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"word": " افصل", "probability": 0.81640625}, {"start": 141.56, "end": 141.84, "word": " ال", "probability": 0.96875}, {"start": 141.84, "end": 142.16, "word": " data", "probability": 0.9794921875}, {"start": 142.16, "end": 142.58, "word": " set", "probability": 0.974609375}, {"start": 142.58, "end": 143.1, "word": " تبعتي", "probability": 0.9407958984375}], "temperature": 1.0}, {"id": 7, "seek": 17295, "start": 144.87, "end": 172.95, "text": "مجموعة الـ attributes لحال و ال target label لحالي وبعد هيك اعمل لهادي clustering بدي اعمل هنا clustering لل data set اللي موجودة عندي هنا وبناء على ال clusters انا عارف ان كل instance بتتبع اي label فبصير انا بقى اقارن ال label", "tokens": [2304, 7435, 2304, 2407, 27884, 2423, 39184, 17212, 5296, 5016, 6027, 4032, 2423, 3779, 7645, 5296, 5016, 6027, 1829, 46599, 22488, 39896, 4117, 1975, 25957, 1211, 5296, 11296, 16254, 13630, 278, 4724, 16254, 1975, 25957, 1211, 34105, 13630, 278, 24976, 1412, 992, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 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{"start": 371.77, "end": 371.99, "word": " أنا", "probability": 0.82861328125}, {"start": 371.99, "end": 372.31, "word": " قدرت", "probability": 0.8772786458333334}, {"start": 372.31, "end": 372.85, "word": " أربط", "probability": 0.8128255208333334}, {"start": 372.85, "end": 373.09, "word": " ما", "probability": 0.94091796875}, {"start": 373.09, "end": 373.31, "word": " بين", "probability": 0.9951171875}, {"start": 373.31, "end": 373.51, "word": " ال", "probability": 0.83056640625}, {"start": 373.51, "end": 373.89, "word": " true", "probability": 0.277587890625}, {"start": 373.89, "end": 375.59, "word": " cluster", "probability": 0.68994140625}, {"start": 375.59, "end": 376.79, "word": " اللي", "probability": 0.959716796875}, {"start": 376.79, "end": 376.91, "word": " ��ي", "probability": 0.8984375}, {"start": 376.91, "end": 377.03, "word": " ال", "probability": 0.8740234375}, {"start": 377.03, "end": 377.33, "word": " label", "probability": 0.955078125}, {"start": 377.33, "end": 378.55, "word": " و", "probability": 0.70556640625}, {"start": 378.55, "end": 380.31, "word": " ال", "probability": 0.73486328125}, {"start": 380.31, "end": 380.79, "word": " predicted", "probability": 0.472900390625}, {"start": 380.79, "end": 381.35, "word": " cluster", "probability": 0.95556640625}, {"start": 381.35, "end": 381.53, "word": " اللي", "probability": 0.9697265625}, {"start": 381.53, "end": 381.89, "word": " موجود", "probability": 0.9832356770833334}, {"start": 381.89, "end": 382.39, "word": " عندها", "probability": 0.967529296875}], "temperature": 1.0}, {"id": 16, "seek": 39187, "start": 383.89, "end": 391.87, "text": "بقدر أنشئ شغل اسمها الـ Contingency Matrix ومن الـ Contingency Matrix ممكن أن اتكلم على شغل اول metric هسميها الـ Durity", "tokens": [3555, 28543, 2288, 14739, 8592, 19986, 13412, 17082, 1211, 24525, 2304, 11296, 2423, 39184, 2656, 783, 3020, 36274, 4032, 27842, 2423, 39184, 2656, 783, 3020, 36274, 3714, 43020, 14739, 1975, 2655, 4117, 19528, 15844, 13412, 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"end": 420.64, "text": "تعالى نتكلم عن الـ Contingency Matrix ايش الـ Contingency Matrix بتقول ان لدي ثلاثة .. طبعا لاحظوا يا جماعة الخير في موقزي انا بدي اختبر Clustering Algorithm في عندي label data set ال label data set فيها عدد classes معين N لما بدي استخدم ال Clustering Algorithm بدي اقول جسمليها