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+{"segments": [{"id": 1, "seek": 5018, "start": 21.04, "end": 50.18, "text": "بسم الله الرحمن الرحيم احنا المحاضرة الماضية كنا بدأنا في ال lecture number 12 hybrid intelligence systems اللي بتتناول شقين evolutionary neural networks من ناحية و fuzzy evolutionary systems من ناحية اخرى غطينا الشق الأولى دي اللي هو evolutionary neural networks تمام وشوفنا مثال على ذلك كيف ان انا باستفيد من", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 1975, 5016, 8315, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 9122, 8315, 47525, 10721, 8315, 8978, 2423, 7991, 1230, 2272, 13051, 7599, 3652, 13672, 1829, 39894, 2655, 8315, 12610, 13412, 4587, 9957, 27567, 18161, 9590, 9154, 8717, 39319, 10632, 4032, 34710, 27567, 3652, 9154, 8717, 39319, 10632, 1975, 34740, 7578, 32771, 9566, 1829, 8315, 25124, 4587, 16247, 12610, 7578, 11778, 1829, 13672, 1829, 31439, 27567, 18161, 9590, 46811, 10943, 4032, 8592, 38688, 8315, 50113, 6027, 15844, 29910, 23275, 9122, 33911, 16472, 1975, 8315, 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express system فازي rules ماشي فازي rules بس أنا باحث عن تشكيلة من ال rules اللي أستند إليها تكون هي ال database أو ال knowledge base تبعتي يعني الحين ال rule بتعتبر ال input تبع ال", "tokens": [2407, 5296, 23275, 2288, 20498, 11622, 9673, 14407, 24401, 31439, 6225, 3555, 9640, 3660, 18871, 6055, 8592, 4117, 26895, 3660, 9154, 2423, 4474, 20193, 5016, 19913, 14739, 3224, 41850, 4724, 16758, 5016, 12984, 18871, 6055, 8592, 4117, 26895, 3660, 2423, 4474, 13672, 1829, 5551, 5016, 9566, 11296, 8978, 2423, 8149, 6055, 3555, 3615, 2423, 4978, 2361, 5109, 1185, 6156, 31377, 1829, 4474, 3714, 33599, 1829, 6156, 31377, 1829, 4474, 4724, 3794, 41850, 4724, 39319, 12984, 18871, 6055, 8592, 4117, 26895, 3660, 9154, 2423, 4474, 13672, 1829, 5551, 14851, 41260, 11933, 20292, 11296, 6055, 30544, 39896, 2423, 8149, 34051, 2423, 3601, 3096, 6055, 3555, 3615, 31371, 37495, 22653, 21542, 9957, 2423, 4978, 39894, 34268, 26890, 2423, 4846, 6055, 3555, 3615, 2423], "avg_logprob": -0.27892561983471076, 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{"start": 376.9, "end": 377.5, "word": " باحث", "probability": 0.7804361979166666}, {"start": 377.5, "end": 377.74, "word": " عن", "probability": 0.98974609375}, {"start": 377.74, "end": 378.36, "word": " تشكيلة", "probability": 0.99658203125}, {"start": 378.36, "end": 378.5, "word": " من", "probability": 0.99365234375}, {"start": 378.5, "end": 378.66, "word": " ال", "probability": 0.98876953125}, {"start": 378.66, "end": 378.94, "word": " rules", "probability": 0.857421875}, {"start": 378.94, "end": 379.34, "word": " اللي", "probability": 0.97021484375}, {"start": 379.34, "end": 379.82, "word": " أستند", "probability": 0.8634440104166666}, {"start": 379.82, "end": 380.12, "word": " إليها", "probability": 0.84814453125}, {"start": 380.12, "end": 380.38, "word": " تكون", "probability": 0.91455078125}, {"start": 380.38, "end": 380.58, "word": " هي", "probability": 0.57568359375}, {"start": 380.58, "end": 380.74, "word": " ال", "probability": 0.92822265625}, {"start": 380.74, "end": 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"temperature": 1.0}, {"id": 27, "seek": 78353, "start": 758.45, "end": 