{
    "segments": [
        {
            "id": 1,
            "seek": 2796,
            "start": 1.24,
            "end": 7.64,
            "text": " Okay, hi everyone. This is Zoltan and Hiram's...",
            "tokens": [
                50404,
                1033,
                11,
                4879,
                1518,
                13,
                639,
                307,
                1176,
                4837,
                282,
                293,
                23192,
                335,
                311,
                485,
                50724
            ],
            "temperature": 0.0,
            "avg_logprob": -0.3386824340433688,
            "compression_ratio": 1.4433497536945812,
            "no_speech_prob": 0.362548828125,
            "words": [
                {
                    "start": 1.24,
                    "end": 1.62,
                    "word": " Okay",
                    "probability": 0.250244140625
                },
                {
                    "start": 1.62,
                    "end": 1.76,
                    "word": ",",
                    "probability": 0.46337890625
                },
                {
                    "start": 1.76,
                    "end": 2.0,
                    "word": " hi",
                    "probability": 0.82275390625
                },
                {
                    "start": 2.0,
                    "end": 2.34,
                    "word": " everyone",
                    "probability": 0.78955078125
                },
                {
                    "start": 2.34,
                    "end": 3.02,
                    "word": ".",
                    "probability": 0.55712890625
                },
                {
                    "start": 3.4,
                    "end": 3.98,
                    "word": " This",
                    "probability": 0.75439453125
                },
                {
                    "start": 3.98,
                    "end": 4.8,
                    "word": " is",
                    "probability": 0.90966796875
                },
                {
                    "start": 4.8,
                    "end": 6.54,
                    "word": " Zoltan",
                    "probability": 0.7936197916666666
                },
                {
                    "start": 6.54,
                    "end": 7.12,
                    "word": " and",
                    "probability": 0.875
                },
                {
                    "start": 7.12,
                    "end": 7.64,
                    "word": " Hiram's...",
                    "probability": 0.548187255859375
                }
            ]
        },
        {
            "id": 2,
            "seek": 2796,
            "start": 9.8,
            "end": 17.0,
            "text": " in conjunction with Microsoft and Cujo AI. They're launching a very interesting security competition",
            "tokens": [
                50856,
                294,
                27482,
                365,
                8116,
                293,
                383,
                4579,
                78,
                7318,
                13,
                814,
                434,
                18354,
                257,
                588,
                1880,
                3825,
                6211,
                51192
            ],
            "temperature": 0.0,
            "avg_logprob": -0.3386824340433688,
            "compression_ratio": 1.4433497536945812,
            "no_speech_prob": 0.362548828125,
            "words": [
                {
                    "start": 9.8,
                    "end": 10.48,
                    "word": " in",
                    "probability": 0.2457275390625
                },
                {
                    "start": 10.48,
                    "end": 10.88,
                    "word": " conjunction",
                    "probability": 0.919921875
                },
                {
                    "start": 10.88,
                    "end": 11.14,
                    "word": " with",
                    "probability": 0.82080078125
                },
                {
                    "start": 11.14,
                    "end": 11.62,
                    "word": " Microsoft",
                    "probability": 0.8056640625
                },
                {
                    "start": 11.62,
                    "end": 12.16,
                    "word": " and",
                    "probability": 0.86181640625
                },
                {
                    "start": 12.16,
                    "end": 12.58,
                    "word": " Cujo",
                    "probability": 0.714111328125
                },
                {
                    "start": 12.58,
                    "end": 12.96,
                    "word": " AI",
                    "probability": 0.60400390625
                },
                {
                    "start": 12.96,
                    "end": 13.64,
                    "word": ".",
                    "probability": 0.82421875
                },
                {
                    "start": 14.02,
                    "end": 14.52,
                    "word": " They're",
                    "probability": 0.730224609375
                },
                {
                    "start": 14.52,
                    "end": 14.78,
                    "word": " launching",
                    "probability": 0.73974609375
                },
                {
                    "start": 15.1,
                    "end": 15.34,
                    "word": " a very",
                    "probability": 0.74462890625
                },
                {
                    "start": 15.34,
                    "end": 15.86,
                    "word": " interesting",
                    "probability": 0.6494140625
                },
                {
                    "start": 15.86,
                    "end": 16.44,
                    "word": " security",
                    "probability": 0.92919921875
                },
                {
                    "start": 16.44,
                    "end": 17.0,
                    "word": " competition",
                    "probability": 0.8876953125
                }
            ]
        },
        {
            "id": 3,
            "seek": 2796,
            "start": 17.68,
            "end": 21.18,
            "text": " which kind of relates back to some of the stuff we were talking about in opening remarks",
            "tokens": [
                51244,
                597,
                733,
                295,
                16155,
                646,
                281,
                512,
                295,
                264,
                1507,
                321,
                645,
                1417,
                466,
                294,
                5193,
                19151,
                51400
            ],
            "temperature": 0.0,
            "avg_logprob": -0.3386824340433688,
            "compression_ratio": 1.4433497536945812,
            "no_speech_prob": 0.362548828125,
            "words": [
                {
                    "start": 17.68,
                    "end": 18.36,
                    "word": " which",
                    "probability": 0.39990234375
                },
                {
                    "start": 18.36,
                    "end": 18.58,
                    "word": " kind",
                    "probability": 0.712890625
                },
                {
                    "start": 18.58,
                    "end": 18.66,
                    "word": " of",
                    "probability": 0.9111328125
                },
                {
                    "start": 18.66,
                    "end": 18.92,
                    "word": " relates",
                    "probability": 0.8896484375
                },
                {
                    "start": 18.92,
                    "end": 19.2,
                    "word": " back",
                    "probability": 0.369140625
                },
                {
                    "start": 19.2,
                    "end": 19.38,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 19.38,
                    "end": 19.5,
                    "word": " some",
                    "probability": 0.78173828125
                },
                {
                    "start": 19.5,
                    "end": 19.6,
                    "word": " of",
                    "probability": 0.880859375
                },
                {
                    "start": 19.6,
                    "end": 19.64,
                    "word": " the",
                    "probability": 0.81689453125
                },
                {
                    "start": 19.64,
                    "end": 19.82,
                    "word": " stuff",
                    "probability": 0.80322265625
                },
                {
                    "start": 19.82,
                    "end": 19.9,
                    "word": " we",
                    "probability": 0.64599609375
                },
                {
                    "start": 19.9,
                    "end": 19.96,
                    "word": " were",
                    "probability": 0.77197265625
                },
                {
                    "start": 19.96,
                    "end": 20.16,
                    "word": " talking",
                    "probability": 0.7607421875
                },
                {
                    "start": 20.16,
                    "end": 20.34,
                    "word": " about",
                    "probability": 0.8271484375
                },
                {
                    "start": 20.34,
                    "end": 20.48,
                    "word": " in",
                    "probability": 0.873046875
                },
                {
                    "start": 20.48,
                    "end": 20.78,
                    "word": " opening",
                    "probability": 0.64697265625
                },
                {
                    "start": 20.78,
                    "end": 21.18,
                    "word": " remarks",
                    "probability": 0.755859375
                }
            ]
        },
        {
            "id": 4,
            "seek": 2796,
            "start": 21.8,
            "end": 54.64,
            "text": " and I'll let them take it away. Sorry about the audio.",
            "tokens": [
                51432,
                293,
                286,
                603,
                718,
                552,
                747,
                309,
                1314,
                13,
                4919,
                466,
                264,
                6278,
                13,
                51728
            ],
            "temperature": 0.0,
            "avg_logprob": -0.3386824340433688,
            "compression_ratio": 1.4433497536945812,
            "no_speech_prob": 0.362548828125,
            "words": [
                {
                    "start": 21.8,
                    "end": 22.22,
                    "word": " and",
                    "probability": 0.361083984375
                },
                {
                    "start": 22.22,
                    "end": 22.84,
                    "word": " I'll",
                    "probability": 0.95703125
                },
                {
                    "start": 22.84,
                    "end": 23.04,
                    "word": " let",
                    "probability": 0.9052734375
                },
                {
                    "start": 23.04,
                    "end": 23.3,
                    "word": " them",
                    "probability": 0.7333984375
                },
                {
                    "start": 23.3,
                    "end": 23.7,
                    "word": " take",
                    "probability": 0.80712890625
                },
                {
                    "start": 23.7,
                    "end": 23.82,
                    "word": " it",
                    "probability": 0.9033203125
                },
                {
                    "start": 23.82,
                    "end": 24.06,
                    "word": " away",
                    "probability": 0.80908203125
                },
                {
                    "start": 24.06,
                    "end": 24.74,
                    "word": ".",
                    "probability": 0.923828125
                },
                {
                    "start": 51.6,
                    "end": 52.28,
                    "word": " Sorry",
                    "probability": 0.80712890625
                },
                {
                    "start": 52.28,
                    "end": 53.44,
                    "word": " about",
                    "probability": 0.6982421875
                },
                {
                    "start": 53.44,
                    "end": 53.66,
                    "word": " the",
                    "probability": 0.81591796875
                },
                {
                    "start": 53.66,
                    "end": 53.96,
                    "word": " audio",
                    "probability": 0.91259765625
                },
                {
                    "start": 53.96,
                    "end": 54.64,
                    "word": ".",
                    "probability": 0.88720703125
                }
            ]
        },
        {
            "id": 5,
            "seek": 5046,
            "start": 59.93,
            "end": 66.65,
            "text": " I will get the audio working. I am sorry. Why is it not capturing the right thing?",
            "tokens": [
                50380,
                286,
                486,
                483,
                264,
                6278,
                1364,
                13,
                286,
                669,
                2597,
                13,
                1545,
                307,
                309,
                406,
                23384,
                264,
                558,
                551,
                30,
                50696
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2802254137445669,
            "compression_ratio": 1.4191616766467066,
            "no_speech_prob": 0.005290985107421875,
            "words": [
                {
                    "start": 59.93,
                    "end": 60.61,
                    "word": " I",
                    "probability": 0.69140625
                },
                {
                    "start": 60.61,
                    "end": 60.79,
                    "word": " will",
                    "probability": 0.685546875
                },
                {
                    "start": 60.79,
                    "end": 60.97,
                    "word": " get",
                    "probability": 0.89697265625
                },
                {
                    "start": 60.97,
                    "end": 61.15,
                    "word": " the",
                    "probability": 0.806640625
                },
                {
                    "start": 61.15,
                    "end": 61.33,
                    "word": " audio",
                    "probability": 0.91845703125
                },
                {
                    "start": 61.33,
                    "end": 61.71,
                    "word": " working",
                    "probability": 0.7138671875
                },
                {
                    "start": 61.71,
                    "end": 61.95,
                    "word": ".",
                    "probability": 0.433349609375
                },
                {
                    "start": 61.95,
                    "end": 62.09,
                    "word": " I",
                    "probability": 0.9833984375
                },
                {
                    "start": 62.09,
                    "end": 62.27,
                    "word": " am",
                    "probability": 0.85498046875
                },
                {
                    "start": 62.27,
                    "end": 62.59,
                    "word": " sorry",
                    "probability": 0.77099609375
                },
                {
                    "start": 62.59,
                    "end": 63.27,
                    "word": ".",
                    "probability": 0.70947265625
                },
                {
                    "start": 64.01,
                    "end": 64.69,
                    "word": " Why",
                    "probability": 0.80615234375
                },
                {
                    "start": 64.69,
                    "end": 64.81,
                    "word": " is",
                    "probability": 0.88671875
                },
                {
                    "start": 64.81,
                    "end": 64.89,
                    "word": " it",
                    "probability": 0.89111328125
                },
                {
                    "start": 64.89,
                    "end": 65.01,
                    "word": " not",
                    "probability": 0.9013671875
                },
                {
                    "start": 65.01,
                    "end": 65.35,
                    "word": " capturing",
                    "probability": 0.74560546875
                },
                {
                    "start": 65.35,
                    "end": 65.51,
                    "word": " the",
                    "probability": 0.81494140625
                },
                {
                    "start": 65.51,
                    "end": 65.67,
                    "word": " right",
                    "probability": 0.876953125
                },
                {
                    "start": 65.67,
                    "end": 65.97,
                    "word": " thing",
                    "probability": 0.8173828125
                },
                {
                    "start": 65.97,
                    "end": 66.65,
                    "word": "?",
                    "probability": 0.93017578125
                }
            ]
        },
        {
            "id": 6,
            "seek": 5046,
            "start": 82.32,
            "end": 87.92,
            "text": " I'm Balazs and this is a project together with Hiram Anderson.",
            "tokens": [
                50780,
                286,
                478,
                13140,
                921,
                82,
                293,
                341,
                307,
                257,
                1716,
                1214,
                365,
                23192,
                335,
                18768,
                13,
                51056
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2802254137445669,
            "compression_ratio": 1.4191616766467066,
            "no_speech_prob": 0.005290985107421875,
            "words": [
                {
                    "start": 82.32,
                    "end": 82.52,
                    "word": " I'm",
                    "probability": 0.62646484375
                },
                {
                    "start": 82.52,
                    "end": 83.1,
                    "word": " Balazs",
                    "probability": 0.6849772135416666
                },
                {
                    "start": 83.1,
                    "end": 83.72,
                    "word": " and",
                    "probability": 0.5927734375
                },
                {
                    "start": 83.72,
                    "end": 84.2,
                    "word": " this",
                    "probability": 0.87548828125
                },
                {
                    "start": 84.2,
                    "end": 84.5,
                    "word": " is",
                    "probability": 0.8984375
                },
                {
                    "start": 84.8,
                    "end": 85.16,
                    "word": " a project",
                    "probability": 0.84130859375
                },
                {
                    "start": 85.16,
                    "end": 86.06,
                    "word": " together",
                    "probability": 0.7744140625
                },
                {
                    "start": 86.06,
                    "end": 86.44,
                    "word": " with",
                    "probability": 0.8095703125
                },
                {
                    "start": 86.44,
                    "end": 87.0,
                    "word": " Hiram",
                    "probability": 0.75830078125
                },
                {
                    "start": 87.0,
                    "end": 87.58,
                    "word": " Anderson",
                    "probability": 0.66162109375
                },
                {
                    "start": 87.58,
                    "end": 87.92,
                    "word": ".",
                    "probability": 0.89697265625
                }
            ]
        },
        {
            "id": 7,
            "seek": 5046,
            "start": 89.22,
            "end": 96.38,
            "text": " We are going to talk about machine learning detection bypasses and in the past you probably",
            "tokens": [
                51152,
                492,
                366,
                516,
                281,
                751,
                466,
                3479,
                2539,
                17784,
                24996,
                279,
                293,
                294,
                264,
                1791,
                291,
                1391,
                51488
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2802254137445669,
            "compression_ratio": 1.4191616766467066,
            "no_speech_prob": 0.005290985107421875,
            "words": [
                {
                    "start": 89.22,
                    "end": 89.9,
                    "word": " We",
                    "probability": 0.8876953125
                },
                {
                    "start": 89.9,
                    "end": 90.08,
                    "word": " are",
                    "probability": 0.8955078125
                },
                {
                    "start": 90.08,
                    "end": 90.28,
                    "word": " going",
                    "probability": 0.861328125
                },
                {
                    "start": 90.28,
                    "end": 90.5,
                    "word": " to",
                    "probability": 0.9091796875
                },
                {
                    "start": 90.5,
                    "end": 90.86,
                    "word": " talk",
                    "probability": 0.80224609375
                },
                {
                    "start": 90.86,
                    "end": 91.2,
                    "word": " about",
                    "probability": 0.81787109375
                },
                {
                    "start": 91.2,
                    "end": 91.52,
                    "word": " machine",
                    "probability": 0.6005859375
                },
                {
                    "start": 91.52,
                    "end": 92.02,
                    "word": " learning",
                    "probability": 0.83642578125
                },
                {
                    "start": 92.02,
                    "end": 92.62,
                    "word": " detection",
                    "probability": 0.77587890625
                },
                {
                    "start": 92.62,
                    "end": 93.52,
                    "word": " bypasses",
                    "probability": 0.814453125
                },
                {
                    "start": 93.52,
                    "end": 94.6,
                    "word": " and",
                    "probability": 0.406982421875
                },
                {
                    "start": 94.6,
                    "end": 95.16,
                    "word": " in",
                    "probability": 0.875
                },
                {
                    "start": 95.16,
                    "end": 95.36,
                    "word": " the",
                    "probability": 0.81640625
                },
                {
                    "start": 95.36,
                    "end": 95.7,
                    "word": " past",
                    "probability": 0.8046875
                },
                {
                    "start": 95.7,
                    "end": 96.02,
                    "word": " you",
                    "probability": 0.76025390625
                },
                {
                    "start": 96.02,
                    "end": 96.38,
                    "word": " probably",
                    "probability": 0.90283203125
                }
            ]
        },
        {
            "id": 8,
            "seek": 7632,
            "start": 96.38,
            "end": 106.04,
            "text": " have seen some researches where people modified existing images and the goal was to bypass",
            "tokens": [
                50364,
                362,
                1612,
                512,
                2132,
                279,
                689,
                561,
                15873,
                6741,
                5267,
                293,
                264,
                3387,
                390,
                281,
                24996,
                50852
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23411458854873976,
            "compression_ratio": 1.6511627906976745,
            "no_speech_prob": 0.014923095703125,
            "words": [
                {
                    "start": 96.38,
                    "end": 96.64,
                    "word": " have",
                    "probability": 0.1708984375
                },
                {
                    "start": 96.64,
                    "end": 96.94,
                    "word": " seen",
                    "probability": 0.89453125
                },
                {
                    "start": 96.94,
                    "end": 97.24,
                    "word": " some",
                    "probability": 0.82373046875
                },
                {
                    "start": 97.24,
                    "end": 98.16,
                    "word": " researches",
                    "probability": 0.781494140625
                },
                {
                    "start": 98.16,
                    "end": 99.14,
                    "word": " where",
                    "probability": 0.71142578125
                },
                {
                    "start": 99.14,
                    "end": 100.14,
                    "word": " people",
                    "probability": 0.91552734375
                },
                {
                    "start": 100.14,
                    "end": 100.94,
                    "word": " modified",
                    "probability": 0.77392578125
                },
                {
                    "start": 100.94,
                    "end": 102.22,
                    "word": " existing",
                    "probability": 0.72314453125
                },
                {
                    "start": 102.22,
                    "end": 102.78,
                    "word": " images",
                    "probability": 0.85009765625
                },
                {
                    "start": 102.78,
                    "end": 103.86,
                    "word": " and",
                    "probability": 0.75244140625
                },
                {
                    "start": 103.86,
                    "end": 104.34,
                    "word": " the",
                    "probability": 0.76611328125
                },
                {
                    "start": 104.34,
                    "end": 104.6,
                    "word": " goal",
                    "probability": 0.916015625
                },
                {
                    "start": 104.6,
                    "end": 105.08,
                    "word": " was",
                    "probability": 0.8974609375
                },
                {
                    "start": 105.08,
                    "end": 105.52,
                    "word": " to",
                    "probability": 0.90380859375
                },
                {
                    "start": 105.52,
                    "end": 106.04,
                    "word": " bypass",
                    "probability": 0.87548828125
                }
            ]
        },
        {
            "id": 9,
            "seek": 7632,
            "start": 106.04,
            "end": 114.48,
            "text": " machine learning classifiers. So for example for a human viewer the new image looks like the",
            "tokens": [
                50852,
                3479,
                2539,
                1508,
                23463,
                13,
                407,
                337,
                1365,
                337,
                257,
                1952,
                16767,
                264,
                777,
                3256,
                1542,
                411,
                264,
                51264
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23411458854873976,
            "compression_ratio": 1.6511627906976745,
            "no_speech_prob": 0.014923095703125,
            "words": [
                {
                    "start": 106.04,
                    "end": 106.54,
                    "word": " machine",
                    "probability": 0.689453125
                },
                {
                    "start": 106.54,
                    "end": 106.9,
                    "word": " learning",
                    "probability": 0.8349609375
                },
                {
                    "start": 106.9,
                    "end": 107.68,
                    "word": " classifiers",
                    "probability": 0.933349609375
                },
                {
                    "start": 107.68,
                    "end": 108.28,
                    "word": ".",
                    "probability": 0.56640625
                },
                {
                    "start": 108.28,
                    "end": 108.38,
                    "word": " So",
                    "probability": 0.775390625
                },
                {
                    "start": 108.38,
                    "end": 108.54,
                    "word": " for",
                    "probability": 0.703125
                },
                {
                    "start": 108.54,
                    "end": 109.06,
                    "word": " example",
                    "probability": 0.9384765625
                },
                {
                    "start": 109.06,
                    "end": 109.84,
                    "word": " for",
                    "probability": 0.62158203125
                },
                {
                    "start": 110.14,
                    "end": 110.44,
                    "word": " a human",
                    "probability": 0.79931640625
                },
                {
                    "start": 110.44,
                    "end": 111.08,
                    "word": " viewer",
                    "probability": 0.79150390625
                },
                {
                    "start": 111.08,
                    "end": 112.5,
                    "word": " the",
                    "probability": 0.67138671875
                },
                {
                    "start": 112.5,
                    "end": 112.94,
                    "word": " new",
                    "probability": 0.81298828125
                },
                {
                    "start": 112.94,
                    "end": 113.44,
                    "word": " image",
                    "probability": 0.85986328125
                },
                {
                    "start": 113.44,
                    "end": 113.82,
                    "word": " looks",
                    "probability": 0.78955078125
                },
                {
                    "start": 113.82,
                    "end": 114.18,
                    "word": " like",
                    "probability": 0.88330078125
                },
                {
                    "start": 114.18,
                    "end": 114.48,
                    "word": " the",
                    "probability": 0.818359375
                }
            ]
        },
        {
            "id": 10,
            "seek": 7632,
            "start": 114.48,
            "end": 122.24,
            "text": " original one but for a machine learning classifier this looks like something different. Like it will",
            "tokens": [
                51264,
                3380,
                472,
                457,
                337,
                257,
                3479,
                2539,
                1508,
                9902,
                341,
                1542,
                411,
                746,
                819,