لـ N من ال cluster لأن كل cluster بدي ميثل Class", "tokens": [2655, 3615, 6027, 7578, 8717, 2655, 4117, 19528, 18871, 2423, 39184, 2656, 783, 3020, 36274, 1975, 1829, 8592, 2423, 39184, 2656, 783, 3020, 36274, 39894, 39648, 16472, 5296, 16254, 38637, 1211, 5718, 104, 3660, 4386, 23032, 3555, 3615, 995, 20193, 5016, 19913, 14407, 35186, 10874, 15042, 27884, 33962, 13546, 8978, 3714, 30543, 11622, 1829, 1975, 8315, 4724, 16254, 1975, 46456, 26890, 2033, 48673, 35014, 6819, 76, 8978, 18871, 16254, 7645, 1412, 992, 2423, 7645, 1412, 992, 8978, 11296, 6225, 3215, 3215, 5359, 20449, 9957, 426, 5296, 15042, 4724, 16254, 1975, 14851, 9778, 40448, 2423, 2033, 48673, 35014, 6819, 76, 4724, 16254, 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{"start": 403.86, "end": 404.14, "word": " موقزي", "probability": 0.7113037109375}, {"start": 404.14, "end": 404.22, "word": " انا", "probability": 0.6904296875}, {"start": 404.22, "end": 404.4, "word": " بدي", "probability": 0.5313720703125}, {"start": 404.4, "end": 404.76, "word": " اختبر", "probability": 0.8614908854166666}, {"start": 404.76, "end": 406.32, "word": " Clustering", "probability": 0.7314453125}, {"start": 406.32, "end": 407.3, "word": " Algorithm", "probability": 0.8512369791666666}, {"start": 407.3, "end": 407.96, "word": " في", "probability": 0.1279296875}, {"start": 407.96, "end": 408.24, "word": " عندي", "probability": 0.6273193359375}, {"start": 408.24, "end": 408.5, "word": " label", "probability": 0.7275390625}, {"start": 408.5, "end": 408.84, "word": " data", "probability": 0.349609375}, {"start": 408.84, "end": 409.4, "word": " set", "probability": 0.94580078125}, {"start": 409.4, "end": 409.78, "word": " ال", "probability": 0.53515625}, {"start": 409.78, "end": 410.08, "word": " label", "probability": 0.8466796875}, {"start": 410.08, "end": 410.36, "word": " data", "probability": 0.90771484375}, {"start": 410.36, "end": 410.64, "word": " set", "probability": 0.96875}, {"start": 410.64, "end": 411.04, "word": " فيها", "probability": 0.927001953125}, {"start": 411.04, "end": 411.98, "word": " عدد", "probability": 0.98486328125}, {"start": 411.98, "end": 412.4, "word": " classes", "probability": 0.82861328125}, {"start": 412.4, "end": 412.96, "word": " معين", "probability": 0.96630859375}, {"start": 412.96, "end": 413.3, "word": " N", "probability": 0.3525390625}, {"start": 413.3, "end": 414.18, "word": " لما", "probability": 0.873291015625}, {"start": 414.18, "end": 414.38, "word": " بدي", "probability": 0.786865234375}, {"start": 414.38, "end": 414.98, "word": " استخدم", "probability": 0.7677001953125}, {"start": 414.98, "end": 415.18, "word": " ال", "probability": 0.810546875}, {"start": 415.18, "end": 415.8, "word": " Clustering", "probability": 0.59466552734375}, {"start": 415.8, "end": 416.42, "word": " Algorithm", "probability": 0.9249674479166666}, {"start": 416.42, "end": 416.56, "word": " بدي", "probability": 0.66162109375}, {"start": 416.56, "end": 416.68, "word": " اقول", "probability": 0.797119140625}, {"start": 416.68, "end": 417.42, "word": " جسمليها", "probability": 0.57916259765625}, {"start": 417.42, "end": 417.64, "word": " لـ", "probability": 0.58740234375}, {"start": 417.64, "end": 417.76, "word": " N", "probability": 0.6357421875}, {"start": 417.76, "end": 417.9, "word": " من", "probability": 0.9521484375}, {"start": 417.9, "end": 417.98, "word": " ال", "probability": 0.9501953125}, {"start": 417.98, "end": 