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+{"segments": [{"id": 1, "seek": 2563, "start": 0.91, "end": 25.63, "text": "بسم الله و الحمد لله و الصلاة والسلام على رسول الله اليوم ان شاء الله تعالى في التسجيل اللي محاضر عليه هنشغل عملي فيه مع موضوع ال .. ال clustering و هنبدأ في .. مع ال k means ال data set اللي هنشغل عليها مؤقتا او هنشغل عليها انا هي عبارة عن جزء صغير من ال iris المكونة من 30 row", "tokens": [3555, 38251, 21984, 4032, 21542, 2304, 3215, 24976, 3224, 4032, 31767, 15040, 3660, 16070, 3794, 37440, 15844, 12602, 3794, 12610, 21984, 45595, 20498, 16472, 13412, 16606, 21984, 37279, 6027, 7578, 8978, 16712, 3794, 7435, 26895, 13672, 1829, 3714, 5016, 46958, 2288, 47356, 8032, 1863, 8592, 17082, 1211, 6225, 2304, 20292, 8978, 3224, 20449, 3714, 2407, 11242, 45367, 2423, 4386, 2423, 596, 48673, 4032, 8032, 1863, 44510, 10721, 8978, 4386, 20449, 2423, 350, 1355, 2423, 1412, 992, 13672, 1829, 8032, 1863, 8592, 17082, 1211, 25894, 11296, 3714, 33604, 38149, 995, 1975, 2407, 8032, 1863, 8592, 17082, 1211, 25894, 11296, 1975, 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قرأنا ال data set", "tokens": [3555, 28259, 10632, 3714, 2407, 12984, 4587, 3660, 36145, 13412, 16606, 21984, 12174, 2288, 10721, 8315, 2423, 1412, 992], "avg_logprob": -0.39863280653953553, "compression_ratio": 0.9571428571428572, "no_speech_prob": 6.556510925292969e-07, "words": [{"start": 154.60000000000002, "end": 155.52, "word": "بداية", "probability": 0.76416015625}, {"start": 155.52, "end": 156.0, "word": " موثقة", "probability": 0.771826171875}, {"start": 156.0, "end": 156.06, "word": " إن", "probability": 0.400146484375}, {"start": 156.06, "end": 156.24, "word": " شاء", "probability": 0.968017578125}, {"start": 156.24, "end": 156.7, "word": " الله", "probability": 0.962890625}, {"start": 156.7, "end": 171.36, "word": " قرأنا", "probability": 0.638519287109375}, {"start": 171.36, "end": 171.46, "word": " ال", "probability": 0.8134765625}, {"start": 171.46, "end": 171.64, "word": " data", "probability": 0.5830078125}, {"start": 171.64, "end": 172.14, "word": " set", 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{"start": 244.97, "end": 245.75, "word": " غلطان", "probability": 0.9735107421875}, {"start": 245.75, "end": 249.15, "word": " variety", "probability": 0.748046875}], "temperature": 1.0}, {"id": 10, "seek": 28327, "start": 256.11, "end": 283.27, "text": "Okay طبعا هذا الكلب موجود لان انا على axis equal واحد ومن دي ال labels attributes وال labels", "tokens": [8297, 23032, 3555, 3615, 995, 23758, 2423, 28820, 3555, 3714, 29245, 23328, 5296, 7649, 1975, 8315, 15844, 10298, 2681, 36764, 24401, 4032, 27842, 11778, 1829, 2423, 16949, 17212, 16070, 16949], "avg_logprob": -0.440020167058514, "compression_ratio": 1.1478260869565218, "no_speech_prob": 0.0, "words": [{"start": 256.11, "end": 257.25, "word": "Okay", "probability": 0.1588134765625}, {"start": 257.25, "end": 257.95, "word": " طبعا", "probability": 0.956787109375}, {"start": 257.95, "end": 258.15, "word": " هذا", "probability": 0.7236328125}, {"start": 258.15, "end": 258.47, "word": " الكلب", "probability": 0.7034505208333334}, 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"probability": 0.71142578125}, {"start": 445.92, "end": 448.2, "word": " from", "probability": 0.904296875}, {"start": 448.2, "end": 449.52, "word": " sk", "probability": 0.2113037109375}, {"start": 449.52, "end": 453.48, "word": " learn", "probability": 0.1805419921875}], "temperature": 1.0}, {"id": 17, "seek": 46266, "start": 456.7, "end": 462.66, "text": "بورد و build و create كميز object", "tokens": [3555, 13063, 3215, 4032, 1322, 4032, 1884, 9122, 2304, 1829, 11622, 2657], "avg_logprob": -0.7782451739678016, "compression_ratio": 0.86, "no_speech_prob": 0.0, "words": [{"start": 456.7, "end": 457.34, "word": "بورد", "probability": 0.3994140625}, {"start": 457.34, "end": 457.5, "word": " و", "probability": 0.30810546875}, {"start": 457.5, "end": 457.94, "word": " build", "probability": 0.55615234375}, {"start": 457.94, "end": 458.58, "word": " و", "probability": 0.451416015625}, {"start": 458.58, "end": 459.68, "word": " create", "probability": 0.85791015625}, {"start": 459.68, 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{"start": 494.35, "end": 494.51, "word": " اقول", "probability": 0.8369140625}, {"start": 494.51, "end": 494.65, "word": " له", "probability": 0.74169921875}, {"start": 494.65, "end": 494.85, "word": " why", "probability": 0.3095703125}], "temperature": 1.0}, {"id": 19, "seek": 51821, "start": 500.45, "end": 518.21, "text": "wire predict equal model.predict طبعا و ال predict هاي كالعقب بده تاخد برضه من", "tokens": [42689, 6069, 2681, 2316, 13, 79, 24945, 23032, 3555, 3615, 995, 4032, 2423, 6069, 8032, 47302, 9122, 6027, 3615, 4587, 3555, 47525, 3224, 6055, 47283, 3215, 4724, 43042, 3224, 9154], "avg_logprob": -0.5655242166211528, "compression_ratio": 1.0918367346938775, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 500.44999999999993, "end": 501.60999999999996, "word": "wire", "probability": 0.06280517578125}, {"start": 501.60999999999996, "end": 502.77, "word": " predict", "probability": 0.80517578125}, {"start": 502.77, "end": 503.37, "word": " equal", "probability": 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"temperature": 1.0}, {"id": 20, "seek": 54179, "start": 521.82, "end": 541.8, "text": "الـ attributes اللي هي ال data set هو راح درسهم هان في ال fit راح ادرس ال attributes و اعمل computation حسب ال means الان في ال predicts بدي يديني قائمة بال classes اللي بتنتمي لها كل instance او قائمة بال classes نعم", "tokens": [6027, 39184, 17212, 13672, 1829, 39896, 2423, 1412, 992, 31439, 12602, 39319, 11778, 2288, 3794, 16095, 8032, 7649, 8978, 2423, 3318, 12602, 39319, 1975, 3215, 2288, 3794, 2423, 17212, 4032, 1975, 25957, 1211, 24903, 11331, 35457, 2423, 1355, 2423, 7649, 8978, 2423, 6069, 82, 4724, 16254, 7251, 3215, 9957, 1829, 12174, 16373, 46007, 20666, 5359, 13672, 1829, 39894, 29399, 2304, 1829, 5296, 11296, 28242, 5197, 1975, 2407, 12174, 16373, 46007, 20666, 5359, 8717, 25957], "avg_logprob": -0.29375000317891437, "compression_ratio": 1.7173913043478262, "no_speech_prob": 1.7881393432617188e-07, "words": [{"start": 521.82, "end": 522.22, "word": "الـ", "probability": 0.3994140625}, {"start": 522.22, "end": 522.72, "word": " attributes", "probability": 0.31787109375}, {"start": 522.72, "end": 522.98, "word": " اللي", "probability": 0.4852294921875}, {"start": 522.98, "end": 523.1, "word": " هي", "probability": 0.82373046875}, {"start": 523.1, "end": 523.22, "word": " ال", "probability": 0.80615234375}, {"start": 523.22, "end": 523.36, "word": " data", "probability": 0.6708984375}, {"start": 523.36, "end": 523.82, "word": " set", "probability": 0.888671875}, {"start": 523.82, "end": 524.6, "word": " هو", "probability": 0.22021484375}, {"start": 524.6, "end": 524.86, "word": " راح", "probability": 0.846923828125}, {"start": 524.86, "end": 525.5, "word": " درسهم", "probability": 0.91943359375}, {"start": 525.5, "end": 526.78, "word": " هان", "probability": 0.4822998046875}, {"start": 526.78, "end": 526.86, "word": " في", "probability": 0.7724609375}, {"start": 526.86, "end": 526.96, "word": " ال", "probability": 0.82421875}, {"start": 526.96, "end": 527.26, "word": " 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{"start": 532.0, "end": 532.08, "word": " ال", "probability": 0.927734375}, {"start": 532.08, "end": 532.62, "word": " predicts", "probability": 0.70654296875}, {"start": 532.62, "end": 532.86, "word": " بدي", "probability": 0.65380859375}, {"start": 532.86, "end": 533.4, "word": " يديني", "probability": 0.75457763671875}, {"start": 533.4, "end": 534.02, "word": " قائمة", "probability": 0.97607421875}, {"start": 534.02, "end": 535.22, "word": " بال", "probability": 0.93701171875}, {"start": 535.22, "end": 535.78, "word": " classes", "probability": 0.7353515625}, {"start": 535.78, "end": 536.06, "word": " اللي", "probability": 0.92138671875}, {"start": 536.06, "end": 536.82, "word": " بتنتمي", "probability": 0.9163818359375}, {"start": 536.82, "end": 537.36, "word": " لها", "probability": 0.77099609375}, {"start": 537.36, "end": 537.92, "word": " كل", "probability": 0.96435546875}, {"start": 537.92, "end": 538.82, "word": " instance", "probability": 0.935546875}, {"start": 538.82, "end": 539.4, "word": " او", "probability": 0.7298583984375}, {"start": 539.4, "end": 539.98, "word": " قائمة", "probability": 0.9853515625}, {"start": 539.98, "end": 540.46, "word": " بال", "probability": 0.9013671875}, {"start": 540.46, "end": 541.44, "word": " classes", "probability": 0.7919921875}, {"start": 541.44, "end": 541.8, "word": " نعم", "probability": 0.920654296875}], "temperature": 1.0}, {"id": 21, "seek": 56513, "start": 542.07, "end": 565.13, "text": "بحيث انك .. يعني هيبدين قائمة من 30 element بنفس عدد ال data set لكن هذه ال value اللي فيها بتمثل ال class number اللي .. عفوا ال cluster number اللي بتتميله ال instance اللي موجودة عندها لو انا حبيت انا اطبع print ypredict وهي run", "tokens": [3555, 5016, 1829, 12984, 16472, 4117, 4386, 37495, 22653, 39896, 44510, 9957, 12174, 16373, 46007, 9154, 2217, 4478, 44945, 36178, 6225, 3215, 3215, 2423, 1412, 992, 44381, 29538, 2423, 2158, 13672, 1829, 8978, 11296, 39894, 2304, 12984, 1211, 2423, 1508, 1230, 13672, 1829, 4386, 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"probability": 0.94873046875}, {"start": 792.71, "end": 793.11, "word": " label", "probability": 0.802734375}, {"start": 793.11, "end": 793.69, "word": " وبتاخد", "probability": 0.81121826171875}, {"start": 793.69, "end": 793.91, "word": " مني", "probability": 0.962890625}, {"start": 793.91, "end": 794.03, "word": " اللي", "probability": 0.849853515625}, {"start": 794.03, "end": 794.33, "word": " بدك", "probability": 0.955810546875}, {"start": 794.33, "end": 794.63, "word": " label", "probability": 0.8076171875}, {"start": 794.63, "end": 795.27, "word": " لأن", "probability": 0.611328125}, {"start": 795.27, "end": 795.55, "word": " ال", "probability": 0.853515625}, {"start": 795.55, "end": 795.81, "word": " label", "probability": 0.810546875}, {"start": 795.81, "end": 796.15, "word": " السابعة", "probability": 0.5389811197916666}, {"start": 796.15, "end": 796.25, "word": " اللي", "probability": 0.6746826171875}, {"start": 796.25, "end": 796.55, "word": " موجودة", "probability": 0.98486328125}, {"start": 796.55, "end": 796.63, "word": " في", "probability": 0.9150390625}, {"start": 796.63, "end": 796.71, "word": " ال", "probability": 0.810546875}, {"start": 796.71, "end": 796.89, "word": " label", "probability": 0.98046875}, {"start": 796.89, "end": 797.23, "word": " صح", "probability": 0.961669921875}], "temperature": 1.0}, {"id": 31, "seek": 81794, "start": 799.76, "end": 817.94, "text": "عشان اريكم انه الاستحاق ال labels وهيها وهي كومة وهي ال y predict لو انا قلت له print ال contingency matrix وعملت run", "tokens": [3615, 8592, 7649, 1975, 16572, 24793, 16472, 3224, 42963, 14851, 5016, 995, 4587, 2423, 16949, 37037, 1829, 11296, 37037, 1829, 9122, 20498, 3660, 37037, 1829, 2423, 288, 6069, 45164, 1975, 8315, 12174, 1211, 2655, 46740, 4482, 2423, 27820, 3020, 8141, 4032, 25957, 1211, 2655, 1190], "avg_logprob": -0.3814537952775541, "compression_ratio": 1.300751879699248, "no_speech_prob": 0.0, "words": [{"start": 799.76, "end": 800.14, "word": "عشان", "probability": 0.8924153645833334}, {"start": 800.14, "end": 800.48, "word": " اريكم", "probability": 0.6338704427083334}, {"start": 800.48, "end": 800.62, "word": " انه", "probability": 0.484130859375}, {"start": 800.62, "end": 801.04, "word": " الاستحاق", "probability": 0.751025390625}, {"start": 801.04, "end": 801.18, "word": " ال", "probability": 0.462158203125}, {"start": 801.18, "end": 801.54, "word": " labels", "probability": 0.75439453125}, {"start": 801.54, "end": 802.56, "word": " وهيها", "probability": 0.4521077473958333}, {"start": 802.56, "end": 803.8, "word": " وهي", "probability": 0.76318359375}, {"start": 803.8, "end": 804.28, "word": " كومة", "probability": 