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+{"segments": [{"id": 1, "seek": 2241, "start": 5.03, "end": 22.41, "text": "بسم الله والحمد لله والصلاة والسلام على رسول الله اليوم ان شاء الله تعالى هنكمل في ال chapter التاني اللي هي data understanding وكنا حكينا المرات الماضية على مجموعة او اتناقشنا في مجموعة من الأسئلة اللي لها علاقة بفهم البيانات", "tokens": [3555, 38251, 21984, 16070, 35571, 3215, 24976, 3224, 16070, 9381, 15040, 3660, 16070, 3794, 37440, 15844, 12602, 3794, 12610, 21984, 45595, 20498, 16472, 13412, 16606, 21984, 37279, 6027, 7578, 8032, 1863, 24793, 1211, 8978, 2423, 7187, 16712, 7649, 1829, 13672, 1829, 39896, 1412, 3701, 4032, 4117, 8315, 11331, 4117, 1829, 8315, 9673, 2288, 9307, 9673, 46958, 10632, 15844, 3714, 7435, 2304, 2407, 27884, 1975, 2407, 1975, 2655, 8315, 4587, 8592, 8315, 8978, 3714, 7435, 2304, 2407, 27884, 9154, 16247, 3794, 19986, 37977, 13672, 1829, 5296, 11296, 11203, 995, 28671, 4724, 5172, 16095, 2423, 21292, 7649, 9307], "avg_logprob": -0.12161727049916062, "compression_ratio": 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بتكلم على categories أو أسماء أو تلات أصنافات الأول والتاني والتالت مصبوط؟ خلنا نقول الفائزين أو ال winners الأول والتاني والتالت لكن هذه فيها ميزة مش موجودة في ال colors في المجموع اللي فوق", "tokens": [15819, 2071, 4724, 3794, 5551, 9381, 26890, 25894, 8315, 41641, 4724, 3794, 10874, 995, 37746, 22653, 41641, 11778, 3224, 41641, 41641, 8032, 47302, 41641, 5296, 33456, 3224, 6156, 3615, 20292, 995, 12174, 995, 22488, 39894, 4117, 19528, 15844, 10479, 34051, 5551, 38251, 16606, 34051, 6055, 1211, 9307, 5551, 9381, 8315, 5172, 9307, 16247, 12610, 16070, 2655, 7649, 1829, 16070, 2655, 6027, 2655, 3714, 9381, 3555, 2407, 9566, 22807, 16490, 1211, 8315, 8717, 39648, 27188, 16373, 11622, 9957, 34051, 2423, 17193, 16247, 12610, 16070, 2655, 7649, 1829, 16070, 2655, 6027, 2655, 44381, 29538, 8978, 11296, 3714, 1829, 11622, 3660, 37893, 3714, 29245, 23328, 3660, 8978, 2423, 4577, 8978, 9673, 7435, 2304, 45367, 13672, 1829, 6156, 30543], "avg_logprob": -0.1990840500541802, "compression_ratio": 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0.8001302083333334}, {"start": 1131.27, "end": 1131.97, "word": " أصنافات", "probability": 0.722998046875}, {"start": 1131.97, "end": 1132.83, "word": " الأول", "probability": 0.984130859375}, {"start": 1132.83, "end": 1133.53, "word": " والتاني", "probability": 0.938232421875}, {"start": 1133.53, "end": 1134.23, "word": " والتالت", "probability": 0.9422607421875}, {"start": 1134.23, "end": 1135.97, "word": " مصبوط؟", "probability": 0.7076822916666666}, {"start": 1135.97, "end": 1136.35, "word": " خلنا", "probability": 0.6459147135416666}, {"start": 1136.35, "end": 1136.51, "word": " نقول", "probability": 0.99560546875}, {"start": 1136.51, "end": 1137.03, "word": " الفائزين", "probability": 0.9859619140625}, {"start": 1137.03, "end": 1137.21, "word": " أو", "probability": 0.83349609375}, {"start": 1137.21, "end": 1137.33, "word": " ال", "probability": 0.958984375}, {"start": 1137.33, "end": 