418.36, "word": " cluster", "probability": 0.94873046875}, {"start": 418.36, "end": 419.02, "word": " لأن", "probability": 0.7275390625}, {"start": 419.02, "end": 419.34, "word": " كل", "probability": 0.9599609375}, {"start": 419.34, "end": 419.74, "word": " cluster", "probability": 0.95556640625}, {"start": 419.74, "end": 419.92, "word": " بدي", "probability": 0.5670166015625}, {"start": 419.92, "end": 420.26, "word": " ميثل", "probability": 0.681640625}, {"start": 420.26, "end": 420.64, "word": " Class", "probability": 0.681640625}], "temperature": 1.0}, {"id": 18, "seek": 44076, "start": 421.3, "end": 440.76, "text": "فأنا بفترض أنه عندي data set مكوّنة من three classes label data set مكوّنة من three classes بتسميهم T1 وT2 وT3 من true true cluster أو true segment أو true partition سميها زي ما بدك true label سميها زي ما بدكوا", "tokens": [5172, 10721, 8315, 4724, 5172, 2655, 43042, 14739, 3224, 18871, 16254, 1412, 992, 3714, 4117, 2407, 11703, 1863, 3660, 9154, 1045, 5359, 7645, 1412, 992, 3714, 4117, 2407, 11703, 1863, 3660, 9154, 1045, 5359, 39894, 38251, 1829, 16095, 314, 16, 4032, 51, 17, 4032, 51, 18, 9154, 2074, 2074, 13630, 34051, 2074, 9469, 34051, 2074, 24808, 8608, 2304, 1829, 11296, 30767, 1829, 19446, 47525, 4117, 2074, 7645, 8608, 2304, 1829, 11296, 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"word": " label", "probability": 0.541015625}, {"start": 426.54, "end": 426.84, "word": " data", "probability": 0.84228515625}, {"start": 426.84, "end": 427.18, "word": " set", "probability": 0.93603515625}, {"start": 427.18, "end": 427.68, "word": " مكوّنة", "probability": 0.868896484375}, {"start": 427.68, "end": 427.76, "word": " من", "probability": 0.9921875}, {"start": 427.76, "end": 427.98, "word": " three", "probability": 0.77685546875}, {"start": 427.98, "end": 428.48, "word": " classes", "probability": 0.94482421875}, {"start": 428.48, "end": 429.52, "word": " بتسميهم", "probability": 0.728668212890625}, {"start": 429.52, "end": 429.96, "word": " T1", "probability": 0.9052734375}, {"start": 429.96, "end": 430.58, "word": " وT2", "probability": 0.7605794270833334}, {"start": 430.58, "end": 431.14, "word": " وT3", "probability": 0.9611002604166666}, {"start": 431.14, "end": 431.52, "word": " من", "probability": 0.253662109375}, {"start": 431.52, "end": 431.86, "word": " true", "probability": 0.64208984375}, {"start": 431.86, "end": 433.08, "word": " true", "probability": 0.53759765625}, {"start": 433.08, "end": 433.44, "word": " cluster", "probability": 0.92626953125}, {"start": 433.44, "end": 433.68, "word": " أو", "probability": 0.60546875}, {"start": 433.68, "end": 434.0, "word": " true", "probability": 0.9384765625}, {"start": 434.0, "end": 435.94, "word": " segment", "probability": 0.955078125}, {"start": 435.94, "end": 437.06, "word": " أو", "probability": 0.6025390625}, {"start": 437.06, "end": 437.42, "word": " true", "probability": 0.94482421875}, {"start": 437.42, "end": 437.96, "word": " partition", "probability": 0.97802734375}, {"start": 437.96, "end": 438.36, "word": " سميها", "probability": 0.81201171875}, {"start": 438.36, "end": 438.52, "word": " زي", "probability": 0.969482421875}, {"start": 438.52, "end": 438.58, "word": " ما", "probability": 0.9296875}, {"start": 438.58, "end": 438.96, "word": " بدك", "probability": 0.956298828125}, {"start": 438.96, "end": 439.4, "word": " true", "probability": 0.88720703125}, {"start": 439.4, "end": 439.84, "word": " label", "probability": 