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هذه فقط بختارها فبعتني التعريف تبعها كل بعمل بضغط على السهم فبيكتب داخل ال numerical expression dollar sign case number لو أنا حافظ الأمر طبعا بكتبه مش حافظه أنا يعني بستعين بال functions أو الدوالة الموجودة", "tokens": [5172, 3555, 46456, 9640, 29538, 6156, 47432, 4724, 46456, 9640, 11296, 6156, 3555, 34268, 22653, 16712, 3615, 16572, 5172, 6055, 3555, 3615, 11296, 28242, 4724, 25957, 1211, 4724, 11242, 17082, 9566, 15844, 21136, 16095, 6156, 21292, 4117, 2655, 3555, 11778, 47283, 1211, 2423, 29054, 6114, 7241, 1465, 1389, 1230, 45164, 41850, 11331, 31845, 19913, 16247, 29973, 23032, 3555, 3615, 995, 4724, 4117, 2655, 3555, 3224, 37893, 11331, 31845, 19913, 3224, 41850, 37495, 22653, 4724, 14851, 3615, 9957, 20666, 6828, 34051, 32748, 2407, 6027, 3660, 9673, 29245, 23328, 3660], "avg_logprob": -0.14676966292134833, "compression_ratio": 1.5426008968609866, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 1050.97, "end": 1051.71, "word": "فبختار", "probability": 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"probability": 0.53533935546875}, {"start": 3011.21, "end": 3011.43, "word": " أخر", "probability": 0.832275390625}, {"start": 3011.43, "end": 3012.43, "word": " واحدة", "probability": 0.9632161458333334}, {"start": 3012.43, "end": 3014.41, "word": " save", "probability": 0.37548828125}, {"start": 3014.41, "end": 3015.05, "word": " save", "probability": 0.059967041015625}, {"start": 3015.05, "end": 3015.39, "word": " بختار", "probability": 0.704833984375}, {"start": 3015.39, "end": 3015.69, "word": " مين", "probability": 0.778564453125}, {"start": 3015.69, "end": 3016.37, "word": " المهر", "probability": 0.6787109375}, {"start": 3016.37, "end": 3017.83, "word": " و", "probability": 0.82275390625}, {"start": 3017.83, "end": 3017.97, "word": " في", "probability": 0.50537109375}, {"start": 3017.97, "end": 3018.11, "word": " هنا", "probability": 0.364990234375}, {"start": 3018.11, "end": 3018.29, "word": " لو", "probability": 0.9033203125}, {"start": 3018.29, "end": 3018.89, "word": " عايزة", "probability": 0.8609619140625}, {"start": 3018.89, "end": 3019.77, "word": " تشوف", "probability": 0.990234375}, {"start": 3019.77, "end": 3020.03, "word": " ال", "probability": 0.91015625}, {"start": 3020.03, "end": 3021.25, "word": " predicted", "probability": 0.31787109375}, {"start": 3021.25, "end": 3021.95, "word": " values", "probability": 0.8896484375}, {"start": 3021.95, "end": 3022.49, "word": " القيم", "probability": 0.775634765625}, {"start": 3022.49, "end": 3023.11, "word": " المتنبأية", "probability": 0.8319905598958334}, {"start": 3023.11, "end": 3023.25, "word": " ما", "probability": 0.37939453125}, {"start": 3023.25, "end": 3023.41, "word": " ممكن", "probability": 0.763427734375}, {"start": 3023.41, "end": 3023.91, "word": " اختارها", "probability": 0.8944091796875}], "temperature": 1.0}, {"id": 111, "seek": 304486, "start": 3032.86, "end": 3044.86, "text": "المهم هذا أنا اختارت الرسمات المطلوبات و بعدين ببدأ كده أنا خلصت مش هيك هي continue و هي okay", "tokens": [45340, 16095, 23758, 41850, 1975, 46456, 9640, 2655, 34892, 38251, 9307, 9673, 9566, 1211, 37746, 9307, 4032, 39182, 9957, 4724, 44510, 10721, 9122, 3215, 3224, 41850, 16490, 1211, 9381, 2655, 37893, 39896, 4117, 39896, 2354, 4032, 39896, 1392], "avg_logprob": -0.18619791055336976, "compression_ratio": 1.3, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 3032.86, "end": 3033.82, "word": "المهم", "probability": 0.96142578125}, {"start": 3033.82, "end": 3034.1, "word": " هذا", "probability": 0.5908203125}, {"start": 3034.1, "end": 