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"end": 1083.69, "text": "الأن نفترض الطالب اللي جاب 15 شيلناه و يقوم بإعادة 15 value و يقوم بإعادة 20 now let's calculate the new mean the new mean is just 11 12 13 plus 20 over 5 this gives 14", "tokens": [6027, 33456, 8717, 5172, 2655, 43042, 41950, 6027, 3555, 13672, 1829, 10874, 16758, 2119, 13412, 26895, 8315, 3224, 4032, 7251, 4587, 20498, 4724, 28814, 3615, 18513, 3660, 2119, 2158, 4032, 7251, 4587, 20498, 4724, 28814, 3615, 18513, 3660, 945, 586, 718, 311, 8873, 264, 777, 914, 264, 777, 914, 307, 445, 2975, 2272, 3705, 1804, 945, 670, 1025, 341, 2709, 3499], "avg_logprob": -0.429687489905665, "compression_ratio": 1.371069182389937, "no_speech_prob": 0.0, "words": [{"start": 1057.25, "end": 1057.55, "word": "الأن", "probability": 0.5087890625}, {"start": 1057.55, "end": 1057.99, "word": " نفترض", "probability": 0.9415283203125}, {"start": 1057.99, "end": 1060.15, "word": " الطالب", "probability": 0.857421875}, {"start": 1060.15, "end": 1060.25, "word": " اللي", "probability": 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113688, "start": 1110.9, "end": 1136.88, "text": "إذا السبب بتغير لأن الـmean تعيش تعريفه sum of values divided by n فلما غيرها 15 ب20 أكيد الـmean هيتغير إذا الـmean is affected by extreme values one more example suppose we have this data one up to nine", "tokens": [28814, 15730, 21136, 3555, 3555, 39894, 17082, 13546, 5296, 33456, 2423, 39184, 1398, 282, 37279, 1829, 8592, 37279, 16572, 5172, 3224, 2408, 295, 4190, 6666, 538, 297, 6156, 1211, 15042, 32771, 13546, 11296, 2119, 4724, 2009, 5551, 4117, 25708, 2423, 39184, 1398, 282, 8032, 36081, 17082, 13546, 11933, 15730, 2423, 39184, 1398, 282, 307, 8028, 538, 8084, 4190, 472, 544, 1365, 7297, 321, 362, 341, 1412, 472, 493, 281, 4949], "avg_logprob": -0.27508803656403447, "compression_ratio": 1.4162162162162162, "no_speech_prob": 0.0, "words": [{"start": 1110.9, "end": 1111.18, "word": "إذا", "probability": 0.40789794921875}, {"start": 1111.18, "end": 1111.96, "word": " السبب", "probability": 0.8974609375}, {"start": 1111.96, "end": 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" twenty", "probability": 0.386962890625}, {"start": 1225.5, "end": 1226.34, "word": " يعني", "probability": 0.94775390625}, {"start": 1226.34, "end": 1226.5, "word": " اللي", "probability": 0.7822265625}, {"start": 1226.5, "end": 1227.02, "word": " تلاحظي", "probability": 0.87763671875}], "temperature": 1.0}, {"id": 44, "seek": 125366, "start": 1227.84, "end": 1253.66, "text": "الـ 13 ل 14 الفرق مش كبير عشان كده ال 20 ممكن مش extreme value لكن لما حاطلت المية من 5 ل 14 و نص واضح المسافة كبيرة بينهم لكن مقدرش احدد الآن لكن واضح انه في ال data الأولى ال 20 is not that extreme value مش كتيرة بعيدة عشان كده ال mean كان 13 صار 14 الفرق مش كبير", "tokens": [6027, 39184, 3705, 5296, 3499, 27188, 2288, 4587, 37893, 9122, 3555, 13546, 6225, 8592, 7649, 9122, 3215, 3224, 2423, 945, 3714, 43020, 37893, 8084, 2158, 44381, 5296, 15042, 11331, 41193, 1211, 2655, 9673, 10632, 9154, 1025, 5296, 3499, 4032, 8717, 9381, 4032, 46958, 5016, 9673, 3794, 31845, 3660, 9122, 3555, 48923, 49374, 16095, 44381, 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{"start": 1242.36, "end": 1242.86, "word": " احدد", "probability": 0.8390299479166666}, {"start": 1242.86, "end": 1243.78, "word": " الآن", "probability": 0.594970703125}, {"start": 1243.78, "end": 1244.0, "word": " لكن", "probability": 0.71630859375}, {"start": 1244.0, "end": 1244.32, "word": " واضح", "probability": 0.9871419270833334}, {"start": 1244.32, "end": 1244.76, "word": " انه", "probability": 0.81591796875}, {"start": 1244.76, "end": 