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ال frequent pattern growth approach اللي انا بدي اشتغل بدون ما ادور على ال candidates بشتغل على مبدأ ال depth first search انه دائما انزل أعمق نقطة في ال tree تمام؟", "tokens": [37746, 22488, 29910, 23275, 8717, 29399, 4587, 1211, 5296, 39184, 20466, 327, 473, 383, 17, 9154, 2423, 39184, 732, 4959, 4032, 20466, 327, 473, 383, 18, 4032, 8032, 4117, 15730, 37037, 15730, 23032, 3555, 3615, 995, 13672, 1829, 6156, 3615, 20292, 995, 13672, 1829, 4724, 1829, 47283, 3215, 9154, 1829, 49610, 3224, 23032, 2407, 26895, 10874, 28259, 49374, 15042, 2423, 4386, 2423, 4386, 2423, 479, 4599, 34051, 2423, 18004, 5102, 4599, 3109, 13672, 1829, 1975, 8315, 4724, 16254, 1975, 8592, 2655, 17082, 1211, 47525, 11536, 19446, 1975, 3215, 13063, 15844, 2423, 11255, 4724, 8592, 2655, 17082, 1211, 15844, 3714, 44510, 10721, 2423, 7161, 700, 3164, 16472, 3224, 11778, 16373, 15042, 16472, 11622, 1211, 5551, 25957, 4587, 8717, 47432, 3660, 8978, 2423, 4230, 46811, 10943, 22807], "avg_logprob": -0.33333332883933237, 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{"start": 185.54, "end": 186.28, "word": " pattern", "probability": 0.9296875}, {"start": 186.28, "end": 186.98, "word": " growth", "probability": 0.87939453125}, {"start": 186.98, "end": 187.88, "word": " approach", "probability": 0.970703125}, {"start": 187.88, "end": 188.34, "word": " اللي", "probability": 0.91845703125}, {"start": 188.34, "end": 188.52, "word": " انا", "probability": 0.6602783203125}, {"start": 188.52, "end": 188.74, "word": " بدي", "probability": 0.634521484375}, {"start": 188.74, "end": 189.1, "word": " اشتغل", "probability": 0.9310546875}, {"start": 189.1, "end": 189.48, "word": " بدون", "probability": 0.9951171875}, {"start": 189.48, "end": 189.58, "word": " ما", "probability": 0.5244140625}, {"start": 189.58, "end": 189.92, "word": " ادور", "probability": 0.89794921875}, {"start": 189.92, "end": 190.1, "word": " على", "probability": 0.79248046875}, {"start": 190.1, "end": 190.22, "word": " ال", "probability": 0.8427734375}, {"start": 190.22, "end": 190.7, "word": " candidates", "probability": 0.89306640625}, {"start": 190.7, "end": 191.26, "word": " بشتغل", "probability": 0.93056640625}, {"start": 191.26, "end": 191.5, "word": " على", "probability": 0.95068359375}, {"start": 191.5, "end": 191.88, "word": " مبدأ", "probability": 0.9646809895833334}, {"start": 191.88, "end": 192.16, "word": " ال", "probability": 0.744140625}, {"start": 192.16, "end": 192.5, "word": " depth", "probability": 0.1678466796875}, {"start": 192.5, "end": 193.64, "word": " first", "probability": 0.67529296875}, {"start": 193.64, "end": 194.78, "word": " search", "probability": 0.9697265625}, {"start": 194.78, "end": 195.26, "word": " انه", "probability": 0.747802734375}, {"start": 195.26, "end": 195.6, "word": " دائما", "probability": 0.9114583333333334}, {"start": 195.6, "end": 196.78, "word": " انزل", "probability": 0.9231770833333334}, {"start": 196.78, "end": 197.44, "word": " أعمق", "probability": 0.71533203125}, {"start": 197.44, "end": 197.84, "word": " نقطة", "probability": 