{"segments": [{"id": 1, "seek": 4655, "start": 22.05, "end": 46.55, "text": "طيب بسم الله الرحمن الرحيم في القائلة فات كنا نحكي عن ال .. إذا كانت ال observation .. if the observation is not follow the normal distribution إذا كانت البيانات مابتتبعش التوزيع الطبيعي okay so how we know the data is not following the normal distribution", "tokens": [9566, 1829, 3555, 4724, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 8978, 25062, 16373, 37977, 6156, 9307, 9122, 8315, 8717, 5016, 4117, 1829, 18871, 2423, 4386, 11933, 15730, 25961, 2655, 2423, 14816, 4386, 498, 264, 14816, 307, 406, 1524, 264, 2710, 7316, 11933, 15730, 25961, 2655, 2423, 21292, 7649, 9307, 3714, 16758, 2655, 2655, 3555, 3615, 8592, 16712, 2407, 11622, 40228, 41950, 21292, 3615, 1829, 1392, 370, 577, 321, 458, 264, 1412, 307, 406, 3480, 264, 2710, 7316], "avg_logprob": -0.15253906287252902, "compression_ratio": 1.70935960591133, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 22.049999999999997, "end": 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"word": " skewed", "probability": 0.904541015625}], "temperature": 1.0}, {"id": 4, "seek": 12690, "start": 100.32, "end": 126.9, "text": "وإذا ال data is 0 فهذا يعني تحقيقنا لتنمية عادية إذا ال skew هو positivo وهو أكبر من 0 فال data هو skewed لليسار لليسار وإذا ال skew هو نقل لليسار لليسار", "tokens": [2407, 28814, 15730, 2423, 1412, 307, 1958, 6156, 3224, 15730, 37495, 22653, 6055, 5016, 38436, 4587, 8315, 5296, 2655, 1863, 2304, 10632, 6225, 18513, 10632, 11933, 15730, 2423, 8756, 86, 31439, 44710, 37037, 2407, 5551, 4117, 26890, 9154, 1958, 6156, 6027, 1412, 31439, 8756, 26896, 5296, 20292, 3794, 9640, 5296, 20292, 3794, 9640, 4032, 28814, 15730, 2423, 8756, 86, 31439, 8717, 4587, 1211, 5296, 20292, 3794, 9640, 5296, 20292, 3794, 9640], "avg_logprob": -0.8259548453821076, "compression_ratio": 1.6853146853146854, "no_speech_prob": 0.0, "words": [{"start": 100.32, "end": 100.84, "word": "وإذا", "probability": 0.3937784830729167}, {"start": 100.84, "end": 100.84, "word": " ال", "probability": 0.09326171875}, {"start": 100.84, "end": 100.84, "word": " data", "probability": 0.1512451171875}, {"start": 100.84, "end": 100.84, "word": " is", "probability": 0.28173828125}, {"start": 100.84, "end": 102.22, "word": " 0", "probability": 0.44140625}, {"start": 102.22, "end": 103.3, "word": " فهذا", "probability": 0.2655029296875}, {"start": 103.3, "end": 103.46, "word": " يعني", "probability": 0.9443359375}, {"start": 103.46, "end": 104.24, "word": " تحقيقنا", "probability": 0.45908203125}, {"start": 104.24, "end": 105.34, "word": " لتنمية", "probability": 0.4328369140625}, {"start": 105.34, "end": 105.34, "word": " عادية", "probability": 0.6953125}, {"start": 105.34, "end": 107.7, "word": " إذا", "probability": 0.7332763671875}, {"start": 107.7, "end": 108.06, "word": " ال", "probability": 0.370849609375}, {"start": 108.06, "end": 109.0, "word": " skew", "probability": 0.55279541015625}, {"start": 109.0, "end": 109.38, "word": " هو", "probability": 0.258056640625}, {"start": 109.38, "end": 110.26, "word": " positivo", "probability": 0.11767578125}, {"start": 110.26, "end": 111.76, "word": " وهو", "probability": 0.61651611328125}, {"start": 111.76, "end": 112.14, "word": " أكبر", "probability": 0.6746419270833334}, {"start": 112.14, "end": 112.38, "word": " من", "probability": 0.9638671875}, {"start": 112.38, "end": 112.72, "word": " 0", "probability": 0.33642578125}, {"start": 112.72, "end": 115.06, "word": " فال", "probability": 0.4927978515625}, {"start": 115.06, "end": 115.42, "word": " data", "probability": 0.4111328125}, {"start": 115.42, "end": 116.4, "word": " هو", "probability": 0.239501953125}, {"start": 116.4, "end": 116.82, "word": " skewed", "probability": 0.395751953125}, {"start": 116.82, "end": 117.74, "word": " لليسار", "probability": 0.481353759765625}, {"start": 117.74, "end": 118.74, "word": " لليسار", "probability": 0.526763916015625}, {"start": 118.74, "end": 122.38, "word": " وإذا", "probability": 0.6878255208333334}, 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1.0}, {"id": 21, "seek": 59163, "start": 563.59, "end": 591.63, "text": "minus fifteen and minus thirty أخدنا القيام هدول فشوفوا عكس الحالة هذي بيكون ال data like this ال average like this then it's like this طب ال outliers وين تحت ولا فوق تحت so it's negative لما بيكون the outliers it means", "tokens": [2367, 301, 18126, 293, 3175, 11790, 5551, 9778, 3215, 8315, 25062, 1829, 10943, 8032, 3215, 12610, 6156, 8592, 38688, 14407, 6225, 4117, 3794, 21542, 6027, 3660, 8032, 8848, 1829, 4724, 1829, 30544, 2423, 1412, 411, 341, 2423, 4274, 411, 341, 550, 309, 311, 411, 341, 23032, 3555, 2423, 484, 23646, 4032, 9957, 6055, 33753, 49429, 6156, 30543, 6055, 33753, 370, 309, 311, 3671, 5296, 15042, 4724, 1829, 30544, 264, 484, 23646, 309, 1355], "avg_logprob": -0.2863175631374926, "compression_ratio": 1.5078534031413613, "no_speech_prob": 0.0, "words": [{"start": 563.59, "end": 564.13, "word": "minus", "probability": 0.54864501953125}, {"start": 564.13, "end": 564.79, "word": " fifteen", 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{"start": 589.69, "end": 589.93, "word": " the", "probability": 0.51123046875}, {"start": 589.93, "end": 590.69, "word": " outliers", "probability": 0.916748046875}, {"start": 590.69, "end": 591.19, "word": " it", "probability": 0.94873046875}, {"start": 591.19, "end": 591.63, "word": " means", "probability": 0.92431640625}], "temperature": 1.0}, {"id": 22, "seek": 61878, "start": 592.8, "end": 618.78, "text": "if the average is here so the outliers try to push it down bowling يعني يسحب bowling up pushing down فهيصير ال average somewhere هنا احسبوا الكلام ده شوفوا واحد و اتنين طيب يعني هتكون بمكان مهم مظبوط the average should be somewhere in here", "tokens": [351, 264, 4274, 307, 510, 370, 264, 484, 23646, 853, 281, 2944, 309, 760, 35537, 37495, 22653, 7251, 3794, 5016, 3555, 35537, 493, 7380, 