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هذه فقط بختارها فبعتني التعريف تبعها كل بعمل بضغط على السهم فبيكتب داخل ال numerical expression dollar sign case number لو أنا حافظ الأمر طبعا بكتبه مش حافظه أنا يعني بستعين بال functions أو الدوالة الموجودة", "tokens": [5172, 3555, 46456, 9640, 29538, 6156, 47432, 4724, 46456, 9640, 11296, 6156, 3555, 34268, 22653, 16712, 3615, 16572, 5172, 6055, 3555, 3615, 11296, 28242, 4724, 25957, 1211, 4724, 11242, 17082, 9566, 15844, 21136, 16095, 6156, 21292, 4117, 2655, 3555, 11778, 47283, 1211, 2423, 29054, 6114, 7241, 1465, 1389, 1230, 45164, 41850, 11331, 31845, 19913, 16247, 29973, 23032, 3555, 3615, 995, 4724, 4117, 2655, 3555, 3224, 37893, 11331, 31845, 19913, 3224, 41850, 37495, 22653, 4724, 14851, 3615, 9957, 20666, 6828, 34051, 32748, 2407, 6027, 3660, 9673, 29245, 23328, 3660], "avg_logprob": -0.14676966292134833, "compression_ratio": 1.5426008968609866, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 1050.97, "end": 1051.71, "word": "فبختار", "probability": 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في", "probability": 0.71240234375}, {"start": 2935.35, "end": 2935.51, "word": " نفس", "probability": 0.998779296875}, {"start": 2935.51, "end": 2936.53, "word": " الرسالة", "probability": 0.754638671875}, {"start": 2936.53, "end": 2939.75, "word": " بحطلك", "probability": 0.8819580078125}, {"start": 2939.75, "end": 2940.07, "word": " الصور", "probability": 0.952880859375}, {"start": 2940.07, "end": 2940.35, "word": " هدول", "probability": 0.9851888020833334}, {"start": 2940.35, "end": 2940.59, "word": " على", "probability": 0.92333984375}, {"start": 2940.59, "end": 2941.53, "word": " الصفحه", "probability": 0.8934326171875}, {"start": 2941.53, "end": 2942.03, "word": " خلال", "probability": 0.98046875}, {"start": 2942.03, "end": 2942.39, "word": " محاضرة", "probability": 0.982666015625}, {"start": 2942.39, "end": 2942.73, "word": " اليوم", "probability": 0.978515625}, {"start": 2942.73, "end": 2947.41, "word": " هذه", "probability": 0.369384765625}, {"start": 2947.41, "end": 2947.93, "word": " محاضرة", "probability": 0.9918212890625}, {"start": 2947.93, "end": 2948.21, "word": " اليوم", "probability": 0.984619140625}, {"start": 2948.21, "end": 2949.29, "word": " الخمستاشر", "probability": 0.770654296875}], "temperature": 1.0}, {"id": 109, "seek": 296959, "start": 2960.51, "end": 2969.59, "text": "حطولك الرسمات دول توعي منهم مع بعض اذا ال .. هذه واحدة منهم", "tokens": [5016, 9566, 12610, 4117, 34892, 38251, 9307, 11778, 12610, 6055, 45367, 1829, 9154, 16095, 20449, 45030, 11242, 1975, 15730, 2423, 4386, 29538, 36764, 24401, 3660, 9154, 16095], "avg_logprob": -0.3872767740062305, "compression_ratio": 1.2380952380952381, "no_speech_prob": 6.556510925292969e-07, "words": [{"start": 2960.51, "end": 2961.31, "word": "حطولك", "probability": 0.598052978515625}, {"start": 2961.31, "end": 2961.75, "word": " الرسمات", "probability": 0.89111328125}, {"start": 2961.75, "end": 2961.99, "word": " دول", "probability": 0.755859375}, {"start": 2961.99, "end": 2962.25, "word": " توعي", "probability": 0.3568522135416667}, {"start": 2962.25, "end": 2962.45, "word": " منهم", "probability": 0.974365234375}, {"start": 2962.45, "end": 