0.9894205729166666}, {"start": 197.84, "end": 197.94, "word": " في", "probability": 0.947265625}, {"start": 197.94, "end": 198.0, "word": " ال", "probability": 0.75390625}, {"start": 198.0, "end": 198.28, "word": " tree", "probability": 0.41796875}, {"start": 198.28, "end": 199.64, "word": " تمام؟", "probability": 0.91015625}], "temperature": 1.0}, {"id": 9, "seek": 22064, "start": 201.2, "end": 220.64, "text": "وبعدها تشوف النقطة الأعمق ومساوية لها و هكذا لما حد تخلص لقريتك وبالتالي هان احنا بيصير في عندي اكسب list of avoidance لموضوع ال candidate generation يعني بيصير في عندي بشكل تلقائي انه التجنب او", "tokens": [37746, 22488, 11296, 6055, 8592, 38688, 28239, 47432, 3660, 16247, 3615, 2304, 4587, 4032, 2304, 3794, 995, 2407, 10632, 5296, 11296, 4032, 8032, 4117, 15730, 5296, 15042, 11331, 3215, 6055, 9778, 1211, 9381, 5296, 4587, 16572, 2655, 4117, 46599, 6027, 2655, 6027, 1829, 8032, 7649, 1975, 5016, 8315, 4724, 1829, 9381, 13546, 8978, 18871, 16254, 1975, 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"probability": 0.7310384114583334}, {"start": 207.42, "end": 207.66, "word": " لما", "probability": 0.683837890625}, {"start": 207.66, "end": 207.92, "word": " حد", "probability": 0.604248046875}, {"start": 207.92, "end": 208.34, "word": " تخلص", "probability": 0.82684326171875}, {"start": 208.34, "end": 208.88, "word": " لقريتك", "probability": 0.5593505859375}, {"start": 208.88, "end": 209.64, "word": " وبالتالي", "probability": 0.87451171875}, {"start": 209.64, "end": 209.82, "word": " هان", "probability": 0.34600830078125}, {"start": 209.82, "end": 210.02, "word": " احنا", "probability": 0.85693359375}, {"start": 210.02, "end": 210.54, "word": " بيصير", "probability": 0.849609375}, {"start": 210.54, "end": 210.66, "word": " في", "probability": 0.88134765625}, {"start": 210.66, "end": 210.96, "word": " عندي", "probability": 0.7266845703125}, {"start": 210.96, "end": 212.3, "word": " اكسب", "probability": 0.5668131510416666}, {"start": 212.3, "end": 212.54, "word": " list", "probability": 0.209716796875}, {"start": 212.54, "end": 212.86, "word": " of", "probability": 0.56494140625}, {"start": 212.86, "end": 214.7, "word": " avoidance", "probability": 0.4788818359375}, {"start": 214.7, "end": 215.66, "word": " لموضوع", "probability": 0.88525390625}, {"start": 215.66, "end": 215.78, "word": " ال", "probability": 0.85205078125}, {"start": 215.78, "end": 216.1, "word": " candidate", "probability": 0.775390625}, {"start": 216.1, "end": 216.6, "word": " generation", "probability": 0.85595703125}, {"start": 216.6, "end": 216.78, "word": " يعني", "probability": 0.709228515625}, {"start": 216.78, "end": 217.06, "word": " بيصير", "probability": 0.9456787109375}, {"start": 217.06, "end": 217.16, "word": " في", "probability": 0.869140625}, {"start": 217.16, "end": 217.9, "word": " عندي", "probability": 0.959716796875}, {"start": 217.9, "end": 218.66, "word": " بشكل", "probability": 0.7377522786458334}, {"start": 218.66, "end": 219.44, "word": " تلقائي", "probability": 0.97919921875}, {"start": 219.44, "end": 219.66, "word": " انه", "probability": 