783.53, "text": "أريد أن أرى كم واحد من هؤلاء تطلق التصنيف بحكم صح هذا هو ال fitness هذا مقدار جدارة ال system جدارته بناء على هذا ال set اللي هو تعبير عن هذا ال chromosome حسبنا لهذا ال chromosome عملية مبنية عملية اختبار", "tokens": [10721, 16572, 3215, 14739, 5551, 2288, 7578, 9122, 2304, 36764, 24401, 9154, 8032, 33604, 1211, 16606, 6055, 9566, 1211, 4587, 16712, 9381, 22653, 5172, 4724, 5016, 24793, 20328, 5016, 23758, 31439, 2423, 15303, 23758, 3714, 28543, 9640, 10874, 3215, 9640, 3660, 2423, 1185, 10874, 3215, 9640, 47395, 44945, 16606, 15844, 23758, 2423, 992, 13672, 1829, 31439, 37279, 3555, 13546, 18871, 23758, 2423, 42896, 11331, 35457, 8315, 46740, 15730, 2423, 42896, 6225, 42213, 10632, 3714, 3555, 1863, 10632, 6225, 42213, 10632, 1975, 46456, 3555, 9640], "avg_logprob": -0.3246323515387142, "compression_ratio": 1.7395833333333333, "no_speech_prob": 0.0, "words": [{"start": 758.45, "end": 758.73, 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بكره", "probability": 0.7908528645833334}, {"start": 797.92, "end": 798.26, "word": " مرة", "probability": 0.931640625}, {"start": 798.26, "end": 798.58, "word": " تانية", "probability": 0.9791666666666666}, {"start": 798.58, "end": 799.1, "word": " كرمزون", "probability": 0.8376953125}, {"start": 799.1, "end": 799.22, "word": " من", "probability": 0.324462890625}, {"start": 799.22, "end": 799.38, "word": " بعد", "probability": 0.900390625}, {"start": 799.38, "end": 799.48, "word": " من", "probability": 0.53857421875}, {"start": 799.48, "end": 799.66, "word": " بعد", "probability": 0.974609375}, {"start": 799.66, "end": 799.78, "word": " من", "probability": 0.212890625}, {"start": 799.78, "end": 799.94, "word": " بعد", "probability": 0.98583984375}, {"start": 799.94, "end": 800.36, "word": " هذا", "probability": 0.708984375}, {"start": 800.36, "end": 800.6, "word": " هو", "probability": 0.9921875}, {"start": 800.6, "end": 800.76, "word": " ال", "probability": 0.88671875}, {"start": 800.76, "end": 801.12, "word": " fitness", "probability": 0.95947265625}, {"start": 801.12, "end": 803.8, "word": " calculate", "probability": 0.865234375}, {"start": 803.8, "end": 804.18, "word": " the", "probability": 0.859375}, {"start": 804.18, "end": 804.74, "word": " performance", "probability": 0.8525390625}, {"start": 804.74, "end": 805.02, "word": " or", "probability": 0.740234375}, {"start": 805.02, "end": 805.38, "word": " fitness", "probability": 0.9501953125}, {"start": 805.38, "end": 805.66, "word": " of", "probability": 0.97021484375}, {"start": 805.66, "end": 806.1, "word": " each", "probability": 0.95068359375}, {"start": 806.1, "end": 806.7, "word": " individual", "probability": 0.83251953125}, {"start": 806.7, "end": 807.28, "word": " chromosome", "probability": 0.97509765625}, {"start": 807.28, "end": 808.04, "word": " in", "probability": 0.9580078125}, {"start": 808.04, "end": 808.24, "word": " the", "probability": 0.91455078125}, {"start": 808.24, "end": 808.8, "word": " current", "probability": 0.8759765625}, {"start": 808.8, "end": 809.48, "word": " population", "probability": 0.9873046875}, {"start": 809.48, "end": 810.48, "word": " عادة", "probability": 0.624267578125}, {"start": 810.48, "end": 810.56, "word": " او", "probability": 