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749.73, "end": 750.29, "word": " استوعبها", "probability": 0.8916015625}, {"start": 750.29, "end": 750.51, "word": " انا", "probability": 0.61138916015625}, {"start": 750.51, "end": 750.91, "word": " صح", "probability": 0.927001953125}, {"start": 750.91, "end": 751.15, "word": " اللى", "probability": 0.927734375}, {"start": 751.15, "end": 751.39, "word": " هي", "probability": 0.7685546875}, {"start": 751.39, "end": 751.55, "word": " ال", "probability": 0.88623046875}, {"start": 751.55, "end": 752.29, "word": " classification", "probability": 0.7080078125}, {"start": 752.29, "end": 753.15, "word": " في", "probability": 0.1461181640625}, {"start": 753.15, "end": 753.23, "word": " ال", "probability": 0.96484375}, {"start": 753.23, "end": 753.65, "word": " classification", "probability": 0.916015625}, {"start": 753.65, "end": 753.97, "word": " model", "probability": 0.931640625}, {"start": 753.97, "end": 754.15, "word": " ال", "probability": 0.71044921875}, {"start": 754.15, "end": 754.77, "word": " confusion", "probability": 0.80908203125}, {"start": 754.77, "end": 755.45, "word": " matrix", "probability": 0.93798828125}, {"start": 755.45, "end": 756.39, "word": " طبعا", "probability": 0.88671875}, {"start": 756.39, "end": 756.71, "word": " عشان", "probability": 0.9352213541666666}, {"start": 756.71, "end": 757.45, "word": " تبسيط", "probability": 0.9857421875}, {"start": 757.45, "end": 759.43, "word": " المفهوم", "probability": 0.9775390625}, {"start": 759.43, "end": 759.97, "word": " هشتغل", "probability": 0.914453125}, {"start": 759.97, "end": 760.33, "word": " فقط", "probability": 0.986328125}, {"start": 760.33, "end": 760.71, "word": " على", "probability": 0.86572265625}, {"start": 760.71, "end": 761.71, "word": " two", "probability": 0.83349609375}, {"start": 761.71, "end": 762.39, "word": " classes", "probability": 0.9248046875}, {"start": 762.39, "end": 762.61, "word": " على", "probability": 0.62939453125}, {"start": 762.61, "end": 762.89, "word": " binary", "probability": 0.94580078125}, {"start": 762.89, "end": 763.59, "word": " classification", "probability": 0.88818359375}, {"start": 763.59, "end": 764.97, "word": " class", "probability": 0.896484375}, {"start": 764.97, "end": 765.25, "word": " A", "probability": 0.7314453125}, {"start": 765.25, "end": 765.39, "word": " و", "probability": 0.97216796875}, {"start": 765.39, "end": 765.61, "word": " class", "probability": 0.8857421875}, {"start": 765.61, "end": 765.85, "word": " B", "probability": 0.9619140625}, {"start": 765.85, "end": 766.41, "word": " أو", "probability": 0.58251953125}, {"start": 766.41, "end": 766.67, "word": " class", "probability": 0.9775390625}, {"start": 766.67, "end": 766.97, "word": " 1", "probability": 0.5302734375}, {"start": 766.97, "end": 767.57, "word": " C1", "probability": 0.6171875}, {"start": 767.57, "end": 767.71, "word": " و", "probability": 0.97509765625}, {"start": 767.71, "end": 768.37, "word": " C2", "probability": 0.92578125}, {"start": 768.37, "end": 769.75, "word": " اللى", "probability": 0.7230224609375}, {"start": 769.75, "end": 769.91, "word": " هما", "probability": 0.755126953125}, {"start": 769.91, "end": 770.15, "word": " ممكن", "probability": 0.95068359375}, {"start": 770.15, "end": 