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+{"segments": [{"id": 1, "seek": 2797, "start": 2.65, "end": 27.97, "text": "باسم الله و الحمد لله الصلاة والسلام على رسول الله أهلا وسهلا بكم حضرتنا التالية في مساق تنقيب البيانات نتكلم على ال clustering كنا غطينا في chapter ال clustering مفهوم ال clustering أنه عبارة عن تقسيم ال data set اللي موجودة عندى لمجموعات بناء على ال similarities أو التشابه ما بين ال instances اللي موجودة فيها", "tokens": [3555, 32277, 2304, 21984, 4032, 21542, 2304, 3215, 24976, 3224, 31767, 15040, 3660, 16070, 3794, 37440, 15844, 12602, 3794, 12610, 21984, 5551, 3224, 15040, 46952, 3224, 15040, 4724, 24793, 11331, 11242, 43500, 8315, 16712, 6027, 10632, 8978, 47524, 995, 4587, 6055, 1863, 38436, 3555, 2423, 21292, 7649, 9307, 8717, 2655, 4117, 19528, 15844, 2423, 13630, 278, 9122, 8315, 32771, 9566, 1829, 8315, 8978, 7187, 2423, 13630, 278, 3714, 5172, 3224, 20498, 2423, 13630, 278, 14739, 3224, 6225, 3555, 9640, 3660, 18871, 6055, 4587, 3794, 32640, 2423, 1412, 992, 13672, 1829, 3714, 29245, 23328, 3660, 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criteria أو شرط الدمج أو سمينا linkage دلالة على أنه أنا فعلياً ا cluster و بده أربطهم مع بعض بده أحطهم في قالب أو عفوا في ضمن boundary واحدة", "tokens": [10721, 2407, 6156, 3615, 20292, 995, 14111, 41850, 6156, 3615, 20292, 995, 14111, 19446, 11242, 1211, 8592, 18871, 16254, 13412, 17082, 37977, 14739, 1829, 5551, 40448, 7435, 11296, 16472, 40448, 7435, 2655, 28242, 2423, 21292, 7649, 9307, 5296, 24401, 19446, 20328, 9640, 2655, 787, 472, 13630, 4724, 1829, 33753, 45865, 28242, 2423, 1422, 23313, 13672, 1829, 10874, 995, 10632, 39182, 39896, 4117, 23032, 3555, 3615, 995, 14111, 41850, 8978, 18871, 16254, 49118, 11101, 34051, 13412, 2288, 9566, 32748, 2304, 7435, 34051, 8608, 2304, 1829, 8315, 49118, 11778, 1211, 6027, 3660, 15844, 14739, 3224, 41850, 6156, 3615, 20292, 995, 14111, 1975, 13630, 4032, 47525, 3224, 5551, 25513, 9566, 16095, 20449, 45030, 11242, 47525, 3224, 5551, 5016, 9566, 16095, 8978, 12174, 6027, 3555, 34051, 6225, 5172, 14407, 8978, 48812, 27842, 12866, 36764, 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"probability": 0.3834228515625}, {"start": 192.22, "end": 192.62, "word": " أربطهم", "probability": 0.866455078125}, {"start": 192.62, "end": 192.78, "word": " مع", "probability": 0.990234375}, {"start": 192.78, "end": 193.14, "word": " بعض", "probability": 0.9951171875}, {"start": 193.14, "end": 193.76, "word": " بده", "probability": 0.752685546875}, {"start": 193.76, "end": 194.16, "word": " أحطهم", "probability": 0.9117431640625}, {"start": 194.16, "end": 194.46, "word": " في", "probability": 0.97119140625}, {"start": 194.46, "end": 195.34, "word": " قالب", "probability": 0.87646484375}, {"start": 195.34, "end": 195.56, "word": " أو", "probability": 0.486083984375}, {"start": 195.56, "end": 195.9, "word": " عفوا", "probability": 0.73193359375}, {"start": 195.9, "end": 196.12, "word": " في", "probability": 0.560546875}, {"start": 196.12, "end": 196.5, "word": " ضمن", "probability": 0.85546875}, {"start": 196.5, "end": 196.96, "word": " boundary", "probability": 0.8984375}, {"start": 