3034.32, "word": " أنا", "probability": 0.580078125}, {"start": 3034.32, "end": 3034.96, "word": " اختارت", "probability": 0.786865234375}, {"start": 3034.96, "end": 3035.76, "word": " الرسمات", "probability": 0.9366861979166666}, {"start": 3035.76, "end": 3036.44, "word": " المطلوبات", "probability": 0.9220703125}, {"start": 3036.44, "end": 3037.42, "word": " و", "probability": 0.87939453125}, {"start": 3037.42, "end": 3037.76, "word": 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"start": 3048.86, "end": 3067.22, "text": "فهي كل ال output هتلاحظي الزيادة هي ديربن واتسون حكينا عليها حوالين الأتنين هاي ال VIF هتكون أقل من خمسة بعدين الرسم البياني مضحك أول واحدة التوزيع الطبيعي", "tokens": [5172, 3224, 1829, 28242, 2423, 5598, 8032, 2655, 15040, 5016, 19913, 1829, 6024, 110, 1829, 18513, 3660, 39896, 11778, 13546, 3555, 1863, 4032, 9307, 3794, 11536, 11331, 4117, 1829, 8315, 25894, 11296, 11331, 2407, 6027, 9957, 16247, 2655, 1863, 9957, 8032, 47302, 2423, 691, 12775, 8032, 2655, 30544, 5551, 4587, 1211, 9154, 16490, 2304, 3794, 3660, 39182, 9957, 34892, 38251, 2423, 21292, 7649, 1829, 3714, 11242, 5016, 4117, 5551, 12610, 36764, 24401, 3660, 16712, 2407, 11622, 40228, 41950, 21292, 3615, 1829], "avg_logprob": -0.19131097197532654, "compression_ratio": 1.6023391812865497, "no_speech_prob": 0.0, "words": [{"start": 3048.86, "end": 3049.16, "word": "فهي", "probability": 0.6656087239583334}, {"start": 3049.16, "end": 3049.4, "word": " كل", "probability": 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"probability": 0.631103515625}, {"start": 3057.16, "end": 3057.26, "word": " ال", "probability": 0.97314453125}, {"start": 3057.26, "end": 3057.78, "word": " VIF", "probability": 0.772216796875}, {"start": 3057.78, "end": 3058.3, "word": " هتكون", "probability": 0.8440755208333334}, {"start": 3058.3, "end": 3058.56, "word": " أقل", "probability": 0.9501953125}, {"start": 3058.56, "end": 3058.66, "word": " من", "probability": 0.99609375}, {"start": 3058.66, "end": 3059.86, "word": " خمسة", "probability": 0.9306640625}, {"start": 3059.86, "end": 3060.82, "word": " بعدين", "probability": 0.764892578125}, {"start": 3060.82, "end": 3061.14, "word": " الرسم", "probability": 0.927001953125}, {"start": 3061.14, "end": 3062.26, "word": " البياني", "probability": 0.918701171875}, {"start": 3062.26, "end": 3065.88, "word": " مضحك", "probability": 0.72686767578125}, {"start": 3065.88, "end": 3066.04, "word": " أول", "probability": 0.927490234375}, {"start": 3066.04, "end": 3066.4, "word": " 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"end": 3109.51, "text": "الـ Histogram هاي تقريبا الجزء الأول اللي له علاقة اللي أخدناه اليوم علاقة بالـ Outlier القيم الشاذة واتكلمنا عن الافتراضات الواجب تحققها لاعتبار نموذج للحضار نموذج مناسب", "tokens": [6027, 39184, 9038, 12820, 8032, 47302, 6055, 4587, 16572, 3555, 995, 25724, 11622, 38207, 16247, 12610, 13672, 1829, 46740, 11203, 995, 28671, 13672, 1829, 5551, 9778, 3215, 8315, 3224, 45595, 20498, 11203, 995, 28671, 20666, 39184, 5925, 2753, 25062, 32640, 25124, 45636, 3660, 4032, 9307, 4117, 19528, 8315, 18871, 2423, 31845, 2655, 2288, 46958, 9307, 2423, 2407, 26108, 3555, 6055, 5016, 4587, 4587, 11296, 20193, 34268, 3555, 9640, 8717, 2304, 2407, 8848, 7435, 24976, 5016, 11242, 9640, 8717, 2304, 2407, 8848, 7435, 3714, 8315, 35457], "avg_logprob": -0.17114825113568194, "compression_ratio": 1.5935828877005347, "no_speech_prob": 3.516674041748047e-06, "words": [{"start": 3093.29, "end": 3094.11, "word": "الـ", "probability": 0.61572265625}, {"start": 3094.11, "end": 3094.55, 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