                13,
                1743,
                309,
                486,
                51660
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23411458854873976,
            "compression_ratio": 1.6511627906976745,
            "no_speech_prob": 0.014923095703125,
            "words": [
                {
                    "start": 114.48,
                    "end": 114.94,
                    "word": " original",
                    "probability": 0.83349609375
                },
                {
                    "start": 114.94,
                    "end": 115.34,
                    "word": " one",
                    "probability": 0.81787109375
                },
                {
                    "start": 115.34,
                    "end": 115.86,
                    "word": " but",
                    "probability": 0.6357421875
                },
                {
                    "start": 115.86,
                    "end": 116.1,
                    "word": " for",
                    "probability": 0.8974609375
                },
                {
                    "start": 116.2,
                    "end": 116.44,
                    "word": " a machine",
                    "probability": 0.70166015625
                },
                {
                    "start": 116.44,
                    "end": 116.84,
                    "word": " learning",
                    "probability": 0.8427734375
                },
                {
                    "start": 116.84,
                    "end": 117.58,
                    "word": " classifier",
                    "probability": 0.949951171875
                },
                {
                    "start": 117.58,
                    "end": 118.62,
                    "word": " this",
                    "probability": 0.853515625
                },
                {
                    "start": 118.62,
                    "end": 118.92,
                    "word": " looks",
                    "probability": 0.78369140625
                },
                {
                    "start": 118.92,
                    "end": 119.24,
                    "word": " like",
                    "probability": 0.873046875
                },
                {
                    "start": 119.24,
                    "end": 119.64,
                    "word": " something",
                    "probability": 0.7431640625
                },
                {
                    "start": 119.64,
                    "end": 120.32,
                    "word": " different",
                    "probability": 0.6962890625
                },
                {
                    "start": 120.32,
                    "end": 120.64,
                    "word": ".",
                    "probability": 0.17626953125
                },
                {
                    "start": 120.64,
                    "end": 120.96,
                    "word": " Like",
                    "probability": 0.6328125
                },
                {
                    "start": 120.96,
                    "end": 121.88,
                    "word": " it",
                    "probability": 0.8251953125
                },
                {
                    "start": 121.88,
                    "end": 122.24,
                    "word": " will",
                    "probability": 0.8173828125
                }
            ]
        },
        {
            "id": 11,
            "seek": 10212,
            "start": 122.24,
            "end": 131.44,
            "text": " believe that this looks like an ostrich. In this talk we are going to present machine learning",
            "tokens": [
                50368,
                1697,
                300,
                341,
                1542,
                411,
                364,
                44024,
                480,
                13,
                682,
                341,
                751,
                321,
                366,
                516,
                281,
                1974,
                3479,
                2539,
                50820
            ],
            "temperature": 0.0,
            "avg_logprob": -0.18283769440266393,
            "compression_ratio": 1.545945945945946,
            "no_speech_prob": 0.0008769035339355469,
            "words": [
                {
                    "start": 122.24,
                    "end": 122.7,
                    "word": " believe",
                    "probability": 0.2337646484375
                },
                {
                    "start": 122.7,
                    "end": 123.26,
                    "word": " that",
                    "probability": 0.84619140625
                },
                {
                    "start": 123.26,
                    "end": 123.78,
                    "word": " this",
                    "probability": 0.8779296875
                },
                {
                    "start": 123.78,
                    "end": 124.02,
                    "word": " looks",
                    "probability": 0.78271484375
                },
                {
                    "start": 124.02,
                    "end": 124.38,
                    "word": " like",
                    "probability": 0.87548828125
                },
                {
                    "start": 124.38,
                    "end": 124.68,
                    "word": " an",
                    "probability": 0.91162109375
                },
                {
                    "start": 124.68,
                    "end": 125.16,
                    "word": " ostrich",
                    "probability": 0.852783203125
                },
                {
                    "start": 125.16,
                    "end": 126.0,
                    "word": ".",
                    "probability": 0.9267578125
                },
                {
                    "start": 126.32,
                    "end": 127.16,
                    "word": " In",
                    "probability": 0.8984375
                },
                {
                    "start": 127.16,
                    "end": 127.34,
                    "word": " this",
                    "probability": 0.88525390625
                },
                {
                    "start": 127.34,
                    "end": 127.58,
                    "word": " talk",
                    "probability": 0.8017578125
                },
                {
                    "start": 127.58,
                    "end": 127.78,
                    "word": " we",
                    "probability": 0.3212890625
                },
                {
                    "start": 127.78,
                    "end": 127.94,
                    "word": " are",
                    "probability": 0.88330078125
                },
                {
                    "start": 127.94,
                    "end": 128.16,
                    "word": " going",
                    "probability": 0.8505859375
                },
                {
                    "start": 128.16,
                    "end": 129.02,
                    "word": " to",
                    "probability": 0.9111328125
                },
                {
                    "start": 129.02,
                    "end": 130.06,
                    "word": " present",
                    "probability": 0.76318359375
                },
                {
                    "start": 130.06,
                    "end": 131.02,
                    "word": " machine",
                    "probability": 0.65478515625
                },
                {
                    "start": 131.02,
                    "end": 131.44,
                    "word": " learning",
                    "probability": 0.814453125
                }
            ]
        },
        {
            "id": 12,
            "seek": 10212,
            "start": 131.44,
            "end": 138.62,
            "text": " bypasses when it comes to malicious software and there have been some interesting researches in",
            "tokens": [
                50820,
                24996,
                279,
                562,
                309,
                1487,
                281,
                33496,
                4722,
                293,
                456,
                362,
                668,
                512,
                1880,
                2132,
                279,
                294,
                51176
            ],
            "temperature": 0.0,
            "avg_logprob": -0.18283769440266393,
            "compression_ratio": 1.545945945945946,
            "no_speech_prob": 0.0008769035339355469,
            "words": [
                {
                    "start": 131.44,
                    "end": 132.2,
                    "word": " bypasses",
                    "probability": 0.847412109375
                },
                {
                    "start": 132.2,
                    "end": 132.4,
                    "word": " when",
                    "probability": 0.86083984375
                },
                {
                    "start": 132.4,
                    "end": 132.56,
                    "word": " it",
                    "probability": 0.90673828125
                },
                {
                    "start": 132.56,
                    "end": 132.9,
                    "word": " comes",
                    "probability": 0.81591796875
                },
                {
                    "start": 132.9,
                    "end": 133.32,
                    "word": " to",
                    "probability": 0.9052734375
                },
                {
                    "start": 133.32,
                    "end": 133.74,
                    "word": " malicious",
                    "probability": 0.81201171875
                },
                {
                    "start": 133.74,
                    "end": 134.46,
                    "word": " software",
                    "probability": 0.83349609375
                },
                {
                    "start": 134.46,
                    "end": 135.58,
                    "word": " and",
                    "probability": 0.43408203125
                },
                {
                    "start": 135.58,
                    "end": 136.1,
                    "word": " there",
                    "probability": 0.84619140625
                },
                {
                    "start": 136.1,
                    "end": 136.34,
                    "word": " have",
                    "probability": 0.845703125
                },
                {
                    "start": 136.34,
                    "end": 136.62,
                    "word": " been",
                    "probability": 0.8203125
                },
                {
                    "start": 136.62,
                    "end": 137.16,
                    "word": " some",
                    "probability": 0.8076171875
                },
                {
                    "start": 137.16,
                    "end": 137.68,
                    "word": " interesting",
                    "probability": 0.6494140625
                },
                {
                    "start": 137.68,
                    "end": 138.46,
                    "word": " researches",
                    "probability": 0.763427734375
                },
                {
                    "start": 138.46,
                    "end": 138.62,
                    "word": " in",
                    "probability": 0.9052734375
                }
            ]
        },
        {
            "id": 13,
            "seek": 10212,
            "start": 138.62,
            "end": 148.04,
            "text": " the past regarding this topic as well. For example last year there was a new research published",
            "tokens": [
                51176,
                264,
                1791,
                8595,
                341,
                4829,
                382,
                731,
                13,
                1171,
                1365,
                1036,
                1064,
                456,
                390,
                257,
                777,
                2132,
                6572,
                51652
            ],
            "temperature": 0.0,
            "avg_logprob": -0.18283769440266393,
            "compression_ratio": 1.545945945945946,
            "no_speech_prob": 0.0008769035339355469,
            "words": [
                {
                    "start": 138.62,
                    "end": 138.8,
                    "word": " the",
                    "probability": 0.80859375
                },
                {
                    "start": 138.8,
                    "end": 139.2,
                    "word": " past",
                    "probability": 0.80029296875
                },
                {
                    "start": 139.2,
                    "end": 140.34,
                    "word": " regarding",
                    "probability": 0.80859375
                },
                {
                    "start": 140.34,
                    "end": 140.72,
                    "word": " this",
                    "probability": 0.88037109375
                },
                {
                    "start": 140.72,
                    "end": 141.08,
                    "word": " topic",
                    "probability": 0.85107421875
                },
                {
                    "start": 141.08,
                    "end": 141.38,
                    "word": " as",
                    "probability": 0.884765625
                },
                {
                    "start": 141.38,
                    "end": 141.64,
                    "word": " well",
                    "probability": 0.86962890625
                },
                {
                    "start": 141.64,
                    "end": 142.48,
                    "word": ".",
                    "probability": 0.9287109375
                },
                {
                    "start": 142.58,
                    "end": 143.06,
                    "word": " For",
                    "probability": 0.90283203125
                },
                {
                    "start": 143.06,
                    "end": 143.3,
                    "word": " example",
                    "probability": 0.9306640625
                },
                {
                    "start": 143.3,
                    "end": 143.7,
                    "word": " last",
                    "probability": 0.318359375
                },
                {
                    "start": 143.7,
                    "end": 144.08,
                    "word": " year",
                    "probability": 0.88525390625
                },
                {
                    "start": 144.08,
                    "end": 145.52,
                    "word": " there",
                    "probability": 0.68701171875
                },
                {
                    "start": 145.52,
                    "end": 146.08,
                    "word": " was",
                    "probability": 0.8984375
                },
                {
                    "start": 146.5,
                    "end": 146.86,
                    "word": " a new",
                    "probability": 0.8369140625
                },
                {
                    "start": 146.86,
                    "end": 147.5,
                    "word": " research",
                    "probability": 0.794921875
                },
                {
                    "start": 147.5,
                    "end": 148.04,
                    "word": " published",
                    "probability": 0.7666015625
                }
            ]
        },
        {
            "id": 14,
            "seek": 12520,
            "start": 148.48,
            "end": 156.58,
            "text": " where people extracted strings from a known game executable, appended this to a known malware",
            "tokens": [
                50392,
                689,
                561,
                34086,
                13985,
                490,
                257,
                2570,
                1216,
                7568,
                712,
                11,
                724,
                3502,
                341,
                281,
                257,
                2570,
                40747,
                50808
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20511122325719414,
            "compression_ratio": 1.6441717791411044,
            "no_speech_prob": 0.0033416748046875,
            "words": [
                {
                    "start": 148.48,
                    "end": 148.88,
                    "word": " where",
                    "probability": 0.5615234375
                },
                {
                    "start": 148.88,
                    "end": 149.6,
                    "word": " people",
                    "probability": 0.904296875
                },
                {
                    "start": 149.6,
                    "end": 151.08,
                    "word": " extracted",
                    "probability": 0.198974609375
                },
                {
                    "start": 151.08,
                    "end": 151.68,
                    "word": " strings",
                    "probability": 0.77294921875
                },
                {
                    "start": 151.68,
                    "end": 152.3,
                    "word": " from",
                    "probability": 0.80810546875
                },
                {
                    "start": 152.46,
                    "end": 152.7,
                    "word": " a known",
                    "probability": 0.70556640625
                },
                {
                    "start": 152.7,
                    "end": 153.2,
                    "word": " game",
                    "probability": 0.818359375
                },
                {
                    "start": 153.2,
                    "end": 154.0,
                    "word": " executable",
                    "probability": 0.813232421875
                },
                {
                    "start": 154.0,
                    "end": 154.42,
                    "word": ",",
                    "probability": 0.78466796875
                },
                {
                    "start": 154.42,
                    "end": 154.84,
                    "word": " appended",
                    "probability": 0.8037109375
                },
                {
                    "start": 154.84,
                    "end": 155.26,
                    "word": " this",
                    "probability": 0.76708984375
                },
                {
                    "start": 155.26,
                    "end": 155.6,
                    "word": " to",
                    "probability": 0.89794921875
                },
                {
                    "start": 155.84,
                    "end": 156.08,
                    "word": " a known",
                    "probability": 0.75146484375
                },
                {
                    "start": 156.08,
                    "end": 156.58,
                    "word": " malware",
                    "probability": 0.85986328125
                }
            ]
        },
        {
            "id": 15,
            "seek": 12520,
            "start": 156.58,
            "end": 165.0,
            "text": " and it was able to bypass production machine learning model. I also did some research in",
            "tokens": [
                50808,
                293,
                309,
                390,
                1075,
                281,
                24996,
                4265,
                3479,
                2539,
                2316,
                13,
                286,
                611,
                630,
                512,
                2132,
                294,
                51204
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20511122325719414,
            "compression_ratio": 1.6441717791411044,
            "no_speech_prob": 0.0033416748046875,
            "words": [
                {
                    "start": 156.58,
                    "end": 157.26,
                    "word": " and",
                    "probability": 0.363037109375
                },
                {
                    "start": 157.26,
                    "end": 157.46,
                    "word": " it",
                    "probability": 0.88916015625
                },
                {
                    "start": 157.46,
                    "end": 157.64,
                    "word": " was",
                    "probability": 0.90185546875
                },
                {
                    "start": 157.64,
                    "end": 157.94,
                    "word": " able",
                    "probability": 0.896484375
                },
                {
                    "start": 157.94,
                    "end": 158.28,
                    "word": " to",
                    "probability": 0.8994140625
                },
                {
                    "start": 158.28,
                    "end": 158.66,
                    "word": " bypass",
                    "probability": 0.8662109375
                },
                {
                    "start": 158.66,
                    "end": 159.7,
                    "word": " production",
                    "probability": 0.6396484375
                },
                {
                    "start": 159.7,
                    "end": 160.22,
                    "word": " machine",
                    "probability": 0.52685546875
                },
                {
                    "start": 160.22,
                    "end": 160.84,
                    "word": " learning",
                    "probability": 0.80810546875
                },
                {
                    "start": 160.84,
                    "end": 161.5,
                    "word": " model",
                    "probability": 0.75244140625
                },
                {
                    "start": 161.5,
                    "end": 162.26,
                    "word": ".",
                    "probability": 0.962890625
                },
                {
                    "start": 162.48,
                    "end": 163.28,
                    "word": " I",
                    "probability": 0.9951171875
                },
                {
                    "start": 163.28,
                    "end": 163.6,
                    "word": " also",
                    "probability": 0.82421875
                },
                {
                    "start": 163.6,
                    "end": 163.94,
                    "word": " did",
                    "probability": 0.896484375
                },
                {
                    "start": 163.94,
                    "end": 164.32,
                    "word": " some",
                    "probability": 0.818359375
                },
                {
                    "start": 164.32,
                    "end": 164.76,
                    "word": " research",
                    "probability": 0.79052734375
                },
                {
                    "start": 164.76,
                    "end": 165.0,
                    "word": " in",
                    "probability": 0.91064453125
                }
            ]
        },
        {
            "id": 16,
            "seek": 12520,
            "start": 165.0,
            "end": 171.12,
            "text": " the past and like four years ago you were able to bypass some machine learning models",
            "tokens": [
                51204,
                264,
                1791,
                293,
                411,
                1451,
                924,
                2057,
                291,
                645,
                1075,
                281,
                24996,
                512,
                3479,
                2539,
                5245,
                51532
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20511122325719414,
            "compression_ratio": 1.6441717791411044,
            "no_speech_prob": 0.0033416748046875,
            "words": [
                {
                    "start": 165.0,
                    "end": 165.14,
                    "word": " the",
                    "probability": 0.8115234375
                },
                {
                    "start": 165.14,
                    "end": 165.48,
                    "word": " past",
                    "probability": 0.814453125
                },
                {
                    "start": 165.48,
                    "end": 166.0,
                    "word": " and",
                    "probability": 0.5185546875
                },
                {
                    "start": 166.0,
                    "end": 166.9,
                    "word": " like",
                    "probability": 0.6318359375
                },
                {
                    "start": 166.9,
                    "end": 167.42,
                    "word": " four",
                    "probability": 0.77587890625
                },
                {
                    "start": 167.42,
                    "end": 167.82,
                    "word": " years",
                    "probability": 0.87451171875
                },
                {
                    "start": 167.82,
                    "end": 168.16,
                    "word": " ago",
                    "probability": 0.83349609375
                },
                {
                    "start": 168.16,
                    "end": 168.6,
                    "word": " you",
                    "probability": 0.338134765625
                },
                {
                    "start": 168.6,
                    "end": 168.78,
                    "word": " were",
                    "probability": 0.88134765625
                },
                {
                    "start": 168.78,
                    "end": 169.02,
                    "word": " able",
                    "probability": 0.89697265625
                },
                {
                    "start": 169.02,
                    "end": 169.3,
                    "word": " to",
                    "probability": 0.90234375
                },
                {
                    "start": 169.3,
                    "end": 169.64,
                    "word": " bypass",
                    "probability": 0.880859375
                },
                {
                    "start": 169.64,
                    "end": 170.14,
                    "word": " some",
                    "probability": 0.80810546875
                },
                {
                    "start": 170.14,
                    "end": 170.4,
                    "word": " machine",
                    "probability": 0.71484375
                },
                {
                    "start": 170.4,
                    "end": 170.74,
                    "word": " learning",
                    "probability": 0.83203125
                },
                {
                    "start": 170.74,
                    "end": 171.12,
                    "word": " models",
                    "probability": 0.84130859375
                }
            ]
        },
        {
            "id": 17,
            "seek": 15460,
            "start": 171.12,
            "end": 175.52,
            "text": " just by packing a sample with UPX.",
            "tokens": [
                50376,
                445,
                538,
                20815,
                257,
                6889,
                365,
                20074,
                55,
                13,
                50536
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2682976914863837,
            "compression_ratio": 1.7073170731707317,
            "no_speech_prob": 0.002471923828125,
            "words": [
                {
                    "start": 171.12,
                    "end": 171.7,
                    "word": " just",
                    "probability": 0.73046875
                },
                {
                    "start": 171.7,
                    "end": 172.12,
                    "word": " by",
                    "probability": 0.90283203125
                },
                {
                    "start": 172.12,
                    "end": 172.64,
                    "word": " packing",
                    "probability": 0.6220703125
                },
                {
                    "start": 173.04,
                    "end": 173.44,
                    "word": " a sample",
                    "probability": 0.79443359375
                },
                {
                    "start": 173.44,
                    "end": 173.86,
                    "word": " with",
                    "probability": 0.70166015625
                },
                {
                    "start": 173.86,
                    "end": 174.68,
                    "word": " UPX",
                    "probability": 0.79541015625
                },
                {
                    "start": 174.68,
                    "end": 175.52,
                    "word": ".",
                    "probability": 0.8984375
                }
            ]
        },
        {
            "id": 18,
            "seek": 15460,
            "start": 177.02,
            "end": 183.8,
            "text": " In order to advance the field of offensive and defensive machine learning based malware",
            "tokens": [
                50664,
                682,
                1668,
                281,
                7295,
                264,
                2519,
                295,
                15710,
                293,
                16468,
                3479,
                2539,
                2361,
                40747,
                51012
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2682976914863837,
            "compression_ratio": 1.7073170731707317,
            "no_speech_prob": 0.002471923828125,
            "words": [
                {
                    "start": 177.02,
                    "end": 177.44,
                    "word": " In",
                    "probability": 0.900390625
                },
                {
                    "start": 177.44,
                    "end": 177.64,
                    "word": " order",
                    "probability": 0.82666015625
                },
                {
                    "start": 177.64,
                    "end": 177.92,
                    "word": " to",
                    "probability": 0.9091796875
                },
                {
                    "start": 177.92,
                    "end": 178.22,
                    "word": " advance",
                    "probability": 0.87841796875
                },
                {
                    "start": 178.22,
                    "end": 178.5,
                    "word": " the",
                    "probability": 0.80419921875
                },
                {
                    "start": 178.5,
                    "end": 178.84,
                    "word": " field",
                    "probability": 0.8037109375
                },
                {
                    "start": 178.84,
                    "end": 179.2,
                    "word": " of",
                    "probability": 0.89990234375
                },
                {
                    "start": 179.2,
                    "end": 179.72,
                    "word": " offensive",
                    "probability": 0.77783203125
                },
                {
                    "start": 179.72,
                    "end": 180.32,
                    "word": " and",
                    "probability": 0.8828125
                },
                {
                    "start": 180.32,
                    "end": 181.12,
                    "word": " defensive",
                    "probability": 0.8447265625
                },
                {
                    "start": 181.12,
                    "end": 181.94,
                    "word": " machine",
                    "probability": 0.68310546875
                },
                {
                    "start": 181.94,
                    "end": 182.54,
                    "word": " learning",
                    "probability": 0.81103515625
                },
                {
                    "start": 182.54,
                    "end": 183.36,
                    "word": " based",
                    "probability": 0.60400390625
                },
                {
                    "start": 183.36,
                    "end": 183.8,
                    "word": " malware",
                    "probability": 0.77490234375
                }
            ]
        },
        {
            "id": 19,
            "seek": 15460,
            "start": 183.8,
            "end": 192.0,
            "text": " detection, last year we created a challenge where you had to download 50 working malware samples,",
            "tokens": [
                51012,
                17784,
                11,
                1036,
                1064,
                321,
                2942,
                257,
