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علم البيانات ويزوده بخبرة عملية hand experience في التعامل مع كل مراحل مشروع أو مع شريع قواعد data mining تنقيب البيانات الآن hand experience تجربة عملية", "tokens": [45340, 3794, 995, 4587, 23758, 11331, 995, 12610, 8315, 8717, 3615, 25708, 6055, 9381, 2304, 32640, 3224, 34051, 20328, 2304, 2304, 8315, 3224, 4724, 5016, 1829, 12984, 36145, 3224, 7251, 11622, 23328, 41950, 6027, 3555, 4724, 2304, 28543, 46007, 18871, 11203, 2304, 2423, 21292, 7649, 9307, 4032, 1829, 11622, 23328, 3224, 4724, 9778, 3555, 25720, 6225, 42213, 10632, 1011, 1752, 8978, 16712, 3615, 10943, 1211, 20449, 28242, 3714, 23557, 5016, 1211, 37893, 32887, 3615, 34051, 20449, 13412, 16572, 3615, 12174, 14407, 22488, 1412, 15512, 6055, 1863, 38436, 3555, 2423, 21292, 7649, 9307, 6024, 48506, 1011, 1752, 6055, 7435, 25513, 3660, 6225, 42213, 10632], "avg_logprob": -0.10449218621047643, "compression_ratio": 1.6986301369863013, "no_speech_prob": 0.0, "words": [{"start": 599.89, "end": 600.41, "word": "المساق", 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"probability": 0.9690755208333334}, {"start": 746.45, "end": 747.11, "word": " بالبيانات", "probability": 0.9893798828125}, {"start": 747.11, "end": 747.71, "word": " قبل", "probability": 0.6751708984375}, {"start": 747.71, "end": 747.81, "word": " ما", "probability": 0.7197265625}, {"start": 747.81, "end": 748.21, "word": " نتكلم", "probability": 0.983642578125}, {"start": 748.21, "end": 748.49, "word": " عن", "probability": 0.4658203125}, {"start": 748.49, "end": 748.71, "word": " الـ", "probability": 0.4990234375}, {"start": 748.71, "end": 749.01, "word": " NoSQL", "probability": 0.6085205078125}, {"start": 749.01, "end": 749.67, "word": " Database", "probability": 0.7607421875}, {"start": 749.67, "end": 753.49, "word": " طبعا", "probability": 0.934814453125}, {"start": 753.49, "end": 753.61, "word": " احنا", "probability": 0.7777506510416666}, {"start": 753.61, "end": 753.91, "word": " بناخد", "probability": 0.9513346354166666}, {"start": 753.91, "end": 754.33, "word": " المعلومات", "probability": 0.992431640625}, {"start": 754.33, "end": 754.55, "word": " عشان", "probability": 0.9728190104166666}, {"start": 754.55, "end": 754.93, "word": " ننسى", "probability": 0.89990234375}, {"start": 754.93, "end": 755.39, "word": " صح؟", "probability": 0.690673828125}, {"start": 755.39, "end": 756.63, "word": " أعين", "probability": 0.6562906901041666}, {"start": 756.63, "end": 757.15, "word": " عليك", "probability": 0.9638671875}, {"start": 757.15, "end": 757.69, "word": " صار", "probability": 0.791259765625}, {"start": 757.69, "end": 757.81, "word": " في", "probability": 0.93017578125}, {"start": 757.81, "end": 758.05, "word": " عندي", "probability": 0.76806640625}, {"start": 758.05, "end": 758.49, "word": " structured", "probability": 0.515625}], "temperature": 1.0}, {"id": 29, "seek": 78296, "start": 763.36, "end": 782.96, "text": "و unstructured طيب، واش كمان؟ لا يا باشا، خلاص، هدولة هنتهى .. هنتهى semi-structured قولنا الـ No SQL جاية عشان تتعامل مع الـ semi-structured data و لو كانت الـ structure بتتعامل معاها unstructured بتتعامل معاها غير و فيه كمان تصطفين static", "tokens": [2407, 18799, 46847, 23032, 1829, 3555, 12399, 4032, 33599, 9122, 2304, 7649, 22807, 20193, 35186, 4724, 33599, 995, 12399, 16490, 1211, 33546, 12399, 8032, 3215, 12610, 3660, 8032, 29399, 3224, 7578, 4386, 8032, 29399, 3224, 7578, 12909, 12, 372, 46847, 12174, 12610, 8315, 2423, 39184, 883, 19200, 10874, 995, 10632, 6225, 8592, 7649, 6055, 2655, 3615, 10943, 1211, 20449, 2423, 39184, 12909, 12, 372, 46847, 1412, 4032, 45164, 25961, 2655, 2423, 39184, 3877, 39894, 2655, 3615, 10943, 1211, 20449, 995, 11296, 18799, 46847, 39894, 2655, 3615, 10943, 1211, 20449, 995, 11296, 32771, 13546, 4032, 8978, 3224, 9122, 2304, 7649, 6055, 9381, 9566, 5172, 9957, 13437], "avg_logprob": -0.2772700463263494, "compression_ratio": 1.7647058823529411, "no_speech_prob": 3.5762786865234375e-07, "words": [{"start": 763.36, "end": 763.56, "word": "و", "probability": 0.448486328125}, 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771.12, "end": 