0.56494140625}, {"start": 810.56, "end": 810.62, "word": " لا", "probability": 0.230712890625}, {"start": 810.62, "end": 810.98, "word": " الاتنين", "probability": 0.77191162109375}, {"start": 810.98, "end": 811.2, "word": " مش", "probability": 0.8671875}, {"start": 811.2, "end": 811.38, "word": " هم", "probability": 0.959716796875}, {"start": 811.38, "end": 811.88, "word": " لحالهم", "probability": 0.961669921875}, {"start": 811.88, "end": 812.08, "word": " هاي", "probability": 0.4005126953125}, {"start": 812.08, "end": 812.22, "word": " بني", "probability": 0.2362060546875}, {"start": 812.22, "end": 812.34, "word": " في", "probability": 0.908203125}, {"start": 812.34, "end": 812.72, "word": " عندي", "probability": 0.7034912109375}], "temperature": 1.0}, {"id": 29, "seek": 84232, "start": 836.74, "end": 842.32, "text": "عشان اعمل ايش اعمل ايش اعمل ايش اعمل ايش اعمل ايش", "tokens": [3615, 8592, 7649, 1975, 25957, 1211, 1975, 1829, 8592, 1975, 25957, 1211, 1975, 1829, 8592, 1975, 25957, 1211, 1975, 1829, 8592, 1975, 25957, 1211, 1975, 1829, 8592, 1975, 25957, 1211, 1975, 1829, 8592], "avg_logprob": -0.3531709444873473, "compression_ratio": 2.5142857142857142, "no_speech_prob": 0.0, "words": [{"start": 836.74, "end": 837.94, "word": "عشان", "probability": 0.5704142252604166}, {"start": 837.94, "end": 838.72, "word": " اعمل", "probability": 0.89111328125}, {"start": 838.72, "end": 839.14, "word": " ايش", "probability": 0.81298828125}, {"start": 839.14, "end": 841.76, "word": " اعمل", "probability": 0.7793782552083334}, {"start": 841.76, "end": 842.18, "word": " ايش", "probability": 0.9742838541666666}, {"start": 842.18, "end": 842.32, "word": " اعمل", "probability": 0.6915690104166666}, {"start": 842.32, "end": 842.32, "word": " ايش", "probability": 0.8899739583333334}, {"start": 842.32, "end": 842.32, "word": " اعمل", "probability": 0.8512369791666666}, {"start": 842.32, "end": 842.32, "word": " ايش", "probability": 0.9002278645833334}, {"start": 842.32, "end": 842.32, "word": " اعمل", "probability": 0.88330078125}, {"start": 842.32, "end": 842.32, "word": " ايش", "probability": 0.9220377604166666}], "temperature": 1.0}, {"id": 30, "seek": 87561, "start": 846.65, "end": 875.61, "text": "أعمل new mating هنا يعني تزاوج عشان أعمل cross over تمام فأول اشي بطبق ال cross over بعدين بكرر يعني بعمل mutation تمام و بعدين برجع بكرر مرة تانية عملت cross over عملت mutation فدول اخترت اتنين تمام عملت cross over و اعطاني اتنين", "tokens": [10721, 25957, 1211, 777, 49955, 34105, 37495, 22653, 6055, 11622, 995, 29245, 6225, 8592, 7649, 5551, 25957, 1211, 3278, 670, 46811, 10943, 6156, 10721, 12610, 1975, 8592, 1829, 4724, 9566, 3555, 4587, 2423, 3278, 670, 39182, 9957, 4724, 37983, 2288, 37495, 22653, 4724, 25957, 1211, 27960, 46811, 10943, 4032, 39182, 9957, 4724, 47341, 3615, 4724, 37983, 2288, 3714, 25720, 6055, 7649, 10632, 6225, 42213, 2655, 3278, 670, 6225, 42213, 2655, 27960, 6156, 3215, 12610, 1975, 46456, 43500, 1975, 2655, 1863, 9957, 46811, 10943, 6225, 42213, 2655, 3278, 670, 4032, 1975, 3615, 9566, 7649, 1829, 1975, 2655, 1863, 9957], "avg_logprob": -0.28630050866290774, "compression_ratio": 1.9243243243243244, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 846.65, "end": 847.17, "word": "أعمل", "probability": 