                3430,
                689,
                291,
                632,
                281,
                5484,
                2625,
                1364,
                40747,
                10938,
                11,
                51396
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2682976914863837,
            "compression_ratio": 1.7073170731707317,
            "no_speech_prob": 0.002471923828125,
            "words": [
                {
                    "start": 183.8,
                    "end": 184.24,
                    "word": " detection",
                    "probability": 0.849609375
                },
                {
                    "start": 184.24,
                    "end": 185.04,
                    "word": ",",
                    "probability": 0.701171875
                },
                {
                    "start": 185.04,
                    "end": 185.58,
                    "word": " last",
                    "probability": 0.765625
                },
                {
                    "start": 185.58,
                    "end": 185.76,
                    "word": " year",
                    "probability": 0.890625
                },
                {
                    "start": 185.76,
                    "end": 185.98,
                    "word": " we",
                    "probability": 0.69580078125
                },
                {
                    "start": 185.98,
                    "end": 186.52,
                    "word": " created",
                    "probability": 0.73974609375
                },
                {
                    "start": 187.18,
                    "end": 187.62,
                    "word": " a challenge",
                    "probability": 0.798828125
                },
                {
                    "start": 187.62,
                    "end": 188.64,
                    "word": " where",
                    "probability": 0.646484375
                },
                {
                    "start": 188.64,
                    "end": 188.78,
                    "word": " you",
                    "probability": 0.88330078125
                },
                {
                    "start": 188.78,
                    "end": 188.94,
                    "word": " had",
                    "probability": 0.68994140625
                },
                {
                    "start": 188.94,
                    "end": 189.12,
                    "word": " to",
                    "probability": 0.90576171875
                },
                {
                    "start": 189.12,
                    "end": 189.52,
                    "word": " download",
                    "probability": 0.90966796875
                },
                {
                    "start": 189.52,
                    "end": 189.92,
                    "word": " 50",
                    "probability": 0.85009765625
                },
                {
                    "start": 189.92,
                    "end": 190.36,
                    "word": " working",
                    "probability": 0.70654296875
                },
                {
                    "start": 190.36,
                    "end": 190.74,
                    "word": " malware",
                    "probability": 0.849609375
                },
                {
                    "start": 190.74,
                    "end": 191.3,
                    "word": " samples",
                    "probability": 0.7802734375
                },
                {
                    "start": 191.3,
                    "end": 192.0,
                    "word": ",",
                    "probability": 0.50439453125
                }
            ]
        },
        {
            "id": 20,
            "seek": 15460,
            "start": 192.0,
            "end": 196.26,
            "text": " you had to download three machine learning models with eight weights,",
            "tokens": [
                51396,
                291,
                632,
                281,
                5484,
                1045,
                3479,
                2539,
                5245,
                365,
                3180,
                17443,
                11,
                51616
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2682976914863837,
            "compression_ratio": 1.7073170731707317,
            "no_speech_prob": 0.002471923828125,
            "words": [
                {
                    "start": 192.0,
                    "end": 192.06,
                    "word": " you",
                    "probability": 0.7861328125
                },
                {
                    "start": 192.06,
                    "end": 192.3,
                    "word": " had",
                    "probability": 0.7470703125
                },
                {
                    "start": 192.3,
                    "end": 192.94,
                    "word": " to",
                    "probability": 0.892578125
                },
                {
                    "start": 192.94,
                    "end": 193.44,
                    "word": " download",
                    "probability": 0.9189453125
                },
                {
                    "start": 193.44,
                    "end": 193.9,
                    "word": " three",
                    "probability": 0.46240234375
                },
                {
                    "start": 193.9,
                    "end": 194.24,
                    "word": " machine",
                    "probability": 0.6943359375
                },
                {
                    "start": 194.24,
                    "end": 194.6,
                    "word": " learning",
                    "probability": 0.8232421875
                },
                {
                    "start": 194.6,
                    "end": 195.02,
                    "word": " models",
                    "probability": 0.8125
                },
                {
                    "start": 195.02,
                    "end": 195.28,
                    "word": " with",
                    "probability": 0.7978515625
                },
                {
                    "start": 195.28,
                    "end": 195.42,
                    "word": " eight",
                    "probability": 0.2005615234375
                },
                {
                    "start": 195.42,
                    "end": 195.8,
                    "word": " weights",
                    "probability": 0.6572265625
                },
                {
                    "start": 195.8,
                    "end": 196.26,
                    "word": ",",
                    "probability": 0.921875
                }
            ]
        },
        {
            "id": 21,
            "seek": 15460,
            "start": 196.26,
            "end": 200.52,
            "text": " modify the malware samples to evade detection by all models",
            "tokens": [
                51616,
                16927,
                264,
                40747,
                10938,
                281,
                1073,
                762,
                17784,
                538,
                439,
                5245,
                51852
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2682976914863837,
            "compression_ratio": 1.7073170731707317,
            "no_speech_prob": 0.002471923828125,
            "words": [
                {
                    "start": 196.26,
                    "end": 196.68,
                    "word": " modify",
                    "probability": 0.86865234375
                },
                {
                    "start": 196.68,
                    "end": 196.96,
                    "word": " the",
                    "probability": 0.8056640625
                },
                {
                    "start": 196.96,
                    "end": 197.26,
                    "word": " malware",
                    "probability": 0.8662109375
                },
                {
                    "start": 197.26,
                    "end": 197.88,
                    "word": " samples",
                    "probability": 0.80322265625
                },
                {
                    "start": 197.88,
                    "end": 198.24,
                    "word": " to",
                    "probability": 0.8857421875
                },
                {
                    "start": 198.24,
                    "end": 198.76,
                    "word": " evade",
                    "probability": 0.927734375
                },
                {
                    "start": 198.76,
                    "end": 199.56,
                    "word": " detection",
                    "probability": 0.708984375
                },
                {
                    "start": 199.56,
                    "end": 199.94,
                    "word": " by",
                    "probability": 0.90576171875
                },
                {
                    "start": 199.94,
                    "end": 200.18,
                    "word": " all",
                    "probability": 0.87451171875
                },
                {
                    "start": 200.18,
                    "end": 200.52,
                    "word": " models",
                    "probability": 0.8056640625
                }
            ]
        },
        {
            "id": 22,
            "seek": 17794,
            "start": 200.52,
            "end": 209.46,
            "text": " and if you were lucky and you had the most points you were able to win this nice GPU card.",
            "tokens": [
                50384,
                293,
                498,
                291,
                645,
                6356,
                293,
                291,
                632,
                264,
                881,
                2793,
                291,
                645,
                1075,
                281,
                1942,
                341,
                1481,
                18407,
                2920,
                13,
                50768
            ],
            "temperature": 0.0,
            "avg_logprob": -0.19975754258961514,
            "compression_ratio": 1.505813953488372,
            "no_speech_prob": 0.004283905029296875,
            "words": [
                {
                    "start": 200.52,
                    "end": 201.46,
                    "word": " and",
                    "probability": 0.2279052734375
                },
                {
                    "start": 201.46,
                    "end": 201.74,
                    "word": " if",
                    "probability": 0.88525390625
                },
                {
                    "start": 201.74,
                    "end": 201.9,
                    "word": " you",
                    "probability": 0.89501953125
                },
                {
                    "start": 201.9,
                    "end": 202.12,
                    "word": " were",
                    "probability": 0.79638671875
                },
                {
                    "start": 202.12,
                    "end": 202.46,
                    "word": " lucky",
                    "probability": 0.74072265625
                },
                {
                    "start": 202.46,
                    "end": 202.92,
                    "word": " and",
                    "probability": 0.8095703125
                },
                {
                    "start": 202.92,
                    "end": 203.12,
                    "word": " you",
                    "probability": 0.79541015625
                },
                {
                    "start": 203.12,
                    "end": 203.38,
                    "word": " had",
                    "probability": 0.7919921875
                },
                {
                    "start": 203.38,
                    "end": 203.58,
                    "word": " the",
                    "probability": 0.7734375
                },
                {
                    "start": 203.58,
                    "end": 203.8,
                    "word": " most",
                    "probability": 0.82275390625
                },
                {
                    "start": 203.8,
                    "end": 204.16,
                    "word": " points",
                    "probability": 0.75439453125
                },
                {
                    "start": 204.16,
                    "end": 204.64,
                    "word": " you",
                    "probability": 0.41796875
                },
                {
                    "start": 204.64,
                    "end": 205.02,
                    "word": " were",
                    "probability": 0.86474609375
                },
                {
                    "start": 205.02,
                    "end": 205.46,
                    "word": " able",
                    "probability": 0.87646484375
                },
                {
                    "start": 205.46,
                    "end": 206.04,
                    "word": " to",
                    "probability": 0.90283203125
                },
                {
                    "start": 206.04,
                    "end": 206.44,
                    "word": " win",
                    "probability": 0.83935546875
                },
                {
                    "start": 206.44,
                    "end": 207.12,
                    "word": " this",
                    "probability": 0.85302734375
                },
                {
                    "start": 207.12,
                    "end": 207.54,
                    "word": " nice",
                    "probability": 0.79638671875
                },
                {
                    "start": 207.54,
                    "end": 208.08,
                    "word": " GPU",
                    "probability": 0.84716796875
                },
                {
                    "start": 208.08,
                    "end": 208.7,
                    "word": " card",
                    "probability": 0.74169921875
                },
                {
                    "start": 208.7,
                    "end": 209.46,
                    "word": ".",
                    "probability": 0.7216796875
                }
            ]
        },
        {
            "id": 23,
            "seek": 17794,
            "start": 210.18,
            "end": 216.48,
            "text": " In total 70 people registered for this competition and at least 11 people were",
            "tokens": [
                50868,
                682,
                3217,
                5285,
                561,
                13968,
                337,
                341,
                6211,
                293,
                412,
                1935,
                2975,
                561,
                645,
                51160
            ],
            "temperature": 0.0,
            "avg_logprob": -0.19975754258961514,
            "compression_ratio": 1.505813953488372,
            "no_speech_prob": 0.004283905029296875,
            "words": [
                {
                    "start": 210.18,
                    "end": 210.94,
                    "word": " In",
                    "probability": 0.896484375
                },
                {
                    "start": 210.94,
                    "end": 211.22,
                    "word": " total",
                    "probability": 0.79150390625
                },
                {
                    "start": 211.22,
                    "end": 211.6,
                    "word": " 70",
                    "probability": 0.5107421875
                },
                {
                    "start": 211.6,
                    "end": 211.98,
                    "word": " people",
                    "probability": 0.9306640625
                },
                {
                    "start": 211.98,
                    "end": 212.56,
                    "word": " registered",
                    "probability": 0.697265625
                },
                {
                    "start": 212.56,
                    "end": 213.74,
                    "word": " for",
                    "probability": 0.876953125
                },
                {
                    "start": 213.74,
                    "end": 214.0,
                    "word": " this",
                    "probability": 0.88232421875
                },
                {
                    "start": 214.0,
                    "end": 214.46,
                    "word": " competition",
                    "probability": 0.83837890625
                },
                {
                    "start": 214.46,
                    "end": 215.12,
                    "word": " and",
                    "probability": 0.78759765625
                },
                {
                    "start": 215.12,
                    "end": 215.3,
                    "word": " at",
                    "probability": 0.90234375
                },
                {
                    "start": 215.3,
                    "end": 215.5,
                    "word": " least",
                    "probability": 0.857421875
                },
                {
                    "start": 215.5,
                    "end": 215.76,
                    "word": " 11",
                    "probability": 0.8349609375
                },
                {
                    "start": 215.76,
                    "end": 216.18,
                    "word": " people",
                    "probability": 0.92333984375
                },
                {
                    "start": 216.18,
                    "end": 216.48,
                    "word": " were",
                    "probability": 0.87646484375
                }
            ]
        },
        {
            "id": 24,
            "seek": 17794,
            "start": 216.48,
            "end": 223.86,
            "text": " able to bypass at least one machine learning model. Congratulations to the winner William",
            "tokens": [
                51160,
                1075,
                281,
                24996,
                412,
                1935,
                472,
                3479,
                2539,
                2316,
                13,
                9694,
                281,
                264,
                8507,
                6740,
                51532
            ],
            "temperature": 0.0,
            "avg_logprob": -0.19975754258961514,
            "compression_ratio": 1.505813953488372,
            "no_speech_prob": 0.004283905029296875,
            "words": [
                {
                    "start": 216.48,
                    "end": 216.78,
                    "word": " able",
                    "probability": 0.8681640625
                },
                {
                    "start": 216.78,
                    "end": 217.02,
                    "word": " to",
                    "probability": 0.90234375
                },
                {
                    "start": 217.02,
                    "end": 217.6,
                    "word": " bypass",
                    "probability": 0.8544921875
                },
                {
                    "start": 217.6,
                    "end": 217.98,
                    "word": " at",
                    "probability": 0.73583984375
                },
                {
                    "start": 217.98,
                    "end": 218.34,
                    "word": " least",
                    "probability": 0.84716796875
                },
                {
                    "start": 218.34,
                    "end": 218.78,
                    "word": " one",
                    "probability": 0.783203125
                },
                {
                    "start": 218.78,
                    "end": 219.16,
                    "word": " machine",
                    "probability": 0.78125
                },
                {
                    "start": 219.16,
                    "end": 219.6,
                    "word": " learning",
                    "probability": 0.83056640625
                },
                {
                    "start": 219.6,
                    "end": 219.96,
                    "word": " model",
                    "probability": 0.767578125
                },
                {
                    "start": 219.96,
                    "end": 220.72,
                    "word": ".",
                    "probability": 0.88525390625
                },
                {
                    "start": 221.12,
                    "end": 221.88,
                    "word": " Congratulations",
                    "probability": 0.7919921875
                },
                {
                    "start": 221.88,
                    "end": 222.98,
                    "word": " to",
                    "probability": 0.89990234375
                },
                {
                    "start": 222.98,
                    "end": 223.16,
                    "word": " the",
                    "probability": 0.806640625
                },
                {
                    "start": 223.16,
                    "end": 223.44,
                    "word": " winner",
                    "probability": 0.8642578125
                },
                {
                    "start": 223.44,
                    "end": 223.86,
                    "word": " William",
                    "probability": 0.41357421875
                }
            ]
        },
        {
            "id": 25,
            "seek": 20222,
            "start": 223.86,
            "end": 232.92,
            "text": " Fleschmann and I highly recommend you to check out his blog post on how he won this competition.",
            "tokens": [
                50364,
                479,
                904,
                339,
                14912,
                293,
                286,
                5405,
                2748,
                291,
                281,
                1520,
                484,
                702,
                6968,
                2183,
                322,
                577,
                415,
                1582,
                341,
                6211,
                13,
                50804
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20499560404831255,
            "compression_ratio": 1.567251461988304,
            "no_speech_prob": 0.031341552734375,
            "words": [
                {
                    "start": 223.86,
                    "end": 224.42,
                    "word": " Fleschmann",
                    "probability": 0.3320465087890625
                },
                {
                    "start": 224.42,
                    "end": 224.88,
                    "word": " and",
                    "probability": 0.64404296875
                },
                {
                    "start": 224.88,
                    "end": 225.12,
                    "word": " I",
                    "probability": 0.9248046875
                },
                {
                    "start": 225.12,
                    "end": 225.54,
                    "word": " highly",
                    "probability": 0.8662109375
                },
                {
                    "start": 225.54,
                    "end": 226.0,
                    "word": " recommend",
                    "probability": 0.654296875
                },
                {
                    "start": 226.0,
                    "end": 226.42,
                    "word": " you",
                    "probability": 0.89111328125
                },
                {
                    "start": 226.42,
                    "end": 227.14,
                    "word": " to",
                    "probability": 0.8896484375
                },
                {
                    "start": 227.14,
                    "end": 227.6,
                    "word": " check",
                    "probability": 0.84619140625
                },
                {
                    "start": 227.6,
                    "end": 227.92,
                    "word": " out",
                    "probability": 0.81396484375
                },
                {
                    "start": 227.92,
                    "end": 228.26,
                    "word": " his",
                    "probability": 0.89990234375
                },
                {
                    "start": 228.26,
                    "end": 228.58,
                    "word": " blog",
                    "probability": 0.85791015625
                },
                {
                    "start": 228.58,
                    "end": 228.94,
                    "word": " post",
                    "probability": 0.7744140625
                },
                {
                    "start": 228.94,
                    "end": 229.26,
                    "word": " on",
                    "probability": 0.9013671875
                },
                {
                    "start": 229.26,
                    "end": 230.02,
                    "word": " how",
                    "probability": 0.884765625
                },
                {
                    "start": 230.02,
                    "end": 230.58,
                    "word": " he",
                    "probability": 0.908203125
                },
                {
                    "start": 230.58,
                    "end": 230.96,
                    "word": " won",
                    "probability": 0.890625
                },
                {
                    "start": 230.96,
                    "end": 231.68,
                    "word": " this",
                    "probability": 0.8759765625
                },
                {
                    "start": 231.68,
                    "end": 232.56,
                    "word": " competition",
                    "probability": 0.841796875
                },
                {
                    "start": 232.56,
                    "end": 232.92,
                    "word": ".",
                    "probability": 0.91162109375
                }
            ]
        },
        {
            "id": 26,
            "seek": 20222,
            "start": 234.1,
            "end": 241.64,
            "text": " There were some other write-ups and papers as well. I do recommend you to check out those as",
            "tokens": [
                50900,
                821,
                645,
                512,
                661,
                2464,
                12,
                7528,
                293,
                10577,
                382,
                731,
                13,
                286,
                360,
                2748,
                291,
                281,
                1520,
                484,
                729,
                382,
                51248
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20499560404831255,
            "compression_ratio": 1.567251461988304,
            "no_speech_prob": 0.031341552734375,
            "words": [
                {
                    "start": 234.1,
                    "end": 234.82,
                    "word": " There",
                    "probability": 0.76513671875
                },
                {
                    "start": 234.82,
                    "end": 235.1,
                    "word": " were",
                    "probability": 0.87939453125
                },
                {
                    "start": 235.1,
                    "end": 235.52,
                    "word": " some",
                    "probability": 0.8037109375
                },
                {
                    "start": 235.52,
                    "end": 235.96,
                    "word": " other",
                    "probability": 0.79150390625
                },
                {
                    "start": 235.96,
                    "end": 236.5,
                    "word": " write",
                    "probability": 0.76171875
                },
                {
                    "start": 236.5,
                    "end": 236.74,
                    "word": "-ups",
                    "probability": 0.882080078125
                },
                {
                    "start": 236.74,
                    "end": 237.0,
                    "word": " and",
                    "probability": 0.89306640625
                },
                {
                    "start": 237.0,
                    "end": 237.56,
                    "word": " papers",
                    "probability": 0.8115234375
                },
                {
                    "start": 237.56,
                    "end": 237.86,
                    "word": " as",
                    "probability": 0.8994140625
                },
                {
                    "start": 237.86,
                    "end": 238.16,
                    "word": " well",
                    "probability": 0.87890625
                },
                {
                    "start": 238.16,
                    "end": 238.88,
                    "word": ".",
                    "probability": 0.435546875
                },
                {
                    "start": 238.98,
                    "end": 239.18,
                    "word": " I",
                    "probability": 0.986328125
                },
                {
                    "start": 239.18,
                    "end": 239.5,
                    "word": " do",
                    "probability": 0.90478515625
                },
                {
                    "start": 239.5,
                    "end": 239.98,
                    "word": " recommend",
                    "probability": 0.67724609375
                },
                {
                    "start": 239.98,
                    "end": 240.22,
                    "word": " you",
                    "probability": 0.89697265625
                },
                {
                    "start": 240.22,
                    "end": 240.42,
                    "word": " to",
                    "probability": 0.9033203125
                },
                {
                    "start": 240.42,
                    "end": 240.66,
                    "word": " check",
                    "probability": 0.84716796875
                },
                {
                    "start": 240.66,
                    "end": 240.88,
                    "word": " out",
                    "probability": 0.80224609375
                },
                {
                    "start": 240.88,
                    "end": 241.3,
                    "word": " those",
                    "probability": 0.84326171875
                },
                {
                    "start": 241.3,
                    "end": 241.64,
                    "word": " as",
                    "probability": 0.8779296875
                }
            ]
        },
        {
            "id": 27,
            "seek": 20222,
            "start": 241.64,
            "end": 248.14,
            "text": " well. You can see one from Jakub and one from Fabrizio on the following links.",
            "tokens": [
                51248,
                731,
                13,
                509,
                393,
                536,
                472,
                490,
                15029,
                836,
                293,
                472,
                490,
                17440,
                24959,
                1004,
                322,
                264,
                3480,
                6123,
                13,
                51540
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20499560404831255,
            "compression_ratio": 1.567251461988304,
            "no_speech_prob": 0.031341552734375,
            "words": [
                {
                    "start": 241.64,
                    "end": 241.9,
                    "word": " well",
                    "probability": 0.876953125
                },
                {
                    "start": 241.9,
                    "end": 242.32,
                    "word": ".",
                    "probability": 0.87353515625
                },
                {
                    "start": 242.32,
                    "end": 242.82,
                    "word": " You",
                    "probability": 0.88525390625
                },
                {
                    "start": 242.82,
                    "end": 243.06,
                    "word": " can",
                    "probability": 0.904296875
                },
                {
                    "start": 243.06,
                    "end": 243.38,
                    "word": " see",
                    "probability": 0.822265625
                },
                {
                    "start": 243.38,
                    "end": 243.64,
                    "word": " one",
                    "probability": 0.822265625
                },
                {
                    "start": 243.64,
                    "end": 244.0,
                    "word": " from",
                    "probability": 0.82470703125
                },
                {
                    "start": 244.0,
                    "end": 244.44,
