{"segments": [{"id": 1, "seek": 3509, "start": 20.87, "end": 35.09, "text": "بسم الله الرحمن الرحيم اليوم ان شاء الله بنكمل الموضوع اللي بدأنا فيه المحاضرة الماضية اللي هو ال decision ال trees قلنا انه احنا اللي بنزلنا من الموضوع هذا هو انه نبني trees بناء على data", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 45595, 20498, 16472, 13412, 16606, 21984, 44945, 24793, 1211, 9673, 2407, 11242, 45367, 13672, 1829, 47525, 10721, 8315, 8978, 3224, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 13672, 1829, 31439, 2423, 3537, 2423, 5852, 12174, 1211, 8315, 16472, 3224, 1975, 5016, 8315, 13672, 1829, 44945, 11622, 1211, 8315, 9154, 9673, 2407, 11242, 45367, 23758, 31439, 16472, 3224, 8717, 3555, 22653, 5852, 44945, 16606, 15844, 1412], "avg_logprob": -0.15749999801317852, "compression_ratio": 1.8546511627906976, "no_speech_prob": 2.980232238769531e-07, "words": [{"start": 20.87, "end": 21.57, "word": "بسم", "probability": 0.804443359375}, {"start": 21.57, "end": 21.69, 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و ال no هي إجابة على السؤال هل الشخص ده هيشتري و لا مش هيشتري إذا بتذكروا ال table هذا بالاصل كان عبارة عن بينات جمعات عن ناس اشتروا قد ما تقلهم دعاية و في بعض منهم اشتروا و بعض منهم ماشتراش اللي هو ال computer يعني و جمعات المعلومات عنهم سواء اللي اشتروا و لا ماشتروش", "tokens": [11020, 2792, 5570, 39894, 995, 34268, 11296, 39896, 6225, 3555, 9640, 3660, 18871, 1508, 7833, 2423, 2086, 4032, 2423, 572, 39896, 11933, 7435, 16758, 3660, 15844, 21136, 33604, 6027, 8032, 1211, 25124, 9778, 9381, 11778, 3224, 39896, 8592, 2655, 16572, 4032, 20193, 37893, 8032, 1829, 8592, 2655, 16572, 11933, 15730, 39894, 8848, 37983, 14407, 2423, 3199, 23758, 20666, 33546, 1211, 25961, 6225, 3555, 9640, 3660, 18871, 4724, 1829, 8315, 2655, 10874, 2304, 3615, 9307, 18871, 8717, 32277, 1975, 8592, 2655, 2288, 14407, 12174, 3215, 19446, 6055, 4587, 1211, 16095, 11778, 3615, 995, 10632, 4032, 8978, 45030, 11242, 9154, 16095, 1975, 8592, 2655, 2288, 14407, 4032, 45030, 11242, 9154, 16095, 3714, 33599, 2655, 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للعكس للعكس للعكس للعكس", "tokens": [25957, 1211, 10632, 2423, 30348, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794], "avg_logprob": -0.44701086114282196, "compression_ratio": 2.872340425531915, "no_speech_prob": 0.0, "words": [{"start": 160.29, "end": 160.79, "word": "عملية", "probability": 0.7828776041666666}, {"start": 160.79, "end": 160.93, "word": " ال", "probability": 0.44384765625}, {"start": 160.93, "end": 161.31, "word": " splitting", "probability": 0.75830078125}, {"start": 161.31, "end": 161.95, "word": " للعكس", "probability": 0.3953704833984375}, {"start": 161.95, "end": 162.17, "word": " للعكس", "probability": 0.51812744140625}, {"start": 162.17, "end": 162.31, "word": " للعكس", "probability": 0.57373046875}, {"start": 162.31, "end": 162.79, "word": " للعكس", 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الحالة في ال age كذلك الحالة في ال characterization هممكن اللي بيجي عندي ال table تبع ال age بيجي عندي أكم