diff --git "a/PL9fwy3NUQKwYNuAEg27anya7EYamnohGd/XT1mhqzo-E4_raw.json" "b/PL9fwy3NUQKwYNuAEg27anya7EYamnohGd/XT1mhqzo-E4_raw.json"
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select ال key nearest instances بنقل على ال value اللي حطيها في واحد وفي الآخر بعمل تصويت ما بينهم وبحسب ال majority بحسب ال majority ال example اللي موجود عندي هان انت بقى تشتغله", "tokens": [3555, 9381, 13546, 12174, 18513, 2288, 1975, 8315, 1975, 8592, 38688, 4032, 9957, 4724, 8592, 38688, 16095, 28242, 16095, 4032, 23557, 45030, 11242, 6225, 8592, 7649, 1975, 2655, 3794, 3224, 1211, 25894, 6225, 42213, 10632, 2423, 10419, 39182, 39896, 4117, 3048, 2423, 2141, 23831, 14519, 4724, 1863, 4587, 1211, 15844, 2423, 2158, 13672, 1829, 11331, 9566, 1829, 11296, 8978, 36764, 24401, 4032, 41185, 6024, 95, 34740, 4724, 25957, 1211, 6055, 9381, 2407, 36081, 19446, 49374, 16095, 4032, 49628, 35457, 2423, 6286, 4724, 5016, 35457, 2423, 6286, 2423, 1365, 13672, 1829, 3714, 29245, 23328, 18871, 16254, 8032, 7649, 16472, 2655, 4724, 4587, 7578, 6055, 8592, 2655, 17082, 43761], "avg_logprob": -0.2026909758095388, "compression_ratio": 1.6720647773279351, "no_speech_prob": 1.1920928955078125e-07, 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3028.94, "word": " X22", "probability": 0.847900390625}, {"start": 3028.94, "end": 3028.94, "word": " و", "probability": 0.95556640625}, {"start": 3028.94, "end": 3028.94, "word": " X22", "probability": 0.84033203125}, {"start": 3028.94, "end": 3028.94, "word": " و", "probability": 0.95654296875}, {"start": 3028.94, "end": 3028.94, "word": " X22", "probability": 0.83837890625}, {"start": 3028.94, "end": 3028.94, "word": " و", "probability": 0.955078125}, {"start": 3028.94, "end": 3029.48, "word": " X22", "probability": 0.837890625}, {"start": 3029.48, "end": 3029.48, "word": " و", "probability": 0.95751953125}, {"start": 3029.48, "end": 3029.48, "word": " X22", "probability": 0.828125}, {"start": 3029.48, "end": 3029.48, "word": " و", "probability": 0.96240234375}, {"start": 3029.48, "end": 3030.2, "word": " X22", "probability": 0.8251953125}], "temperature": 1.0}, {"id": 110, "seek": 305853, "start": 3030.41, "end": 3058.53, "text": "لما يكون في عندي nominal attribute او Boolean attribute ال distance هتزيد بصفر او بواحد بناء على ايش هل ال value هذي equal او not equal true يعني ال instance اللي انا بدي اقرأها الان كانت هنا عندي تلاتة و سبعة و false و D", "tokens": [1211, 15042, 7251, 30544, 8978, 6225, 1863, 16254, 41641, 19667, 1975, 2407, 23351, 28499, 19667, 2423, 4560, 8032, 2655, 11622, 25708, 4724, 9381, 5172, 2288, 1975, 2407, 4724, 14407, 24401, 44945, 16606, 15844, 1975, 1829, 8592, 8032, 1211, 2423, 2158, 8032, 8848, 1829, 2681, 1975, 2407, 406, 2681, 2074, 37495, 22653, 2423, 5197, 13672, 1829, 1975, 8315, 4724, 16254, 1975, 4587, 2288, 10721, 11296, 2423, 7649, 25961, 2655, 34105, 18871, 16254, 6055, 1211, 9307, 3660, 4032, 8608, 3555, 27884, 4032, 7908, 4032, 413], "avg_logprob": -0.29241070293244864, "compression_ratio": 1.5555555555555556, "no_speech_prob": 0.0, "words": [{"start": 3030.41, "end": 3030.73, "word": "لما", "probability": 0.76171875}, {"start": 3030.73, "end": 3030.93, "word": " يكون", "probability": 0.9033203125}, {"start": 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{"start": 3038.03, "end": 3038.67, "word": " بواحد", "probability": 0.96875}, {"start": 3038.67, "end": 