760, 6156, 3224, 1829, 9381, 13546, 2423, 4274, 4079, 34105, 1975, 5016, 35457, 14407, 2423, 28820, 10943, 11778, 3224, 13412, 38688, 14407, 36764, 24401, 4032, 1975, 2655, 1863, 9957, 23032, 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الكورتوسيز الكورتوسيز is measure to what extent our data is flat", "tokens": [3555, 2655, 3615, 28480, 14407, 16472, 3224, 1249, 307, 2681, 497, 3175, 497, 2159, 1392, 36510, 6666, 538, 12771, 36510, 23758, 31439, 2423, 5300, 281, 264, 1347, 1045, 33251, 13063, 2655, 41779, 1829, 11622, 1975, 1829, 8592, 4724, 1829, 4587, 1829, 3794, 33251, 13063, 2655, 41779, 1829, 11622, 33251, 13063, 2655, 41779, 1829, 11622, 307, 3481, 281, 437, 8396, 527, 1412, 307, 4962], "avg_logprob": -0.2775878878310323, "compression_ratio": 1.4470588235294117, "no_speech_prob": 0.0, "words": [{"start": 732.68, "end": 733.22, "word": "بتعرفوا", "probability": 0.859814453125}, {"start": 733.22, "end": 734.12, "word": " انه", "probability": 0.4830322265625}, {"start": 734.12, "end": 735.94, "word": " Q", "probability": 0.1739501953125}, {"start": 735.94, "end": 736.2, "word": " is", "probability": 0.184814453125}, {"start": 736.2, "end": 736.66, "word": " equal", "probability": 0.857421875}, {"start": 736.66, 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the line but if it is greater than three شوف إذا كان هذا جوابي greater than three then it's greater than zero so we have cortices", "tokens": [3224, 1829, 6055, 9566, 1211, 3615, 15844, 9673, 3615, 18513, 37977, 9673, 3615, 18513, 37977, 8978, 11296, 11933, 1211, 11296, 13412, 4587, 9957, 29538, 8717, 995, 4587, 9381, 6055, 1211, 9307, 3660, 11933, 15730, 23032, 1211, 3615, 23758, 25724, 14407, 3555, 6055, 1211, 9307, 3660, 6055, 1211, 9307, 3660, 8717, 995, 4587, 9381, 6055, 1211, 9307, 3660, 370, 309, 311, 2681, 4018, 11933, 15730, 25961, 4018, 4724, 1829, 30544, 23758, 13412, 38688, 29538, 4724, 1829, 30544, 4018, 5296, 33456, 8032, 47302, 2557, 264, 1622, 293, 341, 307, 2557, 264, 1622, 457, 498, 309, 307, 5044, 813, 1045, 13412, 38688, 11933, 15730, 25961, 23758, 10874, 14407, 21292, 5044, 813, 1045, 550, 309, 311, 5044, 813, 4018, 370, 321, 362, 11278, 1473], "avg_logprob": -0.218104335887373, "compression_ratio": 1.9414225941422594, "no_speech_prob": 5.960464477539063e-08, 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{"start": 993.32, "end": 993.58, "word": " طلع", "probability": 0.9581705729166666}, {"start": 993.58, "end": 993.76, "word": " هذا", "probability": 0.90869140625}, {"start": 993.76, "end": 994.06, "word": " الجواب", "probability": 0.9041341145833334}, {"start": 994.06, "end": 994.5, "word": " تلاتة", "probability": 0.9613037109375}, {"start": 994.5, "end": 995.0, "word": " تلاتة", "probability": 0.79925537109375}, {"start": 995.0, "end": 995.24, "word": " ناقص", "probability": 0.95361328125}, {"start": 995.24, "end": 995.6, "word": " تلاتة", "probability": 0.9886474609375}, {"start": 995.6, "end": 995.76, "word": " so", "probability": 0.1781005859375}, {"start": 995.76, "end": 995.96, "word": " it's", "probability": 0.6717529296875}, {"start": 995.96, "end": 996.22, "word": " equal", "probability": 0.75634765625}, {"start": 996.22, "end": 996.56, "word": " zero", "probability": 0.43505859375}, {"start": 996.56, "end": 997.7, "word": " إذا", "probability": 0.906494140625}, {"start": 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Now, again the Skew and Cortices help the researcher and help financial people or investors to mention the data are normally distributed or not. إذا كانت البيانات تبعتهم موزعة توزيع طبيعي ولا لأ؟", "tokens": [8297, 11, 370, 341, 307, 264, 1154, 13, 823, 11, 797, 264, 32344, 86, 293, 28522, 1473, 854, 264, 21751, 293, 854, 4669, 561, 420, 11519, 281, 2152, 264, 1412, 366, 5646, 12631, 420, 406, 13, 11933, 15730, 25961, 2655, 2423, 21292, 7649, 9307, 6055, 3555, 34268, 16095, 3714, 2407, 11622, 27884, 33427, 11622, 40228, 23032, 21292, 3615, 1829, 49429, 5296, 10721, 22807], "avg_logprob": -0.2949218647554517, "compression_ratio": 1.2714285714285714, "no_speech_prob": 0.0, "words": [{"start": 1017.05, "end": 1017.43, "word": "Okay,", "probability": 0.70068359375}, {"start": 1018.11, "end": 1018.29, "word": " so", "probability": 0.6552734375}, {"start": 1018.29, "end": 1018.51, "word": " this", "probability": 0.9306640625}, {"start": 1018.51, "end": 1018.61, "word": " is", "probability": 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{"start": 1254.03, "end": 1254.59, "word": " الـ", "probability": 0.75390625}, {"start": 1254.59, "end": 1257.17, "word": " outliers،", "probability": 0.739013671875}, {"start": 1257.17, "end": 1257.99, "word": " لأنها", "probability": 0.80126953125}, {"start": 1257.99, "end": 1258.25, "word": " في", "probability": 0.73828125}, {"start": 1258.25, "end": 1259.03, "word": " الجانات", "probability": 0.5616861979166666}, {"start": 1259.03, "end": 1259.79, "word": " المفارقة،", "probability": 0.53291015625}, {"start": 1259.79, "end": 1260.71, "word": " نسميها", "probability": 0.8968505859375}, {"start": 1260.71, "end": 1261.17, "word": " قيمة", "probability": 0.692138671875}, {"start": 1261.17, "end": 1261.41, "word": " في", "probability": 0.365234375}, {"start": 1261.41, "end": 1261.59, "word": " خطر", "probability": 0.6724446614583334}], "temperature": 1.0}, {"id": 46, "seek": 128981, "start": 1264.19, "end": 1289.81, "text": "be careful we write it values at risk we are not writing like this this is var which is variance and this is values at risk values at risk what it means values at risk values at risk it means قيم معرضة للخطر بالظبط قيم معرضة للخطر يعني لو جينا احنا رصدنا درجات الطلاب", "tokens": [650, 5026, 321, 2464, 309, 4190, 412, 3148, 321, 366, 406, 3579, 411, 341, 341, 307, 1374, 597, 307, 21977, 293, 341, 307, 4190, 412, 3148, 4190, 412, 3148, 437, 309, 1355, 4190, 412, 3148, 4190, 412, 3148, 309, 1355, 12174, 32640, 20449, 43042, 3660, 24976, 9778, 