سطر تلاتة اللي هو less than or equal to 30 من 31 إلى 8", "tokens": [3224, 15040, 7435, 1829, 37495, 22653, 2423, 8315, 3794, 13672, 1829, 8032, 2304, 3107, 8032, 15040, 7435, 1829, 45030, 11242, 9154, 16095, 1975, 8592, 2655, 2288, 14407, 45030, 11242, 9154, 16095, 5296, 10721, 37495, 22653, 3714, 43020, 13672, 1829, 3107, 3714, 33599, 2655, 2288, 3224, 33599, 4032, 3714, 43020, 13672, 1829, 3107, 1975, 8592, 2655, 2288, 3224, 3714, 19913, 3555, 2407, 9566, 9122, 8848, 23275, 21542, 6027, 3660, 8978, 2423, 3205, 9122, 8848, 23275, 21542, 6027, 3660, 8978, 2423, 49246, 8032, 2304, 43020, 13672, 1829, 4724, 1829, 7435, 1829, 18871, 16254, 2423, 3199, 6055, 3555, 3615, 2423, 3205, 4724, 1829, 7435, 1829, 18871, 16254, 5551, 24793, 8608, 9566, 2288, 6055, 1211, 9307, 3660, 13672, 1829, 31439, 1570, 813, 420, 2681, 281, 2217, 9154, 10353, 30731, 1649], "avg_logprob": 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17, "seek": 44061, "start": 412.05, "end": 440.61, "text": "40 و بعدين اكبر من 40 لان كل فئة منها دولة هيبقى فيه positive و هيبقى فيه negative هذا القيمة اللي انا بضعها هنا هي قيمة ايش ال I تبعت هذا ال value ال positive و ال negative تبعت هذا ال value", "tokens": [5254, 4032, 39182, 9957, 1975, 4117, 26890, 9154, 3356, 5296, 7649, 28242, 6156, 19986, 3660, 9154, 11296, 11778, 12610, 3660, 39896, 3555, 4587, 7578, 8978, 3224, 3353, 4032, 39896, 3555, 4587, 7578, 8978, 3224, 3671, 23758, 25062, 32640, 3660, 13672, 1829, 1975, 8315, 4724, 11242, 3615, 11296, 34105, 39896, 12174, 32640, 3660, 1975, 1829, 8592, 2423, 286, 6055, 3555, 34268, 23758, 2423, 2158, 2423, 3353, 4032, 2423, 3671, 6055, 3555, 34268, 23758, 2423, 2158], "avg_logprob": -0.28791667699813844, "compression_ratio": 1.7604790419161678, "no_speech_prob": 5.364418029785156e-07, "words": [{"start": 412.05, "end": 412.55, "word": "40", "probability": 0.417724609375}, {"start": 412.55, "end": 412.79, "word": " و", 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"seek": 60229, "start": 574.39, "end": 602.29, "text": "طيب نأتي الأن نقوم بتفضيل هذا الكلام على ال student attribute ال student attribute إذا بتذكروا قدناهم احنا المحاضرة الماضية قدناهم طول عندي ال positive كده؟ ال positive طلعهم ستة okay ستة ايش؟ ستة students", "tokens": [9566, 1829, 3555, 8717, 10721, 31371, 16247, 1863, 8717, 4587, 20498, 39894, 5172, 11242, 26895, 23758, 2423, 28820, 10943, 15844, 2423, 3107, 19667, 2423, 3107, 19667, 11933, 15730, 39894, 8848, 37983, 14407, 12174, 3215, 8315, 16095, 1975, 5016, 8315, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 12174, 3215, 8315, 16095, 23032, 12610, 18871, 16254, 2423, 3353, 9122, 3215, 3224, 22807, 2423, 3353, 23032, 1211, 3615, 16095, 8608, 2655, 3660, 1392, 8608, 2655, 3660, 1975, 1829, 8592, 22807, 8608, 2655, 3660, 1731], "avg_logprob": -0.4462652391776806, "compression_ratio": 1.6719576719576719, "no_speech_prob": 0.0, "words": [{"start": 574.39, "end": 574.73, "word": "طيب", "probability": 0.6078287760416666}, {"start": 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اربع اتناش هيبقى فيه