                    "word": " Jakub",
                    "probability": 0.8486328125
                },
                {
                    "start": 244.44,
                    "end": 244.7,
                    "word": " and",
                    "probability": 0.87255859375
                },
                {
                    "start": 244.7,
                    "end": 245.02,
                    "word": " one",
                    "probability": 0.8095703125
                },
                {
                    "start": 245.02,
                    "end": 245.32,
                    "word": " from",
                    "probability": 0.8427734375
                },
                {
                    "start": 245.32,
                    "end": 246.14,
                    "word": " Fabrizio",
                    "probability": 0.93359375
                },
                {
                    "start": 246.14,
                    "end": 246.48,
                    "word": " on",
                    "probability": 0.845703125
                },
                {
                    "start": 246.48,
                    "end": 246.66,
                    "word": " the",
                    "probability": 0.81298828125
                },
                {
                    "start": 246.66,
                    "end": 246.96,
                    "word": " following",
                    "probability": 0.84912109375
                },
                {
                    "start": 246.96,
                    "end": 247.42,
                    "word": " links",
                    "probability": 0.818359375
                },
                {
                    "start": 247.42,
                    "end": 248.14,
                    "word": ".",
                    "probability": 0.974609375
                }
            ]
        },
        {
            "id": 28,
            "seek": 22092,
            "start": 249.1,
            "end": 256.74,
            "text": " When it comes to win this competition, multiple approaches were used. Some people started",
            "tokens": [
                50412,
                1133,
                309,
                1487,
                281,
                1942,
                341,
                6211,
                11,
                3866,
                11587,
                645,
                1143,
                13,
                2188,
                561,
                1409,
                50788
            ],
            "temperature": 0.0,
            "avg_logprob": -0.37328504934543516,
            "compression_ratio": 1.3777777777777778,
            "no_speech_prob": 0.002162933349609375,
            "words": [
                {
                    "start": 249.1,
                    "end": 250.04,
                    "word": " When",
                    "probability": 0.74169921875
                },
                {
                    "start": 250.04,
                    "end": 250.22,
                    "word": " it",
                    "probability": 0.90869140625
                },
                {
                    "start": 250.22,
                    "end": 250.58,
                    "word": " comes",
                    "probability": 0.8115234375
                },
                {
                    "start": 250.58,
                    "end": 250.98,
                    "word": " to",
                    "probability": 0.90869140625
                },
                {
                    "start": 250.98,
                    "end": 251.3,
                    "word": " win",
                    "probability": 0.763671875
                },
                {
                    "start": 251.3,
                    "end": 251.52,
                    "word": " this",
                    "probability": 0.8603515625
                },
                {
                    "start": 251.52,
                    "end": 252.1,
                    "word": " competition",
                    "probability": 0.8828125
                },
                {
                    "start": 252.1,
                    "end": 252.52,
                    "word": ",",
                    "probability": 0.73193359375
                },
                {
                    "start": 252.52,
                    "end": 253.26,
                    "word": " multiple",
                    "probability": 0.63037109375
                },
                {
                    "start": 253.26,
                    "end": 254.0,
                    "word": " approaches",
                    "probability": 0.69140625
                },
                {
                    "start": 254.0,
                    "end": 254.38,
                    "word": " were",
                    "probability": 0.88671875
                },
                {
                    "start": 254.38,
                    "end": 255.0,
                    "word": " used",
                    "probability": 0.81640625
                },
                {
                    "start": 255.0,
                    "end": 255.38,
                    "word": ".",
                    "probability": 0.904296875
                },
                {
                    "start": 255.38,
                    "end": 255.98,
                    "word": " Some",
                    "probability": 0.84716796875
                },
                {
                    "start": 255.98,
                    "end": 256.24,
                    "word": " people",
                    "probability": 0.93408203125
                },
                {
                    "start": 256.24,
                    "end": 256.74,
                    "word": " started",
                    "probability": 0.79638671875
                }
            ]
        },
        {
            "id": 29,
            "seek": 22092,
            "start": 256.74,
            "end": 266.84,
            "text": " with a simple packer like the one I mentioned, but unfortunately some of the samples are already",
            "tokens": [
                50788,
                365,
                257,
                2199,
                2844,
                260,
                411,
                264,
                472,
                286,
                2835,
                11,
                457,
                7015,
                512,
                295,
                264,
                10938,
                366,
                1217,
                51284
            ],
            "temperature": 0.0,
            "avg_logprob": -0.37328504934543516,
            "compression_ratio": 1.3777777777777778,
            "no_speech_prob": 0.002162933349609375,
            "words": [
                {
                    "start": 256.74,
                    "end": 257.68,
                    "word": " with",
                    "probability": 0.8173828125
                },
                {
                    "start": 257.98,
                    "end": 258.38,
                    "word": " a simple",
                    "probability": 0.90185546875
                },
                {
                    "start": 258.38,
                    "end": 259.0,
                    "word": " packer",
                    "probability": 0.742431640625
                },
                {
                    "start": 259.0,
                    "end": 259.38,
                    "word": " like",
                    "probability": 0.49267578125
                },
                {
                    "start": 259.38,
                    "end": 259.58,
                    "word": " the",
                    "probability": 0.814453125
                },
                {
                    "start": 259.58,
                    "end": 259.76,
                    "word": " one",
                    "probability": 0.82470703125
                },
                {
                    "start": 259.76,
                    "end": 259.98,
                    "word": " I",
                    "probability": 0.9541015625
                },
                {
                    "start": 259.98,
                    "end": 260.48,
                    "word": " mentioned",
                    "probability": 0.73828125
                },
                {
                    "start": 260.48,
                    "end": 261.2,
                    "word": ",",
                    "probability": 0.57763671875
                },
                {
                    "start": 261.2,
                    "end": 261.84,
                    "word": " but",
                    "probability": 0.890625
                },
                {
                    "start": 261.84,
                    "end": 262.46,
                    "word": " unfortunately",
                    "probability": 0.78759765625
                },
                {
                    "start": 262.46,
                    "end": 263.32,
                    "word": " some",
                    "probability": 0.5859375
                },
                {
                    "start": 263.32,
                    "end": 263.58,
                    "word": " of",
                    "probability": 0.9033203125
                },
                {
                    "start": 263.58,
                    "end": 264.04,
                    "word": " the",
                    "probability": 0.7919921875
                },
                {
                    "start": 264.04,
                    "end": 264.9,
                    "word": " samples",
                    "probability": 0.78173828125
                },
                {
                    "start": 264.9,
                    "end": 266.36,
                    "word": " are",
                    "probability": 0.900390625
                },
                {
                    "start": 266.36,
                    "end": 266.84,
                    "word": " already",
                    "probability": 0.83642578125
                }
            ]
        },
        {
            "id": 30,
            "seek": 24540,
            "start": 267.4,
            "end": 281.08,
            "text": " packed in a way and this means that if you use UPX or something similar it will not work anymore.",
            "tokens": [
                50392,
                13265,
                294,
                257,
                636,
                293,
                341,
                1355,
                300,
                498,
                291,
                764,
                20074,
                55,
                420,
                746,
                2531,
                309,
                486,
                406,
                589,
                3602,
                13,
                51024
            ],
            "temperature": 0.0,
            "avg_logprob": -0.30186169578673994,
            "compression_ratio": 1.3241379310344827,
            "no_speech_prob": 0.031768798828125,
            "words": [
                {
                    "start": 267.4,
                    "end": 268.66,
                    "word": " packed",
                    "probability": 0.250732421875
                },
                {
                    "start": 268.66,
                    "end": 268.96,
                    "word": " in",
                    "probability": 0.7783203125
                },
                {
                    "start": 269.08,
                    "end": 269.28,
                    "word": " a way",
                    "probability": 0.89306640625
                },
                {
                    "start": 269.28,
                    "end": 270.16,
                    "word": " and",
                    "probability": 0.45556640625
                },
                {
                    "start": 270.16,
                    "end": 270.62,
                    "word": " this",
                    "probability": 0.875
                },
                {
                    "start": 270.62,
                    "end": 270.98,
                    "word": " means",
                    "probability": 0.87744140625
                },
                {
                    "start": 270.98,
                    "end": 271.3,
                    "word": " that",
                    "probability": 0.876953125
                },
                {
                    "start": 271.3,
                    "end": 271.52,
                    "word": " if",
                    "probability": 0.9033203125
                },
                {
                    "start": 271.52,
                    "end": 271.72,
                    "word": " you",
                    "probability": 0.89453125
                },
                {
                    "start": 271.72,
                    "end": 272.26,
                    "word": " use",
                    "probability": 0.10552978515625
                },
                {
                    "start": 272.26,
                    "end": 274.5,
                    "word": " UPX",
                    "probability": 0.5411376953125
                },
                {
                    "start": 274.5,
                    "end": 274.86,
                    "word": " or",
                    "probability": 0.88671875
                },
                {
                    "start": 274.86,
                    "end": 275.66,
                    "word": " something",
                    "probability": 0.7265625
                },
                {
                    "start": 275.66,
                    "end": 276.18,
                    "word": " similar",
                    "probability": 0.93359375
                },
                {
                    "start": 276.18,
                    "end": 276.92,
                    "word": " it",
                    "probability": 0.6162109375
                },
                {
                    "start": 276.92,
                    "end": 277.46,
                    "word": " will",
                    "probability": 0.8115234375
                },
                {
                    "start": 277.46,
                    "end": 279.02,
                    "word": " not",
                    "probability": 0.89208984375
                },
                {
                    "start": 279.02,
                    "end": 279.52,
                    "word": " work",
                    "probability": 0.81884765625
                },
                {
                    "start": 279.52,
                    "end": 280.08,
                    "word": " anymore",
                    "probability": 0.83544921875
                },
                {
                    "start": 280.08,
                    "end": 281.08,
                    "word": ".",
                    "probability": 0.9013671875
                }
            ]
        },
        {
            "id": 31,
            "seek": 24540,
            "start": 283.2,
            "end": 291.32,
            "text": " Another great approach was to add new sections to the executable. For example, you can extract",
            "tokens": [
                51184,
                3996,
                869,
                3109,
                390,
                281,
                909,
                777,
                10863,
                281,
                264,
                7568,
                712,
                13,
                1171,
                1365,
                11,
                291,
                393,
                8947,
                51584
            ],
            "temperature": 0.0,
            "avg_logprob": -0.30186169578673994,
            "compression_ratio": 1.3241379310344827,
            "no_speech_prob": 0.031768798828125,
            "words": [
                {
                    "start": 283.2,
                    "end": 283.7,
                    "word": " Another",
                    "probability": 0.81884765625
                },
                {
                    "start": 283.7,
                    "end": 284.68,
                    "word": " great",
                    "probability": 0.88623046875
                },
                {
                    "start": 284.68,
                    "end": 285.28,
                    "word": " approach",
                    "probability": 0.78173828125
                },
                {
                    "start": 285.28,
                    "end": 285.74,
                    "word": " was",
                    "probability": 0.8896484375
                },
                {
                    "start": 285.74,
                    "end": 286.3,
                    "word": " to",
                    "probability": 0.90625
                },
                {
                    "start": 286.3,
                    "end": 287.12,
                    "word": " add",
                    "probability": 0.82666015625
                },
                {
                    "start": 287.12,
                    "end": 287.42,
                    "word": " new",
                    "probability": 0.83349609375
                },
                {
                    "start": 287.42,
                    "end": 287.96,
                    "word": " sections",
                    "probability": 0.75732421875
                },
                {
                    "start": 287.96,
                    "end": 288.42,
                    "word": " to",
                    "probability": 0.9033203125
                },
                {
                    "start": 288.42,
                    "end": 288.64,
                    "word": " the",
                    "probability": 0.8076171875
                },
                {
                    "start": 288.64,
                    "end": 289.3,
                    "word": " executable",
                    "probability": 0.82275390625
                },
                {
                    "start": 289.3,
                    "end": 289.48,
                    "word": ".",
                    "probability": 0.67333984375
                },
                {
                    "start": 289.48,
                    "end": 289.62,
                    "word": " For",
                    "probability": 0.89990234375
                },
                {
                    "start": 289.62,
                    "end": 289.94,
                    "word": " example",
                    "probability": 0.93017578125
                },
                {
                    "start": 289.94,
                    "end": 290.12,
                    "word": ",",
                    "probability": 0.57958984375
                },
                {
                    "start": 290.12,
                    "end": 290.24,
                    "word": " you",
                    "probability": 0.89599609375
                },
                {
                    "start": 290.24,
                    "end": 290.64,
                    "word": " can",
                    "probability": 0.88916015625
                },
                {
                    "start": 290.64,
                    "end": 291.32,
                    "word": " extract",
                    "probability": 0.787109375
                }
            ]
        },
        {
            "id": 32,
            "seek": 26782,
            "start": 291.9,
            "end": 298.82,
            "text": " the end user license agreement resource from Microsoft Files and add it to the malware",
            "tokens": [
                50404,
                264,
                917,
                4195,
                10476,
                8106,
                7684,
                490,
                8116,
                479,
                4680,
                293,
                909,
                309,
                281,
                264,
                40747,
                50740
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2188946822727168,
            "compression_ratio": 1.4619883040935673,
            "no_speech_prob": 0.00201416015625,
            "words": [
                {
                    "start": 291.9,
                    "end": 292.38,
                    "word": " the",
                    "probability": 0.51220703125
                },
                {
                    "start": 292.38,
                    "end": 292.68,
                    "word": " end",
                    "probability": 0.7119140625
                },
                {
                    "start": 292.68,
                    "end": 292.9,
                    "word": " user",
                    "probability": 0.486328125
                },
                {
                    "start": 292.9,
                    "end": 293.54,
                    "word": " license",
                    "probability": 0.74755859375
                },
                {
                    "start": 293.54,
                    "end": 294.38,
                    "word": " agreement",
                    "probability": 0.83056640625
                },
                {
                    "start": 294.38,
                    "end": 295.52,
                    "word": " resource",
                    "probability": 0.6962890625
                },
                {
                    "start": 295.52,
                    "end": 295.92,
                    "word": " from",
                    "probability": 0.81005859375
                },
                {
                    "start": 295.92,
                    "end": 296.42,
                    "word": " Microsoft",
                    "probability": 0.75830078125
                },
                {
                    "start": 296.42,
                    "end": 296.84,
                    "word": " Files",
                    "probability": 0.401123046875
                },
                {
                    "start": 296.84,
                    "end": 297.46,
                    "word": " and",
                    "probability": 0.72998046875
                },
                {
                    "start": 297.46,
                    "end": 297.8,
                    "word": " add",
                    "probability": 0.501953125
                },
                {
                    "start": 297.8,
                    "end": 298.02,
                    "word": " it",
                    "probability": 0.89697265625
                },
                {
                    "start": 298.02,
                    "end": 298.26,
                    "word": " to",
                    "probability": 0.904296875
                },
                {
                    "start": 298.26,
                    "end": 298.5,
                    "word": " the",
                    "probability": 0.80029296875
                },
                {
                    "start": 298.5,
                    "end": 298.82,
                    "word": " malware",
                    "probability": 0.82373046875
                }
            ]
        },
        {
            "id": 33,
            "seek": 26782,
            "start": 298.82,
            "end": 307.92,
            "text": " samples multiple times. This approach was really good at bypassing the detection for the ML models",
            "tokens": [
                50740,
                10938,
                3866,
                1413,
                13,
                639,
                3109,
                390,
                534,
                665,
                412,
                24996,
                278,
                264,
                17784,
                337,
                264,
                21601,
                5245,
                51208
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2188946822727168,
            "compression_ratio": 1.4619883040935673,
            "no_speech_prob": 0.00201416015625,
            "words": [
                {
                    "start": 298.82,
                    "end": 299.32,
                    "word": " samples",
                    "probability": 0.73095703125
                },
                {
                    "start": 299.32,
                    "end": 299.74,
                    "word": " multiple",
                    "probability": 0.72265625
                },
                {
                    "start": 299.74,
                    "end": 300.18,
                    "word": " times",
                    "probability": 0.81640625
                },
                {
                    "start": 300.18,
                    "end": 300.76,
                    "word": ".",
                    "probability": 0.9033203125
                },
                {
                    "start": 301.0,
                    "end": 301.96,
                    "word": " This",
                    "probability": 0.7958984375
                },
                {
                    "start": 301.96,
                    "end": 302.7,
                    "word": " approach",
                    "probability": 0.7822265625
                },
                {
                    "start": 302.7,
                    "end": 303.08,
                    "word": " was",
                    "probability": 0.8984375
                },
                {
                    "start": 303.08,
                    "end": 303.48,
                    "word": " really",
                    "probability": 0.79296875
                },
                {
                    "start": 303.48,
                    "end": 303.96,
                    "word": " good",
                    "probability": 0.875
                },
                {
                    "start": 303.96,
                    "end": 304.5,
                    "word": " at",
                    "probability": 0.884765625
                },
                {
                    "start": 304.5,
                    "end": 305.3,
                    "word": " bypassing",
                    "probability": 0.916015625
                },
                {
                    "start": 305.3,
                    "end": 305.46,
                    "word": " the",
                    "probability": 0.794921875
                },
                {
                    "start": 305.46,
                    "end": 305.84,
                    "word": " detection",
                    "probability": 0.77880859375
                },
                {
                    "start": 305.84,
                    "end": 306.38,
                    "word": " for",
                    "probability": 0.89990234375
                },
                {
                    "start": 306.38,
                    "end": 306.74,
                    "word": " the",
                    "probability": 0.81298828125
                },
                {
                    "start": 306.74,
                    "end": 307.38,
                    "word": " ML",
                    "probability": 0.73974609375
                },
                {
                    "start": 307.38,
                    "end": 307.92,
                    "word": " models",
                    "probability": 0.7783203125
                }
            ]
        },
        {
            "id": 34,
            "seek": 26782,
            "start": 307.92,
            "end": 313.74,
            "text": " but unfortunately again this broke some of the malware binaries.",
            "tokens": [
                51208,
                457,
                7015,
                797,
                341,
                6902,
                512,
                295,
                264,
                40747,
                5171,
                4889,
                13,
                51464
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2188946822727168,
            "compression_ratio": 1.4619883040935673,
            "no_speech_prob": 0.00201416015625,
            "words": [
                {
                    "start": 307.92,
                    "end": 308.56,
                    "word": " but",
                    "probability": 0.2333984375
                },
                {
                    "start": 308.56,
                    "end": 309.18,
                    "word": " unfortunately",
                    "probability": 0.783203125
                },
                {
                    "start": 309.18,
                    "end": 309.58,
                    "word": " again",
                    "probability": 0.74462890625
                },
                {
                    "start": 309.58,
                    "end": 309.86,
                    "word": " this",
                    "probability": 0.69482421875
                },
                {
                    "start": 309.86,
                    "end": 310.26,
                    "word": " broke",
                    "probability": 0.86767578125
                },
                {
                    "start": 310.26,
                    "end": 311.18,
                    "word": " some",
                    "probability": 0.818359375
                },
                {
                    "start": 311.18,
                    "end": 311.4,
                    "word": " of",
                    "probability": 0.89990234375
                },
                {
                    "start": 311.4,
                    "end": 311.84,
                    "word": " the",
                    "probability": 0.81103515625
                },
                {
                    "start": 311.84,
                    "end": 312.42,
                    "word": " malware",
                    "probability": 0.81396484375
                },
                {
                    "start": 312.42,
                    "end": 313.26,
                    "word": " binaries",
                    "probability": 0.8759765625
                },
                {
                    "start": 313.26,
                    "end": 313.74,
                    "word": ".",
                    "probability": 0.9658203125
                }
            ]
        },
        {
            "id": 35,
            "seek": 29782,
            "start": 314.98,
            "end": 324.04,
            "text": " Fun fact, if you just simply add sections to a malware sample, you might be able to bypass",
            "tokens": [
                50412,
                11166,
                1186,
                11,
                498,
                291,
                445,
                2935,
                909,
                10863,
                281,
                257,
                40747,
                6889,
                11,
                291,
                1062,
                312,
                1075,
                281,
                24996,
                50852
            ],
            "temperature": 0.0,
            "avg_logprob": -0.310450831397635,
            "compression_ratio": 1.5166666666666666,
            "no_speech_prob": 0.0004107952117919922,
            "words": [
                {
                    "start": 314.98,
                    "end": 315.86,
                    "word": " Fun",
                    "probability": 0.837890625
                },
                {
                    "start": 315.86,
                    "end": 316.26,
                    "word": " fact",
                    "probability": 0.78759765625
                },
                {
                    "start": 316.26,
                    "end": 316.56,
                    "word": ",",
                    "probability": 0.66162109375
                },
                {
                    "start": 316.56,
                    "end": 317.34,
                    "word": " if",
                    "probability": 0.892578125
                },
                {
                    "start": 317.34,
                    "end": 317.56,
                    "word": " you",
                    "probability": 0.89404296875
                },
                {
                    "start": 317.56,
                    "end": 317.94,
                    "word": " just",
                    "probability": 0.8759765625
                },
                {
                    "start": 317.94,
                    "end": 318.64,
                    "word": " simply",
                    "probability": 0.84716796875
                },
                {
                    "start": 318.64,
                    "end": 319.08,
                    "word": " add",
                    "probability": 0.8154296875
                },
                {
                    "start": 319.08,
                    "end": 319.8,
                    "word": " sections",
                    "probability": 0.75
                },
                {
                    "start": 319.8,
                    "end": 320.96,
                    "word": " to",
                    "probability": 0.87646484375
                },
                {
                    "start": 321.32,
                    "end": 321.62,
                    "word": " a malware",
                    "probability": 0.951171875
                },
                {
                    "start": 321.62,
                    "end": 322.1,
                    "word": " sample",
                    "probability": 0.802734375
                },
                {
                    "start": 322.1,
                    "end": 322.4,
                    "word": ",",
                    "probability": 0.73486328125