0.6819661458333334}, {"start": 804.28, "end": 804.76, "word": " وهي", "probability": 0.913818359375}, {"start": 804.76, "end": 804.92, "word": " ال", "probability": 0.8349609375}, {"start": 804.92, "end": 805.36, "word": " y", "probability": 0.456787109375}, {"start": 805.36, "end": 806.84, "word": " predict", "probability": 0.41943359375}, {"start": 806.84, "end": 810.92, "word": " لو", "probability": 0.7900390625}, {"start": 810.92, "end": 811.14, "word": " انا", "probability": 0.7373046875}, {"start": 811.14, "end": 811.36, "word": " قلت", "probability": 0.9095052083333334}, {"start": 811.36, "end": 811.6, "word": " له", "probability": 0.4140625}, {"start": 811.6, "end": 812.26, "word": " print", "probability": 0.95556640625}, {"start": 812.26, "end": 813.38, "word": " ال", "probability": 0.72705078125}, {"start": 813.38, "end": 814.04, "word": " contingency", "probability": 0.830322265625}, {"start": 814.04, "end": 814.64, "word": " matrix", "probability": 0.97021484375}, {"start": 814.64, "end": 817.68, "word": " وعملت", "probability": 0.73406982421875}, {"start": 817.68, "end": 817.94, "word": " run", "probability": 0.95068359375}], "temperature": 1.0}, {"id": 32, "seek": 84637, "start": 827.13, "end": 846.37, "text": "اللي صار انه اخد هو فعليا ال .. الصحيح دائما العمل بيحمل مفاجأات جديدة انا ال .. okay اللي صار عندي هان انه هي ال data set", "tokens": [6027, 20292, 20328, 9640, 16472, 3224, 1975, 9778, 3215, 31439, 6156, 3615, 20292, 995, 2423, 4386, 31767, 5016, 1829, 5016, 11778, 16373, 15042, 18863, 42213, 4724, 1829, 5016, 42213, 3714, 5172, 26108, 10721, 9307, 10874, 16254, 41891, 1975, 8315, 2423, 4386, 1392, 13672, 1829, 20328, 9640, 18871, 16254, 8032, 7649, 16472, 3224, 39896, 2423, 1412, 992], "avg_logprob": -0.2897478070175439, "compression_ratio": 1.4710144927536233, "no_speech_prob": 0.0, "words": [{"start": 827.13, "end": 827.53, "word": "اللي", "probability": 0.751220703125}, {"start": 827.53, "end": 827.87, "word": " صار", "probability": 0.880859375}, {"start": 827.87, "end": 828.25, "word": " انه", "probability": 0.6339111328125}, {"start": 828.25, "end": 828.51, "word": " اخد", "probability": 0.7776692708333334}, {"start": 828.51, "end": 828.67, "word": " هو", "probability": 0.796875}, {"start": 828.67, "end": 829.23, "word": " فعليا", "probability": 0.8145751953125}, {"start": 829.23, "end": 830.27, "word": " ال", "probability": 0.328125}, {"start": 830.27, "end": 833.07, "word": " ..", "probability": 0.50341796875}, {"start": 833.07, "end": 833.69, "word": " الصحيح", "probability": 0.9501953125}, {"start": 833.69, "end": 835.09, "word": " دائما", "probability": 0.65673828125}, {"start": 835.09, "end": 835.51, "word": " العمل", "probability": 0.87939453125}, {"start": 835.51, "end": 835.81, "word": " بيحمل", "probability": 0.8074951171875}, {"start": 835.81, "end": 836.39, "word": " مفاجأات", "probability": 0.84306640625}, {"start": 836.39, "end": 836.89, "word": " جديدة", "probability": 0.9853515625}, {"start": 836.89, "end": 837.63, "word": " انا", "probability": 0.70751953125}, {"start": 837.63, "end": 838.03, "word": " ال", "probability": 0.91357421875}, {"start": 838.03, "end": 838.75, "word": " ..", "probability": 0.908203125}, {"start": 838.75, "end": 839.03, "word": " okay", "probability": 0.58740234375}, {"start": 839.03, "end": 844.63, "word": " اللي", "probability": 0.85986328125}, {"start": 844.63, "end": 844.83, "word": " صار", "probability": 0.992919921875}, {"start": 844.83, "end": 845.09, "word": " عندي", "probability": 0.6927490234375}, {"start": 845.09, "end": 845.31, "word": " هان", "probability": 0.3544921875}, {"start": 845.31, "end": 845.51, "word": " انه", "probability": 0.741943359375}, {"start": 845.51, "end": 845.65, "word": " هي", "probability": 0.8671875}, {"start": 845.65, "end": 845.77, "word": " ال", "probability": 0.92578125}, {"start": 845.77, "end": 845.91, "word": " data", "probability": 0.54345703125}, {"start": 845.91, "end": 846.37, "word": " set", "probability": 0.96142578125}], "temperature": 1.0}, {"id": 33, "seek": 87445, "start": 847.29, "end": 874.45, "text": "توزعت قال لي ان ال class هي contingency ان ال attribute او ال cluster الأول pure العشرة اللي فيه و هي .. لو الصفر هدولة عشرة تمام ال class التاني اللي هو واحد فيه عشرة كذلك مافيش فيه pure بناء على المقارنة اللي موجودة لو عديت هدولة انا اتنين ستة", "tokens": [2655, 2407, 11622, 34268, 50239, 32239, 16472, 2423, 1508, 39896, 27820, 3020, 16472, 2423, 19667, 1975, 2407, 2423, 13630, 16247, 12610, 6075, 18863, 8592, 25720, 13672, 1829, 8978, 3224, 4032, 39896, 4386, 45164, 31767, 5172, 2288, 8032, 3215, 12610, 3660, 6225, 8592, 25720, 46811, 10943, 2423, 1508, 16712, 7649, 1829, 13672, 1829, 31439, 36764, 24401, 8978, 3224, 6225, 8592, 25720, 9122, 8848, 23275, 19446, 41185, 8592, 8978, 3224, 6075, 44945, 16606, 15844, 9673, 4587, 9640, 1863, 3660, 13672, 1829, 3714, 29245, 23328, 3660, 45164, 6225, 16254, 2655, 8032, 3215, 12610, 3660, 1975, 8315, 1975, 2655, 1863, 9957, 8608, 2655, 3660], "avg_logprob": -0.22586634253511334, "compression_ratio": 1.7668161434977578, "no_speech_prob": 3.0994415283203125e-06, "words": [{"start": 847.29, "end": 848.01, "word": "توزعت", "probability": 0.790283203125}, {"start": 848.01, "end": 848.95, "word": " قال", "probability": 0.4814453125}, 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854.19, "word": " الأول", "probability": 0.78564453125}, {"start": 854.19, "end": 854.63, "word": " pure", "probability": 0.53955078125}, {"start": 854.63, "end": 855.11, "word": " العشرة", "probability": 0.80810546875}, {"start": 855.11, "end": 855.27, "word": " اللي", "probability": 0.876708984375}, {"start": 855.27, "end": 855.55, "word": " فيه", "probability": 0.885498046875}, {"start": 855.55, "end": 855.63, "word": " و", "probability": 0.454345703125}, {"start": 855.63, "end": 855.75, "word": " هي", "probability": 0.52587890625}, {"start": 855.75, "end": 855.97, "word": " ..", "probability": 0.16552734375}, {"start": 855.97, "end": 