0.644287109375}, {"start": 219.66, "end": 220.18, "word": " التجنب", "probability": 0.9652099609375}, {"start": 220.18, "end": 220.64, "word": " او", "probability": 0.7486572265625}], "temperature": 1.0}, {"id": 10, "seek": 24293, "start": 230.81, "end": 242.93, "text": "الاساسي المصطلح أو الفلسفة الأساسية اللى بنى عليها ال candidate او ال FB Growth ان الـ long patterns ممكن تبنى من short patterns", "tokens": [6027, 32277, 32277, 1829, 9673, 9381, 9566, 1211, 5016, 34051, 27188, 1211, 3794, 5172, 3660, 16247, 3794, 32277, 10632, 13672, 7578, 44945, 7578, 25894, 11296, 2423, 11532, 1975, 2407, 2423, 479, 33, 48345, 16472, 2423, 39184, 938, 8294, 3714, 43020, 6055, 3555, 1863, 7578, 9154, 2099, 8294], "avg_logprob": -0.36555990514655906, "compression_ratio": 1.3714285714285714, "no_speech_prob": 0.0, "words": [{"start": 230.81, "end": 231.81, "word": "الاساسي", "probability": 0.5728759765625}, {"start": 231.81, "end": 232.67, "word": " المصطلح", "probability": 0.90537109375}, {"start": 232.67, "end": 232.83, "word": " أو", "probability": 0.42578125}, {"start": 232.83, "end": 233.67, "word": " الفلسفة", "probability": 0.89404296875}, {"start": 233.67, "end": 234.19, "word": " الأساسية", "probability": 0.9071044921875}, {"start": 234.19, "end": 234.31, "word": " اللى", "probability": 0.69970703125}, {"start": 234.31, "end": 234.63, "word": " بنى", "probability": 0.70947265625}, {"start": 234.63, "end": 235.11, "word": " عليها", "probability": 0.97265625}, {"start": 235.11, "end": 235.43, "word": " ال", "probability": 0.7060546875}, {"start": 235.43, "end": 235.95, "word": " candidate", "probability": 0.483154296875}, {"start": 235.95, "end": 236.21, "word": " او", "probability": 0.6639404296875}, {"start": 236.21, "end": 236.33, "word": " ال", "probability": 0.8828125}, {"start": 236.33, "end": 236.61, "word": " FB", "probability": 0.58642578125}, {"start": 236.61, "end": 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اللي هدول المجموعة ال short ممكن يكونوا لواحد اكبر منهم long peters على سبيل المثال لو كان في عندي ال ABC is a frequent peter في ال data set اللي عندي معناه انت ممكن تروح تجيب كل ال peters او ال transaction اللي بتحتوي على", "tokens": [6027, 20292, 25961, 2655, 2423, 39184, 18004, 4754, 787, 4032, 3615, 8592, 7649, 28242, 28242, 10943, 23758, 37495, 22653, 4724, 28820, 4724, 3794, 41193, 3660, 4724, 39648, 4117, 1975, 8315, 45164, 25961, 8978, 18871, 16254, 3714, 7435, 2304, 2407, 27884, 9154, 2423, 2099, 2423, 18004, 3817, 433, 13672, 1829, 8032, 3215, 12610, 9673, 7435, 2304, 2407, 27884, 2423, 2099, 3714, 43020, 7251, 30544, 14407, 5296, 14407, 24401, 1975, 4117, 26890, 9154, 16095, 938, 3817, 433, 15844, 8608, 21292, 1211, 9673, 12984, 6027, 45164, 25961, 8978, 18871, 16254, 2423, 22342, 307, 257, 18004, 3817, 260, 8978, 2423, 1412, 992, 13672, 1829, 18871, 16254, 20449, 8315, 3224, 16472, 2655, 3714, 43020, 6055, 32887, 5016, 6055, 7435, 1829, 3555, 28242, 2423, 3817, 433, 1975, 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مرة للـ Tree و اعمل Construction للـ FB Tree اللي موجود اللي هنشوفها Mining the B-Tree By Creating