {"start": 743.26, "end": 743.36, "word": " على", "probability": 0.52734375}, {"start": 743.36, "end": 744.28, "word": " الترتيب", "probability": 0.9072265625}, {"start": 744.28, "end": 745.26, "word": " طب", "probability": 0.886474609375}, {"start": 745.26, "end": 745.58, "word": " لازم", "probability": 0.9939778645833334}, {"start": 745.58, "end": 745.88, "word": " تحط", "probability": 0.9767252604166666}, {"start": 745.88, "end": 746.34, "word": " quotation", "probability": 0.9521484375}, {"start": 746.34, "end": 746.58, "word": " لو", "probability": 0.9140625}, {"start": 746.58, "end": 746.76, "word": " ما", "probability": 0.8974609375}, {"start": 746.76, "end": 747.18, "word": " حطيت", "probability": 0.9049479166666666}, {"start": 747.18, "end": 747.3, "word": " ال", "probability": 0.88623046875}, {"start": 747.3, "end": 747.68, "word": " quotation", "probability": 0.9892578125}, {"start": 747.68, "end": 747.9, "word": " مش", "probability": 0.9833984375}, {"start": 747.9, "end": 748.54, "word": " هيظبط", "probability": 0.8515625}], "temperature": 1.0}, {"id": 30, "seek": 77315, "start": 750.53, "end": 773.15, "text": "بدون quotation و كتبت الكلمة multiplicative مثلا او multi لحالها مش هيظبط فلازم تحط ال quotation هدول okay و بيكفي تكتب multi لإنه بيفهم انه انت تقصد multiplicative فهو اول حرفين اول حرف المهم يكونوش زي بعض منها هديك additive اول حرف ايش حرف ال a", "tokens": [44510, 11536, 47312, 4032, 9122, 2655, 3555, 2655, 33251, 19528, 3660, 17596, 1166, 50113, 15040, 1975, 2407, 4825, 5296, 5016, 6027, 11296, 37893, 39896, 19913, 3555, 9566, 6156, 1211, 31377, 2304, 6055, 5016, 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و هدول يا بناي اللي اسمهم مين ال random كيف بتجيبوها لأن انتوا بتقسموا بتقسموا شو؟", "tokens": [40228, 22653, 30767, 1829, 8717, 1211, 39896, 4117, 406, 21142, 6156, 28814, 15730, 3714, 9957, 7251, 39648, 1829, 25062, 32640, 3660, 16712, 7649, 10632, 29538, 2975, 13, 18, 10191, 18, 3714, 9957, 9122, 33911, 10874, 1829, 3555, 8315, 11296, 6055, 7649, 1829, 12174, 32640, 3660, 6055, 6027, 1829, 12174, 32640, 3660, 12602, 16758, 3615, 12174, 32640, 3660, 20449, 49429, 6055, 1211, 9307, 3660, 4724, 1829, 7435, 1829, 3555, 11296, 4032, 46958, 5016, 27188, 4117, 25720, 11933, 15730, 16490, 1211, 9381, 2655, 9154, 29538, 13672, 1829, 24525, 2304, 11296, 6028, 20449, 3714, 9957, 20449, 2423, 6586, 4032, 8032, 3215, 12610, 35186, 4724, 8315, 1829, 13672, 1829, 24525, 2304, 16095, 3714, 9957, 2423, 4974, 9122, 33911, 39894, 7435, 1829, 3555, 2407, 11296, 5296, 33456, 16472, 2655, 14407, 39894, 4587, 38251, 14407, 39894, 4587, 38251, 14407, 13412, 2407, 22807], "avg_logprob": -0.2040374017979977, 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تقسموها على مين؟ على ال season اللي مضروف في مين؟ في ال trend مش هاي؟ بيعطيك مين؟ ال trend يعني لو ضربته ال trend هذا عفو مش ال trend يا شيخ ال random لو ضربته ال random في ال trend ضربته ضرب مش احنا بنحكي multiplicate زينا لو ضربته ال random", "tokens": [2655, 4587, 38251, 14407, 2423, 2638, 16247, 9381, 20292, 13672, 1829, 39896, 29538, 25062, 1829, 10943, 6055, 4587, 38251, 2407, 11296, 15844, 3714, 9957, 22807, 15844, 2423, 3196, 13672, 1829, 3714, 11242, 32887, 5172, 8978, 3714, 9957, 22807, 8978, 2423, 6028, 37893, 8032, 47302, 22807, 4724, 40228, 9566, 1829, 4117, 3714, 9957, 22807, 2423, 6028, 37495, 22653, 45164, 48812, 25513, 47395, 2423, 6028, 23758, 6225, 5172, 2407, 37893, 2423, 6028, 35186, 44049, 9778, 2423, 4974, 45164, 48812, 25513, 47395, 2423, 4974, 8978, 2423, 6028, 48812, 25513, 