856.33, "word": " لو", "probability": 0.513671875}, {"start": 856.33, "end": 856.77, "word": " الصفر", "probability": 0.9599609375}, {"start": 856.77, "end": 857.19, "word": " هدولة", "probability": 0.876953125}, {"start": 857.19, "end": 857.69, "word": " عشرة", "probability": 0.8245442708333334}, {"start": 857.69, "end": 858.11, "word": " تمام", "probability": 0.981201171875}, {"start": 858.11, "end": 858.83, "word": " ال", "probability": 0.58642578125}, {"start": 858.83, "end": 859.05, "word": " class", "probability": 0.94287109375}, {"start": 859.05, "end": 859.73, "word": " التاني", "probability": 0.9459635416666666}, {"start": 859.73, "end": 860.77, "word": " اللي", "probability": 0.954833984375}, {"start": 860.77, "end": 860.99, "word": " هو", "probability": 0.98583984375}, {"start": 860.99, "end": 861.53, "word": " واحد", "probability": 0.977783203125}, {"start": 861.53, "end": 862.09, "word": " فيه", "probability": 0.701904296875}, {"start": 862.09, "end": 862.41, "word": " عشرة", "probability": 0.9313151041666666}, {"start": 862.41, "end": 862.83, "word": " كذلك", "probability": 0.99072265625}, {"start": 862.83, "end": 863.19, "word": " مافيش", "probability": 0.9261067708333334}, {"start": 863.19, "end": 863.53, "word": " فيه", "probability": 0.923583984375}, {"start": 863.53, "end": 864.17, "word": " pure", "probability": 0.8369140625}, {"start": 864.17, "end": 864.41, "word": " بناء", "probability": 0.932373046875}, {"start": 864.41, "end": 864.61, "word": " على", "probability": 0.430419921875}, {"start": 864.61, "end": 865.25, "word": " المقارنة", "probability": 0.9943359375}, {"start": 865.25, "end": 865.41, "word": " اللي", "probability": 0.920166015625}, {"start": 865.41, "end": 865.93, "word": " موجودة", "probability": 0.9866943359375}, {"start": 865.93, "end": 866.05, "word": " لو", "probability": 0.88623046875}, {"start": 866.05, "end": 866.67, "word": " عديت", "probability": 0.76171875}, {"start": 866.67, "end": 867.01, "word": " هدولة", "probability": 0.9293212890625}, {"start": 867.01, "end": 868.17, "word": " انا", "probability": 0.8837890625}, {"start": 868.17, "end": 873.23, "word": " اتنين", "probability": 0.73626708984375}, {"start": 873.23, "end": 874.45, "word": " ستة", "probability": 0.7574055989583334}], "temperature": 1.0}, {"id": 34, "seek": 89717, "start": 876.25, "end": 897.17, "text": "عشرة أو عشرة تمام لكن جال ليه ان في عندي مشكلة انا انه في ال class التالت موزع ما بين فعليا مش pure بالاساس ان القيم تبعته مختلفة من العناصر اللي موجودة وبالتالي قيمة ال contingency matrix هي", "tokens": [3615, 8592, 25720, 34051, 6225, 8592, 25720, 46811, 10943, 44381, 10874, 6027, 32239, 3224, 16472, 8978, 18871, 16254, 37893, 28820, 3660, 1975, 8315, 16472, 3224, 8978, 2423, 1508, 16712, 6027, 2655, 3714, 2407, 11622, 3615, 19446, 49374, 6156, 3615, 20292, 995, 37893, 6075, 20666, 32277, 32277, 16472, 25062, 32640, 6055, 3555, 34268, 3224, 3714, 46456, 46538, 3660, 9154, 18863, 1863, 33546, 2288, 13672, 1829, 3714, 29245, 23328, 3660, 46599, 6027, 2655, 6027, 1829, 12174, 32640, 3660, 2423, 27820, 3020, 8141, 39896], "avg_logprob": -0.24504572916321637, "compression_ratio": 1.619289340101523, "no_speech_prob": 2.9802322387695312e-06, "words": [{"start": 876.25, "end": 876.77, "word": "عشرة", "probability": 0.6328938802083334}, {"start": 876.77, "end": 876.91, 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"seek": 99368, "start": 979.56, "end": 993.68, "text": "اللي هي عندى ال cluster dot اللى هي ال adjusted score نفس الكلام بتاخد منى ال labels اللى موجودة", "tokens": [6027, 20292, 39896, 43242, 7578, 2423, 13630, 5893, 13672, 7578, 39896, 2423, 19871, 6175, 8717, 36178, 2423, 28820, 10943, 39894, 47283, 3215, 9154, 7578, 2423, 16949, 13672, 7578, 3714, 29245, 23328, 3660], "avg_logprob": -0.3181818181818182, "compression_ratio": 1.2608695652173914, "no_speech_prob": 2.980232238769531e-07, "words": [{"start": 979.56, "end": 979.86, "word": "اللي", "probability": 0.36572265625}, {"start": 979.86, "end": 980.0, "word": " هي", "probability": 0.62841796875}, {"start": 980.0, "end": 980.38, "word": " عندى", "probability": 0.5771484375}, {"start": 980.38, "end": 980.5, "word": " ال", "probability": 0.91064453125}, {"start": 980.5, "end": 980.96, "word": " cluster", "probability": 0.62353515625}, {"start": 980.96, "end": 983.44, "word": " dot", "probability": 0.398681640625}, {"start": 983.44, "end": 984.06, "word": " اللى", "probability": 0.828857421875}, {"start": 984.06, "end": 984.5, "word": " هي", "probability": 0.67919921875}, {"start": 984.5, "end": 984.88, "word": " ال", "probability": 0.767578125}, {"start": 984.88, "end": 985.38, "word": " adjusted", "probability": 0.607421875}, {"start": 985.38, "end": 988.62, "word": " score", "probability": 0.904296875}, {"start": 988.62, "end": 989.18, "word": " نفس", "probability": 0.6685791015625}, {"start": 989.18, "end": 989.7, "word": " الكلام", "probability": 0.8404947916666666}, {"start": 989.7, "end": 990.26, "word": " بتاخد", "probability": 0.9134114583333334}, {"start": 990.26, "end": 990.6, "word": " منى", "probability": 0.836669921875}, {"start": 990.6, "end": 990.82, "word": " ال", "probability": 0.8857421875}, {"start": 990.82, "end": 991.22, "word": " labels", "probability": 0.923828125}, {"start": 991.22, "end": 992.46, "word": " اللى", "probability": 0.969970703125}, {"start": 992.46, "end": 993.68, "word": " موجودة", "probability": 0.83984375}], "temperature": 1.0}, {"id": 39, "seek": 101197, "start": 995.27, "end": 1011.97, "text": "خلّينا نعمل رن نحنا هنا بس إداني أنها رقم أيها point 8 وكنا متفقين أن ال adjusted rand index كل ما قربت للواحد يكون الأداء ال cluster ال algorithm تبعتي أفضل فهي قيمتها هنا", "tokens": [9778, 1211, 11703, 9957, 995, 8717, 25957, 1211, 12602, 1863, 8717, 5016, 8315, 34105, 4724, 3794, 11933, 3215, 7649, 1829, 14739, 11296, 12602, 4587, 2304, 36632, 11296, 935, 1649, 4032, 4117, 8315, 44650, 5172, 4587, 9957, 14739, 2423, 19871, 367, 474, 8186, 28242, 19446, 12174, 25513, 2655, 24976, 14407, 24401, 7251, 30544, 16247, 