9566, 2288, 20666, 19913, 3555, 9566, 12174, 32640, 20449, 43042, 3660, 24976, 9778, 9566, 2288, 37495, 22653, 45164, 10874, 1829, 8315, 1975, 5016, 8315, 12602, 9381, 3215, 8315, 11778, 47341, 9307, 41950, 15040, 3555], "avg_logprob": -0.1347179939834083, "compression_ratio": 1.8277777777777777, "no_speech_prob": 0.0, "words": [{"start": 1264.19, "end": 1264.39, "word": "be", "probability": 0.6220703125}, {"start": 1264.39, "end": 1264.77, "word": " careful", "probability": 0.96923828125}, {"start": 1264.77, "end": 1265.13, "word": " we", "probability": 0.473388671875}, {"start": 1265.13, "end": 1265.45, "word": " write", "probability": 0.92919921875}, {"start": 1265.45, "end": 1265.67, "word": " it", "probability": 0.78466796875}, {"start": 1265.67, "end": 1266.57, "word": " values", "probability": 0.8388671875}, {"start": 1266.57, "end": 1266.85, "word": " at", "probability": 0.9599609375}, {"start": 1266.85, "end": 1267.13, "word": " risk", "probability": 0.978515625}, {"start": 1267.13, "end": 1267.77, "word": " we", "probability": 0.6982421875}, {"start": 1267.77, "end": 1268.21, "word": " are", "probability": 0.8720703125}, {"start": 1268.21, "end": 1268.39, "word": " not", "probability": 0.962890625}, {"start": 1268.39, "end": 1268.73, "word": " writing", "probability": 0.92138671875}, {"start": 1268.73, "end": 1269.01, "word": " like", "probability": 0.8623046875}, {"start": 1269.01, "end": 1269.39, "word": " this", "probability": 0.9697265625}, {"start": 1269.39, "end": 1269.75, "word": " this", "probability": 0.7724609375}, {"start": 1269.75, "end": 1270.01, "word": " is", "probability": 0.94091796875}, {"start": 1270.01, "end": 1270.65, "word": " var", "probability": 0.450439453125}, {"start": 1270.65, "end": 1270.93, "word": " which", "probability": 0.87353515625}, {"start": 1270.93, "end": 1271.25, "word": " is", "probability": 0.95556640625}, {"start": 1271.25, "end": 1271.91, "word": " variance", "probability": 0.85791015625}, {"start": 1271.91, "end": 1272.73, "word": " and", "probability": 0.92919921875}, {"start": 1272.73, "end": 1272.91, "word": " this", "probability": 0.91650390625}, {"start": 1272.91, "end": 1273.03, "word": " is", "probability": 0.94091796875}, {"start": 1273.03, "end": 1273.35, "word": " values", "probability": 0.92529296875}, {"start": 1273.35, "end": 1273.57, "word": " at", "probability": 0.9775390625}, {"start": 1273.57, "end": 1273.95, "word": " risk", "probability": 0.97412109375}, {"start": 1273.95, "end": 1274.71, "word": " values", "probability": 0.609375}, {"start": 1274.71, "end": 1275.13, "word": " at", "probability": 0.97412109375}, {"start": 1275.13, "end": 1275.51, "word": " risk", "probability": 0.97705078125}, {"start": 1275.51, "end": 1276.57, "word": " what", "probability": 0.89208984375}, {"start": 1276.57, "end": 1276.75, "word": " it", "probability": 0.9384765625}, {"start": 1276.75, "end": 1277.03, "word": " means", "probability": 0.9296875}, {"start": 1277.03, "end": 1277.35, "word": " values", "probability": 0.92919921875}, {"start": 1277.35, "end": 1277.55, "word": " at", "probability": 0.9814453125}, {"start": 1277.55, "end": 1277.89, "word": " risk", "probability": 0.97998046875}, {"start": 1277.89, "end": 1279.93, "word": " values", "probability": 0.66064453125}, {"start": 1279.93, "end": 1280.21, "word": " at", "probability": 0.98046875}, {"start": 1280.21, "end": 1280.57, "word": " risk", "probability": 0.98095703125}, {"start": 1280.57, "end": 1281.87, "word": " it", "probability": 0.955078125}, {"start": 1281.87, "end": 1282.45, "word": " means", "probability": 0.93212890625}, {"start": 1282.45, "end": 1283.89, "word": " قيم", "probability": 0.728271484375}, {"start": 1283.89, "end": 1284.67, "word": " معرضة", "probability": 0.7736002604166666}, {"start": 1284.67, "end": 1285.05, "word": " للخطر", "probability": 0.9718017578125}, {"start": 1285.05, "end": 1285.51, "word": " بالظبط", "probability": 0.841064453125}, {"start": 1285.51, "end": 1285.95, "word": " قيم", "probability": 0.9462890625}, {"start": 1285.95, "end": 1286.37, "word": " معرضة", "probability": 0.97509765625}, {"start": 1286.37, "end": 1286.81, "word": " للخطر", "probability": 0.990966796875}, {"start": 1286.81, "end": 1287.05, "word": " يعني", "probability": 0.947021484375}, {"start": 1287.05, "end": 1287.17, "word": " لو", "probability": 0.357421875}, {"start": 1287.17, "end": 1287.43, "word": " جينا", "probability": 0.8798828125}, {"start": 1287.43, "end": 1287.95, "word": " احنا", "probability": 0.87255859375}, {"start": 1287.95, "end": 1288.97, "word": " رصدنا", "probability": 0.9384765625}, {"start": 1288.97, "end": 1289.31, "word": " درجات", "probability": 0.9646809895833334}, {"start": 1289.31, "end": 1289.81, "word": " الطلاب", "probability": 0.9812825520833334}], "temperature": 1.0}, {"id": 47, "seek": 131825, "start": 1291.61, "end": 1318.25, "text": "لا يا بابا مش ال variance احنا حكينا look be careful this is not not variance هذا مش whole variance this is values at risk زي ما حكت انه قيم معرضة للخطر values at risk values at risk قيم معرضة للخطر طيب هلا مثلا أجينا احنا أخدنا درجات الطلاب", "tokens": [15040, 35186, 4724, 16758, 995, 37893, 2423, 21977, 1975, 5016, 8315, 11331, 4117, 1829, 8315, 574, 312, 5026, 341, 307, 406, 406, 21977, 23758, 37893, 1379, 21977, 341, 307, 4190, 412, 3148, 30767, 1829, 19446, 11331, 4117, 2655, 16472, 3224, 12174, 32640, 20449, 43042, 3660, 24976, 9778, 9566, 2288, 4190, 412, 3148, 4190, 412, 3148, 12174, 32640, 20449, 43042, 3660, 24976, 9778, 9566, 2288, 23032, 1829, 3555, 8032, 15040, 50113, 15040, 5551, 7435, 1829, 8315, 1975, 5016, 8315, 5551, 9778, 3215, 8315, 11778, 47341, 9307, 41950, 15040, 3555], "avg_logprob": -0.14167837748366796, "compression_ratio": 1.7604166666666667, "no_speech_prob": 0.0, "words": [{"start": 1291.61, "end": 1291.85, "word": "لا", "probability": 0.7353515625}, {"start": 1291.85, "end": 