0.7004801432291666}, {"start": 847.17, "end": 847.81, "word": " new", "probability": 0.137451171875}, {"start": 847.81, "end": 848.97, "word": " mating", "probability": 0.9658203125}, {"start": 848.97, "end": 849.23, "word": " هنا", "probability": 0.66064453125}, {"start": 849.23, "end": 849.39, "word": " يعني", "probability": 0.9013671875}, {"start": 849.39, "end": 849.91, "word": " تزاوج", "probability": 0.830322265625}, {"start": 849.91, "end": 850.15, "word": " عشان", "probability": 0.9012044270833334}, {"start": 850.15, "end": 850.61, "word": " أعمل", "probability": 0.87255859375}, {"start": 850.61, "end": 851.01, "word": " cross", "probability": 0.345458984375}, {"start": 851.01, "end": 851.41, "word": " over", "probability": 0.62890625}, {"start": 851.41, "end": 852.99, "word": " تمام", "probability": 0.610107421875}, {"start": 852.99, "end": 854.29, "word": " فأول", "probability": 0.8497721354166666}, {"start": 854.29, "end": 854.65, "word": " اشي", "probability": 0.7266845703125}, {"start": 854.65, "end": 855.83, "word": " بطبق", "probability": 0.522369384765625}, {"start": 855.83, "end": 855.95, "word": " ال", "probability": 0.6318359375}, {"start": 855.95, "end": 856.21, "word": " cross", "probability": 0.5419921875}, {"start": 856.21, "end": 856.57, "word": " over", "probability": 0.85205078125}, {"start": 856.57, "end": 857.11, "word": " بعدين", "probability": 0.838134765625}, {"start": 857.11, "end": 857.75, "word": " بكرر", "probability": 0.97998046875}, {"start": 857.75, "end": 859.35, "word": " يعني", "probability": 0.760986328125}, {"start": 859.35, "end": 859.65, "word": " بعمل", "probability": 0.9646809895833334}, {"start": 859.65, "end": 860.21, "word": " mutation", "probability": 0.95166015625}, {"start": 860.21, "end": 861.85, "word": " تمام", "probability": 0.9169921875}, {"start": 861.85, "end": 863.07, "word": " و", "probability": 0.470947265625}, {"start": 863.07, "end": 863.41, "word": " بعدين", "probability": 0.938720703125}, {"start": 863.41, "end": 863.79, "word": " برجع", "probability": 0.9456380208333334}, {"start": 863.79, "end": 864.29, "word": " بكرر", "probability": 0.923828125}, {"start": 864.29, "end": 864.61, "word": " مرة", "probability": 0.942626953125}, {"start": 864.61, "end": 865.39, "word": " تانية", "probability": 0.9910481770833334}, {"start": 865.39, "end": 869.39, "word": " عملت", "probability": 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{"id": 53, "seek": 153909, "start": 1511.05, "end": 1539.09, "text": "واسع لو ان ال a2 حدودها زي هيك فكيف كانت ديانكات ماشي الحاجة فالان في كل واحد من ال partitions ايش فيه patterns واقعة و ايش ال patterns اللي بتنتمي ال class هذا و لا ال class هذا خد عندك مثلا خد عندك مثلا اللي هو ال class", "tokens": [2407, 32277, 3615, 45164, 16472, 2423, 257, 17, 11331, 3215, 23328, 11296, 30767, 1829, 39896, 4117, 6156, 4117, 33911, 25961, 2655, 11778, 1829, 7649, 4117, 9307, 3714, 33599, 1829, 21542, 26108, 3660, 6156, 6027, 7649, 8978, 28242, 36764, 24401, 9154, 2423, 644, 2451, 1975, 1829, 8592, 8978, 3224, 8294, 36764, 4587, 27884, 4032, 1975, 1829, 8592, 2423, 8294, 13672, 1829, 39894, 29399, 2304, 1829, 2423, 1508, 23758, 4032, 20193, 2423, 1508, 23758, 16490, 3215, 43242, 4117, 50113, 15040, 16490, 3215, 43242, 4117, 