0.96240234375}, {"start": 439.84, "end": 440.2, "word": " سميها", "probability": 0.90185546875}, {"start": 440.2, "end": 440.34, "word": " زي", "probability": 0.994140625}, {"start": 440.34, "end": 440.42, "word": " ما", "probability": 0.9697265625}, {"start": 440.42, "end": 440.76, "word": " بدكوا", "probability": 0.9386393229166666}], "temperature": 1.0}, {"id": 19, "seek": 46902, "start": 442.16, "end": 469.02, "text": "وC1 وC2 وC3 هما الـ clusters اللي انشغلياهم من ال algorithm اللي موجود عندها ايش راح اجلب؟ ايش بفهم ال contingency matrix؟ انه في C1 C1 خمسة وعشرين element بينتمي ل T2 وخمسة element بينتمي ل T3 وخمس عناصر بينتمي ل T3", "tokens": [2407, 34, 16, 4032, 34, 17, 4032, 34, 18, 8032, 15042, 2423, 39184, 23313, 13672, 1829, 16472, 8592, 17082, 20292, 995, 16095, 9154, 2423, 9284, 13672, 1829, 3714, 29245, 23328, 43242, 11296, 1975, 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{"start": 450.56, "end": 450.88, "word": " بفهم", "probability": 0.98046875}, {"start": 450.88, "end": 451.0, "word": " ال", "probability": 0.94384765625}, {"start": 451.0, "end": 451.58, "word": " contingency", "probability": 0.6868896484375}, {"start": 451.58, "end": 453.28, "word": " matrix؟", "probability": 0.7529296875}, {"start": 453.28, "end": 454.18, "word": " انه", "probability": 0.924560546875}, {"start": 454.18, "end": 455.2, "word": " في", "probability": 0.9462890625}, {"start": 455.2, "end": 456.14, "word": " C1", "probability": 0.946533203125}, {"start": 456.14, "end": 457.4, "word": " C1", "probability": 0.626708984375}, {"start": 457.4, "end": 458.2, "word": " خمسة", "probability": 0.92919921875}, {"start": 458.2, "end": 459.1, "word": " وعشرين", "probability": 0.8543701171875}, {"start": 459.1, "end": 459.86, "word": " element", "probability": 0.87646484375}, {"start": 459.86, "end": 460.9, "word": " بينتمي", "probability": 0.68511962890625}, {"start": 460.9, "end": 461.0, "word": " ل", "probability": 0.432861328125}, {"start": 461.0, "end": 461.56, "word": " T2", "probability": 0.78369140625}, {"start": 461.56, "end": 465.02, "word": " وخمسة", "probability": 0.9099609375}, {"start": 465.02, "end": 465.44, "word": " element", "probability": 0.96533203125}, {"start": 465.44, "end": 466.04, "word": " بينتمي", "probability": 0.92626953125}, {"start": 466.04, "end": 466.2, "word": " ل", "probability": 0.9833984375}, {"start": 466.2, "end": 466.72, "word": " T3", "probability": 0.887451171875}, {"start": 466.72, "end": 467.38, "word": " وخمس", "probability": 0.893310546875}, {"start": 467.38, "end": 467.84, "word": " عناصر", "probability": 0.9508463541666666}, {"start": 467.84, "end": 468.16, "word": " بينتمي", "probability": 0.9609375}, {"start": 468.16, "end": 468.3, "word": " ل", "probability": 0.9794921875}, {"start": 468.3, "end": 469.02, "word": " T3", "probability": 0.966552734375}], "temperature": 1.0}, {"id": 20, "seek": 49365, "start": 470.09, "end": 493.65, "text": "يعني عندي 25 عنصر من T ناتج ال clustering C1 بيحتوي على 30 عنصر 25 منهم حقيقة من ال class التاني و 5 من ال class التالت و لا واحد من ال class الأول", "tokens": [40228, 22653, 18871, 16254, 3552, 18871, 9381, 2288, 9154, 314, 8717, 9307, 7435, 2423, 13630, 278, 383, 16, 4724, 1829, 33753, 45865, 15844, 2217, 18871, 9381, 2288, 3552, 9154, 16095, 11331, 38436, 28671, 9154, 2423, 1508, 16712, 7649, 1829, 4032, 1025, 9154, 2423, 1508, 16712, 6027, 2655, 4032, 20193, 36764, 24401, 9154, 2423, 1508, 16247, 