770.45, "word": " يكونوا", "probability": 0.9036458333333334}, {"start": 770.45, "end": 770.77, "word": " positive", "probability": 0.90185546875}, {"start": 770.77, "end": 770.95, "word": " و", "probability": 0.97021484375}, {"start": 770.95, "end": 771.29, "word": " negative", "probability": 0.93798828125}, {"start": 771.29, "end": 772.01, "word": " يعني", "probability": 0.84912109375}, {"start": 772.01, "end": 772.15, "word": " لو", "probability": 0.630859375}, {"start": 772.15, "end": 772.29, "word": " انا", "probability": 0.83447265625}, {"start": 772.29, "end": 772.57, "word": " افترض", "probability": 0.98779296875}, {"start": 772.57, "end": 772.71, "word": " ان", "probability": 0.91943359375}, {"start": 772.71, "end": 773.03, "word": " class", "probability": 0.92578125}, {"start": 773.03, "end": 773.41, "word": " 1", "probability": 0.705078125}, {"start": 773.41, "end": 774.89, "word": " هذا", "probability": 0.30322265625}, {"start": 774.89, "end": 775.31, "word": " positive", "probability": 0.916015625}], "temperature": 1.0}, {"id": 32, "seek": 80473, "start": 777.09, "end": 804.73, "text": "وهذا negative positive و negative الان من اسمها confusion matrix مصفوفة اللخمة او مصفوفة التشتوت او سميها زي ما بدك انا باستخدمها لانه فعليا تديني بشكل واضح", "tokens": [2407, 3224, 15730, 3671, 3353, 4032, 3671, 2423, 7649, 9154, 24525, 2304, 11296, 15075, 8141, 3714, 9381, 5172, 38688, 3660, 13672, 9778, 46007, 1975, 2407, 3714, 9381, 5172, 38688, 3660, 16712, 8592, 2655, 35473, 1975, 2407, 8608, 2304, 1829, 11296, 30767, 1829, 19446, 47525, 4117, 1975, 8315, 4724, 995, 14851, 9778, 40448, 11296, 5296, 7649, 3224, 6156, 3615, 20292, 995, 6055, 3215, 9957, 1829, 4724, 8592, 28820, 4032, 46958, 5016], "avg_logprob": 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0.84931640625}, {"start": 788.89, "end": 789.33, "word": " اللخمة", "probability": 0.9248046875}, {"start": 789.33, "end": 789.55, "word": " او", "probability": 0.7081298828125}, {"start": 789.55, "end": 790.29, "word": " مصفوفة", "probability": 0.87099609375}, {"start": 790.29, "end": 791.45, "word": " التشتوت", "probability": 0.850830078125}, {"start": 791.45, "end": 791.91, "word": " او", "probability": 0.88818359375}, {"start": 791.91, "end": 793.19, "word": " سميها", "probability": 0.71832275390625}, {"start": 793.19, "end": 793.37, "word": " زي", "probability": 0.849365234375}, {"start": 793.37, "end": 793.43, "word": " ما", "probability": 0.95361328125}, {"start": 793.43, "end": 794.81, "word": " بدك", "probability": 0.921142578125}, {"start": 794.81, "end": 799.01, "word": " انا", "probability": 0.830810546875}, {"start": 799.01, "end": 799.99, "word": " باستخدمها", "probability": 0.8590494791666666}, {"start": 799.99, "end": 800.79, "word": " لانه", "probability": 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44945, 2655, 3555, 2655, 11296, 11778, 16373, 15042, 6225, 8592, 7649, 19446, 8717, 25957, 1211, 8592, 37893, 28820, 3660, 43242, 29739, 3615, 11242, 44381, 11331, 49975, 45164, 1975, 46456, 46538, 2655, 9673, 9381, 5172, 38688, 3660, 9122, 2655, 13546, 1975, 8315, 4724, 25957, 1211, 5296, 11296, 25167, 37495, 22653, 3714, 43020, 1975, 25957, 1211, 25167, 8978, 1975, 15042, 19452, 6055, 7649, 10632, 1975, 2407, 8978, 1975, 15042, 19452, 6055, 4587, 23557, 