                },
                {
                    "start": 322.4,
                    "end": 322.7,
                    "word": " you",
                    "probability": 0.892578125
                },
                {
                    "start": 322.7,
                    "end": 322.96,
                    "word": " might",
                    "probability": 0.8037109375
                },
                {
                    "start": 322.96,
                    "end": 323.18,
                    "word": " be",
                    "probability": 0.90625
                },
                {
                    "start": 323.18,
                    "end": 323.44,
                    "word": " able",
                    "probability": 0.89111328125
                },
                {
                    "start": 323.44,
                    "end": 323.68,
                    "word": " to",
                    "probability": 0.9033203125
                },
                {
                    "start": 323.68,
                    "end": 324.04,
                    "word": " bypass",
                    "probability": 0.89794921875
                }
            ]
        },
        {
            "id": 36,
            "seek": 29782,
            "start": 324.04,
            "end": 333.4,
            "text": " some antivirus detection because for performance reasons some AV engines check the number of",
            "tokens": [
                50852,
                512,
                2511,
                592,
                9619,
                17784,
                570,
                337,
                3389,
                4112,
                512,
                30198,
                12982,
                1520,
                264,
                1230,
                295,
                51300
            ],
            "temperature": 0.0,
            "avg_logprob": -0.310450831397635,
            "compression_ratio": 1.5166666666666666,
            "no_speech_prob": 0.0004107952117919922,
            "words": [
                {
                    "start": 324.04,
                    "end": 324.74,
                    "word": " some",
                    "probability": 0.82275390625
                },
                {
                    "start": 324.74,
                    "end": 325.46,
                    "word": " antivirus",
                    "probability": 0.88427734375
                },
                {
                    "start": 325.46,
                    "end": 326.0,
                    "word": " detection",
                    "probability": 0.78759765625
                },
                {
                    "start": 326.0,
                    "end": 326.94,
                    "word": " because",
                    "probability": 0.410400390625
                },
                {
                    "start": 326.94,
                    "end": 327.64,
                    "word": " for",
                    "probability": 0.8046875
                },
                {
                    "start": 327.64,
                    "end": 328.66,
                    "word": " performance",
                    "probability": 0.85546875
                },
                {
                    "start": 328.66,
                    "end": 329.54,
                    "word": " reasons",
                    "probability": 0.87646484375
                },
                {
                    "start": 329.54,
                    "end": 331.06,
                    "word": " some",
                    "probability": 0.278564453125
                },
                {
                    "start": 331.06,
                    "end": 331.68,
                    "word": " AV",
                    "probability": 0.837890625
                },
                {
                    "start": 331.68,
                    "end": 332.22,
                    "word": " engines",
                    "probability": 0.73193359375
                },
                {
                    "start": 332.22,
                    "end": 332.66,
                    "word": " check",
                    "probability": 0.7802734375
                },
                {
                    "start": 332.66,
                    "end": 332.9,
                    "word": " the",
                    "probability": 0.81298828125
                },
                {
                    "start": 332.9,
                    "end": 333.16,
                    "word": " number",
                    "probability": 0.86962890625
                },
                {
                    "start": 333.16,
                    "end": 333.4,
                    "word": " of",
                    "probability": 0.90869140625
                }
            ]
        },
        {
            "id": 37,
            "seek": 29782,
            "start": 333.4,
            "end": 343.72,
            "text": " sections before they evaluate the rest of the rules. At the end, the winning strategy was",
            "tokens": [
                51300,
                10863,
                949,
                436,
                13059,
                264,
                1472,
                295,
                264,
                4474,
                13,
                1711,
                264,
                917,
                11,
                264,
                8224,
                5206,
                390,
                51820
            ],
            "temperature": 0.0,
            "avg_logprob": -0.310450831397635,
            "compression_ratio": 1.5166666666666666,
            "no_speech_prob": 0.0004107952117919922,
            "words": [
                {
                    "start": 333.4,
                    "end": 333.9,
                    "word": " sections",
                    "probability": 0.7275390625
                },
                {
                    "start": 333.9,
                    "end": 334.66,
                    "word": " before",
                    "probability": 0.7958984375
                },
                {
                    "start": 334.66,
                    "end": 335.18,
                    "word": " they",
                    "probability": 0.70556640625
                },
                {
                    "start": 335.18,
                    "end": 336.76,
                    "word": " evaluate",
                    "probability": 0.67919921875
                },
                {
                    "start": 336.76,
                    "end": 337.36,
                    "word": " the",
                    "probability": 0.80859375
                },
                {
                    "start": 337.36,
                    "end": 337.78,
                    "word": " rest",
                    "probability": 0.79638671875
                },
                {
                    "start": 337.78,
                    "end": 338.0,
                    "word": " of",
                    "probability": 0.90380859375
                },
                {
                    "start": 338.0,
                    "end": 338.14,
                    "word": " the",
                    "probability": 0.8125
                },
                {
                    "start": 338.14,
                    "end": 338.48,
                    "word": " rules",
                    "probability": 0.71337890625
                },
                {
                    "start": 338.48,
                    "end": 339.36,
                    "word": ".",
                    "probability": 0.97509765625
                },
                {
                    "start": 340.62,
                    "end": 341.5,
                    "word": " At",
                    "probability": 0.87158203125
                },
                {
                    "start": 341.5,
                    "end": 341.62,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 341.62,
                    "end": 341.84,
                    "word": " end",
                    "probability": 0.8134765625
                },
                {
                    "start": 341.84,
                    "end": 341.9,
                    "word": ",",
                    "probability": 0.63671875
                },
                {
                    "start": 341.9,
                    "end": 342.08,
                    "word": " the",
                    "probability": 0.8076171875
                },
                {
                    "start": 342.08,
                    "end": 342.32,
                    "word": " winning",
                    "probability": 0.8740234375
                },
                {
                    "start": 342.32,
                    "end": 342.86,
                    "word": " strategy",
                    "probability": 0.79052734375
                },
                {
                    "start": 342.86,
                    "end": 343.72,
                    "word": " was",
                    "probability": 0.8857421875
                }
            ]
        },
        {
            "id": 38,
            "seek": 32782,
            "start": 343.74,
            "end": 351.69,
            "text": " to just append random data to the end of the executable. This is called as an overlay.",
            "tokens": [
                50380,
                281,
                445,
                34116,
                4974,
                1412,
                281,
                264,
                917,
                295,
                264,
                7568,
                712,
                13,
                639,
                307,
                1219,
                382,
                364,
                31741,
                13,
                50744
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22294775407705733,
            "compression_ratio": 1.4916201117318435,
            "no_speech_prob": 0.0005674362182617188,
            "words": [
                {
                    "start": 343.74,
                    "end": 344.32,
                    "word": " to",
                    "probability": 0.61083984375
                },
                {
                    "start": 344.32,
                    "end": 344.86,
                    "word": " just",
                    "probability": 0.86328125
                },
                {
                    "start": 344.86,
                    "end": 345.4,
                    "word": " append",
                    "probability": 0.9130859375
                },
                {
                    "start": 345.4,
                    "end": 346.0,
                    "word": " random",
                    "probability": 0.708984375
                },
                {
                    "start": 346.0,
                    "end": 346.6,
                    "word": " data",
                    "probability": 0.81005859375
                },
                {
                    "start": 346.6,
                    "end": 347.74,
                    "word": " to",
                    "probability": 0.8837890625
                },
                {
                    "start": 347.74,
                    "end": 348.0,
                    "word": " the",
                    "probability": 0.81689453125
                },
                {
                    "start": 348.0,
                    "end": 348.26,
                    "word": " end",
                    "probability": 0.82763671875
                },
                {
                    "start": 348.26,
                    "end": 348.4,
                    "word": " of",
                    "probability": 0.90234375
                },
                {
                    "start": 348.4,
                    "end": 348.52,
                    "word": " the",
                    "probability": 0.810546875
                },
                {
                    "start": 348.52,
                    "end": 349.2,
                    "word": " executable",
                    "probability": 0.83740234375
                },
                {
                    "start": 349.2,
                    "end": 349.4,
                    "word": ".",
                    "probability": 0.66748046875
                },
                {
                    "start": 349.4,
                    "end": 349.72,
                    "word": " This",
                    "probability": 0.802734375
                },
                {
                    "start": 349.72,
                    "end": 349.88,
                    "word": " is",
                    "probability": 0.90576171875
                },
                {
                    "start": 349.88,
                    "end": 350.26,
                    "word": " called",
                    "probability": 0.7763671875
                },
                {
                    "start": 350.26,
                    "end": 350.56,
                    "word": " as",
                    "probability": 0.603515625
                },
                {
                    "start": 350.56,
                    "end": 350.78,
                    "word": " an",
                    "probability": 0.89892578125
                },
                {
                    "start": 350.78,
                    "end": 351.28,
                    "word": " overlay",
                    "probability": 0.8935546875
                },
                {
                    "start": 351.28,
                    "end": 351.69,
                    "word": ".",
                    "probability": 0.8681640625
                }
            ]
        },
        {
            "id": 39,
            "seek": 32782,
            "start": 352.28,
            "end": 358.91,
            "text": " Even though this is a very simple strategy, it worked during last year's competition.",
            "tokens": [
                50816,
                2754,
                1673,
                341,
                307,
                257,
                588,
                2199,
                5206,
                11,
                309,
                2732,
                1830,
                1036,
                1064,
                311,
                6211,
                13,
                51104
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22294775407705733,
            "compression_ratio": 1.4916201117318435,
            "no_speech_prob": 0.0005674362182617188,
            "words": [
                {
                    "start": 352.28,
                    "end": 353.1,
                    "word": " Even",
                    "probability": 0.79248046875
                },
                {
                    "start": 353.1,
                    "end": 353.3,
                    "word": " though",
                    "probability": 0.7509765625
                },
                {
                    "start": 353.3,
                    "end": 353.54,
                    "word": " this",
                    "probability": 0.87646484375
                },
                {
                    "start": 353.54,
                    "end": 353.74,
                    "word": " is",
                    "probability": 0.90673828125
                },
                {
                    "start": 353.9,
                    "end": 354.1,
                    "word": " a very",
                    "probability": 0.72021484375
                },
                {
                    "start": 354.1,
                    "end": 354.6,
                    "word": " simple",
                    "probability": 0.90185546875
                },
                {
                    "start": 354.6,
                    "end": 355.14,
                    "word": " strategy",
                    "probability": 0.78271484375
                },
                {
                    "start": 355.14,
                    "end": 355.44,
                    "word": ",",
                    "probability": 0.7763671875
                },
                {
                    "start": 355.44,
                    "end": 355.6,
                    "word": " it",
                    "probability": 0.89404296875
                },
                {
                    "start": 355.6,
                    "end": 356.1,
                    "word": " worked",
                    "probability": 0.6357421875
                },
                {
                    "start": 356.1,
                    "end": 357.06,
                    "word": " during",
                    "probability": 0.619140625
                },
                {
                    "start": 357.06,
                    "end": 357.52,
                    "word": " last",
                    "probability": 0.775390625
                },
                {
                    "start": 357.52,
                    "end": 358.0,
                    "word": " year's",
                    "probability": 0.51043701171875
                },
                {
                    "start": 358.0,
                    "end": 358.5,
                    "word": " competition",
                    "probability": 0.8857421875
                },
                {
                    "start": 358.5,
                    "end": 358.91,
                    "word": ".",
                    "probability": 0.7587890625
                }
            ]
        },
        {
            "id": 40,
            "seek": 32782,
            "start": 362.75,
            "end": 372.8,
            "text": " This is also an easy way to bypass if the sample has any kind of self-protection, for example.",
            "tokens": [
                51320,
                639,
                307,
                611,
                364,
                1858,
                636,
                281,
                24996,
                498,
                264,
                6889,
                575,
                604,
                733,
                295,
                2698,
                12,
                33629,
                10183,
                11,
                337,
                1365,
                13,
                51800
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22294775407705733,
            "compression_ratio": 1.4916201117318435,
            "no_speech_prob": 0.0005674362182617188,
            "words": [
                {
                    "start": 362.75,
                    "end": 363.16,
                    "word": " This",
                    "probability": 0.208251953125
                },
                {
                    "start": 363.16,
                    "end": 363.54,
                    "word": " is",
                    "probability": 0.908203125
                },
                {
                    "start": 363.54,
                    "end": 365.5,
                    "word": " also",
                    "probability": 0.75732421875
                },
                {
                    "start": 365.5,
                    "end": 365.94,
                    "word": " an",
                    "probability": 0.904296875
                },
                {
                    "start": 365.94,
                    "end": 366.38,
                    "word": " easy",
                    "probability": 0.80029296875
                },
                {
                    "start": 366.38,
                    "end": 366.86,
                    "word": " way",
                    "probability": 0.8984375
                },
                {
                    "start": 366.86,
                    "end": 367.22,
                    "word": " to",
                    "probability": 0.90380859375
                },
                {
                    "start": 367.22,
                    "end": 367.74,
                    "word": " bypass",
                    "probability": 0.84375
                },
                {
                    "start": 367.74,
                    "end": 368.72,
                    "word": " if",
                    "probability": 0.79931640625
                },
                {
                    "start": 368.72,
                    "end": 369.12,
                    "word": " the",
                    "probability": 0.806640625
                },
                {
                    "start": 369.12,
                    "end": 369.44,
                    "word": " sample",
                    "probability": 0.7919921875
                },
                {
                    "start": 369.44,
                    "end": 369.78,
                    "word": " has",
                    "probability": 0.900390625
                },
                {
                    "start": 369.78,
                    "end": 370.06,
                    "word": " any",
                    "probability": 0.81494140625
                },
                {
                    "start": 370.06,
                    "end": 370.48,
                    "word": " kind",
                    "probability": 0.810546875
                },
                {
                    "start": 370.48,
                    "end": 370.78,
                    "word": " of",
                    "probability": 0.90576171875
                },
                {
                    "start": 370.78,
                    "end": 371.18,
                    "word": " self",
                    "probability": 0.72900390625
                },
                {
                    "start": 371.18,
                    "end": 371.76,
                    "word": "-protection",
                    "probability": 0.77587890625
                },
                {
                    "start": 371.76,
                    "end": 371.86,
                    "word": ",",
                    "probability": 0.73388671875
                },
                {
                    "start": 371.86,
                    "end": 371.98,
                    "word": " for",
                    "probability": 0.8955078125
                },
                {
                    "start": 371.98,
                    "end": 372.38,
                    "word": " example",
                    "probability": 0.9306640625
                },
                {
                    "start": 372.38,
                    "end": 372.8,
                    "word": ".",
                    "probability": 0.96630859375
                }
            ]
        },
        {
            "id": 41,
            "seek": 35528,
            "start": 373.74,
            "end": 379.24,
            "text": " Just by increasing the size of the sample, again, you might be able to bypass some",
            "tokens": [
                50364,
                1449,
                538,
                5662,
                264,
                2744,
                295,
                264,
                6889,
                11,
                797,
                11,
                291,
                1062,
                312,
                1075,
                281,
                24996,
                512,
                50636
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21354166099003383,
            "compression_ratio": 1.4939024390243902,
            "no_speech_prob": 0.0002503395080566406,
            "words": [
                {
                    "start": 373.74,
                    "end": 374.04,
                    "word": " Just",
                    "probability": 0.6279296875
                },
                {
                    "start": 374.04,
                    "end": 374.24,
                    "word": " by",
                    "probability": 0.90283203125
                },
                {
                    "start": 374.24,
                    "end": 374.76,
                    "word": " increasing",
                    "probability": 0.9052734375
                },
                {
                    "start": 374.76,
                    "end": 375.14,
                    "word": " the",
                    "probability": 0.80712890625
                },
                {
                    "start": 375.14,
                    "end": 375.54,
                    "word": " size",
                    "probability": 0.83837890625
                },
                {
                    "start": 375.54,
                    "end": 375.76,
                    "word": " of",
                    "probability": 0.90576171875
                },
                {
                    "start": 375.76,
                    "end": 375.96,
                    "word": " the",
                    "probability": 0.8056640625
                },
                {
                    "start": 375.96,
                    "end": 376.38,
                    "word": " sample",
                    "probability": 0.7880859375
                },
                {
                    "start": 376.38,
                    "end": 376.6,
                    "word": ",",
                    "probability": 0.41357421875
                },
                {
                    "start": 376.6,
                    "end": 376.84,
                    "word": " again",
                    "probability": 0.7919921875
                },
                {
                    "start": 376.84,
                    "end": 376.98,
                    "word": ",",
                    "probability": 0.71728515625
                },
                {
                    "start": 376.98,
                    "end": 377.16,
                    "word": " you",
                    "probability": 0.8916015625
                },
                {
                    "start": 377.16,
                    "end": 377.48,
                    "word": " might",
                    "probability": 0.814453125
                },
                {
                    "start": 377.48,
                    "end": 377.78,
                    "word": " be",
                    "probability": 0.90771484375
                },
                {
                    "start": 377.78,
                    "end": 378.2,
                    "word": " able",
                    "probability": 0.8876953125
                },
                {
                    "start": 378.2,
                    "end": 378.44,
                    "word": " to",
                    "probability": 0.9033203125
                },
                {
                    "start": 378.44,
                    "end": 378.74,
                    "word": " bypass",
                    "probability": 0.87255859375
                },
                {
                    "start": 378.74,
                    "end": 379.24,
                    "word": " some",
                    "probability": 0.8095703125
                }
            ]
        },
        {
            "id": 42,
            "seek": 35528,
            "start": 379.24,
            "end": 388.0,
            "text": " antivirus engines. Again, they can have a file size in their rules.",
            "tokens": [
                50636,
                2511,
                592,
                9619,
                12982,
                13,
                3764,
                11,
                436,
                393,
                362,
                257,
                3991,
                2744,
                294,
                641,
                4474,
                13,
                51032
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21354166099003383,
            "compression_ratio": 1.4939024390243902,
            "no_speech_prob": 0.0002503395080566406,
            "words": [
                {
                    "start": 379.24,
                    "end": 379.84,
                    "word": " antivirus",
                    "probability": 0.84375
                },
                {
                    "start": 379.84,
                    "end": 380.3,
                    "word": " engines",
                    "probability": 0.75244140625
                },
                {
                    "start": 380.3,
                    "end": 380.66,
                    "word": ".",
                    "probability": 0.63671875
                },
                {
                    "start": 380.66,
                    "end": 381.0,
                    "word": " Again",
                    "probability": 0.86474609375
                },
                {
                    "start": 381.0,
                    "end": 381.94,
                    "word": ",",
                    "probability": 0.8310546875
                },
                {
                    "start": 381.94,
                    "end": 382.16,
                    "word": " they",
                    "probability": 0.72314453125
                },
                {
                    "start": 382.16,
                    "end": 382.58,
                    "word": " can",
                    "probability": 0.89404296875
                },
                {
                    "start": 382.58,
                    "end": 383.14,
                    "word": " have",
                    "probability": 0.8779296875
                },
                {
                    "start": 383.38,
                    "end": 383.62,
                    "word": " a file",
                    "probability": 0.6484375
                },
                {
                    "start": 383.62,
                    "end": 384.04,
                    "word": " size",
                    "probability": 0.82568359375
                },
                {
                    "start": 384.04,
                    "end": 384.96,
                    "word": " in",
                    "probability": 0.87744140625
                },
                {
                    "start": 384.96,
                    "end": 385.38,
                    "word": " their",
                    "probability": 0.87353515625
                },
                {
                    "start": 385.38,
                    "end": 387.16,
                    "word": " rules",
                    "probability": 0.60595703125
                },
                {
                    "start": 387.16,
                    "end": 388.0,
                    "word": ".",
                    "probability": 0.95947265625
                }
            ]
        },
        {
            "id": 43,
            "seek": 35528,
            "start": 391.22,
            "end": 401.2,
            "text": " And one important thing, as you can see on the top right image, that's a visual representation",
            "tokens": [
                51244,
                400,
                472,
                1021,
                551,
                11,
                382,
                291,
                393,
                536,
                322,
                264,
                1192,
                558,
                3256,
                11,
                300,
                311,
                257,
                5056,
                10290,
                51744
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21354166099003383,
            "compression_ratio": 1.4939024390243902,
            "no_speech_prob": 0.0002503395080566406,
            "words": [
                {
                    "start": 391.22,
                    "end": 391.64,
                    "word": " And",
                    "probability": 0.728515625
                },
                {
                    "start": 391.64,
                    "end": 391.92,
                    "word": " one",
                    "probability": 0.80615234375
                },
                {
                    "start": 391.92,
                    "end": 392.62,
                    "word": " important",
                    "probability": 0.7861328125
                },
                {
                    "start": 392.62,
                    "end": 393.2,
                    "word": " thing",
                    "probability": 0.80859375
                },
                {
                    "start": 393.2,
                    "end": 393.96,
                    "word": ",",
                    "probability": 0.69189453125
                },
                {
                    "start": 393.96,
                    "end": 394.36,
                    "word": " as",
                    "probability": 0.85302734375
                },
                {
                    "start": 394.36,
                    "end": 394.52,
                    "word": " you",
                    "probability": 0.896484375
                },
                {
                    "start": 394.52,
                    "end": 394.74,
                    "word": " can",
                    "probability": 0.8984375
                },
                {
                    "start": 394.74,
                    "end": 395.2,
                    "word": " see",
                    "probability": 0.81884765625
                },
                {
                    "start": 395.2,
                    "end": 396.24,
                    "word": " on",
                    "probability": 0.80712890625
                },
                {
                    "start": 396.24,
                    "end": 396.72,
                    "word": " the",
                    "probability": 0.8095703125
                },
                {
                    "start": 396.72,
                    "end": 397.2,
                    "word": " top",
                    "probability": 0.828125