1291.99, "word": " يا", "probability": 0.94580078125}, {"start": 1291.99, "end": 1292.19, "word": " بابا", "probability": 0.9900716145833334}, {"start": 1292.19, "end": 1292.33, "word": " مش", "probability": 0.9521484375}, {"start": 1292.33, "end": 1292.45, "word": " ال", "probability": 0.9716796875}, {"start": 1292.45, "end": 1292.69, "word": " variance", "probability": 0.83642578125}, {"start": 1292.69, "end": 1293.53, "word": " احنا", "probability": 0.8028971354166666}, {"start": 1293.53, "end": 1293.91, "word": " حكينا", "probability": 0.93798828125}, {"start": 1293.91, "end": 1294.21, "word": " look", "probability": 0.72607421875}, {"start": 1294.21, "end": 1294.63, "word": " be", "probability": 0.60009765625}, {"start": 1294.63, "end": 1295.01, "word": " careful", "probability": 0.97216796875}, {"start": 1295.01, "end": 1295.97, "word": " this", "probability": 0.763671875}, {"start": 1295.97, "end": 1296.11, "word": " is", "probability": 0.94482421875}, {"start": 1296.11, "end": 1296.33, "word": " not", "probability": 0.95849609375}, {"start": 1296.33, "end": 1296.63, "word": " not", "probability": 0.36572265625}, {"start": 1296.63, "end": 1297.13, "word": " variance", "probability": 0.91845703125}, {"start": 1297.13, "end": 1297.43, "word": " هذا", "probability": 0.71826171875}, {"start": 1297.43, "end": 1297.61, "word": " مش", "probability": 0.986328125}, {"start": 1297.61, "end": 1297.77, "word": " whole", "probability": 0.4208984375}, {"start": 1297.77, "end": 1298.15, "word": " variance", "probability": 0.81640625}, {"start": 1298.15, "end": 1298.95, "word": " this", "probability": 0.436767578125}, {"start": 1298.95, "end": 1299.11, "word": " is", "probability": 0.9619140625}, {"start": 1299.11, "end": 1299.49, "word": " values", "probability": 0.95556640625}, {"start": 1299.49, "end": 1299.81, "word": " at", "probability": 0.97509765625}, {"start": 1299.81, "end": 1300.21, "word": " risk", "probability": 0.96728515625}, {"start": 1300.21, "end": 1302.39, "word": " زي", "probability": 0.86474609375}, {"start": 1302.39, "end": 1302.45, "word": " ما", "probability": 0.97412109375}, {"start": 1302.45, "end": 1302.83, "word": " حكت", "probability": 0.9620768229166666}, {"start": 1302.83, "end": 1303.83, "word": " انه", "probability": 0.6048583984375}, {"start": 1303.83, "end": 1304.45, "word": " قيم", "probability": 0.980712890625}, {"start": 1304.45, "end": 1304.97, "word": " معرضة", "probability": 0.9161783854166666}, {"start": 1304.97, "end": 1305.39, "word": " للخطر", "probability": 0.927001953125}, {"start": 1305.39, "end": 1306.83, "word": " values", "probability": 0.916015625}, {"start": 1306.83, "end": 1307.09, "word": " at", "probability": 0.97802734375}, {"start": 1307.09, "end": 1307.43, "word": " risk", "probability": 0.97314453125}, {"start": 1307.43, "end": 1309.79, "word": " values", "probability": 0.8955078125}, {"start": 1309.79, "end": 1311.19, "word": " at", "probability": 0.97509765625}, {"start": 1311.19, "end": 1311.61, "word": " risk", "probability": 0.97802734375}, {"start": 1311.61, "end": 1313.13, "word": " قيم", "probability": 0.930908203125}, {"start": 1313.13, "end": 1313.57, "word": " معرضة", "probability": 0.9783528645833334}, {"start": 1313.57, "end": 1314.69, "word": " للخطر", "probability": 0.98388671875}, {"start": 1314.69, "end": 1315.25, "word": " طيب", "probability": 0.96240234375}, {"start": 1315.25, "end": 1315.87, "word": " هلا", "probability": 0.64501953125}, {"start": 1315.87, "end": 1316.11, "word": " مثلا", "probability": 0.95703125}, {"start": 1316.11, "end": 1316.47, "word": " أجينا", "probability": 0.7645263671875}, {"start": 1316.47, "end": 1316.75, "word": " احنا", "probability": 0.9285481770833334}, {"start": 1316.75, "end": 1317.45, "word": " أخدنا", "probability": 0.96240234375}, {"start": 1317.45, "end": 1317.79, "word": " درجات", "probability": 0.9703776041666666}, {"start": 1317.79, "end": 1318.25, "word": " الطلاب", "probability": 0.9777018229166666}], "temperature": 1.0}, {"id": 48, "seek": 134588, "start": 1319.24, "end": 1345.88, "text": "لجينا الطلاب في تسعين تمانين خمسين سبعين ستين ف ال values at risk هي ال values ال extreme negative يعني أخدنا درجة الطلاب لجينا فينا تسعين خمس و تسعين تمانين خمس و تمانين سبعين تسعة و ستين سبعين خمس و تمانين okay و بعدين لجينا عشرين عشرة خمس و أستعش", "tokens": [1211, 7435, 1829, 8315, 41950, 15040, 3555, 8978, 6055, 3794, 3615, 9957, 46811, 7649, 9957, 16490, 2304, 3794, 9957, 8608, 3555, 3615, 9957, 8608, 2655, 9957, 6156, 2423, 4190, 412, 3148, 39896, 2423, 4190, 2423, 8084, 3671, 37495, 22653, 5551, 9778, 3215, 8315, 11778, 47341, 3660, 41950, 15040, 3555, 5296, 7435, 1829, 8315, 8978, 8315, 6055, 3794, 3615, 9957, 16490, 2304, 3794, 4032, 6055, 3794, 3615, 9957, 46811, 7649, 9957, 16490, 2304, 3794, 4032, 46811, 7649, 9957, 8608, 3555, 3615, 9957, 6055, 3794, 27884, 4032, 8608, 2655, 9957, 8608, 3555, 3615, 9957, 16490, 2304, 3794, 4032, 46811, 7649, 9957, 1392, 4032, 39182, 9957, 5296, 7435, 1829, 8315, 6225, 46309, 9957, 6225, 8592, 25720, 16490, 2304, 3794, 4032, 5551, 14851, 3615, 8592], "avg_logprob": -0.12435963481176095, "compression_ratio": 2.134715025906736, "no_speech_prob": 0.0, "words": [{"start": 1319.24, "end": 1319.64, "word": "لجينا", "probability": 0.8677978515625}, {"start": 1319.64, "end": 1320.04, "word": " الطلاب", "probability": 0.927734375}, {"start": 1320.04, "end": 1320.22, "word": " في", "probability": 0.9658203125}, {"start": 1320.22, "end": 1320.7, "word": " تسعين", "probability": 0.9129638671875}, {"start": 1320.7, "end": 1321.06, "word": " تمانين", "probability": 0.7392171223958334}, {"start": 1321.06, "end": 1321.64, "word": " خمسين", "probability": 0.9539794921875}, {"start": 1321.64, "end": 1322.36, "word": " سبعين", "probability": 0.978271484375}, {"start": 1322.36, "end": 1323.22, "word": " ستين", "probability": 0.9796549479166666}, {"start": 1323.22, "end": 1323.9, "word": " ف", "probability": 