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عندنا نبدأ مع اول ال linkage criteria ال criteria اللي هي ال criterion اللي هي ال single و لما انا بتكلم عل�� single linkage بتكلم انه انا فعليا بادور على اقصر pair يعني بين جثين عمالي بأحسن", "tokens": [6027, 20292, 3714, 29245, 23328, 3660, 43242, 8315, 8717, 44510, 10721, 20449, 1975, 12610, 2423, 49118, 11101, 2423, 11101, 13672, 1829, 39896, 2423, 46691, 13672, 1829, 39896, 2423, 2167, 4032, 5296, 15042, 1975, 8315, 39894, 4117, 19528, 15844, 2167, 49118, 39894, 4117, 19528, 16472, 3224, 1975, 8315, 6156, 3615, 20292, 995, 4724, 18513, 13063, 15844, 1975, 4587, 9381, 2288, 6119, 37495, 22653, 49374, 10874, 12984, 9957, 6225, 2304, 6027, 1829, 4724, 10721, 5016, 3794, 1863], "avg_logprob": -0.2676809304638913, "compression_ratio": 1.7359550561797752, "no_speech_prob": 8.344650268554688e-07, "words": [{"start": 286.21, "end": 286.65, "word": "اللي", "probability": 0.279541015625}, {"start": 286.65, "end": 287.23, "word": " موجودة", "probability": 0.9715576171875}, {"start": 287.23, 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"no_speech_prob": 0.0, "words": [{"start": 696.68, "end": 697.2, "word": "أقصر", "probability": 0.9022216796875}, {"start": 697.2, "end": 697.68, "word": " مسافة", "probability": 0.9788411458333334}, {"start": 697.68, "end": 697.82, "word": " بين", "probability": 0.9111328125}, {"start": 697.82, "end": 698.14, "word": " أبعد", "probability": 0.8536783854166666}, {"start": 698.14, "end": 698.58, "word": " مقطين", "probability": 0.6265462239583334}, {"start": 698.58, "end": 699.0, "word": " بروحيش", "probability": 0.779736328125}, {"start": 699.0, "end": 699.2, "word": " بروح", "probability": 0.9801432291666666}, {"start": 699.2, "end": 699.64, "word": " مالهم", "probability": 0.9095052083333334}, {"start": 699.64, "end": 702.1, "word": " جنج", "probability": 0.5765787760416666}], "temperature": 1.0}, {"id": 28, "seek": 72862, "start": 703.4, "end": 728.62, "text": "يعني لو انا اتيت هنا هذه العناصر اللي موجودة عندها بحسب كل ال distances اللي موجودة عندها بكل الاتجاهات مع كل ا�� clusters 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" هذه", "probability": 0.61767578125}, {"start": 713.32, "end": 714.62, "word": " أقصر", "probability": 0.76483154296875}, {"start": 714.62, "end": 714.8, "word": " يعني", "probability": 0.766357421875}, {"start": 714.8, "end": 715.06, "word": " هدول", "probability": 0.8089192708333334}, {"start": 715.06, "end": 715.4, "word": " أبعد", "probability": 0.8854166666666666}, {"start": 715.4, "end": 715.92, "word": " نقطين", "probability": 0.9013671875}, {"start": 715.92, "end": 716.2, "word": " نعم", "probability": 0.968017578125}, {"start": 716.2, "end": 716.64, "word": " لكن", "probability": 0.796875}, {"start": 716.64, "end": 717.04, "word": " هدى", "probability": 0.4126790364583333}, {"start": 717.04, "end": 717.1, "word": " ال", "probability": 0.95703125}, {"start": 717.1, "end": 717.52, "word": " distance", "probability": 0.95556640625}, {"start": 717.52, "end": 717.74, "word": " اللي", "probability": 0.84130859375}, {"start": 717.74, "end": 718.04, "word": " بين", "probability": 