3215, 16606, 2423, 13630, 2423, 9284, 6055, 3555, 3615, 31371, 5551, 5172, 11242, 1211, 6156, 3224, 1829, 12174, 32640, 2655, 11296, 34105], "avg_logprob": -0.4309210534158506, "compression_ratio": 1.4240837696335078, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 995.27, "end": 996.13, "word": "خلّينا", "probability": 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0.7060546875}, {"start": 1002.83, "end": 1003.55, "word": " متفقين", "probability": 0.9539794921875}, {"start": 1003.55, "end": 1003.73, "word": " أن", "probability": 0.58056640625}, {"start": 1003.73, "end": 1003.85, "word": " ال", "probability": 0.72265625}, {"start": 1003.85, "end": 1004.29, "word": " adjusted", "probability": 0.61474609375}, {"start": 1004.29, "end": 1004.93, "word": " rand", "probability": 0.6265869140625}, {"start": 1004.93, "end": 1005.35, "word": " index", "probability": 0.88525390625}, {"start": 1005.35, "end": 1005.57, "word": " كل", "probability": 0.9345703125}, {"start": 1005.57, "end": 1005.77, "word": " ما", "probability": 0.8232421875}, {"start": 1005.77, "end": 1006.41, "word": " قربت", "probability": 0.89794921875}, {"start": 1006.41, "end": 1006.97, "word": " للواحد", "probability": 0.9534505208333334}, {"start": 1006.97, "end": 1007.81, "word": " يكون", "probability": 0.896240234375}, {"start": 1007.81, "end": 1008.65, "word": " الأداء", 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cluster dot", "tokens": [3555, 1863, 36178, 28239, 19913, 10943, 3714, 43020, 1975, 8315, 1975, 7435, 1829, 3555, 11296, 37037, 24192, 6225, 3555, 9640, 3660, 18871, 3714, 7435, 2304, 2407, 27884, 9154, 2423, 8141, 9122, 8848, 23275, 16490, 1211, 8315, 8717, 38251, 1829, 11296, 2752, 2681, 8717, 36178, 2423, 28820, 10943, 21136, 16758, 4587, 8141, 5893, 13630, 5893], "avg_logprob": -0.40994316881353204, "compression_ratio": 1.3862068965517242, "no_speech_prob": 2.384185791015625e-06, "words": [{"start": 1017.35, "end": 1018.51, "word": "بنفس", "probability": 0.5362548828125}, {"start": 1018.51, "end": 1018.97, "word": " النظام", "probability": 0.9332682291666666}, {"start": 1018.97, "end": 1019.27, "word": " ممكن", "probability": 0.6019287109375}, {"start": 1019.27, "end": 1019.59, "word": " انا", "probability": 0.4715576171875}, {"start": 1019.59, "end": 1020.53, "word": " اجيبها", "probability": 0.7494140625}, {"start": 1020.53, "end": 1021.09, "word": " وهذه", "probability": 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"probability": 0.8388671875}, {"start": 1028.73, "end": 1029.15, "word": " الكلام", "probability": 0.89501953125}, {"start": 1029.15, "end": 1029.77, "word": " السابق", "probability": 0.9954427083333334}, {"start": 1029.77, "end": 1031.17, "word": " matrix", "probability": 0.239990234375}, {"start": 1031.17, "end": 1034.03, "word": " dot", "probability": 0.444091796875}, {"start": 1034.03, "end": 1035.59, "word": " cluster", "probability": 0.97021484375}, {"start": 1035.59, "end": 1037.21, "word": " dot", "probability": 0.9580078125}], "temperature": 1.0}, {"id": 41, "seek": 105696, "start": 1039.3, "end": 1056.96, "text": "نقوم باستخدام البرنامج InfoScore نقوم باستخدام البرنامج InfoScore نقوم باستخدام البرنامج InfoScore نقوم باستخدام البرنامج InfoScore", "tokens": [1863, 4587, 20498, 4724, 995, 14851, 9778, 3215, 10943, 2423, 26890, 8315, 2304, 7435, 11537, 78, 50, 12352, 8717, 4587, 20498, 4724, 995, 14851, 9778, 3215, 10943, 2423, 26890, 8315, 2304, 7435, 11537, 78, 50, 12352, 8717, 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"probability": 0.8992919921875}, {"start": 1044.94, "end": 1047.76, "word": " نقوم", "probability": 0.6659342447916666}, {"start": 1047.76, "end": 1050.2, "word": " باستخدام", "probability": 0.9082845052083334}, {"start": 1050.2, "end": 1050.92, "word": " البرنامج", "probability": 0.9447265625}, {"start": 1050.92, "end": 1050.96, "word": " InfoScore", "probability": 0.93505859375}, {"start": 1050.96, "end": 1051.8, "word": " نقوم", "probability": 0.78369140625}, {"start": 1051.8, "end": 1052.28, "word": " باستخدام", "probability": 0.9437662760416666}, {"start": 1052.28, "end": 1054.5, "word": " البرنامج", "probability": 0.96767578125}, {"start": 1054.5, "end": 1056.96, "word": " InfoScore", "probability": 0.94140625}], "temperature": 1.0}, {"id": 42, "seek": 108117, "start": 1061.33, "end": 1081.17, "text": "هذه هي قيمة الان ام اي نوعا ما عندي تمام الخطأ اللي كان warning مش خطأ warning future warning the behavior will not change", "tokens": [3224, 24192, 39896, 12174, 32640, 3660, 2423, 7649, 1975, 2304, 1975, 1829, 8717, 45367, 995, 19446, 18871, 16254, 46811, 10943, 33962, 9566, 10721, 13672, 1829, 25961, 9164, 37893, 16490, 9566, 10721, 9164, 2027, 9164, 264, 5223, 486, 406, 1319], "avg_logprob": -0.5648437544703484, "compression_ratio": 1.2878787878787878, "no_speech_prob": 0.0, "words": [{"start": 1061.33, "end": 1062.01, "word": "هذه", "probability": 0.61279296875}, {"start": 1062.01, "end": 1062.15, "word": " هي", "probability": 0.23193359375}, {"start": 1062.15, "end": 1062.81, "word": " قيمة", "probability": 0.9833984375}, {"start": 1062.81, "end": 1063.33, "word": " الان", "probability": 0.3594970703125}, {"start": 1063.33, "end": 1063.61, "word": " ام", "probability": 0.53955078125}, {"start": 1063.61, "end": 1064.01, "word": " اي", "probability": 0.9228515625}, {"start": 1064.01, "end": 1066.75, "word": " نوعا", "probability": 0.5679117838541666}, {"start": 1066.75, "end": 1066.91, "word": " ما", "probability": 0.9111328125}, {"start": 1066.91, 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{"start": 1079.37, "end": 1079.87, "word": " behavior", "probability": 0.6103515625}, {"start": 1079.87, "end": 1080.47, "word": " will", "probability": 0.7763671875}, {"start": 1080.47, "end": 1080.67, "word": " not", "probability": 0.95654296875}, {"start": 1080.67, "end": 1081.17, "word": " change", "probability": 0.8740234375}], "temperature": 1.0}, {"id": 43, "seek": 111045, "start": 1082.41, "end": 1110.45, "text": "أنا بتتكلم إن ال NMI حسب ال version