50113, 15040, 13672, 1829, 31439, 2423, 1508], "avg_logprob": -0.3090277777777778, "compression_ratio": 1.8144329896907216, "no_speech_prob": 0.0, "words": [{"start": 1511.05, 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"seek": 156920, "start": 1539.98, "end": 1569.2, "text": "أو partition A2B1 A2B1 من واقع ضمن هذا النطاق السوداء هذه تتقاطع مع A2 أي نقطة تتقاطع مع الاتنين هؤلاء معاها فهي واقعة في ال partition هذه فهذه partition خلّي بالك الخطوط هذه بتدلش على ال partition بالظبط", "tokens": [10721, 2407, 24808, 316, 17, 33, 16, 316, 17, 33, 16, 9154, 36764, 4587, 3615, 48812, 27842, 23758, 28239, 9566, 995, 4587, 21136, 23328, 16606, 29538, 6055, 2655, 4587, 41193, 3615, 20449, 316, 17, 36632, 8717, 47432, 3660, 6055, 2655, 4587, 41193, 3615, 20449, 2423, 9307, 1863, 9957, 8032, 33604, 1211, 16606, 20449, 995, 11296, 6156, 3224, 1829, 36764, 4587, 27884, 8978, 2423, 24808, 29538, 6156, 3224, 24192, 24808, 16490, 1211, 11703, 1829, 20666, 4117, 33962, 9566, 2407, 9566, 29538, 39894, 3215, 1211, 8592, 15844, 2423, 24808, 20666, 19913, 3555, 9566], "avg_logprob": -0.30230979038321454, "compression_ratio": 1.7473118279569892, "no_speech_prob": 0.0, "words": [{"start": 1539.98, "end": 1540.28, "word": "أو", 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"probability": 0.8896484375}, {"start": 1554.5, "end": 1554.86, "word": " A2", "probability": 0.87890625}, {"start": 1554.86, "end": 1555.18, "word": " أي", "probability": 0.4599609375}, {"start": 1555.18, "end": 1555.7, "word": " نقطة", "probability": 0.97119140625}, {"start": 1555.7, "end": 1557.54, "word": " تتقاطع", "probability": 0.98251953125}, {"start": 1557.54, "end": 1557.86, "word": " مع", "probability": 0.9501953125}, {"start": 1557.86, "end": 1558.36, "word": " الاتنين", "probability": 0.771484375}, {"start": 1558.36, "end": 1558.68, "word": " هؤلاء", "probability": 0.65203857421875}, {"start": 1558.68, "end": 1559.34, "word": " معاها", "probability": 0.8173828125}, {"start": 1559.34, "end": 1560.3, "word": " فهي", "probability": 0.9334309895833334}, {"start": 1560.3, "end": 1561.06, "word": " واقعة", "probability": 0.8634440104166666}, {"start": 1561.06, "end": 1561.68, "word": " في", "probability": 0.9169921875}, {"start": 1561.68, "end": 1561.8, "word": " ال", 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partition", "probability": 0.93017578125}, {"start": 1568.64, "end": 1569.2, "word": " بالظبط", "probability": 0.980224609375}], "temperature": 1.0}, {"id": 55, "seek": 159605, "start": 1569.41, "end": 1596.05, "text": "ماذا تتعامل عليها بالنظر اربعة تتقاطع مع اتنين وتتقاطع مع بي واحد نقطة أربعة خمسة تتقاطع مع اتنين وتتقاطع مع بي واحد نقطة خمسة مين كمان ستة تتقاطع مع هذا نقطة أربعة مع هذا واحد", "tokens": [2304, 45636, 995, 6055, 2655, 3615, 10943, 1211, 25894, 11296, 20666, 1863, 19913, 2288, 1975, 25513, 27884, 6055, 2655, 4587, 41193, 3615, 20449, 1975, 2655, 1863, 9957, 34683, 2655, 4587, 41193, 3615, 20449, 4724, 1829, 36764, 24401, 8717, 47432, 3660, 5551, 25513, 27884, 16490, 2304, 3794, 3660, 6055, 2655, 4587, 41193, 3615, 20449, 1975, 2655, 1863, 9957, 34683, 2655, 4587, 41193, 3615, 20449, 4724, 1829, 36764, 24401, 8717, 47432, 3660, 16490, 2304, 3794, 3660, 3714, 9957, 9122, 2304, 7649, 8608, 2655, 3660, 6055, 