عندك هاي واحد اتنين تلاتة اربع خمسة ستة سبعة مظبوط سبعة students و جداش و سبعة مش students", "tokens": [21, 3107, 1975, 8592, 2655, 2288, 14407, 36764, 24401, 3107, 3714, 33599, 2655, 2288, 4587, 8592, 8717, 47341, 3615, 6055, 7649, 1829, 24976, 3199, 8032, 2304, 34105, 1975, 5016, 8315, 1975, 25513, 3615, 1975, 2655, 1863, 33599, 10874, 3215, 33599, 9154, 16095, 1731, 1975, 25513, 3615, 1975, 2655, 1863, 33599, 39896, 3555, 4587, 7578, 8978, 3224, 43242, 4117, 8032, 47302, 36764, 24401, 1975, 2655, 1863, 9957, 6055, 1211, 9307, 3660, 1975, 25513, 3615, 16490, 2304, 3794, 3660, 8608, 2655, 3660, 8608, 3555, 27884, 3714, 19913, 3555, 2407, 9566, 8608, 3555, 27884, 1731, 4032, 10874, 3215, 33599, 4032, 8608, 3555, 27884, 37893, 1731], "avg_logprob": -0.31280340615985464, "compression_ratio": 1.9039548022598871, "no_speech_prob": 0.0, "words": [{"start": 605.63, "end": 606.03, "word": "6", "probability": 0.310302734375}, {"start": 606.03, "end": 606.45, "word": " 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على", "probability": 0.95458984375}, {"start": 1488.97, "end": 1489.23, "word": " هذا", "probability": 0.96435546875}, {"start": 1489.23, "end": 1489.55, "word": " القمر", "probability": 0.908447265625}, {"start": 1489.55, "end": 1490.81, "word": " لأنه", "probability": 0.7530924479166666}, {"start": 1490.81, "end": 1491.19, "word": " ال", "probability": 0.8359375}, {"start": 1491.19, "end": 1503.19, "word": " split", "probability": 0.66943359375}, {"start": 1503.19, "end": 1503.37, "word": " على", "probability": 0.92626953125}, {"start": 1503.37, "end": 1503.69, "word": " أساس", "probability": 0.9152018229166666}, {"start": 1503.69, "end": 1504.05, "word": " الكلام", "probability": 0.5289713541666666}, {"start": 1504.05, "end": 1504.25, "word": " دي", "probability": 0.411865234375}], "temperature": 1.0}, {"id": 55, "seek": 152705, "start": 1506.19, "end": 1527.05, "text": "الـ split على أساس ال student لو طلعت على الجدول أو الجدولين اللي بينتجو من هذا ال split تطلع بتلاقي انه طلع العمود العمود هذا و العمود هذا هنا", "tokens": [6027, 39184, 7472, 15844, 5551, 3794, 32277, 2423, 3107, 45164, 23032, 1211, 34268, 15844, 25724, 3215, 12610, 34051, 25724, 3215, 12610, 9957, 13672, 1829, 4724, 9957, 2655, 7435, 2407, 9154, 23758, 2423, 7472, 6055, 9566, 1211, 3615, 39894, 15040, 38436, 16472, 3224, 23032, 1211, 3615, 18863, 2304, 23328, 18863, 2304, 23328, 23758, 4032, 18863, 2304, 23328, 23758, 34105], "avg_logprob": -0.266551915871895, "compression_ratio": 1.6971830985915493, "no_speech_prob": 0.0, "words": [{"start": 1506.19, "end": 1506.43, "word": "الـ", "probability": 0.308319091796875}, {"start": 1506.43, "end": 1506.63, "word": " split", "probability": 0.4765625}, {"start": 1506.63, "end": 1506.95, "word": " على", "probability": 0.79638671875}, {"start": 1506.95, "end": 1507.25, "word": " أساس", "probability": 0.8458658854166666}, {"start": 1507.25, "end": 1507.41, "word": " ال", "probability": 0.85986328125}, {"start": 1507.41, "end": 1507.73, "word": " student", "probability": 