12610], "avg_logprob": -0.22423244986617774, "compression_ratio": 1.5586206896551724, "no_speech_prob": 0.0, "words": [{"start": 470.09, "end": 470.41, "word": "يعني", "probability": 0.766845703125}, {"start": 470.41, "end": 470.65, "word": " عندي", "probability": 0.6339111328125}, {"start": 470.65, "end": 471.27, "word": " 25", "probability": 0.78564453125}, {"start": 471.27, "end": 472.11, "word": " عنصر", "probability": 0.98193359375}, {"start": 472.11, 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حقيقة", "probability": 0.8971354166666666}, {"start": 486.47, "end": 487.49, "word": " من", "probability": 0.9560546875}, {"start": 487.49, "end": 487.65, "word": " ال", "probability": 0.93017578125}, {"start": 487.65, "end": 487.91, "word": " class", "probability": 0.8916015625}, {"start": 487.91, "end": 488.53, "word": " التاني", "probability": 0.8837890625}, {"start": 488.53, "end": 489.19, "word": " و", "probability": 0.95361328125}, {"start": 489.19, "end": 489.55, "word": " 5", "probability": 0.5234375}, {"start": 489.55, "end": 491.19, "word": " من", "probability": 0.98583984375}, {"start": 491.19, "end": 491.31, "word": " ال", "probability": 0.92822265625}, {"start": 491.31, "end": 491.53, "word": " class", "probability": 0.978515625}, {"start": 491.53, "end": 492.01, "word": " التالت", "probability": 0.9796549479166666}, {"start": 492.01, "end": 492.35, "word": " و", "probability": 0.609375}, {"start": 492.35, "end": 492.55, "word": " لا", "probability": 0.54052734375}, 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502.22, "word": " من", "probability": 0.9736328125}, {"start": 502.22, "end": 502.56, "word": " ال", "probability": 0.90576171875}, {"start": 502.56, "end": 502.86, "word": " class", "probability": 0.5693359375}, {"start": 502.86, "end": 503.38, "word": " الأول", "probability": 0.93505859375}, {"start": 503.38, "end": 503.92, "word": " و", "probability": 0.9091796875}, {"start": 503.92, "end": 504.4, "word": " 20", "probability": 0.7119140625}, {"start": 504.4, "end": 504.66, "word": " من", "probability": 0.990234375}, {"start": 504.66, "end": 504.84, "word": " ال", "probability": 0.91015625}, {"start": 504.84, "end": 505.1, "word": " class", "probability": 0.939453125}, {"start": 505.1, "end": 505.68, "word": " التالت", "probability": 0.9659830729166666}, {"start": 505.68, "end": 507.44, "word": " cluster", "probability": 0.705078125}, {"start": 507.44, "end": 508.16, "word": " تلاتة", "probability": 0.82745361328125}, {"start": 508.16, "end": 509.76, "word": " بيحتوي", "probability": 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"avg_logprob": -0.23091700233396936, "compression_ratio": 1.4098360655737705, "no_speech_prob": 0.0, "words": [{"start": 552.6, "end": 553.2, "word": "وعندي", "probability": 0.6512451171875}, {"start": 553.2, "end": 553.66, "word": " هنا", "probability": 0.90185546875}, {"start": 553.66, "end": 556.12, "word": " 20", "probability": 0.416015625}, {"start": 556.12, "end": 558.96, "word": " وعندي", "probability": 0.87890625}, {"start": 558.96, "end": 559.54, "word": " هنا", "probability": 0.9599609375}, {"start": 559.54, "end": 561.02, "word": " 50", "probability": 0.93212890625}, {"start": 561.02, "end": 564.5, "word": " وانا", "probability": 0.8736979166666666}, {"start": 564.5, "end": 565.22, "word": " C1", "probability": 0.6744384765625}, {"start": 565.22, "end": 568.74, "word": " C2", "probability": 0.812744140625}, {"start": 568.74, "end": 