أنا صحيح عملت update قريب وهي المفاجأات اللي موجودة ��ندها تمام هدفي ما يتعلق في ال partitional clustering نعمل review على السريع إيش اللي سوناه طبعا زي ما تشوفين جامعة الخيار ال python سهل مش بحاجة ل .. مافيش فيها تعقيدات دي functions تبعت جاهزة و ممكن أنا أشتغل عليها بكل سهولة", "tokens": [10721, 8315, 39894, 2655, 4117, 19528, 36145, 2423, 426, 13808, 11331, 35457, 2423, 3037, 41850, 20328, 5016, 1829, 5016, 6225, 42213, 2655, 5623, 12174, 16572, 3555, 37037, 1829, 9673, 5172, 26108, 10721, 9307, 13672, 1829, 3714, 29245, 23328, 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نعمل ال data set بنفس الكلام خلّينا في الأول أنشئ ملف جديد file", "tokens": [6027, 7649, 4724, 16254, 14739, 2655, 4587, 1211, 20449, 995, 24793, 5296, 7435, 11622, 19986, 10632, 2423, 35250, 804, 596, 48673, 8978, 2423, 35250, 804, 596, 48673, 8717, 25957, 1211, 2423, 1412, 992, 44945, 36178, 2423, 28820, 10943, 16490, 1211, 11703, 9957, 995, 8978, 16247, 12610, 14739, 8592, 19986, 3714, 46538, 10874, 16254, 3215, 3991], "avg_logprob": -0.3099888509937695, "compression_ratio": 1.4183006535947713, "no_speech_prob": 0.0, "words": [{"start": 1122.15, "end": 1122.75, "word": "الان", "probability": 0.81591796875}, {"start": 1122.75, "end": 1123.11, "word": " بدي", "probability": 0.541015625}, {"start": 1123.11, "end": 1123.65, "word": " أنتقل", "probability": 0.82745361328125}, {"start": 1123.65, "end": 1124.59, "word": " معاكم", "probability": 0.9588216145833334}, {"start": 1124.59, "end": 1126.05, "word": " لجزئية", "probability": 0.87998046875}, {"start": 1126.05, "end": 1127.65, 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8032, 7578, 39894, 2304, 12984, 1211, 6225, 8592, 7649, 45164, 1975, 8315, 6156, 37983, 2655, 1975, 2288, 38251, 11296, 23032, 1829, 3555, 33962, 9566, 2407, 3660], "avg_logprob": -0.3498535011895001, "compression_ratio": 1.4563758389261745, "no_speech_prob": 6.556510925292969e-07, "words": [{"start": 1238.67, "end": 1239.37, "word": "emport", "probability": 0.50439453125}, {"start": 1239.37, "end": 1240.79, "word": " بدي", "probability": 0.45233154296875}, {"start": 1240.79, "end": 1240.99, "word": " اعمل", "probability": 0.7986653645833334}, {"start": 1240.99, "end": 1241.33, "word": " emport", "probability": 0.54132080078125}, {"start": 1241.33, "end": 1241.65, "word": " لشيء", "probability": 0.66497802734375}, {"start": 1241.65, "end": 1242.11, "word": " اتين", "probability": 0.6892903645833334}, {"start": 1242.11, "end": 1243.19, "word": " الشغل", "probability": 0.7960611979166666}, {"start": 1243.19, "end": 1243.85, "word": " الأولى", "probability": 0.6991373697916666}, {"start": 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{"id": 56, "seek": 145126, "start": 1445.56, "end": 1451.26, "text": "Hierarchical cluster model", "tokens": [39, 811, 1178, 804, 13630, 2316], "avg_logprob": -0.4667968920298985, "compression_ratio": 0.7647058823529411, "no_speech_prob": 0.0, "words": [{"start": 1445.5599999999997, "end": 1446.9599999999998, "word": "Hierarchical", "probability": 0.6926422119140625}, {"start": 1446.9599999999998, "end": 1448.36, "word": " cluster", "probability": 0.6162109375}, {"start": 1448.36, "end": 1451.26, "word": " model", "probability": 0.9580078125}], "temperature": 1.0}, {"id": 57, "seek": 148000, "start": 1456.26, "end": 1480.0, "text": "خلّينا من جزئية الرسم انتهينا منها الان او عفوًا الطباعة بدي اروح على جزئية الرسم عشان في عند المكتب المشهورة اللي هي ال math plot library ال math اختصار ل math plot library تحتمل للرسم هبقى بقوله import by plot python plot", "tokens": [9778, 1211, 11703, 9957, 995, 9154, 10874, 11622, 19986, 10632, 34892, 38251, 16472, 47395, 1829, 8315, 9154, 11296, 2423, 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{"start": 1458.4, "end": 1458.82, "word": " منها", "probability": 0.987548828125}, {"start": 1458.82, "end": 1459.94, "word": " الان", "probability": 0.543487548828125}, {"start": 1459.94, "end": 1460.74, "word": " او", "probability": 0.74462890625}, {"start": 1460.74, "end": 1461.0, "word": " عفوًا", "probability": 0.64169921875}, {"start": 1461.0, "end": 1461.5, "word": " الطباعة", "probability": 0.8709716796875}, {"start": 1461.5, "end": 1461.78, "word": " بدي", "probability": 0.6016845703125}, {"start": 1461.78, "end": 1462.0, "word": " اروح", "probability": 0.8912760416666666}, {"start": 1462.0, "end": 1462.14, "word": " على", "probability": 0.73291015625}, {"start": 1462.14, "end": 1462.7, "word": " جزئية", "probability": 0.958740234375}, {"start": 1462.7, "end": 1463.18, "word": " الرسم", "probability": 0.97314453125}, {"start": 1463.18, "end": 1463.56, "word": " عشان", "probability": 0.8859049479166666}, {"start": 1463.56, "end": 1463.82, "word": " في", "probability": 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import لل by blot library", "tokens": [19988, 781, 1329, 337, 1412, 10938, 46811, 10943, 6024, 48506, 6225, 42213, 2655, 974, 974, 24976, 538, 888, 310, 6405], "avg_logprob": -0.6450892630077544, "compression_ratio": 1.0344827586206897, "no_speech_prob": 0.0, "words": [{"start": 1639.2, "end": 1639.92, "word": "sample", "probability": 0.54669189453125}, {"start": 1639.92, "end": 1640.4, "word": " list", "probability": 0.81640625}, {"start": 1640.4, "end": 1641.82, "word": " for", "probability": 0.587890625}, {"start": 1641.82, "end": 1645.26, "word": " data", "probability": 0.45458984375}, {"start": 1645.26, "end": 1646.14, "word": " samples", "probability": 0.462646484375}, {"start": 1646.14, "end": 1651.46, "word": " تمام", "probability": 0.968017578125}, {"start": 1651.46, "end": 1654.98, "word": " الآن", "probability": 0.57427978515625}, {"start": 1654.98, "end": 1657.62, "word": " عملت", "probability": 0.6884765625}, {"start": 1657.62, "end": 1658.14, "word": " import", 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"end": 1730.99, "text": "أنا فعليا الارض عندي هتكون تلاتين و بخلي الارتفاع خمستاشر خليني أشوف كيف نتيجتها هنا بس في الآخر يعني في الآخر هي حصورة هتظهر في ال area الخاصة بال plot اللي موجودة