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data preparation بالدرجة الأولى تعالى أخد مثال بسيط في ال code اللي موجود قدامنا ال code اللي موجود قدامنا عمل import لل bandits وروح تعرف ال bandits هي عبارة عن data framework", "tokens": [2407, 17082, 13546, 11296, 1975, 1829, 3224, 22807, 8032, 1863, 8592, 38688, 45030, 11242, 16247, 4117, 14407, 3215, 13672, 1829, 4724, 43042, 3224, 4724, 3794, 3224, 12610, 3660, 13672, 1829, 8032, 1863, 5172, 16095, 11296, 4724, 43042, 3224, 16490, 1211, 6027, 9673, 5016, 46958, 25720, 8032, 47302, 16472, 13412, 16606, 21984, 37279, 6027, 7578, 23032, 1829, 3555, 8717, 29399, 4587, 1211, 20449, 23032, 16572, 4587, 2423, 15148, 13672, 1829, 8978, 6225, 9957, 1829, 8315, 39894, 1211, 11622, 2304, 8315, 8978, 2423, 1412, 13081, 20666, 3215, 47341, 3660, 16247, 12610, 7578, 37279, 6027, 7578, 5551, 9778, 3215, 50113, 6027, 4724, 3794, 1829, 9566, 8978, 2423, 3089, 13672, 1829, 3714, 29245, 23328, 12174, 3215, 10943, 8315, 2423, 3089, 13672, 1829, 3714, 29245, 23328, 12174, 3215, 10943, 8315, 6225, 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جييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييييي", "probability": 0.975879566089527}], "temperature": 1.0}, {"id": 31, "seek": 74417, "start": 717.69, "end": 744.17, "text": "الريه ال value تبعته تمام ال index هي optional بالنسبة إلينا بنضيفها بعد ال json عشان أقوله والله فعلا هي ال items أو هي ال index اللي أنا بدي أشتغل معاها بغض النظر حتفرج كتير الآن لو أنا أقول dictionary كام واحد هيقول okay معاك موافق معاك بس بالمناسبة dictionary لأن فقط في عندي two values Q value فقط لما يكون في عندي أكتر من value", "tokens": [6027, 16572, 3224, 2423, 2158, 6055, 3555, 34268, 3224, 46811, 10943, 2423, 8186, 39896, 17312, 20666, 1863, 35457, 3660, 11933, 20292, 8315, 44945, 11242, 33911, 11296, 39182, 2423, 361, 3015, 6225, 8592, 7649, 5551, 39648, 3224, 16070, 43761, 6156, 3615, 15040, 39896, 2423, 4754, 34051, 39896, 2423, 8186, 13672, 1829, 41850, 4724, 16254, 5551, 8592, 2655, 17082, 1211, 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نشوف بس ال code هذا بشكل سريع إيش بساوي الآن في عند ال print خلاص أصبحت معروفة ال head ال data set dot head أو ال tail ال head بتجيب أول خمس صفوف عينة أول صفوف الخمسة و ال tail بتجيب أخر خمسة في عند", "tokens": [14368, 85, 1975, 2407, 1401, 24015, 3991, 11331, 35457, 2423, 3991, 9673, 29245, 23328, 3660, 8978, 3224, 2423, 1412, 4724, 1829, 4587, 2288, 10721, 2423, 1412, 992, 3714, 3555, 33599, 25720, 4032, 4724, 3555, 22653, 5296, 4117, 1412, 8388, 9122, 10943, 1211, 25894, 11296, 4032, 39896, 4117, 4724, 43042, 3224, 39894, 30544, 16712, 3615, 10943, 1211, 20449, 995, 11296, 8608, 3224, 1211, 37279, 6027, 7578, 8717, 8592, 38688, 4724, 3794, 2423, 3089, 23758, 4724, 8592, 28820, 8608, 16572, 3615, 11933, 1829, 8592, 4724, 3794, 995, 45865, 6024, 48506, 8978, 43242, 2423, 4482, 16490, 1211, 33546, 5551, 9381, 3555, 33753, 20449, 32887, 5172, 3660, 2423, 1378, 2423, 1412, 992, 5893, 1378, 34051, 2423, 6838, 2423, 1378, 39894, 7435, 1829, 3555, 5551, 12610, 16490, 2304, 3794, 20328, 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عرفت ال minimum و ال