0.86767578125}, {"start": 1323.9, "end": 1324.14, "word": " ال", "probability": 0.58935546875}, {"start": 1324.14, "end": 1324.8, "word": " values", "probability": 0.59326171875}, {"start": 1324.8, "end": 1325.04, "word": " at", "probability": 0.9140625}, {"start": 1325.04, "end": 1325.42, "word": " risk", "probability": 0.97998046875}, {"start": 1325.42, "end": 1325.66, "word": " هي", "probability": 0.806640625}, {"start": 1325.66, "end": 1325.8, "word": " ال", "probability": 0.95751953125}, {"start": 1325.8, "end": 1326.16, "word": " values", "probability": 0.9521484375}, {"start": 1326.16, "end": 1326.44, "word": " ال", "probability": 0.744140625}, {"start": 1326.44, "end": 1327.44, "word": " extreme", "probability": 0.80078125}, {"start": 1327.44, "end": 1327.98, "word": " negative", "probability": 0.9658203125}, {"start": 1327.98, "end": 1329.66, "word": " يعني", "probability": 0.861083984375}, {"start": 1329.66, "end": 1330.5, "word": " أخدنا", "probability": 0.9100341796875}, {"start": 1330.5, "end": 1330.78, "word": " درجة", "probability": 0.9871419270833334}, {"start": 1330.78, "end": 1331.34, "word": " الطلاب", "probability": 0.97607421875}, {"start": 1331.34, "end": 1332.5, "word": " لجينا", "probability": 0.938232421875}, {"start": 1332.5, "end": 1332.94, "word": " فينا", "probability": 0.70361328125}, {"start": 1332.94, "end": 1333.74, "word": " تسعين", "probability": 0.990478515625}, {"start": 1333.74, "end": 1334.82, "word": " خمس", "probability": 0.9754231770833334}, {"start": 1334.82, "end": 1334.9, "word": " و", "probability": 0.36279296875}, {"start": 1334.9, "end": 1335.5, "word": " تسعين", "probability": 0.9903564453125}, {"start": 1335.5, "end": 1336.26, "word": " تمانين", "probability": 0.9527994791666666}, {"start": 1336.26, "end": 1336.58, "word": " خمس", "probability": 0.9910481770833334}, {"start": 1336.58, "end": 1336.64, "word": " و", "probability": 0.98876953125}, {"start": 1336.64, "end": 1337.26, "word": " تمانين", "probability": 0.9923502604166666}, {"start": 1337.26, "end": 1338.46, "word": " سبعين", "probability": 0.9884033203125}, {"start": 1338.46, "end": 1339.54, "word": " تسعة", "probability": 0.8440755208333334}, {"start": 1339.54, "end": 1339.64, "word": " و", "probability": 0.9892578125}, {"start": 1339.64, "end": 1340.2, "word": " ستين", "probability": 0.9397786458333334}, {"start": 1340.2, "end": 1341.46, "word": " سبعين", "probability": 0.99169921875}, {"start": 1341.46, "end": 1342.06, "word": " خمس", "probability": 0.9944661458333334}, {"start": 1342.06, "end": 1342.14, "word": " و", "probability": 0.99560546875}, {"start": 1342.14, "end": 1342.62, "word": " تمانين", "probability": 0.9930013020833334}, {"start": 1342.62, "end": 1342.94, "word": " okay", "probability": 0.728515625}, {"start": 1342.94, "end": 1343.3, "word": " و", "probability": 0.76708984375}, {"start": 1343.3, "end": 1343.62, "word": " بعدين", "probability": 0.949951171875}, {"start": 1343.62, "end": 1344.04, "word": " لجينا", "probability": 0.99560546875}, {"start": 1344.04, "end": 1344.62, "word": " عشرين", "probability": 0.955078125}, {"start": 1344.62, "end": 1345.1, "word": " عشرة", "probability": 0.9261067708333334}, {"start": 1345.1, "end": 1345.44, "word": " خمس", "probability": 0.9588216145833334}, {"start": 1345.44, "end": 1345.5, "word": " و", "probability": 0.391845703125}, {"start": 1345.5, "end": 1345.88, "word": " أستعش", "probability": 0.48541259765625}], "temperature": 1.0}, {"id": 49, "seek": 137416, "start": 1347.76, "end": 1374.16, "text": "سجلنا درجة الطلاب and we found like this لقينا درجات الطلاب where is the values at risk هدول هما ال 20, 10, 15 هدول values at risk هدول values at risk will move the will move the average down وبالتالي ال average هيصير misleading the problem is now from the investment point of view من وجهة نظر المستثمرين", "tokens": [3794, 7435, 1211, 8315, 11778, 47341, 3660, 41950, 15040, 3555, 293, 321, 1352, 411, 341, 5296, 4587, 9957, 995, 11778, 47341, 9307, 41950, 15040, 3555, 689, 307, 264, 4190, 412, 3148, 8032, 3215, 12610, 8032, 15042, 2423, 945, 11, 1266, 11, 2119, 8032, 3215, 12610, 4190, 412, 3148, 8032, 3215, 12610, 4190, 412, 3148, 486, 1286, 264, 486, 1286, 264, 4274, 760, 46599, 6027, 2655, 6027, 1829, 2423, 4274, 39896, 9381, 13546, 36429, 264, 1154, 307, 586, 490, 264, 6078, 935, 295, 1910, 9154, 49610, 3224, 3660, 8717, 19913, 2288, 9673, 14851, 12984, 29973, 9957], "avg_logprob": -0.19466145895421505, "compression_ratio": 1.6218487394957983, "no_speech_prob": 0.0, "words": [{"start": 1347.76, "end": 1348.36, "word": "سجلنا", "probability": 0.95068359375}, 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loss أسوأ خسارة يعني بنيجي و بنقول احنا ما هي أسوأ خسارة ممكن نحصل عليها بالفصل", "tokens": [1353, 437, 8396, 613, 561, 366, 412, 3148, 22807, 5296, 10721, 1829, 11778, 47341, 3660, 16472, 8032, 3215, 12610, 2423, 561, 8978, 16490, 9566, 2288, 22807, 5296, 10721, 1829, 11778, 47341, 3660, 8032, 3215, 12610, 41950, 15040, 3555, 43242, 16095, 4386, 1392, 718, 311, 721, 294, 819, 2098, 4190, 412, 3148, 8000, 5855, 4470, 5551, 3794, 2407, 10721, 16490, 3794, 9640, 3660, 37495, 22653, 44945, 1829, 7435, 1829, 4032, 44945, 39648, 1975, 5016, 8315, 19446, 39896, 5551, 3794, 2407, 10721, 16490, 3794, 9640, 3660, 3714, 43020, 8717, 5016, 36520, 25894, 11296, 20666, 5172, 36520], "avg_logprob": -0.15468750690159044, "compression_ratio": 1.5301724137931034, "no_speech_prob": 0.0, "words": [{"start": 1375.01, "end": 1375.31, "word": "to", "probability": 0.7734375}, {"start": 1375.31, "end": 1375.53, "word": " what", "probability": 0.97998046875}, {"start": 1375.53, "end": 1376.05, "word": " 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"text": "أسوأ نتيجة يعني لأ يعني أكم طالب يرصب بنيجي نقول أسوأ نتيجة ممكن نحصل عليها يعني جداش أن عدد طلاب مثلا ستين بنقول احنا حسب الحسابات تبعنا أسوأ نتيجة ممكن نحصل عليها أنه يرصب تلاتة في المية أو بطريقة ثانية أسوأ نتيجة", "tokens": [10721, 3794, 2407, 10721, 8717, 31371, 7435, 3660, 37495, 22653, 5296, 10721, 37495, 22653, 5551, 24793, 23032, 6027, 3555, 7251, 2288, 9381, 3555, 44945, 1829, 7435, 1829, 8717, 39648, 5551, 3794, 2407, 10721, 8717, 31371, 7435, 3660, 3714, 43020, 8717, 5016, 36520, 25894, 11296, 37495, 22653, 10874, 3215, 33599, 14739, 6225, 3215, 3215, 23032, 15040, 3555, 50113, 15040, 8608, 2655, 9957, 44945, 39648, 1975, 5016, 8315, 11331, 35457, 21542, 3794, 16758, 9307, 6055, 3555, 3615, 8315, 5551, 3794, 2407, 10721, 8717, 31371, 7435, 3660, 3714, 43020, 8717, 5016, 36520, 25894, 11296, 14739, 3224, 7251, 2288, 9381, 3555, 6055, 1211, 9307, 3660, 8978, 9673, 10632, 34051, 4724, 9566, 16572, 28671, 38637, 7649, 10632, 5551, 3794, 2407, 10721, 8717, 31371, 7435, 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"word": " أسوأ", "probability": 0.8631591796875}, {"start": 1415.17, "end": 1415.51, "word": " نتيجة", "probability": 0.9969482421875}, {"start": 1415.51, "end": 1415.75, "word": " ممكن", "probability": 0.9921875}, {"start": 1415.75, "end": 1416.07, "word": " نحصل", "probability": 0.9930013020833334}, {"start": 1416.07, "end": 1416.61, "word": " عليها", "probability": 0.972900390625}, {"start": 1416.61, "end": 1417.79, "word": " يعني", "probability": 0.954833984375}, {"start": 1417.79, "end": 1418.11, "word": " جداش", "probability": 0.6691080729166666}, {"start": 1418.11, "end": 1418.27, "word": " أن", "probability": 0.6982421875}, {"start": 1418.27, "end": 1418.51, "word": " عدد", "probability": 0.9817708333333334}, {"start": 1418.51, "end": 1419.01, "word": " طلاب", "probability": 0.8927408854166666}, {"start": 1419.01, "end": 1419.59, "word": " مثلا", "probability": 0.922119140625}, {"start": 1419.59, "end": 1420.09, "word": " ستين", "probability": 0.8146158854166666}, {"start": 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إن اسمها Monte Carlo لكن أنا بقولكوا إيها it is Monte Carlo فممكن بال corrections و لا بالصح و الغلط تقولوا والله يا عزيزي مش موجودة بالكتاب no I'm telling you now this method is Monte Carlo", "tokens": [259, 428, 1011, 2939, 307, 787, 472, 3170, 6156, 7578, 33251, 2655, 16758, 6055, 3555, 3615, 4117, 3714, 29245, 23328, 4724, 3794, 7150, 36764, 24401, 3660, 1392, 293, 341, 3170, 307, 1219, 38105, 45112, 3170, 37893, 3714, 29245, 23328, 3660, 20666, 4117, 2655, 16758, 36145, 24525, 2304, 11296, 38105, 45112, 44381, 41850, 4724, 39648, 4117, 14407, 11933, 1829, 11296, 309, 307, 38105, 45112, 6156, 2304, 43020, 20666, 36406, 4032, 20193, 20666, 9381, 5016, 4032, 6024, 118, 1211, 9566, 6055, 39648, 14407, 16070, 43761, 35186, 6225, 11622, 1829, 11622, 1829, 37893, 3714, 29245, 23328, 3660, 20666, 4117, 2655, 16758, 572, 286, 478, 3585, 291, 586, 341, 3170, 307, 38105, 45112], "avg_logprob": -0.22784090705893256, "compression_ratio": 1.7578125, "no_speech_prob": 0.0, "words": [{"start": 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{"start": 1690.08, "end": 1690.22, "word": " what", "probability": 0.446533203125}, {"start": 1690.22, "end": 1690.36, "word": " it", "probability": 0.9482421875}, {"start": 1690.36, "end": 1690.72, "word": " means", "probability": 0.9365234375}, {"start": 1690.72, "end": 1690.96, "word": " ايش", "probability": 0.8347981770833334}, {"start": 1690.96, "end": 1691.26, "word": " معناه", "probability": 0.9637044270833334}, {"start": 1691.26, "end": 1691.7, "word": " ماعرفت", "probability": 0.64892578125}, {"start": 1691.7, "end": 1691.88, "word": " عشان", "probability": 0.7010091145833334}, {"start": 1691.88, "end": 1692.02, "word": " عشانين", "probability": 0.582794189453125}, {"start": 1692.02, "end": 1692.4, "word": " تمية", "probability": 0.5222574869791666}, {"start": 1692.4, "end": 1693.64, "word": " أسوأ", "probability": 0.83575439453125}, {"start": 1693.64, "end": 1694.28, "word": " خسارة", "probability": 0.980712890625}, {"start": 1694.28, "end": 1695.0, "word": " ممكن", 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مش هتزيد عن .. مش هتزيد عن 20% okay هذه إذا كانت negative values طيب", "tokens": [40228, 22653, 1975, 5016, 8315, 11331, 4117, 1829, 8315, 18871, 13420, 4, 39896, 4117, 13420, 4, 4032, 11296, 1025, 4, 44945, 35457, 3660, 1025, 4, 1975, 5016, 8315, 44945, 30544, 44650, 10721, 4117, 3215, 9957, 16472, 3224, 2423, 21292, 7649, 9307, 33962, 3794, 16373, 2288, 6055, 3555, 34268, 8315, 37893, 8032, 2655, 11622, 25708, 18871, 4386, 37893, 8032, 2655, 11622, 25708, 18871, 945, 4, 1392, 29538, 11933, 15730, 25961, 2655, 3671, 4190, 23032, 1829, 3555], "avg_logprob": -0.2056949036686044, "compression_ratio": 1.4971098265895955, "no_speech_prob": 0.0, "words": [{"start": 1725.86, "end": 1726.12, "word": "يعني", "probability": 0.751220703125}, {"start": 1726.12, "end": 1726.36, "word": " احنا", "probability": 0.8601888020833334}, {"start": 1726.36, "end": 1726.64, "word": " حكينا", "probability": 0.96826171875}, {"start": 1726.64, "end": 1726.78, "word": " عن", "probability": 0.498046875}, 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"word": " بنكون", "probability": 0.935791015625}, {"start": 1733.54, "end": 1734.44, "word": " متأكدين", "probability": 0.96865234375}, {"start": 1734.44, "end": 1735.66, "word": " انه", "probability": 0.729736328125}, {"start": 1735.66, "end": 1736.42, "word": " البيانات", "probability": 0.9105224609375}, {"start": 1736.42, "end": 1737.1, "word": " الخسائر", "probability": 0.9422607421875}, {"start": 1737.1, "end": 1737.46, "word": " تبعتنا", "probability": 0.856201171875}, {"start": 1737.46, "end": 1737.62, "word": " مش", "probability": 0.97265625}, {"start": 1737.62, "end": 1738.22, "word": " هتزيد", "probability": 0.9842529296875}, {"start": 1738.22, "end": 1738.58, "word": " عن", "probability": 0.697265625}, {"start": 1738.58, "end": 1738.66, "word": " ..", "probability": 0.2017822265625}, {"start": 1738.66, "end": 1740.28, "word": " مش", "probability": 0.83203125}, {"start": 1740.28, "end": 