47395, 48812, 25513, 37893, 1975, 5016, 8315, 44945, 5016, 4117, 1829, 17596, 473, 30767, 1829, 8315, 45164, 48812, 25513, 47395, 2423, 4974], "avg_logprob": -0.15352638106827343, 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random", "probability": 0.9091796875}], "temperature": 1.0}, {"id": 45, "seek": 117952, "start": 1151.4, "end": 1179.52, "text": "في ال trend في ال season من يقول لي شو بيعطيني بيعطيني ال series الأصلية واضحة فكرة هذه خلصنا منها تمام اذا احنا الآن زي ما انتوا شايفين هذا كل ياتو اللي احنا استخدمناه يدوي هيه ال R لحاله بكل بساطة جابينيها صح؟ وممكن ترسموا ال art يعني اعمله plot لمين؟", "tokens": [41185, 2423, 6028, 8978, 2423, 3196, 9154, 7251, 39648, 32239, 13412, 2407, 4724, 40228, 9566, 1829, 22653, 4724, 40228, 9566, 1829, 22653, 2423, 2638, 16247, 36520, 10632, 4032, 46958, 5016, 3660, 6156, 4117, 25720, 29538, 16490, 1211, 9381, 8315, 9154, 11296, 46811, 10943, 1975, 15730, 1975, 5016, 8315, 6024, 48506, 30767, 1829, 19446, 16472, 2655, 14407, 13412, 995, 33911, 9957, 23758, 28242, 7251, 9307, 2407, 13672, 1829, 1975, 5016, 8315, 44713, 9778, 40448, 8315, 3224, 7251, 3215, 45865, 39896, 3224, 2423, 497, 5296, 5016, 6027, 3224, 4724, 28820, 4724, 3794, 41193, 3660, 10874, 16758, 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علمناك المحاضرة السابقة و نتعب معها already موجودة في ال package اللي اسمه stats ف already موجودة مع الار نحن طيب بدعمله x star أنا linear regression فإذا في أجي أقول ألقم تلقاه x dot star", "tokens": [3555, 6027, 3215, 16472, 1975, 2288, 3714, 29245, 23328, 3660, 20449, 2423, 9640, 37495, 22653, 37893, 8717, 31377, 37977, 8978, 7372, 47525, 8315, 8717, 4587, 22488, 8717, 31377, 43761, 30767, 1829, 19446, 11203, 2304, 8315, 4117, 9673, 5016, 46958, 25720, 21136, 16758, 28671, 4032, 8717, 2655, 3615, 3555, 20449, 11296, 1217, 3714, 29245, 23328, 3660, 8978, 2423, 7372, 13672, 1829, 24525, 2304, 3224, 18152, 6156, 1217, 3714, 29245, 23328, 3660, 20449, 2423, 9640, 8717, 5016, 1863, 23032, 1829, 3555, 47525, 25957, 43761, 2031, 3543, 41850, 8213, 24590, 6156, 28814, 15730, 8978, 5551, 7435, 1829, 5551, 39648, 5551, 1211, 4587, 2304, 6055, 1211, 4587, 40294, 2031, 5893, 3543], "avg_logprob": -0.25549768684086976, "compression_ratio": 1.7404255319148936, "no_speech_prob": 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"text": "Formula و أحيانا من ال data عشان لو كانت ال data مش موجودة الآن و بشتغل عليها فيه ناس تخدمها من وين من منطقة أخرى سواء كانت على كمبيوتري أو كانت في package تاني او الاخر فبدخلها ال data نحن طيب ال formula هذه يا شباب صراحة ال formula هي عبارة عن المتغير ال y ال series يعني", "tokens": [49855, 3780, 4032, 5551, 5016, 1829, 7649, 995, 9154, 2423, 1412, 6225, 8592, 7649, 45164, 25961, 2655, 2423, 1412, 37893, 3714, 29245, 23328, 3660, 6024, 48506, 4032, 4724, 8592, 2655, 17082, 1211, 25894, 11296, 8978, 3224, 8717, 32277, 6055, 9778, 40448, 11296, 9154, 4032, 9957, 9154, 9154, 9566, 28671, 5551, 34740, 7578, 8608, 2407, 16606, 25961, 2655, 15844, 9122, 2304, 21292, 35473, 16572, 34051, 25961, 2655, 8978, 7372, 6055, 7649, 1829, 1975, 2407, 2423, 47283, 2288, 6156, 44510, 9778, 1211, 11296, 2423, 1412, 8717, 5016, 1863, 23032, 1829, 3555, 2423, 8513, 29538, 35186, 13412, 3555, 16758, 20328, 23557, 5016, 3660, 2423, 8513, 39896, 6225, 3555, 9640, 3660, 18871, 9673, 2655, 17082, 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0.9410400390625}, {"start": 2556.6, "end": 2556.94, "word": " اقل", "probability": 0.8543294270833334}, {"start": 2556.94, "end": 2557.08, "word": " ما", "probability": 