عندها هتشوفها لما نعند الرد طيب تمام ال figure هذه خلاص أنا عشان أضيف ال .. بدي أسبع الآن ال dendrogram ال dendrogram بتاخد مني مجموعة", "tokens": [10721, 8315, 6156, 3615, 20292, 995, 2423, 9640, 11242, 18871, 16254, 8032, 2655, 30544, 6055, 1211, 9307, 9957, 4032, 4724, 9778, 20292, 2423, 9640, 2655, 5172, 45761, 16490, 2304, 14851, 33599, 2288, 16490, 1211, 9957, 1829, 5551, 8592, 38688, 9122, 33911, 8717, 31371, 7435, 2655, 11296, 34105, 4724, 3794, 8978, 6024, 95, 34740, 37495, 22653, 8978, 6024, 95, 34740, 39896, 11331, 9381, 13063, 3660, 8032, 2655, 19913, 3224, 2288, 8978, 2423, 1859, 33962, 33546, 3660, 20666, 7542, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 11296, 8032, 2655, 8592, 38688, 11296, 5296, 15042, 8717, 3615, 41260, 34892, 3215, 23032, 1829, 3555, 46811, 10943, 2423, 2573, 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"end": 2033.12, "word": " code", "probability": 0.96630859375}, {"start": 2033.12, "end": 2033.28, "word": " على", "probability": 0.919921875}, {"start": 2033.28, "end": 2033.7, "word": " السريع", "probability": 0.99365234375}, {"start": 2033.7, "end": 2034.32, "word": " واروح", "probability": 0.8675537109375}, {"start": 2034.32, "end": 2035.3, "word": " استبدل", "probability": 0.93994140625}, {"start": 2035.3, "end": 2035.82, "word": " بدل", "probability": 0.982421875}, {"start": 2035.82, "end": 2035.96, "word": " ال", "probability": 0.86572265625}, {"start": 2035.96, "end": 2036.46, "word": " sample", "probability": 0.68310546875}, {"start": 2036.46, "end": 2037.02, "word": " list", "probability": 0.88818359375}, {"start": 2037.02, "end": 2037.3, "word": " هان", "probability": 0.765625}, {"start": 2037.3, "end": 2037.5, "word": " بدي", "probability": 0.91943359375}, {"start": 2037.5, "end": 2037.64, "word": " اروح", "probability": 0.8561197916666666}, {"start": 2037.64, "end": 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ال sample list ضروري جدا بالنسبة لنا ان نتعامل معاه وبهيك الرسمة بتكون صحيحة", "tokens": [2407, 3224, 1829, 1190, 19446, 30767, 3555, 9566, 2655, 8592, 32239, 8592, 22807, 5296, 33456, 2423, 39184, 2031, 12, 24633, 47525, 7578, 7251, 2655, 3615, 10943, 1211, 20449, 1230, 6156, 3224, 2407, 39894, 3615, 10943, 1211, 20449, 1230, 6156, 3615, 8592, 7649, 39896, 4117, 25961, 2423, 6889, 1329, 48812, 2288, 13063, 1829, 10874, 28259, 20666, 1863, 35457, 3660, 5296, 8315, 16472, 8717, 2655, 3615, 10943, 1211, 20449, 40294, 46599, 3224, 1829, 4117, 34892, 38251, 3660, 39894, 30544, 20328, 5016, 1829, 5016, 3660], "avg_logprob": -0.2748494004628744, "compression_ratio": 1.5193370165745856, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 2044.27, "end": 2044.59, "word": "وهي", "probability": 0.5358072916666666}, {"start": 2044.59, "end": 2044.81, "word": " run", "probability": 0.31982421875}, {"start": 2044.81, "end": 2049.13, "word": " ما", "probability": 0.1875}, {"start": 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2056.13, "end": 2056.23, "word": " مع", "probability": 0.9892578125}, {"start": 2056.23, "end": 2056.49, "word": " number", "probability": 0.830078125}, {"start": 2056.49, "end": 2057.11, "word": " فعشان", "probability": 0.8326416015625}, {"start": 2057.11, "end": 2057.29, "word": " هيك", "probability": 0.5445556640625}, {"start": 2057.29, "end": 2057.47, "word": " كان", "probability": 0.86767578125}, {"start": 2057.47, "end": 2057.59, "word": " ال", "probability": 0.7431640625}, {"start": 2057.59, "end": 2057.83, "word": " sample", "probability": 0.87939453125}, {"start": 2057.83, "end": 2058.23, "word": " list", "probability": 0.88232421875}, {"start": 2058.23, "end": 2059.05, "word": " ضروري", "probability": 0.8868408203125}, {"start": 2059.05, "end": 2060.65, "word": " جدا", "probability": 0.77099609375}, {"start": 2060.65, "end": 2061.11, "word": " بالنسبة", "probability": 0.9888916015625}, {"start": 2061.11, "end": 2061.39, "word": " لنا", "probability": 0.704345703125}, {"start": 2061.39, "end": 2061.59, "word": " ان", "probability": 0.484130859375}, {"start": 2061.59, "end": 2062.15, "word": " نتعامل", "probability": 0.9669921875}, {"start": 2062.15, "end": 2062.99, "word": " معاه", "probability": 0.87060546875}, {"start": 2062.99, "end": 2065.31, "word": " وبهيك", "probability": 0.845947265625}, {"start": 2065.31, "end": 2065.67, "word": " الرسمة", "probability": 0.9573567708333334}, {"start": 2065.67, "end": 2066.57, "word": " بتكون", "probability": 0.82958984375}, {"start": 2066.57, "end": 2067.35, "word": " صحيحة", "probability": 0.97041015625}], "temperature": 1.0}, {"id": 80, "seek": 210331, "start": 2079.03, "end": 2103.31, "text": "هذه الرسمة output يهان ال instances او بدلت لو جبت له ascending و run", "tokens": [3224, 24192, 34892, 38251, 3660, 5598, 7251, 3224, 7649, 2423, 14519, 1975, 2407, 47525, 1211, 2655, 45164, 10874, 3555, 2655, 46740, 15526, 2029, 4032, 1190], "avg_logprob": -0.5970553136788882, "compression_ratio": 1.0769230769230769, "no_speech_prob": 0.0, "words": [{"start": 2079.03, "end": 2079.37, "word": "هذه", "probability": 0.4210205078125}, {"start": 2079.37, "end": 2081.03, "word": " الرسمة", "probability": 0.9459635416666666}, {"start": 2081.03, "end": 2084.39, "word": " output", "probability": 0.67529296875}, {"start": 2084.39, "end": 2085.47, "word": " يهان", "probability": 0.3999430338541667}, {"start": 2085.47, "end": 2085.87, "word": " ال", "probability": 0.7265625}, {"start": 2085.87, "end": 2086.45, "word": " instances", "probability": 0.69384765625}, {"start": 2086.45, "end": 2099.31, "word": " او", "probability": 0.6251220703125}, {"start": 2099.31, "end": 2099.77, "word": " بدلت", "probability": 0.6835123697916666}, {"start": 2099.77, "end": 2099.87, "word": " لو", "probability": 0.258056640625}, {"start": 2099.87, "end": 2100.03, "word": " جبت", "probability": 0.7208658854166666}, {"start": 2100.03, "end": 2100.17, "word": " له", "probability": 0.51318359375}, {"start": 2100.17, "end": 2101.73, "word": " ascending", "probability": 0.777099609375}, {"start": 