1137.69, "word": " winners", "probability": 0.935546875}, {"start": 1137.69, "end": 1138.33, "word": " الأول", "probability": 0.966064453125}, {"start": 1138.33, "end": 1138.73, "word": " والتاني", "probability": 0.98388671875}, {"start": 1138.73, "end": 1139.29, "word": " والتالت", "probability": 0.9766845703125}, {"start": 1139.29, "end": 1140.25, "word": " لكن", "probability": 0.9091796875}, {"start": 1140.25, "end": 1140.69, "word": " هذه", "probability": 0.74755859375}, {"start": 1140.69, "end": 1141.09, "word": " فيها", "probability": 0.9853515625}, {"start": 1141.09, "end": 1141.75, "word": " ميزة", "probability": 0.9932861328125}, {"start": 1141.75, "end": 1142.73, "word": " مش", "probability": 0.98876953125}, {"start": 1142.73, "end": 1143.23, "word": " موجودة", "probability": 0.984619140625}, {"start": 1143.23, "end": 1143.35, "word": " في", "probability": 0.95263671875}, {"start": 1143.35, "end": 1143.45, "word": " ال", "probability": 0.9658203125}, {"start": 1143.45, "end": 1143.81, "word": " colors", "probability": 0.7607421875}, {"start": 1143.81, "end": 1144.81, "word": " في", "probability": 0.748046875}, {"start": 1144.81, "end": 1145.15, "word": " المجموع", "probability": 0.918212890625}, {"start": 1145.15, "end": 1145.29, "word": " اللي", "probability": 0.893310546875}, {"start": 1145.29, "end": 1145.59, "word": " فوق", "probability": 0.9638671875}], "temperature": 1.0}, {"id": 46, "seek": 117782, "start": 1149.08, "end": 1177.82, "text": "إن القيمة إلها معنى معنى ترتيبي بمعنى آخر لو أنا إجيت قولت ال color تبعي blue my favorite color blue واحد تاني هيقولي white بتفرج؟ هل بين جسين في أولوية للأبيض عن الأزرق أو العكس؟ لأ مافيش لكن لما إجيت أنا قولت ال first", "tokens": [28814, 1863, 25062, 32640, 3660, 11933, 1211, 11296, 20449, 1863, 7578, 20449, 1863, 7578, 6055, 2288, 31371, 21292, 4724, 2304, 3615, 1863, 7578, 19753, 34740, 45164, 41850, 11933, 7435, 36081, 12174, 12610, 2655, 2423, 2017, 6055, 3555, 3615, 1829, 3344, 452, 2954, 2017, 3344, 36764, 24401, 6055, 7649, 1829, 39896, 39648, 1829, 2418, 39894, 5172, 47341, 22807, 8032, 1211, 49374, 10874, 3794, 9957, 8978, 5551, 12610, 2407, 10632, 24976, 10721, 21292, 11242, 18871, 16247, 11622, 2288, 4587, 34051, 18863, 4117, 3794, 22807, 5296, 10721, 19446, 41185, 8592, 44381, 5296, 15042, 11933, 7435, 36081, 41850, 12174, 12610, 2655, 2423, 700], "avg_logprob": -0.19531250059604643, "compression_ratio": 1.6153846153846154, "no_speech_prob": 1.6689300537109375e-06, "words": [{"start": 1149.08, "end": 1149.4, "word": "إن", "probability": 0.6688232421875}, {"start": 1149.4, "end": 1150.14, "word": " القيمة", "probability": 0.9381510416666666}, {"start": 1150.14, "end": 1150.42, "word": " إلها", "probability": 0.6151123046875}, {"start": 1150.42, "end": 1151.46, "word": " معنى", "probability": 0.9637044270833334}, {"start": 1151.46, "end": 1152.0, "word": " معنى", "probability": 0.79638671875}, {"start": 1152.0, "end": 1152.64, "word": " ترتيبي", "probability": 0.9404296875}, {"start": 1152.64, "end": 1153.6, "word": " بمعنى", "probability": 0.9701171875}, {"start": 