2962.61, "word": " مع", "probability": 0.98828125}, {"start": 2962.61, "end": 2962.93, "word": " ��عض", "probability": 0.9951171875}, {"start": 2962.93, "end": 2964.93, "word": " اذا", "probability": 0.5650634765625}, {"start": 2964.93, "end": 2965.33, "word": " ال", "probability": 0.74560546875}, {"start": 2965.33, "end": 2966.33, "word": " ..", "probability": 0.7265625}, {"start": 2966.33, "end": 2967.91, "word": " هذه", "probability": 0.62353515625}, {"start": 2967.91, "end": 2968.23, "word": " واحدة", "probability": 0.9386393229166666}, {"start": 2968.23, "end": 2969.59, "word": " منهم", "probability": 0.99462890625}], "temperature": 1.0}, {"id": 110, "seek": 302391, "start": 2999.53, "end": 3023.91, "text": "و statistics هذه الرسمة التانية بعدين أخر واحدة save save بختار مين المهر و في هنا لو عايزة تشوف ال predicted values القيم المتنبأية ما ممكن اختارها", "tokens": [2407, 12523, 29538, 34892, 38251, 3660, 16712, 7649, 10632, 39182, 9957, 5551, 34740, 36764, 24401, 3660, 3155, 3155, 4724, 46456, 9640, 3714, 9957, 9673, 3224, 2288, 4032, 8978, 34105, 45164, 6225, 47302, 11622, 3660, 6055, 8592, 38688, 2423, 19147, 4190, 25062, 32640, 9673, 2655, 1863, 3555, 10721, 10632, 19446, 3714, 43020, 1975, 46456, 9640, 11296], "avg_logprob": -0.3772321343421936, "compression_ratio": 1.4451219512195121, "no_speech_prob": 0.0, "words": [{"start": 2999.53, "end": 2999.83, "word": "و", "probability": 0.572265625}, {"start": 2999.83, "end": 3000.49, "word": " statistics", "probability": 0.275634765625}, {"start": 3000.49, "end": 3001.31, "word": " هذه", "probability": 0.22802734375}, {"start": 3001.31, "end": 3001.75, "word": " الرسمة", "probability": 0.9178059895833334}, {"start": 3001.75, "end": 3002.37, "word": " التانية", "probability": 0.9571940104166666}, {"start": 3002.37, "end": 3011.21, "word": " بعدين", "probability": 0.53533935546875}, {"start": 3011.21, "end": 3011.43, "word": " أخر", "probability": 0.832275390625}, {"start": 3011.43, "end": 3012.43, "word": " واحدة", "probability": 0.9632161458333334}, {"start": 3012.43, "end": 3014.41, "word": " save", "probability": 0.37548828125}, {"start": 3014.41, "end": 3015.05, "word": " save", "probability": 0.059967041015625}, {"start": 3015.05, "end": 3015.39, "word": " بختار", "probability": 0.704833984375}, {"start": 3015.39, "end": 3015.69, "word": " مين", "probability": 0.778564453125}, {"start": 3015.69, "end": 3016.37, "word": " المهر", "probability": 0.6787109375}, {"start": 3016.37, "end": 3017.83, "word": " و", "probability": 0.82275390625}, {"start": 3017.83, "end": 3017.97, "word": " في", "probability": 0.50537109375}, {"start": 3017.97, "end": 3018.11, "word": " هنا", "probability": 0.364990234375}, {"start": 3018.11, "end": 3018.29, "word": " لو", "probability": 0.9033203125}, {"start": 3018.29, "end": 3018.89, "word": " عايزة", "probability": 0.8609619140625}, {"start": 3018.89, "end": 3019.77, "word": " تشوف", "probability": 0.990234375}, {"start": 3019.77, "end": 3020.03, "word": " ال", "probability": 0.91015625}, {"start": 3020.03, "end": 3021.25, "word": " predicted", "probability": 0.31787109375}, {"start": 3021.25, "end": 3021.95, "word": " values", "probability": 0.8896484375}, {"start": 3021.95, "end": 