3039.71, "word": " بناء", "probability": 0.8623046875}, {"start": 3039.71, "end": 3039.87, "word": " على", "probability": 0.481201171875}, {"start": 3039.87, "end": 3040.31, "word": " ايش", "probability": 0.81298828125}, {"start": 3040.31, "end": 3040.79, "word": " هل", "probability": 0.68603515625}, {"start": 3040.79, "end": 3040.91, "word": " ال", "probability": 0.9501953125}, {"start": 3040.91, "end": 3041.17, "word": " value", "probability": 0.98193359375}, {"start": 3041.17, "end": 3041.45, "word": " هذي", "probability": 0.5498046875}, {"start": 3041.45, "end": 3041.91, "word": " equal", "probability": 0.91845703125}, {"start": 3041.91, "end": 3043.01, "word": " او", "probability": 0.7347412109375}, {"start": 3043.01, "end": 3043.23, "word": " not", "probability": 0.90625}, {"start": 3043.23, "end": 3043.71, "word": " equal", "probability": 0.90283203125}, {"start": 3043.71, "end": 3046.25, "word": " true", "probability": 0.64453125}, {"start": 3046.25, "end": 3046.95, "word": " يعني", "probability": 0.90185546875}, {"start": 3046.95, "end": 3047.09, "word": " ال", "probability": 0.62451171875}, {"start": 3047.09, "end": 3047.61, "word": " instance", "probability": 0.79248046875}, {"start": 3047.61, "end": 3047.83, "word": " اللي", "probability": 0.90576171875}, {"start": 3047.83, "end": 3047.97, "word": " انا", "probability": 0.757080078125}, {"start": 3047.97, "end": 3048.19, "word": " بدي", "probability": 0.629150390625}, {"start": 3048.19, "end": 3048.63, "word": " اقرأها", "probability": 0.8841796875}, {"start": 3048.63, "end": 3049.03, "word": " الان", "probability": 0.57794189453125}, {"start": 3049.03, "end": 3049.69, "word": " كانت", "probability": 0.97412109375}, {"start": 3049.69, "end": 3049.83, "word": " هنا", "probability": 0.49072265625}, {"start": 3049.83, "end": 3050.23, "word": " عندي", "probability": 0.800537109375}, {"start": 3050.23, "end": 3051.77, "word": " تلاتة", "probability": 0.875244140625}, {"start": 3051.77, "end": 3053.59, "word": " و", "probability": 0.8798828125}, {"start": 3053.59, "end": 3054.11, "word": " سبعة", "probability": 0.8792317708333334}, {"start": 3054.11, "end": 3055.45, "word": " و", "probability": 0.484130859375}, {"start": 3055.45, "end": 3055.91, "word": " false", "probability": 0.6904296875}, {"start": 3055.91, "end": 3058.31, "word": " و", "probability": 0.92578125}, {"start": 3058.31, "end": 3058.53, "word": " D", "probability": 0.61962890625}], "temperature": 1.0}, {"id": 111, "seek": 308995, "start": 3061.61, "end": 3089.95, "text": "الان المسافة اللي بحسبها هي ل ال instance الأولى الان سبعة ناقص سبعة تربيع زائد سبعة ناقص تلاتة تربيع زائد واحد في حالة التساوي صفر في حالة الاختلاف", "tokens": [6027, 7649, 9673, 3794, 31845, 3660, 13672, 1829, 4724, 5016, 35457, 11296, 39896, 5296, 2423, 5197, 16247, 12610, 7578, 2423, 7649, 8608, 3555, 27884, 8717, 995, 4587, 9381, 8608, 3555, 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3080.61, "end": 3081.31, "word": " تربيع", "probability": 0.967041015625}, {"start": 3081.31, "end": 3082.89, "word": " زائد", "probability": 0.9754231770833334}, {"start": 3082.89, "end": 3086.53, "word": " واحد", "probability": 0.968017578125}, {"start": 3086.53, "end": 3086.69, "word": " في", "probability": 0.955078125}, {"start": 3086.69, "end": 3087.01, "word": " حالة", "probability": 0.9910481770833334}, {"start": 3087.01, "end": 