11296, 20666, 24999, 43501, 46599, 6027, 2655, 6027, 1829, 1975, 25957, 1211, 2423, 17630, 34105], "avg_logprob": -0.2721456660060432, "compression_ratio": 1.8199233716475096, "no_speech_prob": 1.4543533325195312e-05, "words": [{"start": 805.83, "end": 806.27, "word": "وين", "probability": 0.5611572265625}, {"start": 806.27, "end": 806.43, "word": " ال", "probability": 0.71337890625}, {"start": 806.43, "end": 806.59, "word": " data", "probability": 0.56396484375}, {"start": 806.59, "end": 806.97, "word": " set", "probability": 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{"start": 821.07, "end": 821.79, "word": " اختلفت", "probability": 0.91552734375}, {"start": 821.79, "end": 822.37, "word": " المصفوفة", "probability": 0.9638671875}, {"start": 822.37, "end": 823.29, "word": " كتير", "probability": 0.6652018229166666}, {"start": 823.29, "end": 823.45, "word": " انا", "probability": 0.837890625}, {"start": 823.45, "end": 823.79, "word": " بعمل", "probability": 0.8922526041666666}, {"start": 823.79, "end": 824.01, "word": " لها", "probability": 0.6761474609375}, {"start": 824.01, "end": 824.61, "word": " transpose", "probability": 0.62890625}, {"start": 824.61, "end": 826.37, "word": " يعني", "probability": 0.9208984375}, {"start": 826.37, "end": 826.65, "word": " ممكن", "probability": 0.9658203125}, {"start": 826.65, "end": 826.93, "word": " اعمل", "probability": 0.7608235677083334}, {"start": 826.93, "end": 827.49, "word": " transpose", "probability": 0.57666015625}, {"start": 827.49, "end": 827.93, "word": " في", "probability": 0.97412109375}, {"start": 827.93, "end": 829.51, "word": " اماكن", "probability": 0.9064127604166666}, {"start": 829.51, "end": 830.01, "word": " تانية", "probability": 0.9923502604166666}, {"start": 830.01, "end": 830.31, "word": " او", "probability": 0.85546875}, {"start": 830.31, "end": 830.43, "word": " في", "probability": 0.459716796875}, {"start": 830.43, "end": 831.01, "word": " اماكن", "probability": 0.5814615885416666}, {"start": 831.01, "end": 831.45, "word": " تقراها", "probability": 0.76483154296875}, {"start": 831.45, "end": 832.17, "word": " بالtranspose", "probability": 0.6735432942708334}, {"start": 832.17, "end": 833.05, "word": " وبالتالي", "probability": 0.9609375}, {"start": 833.05, "end": 833.35, "word": " اعمل", "probability": 0.8722330729166666}, {"start": 833.35, "end": 833.47, "word": " ال", "probability": 0.476806640625}, {"start": 833.47, "end": 833.87, "word": " prediction", "probability": 0.9560546875}, {"start": 833.87, "end": 834.33, "word": " هنا", "probability": 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جبتهوش في المقابل هذا الألف صنفته هان أو بالأحرى قال لي أنا ما أخطأتش ولا حاجة هان أو خلينا نقول أخطأ اخطألي بألف هان و جابلي هان تمانين ألف", "tokens": [10721, 8315, 10874, 3555, 2655, 6055, 3794, 27884, 5551, 46538, 20328, 5016, 4032, 5551, 46538, 19446, 10874, 3555, 47395, 2407, 8592, 8978, 9673, 4587, 16758, 1211, 23758, 16247, 46538, 20328, 1863, 5172, 47395, 8032, 7649, 34051, 20666, 10721, 5016, 2288, 7578, 50239, 32239, 41850, 19446, 5551, 9778, 9566, 10721, 2655, 8592, 49429, 11331, 26108, 3660, 8032, 7649, 34051, 16490, 20292, 8315, 8717, 39648, 5551, 9778, 9566, 10721, 1975, 9778, 9566, 10721, 20292, 4724, 10721, 46538, 8032, 7649, 4032, 10874, 16758, 