3022.49, "word": " القيم", "probability": 0.775634765625}, {"start": 3022.49, "end": 3023.11, "word": " المتنبأية", "probability": 0.8319905598958334}, {"start": 3023.11, "end": 3023.25, "word": " ما", "probability": 0.37939453125}, {"start": 3023.25, "end": 3023.41, "word": " ممكن", "probability": 0.763427734375}, {"start": 3023.41, "end": 3023.91, "word": " اختارها", "probability": 0.8944091796875}], "temperature": 1.0}, {"id": 111, "seek": 304486, "start": 3032.86, "end": 3044.86, "text": "المهم هذا أنا اختارت الرسمات المطلوبات و بعدين ببدأ كده أنا خلصت مش هيك هي continue و هي okay", "tokens": [45340, 16095, 23758, 41850, 1975, 46456, 9640, 2655, 34892, 38251, 9307, 9673, 9566, 1211, 37746, 9307, 4032, 39182, 9957, 4724, 44510, 10721, 9122, 3215, 3224, 41850, 16490, 1211, 9381, 2655, 37893, 39896, 4117, 39896, 2354, 4032, 39896, 1392], "avg_logprob": -0.18619791055336976, "compression_ratio": 1.3, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 3032.86, "end": 3033.82, "word": "المهم", "probability": 0.96142578125}, {"start": 3033.82, "end": 3034.1, "word": " هذا", "probability": 0.5908203125}, {"start": 3034.1, "end": 3034.32, "word": " أنا", "probability": 0.580078125}, {"start": 3034.32, "end": 3034.96, "word": " اختارت", "probability": 0.786865234375}, {"start": 3034.96, "end": 3035.76, "word": " الرسمات", "probability": 0.9366861979166666}, {"start": 3035.76, "end": 3036.44, "word": " المطلوبات", "probability": 0.9220703125}, {"start": 3036.44, "end": 3037.42, "word": " و", "probability": 0.87939453125}, {"start": 3037.42, "end": 3037.76, "word": " بعدين", "probability": 0.934814453125}, {"start": 3037.76, "end": 3038.26, "word": " ببدأ", "probability": 0.9757486979166666}, {"start": 3038.26, "end": 3041.6, "word": " كده", "probability": 0.84814453125}, {"start": 3041.6, "end": 3041.72, "word": " أنا", "probability": 0.66162109375}, {"start": 3041.72, "end": 3042.16, "word": " خلصت", "probability": 0.99169921875}, {"start": 3042.16, "end": 3042.34, "word": " مش", "probability": 0.966796875}, {"start": 3042.34, "end": 3042.76, "word": " هيك", "probability": 0.6387939453125}, {"start": 3042.76, "end": 3043.24, "word": " هي", "probability": 0.37939453125}, {"start": 3043.24, "end": 3043.76, "word": " continue", "probability": 0.9345703125}, {"start": 3043.76, "end": 3044.54, "word": " و", "probability": 0.64306640625}, {"start": 3044.54, "end": 3044.64, "word": " هي", "probability": 0.94482421875}, {"start": 3044.64, "end": 3044.86, "word": " okay", "probability": 0.8935546875}], "temperature": 1.0}, {"id": 112, "seek": 306722, "start": 3048.86, "end": 3067.22, "text": "فهي كل ال output هتلاحظي الزيادة هي ديربن واتسون حكينا عليها حوالين الأتنين هاي ال VIF هتكون أقل من خمسة بعدين الرسم البياني مضحك أول واحدة التوزيع الطبيعي", "tokens": [5172, 3224, 1829, 28242, 2423, 5598, 8032, 2655, 15040, 5016, 19913, 1829, 6024, 110, 1829, 18513, 3660, 39896, 11778, 13546, 3555, 1863, 4032, 9307, 3794, 11536, 11331, 4117, 1829, 8315, 25894, 11296, 11331, 2407, 6027, 9957, 16247, 2655, 1863, 9957, 8032, 47302, 2423, 691, 12775, 8032, 2655, 30544, 5551, 4587, 1211, 9154, 16490, 2304, 3794, 3660, 39182, 9957, 34892, 38251, 2423, 21292, 7649, 1829, 3714, 11242, 5016, 