Conditional أو Sub Patterns اللي موجودة تعالى نشوف ايش ممكن احنا نساوي", "tokens": [6027, 39184, 6142, 28842, 34367, 3695, 44945, 16606, 15844, 2423, 39184, 18073, 39894, 2288, 31371, 3555, 6055, 1863, 31377, 20292, 3885, 66, 2029, 18073, 5247, 278, 14595, 257, 18649, 813, 7190, 4247, 338, 75, 1975, 25957, 1211, 41177, 9122, 2304, 7649, 3714, 25720, 24976, 39184, 22291, 4032, 1975, 25957, 1211, 40017, 24976, 39184, 479, 33, 22291, 13672, 1829, 3714, 29245, 23328, 13672, 1829, 8032, 1863, 8592, 38688, 11296, 2829, 278, 264, 363, 12, 51, 701, 3146, 40002, 21793, 2628, 34051, 8511, 34367, 3695, 13672, 1829, 3714, 29245, 23328, 3660, 37279, 6027, 7578, 8717, 8592, 38688, 1975, 1829, 8592, 3714, 43020, 1975, 5016, 8315, 8717, 3794, 995, 45865], "avg_logprob": -0.3972800914888029, "compression_ratio": 1.5227272727272727, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 469.28, 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set اللي بتحتوي فيها خمس عناصر I1, I2, I3, I4, I5 وفي عندي تسعة عفوان مش .. 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" ال", "probability": 0.95361328125}, {"start": 1213.2, "end": 1213.38, "word": " tree", "probability": 0.900390625}, {"start": 1213.38, "end": 1213.58, "word": " اللي", "probability": 0.991943359375}, {"start": 1213.58, "end": 1213.98, "word": " عندها", "probability": 0.931396484375}], "temperature": 1.0}, {"id": 47, "seek": 123311, "start": 1216.1, "end": 1233.12, "text": "عشان تقدر تنقب أو تطلع او تعمل extraction military وتبني او تعتمد على ال conditional pattern اللي موجود عندك هنا ابدا مع ال frequent pattern اللي من واحد as initial suffix suffix يعني من البداية بدك تشتغل", "tokens": [3615, 8592, 7649, 6055, 28543, 2288, 6055, 1863, 4587, 3555, 34051, 6055, 9566, 1211, 3615, 1975, 2407, 6055, 25957, 1211, 30197, 4632, 34683, 3555, 22653, 1975, 2407, 6055, 34268, 2304, 3215, 15844, 2423, 27708, 5102, 13672, 1829, 3714, 29245, 23328, 43242, 4117, 34105, 48127, 28259, 20449, 2423, 18004, 5102, 13672, 1829, 9154, 36764, 24401, 382, 5883, 3889, 970, 3889, 970, 37495, 22653, 9154, 29739, 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0.9296875}, {"start": 1813.49, "end": 1813.77, "word": " pattern", "probability": 0.80810546875}, {"start": 1813.77, "end": 1814.03, "word": " اللي", "probability": 0.86083984375}, {"start": 1814.03, "end": 1814.39, "word": " موجود", "probability": 0.96337890625}, {"start": 1814.39, "end": 1814.67, "word": " عندي", "probability": 0.757080078125}, {"start": 1814.67, "end": 1815.27, "word": " وهكذا", "probability": 0.8349609375}, {"start": 1815.27, "end": 1815.71, "word": " بتظهر", "probability": 0.7288818359375}, {"start": 1815.71, "end": 1815.99, "word": " عندى", "probability": 0.48291015625}, {"start": 1815.99, "end": 1816.55, "word": " بجهة", "probability": 0.59619140625}, {"start": 1816.55, "end": 1816.99, "word": " ال", "probability": 0.294677734375}, {"start": 1816.99, "end": 1817.19, "word": " letter", "probability": 0.6435546875}], "temperature": 1.0}, {"id": 69, "seek": 183924, "start": 1818.72, "end": 1839.24, "text": "بالتالي هذه الـ pre كل ال patterns هذه مجموعة