20292, 8032, 7649, 46811, 7649, 9957, 5551, 46538], "avg_logprob": -0.21084971508283293, "compression_ratio": 1.89937106918239, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 1646.83, "end": 1647.17, "word": "أنا", "probability": 0.77099609375}, {"start": 1647.17, "end": 1647.43, "word": " جبت", "probability": 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1680.7, "end": 1707.16, "text": "فعليا ال accuracy تبعتي هتكون تسعة و تمانين الف على ميت الف صح فالنسبة تبعتي تسعة و تمانين في المية ال accuracy عالية و ممتازة و ما شاء الله عليها لكنها", "tokens": [5172, 3615, 20292, 995, 2423, 14170, 6055, 3555, 3615, 31371, 8032, 2655, 30544, 6055, 3794, 27884, 4032, 46811, 7649, 9957, 27188, 15844, 3714, 36081, 27188, 20328, 5016, 6156, 6027, 1863, 35457, 3660, 6055, 3555, 3615, 31371, 6055, 3794, 27884, 4032, 46811, 7649, 9957, 8978, 9673, 10632, 2423, 14170, 6225, 6027, 10632, 4032, 3714, 2304, 2655, 31377, 3660, 4032, 19446, 13412, 16606, 21984, 25894, 11296, 44381, 11296], "avg_logprob": -0.19846081511298222, "compression_ratio": 1.7432432432432432, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 1680.7, "end": 1681.3, "word": "فعليا", "probability": 0.78662109375}, {"start": 1681.3, "end": 1681.4, "word": " ال", "probability": 0.455810546875}, {"start": 1681.4, "end": 1681.74, "word": " accuracy", "probability": 0.7138671875}, 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{"id": 83, "seek": 214058, "start": 2115.52, "end": 2140.58, "text": "و 210 حالة و هم فعليا yes و ال system عملهم prediction no يعني 300 حالة ال 10,000 حالة اللي عندى 300 حالة سرطان و 9700 غير سرطان او خلايا تضخم طبيعى غير سرطانى الان ملاحظين لو انا جيت حسبت ال accuracy ال accuracy 96", "tokens": [2407, 42692, 11331, 6027, 3660, 4032, 8032, 2304, 6156, 3615, 20292, 995, 2086, 4032, 2423, 1185, 6225, 42213, 16095, 17630, 572, 37495, 22653, 6641, 11331, 6027, 3660, 2423, 1266, 11, 1360, 11331, 6027, 3660, 13672, 1829, 43242, 7578, 6641, 11331, 6027, 3660, 8608, 2288, 9566, 7649, 4032, 1722, 18197, 32771, 13546, 8608, 2288, 9566, 7649, 1975, 2407, 16490, 15040, 25528, 6055, 11242, 9778, 2304, 23032, 21292, 3615, 7578, 32771, 13546, 8608, 2288, 9566, 7649, 7578, 2423, 7649, 3714, 15040, 5016, 19913, 9957, 45164, 1975, 8315, 10874, 36081, 11331, 35457, 2655, 2423, 14170, 2423, 14170, 24124], "avg_logprob": -0.25358072326829034, "compression_ratio": 1.690721649484536, "no_speech_prob": 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الان", "probability": 0.635498046875}, {"start": 2136.62, "end": 2137.66, "word": " ملاحظين", "probability": 0.89248046875}, {"start": 2137.66, "end": 2138.08, "word": " لو", "probability": 0.90478515625}, {"start": 2138.08, "end": 2138.24, "word": " انا", "probability": 0.7451171875}, {"start": 2138.24, "end": 2138.38, "word": " جيت", "probability": 0.58251953125}, {"start": 2138.38, "end": 2138.86, "word": " حسبت", "probability": 0.9469401041666666}, {"start": 2138.86, "end": 2138.9, "word": " ال", "probability": 0.96728515625}, {"start": 2138.9, "end": 2139.36, "word": " accuracy", "probability": 0.93408203125}, {"start": 2139.36, "end": 2139.72, "word": " ال", "probability": 0.7197265625}, {"start": 2139.72, "end": 2140.04, "word": " accuracy", "probability": 0.939453125}, {"start": 2140.04, "end": 2140.58, "word": " 