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"seek": 16301, "start": 137.85, "end": 163.01, "text": "Each iteration has two steps Candidate generation بتحدد ال candidates و بعدين ال candidates counting and selection بتاخد ال candidate اللي هو المرشح ال element المرشح او ��ل item 6 المرشحة وبتروح بتعدلها تمام وبناء على العدد بتختارها او مابتختارهاش في المثال اللي موجود عندنا هنا جماعة الخير", "tokens": [36, 608, 24784, 575, 732, 4439, 20466, 327, 473, 5125, 39894, 24401, 3215, 2423, 11255, 4032, 39182, 9957, 2423, 11255, 13251, 293, 9450, 39894, 47283, 3215, 2423, 11532, 13672, 1829, 31439, 9673, 2288, 8592, 5016, 2423, 4478, 9673, 2288, 8592, 5016, 1975, 2407, 2423, 3174, 1386, 9673, 2288, 8592, 5016, 3660, 46599, 2655, 32887, 5016, 39894, 22488, 1211, 11296, 46811, 10943, 46599, 1863, 16606, 15844, 18863, 3215, 3215, 39894, 46456, 9640, 11296, 1975, 2407, 3714, 16758, 2655, 46456, 9640, 3224, 33599, 8978, 9673, 12984, 6027, 13672, 1829, 3714, 29245, 23328, 43242, 8315, 34105, 10874, 15042, 27884, 33962, 13546], "avg_logprob": 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عشان أعدل شغلة في ال slide هذه في طريقة عرض ال slide ممكن تكون أريح لإينا في الفهم طيب جماعة الخير أرجو المثال نعرضه بشكل أفضل إن شاء الله تعالى", "tokens": [2304, 33599, 1829, 21542, 6027, 16490, 1211, 11703, 9957, 1829, 14739, 995, 5551, 30543, 5172, 16712, 3794, 7435, 26895, 24976, 5016, 19913, 3660, 6225, 8592, 7649, 5551, 22488, 1211, 13412, 17082, 37977, 8978, 2423, 4137, 29538, 8978, 23032, 16572, 28671, 6225, 43042, 2423, 4137, 3714, 43020, 6055, 30544, 5551, 16572, 5016, 5296, 28814, 1829, 8315, 8978, 27188, 16095, 23032, 1829, 3555, 10874, 15042, 27884, 33962, 13546, 5551, 47341, 2407, 9673, 12984, 6027, 8717, 3615, 43042, 3224, 4724, 8592, 28820, 5551, 5172, 11242, 1211, 36145, 13412, 16606, 21984, 37279, 6027, 7578], "avg_logprob": -0.2378090724840269, "compression_ratio": 1.6446700507614214, "no_speech_prob": 0.0, "words": [{"start": 238.36, "end": 238.74, "word": "ماشي", "probability": 0.636962890625}, {"start": 238.74, "end": 239.08, "word": " الحال", "probability": 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algorithm كله يبحث عن ال item frequent set في الأول و بعدين بيعمل generate و قلنا ان ال app priori هان في كل step في كل iteration بيشتغل جيش بروح بساوي بيعمل generate ل", "tokens": [6027, 7649, 9122, 15042, 12174, 1211, 8315, 8608, 16758, 4587, 995, 16472, 2423, 9284, 28242, 3224, 7251, 49628, 12984, 18871, 2423, 3174, 18004, 992, 8978, 16247, 12610, 4032, 39182, 9957, 4724, 1829, 25957, 1211, 8460, 4032, 12174, 1211, 8315, 16472, 2423, 724, 4059, 72, 8032, 7649, 8978, 28242, 1823, 8978, 28242, 24784, 4724, 1829, 8592, 2655, 17082, 1211, 10874, 1829, 8592, 4724, 32887, 5016, 4724, 3794, 995, 45865, 4724, 1829, 25957, 1211, 8460, 5296], "avg_logprob": -0.5162500286102295, "compression_ratio": 1.5769230769230769, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 267.15, "end": 267.89, "word": "الان", "probability": 0.473388671875}, {"start": 267.89, "end": 268.95, "word": " كما", "probability": 0.57470703125}, {"start": 268.95, "end": 269.27, "word": " قلنا", "probability": 