1245.14, "word": " في", "probability": 0.8642578125}, {"start": 1245.14, "end": 1245.2, "word": " ال", "probability": 0.978515625}, {"start": 1245.2, "end": 1245.4, "word": " data", "probability": 0.97314453125}, {"start": 1245.4, "end": 1245.94, "word": " الأولى", "probability": 0.9532877604166666}, {"start": 1245.94, "end": 1246.16, "word": " ال", "probability": 0.9736328125}, {"start": 1246.16, "end": 1246.56, "word": " 20", "probability": 0.9169921875}, {"start": 1246.56, "end": 1246.84, "word": " is", "probability": 0.85791015625}, {"start": 1246.84, "end": 1247.08, "word": " not", "probability": 0.970703125}, {"start": 1247.08, "end": 1247.28, "word": " that", "probability": 0.93896484375}, {"start": 1247.28, "end": 1247.64, "word": " extreme", "probability": 0.92626953125}, {"start": 1247.64, "end": 1247.88, "word": " value", "probability": 0.9931640625}, {"start": 1247.88, "end": 1248.04, "word": " مش", "probability": 0.92578125}, {"start": 1248.04, "end": 1248.4, "word": " كتيرة", "probability": 0.828125}, {"start": 1248.4, "end": 1249.4, "word": " بعيدة", "probability": 0.88232421875}, {"start": 1249.4, "end": 1249.86, "word": " عشان", "probability": 0.9931640625}, {"start": 1249.86, "end": 1250.04, "word": " كده", "probability": 0.9928385416666666}, {"start": 1250.04, "end": 1250.16, "word": " ال", "probability": 0.89111328125}, {"start": 1250.16, "end": 1250.38, "word": " mean", "probability": 0.7822265625}, {"start": 1250.38, "end": 1251.64, "word": " كان", "probability": 0.98291015625}, {"start": 1251.64, "end": 1252.02, "word": " 13", "probability": 0.970703125}, {"start": 1252.02, "end": 1252.38, "word": " صار", "probability": 0.78173828125}, {"start": 1252.38, "end": 1252.72, "word": " 14", "probability": 0.5537109375}, {"start": 1252.72, "end": 1253.22, "word": " الفرق", "probability": 0.9371744791666666}, {"start": 1253.22, "end": 1253.34, "word": " مش", "probability": 0.97998046875}, {"start": 1253.34, "end": 1253.66, "word": " كبير", "probability": 0.9920247395833334}], "temperature": 1.0}, {"id": 45, "seek": 127606, "start": 1255.52, "end": 1276.06, "text": "سؤالك كويس بس أجاب عليه إن شاء الله خلال اللقاءات اللي جاية the next measure is called the median ايش median؟ وسيط ال median معناه الوسيط تعرف الوسيط the value in the middle القيمة الف و النص", "tokens": [3794, 33604, 6027, 4117, 9122, 45865, 3794, 4724, 3794, 5551, 7435, 16758, 47356, 36145, 13412, 16606, 21984, 16490, 1211, 6027, 13672, 4587, 16606, 9307, 13672, 1829, 10874, 995, 10632, 264, 958, 3481, 307, 1219, 264, 26779, 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"probability": 0.93115234375}, {"start": 1274.52, "end": 1274.82, "word": " middle", "probability": 0.95361328125}, {"start": 1274.82, "end": 1275.56, "word": " القيمة", "probability": 0.89208984375}, {"start": 1275.56, "end": 1275.7, "word": " الف", "probability": 0.82666015625}, {"start": 1275.7, "end": 1275.76, "word": " و", "probability": 0.264892578125}, {"start": 1275.76, "end": 1276.06, "word": " النص", "probability": 0.908447265625}], "temperature": 1.0}, {"id": 46, "seek": 130602, "start": 1277.1, "end": 1306.02, "text": "بس after we arrange the data from smallest to largest لما أرتب القيام يعني إذا كان عندك شوية قيم بترتبيهم من الصغير للكبير أو العكس القيم اللي في الوسط هي عبارة عن ال media معناه قيمة في الوسط يعني اللي على اليمين بتساوي اللي على الشمال يعني عدد القيام اللي على اليسار بتساوي عدد القيام اللي على اليمين هذا معناه in an ordered array في مصفوفة مرتبة the median is the middle number", "tokens": [3555, 3794, 934, 321, 9424, 264, 1412, 490, 16998, 281, 6443, 5296, 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شوية