0.9677734375}, {"start": 2557.08, "end": 2557.48, "word": " يكون", "probability": 0.9130859375}, {"start": 2557.48, "end": 2557.86, "word": " صح", "probability": 0.994384765625}], "temperature": 1.0}, {"id": 98, "seek": 258439, "start": 2559.21, "end": 2584.39, "text": "الـ function اسمها hot winters هذي يا شباب في ال R بتعمل لهذا الشغل وإضافة عليه بتستخدم فيما لو كان فيه trend وفيما لو كان فيه main season ففي عندي تلاتة parameters parameters يعني هم alpha و beta و gamma بالنسبة ل beta فيما يتعلق بال trend فلو انت في عندك ال trend", "tokens": [6027, 39184, 2445, 24525, 2304, 11296, 2368, 1942, 1559, 8032, 8848, 1829, 35186, 13412, 3555, 16758, 8978, 2423, 497, 39894, 25957, 1211, 46740, 15730, 25124, 17082, 1211, 4032, 28814, 11242, 31845, 3660, 47356, 39894, 14851, 9778, 40448, 8978, 15042, 45164, 25961, 8978, 3224, 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beta", "probability": 0.86572265625}, {"start": 2580.81, "end": 2581.27, "word": " فيما", "probability": 0.735107421875}, {"start": 2581.27, "end": 2581.93, "word": " يتعلق", "probability": 0.991943359375}, {"start": 2581.93, "end": 2582.11, "word": " بال", "probability": 0.79345703125}, {"start": 2582.11, "end": 2582.59, "word": " trend", "probability": 0.974609375}, {"start": 2582.59, "end": 2583.07, "word": " فلو", "probability": 0.9856770833333334}, {"start": 2583.07, "end": 2583.33, "word": " انت", "probability": 0.776611328125}, {"start": 2583.33, "end": 2583.45, "word": " في", "probability": 0.962890625}, {"start": 2583.45, "end": 2583.85, "word": " عندك", "probability": 0.9912109375}, {"start": 2583.85, "end": 2584.01, "word": " ال", "probability": 0.583984375}, {"start": 2584.01, "end": 2584.39, "word": " trend", "probability": 0.9853515625}], "temperature": 1.0}, {"id": 99, "seek": 261440, "start": 2586.16, "end": 2614.4, "text": "يا بتسيب ال R لوحده يقولك إيش هو لل trend يعني أنت مابتدخلش ال beta من الأساس يا إما أنت بتدخلها فلو أنا حطيت beta يساوي false عارفين شو بقصد في كلمة beta تساوي false فبقوله يا R أنا مابدي يكون في trend هنا false ل trend فإذا بتكاشي trend بتعمل زي ما أنا عامل و أنا مابديش trend", "tokens": [25528, 39894, 3794, 1829, 3555, 2423, 497, 45164, 24401, 3224, 7251, 39648, 4117, 11933, 1829, 8592, 31439, 24976, 6028, 37495, 22653, 14739, 2655, 3714, 16758, 2655, 3215, 9778, 1211, 8592, 2423, 9861, 9154, 16247, 3794, 32277, 35186, 11933, 15042, 14739, 2655, 39894, 3215, 9778, 1211, 11296, 6156, 1211, 2407, 41850, 11331, 9566, 36081, 9861, 7251, 3794, 995, 45865, 7908, 6225, 9640, 5172, 9957, 13412, 2407, 4724, 4587, 9381, 3215, 8978, 9122, 19528, 3660, 9861, 6055, 3794, 995, 45865, 7908, 6156, 3555, 39648, 3224, 35186, 497, 41850, 3714, 16758, 16254, 7251, 30544, 8978, 6028, 34105, 7908, 5296, 6028, 6156, 28814, 15730, 39894, 4117, 33599, 1829, 6028, 39894, 25957, 1211, 30767, 1829, 19446, 41850, 6225, 10943, 1211, 4032, 41850, 3714, 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" false", "probability": 0.86572265625}, {"start": 2601.78, "end": 2602.94, "word": " فبقوله", "probability": 0.869384765625}, {"start": 2602.94, "end": 2603.14, "word": " يا", "probability": 0.94873046875}, {"start": 2603.14, "end": 2603.54, "word": " R", "probability": 0.93603515625}, {"start": 2603.54, "end": 2604.5, "word": " أنا", "probability": 0.7763671875}, {"start": 2604.5, "end": 2605.12, "word": " مابدي", "probability": 0.8370768229166666}, {"start": 2605.12, "end": 2605.42, "word": " يكون", "probability": 0.978515625}, {"start": 2605.42, "end": 2605.6, "word": " في", "probability": 