2655, 4587, 41193, 3615, 20449, 23758, 8717, 47432, 3660, 5551, 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"probability": 0.84814453125}, {"start": 1574.89, "end": 1576.45, "word": " بي", "probability": 0.23089599609375}, {"start": 1576.45, "end": 1576.71, "word": " واحد", "probability": 0.966796875}, {"start": 1576.71, "end": 1578.27, "word": " نقطة", "probability": 0.7164713541666666}, {"start": 1578.27, "end": 1578.73, "word": " أربعة", "probability": 0.7349446614583334}, {"start": 1578.73, "end": 1582.03, "word": " خمسة", "probability": 0.744384765625}, {"start": 1582.03, "end": 1583.31, "word": " تتقاطع", "probability": 0.91904296875}, {"start": 1583.31, "end": 1583.47, "word": " مع", "probability": 0.9658203125}, {"start": 1583.47, "end": 1583.83, "word": " اتنين", "probability": 0.949951171875}, {"start": 1583.83, "end": 1584.31, "word": " وتتقاطع", "probability": 0.891064453125}, {"start": 1584.31, "end": 1584.43, "word": " مع", "probability": 0.9736328125}, {"start": 1584.43, "end": 1584.63, "word": " بي", "probability": 0.98974609375}, {"start": 1584.63, "end": 1585.05, "word": " 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"text": "و ربما اروح اعلن مجموعة اخرى K5 K5 ايش معناه؟ 25 rule الان ال 25 اللي هنا مع ال 16 اللي هنا مع ال 9 اللي هنا مع ال 4 اللي هنا بيكونولي S all ايش S all اللي بتذكرون؟ S", "tokens": [2407, 12602, 3555, 15042, 1975, 32887, 5016, 1975, 30241, 1863, 3714, 7435, 2304, 2407, 27884, 1975, 34740, 7578, 591, 20, 591, 20, 1975, 1829, 8592, 20449, 8315, 3224, 22807, 3552, 4978, 2423, 7649, 2423, 3552, 13672, 1829, 34105, 20449, 2423, 3165, 13672, 1829, 34105, 20449, 2423, 1722, 13672, 1829, 34105, 20449, 2423, 1017, 13672, 1829, 34105, 4724, 1829, 30544, 12610, 1829, 318, 439, 1975, 1829, 8592, 318, 439, 13672, 1829, 39894, 8848, 37983, 11536, 22807, 318], "avg_logprob": -0.27820618121654955, "compression_ratio": 1.756578947368421, "no_speech_prob": 0.0, "words": [{"start": 2230.15, "end": 2230.37, "word": "و", "probability": 0.371826171875}, {"start": 2230.37, "end": 2230.71, "word": " ربما", "probability": 0.9422200520833334}, {"start": 2230.71, "end": 2231.27, "word": " اروح", 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بتعطي رقم يعني هدولة واحد اتنين تلاتة اربعة خمسة ستة سبعة تمانية تسعة عشر واحد عشر عشر مظبوط الآن ال chromosome هيبقى فيه تقول مثلا في عندي كمان ايه كستة اصبح لدي تسعين total ال chromosome هيبقى قوله جداش", "tokens": [10721, 9381, 49628, 5296, 16254, 4289, 12602, 12610, 28242, 12602, 12610, 39894, 3615, 9566, 1829, 12602, 4587, 2304, 37495, 22653, 8032, 3215, 12610, 3660, 36764, 24401, 1975, 2655, 1863, 9957, 6055, 1211, 9307, 3660, 1975, 25513, 27884, 16490, 2304, 3794, 3660, 8608, 2655, 3660, 8608, 3555, 27884, 46811, 7649, 10632, 6055, 3794, 27884, 6225, 46309, 36764, 24401, 6225, 46309, 6225, 46309, 3714, 19913, 3555, 2407, 9566, 6024, 48506, 2423, 42896, 8032, 1829, 3555, 4587, 7578, 8978, 3224, 6055, 39648, 50113, 15040, 8978, 18871, 16254, 9122, 2304, 7649, 1975, 1829, 3224, 9122, 14851, 3660, 1975, 9381, 49628, 5296, 16254, 6055, 3794, 3615, 9957, 3217, 2423, 42896, 8032, 1829, 3555, 4587, 7578, 12174, 12610, 3224, 10874, 3215, 33599], "avg_logprob": -0.36565171857165474, 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