3087.73, "word": " التساوي", "probability": 0.97900390625}, {"start": 3087.73, "end": 3088.77, "word": " صفر", "probability": 0.939453125}, {"start": 3088.77, "end": 3088.95, "word": " في", "probability": 0.984375}, {"start": 3088.95, "end": 3089.25, "word": " حالة", "probability": 0.99169921875}, {"start": 3089.25, "end": 3089.95, "word": " الاختلاف", "probability": 0.860986328125}], "temperature": 1.0}, {"id": 112, "seek": 311821, "start": 3091.73, "end": 3118.21, "text": "صفر زائد صفر في الحالة التانية مع ال instance التانية أربعة ناقص سبعة تربيع زائد سبعة ناقص تلاتة تربيع زائد false و false واحد دي و دي واحد", "tokens": [9381, 5172, 2288, 30767, 16373, 3215, 20328, 5172, 2288, 8978, 21542, 6027, 3660, 16712, 7649, 10632, 20449, 2423, 5197, 16712, 7649, 10632, 5551, 25513, 27884, 8717, 995, 4587, 9381, 8608, 3555, 27884, 6055, 2288, 21292, 3615, 30767, 16373, 3215, 8608, 3555, 27884, 8717, 995, 4587, 9381, 6055, 1211, 9307, 3660, 6055, 2288, 21292, 3615, 30767, 16373, 3215, 7908, 4032, 7908, 36764, 24401, 11778, 1829, 4032, 11778, 1829, 36764, 24401], "avg_logprob": -0.12198660927159445, "compression_ratio": 1.7651515151515151, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 3091.73, "end": 3092.33, "word": "صفر", "probability": 0.6906331380208334}, {"start": 3092.33, "end": 3094.09, "word": " زائد", "probability": 0.719482421875}, {"start": 3094.09, "end": 3094.59, "word": " صفر", "probability": 0.97998046875}, {"start": 3094.59, "end": 3096.19, "word": " في", "probability": 0.80615234375}, {"start": 3096.19, "end": 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{"start": 3105.69, "end": 3106.33, "word": " ناقص", "probability": 0.989501953125}, {"start": 3106.33, "end": 3107.61, "word": " تلاتة", "probability": 0.9541015625}, {"start": 3107.61, "end": 3108.19, "word": " تربيع", "probability": 0.962890625}, {"start": 3108.19, "end": 3108.89, "word": " زائد", "probability": 0.9777018229166666}, {"start": 3108.89, "end": 3111.85, "word": " false", "probability": 0.74072265625}, {"start": 3111.85, "end": 3112.05, "word": " و", "probability": 0.9482421875}, {"start": 3112.05, "end": 3112.49, "word": " false", "probability": 0.81396484375}, {"start": 3112.49, "end": 3113.79, "word": " واحد", "probability": 0.93359375}, {"start": 3113.79, "end": 3116.13, "word": " دي", "probability": 0.787841796875}, {"start": 3116.13, "end": 3116.31, "word": " و", "probability": 0.97314453125}, {"start": 3116.31, "end": 3116.79, "word": " دي", "probability": 0.880615234375}, {"start": 3116.79, "end": 3118.21, "word": " واحد", "probability": 0.98828125}], "temperature": 1.0}, {"id": 113, "seek": 314227, "start": 3119.55, "end": 3142.27, "text": "وبالتالي صار موضوع الـ String اللي هندي أو لو كانت الـ Nominal Data أو Boolean Data مافيش داعي أرجع لل preprocessing مافيش ��اعي أرجع لل preprocessing بالعكس أنا ممكن أكمل بكل بساطة بتصير الآن similar or dissimilar لأنه فعلاً هل هي نفس القيمة ولا قيمة مختلفة؟", "tokens": [37746, 6027, 2655, 6027, 1829, 20328, 9640, 3714, 2407, 11242, 45367, 2423, 39184, 745, 2937, 13672, 1829, 8032, 1863, 16254, 34051, 45164, 25961, 2655, 2423, 39184, 31272, 2071, 11888, 34051, 3286, 4812, 282, 11888, 19446, 41185, 8592, 11778, 45761, 1829, 5551, 47341, 3615, 24976, 2666, 340, 780, 278, 19446, 41185, 8592, 11778, 45761, 1829, 5551, 47341, 3615, 24976, 2666, 340, 780, 278, 20666, 3615, 4117, 3794, 