96", "probability": 0.86865234375}], "temperature": 1.0}, {"id": 84, "seek": 216867, "start": 2142.36, "end": 2168.68, "text": "في المية لأنها عبارة عن مجموعة تسعين زائد خمسة وتسعة تلاف وخمسمية وستين على عشرة ألف ال accuracy عالية جدا لكن اه لو نظرت في الموضوع لو فكرت احسب ال precision و ال recall لل cancer او لل class الأول لانديهان ملاحظين ال precision كده", "tokens": [41185, 9673, 10632, 5296, 33456, 11296, 6225, 3555, 9640, 3660, 18871, 3714, 7435, 2304, 2407, 27884, 6055, 3794, 3615, 9957, 30767, 16373, 3215, 16490, 2304, 3794, 3660, 34683, 3794, 27884, 6055, 15040, 5172, 4032, 9778, 2304, 38251, 10632, 4032, 14851, 9957, 15844, 6225, 8592, 25720, 5551, 46538, 2423, 14170, 6225, 6027, 10632, 10874, 28259, 44381, 1975, 3224, 45164, 8717, 19913, 43500, 8978, 9673, 2407, 11242, 45367, 45164, 6156, 37983, 2655, 1975, 5016, 35457, 2423, 18356, 4032, 2423, 9901, 24976, 5592, 1975, 2407, 24976, 1508, 16247, 12610, 5296, 7649, 16254, 3224, 7649, 3714, 15040, 5016, 19913, 9957, 2423, 18356, 9122, 3215, 3224], "avg_logprob": -0.2714460676207262, "compression_ratio": 1.6830357142857142, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 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"probability": 0.955078125}, {"start": 2434.86, "end": 2435.16, "word": " على", "probability": 0.65283203125}, {"start": 2435.16, "end": 2435.28, "word": " الـ", "probability": 0.744384765625}, {"start": 2435.28, "end": 2435.74, "word": " accuracy", "probability": 0.77587890625}], "temperature": 1.0}, {"id": 96, "seek": 245803, "start": 2436.61, "end": 2458.03, "text": "الـ Precision الـ Recall والـ F major طبعا انت عندك او انت عندك كل عندك data set لل classification بدك تطبق ال different classifier هدول على نفس ال data set على نفس ال data set و تقارن ما بين ال accuracy و ال precision و ال recall و ال F major طبعا بقى تزودني", "tokens": [6027, 39184, 6001, 40832, 2423, 39184, 9647, 336, 16070, 39184, 479, 2563, 23032, 3555, 3615, 995, 16472, 2655, 43242, 4117, 1975, 2407, 16472, 2655, 43242, 4117, 28242, 43242, 4117, 1412, 992, 24976, 21538, 47525, 4117, 6055, 9566, 3555, 4587, 2423, 819, 1508, 9902, 8032, 3215, 12610, 15844, 8717, 36178, 2423, 1412, 992, 15844, 8717, 36178, 2423, 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discussion مع بعض لاحقا لكن انت هتسلموني الشغل اللي هتسلموني هي شغلتين الأولى ال python code اللي موجود اتنين بالاضافة ل report عن ال experiment اللي انت اشتغلتها او اللي انت اشتغلتيها ال experiment اللي بيقولي شو .. شو اللي .. على سبيل المثال اللي اشتغل كي nearest neighbor", "tokens": [3555, 6027, 39184, 38797, 3089, 13672, 1829, 16472, 2655, 1975, 34268, 2304, 3215, 2655, 47356, 34051, 13672, 1829, 16472, 2655, 1975, 34268, 2304, 3215, 2655, 47356, 23032, 3555, 3615, 995, 25124, 17082, 1211, 2609, 35186, 10874, 15042, 27884, 33962, 13546, 37893, 3935, 3714, 43020, 6055, 2655, 8592, 995, 13063, 14407, 6055, 25957, 1211, 14407, 5017, 20449, 45030, 11242, 20193, 5016, 4587, 995, 44381, 16472, 2655, 8032, 2655, 3794, 19528, 11536, 1829, 25124, 17082, 1211, 13672, 1829, 8032, 2655, 3794, 19528, 11536, 1829, 39896, 13412, 17082, 1211, 2655, 9957, 16247, 12610, 7578, 2423, 38797, 3089, 13672, 1829, 3714, 29245, 23328, 1975, 2655, 1863, 9957, 20666, 46958, 31845, 3660, 5296, 2275, 18871, 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