0.9697265625}, {"start": 2605.6, "end": 2605.96, "word": " trend", "probability": 0.67529296875}, {"start": 2605.96, "end": 2606.3, "word": " هنا", "probability": 0.9609375}, {"start": 2606.3, "end": 2607.04, "word": " false", "probability": 0.5869140625}, {"start": 2607.04, "end": 2607.24, "word": " ل", "probability": 0.73388671875}, {"start": 2607.24, "end": 2607.54, "word": " trend", "probability": 0.935546875}, {"start": 2607.54, "end": 2610.58, "word": " فإذا", "probability": 0.7557779947916666}, {"start": 2610.58, "end": 2611.04, "word": " بتكاشي", "probability": 0.64544677734375}, {"start": 2611.04, "end": 2611.46, "word": " trend", "probability": 0.98583984375}, {"start": 2611.46, "end": 2612.08, "word": " بتعمل", "probability": 0.8017578125}, {"start": 2612.08, "end": 2612.28, "word": " زي", "probability": 0.994384765625}, {"start": 2612.28, "end": 2612.36, "word": " ما", "probability": 0.9560546875}, {"start": 2612.36, "end": 2612.52, "word": " أنا", "probability": 0.8466796875}, {"start": 2612.52, "end": 2612.9, "word": " عامل", "probability": 0.98193359375}, {"start": 2612.9, "end": 2613.42, "word": " و", "probability": 0.60986328125}, {"start": 2613.42, "end": 2613.54, "word": " أنا", "probability": 0.43408203125}, {"start": 2613.54, "end": 2614.08, "word": " مابديش", "probability": 0.969482421875}, {"start": 2614.08, "end": 2614.4, "word": " trend", 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مين؟ اتديكم boss .. اتديكم boss لازم .. لازم ال data تكون عبارة عن TS object هنا مش لازم ممكن يكون vector عادي observation عادية تمام هى؟", "tokens": [3555, 9381, 13546, 16472, 9673, 3215, 9778, 1211, 16247, 12610, 7649, 1829, 13672, 7578, 6225, 3555, 9640, 3660, 18871, 21136, 1211, 3794, 37977, 4724, 9381, 13546, 16472, 3224, 6055, 30544, 37645, 2657, 46599, 9381, 13546, 16472, 3224, 19446, 1829, 30544, 8592, 37645, 2657, 4724, 9778, 15040, 5172, 3714, 9957, 22807, 1975, 2655, 16254, 24793, 5741, 4386, 1975, 2655, 16254, 24793, 5741, 5296, 31377, 2304, 4386, 5296, 31377, 2304, 2423, 1412, 6055, 30544, 6225, 3555, 9640, 3660, 18871, 37645, 2657, 34105, 37893, 5296, 31377, 2304, 3714, 43020, 7251, 30544, 8062, 6225, 995, 16254, 14816, 6225, 18513, 10632, 46811, 10943, 8032, 7578, 22807], "avg_logprob": -0.20710784781212901, "compression_ratio": 1.8719211822660098, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 2698.41, "end": 2699.21, "word": "بصير", "probability": 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له فال alpha اللي قدرها هو almost 2 من 10 19% جريبة جدا عن اللي انا اخترتها طب شو رايكوا ان انا .. انا بدي أرسم ال series هيها plot ال series الاسم Hawaii هيها الرسمة بعد ما عملتله run نعم خشونتها", "tokens": [3224, 15040, 15844, 21136, 16572, 16490, 1211, 9957, 1829, 5551, 25957, 43761, 484, 1190, 6225, 5172, 14407, 4032, 5551, 8592, 38688, 2423, 5598, 13672, 1829, 31439, 46740, 6156, 6027, 8961, 13672, 1829, 12174, 3215, 2288, 11296, 31439, 1920, 568, 9154, 1266, 1294, 4, 10874, 16572, 49401, 10874, 28259, 18871, 13672, 1829, 1975, 8315, 1975, 46456, 43500, 11296, 23032, 3555, 13412, 2407, 12602, 47302, 4117, 14407, 16472, 1975, 8315, 4386, 1975, 8315, 4724, 16254, 5551, 2288, 38251, 2423, 2638, 39896, 11296, 7542, 2423, 2638, 2423, 32277, 2304, 17930, 39896, 11296, 34892, 38251, 3660, 39182, 19446, 6225, 42213, 2655, 43761, 1190, 8717, 25957, 16490, 8592, 11536, 2655, 11296], "avg_logprob": -0.2403621542676587, "compression_ratio": 1.683127572016461, "no_speech_prob": 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