4117, 5551, 12610, 36764, 24401, 3660, 16712, 2407, 11622, 40228, 41950, 21292, 3615, 1829], "avg_logprob": -0.19131097197532654, "compression_ratio": 1.6023391812865497, "no_speech_prob": 0.0, "words": [{"start": 3048.86, "end": 3049.16, "word": "فهي", "probability": 0.6656087239583334}, {"start": 3049.16, "end": 3049.4, "word": " كل", "probability": 0.947265625}, {"start": 3049.4, "end": 3049.56, "word": " ال", "probability": 0.94775390625}, {"start": 3049.56, "end": 3049.94, "word": " output", "probability": 0.9462890625}, {"start": 3049.94, "end": 3050.88, "word": " هتلاحظي", "probability": 0.890869140625}, {"start": 3050.88, "end": 3051.58, "word": " الزيادة", "probability": 0.8315673828125}, {"start": 3051.58, "end": 3051.7, "word": " هي", "probability": 0.5322265625}, {"start": 3051.7, "end": 3052.02, "word": " ديربن", "probability": 0.7095947265625}, {"start": 3052.02, "end": 3052.48, "word": " واتسون", "probability": 0.9193115234375}, {"start": 3052.48, "end": 3053.16, "word": " حكينا", "probability": 0.8446044921875}, {"start": 3053.16, "end": 3053.6, "word": " عليها", "probability": 0.9658203125}, {"start": 3053.6, "end": 3054.76, "word": " حوالين", "probability": 0.815673828125}, {"start": 3054.76, "end": 3055.3, "word": " الأتنين", "probability": 0.80633544921875}, {"start": 3055.3, "end": 3057.16, "word": " هاي", "probability": 0.631103515625}, {"start": 3057.16, "end": 3057.26, "word": " ال", "probability": 0.97314453125}, {"start": 3057.26, "end": 3057.78, "word": " VIF", "probability": 0.772216796875}, {"start": 3057.78, "end": 3058.3, "word": " هتكون", "probability": 0.8440755208333334}, {"start": 3058.3, "end": 3058.56, "word": " أقل", "probability": 0.9501953125}, {"start": 3058.56, "end": 3058.66, "word": " من", "probability": 0.99609375}, {"start": 3058.66, "end": 3059.86, "word": " خمسة", "probability": 0.9306640625}, {"start": 3059.86, "end": 3060.82, "word": " بعدين", "probability": 0.764892578125}, {"start": 3060.82, "end": 3061.14, "word": " الرسم", "probability": 0.927001953125}, {"start": 3061.14, "end": 3062.26, "word": " البياني", "probability": 0.918701171875}, {"start": 3062.26, "end": 3065.88, "word": " مضحك", "probability": 0.72686767578125}, {"start": 3065.88, "end": 3066.04, "word": " أول", "probability": 0.927490234375}, {"start": 3066.04, "end": 3066.4, "word": " واحدة", "probability": 0.9353841145833334}, {"start": 3066.4, "end": 3066.72, "word": " التوزيع", "probability": 0.936767578125}, {"start": 3066.72, "end": 3067.22, "word": " الطبيعي", "probability": 0.9215087890625}], "temperature": 1.0}, {"id": 113, "seek": 309222, "start": 3068.24, "end": 3092.22, "text": "وهذه التانية التوزيه الطبيعى اللى هى Normal Probability Plot النقاط تكون حوالين الخط واخر رسمه تبين متجانس تكون النقاط موزعة بشكل عشوائى حول الصفر او خط الصفر هي تقريبا الخمسة هدول وشوفنا مع بعض المتوسط البواقي بساوة صفر من خلال رسمة", "tokens": [2407, 3224, 24192, 16712, 7649, 10632, 16712, 2407, 11622, 1829, 3224, 41950, 21292, 3615, 7578, 13672, 7578, 8032, 7578, 21277, 8736, 2310, 2149, 310, 28239, 4587, 41193, 6055, 30544, 11331, 2407, 6027, 9957, 33962, 9566, 4032, 47283, 2288, 12602, 38251, 3224, 6055, 3555, 9957, 44650, 7435, 7649, 3794, 6055, 30544, 28239, 4587, 