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1160.58, "end": 1160.94, "word": " blue", "probability": 0.9287109375}, {"start": 1160.94, "end": 1161.62, "word": " واحد", "probability": 0.820556640625}, {"start": 1161.62, "end": 1161.9, "word": " تاني", "probability": 0.970703125}, {"start": 1161.9, "end": 1162.26, "word": " هيقولي", "probability": 0.7091471354166666}, {"start": 1162.26, "end": 1162.72, "word": " white", "probability": 0.91162109375}, {"start": 1162.72, "end": 1168.04, "word": " بتفرج؟", "probability": 0.72833251953125}, {"start": 1168.04, "end": 1169.72, "word": " هل", "probability": 0.765625}, {"start": 1169.72, "end": 1169.9, "word": " بين", "probability": 0.9462890625}, {"start": 1169.9, "end": 1170.36, "word": " جسين", "probability": 0.70556640625}, {"start": 1170.36, "end": 1170.82, "word": " في", "probability": 0.88623046875}, {"start": 1170.82, "end": 1171.44, "word": " أولوية", "probability": 0.859130859375}, {"start": 1171.44, "end": 1171.92, "word": " للأبيض", "probability": 0.9224853515625}, {"start": 1171.92, "end": 1172.16, "word": " عن", "probability": 0.97412109375}, {"start": 1172.16, "end": 1172.7, "word": " الأزرق", "probability": 0.8736572265625}, {"start": 1172.7, "end": 1172.98, "word": " أو", "probability": 0.59619140625}, {"start": 1172.98, "end": 1173.74, "word": " العكس؟", "probability": 0.9024658203125}, {"start": 1173.74, "end": 1173.88, "word": " لأ", "probability": 0.837890625}, {"start": 1173.88, "end": 1174.3, "word": " مافيش", "probability": 0.84814453125}, {"start": 1174.3, "end": 1175.0, "word": " لكن", "probability": 0.73486328125}, {"start": 1175.0, "end": 1175.24, "word": " لما", "probability": 0.923583984375}, {"start": 1175.24, "end": 1175.54, "word": " إجيت", "probability": 0.890625}, {"start": 1175.54, "end": 1175.72, "word": " أنا", "probability": 0.73046875}, {"start": 1175.72, "end": 1176.2, "word": " قولت", "probability": 0.9490559895833334}, {"start": 1176.2, "end": 1177.24, "word": " ال", "probability": 0.841796875}, {"start": 1177.24, "end": 1177.82, "word": " first", "probability": 0.91845703125}], "temperature": 1.0}, {"id": 47, "seek": 120847, "start": 1182.71, "end": 1208.47, "text": "winner وقلت ال second او ال third winner وال second winner تفرج ال values عن بعضها تفرج على الرغم انها categorian وهذا يجعلنا نروح باتجاه فئة جديدة اللي هي ال ordinal هيتكلم و يوداني على فئة جديدة اللي هي فئات ال ordinal تمام يا جماعة الخير؟", "tokens": [9136, 1193, 4032, 4587, 1211, 2655, 2423, 1150, 1975, 2407, 2423, 2636, 8507, 16070, 1150, 8507, 6055, 5172, 47341, 2423, 4190, 18871, 45030, 11242, 11296, 6055, 5172, 47341, 15844, 34892, 17082, 2304, 16472, 11296, 19250, 952, 37037, 15730, 7251, 7435, 30241, 8315, 8717, 32887, 5016, 4724, 9307, 7435, 40294, 6156, 19986, 3660, 10874, 16254, 41891, 13672, 1829, 39896, 2423, 4792, 2071, 8032, 36081, 4117, 19528, 4032, 7251, 23328, 7649, 1829, 15844, 6156, 19986, 3660, 10874, 16254, 41891, 13672, 1829, 39896, 6156, 19986, 9307, 2423, 4792, 2071, 46811, 10943, 35186, 10874, 15042, 27884, 33962, 13546, 