2101.73, "end": 2103.09, "word": " و", "probability": 0.2332763671875}, {"start": 2103.09, "end": 2103.31, "word": " run", "probability": 0.7607421875}], "temperature": 1.0}, {"id": 81, "seek": 212806, "start": 2107.96, "end": 2128.06, "text": "هذه الرسومتين أصبحوا موجودات تمام، لو أنا شريتها بالمرة run", "tokens": [3224, 24192, 34892, 3794, 20498, 2655, 9957, 5551, 9381, 49628, 14407, 3714, 29245, 23328, 9307, 46811, 10943, 12399, 45164, 41850, 13412, 16572, 2655, 11296, 20666, 2304, 25720, 1190], "avg_logprob": -0.406519392441059, "compression_ratio": 1.164835164835165, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 2107.96, "end": 2108.2, "word": "هذه", "probability": 0.680908203125}, {"start": 2108.2, "end": 2108.7, "word": " الرسومتين", "probability": 0.722705078125}, {"start": 2108.7, "end": 2109.14, "word": " أصبحوا", "probability": 0.70086669921875}, {"start": 2109.14, "end": 2111.56, "word": " موجودات", "probability": 0.90966796875}, {"start": 2111.56, "end": 2118.48, "word": " تمام،", "probability": 0.5084635416666666}, {"start": 2118.48, "end": 2118.94, "word": " لو", "probability": 0.814453125}, {"start": 2118.94, "end": 2119.1, "word": " أنا", "probability": 0.5966796875}, {"start": 2119.1, "end": 2119.5, "word": " شريتها", "probability": 0.70428466796875}, {"start": 2119.5, "end": 2120.04, "word": " بالمرة", "probability": 0.7980143229166666}, {"start": 2120.04, "end": 2128.06, "word": " run", "probability": 0.44775390625}], "temperature": 1.0}, {"id": 82, "seek": 215998, "start": 2136.61, "end": 2159.99, "text": "ما تغيرش عندى ولا حاجة بالتالي انا ممكن استجنى عنها عفوا اللى المفروض خلّيتها انا كهيران انا بحتفظ باخر الصورة موجودة عشان اقارن لو انا هان قلتله false run", "tokens": [15042, 6055, 17082, 13546, 8592, 43242, 7578, 49429, 11331, 26108, 3660, 4724, 6027, 2655, 6027, 1829, 1975, 8315, 3714, 43020, 44713, 7435, 1863, 7578, 18871, 11296, 6225, 5172, 14407, 13672, 7578, 9673, 5172, 32887, 11242, 16490, 1211, 11703, 36081, 11296, 1975, 8315, 9122, 3224, 13546, 7649, 1975, 8315, 4724, 33753, 5172, 19913, 4724, 47283, 2288, 31767, 13063, 3660, 3714, 29245, 23328, 3660, 6225, 8592, 7649, 1975, 4587, 9640, 1863, 45164, 1975, 8315, 8032, 7649, 12174, 1211, 2655, 43761, 7908, 1190], "avg_logprob": -0.35455247502268095, "compression_ratio": 1.5657142857142856, "no_speech_prob": 7.152557373046875e-07, "words": [{"start": 2136.61, "end": 2137.23, "word": "ما", "probability": 0.0787353515625}, {"start": 2137.23, "end": 2137.69, "word": " تغيرش", "probability": 0.7252197265625}, {"start": 2137.69, "end": 2137.93, "word": " عندى", "probability": 0.5765380859375}, {"start": 2137.93, "end": 2138.07, "word": " ولا", "probability": 0.461181640625}, {"start": 2138.07, "end": 2138.43, "word": " حاجة", "probability": 0.98046875}, {"start": 2138.43, "end": 2138.89, "word": " بالتالي", "probability": 0.787890625}, {"start": 2138.89, "end": 2139.41, "word": " انا", "probability": 0.8212890625}, {"start": 2139.41, "end": 2139.71, "word": " ممكن", "probability": 0.93017578125}, {"start": 2139.71, "end": 2140.19, "word": " استجنى", "probability": 0.63421630859375}, {"start": 2140.19, "end": 2140.59, "word": " عنها", "probability": 0.986083984375}, {"start": 2140.59, "end": 2141.57, "word": " عفوا", "probability": 0.7926432291666666}, {"start": 2141.57, "end": 2142.25, "word": " اللى", "probability": 0.8505859375}, {"start": 2142.25, "end": 2142.63, "word": " المفروض", "probability": 0.927490234375}, {"start": 2142.63, "end": 2143.27, "word": " خلّيتها", "probability": 0.731689453125}, {"start": 2143.27, "end": 2143.67, "word": " انا", "probability": 0.7060546875}, {"start": 2143.67, "end": 2144.83, "word": " كهيران", "probability": 0.4921875}, {"start": 2144.83, "end": 2146.53, "word": " انا", "probability": 0.38507080078125}, {"start": 2146.53, "end": 2146.89, "word": " بحتفظ", "probability": 0.72039794921875}, {"start": 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"text": "الخيارات هي الـ default اللي موجودة عندي يعني هذه وهذه هي عبارة عن مجموعة الخيارات ال default اللي موجودة عندي باستثناء ال algorithm المفروض و تكون ال data set اللي موجودة عندى نفسي اه في شغل مهم جدا لو انا بدى اقارن مثلا بين ال", "tokens": [6027, 9778, 1829, 9640, 9307, 39896, 2423, 39184, 7576, 13672, 1829, 3714, 29245, 23328, 3660, 18871, 16254, 37495, 22653, 29538, 37037, 24192, 39896, 6225, 3555, 9640, 3660, 18871, 3714, 7435, 2304, 2407, 27884, 33962, 1829, 9640, 9307, 2423, 7576, 13672, 1829, 3714, 29245, 23328, 3660, 18871, 16254, 4724, 995, 14851, 12984, 1863, 16606, 2423, 9284, 9673, 5172, 32887, 11242, 4032, 6055, 30544, 2423, 1412, 992, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 7578, 8717, 36178, 1829, 1975, 3224, 8978, 13412, 17082, 1211, 3714, 16095, 10874, 28259, 45164, 1975, 8315, 47525, 7578, 1975, 4587, 9640, 1863, 50113, 15040, 49374, 2423], "avg_logprob": -0.2409375062584877, "compression_ratio": 1.9292929292929293, "no_speech_prob": 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linkage اول ما عمل merge عمل بين ال 26 وال28 هذا في ال complete بينما ال single linkage عمل بين ال 6 وال8", "tokens": [3224, 15730, 2423, 3566, 49118, 37037, 15730, 2423, 2167, 49118, 20193, 5016, 19913, 14407, 20449, 995, 25528, 1975, 46456, 46538, 2655, 16712, 2288, 31371, 49401, 20449, 2423, 2167, 49118, 1975, 12610, 19446, 6225, 42213, 22183, 6225, 42213, 49374, 2423, 7551, 16070, 11205, 23758, 8978, 2423, 3566, 49374, 15042, 2423, 2167, 49118, 6225, 42213, 49374, 2423, 1386, 16070, 23], "avg_logprob": -0.24814618543042974, "compression_ratio": 1.8410596026490067, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 2308.11, "end": 2308.43, "word": "هذا", "probability": 0.82373046875}, {"start": 2308.43, "end": 2308.55, "word": " ال", "probability": 0.4140625}, {"start": 2308.55, "end": 2308.89, "word": " complete", "probability": 0.29296875}, {"start": 2308.89, "end": 2309.51, "word": " linkage", "probability": 0.91748046875}, {"start": 2309.51, "end": 2311.15, "word": " 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