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{"start": 274.15, "end": 274.45, "word": " الأول", "probability": 0.80322265625}, {"start": 274.45, "end": 274.99, "word": " و", "probability": 0.462890625}, {"start": 274.99, "end": 275.47, "word": " بعدين", "probability": 0.708740234375}, {"start": 275.47, "end": 276.19, "word": " بيعمل", "probability": 0.6341552734375}, {"start": 276.19, "end": 276.55, "word": " generate", "probability": 0.57958984375}, {"start": 276.55, "end": 276.73, "word": " و", "probability": 0.2763671875}, {"start": 276.73, "end": 277.01, "word": " قلنا", "probability": 0.8015950520833334}, {"start": 277.01, "end": 277.21, "word": " ان", "probability": 0.8251953125}, {"start": 277.21, "end": 277.33, "word": " ال", "probability": 0.869140625}, {"start": 277.33, "end": 277.49, "word": " app", "probability": 0.30517578125}, {"start": 277.49, "end": 277.91, "word": " priori", "probability": 0.379150390625}, {"start": 277.91, "end": 278.65, "word": " هان", "probability": 0.604248046875}, {"start": 278.65, "end": 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الخطوة اللي بعد هيك انا بدروح احسب لهم جماعة الخير ال support لما انا بده احسب ال support لل C2 لل C1 يعني ما زلت candidate واحد الان I1 جديش هي واحدة تلاتة اربعة خمسة ستة", "tokens": [40, 18, 286, 19, 286, 20, 33962, 9566, 2407, 3660, 13672, 1829, 39182, 39896, 4117, 1975, 8315, 47525, 32887, 5016, 1975, 5016, 35457, 5296, 16095, 10874, 15042, 27884, 33962, 13546, 2423, 1406, 5296, 15042, 1975, 8315, 47525, 3224, 1975, 5016, 35457, 2423, 1406, 24976, 383, 17, 24976, 383, 16, 37495, 22653, 19446, 30767, 1211, 2655, 11532, 36764, 24401, 2423, 7649, 286, 16, 10874, 16254, 8592, 39896, 36764, 24401, 3660, 6055, 1211, 9307, 3660, 1975, 25513, 27884, 16490, 2304, 3794, 3660, 8608, 2655, 3660], "avg_logprob": -0.29575891686337336, "compression_ratio": 1.5683060109289617, "no_speech_prob": 0.0, "words": [{"start": 349.9, "end": 350.9, "word": "I3", "probability": 0.502197265625}, {"start": 350.9, "end": 351.9, "word": " I4", "probability": 0.80908203125}, {"start": 351.9, "end": 354.82, 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"temperature": 1.0}, {"id": 16, "seek": 40551, "start": 378.79, "end": 405.51, "text": "بقدر اكتبهم مع بعض انا هاي ستة support لان الخطوة التانية هي عبارة هاي I1 equal 6 I2 واحدة اتنين تلاتة اربعة خمسة ستة سبعة I2 equal 7 I3", "tokens": [3555, 28543, 2288, 1975, 4117, 2655, 3555, 16095, 20449, 45030, 11242, 1975, 8315, 8032, 47302, 8608, 2655, 3660, 1406, 5296, 7649, 33962, 9566, 2407, 3660, 16712, 7649, 10632, 39896, 6225, 3555, 9640, 3660, 8032, 47302, 286, 16, 2681, 1386, 286, 17, 36764, 24401, 3660, 1975, 2655, 1863, 9957, 6055, 1211, 9307, 3660, 1975, 25513, 27884, 16490, 2304, 3794, 3660, 8608, 2655, 3660, 8608, 3555, 27884, 286, 17, 2681, 1614, 286, 18], "avg_logprob": -0.3140190934969319, "compression_ratio": 1.4183006535947713, "no_speech_prob": 0.0, "words": [{"start": 378.79, "end": 379.13, "word": "بقدر", "probability": 0.50341796875}, {"start": 379.13, "end": 379.55, "word": " اكتبهم", "probability": 0.7052978515625}, {"start": 379.55, "end": 379.79, "word": " مع", 