570.58, "word": " وC3", "probability": 0.8356119791666666}, {"start": 570.58, "end": 571.34, "word": " والباقي", "probability": 0.7349609375}, {"start": 571.34, "end": 571.9, "word": " أصفر", "probability": 0.922607421875}, {"start": 571.9, "end": 573.9, "word": " طبعا", "probability": 0.9525146484375}, {"start": 573.9, "end": 574.12, "word": " هنا", "probability": 0.84765625}, {"start": 574.12, "end": 574.94, "word": " T1", "probability": 0.9345703125}, {"start": 574.94, "end": 576.44, "word": " T2", "probability": 0.8642578125}, {"start": 576.44, "end": 577.88, "word": " T3", "probability": 0.93310546875}, {"start": 577.88, "end": 578.08, "word": " وانا", "probability": 0.8645833333333334}, {"start": 578.08, "end": 578.76, "word": " اتعمدت", "probability": 0.794189453125}, {"start": 578.76, "end": 579.4, "word": " احط", "probability": 0.6492513020833334}, {"start": 579.4, "end": 579.9, "word": " القيم", "probability": 0.909912109375}, {"start": 579.9, "end": 580.28, "word": " نفس", "probability": 0.81640625}, {"start": 580.28, "end": 580.8, "word": " الكيفية", "probability": 0.8175455729166666}], "temperature": 1.0}, {"id": 24, "seek": 61141, "start": 582.22, "end": 611.42, "text": "لحظوا معايا إنه فعليا كل cluster completely pure صافي مافيش فيه أي .. يعني كل cluster مثل واحدة من ال classes اللي موجودة عندى كل cluster مثل واحدة فقط من ال classes اللي موجودة عندى وهنا بتكلم إنه فعليا كل cluster نقي تماما بيحتوي عناصر من نفس ال class فقط عشان هي كان بنتكلم احنا على ال purity نقاوة أو نقاء درجة النقاء", "tokens": [1211, 5016, 19913, 14407, 20449, 995, 25528, 36145, 3224, 6156, 3615, 20292, 995, 28242, 13630, 2584, 6075, 20328, 31845, 1829, 19446, 41185, 8592, 8978, 3224, 36632, 4386, 37495, 22653, 28242, 13630, 50113, 1211, 36764, 24401, 3660, 9154, 2423, 5359, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 7578, 28242, 13630, 50113, 1211, 36764, 24401, 3660, 6156, 47432, 9154, 2423, 5359, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 7578, 37037, 8315, 4724, 2655, 4117, 19528, 36145, 3224, 6156, 3615, 20292, 995, 28242, 13630, 8717, 38436, 46811, 10943, 995, 4724, 1829, 33753, 45865, 18871, 33546, 2288, 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{"start": 586.76, "end": 588.46, "word": " صافي", "probability": 0.8458658854166666}, {"start": 588.46, "end": 589.22, "word": " مافيش", "probability": 0.81103515625}, {"start": 589.22, "end": 589.66, "word": " فيه", "probability": 0.871826171875}, {"start": 589.66, "end": 589.92, "word": " أي", "probability": 0.7744140625}, {"start": 589.92, "end": 590.08, "word": " ..", "probability": 0.2366943359375}, {"start": 590.08, "end": 590.28, "word": " يعني", "probability": 0.947509765625}, {"start": 590.28, "end": 590.72, "word": " كل", "probability": 0.93017578125}, {"start": 590.72, "end": 591.16, "word": " cluster", "probability": 0.98095703125}, {"start": 591.16, "end": 591.84, "word": " مثل", "probability": 0.761474609375}, {"start": 591.84, "end": 592.24, "word": " واحدة", "probability": 0.9903971354166666}, {"start": 592.24, "end": 592.36, "word": " من", "probability": 0.9755859375}, {"start": 592.36, "end": 592.5, "word": " ال", "probability": 0.95068359375}, {"start": 592.5, "end": 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"probability": 0.97998046875}, {"start": 597.62, "end": 597.98, "word": " موجودة", "probability": 0.990234375}, {"start": 597.98, "end": 598.28, "word": " عندى", "probability": 0.860595703125}, {"start": 598.28, "end": 