22807], "avg_logprob": -0.22949218206728497, "compression_ratio": 1.7630331753554502, "no_speech_prob": 3.993511199951172e-06, "words": [{"start": 1182.7099999999998, "end": 1183.6299999999999, "word": "winner", "probability": 0.761962890625}, {"start": 1183.6299999999999, "end": 1184.55, "word": " وقلت", "probability": 0.73626708984375}, {"start": 1184.55, "end": 1184.71, "word": " ال", "probability": 0.58544921875}, {"start": 1184.71, "end": 1185.17, "word": " second", "probability": 0.8212890625}, {"start": 1185.17, "end": 1185.57, "word": " او", "probability": 0.7254638671875}, {"start": 1185.57, "end": 1185.73, "word": " ال", "probability": 0.8466796875}, {"start": 1185.73, "end": 1186.25, "word": " third", "probability": 0.91650390625}, {"start": 1186.25, "end": 1188.97, "word": " winner", "probability": 0.73046875}, {"start": 1188.97, "end": 1190.03, "word": " وال", "probability": 0.45654296875}, {"start": 1190.03, "end": 1190.63, "word": " second", "probability": 0.83251953125}, {"start": 1190.63, "end": 1192.35, "word": " winner", "probability": 0.912109375}, {"start": 1192.35, "end": 1193.85, "word": " تفرج", "probability": 0.8585611979166666}, {"start": 1193.85, "end": 1193.99, "word": " ال", "probability": 0.94287109375}, {"start": 1193.99, "end": 1194.25, "word": " values", "probability": 0.958984375}, {"start": 1194.25, "end": 1194.39, "word": " عن", "probability": 0.94091796875}, {"start": 1194.39, "end": 1194.83, "word": " بعضها", "probability": 0.9978841145833334}, {"start": 1194.83, "end": 1195.91, "word": " تفرج", "probability": 0.82861328125}, {"start": 1195.91, "end": 1196.05, "word": " على", "probability": 0.9365234375}, {"start": 1196.05, "end": 1196.27, "word": " الرغم", "probability": 0.98974609375}, {"start": 1196.27, "end": 1196.41, "word": " انها", "probability": 0.790771484375}, {"start": 1196.41, "end": 1196.97, "word": " categorian", "probability": 0.46826171875}, {"start": 1196.97, "end": 1197.63, "word": " وهذا", "probability": 0.680908203125}, {"start": 1197.63, "end": 1198.11, "word": " يجعلنا", "probability": 0.76708984375}, {"start": 1198.11, "end": 1198.31, "word": " نروح", "probability": 0.9080403645833334}, {"start": 1198.31, "end": 1198.87, "word": " باتجاه", "probability": 0.9422607421875}, {"start": 1198.87, "end": 1199.73, "word": " فئة", "probability": 0.9542643229166666}, {"start": 1199.73, "end": 1200.27, "word": " جديدة", "probability": 0.98583984375}, {"start": 1200.27, "end": 1200.45, "word": " اللي", "probability": 0.60595703125}, {"start": 1200.45, "end": 1200.77, "word": " هي", "probability": 0.9443359375}, {"start": 1200.77, "end": 1201.13, "word": " ال", "probability": 0.9267578125}, {"start": 1201.13, "end": 1201.71, "word": " ordinal", "probability": 0.81396484375}, {"start": 1201.71, "end": 1202.63, "word": " هيتكلم", "probability": 0.71722412109375}, {"start": 1202.63, "end": 1202.81, "word": " و", "probability": 0.303466796875}, {"start": 1202.81, "end": 1203.75, 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" أنا", "probability": 0.324462890625}, {"start": 1314.39, "end": 