                },
                {
                    "start": 397.2,
                    "end": 398.04,
                    "word": " right",
                    "probability": 0.791015625
                },
                {
                    "start": 398.04,
                    "end": 398.68,
                    "word": " image",
                    "probability": 0.85693359375
                },
                {
                    "start": 398.68,
                    "end": 399.16,
                    "word": ",",
                    "probability": 0.88525390625
                },
                {
                    "start": 399.16,
                    "end": 399.88,
                    "word": " that's",
                    "probability": 0.92236328125
                },
                {
                    "start": 400.1,
                    "end": 400.36,
                    "word": " a visual",
                    "probability": 0.91943359375
                },
                {
                    "start": 400.36,
                    "end": 401.2,
                    "word": " representation",
                    "probability": 0.77001953125
                }
            ]
        },
        {
            "id": 44,
            "seek": 37690,
            "start": 401.2,
            "end": 411.78,
            "text": " of a malware. And I just appended some random strings to the end of this sample. And if you",
            "tokens": [
                50372,
                295,
                257,
                40747,
                13,
                400,
                286,
                445,
                724,
                3502,
                512,
                4974,
                13985,
                281,
                264,
                917,
                295,
                341,
                6889,
                13,
                400,
                498,
                291,
                50888
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2087296221567237,
            "compression_ratio": 1.4166666666666667,
            "no_speech_prob": 0.003185272216796875,
            "words": [
                {
                    "start": 401.2,
                    "end": 401.6,
                    "word": " of",
                    "probability": 0.14501953125
                },
                {
                    "start": 401.78,
                    "end": 402.06,
                    "word": " a malware",
                    "probability": 0.68896484375
                },
                {
                    "start": 402.06,
                    "end": 402.64,
                    "word": ".",
                    "probability": 0.394775390625
                },
                {
                    "start": 402.64,
                    "end": 403.08,
                    "word": " And",
                    "probability": 0.79443359375
                },
                {
                    "start": 403.08,
                    "end": 403.32,
                    "word": " I",
                    "probability": 0.9775390625
                },
                {
                    "start": 403.32,
                    "end": 403.58,
                    "word": " just",
                    "probability": 0.8798828125
                },
                {
                    "start": 403.58,
                    "end": 404.12,
                    "word": " appended",
                    "probability": 0.87158203125
                },
                {
                    "start": 404.12,
                    "end": 404.84,
                    "word": " some",
                    "probability": 0.82177734375
                },
                {
                    "start": 404.84,
                    "end": 405.7,
                    "word": " random",
                    "probability": 0.669921875
                },
                {
                    "start": 405.7,
                    "end": 406.66,
                    "word": " strings",
                    "probability": 0.79736328125
                },
                {
                    "start": 406.66,
                    "end": 407.52,
                    "word": " to",
                    "probability": 0.88720703125
                },
                {
                    "start": 407.52,
                    "end": 407.8,
                    "word": " the",
                    "probability": 0.8173828125
                },
                {
                    "start": 407.8,
                    "end": 408.28,
                    "word": " end",
                    "probability": 0.81103515625
                },
                {
                    "start": 408.28,
                    "end": 409.28,
                    "word": " of",
                    "probability": 0.90576171875
                },
                {
                    "start": 409.28,
                    "end": 409.56,
                    "word": " this",
                    "probability": 0.87255859375
                },
                {
                    "start": 409.56,
                    "end": 410.02,
                    "word": " sample",
                    "probability": 0.7783203125
                },
                {
                    "start": 410.02,
                    "end": 410.74,
                    "word": ".",
                    "probability": 0.84912109375
                },
                {
                    "start": 410.74,
                    "end": 411.16,
                    "word": " And",
                    "probability": 0.88330078125
                },
                {
                    "start": 411.16,
                    "end": 411.62,
                    "word": " if",
                    "probability": 0.87939453125
                },
                {
                    "start": 411.62,
                    "end": 411.78,
                    "word": " you",
                    "probability": 0.89599609375
                }
            ]
        },
        {
            "id": 45,
            "seek": 37690,
            "start": 411.78,
            "end": 422.82,
            "text": " look at the green visual, you can clearly see how this changed the visual representation of the",
            "tokens": [
                50888,
                574,
                412,
                264,
                3092,
                5056,
                11,
                291,
                393,
                4448,
                536,
                577,
                341,
                3105,
                264,
                5056,
                10290,
                295,
                264,
                51440
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2087296221567237,
            "compression_ratio": 1.4166666666666667,
            "no_speech_prob": 0.003185272216796875,
            "words": [
                {
                    "start": 411.78,
                    "end": 411.96,
                    "word": " look",
                    "probability": 0.85986328125
                },
                {
                    "start": 411.96,
                    "end": 412.2,
                    "word": " at",
                    "probability": 0.90869140625
                },
                {
                    "start": 412.2,
                    "end": 412.94,
                    "word": " the",
                    "probability": 0.8115234375
                },
                {
                    "start": 412.94,
                    "end": 413.58,
                    "word": " green",
                    "probability": 0.87255859375
                },
                {
                    "start": 413.58,
                    "end": 414.12,
                    "word": " visual",
                    "probability": 0.91552734375
                },
                {
                    "start": 414.12,
                    "end": 414.6,
                    "word": ",",
                    "probability": 0.859375
                },
                {
                    "start": 414.6,
                    "end": 415.0,
                    "word": " you",
                    "probability": 0.8916015625
                },
                {
                    "start": 415.0,
                    "end": 415.26,
                    "word": " can",
                    "probability": 0.89306640625
                },
                {
                    "start": 415.26,
                    "end": 415.64,
                    "word": " clearly",
                    "probability": 0.833984375
                },
                {
                    "start": 415.64,
                    "end": 416.08,
                    "word": " see",
                    "probability": 0.81103515625
                },
                {
                    "start": 416.08,
                    "end": 416.46,
                    "word": " how",
                    "probability": 0.90185546875
                },
                {
                    "start": 416.46,
                    "end": 416.74,
                    "word": " this",
                    "probability": 0.845703125
                },
                {
                    "start": 416.74,
                    "end": 417.44,
                    "word": " changed",
                    "probability": 0.7490234375
                },
                {
                    "start": 417.44,
                    "end": 418.62,
                    "word": " the",
                    "probability": 0.7744140625
                },
                {
                    "start": 418.62,
                    "end": 421.06,
                    "word": " visual",
                    "probability": 0.90380859375
                },
                {
                    "start": 421.06,
                    "end": 421.74,
                    "word": " representation",
                    "probability": 0.78271484375
                },
                {
                    "start": 421.74,
                    "end": 422.52,
                    "word": " of",
                    "probability": 0.90478515625
                },
                {
                    "start": 422.52,
                    "end": 422.82,
                    "word": " the",
                    "probability": 0.814453125
                }
            ]
        },
        {
            "id": 46,
            "seek": 40182,
            "start": 422.82,
            "end": 432.18,
            "text": " sample. For us, there were some key takeaways from last year's competition. For example,",
            "tokens": [
                50364,
                6889,
                13,
                1171,
                505,
                11,
                456,
                645,
                512,
                2141,
                45584,
                490,
                1036,
                1064,
                311,
                6211,
                13,
                1171,
                1365,
                11,
                50828
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24586396730121443,
            "compression_ratio": 1.470899470899471,
            "no_speech_prob": 0.024810791015625,
            "words": [
                {
                    "start": 422.82,
                    "end": 423.1,
                    "word": " sample",
                    "probability": 0.0002765655517578125
                },
                {
                    "start": 423.1,
                    "end": 423.82,
                    "word": ".",
                    "probability": 0.94091796875
                },
                {
                    "start": 425.8,
                    "end": 426.52,
                    "word": " For",
                    "probability": 0.853515625
                },
                {
                    "start": 426.52,
                    "end": 426.9,
                    "word": " us",
                    "probability": 0.90869140625
                },
                {
                    "start": 426.9,
                    "end": 427.14,
                    "word": ",",
                    "probability": 0.76904296875
                },
                {
                    "start": 427.14,
                    "end": 427.6,
                    "word": " there",
                    "probability": 0.85205078125
                },
                {
                    "start": 427.6,
                    "end": 427.82,
                    "word": " were",
                    "probability": 0.8564453125
                },
                {
                    "start": 427.82,
                    "end": 428.22,
                    "word": " some",
                    "probability": 0.80859375
                },
                {
                    "start": 428.22,
                    "end": 428.62,
                    "word": " key",
                    "probability": 0.818359375
                },
                {
                    "start": 428.62,
                    "end": 429.44,
                    "word": " takeaways",
                    "probability": 0.662109375
                },
                {
                    "start": 429.44,
                    "end": 430.18,
                    "word": " from",
                    "probability": 0.8076171875
                },
                {
                    "start": 430.18,
                    "end": 430.5,
                    "word": " last",
                    "probability": 0.7890625
                },
                {
                    "start": 430.5,
                    "end": 430.8,
                    "word": " year's",
                    "probability": 0.66552734375
                },
                {
                    "start": 430.8,
                    "end": 431.24,
                    "word": " competition",
                    "probability": 0.90771484375
                },
                {
                    "start": 431.24,
                    "end": 431.62,
                    "word": ".",
                    "probability": 0.90673828125
                },
                {
                    "start": 431.62,
                    "end": 431.82,
                    "word": " For",
                    "probability": 0.90380859375
                },
                {
                    "start": 431.82,
                    "end": 432.04,
                    "word": " example",
                    "probability": 0.9228515625
                },
                {
                    "start": 432.04,
                    "end": 432.18,
                    "word": ",",
                    "probability": 0.95849609375
                }
            ]
        },
        {
            "id": 47,
            "seek": 40182,
            "start": 432.18,
            "end": 437.82,
            "text": " some of the machine learning models are way too academic, but not very effective in practice.",
            "tokens": [
                50828,
                512,
                295,
                264,
                3479,
                2539,
                5245,
                366,
                636,
                886,
                7778,
                11,
                457,
                406,
                588,
                4942,
                294,
                3124,
                13,
                51076
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24586396730121443,
            "compression_ratio": 1.470899470899471,
            "no_speech_prob": 0.024810791015625,
            "words": [
                {
                    "start": 432.18,
                    "end": 432.36,
                    "word": " some",
                    "probability": 0.826171875
                },
                {
                    "start": 432.36,
                    "end": 432.56,
                    "word": " of",
                    "probability": 0.89404296875
                },
                {
                    "start": 432.56,
                    "end": 432.82,
                    "word": " the",
                    "probability": 0.80810546875
                },
                {
                    "start": 432.82,
                    "end": 433.14,
                    "word": " machine",
                    "probability": 0.689453125
                },
                {
                    "start": 433.14,
                    "end": 433.46,
                    "word": " learning",
                    "probability": 0.81494140625
                },
                {
                    "start": 433.46,
                    "end": 433.88,
                    "word": " models",
                    "probability": 0.82470703125
                },
                {
                    "start": 433.88,
                    "end": 434.18,
                    "word": " are",
                    "probability": 0.88525390625
                },
                {
                    "start": 434.18,
                    "end": 434.42,
                    "word": " way",
                    "probability": 0.884765625
                },
                {
                    "start": 434.42,
                    "end": 434.62,
                    "word": " too",
                    "probability": 0.796875
                },
                {
                    "start": 434.62,
                    "end": 435.08,
                    "word": " academic",
                    "probability": 0.8544921875
                },
                {
                    "start": 435.08,
                    "end": 435.28,
                    "word": ",",
                    "probability": 0.54248046875
                },
                {
                    "start": 435.28,
                    "end": 435.42,
                    "word": " but",
                    "probability": 0.90087890625
                },
                {
                    "start": 435.42,
                    "end": 435.58,
                    "word": " not",
                    "probability": 0.8994140625
                },
                {
                    "start": 435.58,
                    "end": 435.88,
                    "word": " very",
                    "probability": 0.712890625
                },
                {
                    "start": 435.88,
                    "end": 436.32,
                    "word": " effective",
                    "probability": 0.74365234375
                },
                {
                    "start": 436.32,
                    "end": 436.68,
                    "word": " in",
                    "probability": 0.9013671875
                },
                {
                    "start": 436.68,
                    "end": 437.1,
                    "word": " practice",
                    "probability": 0.76318359375
                },
                {
                    "start": 437.1,
                    "end": 437.82,
                    "word": ".",
                    "probability": 0.99267578125
                }
            ]
        },
        {
            "id": 48,
            "seek": 40182,
            "start": 438.74,
            "end": 447.74,
            "text": " Turned out it's not just us, but everybody thinks that the DF tool is awesome. This is a Python",
            "tokens": [
                51176,
                7956,
                292,
                484,
                309,
                311,
                406,
                445,
                505,
                11,
                457,
                2201,
                7309,
                300,
                264,
                48336,
                2290,
                307,
                3476,
                13,
                639,
                307,
                257,
                15329,
                51612
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24586396730121443,
            "compression_ratio": 1.470899470899471,
            "no_speech_prob": 0.024810791015625,
            "words": [
                {
                    "start": 438.74,
                    "end": 439.46,
                    "word": " Turned",
                    "probability": 0.61962890625
                },
                {
                    "start": 439.46,
                    "end": 439.68,
                    "word": " out",
                    "probability": 0.8193359375
                },
                {
                    "start": 439.68,
                    "end": 440.48,
                    "word": " it's",
                    "probability": 0.73681640625
                },
                {
                    "start": 440.48,
                    "end": 440.64,
                    "word": " not",
                    "probability": 0.89501953125
                },
                {
                    "start": 440.64,
                    "end": 440.92,
                    "word": " just",
                    "probability": 0.884765625
                },
                {
                    "start": 440.92,
                    "end": 441.2,
                    "word": " us",
                    "probability": 0.90576171875
                },
                {
                    "start": 441.2,
                    "end": 441.28,
                    "word": ",",
                    "probability": 0.89013671875
                },
                {
                    "start": 441.28,
                    "end": 441.48,
                    "word": " but",
                    "probability": 0.90087890625
                },
                {
                    "start": 441.48,
                    "end": 442.04,
                    "word": " everybody",
                    "probability": 0.744140625
                },
                {
                    "start": 442.04,
                    "end": 442.52,
                    "word": " thinks",
                    "probability": 0.7333984375
                },
                {
                    "start": 442.52,
                    "end": 442.94,
                    "word": " that",
                    "probability": 0.8623046875
                },
                {
                    "start": 442.94,
                    "end": 443.42,
                    "word": " the",
                    "probability": 0.810546875
                },
                {
                    "start": 443.42,
                    "end": 444.02,
                    "word": " DF",
                    "probability": 0.31298828125
                },
                {
                    "start": 444.02,
                    "end": 444.4,
                    "word": " tool",
                    "probability": 0.82275390625
                },
                {
                    "start": 444.4,
                    "end": 444.86,
                    "word": " is",
                    "probability": 0.90625
                },
                {
                    "start": 444.86,
                    "end": 445.38,
                    "word": " awesome",
                    "probability": 0.8515625
                },
                {
                    "start": 445.38,
                    "end": 446.1,
                    "word": ".",
                    "probability": 0.98193359375
                },
                {
                    "start": 446.12,
                    "end": 446.68,
                    "word": " This",
                    "probability": 0.806640625
                },
                {
                    "start": 446.68,
                    "end": 447.0,
                    "word": " is",
                    "probability": 0.90869140625
                },
                {
                    "start": 447.46,
                    "end": 447.74,
                    "word": " a Python",
                    "probability": 0.76171875
                }
            ]
        },
        {
            "id": 49,
            "seek": 43182,
            "start": 447.74,
            "end": 456.56,
            "text": " package you can use to modify binaries. And as it is the case with malware, it is always tricky",
            "tokens": [
                50364,
                7372,
                291,
                393,
                764,
                281,
                16927,
                5171,
                4889,
                13,
                400,
                382,
                309,
                307,
                264,
                1389,
                365,
                40747,
                11,
                309,
                307,
                1009,
                12414,
                50832
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22065548507905589,
            "compression_ratio": 1.644859813084112,
            "no_speech_prob": 0.0016794204711914062,
            "words": [
                {
                    "start": 447.74,
                    "end": 448.12,
                    "word": " package",
                    "probability": 0.88330078125
                },
                {
                    "start": 448.12,
                    "end": 448.34,
                    "word": " you",
                    "probability": 0.82666015625
                },
                {
                    "start": 448.34,
                    "end": 448.64,
                    "word": " can",
                    "probability": 0.89599609375
                },
                {
                    "start": 448.64,
                    "end": 449.06,
                    "word": " use",
                    "probability": 0.82373046875
                },
                {
                    "start": 449.06,
                    "end": 449.4,
                    "word": " to",
                    "probability": 0.90576171875
                },
                {
                    "start": 449.4,
                    "end": 449.9,
                    "word": " modify",
                    "probability": 0.912109375
                },
                {
                    "start": 449.9,
                    "end": 451.26,
                    "word": " binaries",
                    "probability": 0.88623046875
                },
                {
                    "start": 451.26,
                    "end": 451.88,
                    "word": ".",
                    "probability": 0.53076171875
                },
                {
                    "start": 452.76,
                    "end": 452.94,
                    "word": " And",
                    "probability": 0.6982421875
                },
                {
                    "start": 452.94,
                    "end": 453.12,
                    "word": " as",
                    "probability": 0.83984375
                },
                {
                    "start": 453.12,
                    "end": 453.26,
                    "word": " it",
                    "probability": 0.8837890625
                },
                {
                    "start": 453.26,
                    "end": 453.44,
                    "word": " is",
                    "probability": 0.90380859375
                },
                {
                    "start": 453.44,
                    "end": 453.6,
                    "word": " the",
                    "probability": 0.80126953125
                },
                {
                    "start": 453.6,
                    "end": 453.86,
                    "word": " case",
                    "probability": 0.80810546875
                },
                {
                    "start": 453.86,
                    "end": 454.04,
                    "word": " with",
                    "probability": 0.7998046875
                },
                {
                    "start": 454.04,
                    "end": 454.38,
                    "word": " malware",
                    "probability": 0.8330078125
                },
                {
                    "start": 454.38,
                    "end": 454.64,
                    "word": ",",
                    "probability": 0.56640625
                },
                {
                    "start": 454.64,
                    "end": 454.9,
                    "word": " it",
                    "probability": 0.8984375
                },
                {
                    "start": 454.9,
                    "end": 455.2,
                    "word": " is",
                    "probability": 0.90283203125
                },
                {
                    "start": 455.2,
                    "end": 456.0,
                    "word": " always",
                    "probability": 0.72998046875
                },
                {
                    "start": 456.0,
                    "end": 456.56,
                    "word": " tricky",
                    "probability": 0.73583984375
                }
            ]
        },
        {
            "id": 50,
            "seek": 43182,
            "start": 457.05,
            "end": 461.94,
            "text": " to deal with them. For example, some of the samples do not reproduce the same",
            "tokens": [
                50832,
                281,
                2028,
                365,
                552,
                13,
                1171,
                1365,
                11,
                512,
                295,
                264,
                10938,
                360,
                406,
                29501,
                264,
                912,
                51068
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22065548507905589,
            "compression_ratio": 1.644859813084112,
            "no_speech_prob": 0.0016794204711914062,
            "words": [
                {
                    "start": 457.05,
                    "end": 457.36,
                    "word": " to",
                    "probability": 0.87939453125
                },
                {
                    "start": 457.36,
                    "end": 457.6,
                    "word": " deal",
                    "probability": 0.9296875
                },
                {
                    "start": 457.6,
                    "end": 457.84,
                    "word": " with",
                    "probability": 0.8173828125
                },
                {
                    "start": 457.84,
                    "end": 458.12,
                    "word": " them",
                    "probability": 0.71826171875
                },
                {
                    "start": 458.12,
                    "end": 458.5,
                    "word": ".",
                    "probability": 0.873046875
                },
                {
                    "start": 458.5,
                    "end": 458.7,
                    "word": " For",
                    "probability": 0.908203125
                },
                {
                    "start": 458.7,
                    "end": 459.04,
                    "word": " example",
                    "probability": 0.92333984375
                },
                {
                    "start": 459.04,
                    "end": 459.22,
                    "word": ",",
                    "probability": 0.6552734375
                },
                {
                    "start": 459.22,
                    "end": 459.38,
                    "word": " some",
                    "probability": 0.81396484375
                },
                {
                    "start": 459.38,
                    "end": 459.52,
                    "word": " of",
                    "probability": 0.8935546875
                },
                {
                    "start": 459.52,
                    "end": 459.7,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 459.7,
                    "end": 460.14,
                    "word": " samples",
                    "probability": 0.7607421875
                },
                {
                    "start": 460.14,
                    "end": 460.4,
                    "word": " do",
                    "probability": 0.89697265625
                },
                {
                    "start": 460.4,
                    "end": 460.56,
                    "word": " not",
                    "probability": 0.900390625
                },
                {
                    "start": 460.56,
                    "end": 461.06,
                    "word": " reproduce",
                    "probability": 0.70654296875
                },
                {
                    "start": 461.06,
                    "end": 461.54,
                    "word": " the",
                    "probability": 0.80322265625
                },
                {
                    "start": 461.54,
                    "end": 461.94,
                    "word": " same",
                    "probability": 0.8056640625
                }
            ]
        },
        {
            "id": 51,
            "seek": 43182,
            "start": 462.82,
            "end": 469.36,
            "text": " indicators of compromise over time. This can be because, for example, the command and control",
            "tokens": [
                51120,
                22176,
                295,
                18577,
                670,
                565,
                13,
                639,
                393,
                312,