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" I5", "probability": 0.995361328125}], "temperature": 1.0}, {"id": 19, "seek": 48094, "start": 453.02, "end": 480.94, "text": "الخطوة الأولى رحت عملت لهم generation و حسبت ال candidate وهي روحت أخدتهم لأن ال minimum support بتحقق ال minimum support اللي موجودة عندي تمام الخطوة التالية أنا الآن خلصت من ال candidate C1 بدأ أروح أعمل candidate من C2 و لازم تكون ال element هذا موجود عندي يعني أنا بدأ أقول I1 I2", "tokens": [6027, 9778, 9566, 2407, 3660, 16247, 12610, 7578, 12602, 33753, 6225, 42213, 2655, 5296, 16095, 5125, 4032, 11331, 35457, 2655, 2423, 11532, 37037, 1829, 12602, 2407, 33753, 5551, 9778, 3215, 2655, 16095, 5296, 33456, 2423, 7285, 1406, 39894, 5016, 4587, 4587, 2423, 7285, 1406, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 1829, 46811, 10943, 33962, 9566, 2407, 3660, 16712, 6027, 10632, 41850, 6024, 48506, 16490, 1211, 9381, 2655, 9154, 2423, 11532, 383, 16, 4724, 3215, 10721, 5551, 32887, 5016, 5551, 25957, 1211, 11532, 9154, 383, 17, 4032, 5296, 31377, 2304, 6055, 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"seek": 158678, "start": 1559.94, "end": 1586.78, "text": "ممكن اعتمد عليها بينما هذه ليست قوية طبعا هذا كله بتنبعد الحسبة ال association rules طيب نفس الكلام لو انا بدى اشتغل .. بتشوف .. بنشوف المثال هذا لوحدكم عشان احاول اكسب من الوقت الفكرة فيه بقولك انه انا في عندى مجموعة هي عبارة عن frequent هذه المجموعة frequent وال support with support خمسين في المينة", "tokens": [2304, 43020, 1975, 34268, 2304, 3215, 25894, 11296, 49374, 15042, 29538, 32239, 14851, 12174, 2407, 10632, 23032, 3555, 3615, 995, 23758, 28242, 3224, 39894, 1863, 3555, 22488, 21542, 35457, 3660, 2423, 14598, 4474, 23032, 1829, 3555, 8717, 36178, 2423, 28820, 10943, 45164, 1975, 8315, 47525, 7578, 1975, 8592, 2655, 17082, 1211, 4386, 39894, 8592, 38688, 4386, 44945, 8592, 38688, 9673, 12984, 6027, 23758, 45164, 24401, 24793, 6225, 8592, 7649, 1975, 5016, 995, 12610, 1975, 4117, 35457, 9154, 2423, 30543, 2655, 27188, 4117, 25720, 8978, 3224, 4724, 39648, 4117, 16472, 3224, 1975, 8315, 8978, 43242, 7578, 3714, 7435, 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"seek": 160034, "start": 1588.36, "end": 1600.34, "text": "تمام؟ لأنه في الأخر عدد بيجي بعد خير ال program empty subset هدولة ال subset وهي ال support تبعت كل واحدة فيهم الان بيقولك find the confidence of ال rule هذا", "tokens": [2655, 15042, 2304, 22807, 5296, 33456, 3224, 8978, 16247, 34740, 6225, 3215, 3215, 4724, 1829, 7435, 1829, 39182, 16490, 13546, 2423, 1461, 6707, 25993, 8032, 3215, 12610, 3660, 2423, 25993, 37037, 1829, 2423, 1406, 6055, 3555, 34268, 28242, 36764, 24401, 3660, 8978, 16095, 2423, 7649, 4724, 1829, 39648, 4117, 915, 264, 6687, 295, 2423, 4978, 23758], "avg_logprob": -0.43804825816238135, "compression_ratio": 1.3609467455621302, "no_speech_prob": 0.0, "words": [{"start": 1588.36, "end": 1588.98, "word": "تمام؟", "probability": 0.401519775390625}, {"start": 1588.98, "end": 1589.18, "word": " لأنه", "probability": 0.595947265625}, {"start": 1589.18, "end": 1589.48, "word": " في", "probability": 0.572265625}, {"start": 1589.48, "end": 1589.7, "word": " الأخر", 