0.9404296875}, {"start": 1507.73, "end": 1507.97, "word": " لو", "probability": 0.85400390625}, {"start": 1507.97, "end": 1508.69, "word": " طلعت", "probability": 0.98779296875}, {"start": 1508.69, "end": 1511.37, "word": " على", "probability": 0.78662109375}, {"start": 1511.37, "end": 1516.39, "word": " الجدول", "probability": 0.8795572916666666}, {"start": 1516.39, "end": 1516.93, "word": " أو", "probability": 0.576171875}, {"start": 1516.93, "end": 1517.51, "word": " الجدولين", "probability": 0.9617919921875}, {"start": 1517.51, "end": 1517.63, "word": " اللي", "probability": 0.82958984375}, {"start": 1517.63, "end": 1518.23, "word": " بينتجو", "probability": 0.721875}, {"start": 1518.23, "end": 1518.81, "word": " من", "probability": 0.93017578125}, {"start": 1518.81, "end": 1519.13, "word": " هذا", "probability": 0.583984375}, {"start": 1519.13, "end": 1519.27, "word": " ال", "probability": 0.91845703125}, {"start": 1519.27, "end": 1519.73, "word": " split", "probability": 0.73583984375}, {"start": 1519.73, "end": 1521.77, "word": " تطلع", "probability": 0.7093505859375}, {"start": 1521.77, "end": 1522.29, "word": " بتلاقي", "probability": 0.7786458333333334}, {"start": 1522.29, "end": 1522.87, "word": " انه", "probability": 0.73486328125}, {"start": 1522.87, "end": 1523.79, "word": " طلع", "probability": 0.8880208333333334}, {"start": 1523.79, "end": 1524.47, "word": " العمود", "probability": 0.904296875}, {"start": 1524.47, "end": 1525.29, "word": " العمود", "probability": 0.7891438802083334}, {"start": 1525.29, "end": 1525.53, "word": " هذا", "probability": 0.8984375}, {"start": 1525.53, "end": 1526.35, "word": " و", "probability": 0.52587890625}, {"start": 1526.35, "end": 1526.61, "word": " العمود", "probability": 0.9609375}, {"start": 1526.61, "end": 1526.81, "word": " هذا", "probability": 0.92431640625}, {"start": 1526.81, "end": 1527.05, "word": " هنا", "probability": 0.9892578125}], "temperature": 1.0}, {"id": 56, "seek": 154803, "start": 1528.97, "end": 1548.03, "text": "هنا في خاصية أساسية عملت من أجل هذه حسبة الـ Gain وهي أنه أنا بدي ال classes اللي هنا ال .. ال .. ال .. ال items اللي هنا ال class تبعهم شوف هنا كلهم يسمع على هذا no تمام هنا في يدي no .. no ..", "tokens": [3224, 8315, 8978, 16490, 33546, 10632, 5551, 3794, 32277, 10632, 6225, 42213, 2655, 9154, 5551, 7435, 1211, 29538, 11331, 35457, 3660, 2423, 39184, 460, 491, 37037, 1829, 14739, 3224, 41850, 4724, 16254, 2423, 5359, 13672, 1829, 34105, 2423, 4386, 2423, 4386, 2423, 4386, 2423, 4754, 13672, 1829, 34105, 2423, 1508, 6055, 3555, 3615, 16095, 13412, 38688, 34105, 28242, 16095, 7251, 38251, 3615, 15844, 23758, 572, 46811, 10943, 34105, 8978, 7251, 16254, 572, 4386, 572, 4386], "avg_logprob": -0.4210526417744787, "compression_ratio": 1.6927374301675977, "no_speech_prob": 0.0, "words": [{"start": 1528.97, "end": 1529.15, "word": "هنا", "probability": 0.6285400390625}, {"start": 1529.15, "end": 1529.15, "word": " في", "probability": 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"probability": 0.453857421875}, {"start": 