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بدور النوبل", "tokens": [6027, 1863, 45367, 16712, 6027, 2655, 13672, 1829, 31439, 2423, 1349, 2423, 1349, 2423, 1349, 1975, 2407, 2423, 1349, 2423, 1349, 5296, 15042, 1975, 8315, 39894, 4117, 19528, 34105, 39894, 4117, 19528, 18871, 2423, 1349, 25062, 38251, 34105, 47525, 13063, 28239, 2407, 36150], "avg_logprob": -0.2382812544026158, "compression_ratio": 2.043010752688172, "no_speech_prob": 0.0, "words": [{"start": 729.74, "end": 730.16, "word": "النوع", "probability": 0.9772135416666666}, {"start": 730.16, "end": 730.64, "word": " التالت", "probability": 0.9833984375}, {"start": 730.64, "end": 730.8, "word": " اللي", "probability": 0.64208984375}, {"start": 730.8, "end": 730.94, "word": " هو", "probability": 0.990234375}, {"start": 730.94, "end": 731.06, "word": " ال", "probability": 0.8291015625}, {"start": 731.06, "end": 731.32, "word": " word", "probability": 0.90869140625}, {"start": 731.32, "end": 731.94, "word": " ال", "probability": 0.27587890625}, {"start": 731.94, "end": 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يعني انت تخيل ان في عندك cluster كبير جدا و عندك cluster صغير جدا", "tokens": [3555, 22488, 19446, 4724, 32887, 5016, 4724, 5016, 35457, 4724, 5016, 35457, 28242, 2423, 3179, 4724, 5016, 35457, 2423, 21977, 34105, 33688, 46456, 15040, 5172, 4032, 2423, 21977, 13672, 1829, 34105, 20449, 2423, 13630, 16712, 6027, 2655, 2423, 21977, 4032, 5551, 4587, 1211, 23313, 8978, 1975, 46456, 15040, 5172, 2423, 21977, 13672, 1829, 49374, 16095, 4724, 32887, 5016, 47525, 2304, 7435, 16095, 32239, 8592, 6225, 8592, 7649, 7251, 5016, 31845, 19913, 15844, 16712, 8592, 16758, 3224, 19446, 49374, 2423, 732, 819, 23313, 37495, 22653, 16472, 2655, 6055, 9778, 26895, 16472, 8978, 43242, 4117, 13630, 9122, 3555, 13546, 10874, 28259, 4032, 43242, 4117, 13630, 20328, 17082, 13546, 10874, 28259], "avg_logprob": -0.1922305095086404, "compression_ratio": 2.0043103448275863, "no_speech_prob": 0.0, "words": [{"start": 778.22, "end": 778.56, "word": "بعد", "probability": 0.729248046875}, {"start": 778.56, "end": 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بداخله by default بالمناسبة ال word هي ال default linkage cluster المول وعادة لما انا بأتكلم على ال word linkage criteria", "tokens": [3224, 3215, 12610, 2423, 732, 23313, 20328, 3615, 3555, 16472, 16095, 7251, 40448, 7435, 14407, 32239, 8592, 22807, 20449, 2423, 1349, 5296, 33456, 16095, 6156, 3615, 20292, 995, 2423, 21977, 6055, 3555, 34268, 16095, 6225, 6027, 10632, 10874, 28259, 6156, 3224, 2407, 4724, 32887, 5016, 47525, 13063, 15844, 2423, 23313, 9673, 8592, 16758, 3224, 3660, 47525, 47283, 43761, 538, 7576, 20666, 2304, 8315, 35457, 3660, 2423, 1349, 39896, 2423, 7576, 49118, 13630, 9673, 12610, 4032, 3615, 18513, 3660, 5296, 15042, 1975, 8315, 4724, 10721, 2655, 4117, 19528, 15844, 2423, 1349, 49118, 11101], "avg_logprob": -0.24378360022780715, "compression_ratio": 1.669603524229075, "no_speech_prob": 0.0, "words": [{"start": 802.67, "end": 803.07, "word": "هدول", "probability": 0.60589599609375}, {"start": 803.07, "end": 803.19, "word": " ال", "probability": 0.814453125}, 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هدول