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1613.42, "word": " هتكون", "probability": 0.9505208333333334}, {"start": 1613.42, "end": 1613.94, "word": " frequent", "probability": 0.97705078125}, {"start": 1613.94, "end": 1614.4, "word": " ممتاز", "probability": 0.9112548828125}, {"start": 1614.4, "end": 1614.78, "word": " طب", "probability": 0.73095703125}, {"start": 1614.78, "end": 1614.88, "word": " ال", "probability": 0.73193359375}, {"start": 1614.88, "end": 1615.3, "word": " frequent", "probability": 0.9775390625}, {"start": 1615.3, "end": 1615.52, "word": " اللي", "probability": 0.885009765625}, {"start": 1615.52, "end": 1615.86, "word": " عندى", "probability": 0.702880859375}, {"start": 1615.86, "end": 1616.12, "word": " هن", "probability": 0.935791015625}, {"start": 1616.12, "end": 1617.18, "word": " عبارة", "probability": 0.9954833984375}, {"start": 1617.18, "end": 1617.3, "word": " عن", "probability": 0.990234375}, {"start": 1617.3, "end": 1617.78, "word": " كدهش", "probability": 0.9332275390625}, {"start": 1617.78, 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"probability": 0.951416015625}, {"start": 2004.6, "end": 2004.6, "word": " A", "probability": 0.99267578125}, {"start": 2004.6, "end": 2004.6, "word": " والـ", "probability": 0.94921875}, {"start": 2004.6, "end": 2004.6, "word": " A", "probability": 0.9921875}, {"start": 2004.6, "end": 2004.74, "word": " والـ", "probability": 0.945556640625}, {"start": 2004.74, "end": 2005.74, "word": " A", "probability": 0.9921875}, {"start": 2005.74, "end": 2005.74, "word": " والـ", "probability": 0.94384765625}, {"start": 2005.74, "end": 2006.32, "word": " A", "probability": 0.9921875}, {"start": 2006.32, "end": 2006.32, "word": " والـ", "probability": 0.942138671875}, {"start": 2006.32, "end": 2006.32, "word": " A", "probability": 0.9921875}, {"start": 2006.32, "end": 2006.32, "word": " والـ", "probability": 0.93408203125}, {"start": 2006.32, "end": 2006.32, "word": " A", "probability": 0.99169921875}, {"start": 2006.32, "end": 2006.96, "word": " والـ", "probability": 0.93115234375}, {"start": 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"end": 2014.8, "word": " Patterns", "probability": 0.952880859375}, {"start": 2014.8, "end": 2015.3, "word": " انا", "probability": 0.402252197265625}, {"start": 2015.3, "end": 2015.72, "word": " اروح", "probability": 0.67578125}, {"start": 2015.72, "end": 2016.02, "word": " اعمل", "probability": 0.8736979166666666}, {"start": 2016.02, "end": 2016.44, "word": " Sampling", "probability": 0.86328125}, {"start": 2016.44, "end": 2016.72, "word": " للـ", "probability": 0.6063232421875}, {"start": 2016.72, "end": 2017.08, "word": " Frequent", "probability": 0.913330078125}, {"start": 2017.08, "end": 2017.6, "word": " Patterns", "probability": 0.845703125}, {"start": 2017.6, "end": 2017.86, "word": " اللي", "probability": 0.921630859375}, {"start": 2017.86, "end": 2018.26, "word": " موجود", "probability": 0.9549153645833334}, {"start": 2018.26, "end": 2018.64, "word": " عندها", "probability": 0.7880859375}, {"start": 2018.64, "end": 2019.36, "word": " Select", "probability": 0.1962890625}, 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