598.82, "word": " وهنا", "probability": 0.81494140625}, {"start": 598.82, "end": 599.26, "word": " بتكلم", "probability": 0.73834228515625}, {"start": 599.26, "end": 599.52, "word": " إنه", "probability": 0.9326171875}, {"start": 599.52, "end": 599.92, "word": " فعليا", "probability": 0.969482421875}, {"start": 599.92, "end": 600.26, "word": " كل", "probability": 0.9921875}, {"start": 600.26, "end": 600.9, "word": " cluster", "probability": 0.982421875}, {"start": 600.9, "end": 601.24, "word": " نقي", "probability": 0.98779296875}, {"start": 601.24, "end": 601.92, "word": " تماما", "probability": 0.9944661458333334}, {"start": 601.92, "end": 602.72, "word": " بيحتوي", "probability": 0.91455078125}, {"start": 602.72, "end": 603.28, "word": " عناصر", "probability": 0.99169921875}, {"start": 603.28, "end": 603.46, "word": " من", "probability": 0.9873046875}, {"start": 603.46, "end": 603.68, "word": " نفس", "probability": 0.99853515625}, {"start": 603.68, "end": 603.82, "word": " ال", "probability": 0.9873046875}, {"start": 603.82, "end": 604.14, "word": " class", "probability": 0.87744140625}, {"start": 604.14, "end": 604.92, "word": " فقط", "probability": 0.99658203125}, {"start": 604.92, "end": 606.5, "word": " عشان", "probability": 0.9680989583333334}, {"start": 606.5, "end": 606.6, "word": " هي", "probability": 0.98779296875}, {"start": 606.6, "end": 606.74, "word": " كان", "probability": 0.69091796875}, {"start": 606.74, "end": 607.12, "word": " بنتكلم", "probability": 0.81646728515625}, {"start": 607.12, "end": 607.3, "word": " احنا", "probability": 0.7509765625}, {"start": 607.3, "end": 607.6, "word": " على", "probability": 0.4619140625}, {"start": 607.6, "end": 607.74, "word": " ال", "probability": 0.91455078125}, {"start": 607.74, "end": 608.14, "word": " purity", "probability": 0.8759765625}, {"start": 608.14, "end": 609.28, "word": " نقاوة", "probability": 0.92685546875}, {"start": 609.28, "end": 610.02, "word": " أو", "probability": 0.85009765625}, {"start": 610.02, "end": 610.44, "word": " نقاء", "probability": 0.7333984375}, {"start": 610.44, "end": 610.9, "word": " درجة", "probability": 0.8668619791666666}, {"start": 610.9, "end": 611.42, "word": " النقاء", "probability": 0.90087890625}], "temperature": 1.0}, {"id": 25, "seek": 63686, "start": 612.56, "end": 636.86, "text": "طيب، بما أن الحالة دي هي الـ optimal case أو الـ ideal case واللي أنا فعلا مش هحصل عليها، أنا هحصل على شغل مشابه زي هيك من خلال الـ contingency matrix كيف أحسب الـ purity؟ الـ purity هي تساوي عبارة عن مجموع ال maximum في كل صفر ال maximum عدد maximum للـ Ti تنتمي لC", "tokens": [9566, 1829, 3555, 12399, 4724, 15042, 14739, 21542, 6027, 3660, 11778, 1829, 39896, 2423, 39184, 16252, 1389, 34051, 2423, 39184, 7157, 1389, 16070, 20292, 41850, 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614.4, "word": " دي", "probability": 0.7529296875}, {"start": 614.4, "end": 614.72, "word": " هي", "probability": 0.96337890625}, {"start": 614.72, "end": 615.18, "word": " الـ", "probability": 0.8779296875}, {"start": 615.18, "end": 615.76, "word": " optimal", "probability": 0.59228515625}, {"start": 615.76, "end": 616.44, "word": " case", "probability": 0.9453125}, {"start": 616.44, "end": 617.7, "word": " أو", "probability": 0.73486328125}, {"start": 617.7, "end": 617.94, "word": " الـ", "probability": 0.947021484375}, {"start": 617.94, "end": 618.44, "word": " ideal", "probability": 0.6103515625}, {"start": 618.44, "end": 