تطلع على القيم هذول نفس القيم اللي فاتت", "tokens": [10721, 25513, 27884, 31439, 8717, 36178, 2423, 28820, 3555, 31767, 17082, 13546, 36632, 11296, 39894, 5016, 4117, 1829, 4386, 45164, 25961, 5551, 22488, 18513, 16095, 5551, 25513, 27884, 8032, 7435, 1829, 3555, 4117, 5551, 3794, 2407, 10721, 39182, 2423, 4137, 8032, 8848, 1829, 13672, 1829, 8032, 2304, 8717, 5016, 4117, 1829, 15844, 25124, 17082, 1211, 41950, 21292, 3615, 1829, 45164, 25961, 23758, 13412, 2407, 10632, 12174, 32640, 2423, 6399, 25062, 32640, 3660, 13672, 1829, 8978, 28239, 9381, 39182, 3714, 43500, 3555, 16095, 4032, 3615, 23942, 7251, 2304, 9957, 16095, 4724, 3794, 2407, 38207, 15844, 13412, 2304, 6027, 16095, 16490, 20292, 8315, 8717, 8592, 38688, 11296, 39182, 13412, 2407, 10632, 19446, 8717, 14851, 3615, 7435, 1211, 8592, 37495, 22653, 10874, 995, 37746, 6225, 8608, 33604, 6027, 4117, 39182, 13412, 2407, 10632, 6055, 9566, 1211, 3615, 15844, 25062, 32640, 8032, 8848, 12610, 8717, 36178, 25062, 32640, 13672, 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0.97314453125}, {"start": 1462.29, "end": 1462.39, "word": " على", "probability": 0.84765625}, {"start": 1462.39, "end": 1462.49, "word": " ال", "probability": 0.86328125}, {"start": 1462.49, "end": 1462.51, "word": " mean", "probability": 0.91162109375}, {"start": 1462.51, "end": 1462.87, "word": " أكتر", "probability": 0.9891357421875}], "temperature": 1.0}, {"id": 53, "seek": 149157, "start": 1464.21, "end": 1491.57, "text": "عالـ mean الـ mean اللي فات لحظة كان 13 صار 14 هنا ال median ما زال the same value يعني بعد كده if we replace the largest value by any other value larger than that one then the median stay the same بتأثرش ولو اتأثر تأثره مش كبير تطلع ال example اللي فات من 1 إلى 9 حكينا ال mean was 5", "tokens": [3615, 6027, 39184, 914, 2423, 39184, 914, 13672, 1829, 6156, 9307, 5296, 5016, 19913, 3660, 25961, 3705, 20328, 9640, 3499, 34105, 2423, 26779, 19446, 30767, 6027, 264, 912, 2158, 37495, 22653, 39182, 9122, 3215, 3224, 498, 321, 7406, 264, 6443, 2158, 538, 604, 661, 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"probability": 0.9228515625}, {"start": 1505.78, "end": 1507.54, "word": " ماتأثرش", "probability": 0.712646484375}, {"start": 1507.54, "end": 1507.66, "word": " هي", "probability": 0.72265625}, {"start": 1507.66, "end": 1507.8, "word": " في", "probability": 0.93212890625}, {"start": 1507.8, "end": 1508.1, "word": " النص", "probability": 0.919189453125}, {"start": 1508.1, "end": 1508.64, "word": " مظبوط", "probability": 0.8033203125}, {"start": 1508.64, "end": 1509.92, "word": " فواضح", "probability": 0.903564453125}, {"start": 1509.92, "end": 1510.1, "word": " ال", "probability": 0.78369140625}, {"start": 1510.1, "end": 1510.3, "word": " mean", "probability": 0.95458984375}, {"start": 1510.3, "end": 1510.54, "word": " و", "probability": 0.80908203125}, {"start": 1510.54, "end": 1510.64, "word": " ال", "probability": 0.80126953125}, {"start": 1510.64, "end": 1510.86, "word": " median", "probability": 0.9794921875}, {"start": 1510.86, "end": 1511.04, "word": " ما", "probability": 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1544.97, "end": 1545.15, "word": " ال", "probability": 0.89111328125}, {"start": 1545.15, "end": 1545.35, "word": " median", "probability": 0.76513671875}, {"start": 1545.35, "end": 1545.65, "word": " عبارة", "probability": 0.992431640625}, {"start": 1545.65, "end": 1545.81, "word": " عن", "probability": 0.9970703125}, {"start": 1545.81, "end": 1546.39, "word": " أيش؟", "probability": 0.6126302083333334}, {"start": 1546.39, "end": 1548.83, "word": " ال", "probability": 0.492431640625}, {"start": 