771.7, "word": " semi", "probability": 0.152587890625}, {"start": 771.7, "end": 772.18, "word": "-structured", "probability": 0.7903645833333334}, {"start": 772.18, "end": 772.48, "word": " قولنا", "probability": 0.7383626302083334}, {"start": 772.48, "end": 772.7, "word": " الـ", "probability": 0.5430908203125}, {"start": 772.7, "end": 772.8, "word": " No", "probability": 0.497314453125}, {"start": 772.8, "end": 773.22, "word": " SQL", "probability": 0.662109375}, {"start": 773.22, "end": 773.74, "word": " جاية", "probability": 0.896484375}, {"start": 773.74, "end": 774.42, "word": " عشان", "probability": 0.9674479166666666}, {"start": 774.42, "end": 775.02, "word": " تتعامل", "probability": 0.9916015625}, {"start": 775.02, "end": 775.18, "word": " مع", "probability": 0.99560546875}, {"start": 775.18, "end": 775.36, "word": " الـ", "probability": 0.848876953125}, {"start": 775.36, "end": 775.46, "word": " semi", "probability": 0.60498046875}, {"start": 775.46, "end": 775.94, "word": "-structured", "probability": 0.9051106770833334}, {"start": 775.94, "end": 776.26, "word": " data", "probability": 0.6533203125}, {"start": 776.26, "end": 777.04, "word": " و", "probability": 0.8173828125}, {"start": 777.04, "end": 777.14, "word": " لو", "probability": 0.94921875}, {"start": 777.14, "end": 777.42, "word": " كانت", "probability": 0.982421875}, {"start": 777.42, "end": 777.5, "word": " الـ", "probability": 0.84912109375}, {"start": 777.5, "end": 777.76, "word": " structure", "probability": 0.39453125}, {"start": 777.76, "end": 778.18, "word": " بتتعامل", "probability": 0.94140625}, {"start": 778.18, "end": 778.72, "word": " معاها", "probability": 0.92138671875}, {"start": 778.72, "end": 779.32, "word": " unstructured", "probability": 0.87451171875}, {"start": 779.32, "end": 779.76, "word": " بتتعامل", "probability": 0.98134765625}, {"start": 779.76, "end": 780.04, "word": " معاها", "probability": 0.9466145833333334}, {"start": 780.04, "end": 780.64, 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"word": " أنا", "probability": 0.72021484375}, {"start": 2921.27, "end": 2921.43, "word": " ال", "probability": 0.91064453125}, {"start": 2921.43, "end": 2921.79, "word": " knowledge", "probability": 0.9365234375}, {"start": 2921.79, "end": 2922.09, "word": " اللي", "probability": 0.926025390625}, {"start": 2922.09, "end": 2922.27, "word": " أنا", "probability": 0.72314453125}, {"start": 2922.27, "end": 2922.55, "word": " بدي", "probability": 0.5064697265625}, {"start": 2922.55, "end": 2923.03, "word": " أدور", "probability": 0.9466145833333334}, {"start": 2923.03, "end": 2924.29, "word": " عليها", "probability": 0.8623046875}, {"start": 2924.29, "end": 2924.99, "word": " لازم", "probability": 0.95751953125}, {"start": 2924.99, "end": 2925.25, "word": " يكون", "probability": 0.93115234375}, {"start": 2925.25, "end": 2925.41, "word": " لها", "probability": 0.955322265625}, {"start": 2925.41, "end": 2925.93, "word": " تأثير", "probability": 0.9942626953125}, {"start": 2925.93, "end": 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"probability": 0.793701171875}, {"start": 2965.17, "end": 2965.33, "word": " ال", "probability": 0.435546875}, {"start": 2965.33, "end": 2965.71, "word": " interesting", "probability": 0.751953125}, {"start": 2965.71, "end": 2966.15, "word": " pattern", "probability": 0.92431640625}, {"start": 2966.15, "end": 2966.51, "word": " هذا", "probability": 0.92822265625}], "temperature": 1.0}, {"id": 113, "seek": 299269, "start": 2967.23, "end": 2992.69, "text": "زي ما قلنا non-trivial غير تقليدي emplaced ضمن في ال data بحتاج إلى جود استخراجه ولا كل الناس صارت هتشتغل مناقبين عن الذهب و تحوش الذهب ولا لا previously unknown ماحدش بيعرفه مسبقا ال knowledge أو ال pattern هذا ماحدش عرضه لأنه إذا حد عرضه سابقا انت قاعد بتكرر شغل الآخرين potentially", "tokens": [11622, 1829, 19446, 12174, 1211, 8315, 2107, 12, 83, 470, 22640, 32771, 13546, 6055, 4587, 20292, 16254, 846, 564, 3839, 48812, 27842, 8978, 2423, 1412, 4724, 33753, 26108, 30731, 10874, 23328, 44713, 34740, 26108, 3224, 49429, 28242, 2423, 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