41193, 3714, 2407, 11622, 27884, 4724, 8592, 28820, 6225, 8592, 2407, 16373, 7578, 11331, 12610, 31767, 5172, 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Normal", "probability": 0.1246337890625}, {"start": 3070.1, "end": 3070.68, "word": " Probability", "probability": 0.863525390625}, {"start": 3070.68, "end": 3071.12, "word": " Plot", "probability": 0.900390625}, {"start": 3071.12, "end": 3071.98, "word": " النقاط", "probability": 0.9303385416666666}, {"start": 3071.98, "end": 3072.26, "word": " تكون", "probability": 0.6220703125}, {"start": 3072.26, "end": 3072.76, "word": " حوالين", "probability": 0.9312744140625}, {"start": 3072.76, "end": 3073.6, "word": " الخط", "probability": 0.982177734375}, {"start": 3073.6, "end": 3075.24, "word": " واخر", "probability": 0.69970703125}, {"start": 3075.24, "end": 3075.68, "word": " رسمه", "probability": 0.9186197916666666}, {"start": 3075.68, "end": 3077.32, "word": " تبين", "probability": 0.81005859375}, {"start": 3077.32, "end": 3078.04, "word": " متجانس", "probability": 0.8919677734375}, {"start": 3078.04, "end": 3078.74, "word": " تكون", "probability": 0.90087890625}, {"start": 3078.74, 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المستقلة صحيح يعني بتطلع عشرة عليها عشرة عليها يعني حوالي 0083 0083 يعني كده زي واحدة كان عندك اربعة متوالد مستقلة بالتالة عشرة بالتالة اي حاجة اكبر من تمانية من الف تعتبر قيمة شده", "tokens": [1863, 5016, 35457, 11296, 6055, 7649, 10632, 37495, 22653, 1975, 25513, 27884, 30767, 1829, 36764, 24401, 9673, 14851, 4587, 37977, 20328, 5016, 1829, 5016, 37495, 22653, 39894, 9566, 1211, 3615, 6225, 8592, 25720, 25894, 11296, 6225, 8592, 25720, 25894, 11296, 37495, 22653, 11331, 2407, 6027, 1829, 7143, 31849, 7143, 31849, 37495, 22653, 9122, 3215, 3224, 30767, 1829, 36764, 24401, 3660, 25961, 43242, 4117, 1975, 25513, 27884, 44650, 2407, 6027, 3215, 3714, 14851, 4587, 37977, 20666, 2655, 6027, 3660, 6225, 8592, 25720, 20666, 2655, 6027, 3660, 1975, 1829, 11331, 26108, 3660, 1975, 4117, 26890, 9154, 46811, 7649, 10632, 9154, 27188, 6055, 34268, 26890, 12174, 32640, 3660, 13412, 3215, 3224], "avg_logprob": -0.27938647992020355, "compression_ratio": 2.060109289617486, "no_speech_prob": 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مجموعة، مظبوط؟ طب كيف بحسب الاحتمالات؟", "tokens": [1211, 19452, 1975, 8315, 6225, 18513, 3660, 4724, 8592, 2655, 17082, 1211, 2423, 9307, 1863, 9957, 4724, 47283, 3215, 12174, 32640, 13412, 3215, 44650, 22488, 41891, 44650, 17082, 13546, 9307, 4724, 995, 14851, 9778, 3215, 10943, 41576, 413, 45164, 6225, 47302, 11622, 1975, 8315, 44650, 17082, 13546, 36764, 24401, 4724, 47283, 3215, 2423, 13982, 28239, 47432, 3660, 16247, 9778, 48923, 12174, 36150, 19446, 8717, 9778, 39237, 23758, 28239, 47432, 3660, 2423, 26890, 8315, 2304, 7435, 11331, 35457, 20292, 42963, 33753, 2304, 6027, 9307, 4032, 5016, 35457, 20292, 3714, 29245, 23328, 1975, 8315, 8978, 1975, 1829, 3714, 7435, 2304, 2407, 27884, 12399, 3714, 19913, 3555, 2407, 9566, 22807, 23032, 3555, 9122, 33911, 4724, 5016, 35457, 42963, 33753, 2304, 6027, 9307, 22807], "avg_logprob": -0.18052685359292778, "compression_ratio": 1.8201754385964912, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 4396.95, "end": 