الـ generated frequent patterns اللي انا اشتغلت عليهم اعمل ما بين ال patterns هدول عبارة عن ال association rules اللي موجودة عندها ال FP growth method transform the problem of finding long frequent patterns", "tokens": [3555, 6027, 2655, 6027, 1829, 29538, 2423, 39184, 659, 28242, 2423, 8294, 29538, 3714, 7435, 2304, 2407, 27884, 2423, 39184, 10833, 18004, 8294, 13672, 1829, 1975, 8315, 1975, 8592, 2655, 17082, 1211, 2655, 25894, 16095, 1975, 25957, 1211, 19446, 49374, 2423, 8294, 8032, 3215, 12610, 6225, 3555, 9640, 3660, 18871, 2423, 14598, 4474, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 11296, 2423, 36655, 4599, 3170, 4088, 264, 1154, 295, 5006, 938, 18004, 8294], "avg_logprob": -0.30299830154792684, "compression_ratio": 1.6113744075829384, "no_speech_prob": 0.0, "words": [{"start": 1818.72, "end": 1819.2, "word": "بالتالي", "probability": 0.859912109375}, {"start": 1819.2, "end": 1819.38, "word": " هذه", "probability": 0.263427734375}, {"start": 1819.38, "end": 1819.52, "word": " 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association", "probability": 0.83056640625}, {"start": 1830.56, "end": 1831.06, "word": " rules", "probability": 0.83837890625}, {"start": 1831.06, "end": 1831.44, "word": " اللي", "probability": 0.94384765625}, {"start": 1831.44, "end": 1832.1, "word": " موجودة", "probability": 0.9754638671875}, {"start": 1832.1, "end": 1832.64, "word": " عندها", "probability": 0.752197265625}, {"start": 1832.64, "end": 1833.48, "word": " ال", "probability": 0.75830078125}, {"start": 1833.48, "end": 1833.9, "word": " FP", "probability": 0.4853515625}, {"start": 1833.9, "end": 1834.3, "word": " growth", "probability": 0.64697265625}, {"start": 1834.3, "end": 1835.38, "word": " method", "probability": 0.94384765625}, {"start": 1835.38, "end": 1836.2, "word": " transform", "probability": 0.51806640625}, {"start": 1836.2, "end": 1836.5, "word": " the", "probability": 0.6298828125}, {"start": 1836.5, "end": 1836.88, "word": " problem", "probability": 0.9189453125}, {"start": 1836.88, "end": 1837.14, "word": " of", "probability": 0.9677734375}, {"start": 1837.14, "end": 1837.64, "word": " finding", "probability": 0.87939453125}, {"start": 1837.64, "end": 1838.04, "word": " long", "probability": 0.74365234375}, {"start": 1838.04, "end": 1838.62, "word": " frequent", "probability": 0.8994140625}, {"start": 1838.62, "end": 1839.24, "word": " patterns", "probability": 0.78125}], "temperature": 1.0}, {"id": 70, "seek": 185761, "start": 1840.03, "end": 1857.61, "text": "بحولت ليها من البحث عن long frequent patterns searching for shorter ones recursively and concatenating the suffix و دائما أجمع ليه ال suffix اللي بتكون موجودة it uses the least frequent items as suffix", "tokens": [49628, 12610, 2655, 32239, 11296, 9154, 29739, 5016, 12984, 18871, 938, 18004, 8294, 10808, 337, 11639, 2306, 20560, 3413, 293, 1588, 7186, 990, 264, 3889, 970, 4032, 11778, 16373, 15042, 5551, 7435, 2304, 3615, 32239, 3224, 2423, 3889, 970, 13672, 1829, 39894, 30544, 3714, 29245, 23328, 3660, 309, 4960, 264, 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