1314.67, "word": " بدور", "probability": 0.941162109375}, {"start": 1314.67, "end": 1314.95, "word": " عليهم", "probability": 0.91845703125}, {"start": 1314.95, "end": 1315.63, "word": " الترتيب", "probability": 0.7586669921875}, {"start": 1315.63, "end": 1315.89, "word": " الأول", "probability": 0.95703125}, {"start": 1315.89, "end": 1316.39, "word": " والتاني", "probability": 0.97802734375}, {"start": 1316.39, "end": 1317.53, "word": " زي", "probability": 0.859619140625}, {"start": 1317.53, "end": 1317.85, "word": " فئات", "probability": 0.98193359375}, {"start": 1317.85, "end": 1318.25, "word": " الدم", "probability": 0.94287109375}], "temperature": 1.0}, {"id": 52, "seek": 134138, "start": 1320.18, "end": 1341.38, "text": "تمام اللي هي ال R تبعتها مش الفئة ال A لإنه A وB اه تمام؟ الآن لو إجينا نتكلم على تشغيل .. يعني إذا كانت أنت بتفرضها إن هذا هي ال opposite تبعتها okay لكن في الآخر أنا بتكلم إن هي فعليا two 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ممكن تكون هذه finite و discrete لأنه بين الملي والتاني gap عادة الامور هذه ممكن تعمل شوية ربكة بسيطة في التفريق في المقابل continuous", "tokens": [67, 5606, 7600, 1975, 15730, 41850, 39894, 4117, 19528, 20666, 9381, 1863, 9566, 1829, 31767, 1863, 9566, 1829, 16247, 12610, 16712, 7649, 1829, 16712, 6027, 2655, 34892, 16758, 3615, 33962, 10943, 3794, 5296, 24401, 16712, 1211, 9307, 9957, 4032, 45636, 995, 23032, 1211, 34268, 15844, 9673, 20292, 9307, 13672, 1829, 3714, 29245, 23328, 3660, 4724, 43042, 3224, 3714, 43020, 6055, 30544, 29538, 19362, 4032, 27706, 5296, 33456, 3224, 49374, 9673, 20292, 16070, 2655, 7649, 1829, 7417, 6225, 18513, 3660, 2423, 10943, 13063, 29538, 3714, 43020, 6055, 25957, 1211, 13412, 2407, 10632, 12602, 3555, 4117, 3660, 4724, 3794, 1829, 9566, 3660, 8978, 16712, 5172, 16572, 4587, 8978, 9673, 4587, 16758, 1211, 10957], "avg_logprob": -0.1520647264218756, "compression_ratio": 1.8553191489361702, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 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المحاضرة الجاية هنبدأ نتكلم عن ال data preparation محاضراتنا التلاتة الماضيات او التنتين الماضيات كانوا في ال data understanding في فهم البيانات الان في تحضير البيانات لل mining تلزمك ال data set عشان لما اقولك روح تدور على ال noise وقل في عندك noise في ال data set ولا لأ طبعا الشباب عشان برضه نكون ��نصفين الشغل الشغل بدي يكون جماعي يعني ماترضاش انت ان واحد عندك في المجموع يكون اتكالي معتمدي عليك لأنه مش هياخد نفس علامتك", "tokens": [6027, 7649, 1975, 5016, 8315, 9154, 9673, 5016, 46958, 25720, 25724, 995, 10632, 8032, 1863, 44510, 10721, 8717, 2655, 4117, 19528, 18871, 2423, 1412, 13081, 3714, 5016, 46958, 2288, 9307, 8315, 16712, 1211, 9307, 3660, 9673, 46958, 1829, 9307, 1975, 2407, 16712, 29399, 9957, 9673, 46958, 1829, 9307, 25961, 14407, 8978, 2423, 1412, 3701, 8978, 6156, 16095, 2423, 21292, 7649, 9307, 2423, 7649, 8978, 6055, 5016, 11242, 13546, 2423, 21292, 7649, 9307, 24976, 15512, 6055, 1211, 11622, 2304, 4117, 2423, 1412, 992, 6225, 8592, 7649, 5296, 15042, 1975, 39648, 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