1740.64, "word": " هتزيد", "probability": 0.98974609375}, {"start": 1740.64, "end": 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ال loss loss we compare the average values with the negative values", "tokens": [28814, 15730, 2423, 4190, 2423, 3148, 39894, 4587, 1829, 3794, 5296, 28814, 1829, 3224, 22807, 5551, 16095, 11933, 1829, 8592, 37279, 28480, 14407, 23758, 2423, 4470, 4470, 5551, 3794, 2407, 10721, 16490, 3794, 9640, 3660, 3714, 43020, 11933, 5016, 8315, 8717, 5016, 36520, 25894, 11296, 293, 321, 6794, 30767, 1829, 19446, 13412, 38688, 8315, 2423, 4470, 4470, 321, 6794, 264, 4274, 4190, 365, 264, 3671, 4190], "avg_logprob": -0.2354244469706692, "compression_ratio": 1.461111111111111, "no_speech_prob": 0.0, "words": [{"start": 1755.12, "end": 1755.4, "word": "إذا", "probability": 0.6641845703125}, {"start": 1755.4, "end": 1755.6, "word": " ال", "probability": 0.97265625}, {"start": 1755.6, "end": 1755.88, "word": " values", "probability": 0.91552734375}, {"start": 1755.88, "end": 1756.08, "word": " ال", "probability": 0.294189453125}, {"start": 1756.08, "end": 1756.72, "word": " risk", "probability": 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returns be careful is not related to the positive return is related to the extreme negative return values at risk is the quantile of a distribution below which lies Q percent of the possible values of that distribution يعني ما هو احتمال انه نحصل على", "tokens": [6455, 264, 4190, 412, 3148, 445, 281, 4160, 291, 365, 264, 4190, 412, 3148, 257, 3481, 295, 4470, 881, 10374, 6615, 365, 264, 8084, 3671, 11247, 2423, 30241, 26108, 20666, 3828, 5301, 3671, 11247, 312, 5026, 307, 406, 4077, 281, 264, 3353, 2736, 307, 4077, 281, 264, 8084, 3671, 2736, 4190, 412, 3148, 307, 264, 4426, 794, 295, 257, 7316, 2507, 597, 9134, 1249, 3043, 295, 264, 1944, 4190, 295, 300, 7316, 37495, 22653, 19446, 31439, 1975, 33753, 2304, 6027, 16472, 3224, 8717, 5016, 36520, 15844], "avg_logprob": -0.2643678243132843, "compression_ratio": 1.8266129032258065, "no_speech_prob": 0.0, "words": [{"start": 1783.92, "end": 1784.18, "word": "So", "probability": 0.11669921875}, {"start": 1784.18, "end": 1784.34, "word": " 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shortfalls expected shortfalls تأخذ عدد عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل عادل ع", "tokens": [3224, 15730, 27188, 2288, 4587, 49374, 2423, 4190, 412, 3148, 4032, 49374, 5176, 2099, 18542, 5176, 2099, 18542, 6055, 10721, 9778, 8848, 6225, 3215, 3215, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 6225, 18513, 1211, 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"seek": 227714, "start": 2252.9, "end": 2277.14, "text": "اللي هو ال lower partial standard deviation and the Sortino ratio احنا حكينا احنا اذا كان عندنا non-normal distribution so the average is no longer is a good measure to return or to the risk حكينا اذا كان البيانات مش normal distribution", "tokens": [6027, 20292, 31439, 2423, 3126, 14641, 3832, 25163, 293, 264, 26149, 2982, 8509, 1975, 5016, 8315, 11331, 4117, 1829, 8315, 1975, 5016, 8315, 1975, 15730, 25961, 43242, 8315, 2107, 12, 23157, 7316, 370, 264, 4274, 307, 572, 2854, 307, 257, 665, 3481, 281, 2736, 420, 281, 264, 3148, 11331, 4117, 1829, 8315, 1975, 15730, 25961, 2423, 21292, 7649, 9307, 37893, 2710, 7316], "avg_logprob": -0.1927083328602806, "compression_ratio": 1.5210526315789474, "no_speech_prob": 0.0, "words": [{"start": 2252.9, "end": 2253.22, "word": "اللي", "probability": 0.794921875}, {"start": 2253.22, "end": 2253.36, "word": " هو", "probability": 0.94189453125}, {"start": 2253.36, "end": 2253.72, "word": " ال", 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{"start": 2391.7, "end": 2391.84, "word": " هاي", "probability": 0.5189208984375}, {"start": 2391.84, "end": 2392.22, "word": " negative", "probability": 0.955078125}, {"start": 2392.22, "end": 2392.62, "word": " retained", "probability": 0.203125}, {"start": 2392.62, "end": 2393.1, "word": " separately", "probability": 0.8876953125}, {"start": 2393.1, "end": 2393.92, "word": " بتتوافق", "probability": 0.97548828125}, {"start": 2393.92, "end": 2394.06, "word": " مع", "probability": 0.99560546875}, {"start": 2394.06, "end": 2394.16, "word": " ال", "probability": 0.84228515625}, {"start": 2394.16, "end": 2394.48, "word": " expected", "probability": 0.9033203125}, {"start": 2394.48, "end": 2395.18, "word": " shortfalls،", "probability": 0.7539876302083334}, {"start": 2395.18, "end": 2397.02, "word": " مظبوط؟", "probability": 0.9275716145833334}, {"start": 2397.02, "end": 2397.24, "word": " ها", "probability": 0.637939453125}, {"start": 2397.24, "end": 2397.32, "word": " دي", "probability": 0.85205078125}, {"start": 2397.32, "end": 2397.76, "word": " بتتوافق", "probability": 0.9857421875}, {"start": 2397.76, "end": 2397.9, "word": " مع", "probability": 0.99560546875}, {"start": 2397.9, "end": 2398.0, "word": " ال", "probability": 0.96337890625}, {"start": 2398.0, "end": 2398.34, "word": " expected", "probability": 0.95361328125}, {"start": 2398.34, "end": 2398.84, "word": " shortfalls", "probability": 0.9072265625}, {"start": 2398.84, "end": 2399.02, "word": " اللي", "probability": 0.8740234375}, {"start": 2399.02, "end": 2399.44, "word": " فاتت", "probability": 0.99462890625}], "temperature": 1.0}, {"id": 87, "seek": 241062, "start": 2399.76, "end": 2410.62, "text": "yes لان احنا just focus on the expected shortfalls هذي بس ركزوا على ال negative values", "tokens": [2346, 5296, 7649, 1975, 5016, 8315, 445, 1879, 322, 264, 5176, 2099, 18542, 8032, 8848, 1829, 4724, 3794, 12602, 4117, 11622, 14407, 15844, 2423, 3671, 4190], "avg_logprob": -0.3301504740008601, "compression_ratio": 1.0093457943925233, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 2399.76, "end": 2400.28, "word": "yes", "probability": 0.2186279296875}, {"start": 2400.28, "end": 2401.1, "word": " لان", "probability": 0.625732421875}, {"start": 