                570,
                11,
                337,
                1365,
                11,
                264,
                5622,
                293,
                1969,
                51448
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22065548507905589,
            "compression_ratio": 1.644859813084112,
            "no_speech_prob": 0.0016794204711914062,
            "words": [
                {
                    "start": 462.82,
                    "end": 463.44,
                    "word": " indicators",
                    "probability": 0.892578125
                },
                {
                    "start": 463.44,
                    "end": 463.8,
                    "word": " of",
                    "probability": 0.90673828125
                },
                {
                    "start": 463.8,
                    "end": 464.32,
                    "word": " compromise",
                    "probability": 0.69091796875
                },
                {
                    "start": 464.32,
                    "end": 464.64,
                    "word": " over",
                    "probability": 0.87060546875
                },
                {
                    "start": 464.64,
                    "end": 465.1,
                    "word": " time",
                    "probability": 0.80859375
                },
                {
                    "start": 465.1,
                    "end": 465.72,
                    "word": ".",
                    "probability": 0.9248046875
                },
                {
                    "start": 466.36,
                    "end": 466.76,
                    "word": " This",
                    "probability": 0.7744140625
                },
                {
                    "start": 466.76,
                    "end": 467.0,
                    "word": " can",
                    "probability": 0.896484375
                },
                {
                    "start": 467.0,
                    "end": 467.16,
                    "word": " be",
                    "probability": 0.9111328125
                },
                {
                    "start": 467.16,
                    "end": 467.64,
                    "word": " because",
                    "probability": 0.83251953125
                },
                {
                    "start": 467.64,
                    "end": 467.8,
                    "word": ",",
                    "probability": 0.6416015625
                },
                {
                    "start": 467.8,
                    "end": 467.94,
                    "word": " for",
                    "probability": 0.89111328125
                },
                {
                    "start": 467.94,
                    "end": 468.22,
                    "word": " example",
                    "probability": 0.93115234375
                },
                {
                    "start": 468.22,
                    "end": 468.32,
                    "word": ",",
                    "probability": 0.96337890625
                },
                {
                    "start": 468.32,
                    "end": 468.52,
                    "word": " the",
                    "probability": 0.81494140625
                },
                {
                    "start": 468.52,
                    "end": 468.86,
                    "word": " command",
                    "probability": 0.7568359375
                },
                {
                    "start": 468.86,
                    "end": 469.02,
                    "word": " and",
                    "probability": 0.78173828125
                },
                {
                    "start": 469.02,
                    "end": 469.36,
                    "word": " control",
                    "probability": 0.67333984375
                }
            ]
        },
        {
            "id": 52,
            "seek": 43182,
            "start": 469.36,
            "end": 475.64,
            "text": " server is down, and dealing with packed and protected samples can be hard sometimes.",
            "tokens": [
                51448,
                7154,
                307,
                760,
                11,
                293,
                6260,
                365,
                13265,
                293,
                10594,
                10938,
                393,
                312,
                1152,
                2171,
                13,
                51748
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22065548507905589,
            "compression_ratio": 1.644859813084112,
            "no_speech_prob": 0.0016794204711914062,
            "words": [
                {
                    "start": 469.36,
                    "end": 469.78,
                    "word": " server",
                    "probability": 0.84130859375
                },
                {
                    "start": 469.78,
                    "end": 470.0,
                    "word": " is",
                    "probability": 0.90625
                },
                {
                    "start": 470.0,
                    "end": 470.38,
                    "word": " down",
                    "probability": 0.8291015625
                },
                {
                    "start": 470.38,
                    "end": 471.02,
                    "word": ",",
                    "probability": 0.32373046875
                },
                {
                    "start": 471.02,
                    "end": 471.52,
                    "word": " and",
                    "probability": 0.896484375
                },
                {
                    "start": 471.52,
                    "end": 472.3,
                    "word": " dealing",
                    "probability": 0.77685546875
                },
                {
                    "start": 472.3,
                    "end": 472.62,
                    "word": " with",
                    "probability": 0.81005859375
                },
                {
                    "start": 472.62,
                    "end": 472.9,
                    "word": " packed",
                    "probability": 0.2193603515625
                },
                {
                    "start": 472.9,
                    "end": 473.08,
                    "word": " and",
                    "probability": 0.890625
                },
                {
                    "start": 473.08,
                    "end": 473.42,
                    "word": " protected",
                    "probability": 0.61181640625
                },
                {
                    "start": 473.42,
                    "end": 473.96,
                    "word": " samples",
                    "probability": 0.74755859375
                },
                {
                    "start": 473.96,
                    "end": 474.3,
                    "word": " can",
                    "probability": 0.8955078125
                },
                {
                    "start": 474.3,
                    "end": 474.52,
                    "word": " be",
                    "probability": 0.90966796875
                },
                {
                    "start": 474.52,
                    "end": 474.78,
                    "word": " hard",
                    "probability": 0.8271484375
                },
                {
                    "start": 474.78,
                    "end": 475.4,
                    "word": " sometimes",
                    "probability": 0.880859375
                },
                {
                    "start": 475.4,
                    "end": 475.64,
                    "word": ".",
                    "probability": 0.99658203125
                }
            ]
        },
        {
            "id": 53,
            "seek": 45730,
            "start": 477.74,
            "end": 486.26,
            "text": " I also checked the SSDeepHashes of some of the samples, and it was interesting to see that",
            "tokens": [
                50372,
                286,
                611,
                10033,
                264,
                12238,
                11089,
                595,
                39,
                12808,
                295,
                512,
                295,
                264,
                10938,
                11,
                293,
                309,
                390,
                1880,
                281,
                536,
                300,
                50776
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27698863636363635,
            "compression_ratio": 1.7658227848101267,
            "no_speech_prob": 0.0034389495849609375,
            "words": [
                {
                    "start": 477.74,
                    "end": 477.9,
                    "word": " I",
                    "probability": 0.98291015625
                },
                {
                    "start": 477.9,
                    "end": 478.36,
                    "word": " also",
                    "probability": 0.8193359375
                },
                {
                    "start": 478.36,
                    "end": 478.96,
                    "word": " checked",
                    "probability": 0.732421875
                },
                {
                    "start": 478.96,
                    "end": 479.54,
                    "word": " the",
                    "probability": 0.81103515625
                },
                {
                    "start": 479.54,
                    "end": 480.8,
                    "word": " SSDeepHashes",
                    "probability": 0.6169677734375
                },
                {
                    "start": 480.8,
                    "end": 481.52,
                    "word": " of",
                    "probability": 0.89599609375
                },
                {
                    "start": 481.52,
                    "end": 482.18,
                    "word": " some",
                    "probability": 0.81396484375
                },
                {
                    "start": 482.18,
                    "end": 482.38,
                    "word": " of",
                    "probability": 0.900390625
                },
                {
                    "start": 482.38,
                    "end": 482.54,
                    "word": " the",
                    "probability": 0.81103515625
                },
                {
                    "start": 482.54,
                    "end": 482.94,
                    "word": " samples",
                    "probability": 0.748046875
                },
                {
                    "start": 482.94,
                    "end": 483.46,
                    "word": ",",
                    "probability": 0.341064453125
                },
                {
                    "start": 483.46,
                    "end": 483.7,
                    "word": " and",
                    "probability": 0.89697265625
                },
                {
                    "start": 483.7,
                    "end": 483.84,
                    "word": " it",
                    "probability": 0.9013671875
                },
                {
                    "start": 483.84,
                    "end": 484.24,
                    "word": " was",
                    "probability": 0.900390625
                },
                {
                    "start": 484.24,
                    "end": 485.12,
                    "word": " interesting",
                    "probability": 0.6494140625
                },
                {
                    "start": 485.12,
                    "end": 485.4,
                    "word": " to",
                    "probability": 0.90966796875
                },
                {
                    "start": 485.4,
                    "end": 485.78,
                    "word": " see",
                    "probability": 0.82568359375
                },
                {
                    "start": 485.78,
                    "end": 486.26,
                    "word": " that",
                    "probability": 0.87548828125
                }
            ]
        },
        {
            "id": 54,
            "seek": 45730,
            "start": 486.78,
            "end": 495.86,
            "text": " whenever people added repeating patterns to the sample, for example, the same section, or they",
            "tokens": [
                50816,
                5699,
                561,
                3869,
                18617,
                8294,
                281,
                264,
                6889,
                11,
                337,
                1365,
                11,
                264,
                912,
                3541,
                11,
                420,
                436,
                51260
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27698863636363635,
            "compression_ratio": 1.7658227848101267,
            "no_speech_prob": 0.0034389495849609375,
            "words": [
                {
                    "start": 486.78,
                    "end": 487.24,
                    "word": " whenever",
                    "probability": 0.84619140625
                },
                {
                    "start": 487.24,
                    "end": 487.9,
                    "word": " people",
                    "probability": 0.91552734375
                },
                {
                    "start": 487.9,
                    "end": 488.34,
                    "word": " added",
                    "probability": 0.6787109375
                },
                {
                    "start": 488.34,
                    "end": 489.7,
                    "word": " repeating",
                    "probability": 0.82666015625
                },
                {
                    "start": 489.7,
                    "end": 491.04,
                    "word": " patterns",
                    "probability": 0.74658203125
                },
                {
                    "start": 491.04,
                    "end": 491.98,
                    "word": " to",
                    "probability": 0.88623046875
                },
                {
                    "start": 491.98,
                    "end": 492.2,
                    "word": " the",
                    "probability": 0.7060546875
                },
                {
                    "start": 492.2,
                    "end": 492.58,
                    "word": " sample",
                    "probability": 0.7900390625
                },
                {
                    "start": 492.58,
                    "end": 493.0,
                    "word": ",",
                    "probability": 0.91552734375
                },
                {
                    "start": 493.0,
                    "end": 493.16,
                    "word": " for",
                    "probability": 0.89404296875
                },
                {
                    "start": 493.16,
                    "end": 493.58,
                    "word": " example",
                    "probability": 0.93017578125
                },
                {
                    "start": 493.58,
                    "end": 493.76,
                    "word": ",",
                    "probability": 0.79638671875
                },
                {
                    "start": 493.76,
                    "end": 493.92,
                    "word": " the",
                    "probability": 0.8046875
                },
                {
                    "start": 493.92,
                    "end": 494.24,
                    "word": " same",
                    "probability": 0.81396484375
                },
                {
                    "start": 494.24,
                    "end": 494.82,
                    "word": " section",
                    "probability": 0.80712890625
                },
                {
                    "start": 494.82,
                    "end": 495.48,
                    "word": ",",
                    "probability": 0.55810546875
                },
                {
                    "start": 495.48,
                    "end": 495.54,
                    "word": " or",
                    "probability": 0.90283203125
                },
                {
                    "start": 495.54,
                    "end": 495.86,
                    "word": " they",
                    "probability": 0.73681640625
                }
            ]
        },
        {
            "id": 55,
            "seek": 45730,
            "start": 496.82,
            "end": 503.22,
            "text": " added the same overlay over and over again to the sample, then it created a repeating pattern",
            "tokens": [
                51320,
                3869,
                264,
                912,
                31741,
                670,
                293,
                670,
                797,
                281,
                264,
                6889,
                11,
                550,
                309,
                2942,
                257,
                18617,
                5102,
                51652
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27698863636363635,
            "compression_ratio": 1.7658227848101267,
            "no_speech_prob": 0.0034389495849609375,
            "words": [
                {
                    "start": 496.82,
                    "end": 497.22,
                    "word": " added",
                    "probability": 0.771484375
                },
                {
                    "start": 497.22,
                    "end": 497.54,
                    "word": " the",
                    "probability": 0.6884765625
                },
                {
                    "start": 497.54,
                    "end": 497.74,
                    "word": " same",
                    "probability": 0.810546875
                },
                {
                    "start": 497.74,
                    "end": 498.22,
                    "word": " overlay",
                    "probability": 0.888671875
                },
                {
                    "start": 498.22,
                    "end": 498.6,
                    "word": " over",
                    "probability": 0.8447265625
                },
                {
                    "start": 498.6,
                    "end": 498.82,
                    "word": " and",
                    "probability": 0.88818359375
                },
                {
                    "start": 498.82,
                    "end": 499.08,
                    "word": " over",
                    "probability": 0.8740234375
                },
                {
                    "start": 499.08,
                    "end": 499.38,
                    "word": " again",
                    "probability": 0.91552734375
                },
                {
                    "start": 499.38,
                    "end": 499.84,
                    "word": " to",
                    "probability": 0.8583984375
                },
                {
                    "start": 499.84,
                    "end": 500.04,
                    "word": " the",
                    "probability": 0.81103515625
                },
                {
                    "start": 500.04,
                    "end": 500.44,
                    "word": " sample",
                    "probability": 0.791015625
                },
                {
                    "start": 500.44,
                    "end": 500.76,
                    "word": ",",
                    "probability": 0.95849609375
                },
                {
                    "start": 500.76,
                    "end": 501.3,
                    "word": " then",
                    "probability": 0.7177734375
                },
                {
                    "start": 501.3,
                    "end": 501.72,
                    "word": " it",
                    "probability": 0.89501953125
                },
                {
                    "start": 501.72,
                    "end": 502.06,
                    "word": " created",
                    "probability": 0.72021484375
                },
                {
                    "start": 502.24,
                    "end": 502.58,
                    "word": " a repeating",
                    "probability": 0.9248046875
                },
                {
                    "start": 502.58,
                    "end": 503.22,
                    "word": " pattern",
                    "probability": 0.77978515625
                }
            ]
        },
        {
            "id": 56,
            "seek": 48016,
            "start": 503.22,
            "end": 513.18,
            "text": " in the SSDeepHash as well, which can be used for detecting a sample which uses",
            "tokens": [
                50376,
                294,
                264,
                12238,
                11089,
                595,
                39,
                1299,
                382,
                731,
                11,
                597,
                393,
                312,
                1143,
                337,
                40237,
                257,
                6889,
                597,
                4960,
                50856
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23028846153846153,
            "compression_ratio": 1.5962732919254659,
            "no_speech_prob": 0.00566864013671875,
            "words": [
                {
                    "start": 503.22,
                    "end": 503.74,
                    "word": " in",
                    "probability": 0.09765625
                },
                {
                    "start": 503.74,
                    "end": 504.38,
                    "word": " the",
                    "probability": 0.78466796875
                },
                {
                    "start": 504.38,
                    "end": 506.36,
                    "word": " SSDeepHash",
                    "probability": 0.6750732421875
                },
                {
                    "start": 506.36,
                    "end": 506.68,
                    "word": " as",
                    "probability": 0.8623046875
                },
                {
                    "start": 506.68,
                    "end": 506.96,
                    "word": " well",
                    "probability": 0.8759765625
                },
                {
                    "start": 506.96,
                    "end": 507.46,
                    "word": ",",
                    "probability": 0.6376953125
                },
                {
                    "start": 507.46,
                    "end": 508.16,
                    "word": " which",
                    "probability": 0.91845703125
                },
                {
                    "start": 508.16,
                    "end": 508.62,
                    "word": " can",
                    "probability": 0.8974609375
                },
                {
                    "start": 508.62,
                    "end": 508.92,
                    "word": " be",
                    "probability": 0.90478515625
                },
                {
                    "start": 508.92,
                    "end": 509.42,
                    "word": " used",
                    "probability": 0.82080078125
                },
                {
                    "start": 509.42,
                    "end": 510.14,
                    "word": " for",
                    "probability": 0.88818359375
                },
                {
                    "start": 510.14,
                    "end": 510.86,
                    "word": " detecting",
                    "probability": 0.78466796875
                },
                {
                    "start": 511.84,
                    "end": 512.26,
                    "word": " a sample",
                    "probability": 0.76513671875
                },
                {
                    "start": 512.26,
                    "end": 512.62,
                    "word": " which",
                    "probability": 0.79638671875
                },
                {
                    "start": 512.62,
                    "end": 513.18,
                    "word": " uses",
                    "probability": 0.79638671875
                }
            ]
        },
        {
            "id": 57,
            "seek": 48016,
            "start": 513.18,
            "end": 520.98,
            "text": " machine learning evasion, for example. This year, we created the Defender and the",
            "tokens": [
                50884,
                3479,
                2539,
                1073,
                6822,
                11,
                337,
                1365,
                13,
                639,
                1064,
                11,
                321,
                2942,
                264,
                9548,
                3216,
                293,
                264,
                51244
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23028846153846153,
            "compression_ratio": 1.5962732919254659,
            "no_speech_prob": 0.00566864013671875,
            "words": [
                {
                    "start": 513.18,
                    "end": 514.08,
                    "word": " machine",
                    "probability": 0.482666015625
                },
                {
                    "start": 514.08,
                    "end": 514.44,
                    "word": " learning",
                    "probability": 0.80712890625
                },
                {
                    "start": 514.44,
                    "end": 514.94,
                    "word": " evasion",
                    "probability": 0.763671875
                },
                {
                    "start": 514.94,
                    "end": 515.08,
                    "word": ",",
                    "probability": 0.70263671875
                },
                {
                    "start": 515.08,
                    "end": 515.2,
                    "word": " for",
                    "probability": 0.89306640625
                },
                {
                    "start": 515.2,
                    "end": 515.58,
                    "word": " example",
                    "probability": 0.927734375
                },
                {
                    "start": 515.58,
                    "end": 516.34,
                    "word": ".",
                    "probability": 0.98876953125
                },
                {
                    "start": 516.84,
                    "end": 517.6,
                    "word": " This",
                    "probability": 0.8134765625
                },
                {
                    "start": 517.6,
                    "end": 517.86,
                    "word": " year",
                    "probability": 0.880859375
                },
                {
                    "start": 517.86,
                    "end": 518.22,
                    "word": ",",
                    "probability": 0.64208984375
                },
                {
                    "start": 518.22,
                    "end": 518.76,
                    "word": " we",
                    "probability": 0.90185546875
                },
                {
                    "start": 518.76,
                    "end": 519.36,
                    "word": " created",
                    "probability": 0.73828125
                },
                {
                    "start": 519.36,
                    "end": 519.78,
                    "word": " the",
                    "probability": 0.79736328125
                },
                {
                    "start": 519.78,
                    "end": 520.34,
                    "word": " Defender",
                    "probability": 0.82421875
                },
                {
                    "start": 520.34,
                    "end": 520.68,
                    "word": " and",
                    "probability": 0.88623046875
                },
                {
                    "start": 520.68,
                    "end": 520.98,
                    "word": " the",
                    "probability": 0.79443359375
                }
            ]
        },
        {
            "id": 58,
            "seek": 48016,
            "start": 520.98,
            "end": 526.08,
            "text": " Attacker challenge. In the Defender challenge, you had to create your own machine learning model",
            "tokens": [
                51244,
                22477,
                260,
                3430,
                13,
                682,
                264,
                9548,
                3216,
                3430,
                11,
                291,
                632,
                281,
                1884,
                428,
                1065,
                3479,
                2539,
                2316,
                51508
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23028846153846153,
            "compression_ratio": 1.5962732919254659,
            "no_speech_prob": 0.00566864013671875,
            "words": [
                {
                    "start": 520.98,
                    "end": 521.42,
                    "word": " Attacker",
                    "probability": 0.6822509765625
                },
                {
                    "start": 521.42,
                    "end": 521.96,
                    "word": " challenge",
                    "probability": 0.55224609375
                },
                {
                    "start": 521.96,
                    "end": 522.28,
                    "word": ".",
                    "probability": 0.97314453125
                },
                {
                    "start": 522.28,
                    "end": 522.72,
                    "word": " In",
                    "probability": 0.9052734375
                },
                {
                    "start": 522.72,
                    "end": 522.86,
                    "word": " the",
                    "probability": 0.81298828125
                },
                {
                    "start": 522.86,
                    "end": 523.2,
                    "word": " Defender",
                    "probability": 0.89892578125
                },
                {
                    "start": 523.2,
                    "end": 523.58,
                    "word": " challenge",
                    "probability": 0.76416015625
                },
                {
                    "start": 523.58,
                    "end": 523.66,
                    "word": ",",
                    "probability": 0.80810546875
                },
                {
                    "start": 523.66,
                    "end": 523.76,
                    "word": " you",
                    "probability": 0.88916015625
                },
                {
                    "start": 523.76,
                    "end": 523.94,
                    "word": " had",
                    "probability": 0.65478515625
                },
                {
                    "start": 523.94,
                    "end": 524.14,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 524.14,
                    "end": 524.54,
                    "word": " create",
                    "probability": 0.84423828125
                },
                {
                    "start": 524.54,
                    "end": 524.9,
                    "word": " your",
                    "probability": 0.80908203125
                },
                {
                    "start": 524.9,
                    "end": 525.22,
                    "word": " own",
                    "probability": 0.82763671875
                },
                {
                    "start": 525.22,
                    "end": 525.5,
                    "word": " machine",
                    "probability": 0.70263671875
                },
                {
                    "start": 525.5,
                    "end": 525.8,
                    "word": " learning",
                    "probability": 0.8212890625
                },
                {
                    "start": 525.8,
                    "end": 526.08,
                    "word": " model",
                    "probability": 0.7880859375
                }
            ]
        },
        {
            "id": 59,
            "seek": 50624,
            "start": 526.08,
            "end": 532.5,
            "text": " and submit this to the competition in a Docker format, and in the Attacker challenge,",
            "tokens": [
                50364,
                293,
                10315,
                341,
                281,
                264,
                6211,
                294,
                257,
                33772,
                7877,
                11,
                293,
                294,
                264,
                22477,
                260,
                3430,
                11,
                50680
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20793268944208437,