41850, 3714, 43020, 5551, 24793, 1211, 4724, 28820, 4724, 3794, 41193, 3660, 39894, 9381, 13546, 6024, 48506, 2531, 420, 7802, 332, 2202, 5296, 33456, 3224, 6156, 3615, 15040, 14111, 8032, 1211, 39896, 8717, 36178, 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"probability": 0.858154296875}, {"start": 4032.29, "end": 4032.41, "word": " أنا", "probability": 0.671875}, {"start": 4032.41, "end": 4032.67, "word": " بديت", "probability": 0.702880859375}, {"start": 4032.67, "end": 4033.49, "word": " فيه،", "probability": 0.80810546875}, {"start": 4033.49, "end": 4034.01, "word": " الآن", "probability": 0.80126953125}, {"start": 4034.01, "end": 4034.49, "word": " هل", "probability": 0.758544921875}, {"start": 4034.49, "end": 4034.65, "word": " هو", "probability": 0.99560546875}, {"start": 4034.65, "end": 4034.97, "word": " أفضل", "probability": 0.966796875}, {"start": 4034.97, "end": 4035.51, "word": " algorithm؟", "probability": 0.762939453125}, {"start": 4035.51, "end": 4035.75, "word": " لأ", "probability": 0.74072265625}], "temperature": 1.0}, {"id": 146, "seek": 406533, "start": 4036.57, "end": 4065.33, "text": "الان بس أنا بالنسبة لي تجربة شخصية في الدكتوراه كان ال algorithm هذا هو قوق النجاة تبعي قارنته بال support vector machine وقارنته بال neural network كان أداءه أقل منهم على الرغم من هي كان اختيار ان هذا ال algorithm هو الأكثر مناسبة انا بأشتغل في dynamic environment بعمل computation على الجوال وبالتالي يستحيل موضوع ال learning ان ابني model كل ما تتغير ال environment", "tokens": [6027, 7649, 4724, 3794, 41850, 20666, 1863, 35457, 3660, 32239, 6055, 7435, 25513, 3660, 13412, 9778, 9381, 10632, 8978, 32748, 4117, 2655, 13063, 40294, 25961, 2423, 9284, 23758, 31439, 12174, 30543, 28239, 7435, 995, 3660, 6055, 3555, 3615, 1829, 12174, 9640, 29399, 3224, 20666, 1406, 8062, 3479, 4032, 4587, 9640, 29399, 3224, 20666, 18161, 3209, 25961, 5551, 3215, 16606, 3224, 5551, 4587, 1211, 9154, 16095, 15844, 34892, 17082, 2304, 9154, 39896, 25961, 1975, 9778, 31371, 9640, 16472, 23758, 2423, 9284, 31439, 16247, 4117, 49115, 3714, 8315, 35457, 3660, 1975, 8315, 4724, 10721, 8592, 2655, 17082, 1211, 8978, 8546, 2823, 4724, 25957, 1211, 24903, 15844, 25724, 2407, 6027, 46599, 6027, 2655, 6027, 1829, 7251, 14851, 5016, 26895, 3714, 2407, 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مش بحاجة في كل ما تتغير عوامل البيئة أروح أبني model جديد فكان هو فعليا أوق النجاح زي ما قلتلك بالنسبة لي من تجربة فهذا لا يعني أنه سيء", "tokens": [20498, 4587, 9640, 49401, 2423, 39184, 5725, 374, 2551, 5296, 39184, 1734, 1807, 12640, 11778, 2655, 22653, 11331, 2407, 6027, 1829, 23399, 4, 2423, 39184, 1406, 8062, 3479, 32748, 22653, 995, 3714, 4587, 9640, 49401, 5296, 11296, 37037, 15730, 32748, 2288, 5016, 32748, 22653, 995, 30849, 4, 6156, 3555, 6027, 11242, 3555, 9566, 6156, 9381, 43500, 23758, 37893, 6156, 9640, 4587, 8978, 3714, 4587, 16758, 1211, 14739, 3224, 23758, 4724, 1829, 8592, 2655, 17082, 1211, 20449, 2423, 39184, 8546, 2823, 5296, 33456, 3224, 41850, 37893, 4724, 5016, 26108, 3660, 8978, 28242, 19446, 6055, 2655, 17082, 13546, 6225, 2407, 10943, 1211, 2423, 21292, 19986, 3660, 5551, 32887, 5016, 5551, 3555, 22653, 2316, 10874, 16254, 3215, 6156, 41361, 31439, 6156, 3615, 20292, 995, 34051, 4587, 28239, 7435, 39319, 30767, 1829, 19446, 12174, 1211, 2655, 23275, 20666, 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