619.1, "word": " case", "probability": 0.96484375}, {"start": 619.1, "end": 619.78, "word": " واللي", "probability": 0.38946533203125}, {"start": 619.78, "end": 619.94, "word": " أنا", "probability": 0.70751953125}, {"start": 619.94, "end": 620.18, "word": " فعلا", "probability": 0.8893229166666666}, {"start": 620.18, "end": 620.34, "word": " مش", "probability": 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0.739501953125}, {"start": 623.84, "end": 624.4, "word": " contingency", "probability": 0.77734375}, {"start": 624.4, "end": 624.9, "word": " matrix", "probability": 0.96728515625}, {"start": 624.9, "end": 625.64, "word": " كيف", "probability": 0.88671875}, {"start": 625.64, "end": 626.0, "word": " أحسب", "probability": 0.5150553385416666}, {"start": 626.0, "end": 626.18, "word": " الـ", "probability": 0.6800537109375}, {"start": 626.18, "end": 626.8, "word": " purity؟", "probability": 0.80859375}, {"start": 626.8, "end": 626.98, "word": " الـ", "probability": 0.8447265625}, {"start": 626.98, "end": 627.2, "word": " purity", "probability": 0.9443359375}, {"start": 627.2, "end": 627.48, "word": " هي", "probability": 0.93701171875}, {"start": 627.48, "end": 628.02, "word": " تساوي", "probability": 0.963134765625}, {"start": 628.02, "end": 628.76, "word": " عبارة", "probability": 0.93310546875}, {"start": 628.76, "end": 628.92, "word": " عن", "probability": 0.9921875}, {"start": 628.92, "end": 629.34, "word": " مجموع", "probability": 0.9459228515625}, {"start": 629.34, "end": 629.52, "word": " ال", "probability": 0.61083984375}, {"start": 629.52, "end": 630.26, "word": " maximum", "probability": 0.6279296875}, {"start": 630.26, "end": 630.82, "word": " في", "probability": 0.97509765625}, {"start": 630.82, "end": 631.12, "word": " كل", "probability": 0.98779296875}, {"start": 631.12, "end": 631.94, "word": " صفر", "probability": 0.8956705729166666}, {"start": 631.94, "end": 632.26, "word": " ال", "probability": 0.277587890625}, {"start": 632.26, "end": 632.96, "word": " maximum", "probability": 0.95654296875}, {"start": 632.96, "end": 635.18, "word": " عدد", "probability": 0.8304036458333334}, {"start": 635.18, "end": 635.78, "word": " maximum", "probability": 0.7001953125}, {"start": 635.78, "end": 636.02, "word": " للـ", "probability": 0.636474609375}, {"start": 636.02, "end": 636.2, "word": " Ti", "probability": 0.242919921875}, {"start": 636.2, "end": 636.58, "word": " تنتمي", "probability": 0.891845703125}, {"start": 636.58, "end": 636.86, "word": " لC", "probability": 0.56494140625}], "temperature": 1.0}, {"id": 26, "seek": 64675, "start": 637.81, "end": 646.75, "text": "على الان ال maximum خمسة و عشرين ال maximum عشرين ال maximum عشرة يعني خمسة و عشرين زائد عشرين زائد عشرة", "tokens": [3615, 23942, 2423, 7649, 2423, 6674, 16490, 2304, 3794, 3660, 4032, 6225, 46309, 9957, 2423, 6674, 6225, 46309, 9957, 2423, 6674, 6225, 8592, 25720, 37495, 22653, 16490, 2304, 3794, 3660, 4032, 6225, 46309, 9957, 30767, 16373, 3215, 6225, 46309, 9957, 30767, 16373, 3215, 6225, 8592, 25720], "avg_logprob": -0.21958112209401232, "compression_ratio": 2.0120481927710845, "no_speech_prob": 1.6689300537109375e-06, "words": [{"start": 637.81, "end": 638.65, "word": "على", "probability": 0.5887451171875}, {"start": 638.65, "end": 638.99, "word": " الان", "probability": 0.76513671875}, {"start": 638.99, "end": 639.55, "word": " ال", "probability": 0.453369140625}, 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