1534.23, "end": 1534.59, "word": " بدي", "probability": 0.742431640625}, {"start": 1534.59, "end": 1534.75, "word": " ال", "probability": 0.572265625}, {"start": 1534.75, "end": 1535.13, "word": " classes", "probability": 0.31201171875}, {"start": 1535.13, "end": 1535.53, "word": " اللي", "probability": 0.837158203125}, {"start": 1535.53, "end": 1535.91, "word": " هنا", "probability": 0.96484375}, {"start": 1535.91, "end": 1536.85, "word": " ال", "probability": 0.66162109375}, {"start": 1536.85, "end": 1536.85, "word": " ..", "probability": 0.361328125}, {"start": 1536.85, "end": 1537.51, "word": " ال", "probability": 0.8984375}, {"start": 1537.51, "end": 1537.51, "word": " ..", "probability": 0.974609375}, {"start": 1537.51, "end": 1537.87, "word": " ال", "probability": 0.953125}, {"start": 1537.87, "end": 1537.87, "word": " ..", "probability": 0.5634765625}, {"start": 1537.87, "end": 1538.01, "word": " ال", "probability": 0.884765625}, 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{"start": 1543.65, "end": 1543.89, "word": " no", "probability": 0.319580078125}, {"start": 1543.89, "end": 1545.33, "word": " تمام", "probability": 0.93359375}, {"start": 1545.33, "end": 1545.93, "word": " هنا", "probability": 0.50830078125}, {"start": 1545.93, "end": 1546.51, "word": " في", "probability": 0.8837890625}, {"start": 1546.51, "end": 1546.87, "word": " يدي", "probability": 0.6805419921875}, {"start": 1546.87, "end": 1547.25, "word": " no", "probability": 0.7958984375}, {"start": 1547.25, "end": 1547.49, "word": " ..", "probability": 0.47021484375}, {"start": 1547.49, "end": 1547.77, "word": " no", "probability": 0.87451171875}, {"start": 1547.77, "end": 1548.03, "word": " ..", "probability": 0.93359375}], "temperature": 1.0}, {"id": 57, "seek": 157045, "start": 1548.89, "end": 1570.45, "text": "و no و بعدين اتنى تلاتة yes و الباقى no تلاتة من السبعة مش هالسبعة من السبعة تلاتة yes الهدف ان انا احصل على تقسيمة حيث ان قدر الامكان ال classes دى هنا يبقوا واحد يعني يا اما كلهم yes يا اما كلهم no هذا اسمه ال purity", "tokens": [2407, 572, 4032, 39182, 9957, 1975, 2655, 1863, 7578, 6055, 1211, 9307, 3660, 2086, 4032, 29739, 995, 4587, 7578, 572, 6055, 1211, 9307, 3660, 9154, 21136, 3555, 27884, 37893, 8032, 6027, 35457, 27884, 9154, 21136, 3555, 27884, 6055, 1211, 9307, 3660, 2086, 2423, 3224, 3215, 5172, 16472, 1975, 8315, 1975, 5016, 36520, 15844, 6055, 4587, 3794, 32640, 3660, 11331, 1829, 12984, 16472, 12174, 3215, 2288, 2423, 10943, 41361, 2423, 5359, 11778, 7578, 34105, 7251, 3555, 4587, 14407, 36764, 24401, 37495, 22653, 35186, 1975, 15042, 28242, 16095, 2086, 35186, 1975, 15042, 28242, 16095, 572, 23758, 24525, 2304, 3224, 2423, 34382], "avg_logprob": -0.19390625193715094, "compression_ratio": 1.8704663212435233, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 1548.89, "end": 1549.17, "word": "و", "probability": 0.67529296875}, {"start": 1549.17, "end": 1549.45, "word": " no", "probability": 0.51513671875}, {"start": 1549.45, "end": 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