1548.83, "end": 1549.29, "word": " average", "probability": 0.86328125}, {"start": 1549.29, "end": 1549.55, "word": " لل", "probability": 0.60888671875}, {"start": 1549.55, "end": 1550.31, "word": " middle", "probability": 0.91845703125}, {"start": 1550.31, "end": 1550.81, "word": " points", "probability": 0.81689453125}], "temperature": 1.0}, {"id": 56, "seek": 158069, "start": 1551.55, "end": 1580.69, "text": "الـ average ل هدول اتنين فال average تمحهم خمسة زي ستة على اتنين خمسة و نصف اذا لما اكون عندى هدولة كم واحدة اعددهم عشرة مش هيك لما يكون even يعني عدد زوجي بتاخد ال average لل two middle points five plus six على اتنين لحظة ال median كان خمسة", "tokens": [6027, 39184, 4274, 5296, 8032, 3215, 12610, 1975, 2655, 1863, 9957, 6156, 6027, 4274, 46811, 5016, 16095, 16490, 2304, 3794, 3660, 30767, 1829, 8608, 2655, 3660, 15844, 1975, 2655, 1863, 9957, 16490, 2304, 3794, 3660, 4032, 8717, 9381, 5172, 1975, 15730, 5296, 15042, 1975, 30544, 43242, 7578, 8032, 3215, 12610, 3660, 9122, 2304, 36764, 24401, 3660, 1975, 22488, 3215, 16095, 6225, 8592, 25720, 37893, 39896, 4117, 5296, 15042, 7251, 30544, 754, 37495, 22653, 6225, 3215, 3215, 30767, 29245, 1829, 39894, 47283, 3215, 2423, 4274, 24976, 732, 2808, 2793, 1732, 1804, 2309, 15844, 1975, 2655, 1863, 9957, 5296, 5016, 19913, 3660, 2423, 26779, 25961, 16490, 2304, 3794, 3660], "avg_logprob": -0.22743054962268583, "compression_ratio": 1.6936936936936937, "no_speech_prob": 0.0, "words": [{"start": 1551.55, "end": 1551.85, "word": 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means from smallest to largest the median position is n plus one over two هي ال position so n plus one over two for this example n was five so the position of the median", "tokens": [41185, 21542, 6027, 3660, 2423, 39184, 4914, 295, 264, 26779, 562, 264, 4190, 366, 294, 29054, 1668, 309, 1355, 490, 16998, 281, 6443, 264, 26779, 2535, 307, 297, 1804, 472, 670, 732, 39896, 2423, 2535, 370, 297, 1804, 472, 670, 732, 337, 341, 1365, 297, 390, 1732, 370, 264, 2535, 295, 264, 26779], "avg_logprob": -0.2485532263914744, "compression_ratio": 1.6540880503144655, "no_speech_prob": 0.0, "words": [{"start": 1666.56, "end": 1666.76, "word": "في", "probability": 0.5087890625}, {"start": 1666.76, "end": 1667.08, "word": " الحالة", "probability": 0.8570963541666666}, {"start": 1667.08, "end": 1667.22, "word": " الـ", "probability": 0.4761962890625}, {"start": 1667.22, "end": 1667.74, "word": " location", "probability": 0.88720703125}, {"start": 1667.74, "end": 1668.04, "word": " of", "probability": 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في نمط لكن في لحظة معناه من أين؟ إذا حكينا على ال mean", "tokens": [6027, 1863, 3224, 9640, 7251, 2655, 4117, 19528, 18871, 38637, 6027, 12984, 3714, 1829, 7435, 9640, 24976, 2655, 41260, 1863, 3794, 10632, 9673, 31747, 11622, 10632, 11331, 49975, 6024, 48506, 6055, 4117, 19528, 8315, 18871, 1975, 2655, 1863, 9957, 3714, 1829, 7435, 9640, 9957, 3714, 9957, 4032, 2304, 1829, 16254, 995, 1863, 38637, 6027, 12984, 3714, 1829, 7435, 9640, 7251, 38251, 7578, 2423, 9268, 2423, 9268, 37495, 22653, 9154, 5551, 9957, 22807, 31439, 8978, 8717, 2304, 9566, 44381, 8978, 5296, 5016, 19913, 3660, 20449, 8315, 3224, 9154, 5551, 9957, 22807, 11933, 15730, 11331, 4117, 1829, 8315, 15844, 2423, 914], "avg_logprob": -0.5040624815225602, "compression_ratio": 1.8666666666666667, "no_speech_prob": 0.0, "words": [{"start": 2128.46, "end": 2129.22, "word": "النهار", "probability": 0.4915618896484375}, {"start": 2129.22, "end": 2130.08, "word": " يتكلم", "probability": 0.7628173828125}, {"start": 2130.08, 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