2401.1, "end": 2401.26, "word": " احنا", "probability": 0.9225260416666666}, {"start": 2401.26, "end": 2401.44, "word": " just", "probability": 0.71484375}, {"start": 2401.44, "end": 2401.78, "word": " focus", "probability": 0.92822265625}, {"start": 2401.78, "end": 2401.96, "word": " on", "probability": 0.95458984375}, {"start": 2401.96, "end": 2402.18, "word": " the", "probability": 0.83935546875}, {"start": 2402.18, "end": 2404.42, "word": " expected", "probability": 0.92724609375}, {"start": 2404.42, "end": 2405.34, "word": " shortfalls", "probability": 0.77294921875}, {"start": 2405.34, "end": 2406.86, "word": " هذي", "probability": 0.3411865234375}, {"start": 2406.86, "end": 2408.94, "word": " بس", "probability": 0.708740234375}, {"start": 2408.94, "end": 2409.38, "word": " ركزوا", "probability": 0.961669921875}, {"start": 2409.38, "end": 2409.56, "word": " على", "probability": 0.80224609375}, {"start": 2409.56, "end": 2409.78, "word": " ال", "probability": 0.8935546875}, {"start": 2409.78, "end": 2410.12, "word": " negative", "probability": 0.95556640625}, {"start": 2410.12, "end": 2410.62, "word": " values", "probability": 0.95654296875}], "temperature": 1.0}, {"id": 88, "seek": 243629, "start": 2412.01, "end": 2436.29, "text": "الإضافة الجديدة اللى عملوها يعني هي ال ال values at risk كنتبهوا ال values at risk زى صار فيها developments بعدين اجوا ناس قالوا لأ ال values at risk هى conservatives خلّينا نطور واحدة تانية سموها ال expected shortfalls قالوا لأ ال expected shortfalls بتاخد عند اعتبار ال average صحيح it's it's looking at the negative returns", "tokens": [6027, 28814, 11242, 31845, 3660, 25724, 16254, 41891, 13672, 7578, 6225, 42213, 2407, 11296, 37495, 22653, 39896, 2423, 2423, 4190, 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" from", "probability": 0.90625}, {"start": 2453.34, "end": 2453.62, "word": " return", "probability": 0.75927734375}, {"start": 2453.62, "end": 2453.9, "word": " from", "probability": 0.85595703125}, {"start": 2453.9, "end": 2454.04, "word": " the", "probability": 0.7958984375}, {"start": 2454.04, "end": 2454.36, "word": " risk", "probability": 0.958984375}, {"start": 2454.36, "end": 2454.68, "word": " free", "probability": 0.79541015625}, {"start": 2454.68, "end": 2455.1, "word": " rates", "probability": 0.6474609375}, {"start": 2455.1, "end": 2456.0, "word": " من", "probability": 0.94775390625}, {"start": 2456.0, "end": 2456.12, "word": " ال", "probability": 0.935546875}, {"start": 2456.12, "end": 2456.26, "word": " risk", "probability": 0.9150390625}, {"start": 2456.26, "end": 2456.56, "word": " free", "probability": 0.93701171875}, {"start": 2456.56, "end": 2456.86, "word": " not", "probability": 0.91064453125}, {"start": 2456.86, "end": 2457.28, "word": " from", "probability": 0.9140625}, {"start": 2457.28, "end": 2457.62, "word": " the", "probability": 0.921875}, {"start": 2457.62, "end": 2458.54, "word": " not", "probability": 0.4677734375}, {"start": 2458.54, "end": 2458.78, "word": " from", "probability": 0.91357421875}, {"start": 2458.78, "end": 2458.9, "word": " the", "probability": 0.9384765625}, {"start": 2458.9, "end": 2459.28, "word": " average", "probability": 0.79638671875}], "temperature": 1.0}, {"id": 90, "seek": 249446, "start": 2467.53, "end": 2494.47, "text": "هذه الأولى look like they expected shortfalls خلصنا إيش عملوا تطوير عليها؟ عملوا تطوير جديد عليها بدل ما يحسبوا ال minus minus the average استخدموا ال risk free بس ال LBSD similar to usual standard deviation هي شبه ال standard deviation لكن إيش الفرق منها؟ بس ال risk free", "tokens": [3224, 24192, 16247, 12610, 7578, 574, 411, 436, 5176, 2099, 18542, 16490, 1211, 9381, 8315, 11933, 1829, 8592, 6225, 42213, 14407, 6055, 9566, 2407, 13546, 25894, 11296, 22807, 6225, 42213, 14407, 6055, 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"end": 2477.59, "word": " ما", "probability": 0.88330078125}, {"start": 2477.59, "end": 2478.21, "word": " يحسبوا", "probability": 0.9664306640625}, {"start": 2478.21, "end": 2478.35, "word": " ال", "probability": 0.6875}, {"start": 2478.35, "end": 2479.93, "word": " minus", "probability": 0.56787109375}, {"start": 2479.93, "end": 2480.79, "word": " minus", "probability": 0.56591796875}, {"start": 2480.79, "end": 2480.99, "word": " the", "probability": 0.499755859375}, {"start": 2480.99, "end": 2481.57, "word": " average", "probability": 0.81494140625}, {"start": 2481.57, "end": 2483.17, "word": " استخدموا", "probability": 0.9320068359375}, {"start": 2483.17, "end": 2483.25, "word": " ال", "probability": 0.65576171875}, {"start": 2483.25, "end": 2483.45, "word": " risk", "probability": 0.93896484375}, {"start": 2483.45, "end": 2483.79, "word": " free", "probability": 0.57275390625}, {"start": 2483.79, "end": 2484.77, "word": " بس", "probability": 0.820556640625}, {"start": 2484.77, 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2492.39, "end": 2492.67, "word": " لكن", "probability": 0.9228515625}, {"start": 2492.67, "end": 2492.91, "word": " إيش", "probability": 0.9747721354166666}, {"start": 2492.91, "end": 2493.29, "word": " الفرق", "probability": 0.9549153645833334}, {"start": 2493.29, "end": 2493.59, "word": " منها؟", "probability": 0.4266357421875}, {"start": 2493.59, "end": 2493.91, "word": " بس", "probability": 0.6705322265625}, {"start": 2493.91, "end": 2494.05, "word": " ال", "probability": 0.93017578125}, {"start": 2494.05, "end": 2494.21, "word": " risk", "probability": 0.986328125}, {"start": 2494.21, "end": 2494.47, "word": " free", "probability": 0.9296875}], "temperature": 1.0}, {"id": 91, "seek": 252102, "start": 2496.42, "end": 2521.02, "text": "طيب فاكرين share ratio share ratio اللي هو ال share ratio اللي حكيناكوا فيها ال excess return او risk premium divided by the standard deviation، مظبوط؟ طيب بما ان ال data is not normally distributed طب بعد كلام ال share ratio is not working", 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