4397.27, "word": 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{"start": 4680.28, "end": 4681.12, "word": " و", "probability": 0.90673828125}, {"start": 4681.12, "end": 4681.28, "word": " هذا", "probability": 0.66845703125}, {"start": 4681.28, "end": 4681.62, "word": " صح", "probability": 0.993896484375}, {"start": 4681.62, "end": 4682.3, "word": " و", "probability": 0.58056640625}, {"start": 4682.3, "end": 4682.46, "word": " هذا", "probability": 0.939453125}, {"start": 4682.46, "end": 4683.08, "word": " صح", "probability": 0.99365234375}, {"start": 4683.08, "end": 4683.62, "word": " الان", "probability": 0.5921630859375}, {"start": 4683.62, "end": 4683.86, "word": " كان", "probability": 0.98291015625}, {"start": 4683.86, "end": 4684.26, "word": " الصفر", "probability": 0.9811197916666666}, {"start": 4684.26, "end": 4684.82, "word": " توقعتها", "probability": 0.894775390625}, {"start": 4684.82, "end": 4685.06, "word": " واحد", "probability": 0.9951171875}, {"start": 4685.06, "end": 4685.34, "word": " برضه", "probability": 0.8763020833333334}, 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المتغيرات لو في عندي شكل المجموعات nominal أو ordinal في ال save بختار ال probabilities group و ال Cox مالاش ال leverage", "tokens": [2655, 30544, 16247, 2304, 13063, 36145, 13412, 16606, 21984, 4032, 46958, 5016, 3660, 39896, 5551, 34740, 16490, 9566, 2407, 3660, 13672, 1829, 41850, 8032, 25957, 1211, 11296, 9122, 6027, 2655, 6027, 1829, 286, 12477, 3565, 3142, 11778, 9778, 1211, 2655, 9673, 2655, 17082, 13546, 9307, 45164, 8978, 18871, 16254, 44650, 17082, 13546, 9307, 13412, 28820, 9673, 7435, 2304, 45367, 9307, 4724, 46456, 9640, 7719, 9122, 2304, 7649, 4032, 4724, 3215, 9778, 1211, 16095, 34105, 4032, 4724, 44510, 10721, 5551, 3215, 9778, 1211, 9673, 2655, 17082, 13546, 9307, 45164, 8978, 18871, 16254, 13412, 28820, 9673, 7435, 2304, 45367, 9307, 41641, 34051, 4792, 2071, 8978, 2423, 3155, 4724, 46456, 9640, 2423, 33783, 1594, 4032, 2423, 41576, 3714, 6027, 33599, 2423, 12451, 609], "avg_logprob": -0.26265497050009484, "compression_ratio": 1.8115384615384615, "no_speech_prob": 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{"start": 4747.59, "end": 4748.03, "word": " probabilities", "probability": 0.6884765625}, {"start": 4748.03, "end": 4748.65, "word": " group", "probability": 0.95654296875}, {"start": 4748.65, "end": 4748.85, "word": " و", "probability": 0.71826171875}, {"start": 4748.85, "end": 4748.97, "word": " ال", "probability": 0.51806640625}, {"start": 4748.97, "end": 4749.17, "word": " Cox", "probability": 0.333984375}, {"start": 4749.17, "end": 4749.47, "word": " مالاش", "probability": 0.5332845052083334}, {"start": 4749.47, "end": 4749.57, "word": " ال", "probability": 0.888671875}, {"start": 4749.57, "end": 4750.01, "word": " leverage", "probability": 0.6754150390625}], "temperature": 1.0}, {"id": 176, "seek": 478043, "start": 4751.68, "end": 4780.44, "text": "الـ options بختار CI لل confidence interval الـ exponential لل B بختار هوسمر و في الخطوة الأخيرة بعدين okay طب واضح داخل عندى 196 حالة داخلات كلهم مافيش عندى missing الغير مدخن ماخد صفر و المدخن ماخد واحد في ال block الأول اللي هو لا 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