maximum و جديش عدد الفرغات بصير عارف ان انا بدي اشتغل طبعا بإمكانك تعمل loop تمر على ال titles اللي هنا و تعمل description بشكل بدأ ما تكتب كل واحد بشكل تلقائي طيب", "tokens": [3555, 32887, 5016, 4724, 16254, 1975, 25957, 1211, 3566, 22820, 1500, 15844, 2423, 19667, 23758, 2423, 7285, 4032, 2423, 6674, 4032, 2423, 4274, 4032, 18863, 3215, 3215, 27188, 2288, 17082, 9307, 4032, 2423, 1412, 3467, 39894, 7435, 1829, 3555, 20292, 13412, 17082, 1211, 9307, 9122, 3555, 48923, 39894, 2407, 9381, 5172, 2423, 1412, 2423, 19667, 23758, 4032, 23758, 4724, 43042, 3224, 3714, 16095, 20666, 1863, 35457, 3660, 32239, 3224, 6225, 8592, 7649, 1975, 8315, 1975, 15730, 6225, 28480, 2655, 2423, 7285, 4032, 2423, 6674, 4032, 10874, 16254, 8592, 6225, 3215, 3215, 27188, 2288, 17082, 9307, 4724, 9381, 13546, 6225, 9640, 5172, 16472, 1975, 8315, 4724, 16254, 1975, 8592, 2655, 17082, 1211, 23032, 3555, 3615, 995, 4724, 28814, 2304, 41361, 4117, 6055, 25957, 1211, 6367, 6055, 29973, 15844, 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"text": "تمام؟ انا حارجة لما بدي اتكلم على ال manual filling بدي اروح اقوله دين ال document الأصلية تبعتك اللي اعتمدتها او وين ممكن الاجي القيمة هذه ففي جهود لكن مش .. و لو انا رجعت لل guessing", "tokens": [39237, 10943, 22807, 1975, 8315, 11331, 9640, 7435, 3660, 5296, 15042, 4724, 16254, 1975, 2655, 4117, 19528, 15844, 2423, 9688, 10623, 4724, 16254, 1975, 32887, 5016, 1975, 39648, 3224, 11778, 9957, 2423, 4166, 16247, 36520, 10632, 6055, 3555, 34268, 4117, 13672, 1829, 1975, 34268, 2304, 3215, 2655, 11296, 1975, 2407, 4032, 9957, 3714, 43020, 1975, 15040, 7435, 1829, 25062, 32640, 3660, 29538, 6156, 41185, 10874, 3224, 23328, 44381, 37893, 4386, 4032, 45164, 1975, 8315, 12602, 7435, 34268, 24976, 17939], "avg_logprob": -0.27089845202863216, "compression_ratio": 1.5279187817258884, "no_speech_prob": 1.1324882507324219e-06, "words": [{"start": 1556.19, "end": 1556.79, "word": "تمام؟", "probability": 0.7659505208333334}, {"start": 1556.79, "end": 1557.01, "word": " انا", "probability": 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تمام؟ بس الأصل ان هو هيبقى يعمل generate ل new data set", "tokens": [6027, 20292, 8978, 11296, 12174, 32640, 4032, 6055, 7435, 40294, 1211, 2423, 39184, 18184, 37495, 22653, 4724, 9957, 7435, 2407, 8608, 9957, 31439, 12602, 39319, 7251, 25957, 1211, 5125, 5296, 39184, 777, 1412, 992, 8978, 11296, 36764, 24401, 3660, 12399, 1975, 2655, 29399, 9957, 12399, 6055, 1211, 9307, 3660, 12399, 1975, 25513, 27884, 12399, 16490, 2304, 3794, 3660, 12399, 8608, 2655, 3660, 12399, 2309, 13241, 6156, 47432, 4724, 3794, 6024, 48506, 5296, 10721, 5296, 15042, 9122, 11536, 16472, 1975, 8315, 44713, 9778, 40448, 2655, 8717, 36178, 2423, 1412, 8388, 1315, 6156, 5016, 9566, 3224, 1975, 25957, 1211, 42321, 46811, 10943, 22807, 4724, 3794, 16247, 36520, 16472, 31439, 39896, 3555, 4587, 7578, 7251, 25957, 1211, 8460, 5296, 777, 1412, 992], "avg_logprob": -0.21901041654249032, "compression_ratio": 1.6877470355731226, "no_speech_prob": 3.2186508178710938e-06, "words": [{"start": 2300.58, "end": 2300.86, "word": 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