التلاتة بصيروا مع بعضهم إذا أنا بدي أتكلم على three clusters يعني هاي واحد العشرة معاهم طبعا اتنين", "tokens": [3615, 3555, 9640, 3660, 18871, 13630, 37037, 3215, 12610, 20449, 45030, 11242, 6225, 3555, 9640, 3660, 18871, 13630, 6055, 7649, 1829, 12602, 38251, 2655, 18863, 2304, 23328, 20449, 18863, 1863, 33546, 2288, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 11296, 47525, 4117, 6055, 1211, 9307, 3660, 8032, 3215, 12610, 16712, 1211, 9307, 3660, 4724, 9381, 13546, 14407, 20449, 45030, 11242, 16095, 11933, 15730, 41850, 4724, 16254, 5551, 2655, 4117, 19528, 15844, 1045, 23313, 37495, 22653, 8032, 47302, 36764, 24401, 18863, 8592, 25720, 20449, 995, 16095, 23032, 3555, 3615, 995, 1975, 2655, 1863, 9957], "avg_logprob": -0.22556516559834175, "compression_ratio": 1.7755102040816326, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 1217.51, "end": 1218.01, "word": "عبارة", "probability": 0.819091796875}, {"start": 1218.01, "end": 1218.19, "word": " عن", "probability": 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الرابع هايه هدول عفوا مش أربع هدول خمسة خمسة clusters خمسة clusters", "tokens": [6027, 12984, 6027, 12984, 18863, 8592, 25720, 5296, 5016, 6027, 4032, 34892, 16758, 3615, 8032, 47302, 3224, 8032, 3215, 12610, 6225, 5172, 14407, 37893, 5551, 25513, 3615, 8032, 3215, 12610, 16490, 2304, 3794, 3660, 16490, 2304, 3794, 3660, 23313, 16490, 2304, 3794, 3660, 23313], "avg_logprob": -0.3203125132454766, "compression_ratio": 1.4356435643564356, "no_speech_prob": 0.0, "words": [{"start": 1365.79, "end": 1366.55, "word": "الثالث", "probability": 0.61114501953125}, {"start": 1366.55, "end": 1368.55, "word": " العشرة", "probability": 0.6824544270833334}, {"start": 1368.55, "end": 1369.05, "word": " لحال", "probability": 0.7402750651041666}, {"start": 1369.05, "end": 1371.79, "word": " و", "probability": 0.36865234375}, {"start": 1371.79, "end": 1372.89, "word": " الرابع", "probability": 0.923828125}, {"start": 1372.89, "end": 1373.69, "word": " هايه", "probability": 0.3976236979166667}, {"start": 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الرغم أنه من ال cluster الأخير هذا اللي فيه الـ 7 و 6 و 9 أدول ال element في نفس ال cluster إلا غير أنه من خلال الـ dendrogram بقدر أفهم أنه الـ 6 و 9 instances أقرب لبعض من السبعة كذلك الصفر و ال 11 في ال cluster التالت و ال 2 و 8 في ال cluster التاني", "tokens": [9566, 3555, 3615, 995, 14111, 8978, 6156, 995, 25708, 3660, 6055, 7649, 10632, 9154, 2423, 39184, 274, 521, 340, 1342, 41850, 4724, 4587, 7578, 5551, 28543, 2288, 5551, 5172, 16095, 14739, 3224, 15844, 34892, 17082, 2304, 14739, 3224, 9154, 2423, 13630, 16247, 9778, 13546, 23758, 13672, 1829, 8978, 3224, 2423, 39184, 1614, 4032, 1386, 4032, 1722, 5551, 3215, 12610, 2423, 4478, 8978, 8717, 36178, 2423, 13630, 11933, 15040, 32771, 13546, 14739, 3224, 9154, 16490, 1211, 6027, 2423, 39184, 274, 521, 340, 1342, 4724, 28543, 2288, 5551, 5172, 16095, 14739, 3224, 2423, 39184, 1386, 4032, 1722, 14519, 5551, 4587, 25513, 5296, 3555, 3615, 11242, 9154, 21136, 3555, 27884, 9122, 8848, 23275, 31767, 5172, 2288, 4032, 2423, 2975, 8978, 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