            "compression_ratio": 1.7357512953367875,
            "no_speech_prob": 0.0074920654296875,
            "words": [
                {
                    "start": 526.08,
                    "end": 526.32,
                    "word": " and",
                    "probability": 0.4765625
                },
                {
                    "start": 526.32,
                    "end": 526.74,
                    "word": " submit",
                    "probability": 0.7763671875
                },
                {
                    "start": 526.74,
                    "end": 527.1,
                    "word": " this",
                    "probability": 0.8076171875
                },
                {
                    "start": 527.1,
                    "end": 527.26,
                    "word": " to",
                    "probability": 0.82763671875
                },
                {
                    "start": 527.26,
                    "end": 527.42,
                    "word": " the",
                    "probability": 0.7333984375
                },
                {
                    "start": 527.42,
                    "end": 527.92,
                    "word": " competition",
                    "probability": 0.88818359375
                },
                {
                    "start": 527.92,
                    "end": 528.5,
                    "word": " in",
                    "probability": 0.88671875
                },
                {
                    "start": 528.62,
                    "end": 528.84,
                    "word": " a Docker",
                    "probability": 0.308349609375
                },
                {
                    "start": 528.84,
                    "end": 529.36,
                    "word": " format",
                    "probability": 0.71923828125
                },
                {
                    "start": 529.36,
                    "end": 529.92,
                    "word": ",",
                    "probability": 0.1279296875
                },
                {
                    "start": 529.92,
                    "end": 530.36,
                    "word": " and",
                    "probability": 0.88134765625
                },
                {
                    "start": 530.36,
                    "end": 530.92,
                    "word": " in",
                    "probability": 0.8828125
                },
                {
                    "start": 530.92,
                    "end": 531.2,
                    "word": " the",
                    "probability": 0.81103515625
                },
                {
                    "start": 531.2,
                    "end": 531.56,
                    "word": " Attacker",
                    "probability": 0.580810546875
                },
                {
                    "start": 531.56,
                    "end": 532.04,
                    "word": " challenge",
                    "probability": 0.172119140625
                },
                {
                    "start": 532.04,
                    "end": 532.5,
                    "word": ",",
                    "probability": 0.64599609375
                }
            ]
        },
        {
            "id": 60,
            "seek": 50624,
            "start": 532.5,
            "end": 539.68,
            "text": " now the machine learning models are not available for you, so this is now a black box challenge.",
            "tokens": [
                50680,
                586,
                264,
                3479,
                2539,
                5245,
                366,
                406,
                2435,
                337,
                291,
                11,
                370,
                341,
                307,
                586,
                257,
                2211,
                2424,
                3430,
                13,
                51004
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20793268944208437,
            "compression_ratio": 1.7357512953367875,
            "no_speech_prob": 0.0074920654296875,
            "words": [
                {
                    "start": 532.5,
                    "end": 532.82,
                    "word": " now",
                    "probability": 0.83447265625
                },
                {
                    "start": 532.82,
                    "end": 533.14,
                    "word": " the",
                    "probability": 0.76171875
                },
                {
                    "start": 533.14,
                    "end": 533.42,
                    "word": " machine",
                    "probability": 0.55078125
                },
                {
                    "start": 533.42,
                    "end": 533.8,
                    "word": " learning",
                    "probability": 0.78271484375
                },
                {
                    "start": 533.8,
                    "end": 534.2,
                    "word": " models",
                    "probability": 0.8046875
                },
                {
                    "start": 534.2,
                    "end": 534.54,
                    "word": " are",
                    "probability": 0.900390625
                },
                {
                    "start": 534.54,
                    "end": 534.86,
                    "word": " not",
                    "probability": 0.88623046875
                },
                {
                    "start": 534.86,
                    "end": 535.38,
                    "word": " available",
                    "probability": 0.76025390625
                },
                {
                    "start": 535.38,
                    "end": 535.74,
                    "word": " for",
                    "probability": 0.89599609375
                },
                {
                    "start": 535.74,
                    "end": 535.96,
                    "word": " you",
                    "probability": 0.89404296875
                },
                {
                    "start": 535.96,
                    "end": 536.34,
                    "word": ",",
                    "probability": 0.541015625
                },
                {
                    "start": 536.34,
                    "end": 536.68,
                    "word": " so",
                    "probability": 0.89111328125
                },
                {
                    "start": 536.68,
                    "end": 537.06,
                    "word": " this",
                    "probability": 0.8779296875
                },
                {
                    "start": 537.06,
                    "end": 537.22,
                    "word": " is",
                    "probability": 0.90380859375
                },
                {
                    "start": 537.22,
                    "end": 537.5,
                    "word": " now",
                    "probability": 0.8896484375
                },
                {
                    "start": 537.72,
                    "end": 537.94,
                    "word": " a black",
                    "probability": 0.751953125
                },
                {
                    "start": 537.94,
                    "end": 538.28,
                    "word": " box",
                    "probability": 0.6376953125
                },
                {
                    "start": 538.28,
                    "end": 538.96,
                    "word": " challenge",
                    "probability": 0.77490234375
                },
                {
                    "start": 538.96,
                    "end": 539.68,
                    "word": ".",
                    "probability": 0.9140625
                }
            ]
        },
        {
            "id": 61,
            "seek": 50624,
            "start": 540.44,
            "end": 546.12,
            "text": " And if you win this competition, either the Defender or the Attacker challenge,",
            "tokens": [
                51096,
                400,
                498,
                291,
                1942,
                341,
                6211,
                11,
                2139,
                264,
                9548,
                3216,
                420,
                264,
                22477,
                260,
                3430,
                11,
                51372
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20793268944208437,
            "compression_ratio": 1.7357512953367875,
            "no_speech_prob": 0.0074920654296875,
            "words": [
                {
                    "start": 540.44,
                    "end": 541.16,
                    "word": " And",
                    "probability": 0.68310546875
                },
                {
                    "start": 541.16,
                    "end": 541.64,
                    "word": " if",
                    "probability": 0.859375
                },
                {
                    "start": 541.64,
                    "end": 541.98,
                    "word": " you",
                    "probability": 0.89599609375
                },
                {
                    "start": 541.98,
                    "end": 542.32,
                    "word": " win",
                    "probability": 0.89453125
                },
                {
                    "start": 542.32,
                    "end": 542.64,
                    "word": " this",
                    "probability": 0.880859375
                },
                {
                    "start": 542.64,
                    "end": 543.26,
                    "word": " competition",
                    "probability": 0.91162109375
                },
                {
                    "start": 543.26,
                    "end": 543.7,
                    "word": ",",
                    "probability": 0.9189453125
                },
                {
                    "start": 543.7,
                    "end": 543.96,
                    "word": " either",
                    "probability": 0.8193359375
                },
                {
                    "start": 543.96,
                    "end": 544.24,
                    "word": " the",
                    "probability": 0.7978515625
                },
                {
                    "start": 544.24,
                    "end": 544.62,
                    "word": " Defender",
                    "probability": 0.869140625
                },
                {
                    "start": 544.62,
                    "end": 544.92,
                    "word": " or",
                    "probability": 0.89404296875
                },
                {
                    "start": 544.92,
                    "end": 545.2,
                    "word": " the",
                    "probability": 0.8115234375
                },
                {
                    "start": 545.2,
                    "end": 545.56,
                    "word": " Attacker",
                    "probability": 0.760986328125
                },
                {
                    "start": 545.56,
                    "end": 545.96,
                    "word": " challenge",
                    "probability": 0.72509765625
                },
                {
                    "start": 545.96,
                    "end": 546.12,
                    "word": ",",
                    "probability": 0.9619140625
                }
            ]
        },
        {
            "id": 62,
            "seek": 50624,
            "start": 546.12,
            "end": 552.16,
            "text": " you can win some Azure credits for your machine learning research plans.",
            "tokens": [
                51372,
                291,
                393,
                1942,
                512,
                11969,
                16816,
                337,
                428,
                3479,
                2539,
                2132,
                5482,
                13,
                51624
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20793268944208437,
            "compression_ratio": 1.7357512953367875,
            "no_speech_prob": 0.0074920654296875,
            "words": [
                {
                    "start": 546.12,
                    "end": 546.48,
                    "word": " you",
                    "probability": 0.892578125
                },
                {
                    "start": 546.48,
                    "end": 546.74,
                    "word": " can",
                    "probability": 0.8916015625
                },
                {
                    "start": 546.74,
                    "end": 547.04,
                    "word": " win",
                    "probability": 0.90771484375
                },
                {
                    "start": 547.04,
                    "end": 547.48,
                    "word": " some",
                    "probability": 0.826171875
                },
                {
                    "start": 547.48,
                    "end": 547.94,
                    "word": " Azure",
                    "probability": 0.8642578125
                },
                {
                    "start": 547.94,
                    "end": 548.5,
                    "word": " credits",
                    "probability": 0.76220703125
                },
                {
                    "start": 548.5,
                    "end": 548.84,
                    "word": " for",
                    "probability": 0.8994140625
                },
                {
                    "start": 548.84,
                    "end": 549.24,
                    "word": " your",
                    "probability": 0.78125
                },
                {
                    "start": 549.24,
                    "end": 549.68,
                    "word": " machine",
                    "probability": 0.68896484375
                },
                {
                    "start": 549.68,
                    "end": 550.2,
                    "word": " learning",
                    "probability": 0.8369140625
                },
                {
                    "start": 550.2,
                    "end": 550.88,
                    "word": " research",
                    "probability": 0.74365234375
                },
                {
                    "start": 550.88,
                    "end": 551.44,
                    "word": " plans",
                    "probability": 0.82666015625
                },
                {
                    "start": 551.44,
                    "end": 552.16,
                    "word": ".",
                    "probability": 0.9951171875
                }
            ]
        },
        {
            "id": 63,
            "seek": 53218,
            "start": 552.83,
            "end": 558.86,
            "text": " The defensive track is already over. We received two submissions that passed the minimum",
            "tokens": [
                50404,
                440,
                16468,
                2837,
                307,
                1217,
                670,
                13,
                492,
                4613,
                732,
                40429,
                300,
                4678,
                264,
                7285,
                50700
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2602539109066129,
            "compression_ratio": 1.5337078651685394,
            "no_speech_prob": 0.0012035369873046875,
            "words": [
                {
                    "start": 552.83,
                    "end": 553.26,
                    "word": " The",
                    "probability": 0.63720703125
                },
                {
                    "start": 553.26,
                    "end": 553.72,
                    "word": " defensive",
                    "probability": 0.76123046875
                },
                {
                    "start": 553.72,
                    "end": 554.06,
                    "word": " track",
                    "probability": 0.8349609375
                },
                {
                    "start": 554.06,
                    "end": 554.26,
                    "word": " is",
                    "probability": 0.90771484375
                },
                {
                    "start": 554.26,
                    "end": 554.56,
                    "word": " already",
                    "probability": 0.81787109375
                },
                {
                    "start": 554.56,
                    "end": 554.98,
                    "word": " over",
                    "probability": 0.8759765625
                },
                {
                    "start": 554.98,
                    "end": 555.54,
                    "word": ".",
                    "probability": 0.67529296875
                },
                {
                    "start": 555.54,
                    "end": 555.86,
                    "word": " We",
                    "probability": 0.88525390625
                },
                {
                    "start": 555.86,
                    "end": 556.52,
                    "word": " received",
                    "probability": 0.65869140625
                },
                {
                    "start": 556.52,
                    "end": 556.9,
                    "word": " two",
                    "probability": 0.70556640625
                },
                {
                    "start": 556.9,
                    "end": 557.48,
                    "word": " submissions",
                    "probability": 0.89404296875
                },
                {
                    "start": 557.48,
                    "end": 557.92,
                    "word": " that",
                    "probability": 0.86083984375
                },
                {
                    "start": 557.92,
                    "end": 558.28,
                    "word": " passed",
                    "probability": 0.434814453125
                },
                {
                    "start": 558.28,
                    "end": 558.5,
                    "word": " the",
                    "probability": 0.81201171875
                },
                {
                    "start": 558.5,
                    "end": 558.86,
                    "word": " minimum",
                    "probability": 0.923828125
                }
            ]
        },
        {
            "id": 64,
            "seek": 53218,
            "start": 558.86,
            "end": 567.5,
            "text": " requirements, and the offensive track already started, so I highly recommend you to go to our",
            "tokens": [
                50700,
                7728,
                11,
                293,
                264,
                15710,
                2837,
                1217,
                1409,
                11,
                370,
                286,
                5405,
                2748,
                291,
                281,
                352,
                281,
                527,
                51128
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2602539109066129,
            "compression_ratio": 1.5337078651685394,
            "no_speech_prob": 0.0012035369873046875,
            "words": [
                {
                    "start": 558.86,
                    "end": 559.62,
                    "word": " requirements",
                    "probability": 0.85693359375
                },
                {
                    "start": 559.62,
                    "end": 560.48,
                    "word": ",",
                    "probability": 0.1461181640625
                },
                {
                    "start": 560.48,
                    "end": 561.78,
                    "word": " and",
                    "probability": 0.875
                },
                {
                    "start": 561.78,
                    "end": 562.34,
                    "word": " the",
                    "probability": 0.81689453125
                },
                {
                    "start": 562.34,
                    "end": 562.94,
                    "word": " offensive",
                    "probability": 0.82861328125
                },
                {
                    "start": 562.94,
                    "end": 563.58,
                    "word": " track",
                    "probability": 0.85400390625
                },
                {
                    "start": 563.58,
                    "end": 564.12,
                    "word": " already",
                    "probability": 0.82373046875
                },
                {
                    "start": 564.12,
                    "end": 564.68,
                    "word": " started",
                    "probability": 0.80322265625
                },
                {
                    "start": 564.68,
                    "end": 564.96,
                    "word": ",",
                    "probability": 0.45263671875
                },
                {
                    "start": 564.96,
                    "end": 565.14,
                    "word": " so",
                    "probability": 0.8935546875
                },
                {
                    "start": 565.14,
                    "end": 565.36,
                    "word": " I",
                    "probability": 0.98876953125
                },
                {
                    "start": 565.36,
                    "end": 565.78,
                    "word": " highly",
                    "probability": 0.86572265625
                },
                {
                    "start": 565.78,
                    "end": 566.28,
                    "word": " recommend",
                    "probability": 0.63623046875
                },
                {
                    "start": 566.28,
                    "end": 566.56,
                    "word": " you",
                    "probability": 0.87890625
                },
                {
                    "start": 566.56,
                    "end": 566.82,
                    "word": " to",
                    "probability": 0.88818359375
                },
                {
                    "start": 566.82,
                    "end": 567.06,
                    "word": " go",
                    "probability": 0.90185546875
                },
                {
                    "start": 567.06,
                    "end": 567.3,
                    "word": " to",
                    "probability": 0.89794921875
                },
                {
                    "start": 567.3,
                    "end": 567.5,
                    "word": " our",
                    "probability": 0.81005859375
                }
            ]
        },
        {
            "id": 65,
            "seek": 53218,
            "start": 567.5,
            "end": 578.1,
            "text": " website, analsec.io, and check out what the competition is. In this year, we have used the",
            "tokens": [
                51128,
                3144,
                11,
                2624,
                8159,
                13,
                1004,
                11,
                293,
                1520,
                484,
                437,
                264,
                6211,
                307,
                13,
                682,
                341,
                1064,
                11,
                321,
                362,
                1143,
                264,
                51656
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2602539109066129,
            "compression_ratio": 1.5337078651685394,
            "no_speech_prob": 0.0012035369873046875,
            "words": [
                {
                    "start": 567.5,
                    "end": 568.04,
                    "word": " website",
                    "probability": 0.82666015625
                },
                {
                    "start": 568.04,
                    "end": 568.22,
                    "word": ",",
                    "probability": 0.5517578125
                },
                {
                    "start": 568.22,
                    "end": 568.54,
                    "word": " analsec",
                    "probability": 0.27813720703125
                },
                {
                    "start": 568.54,
                    "end": 569.28,
                    "word": ".io",
                    "probability": 0.991943359375
                },
                {
                    "start": 569.28,
                    "end": 569.76,
                    "word": ",",
                    "probability": 0.6845703125
                },
                {
                    "start": 569.76,
                    "end": 570.24,
                    "word": " and",
                    "probability": 0.89111328125
                },
                {
                    "start": 570.24,
                    "end": 571.58,
                    "word": " check",
                    "probability": 0.82373046875
                },
                {
                    "start": 571.58,
                    "end": 572.08,
                    "word": " out",
                    "probability": 0.806640625
                },
                {
                    "start": 572.08,
                    "end": 572.92,
                    "word": " what",
                    "probability": 0.875
                },
                {
                    "start": 572.92,
                    "end": 573.8,
                    "word": " the",
                    "probability": 0.80615234375
                },
                {
                    "start": 573.8,
                    "end": 574.36,
                    "word": " competition",
                    "probability": 0.92236328125
                },
                {
                    "start": 574.36,
                    "end": 574.94,
                    "word": " is",
                    "probability": 0.90869140625
                },
                {
                    "start": 574.94,
                    "end": 575.8,
                    "word": ".",
                    "probability": 0.99072265625
                },
                {
                    "start": 575.82,
                    "end": 576.54,
                    "word": " In",
                    "probability": 0.88623046875
                },
                {
                    "start": 576.54,
                    "end": 576.84,
                    "word": " this",
                    "probability": 0.87744140625
                },
                {
                    "start": 576.84,
                    "end": 577.18,
                    "word": " year",
                    "probability": 0.8896484375
                },
                {
                    "start": 577.18,
                    "end": 577.26,
                    "word": ",",
                    "probability": 0.66943359375
                },
                {
                    "start": 577.26,
                    "end": 577.4,
                    "word": " we",
                    "probability": 0.904296875
                },
                {
                    "start": 577.4,
                    "end": 577.58,
                    "word": " have",
                    "probability": 0.87939453125
                },
                {
                    "start": 577.58,
                    "end": 577.88,
                    "word": " used",
                    "probability": 0.8369140625
                },
                {
                    "start": 577.88,
                    "end": 578.1,
                    "word": " the",
                    "probability": 0.79248046875
                }
            ]
        },
        {
            "id": 66,
            "seek": 56042,
            "start": 578.4,
            "end": 586.92,
            "text": " malware families, and if you go to our website, review the terms of service, and then you can",
            "tokens": [
                50392,
                40747,
                4466,
                11,
                293,
                498,
                291,
                352,
                281,
                527,
                3144,
                11,
                3131,
                264,
                2115,
                295,
                2643,
                11,
                293,
                550,
                291,
                393,
                50800
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2499999879962868,
            "compression_ratio": 1.5737704918032787,
            "no_speech_prob": 0.005054473876953125,
            "words": [
                {
                    "start": 578.4,
                    "end": 578.84,
                    "word": " malware",
                    "probability": 0.0004723072052001953
                },
                {
                    "start": 578.84,
                    "end": 579.9,
                    "word": " families",
                    "probability": 0.830078125
                },
                {
                    "start": 579.9,
                    "end": 580.12,
                    "word": ",",
                    "probability": 0.05010986328125
                },
                {
                    "start": 580.12,
                    "end": 581.48,
                    "word": " and",
                    "probability": 0.88720703125
                },
                {
                    "start": 581.48,
                    "end": 582.04,
                    "word": " if",
                    "probability": 0.876953125
                },
                {
                    "start": 582.04,
                    "end": 582.16,
                    "word": " you",
                    "probability": 0.8935546875
                },
                {
                    "start": 582.16,
                    "end": 582.36,
                    "word": " go",
                    "probability": 0.8896484375
                },
                {
                    "start": 582.36,
                    "end": 582.62,
                    "word": " to",
                    "probability": 0.90185546875
                },
                {
                    "start": 582.62,
                    "end": 582.8,
                    "word": " our",
                    "probability": 0.7958984375
                },
                {
                    "start": 582.8,
                    "end": 583.4,
                    "word": " website",
                    "probability": 0.8330078125
                },
                {
                    "start": 583.4,
                    "end": 583.84,
                    "word": ",",
                    "probability": 0.71826171875
                },
                {
                    "start": 583.84,
                    "end": 584.58,
                    "word": " review",
                    "probability": 0.61083984375
                },
                {
                    "start": 584.58,
                    "end": 584.84,
                    "word": " the",
                    "probability": 0.7978515625
                },
                {
                    "start": 584.84,
                    "end": 585.06,
                    "word": " terms",
                    "probability": 0.497802734375
                },
                {
                    "start": 585.06,
                    "end": 585.3,
                    "word": " of",
                    "probability": 0.90625
                },
                {
                    "start": 585.3,
                    "end": 585.76,
                    "word": " service",
                    "probability": 0.7958984375
                },
                {
                    "start": 585.76,
                    "end": 586.14,
                    "word": ",",
                    "probability": 0.6376953125
                },
                {
                    "start": 586.14,
                    "end": 586.34,
                    "word": " and",
                    "probability": 0.63818359375
                },
                {
                    "start": 586.34,
                    "end": 586.5,
                    "word": " then",
                    "probability": 0.71533203125
                },
                {
                    "start": 586.5,
                    "end": 586.74,
                    "word": " you",
                    "probability": 0.89013671875
                },
                {
                    "start": 586.74,
                    "end": 586.92,
                    "word": " can",
                    "probability": 0.89794921875
                }
            ]
        },
        {
            "id": 67,
            "seek": 56042,
            "start": 586.92,
            "end": 595.2,
            "text": " download the 50 provided malware samples, and after that, it is your time to modify the samples",
            "tokens": [
                50800,
                5484,
                264,
                2625,
                5649,
                40747,
                10938,
                11,
                293,
                934,
                300,
                11,
                309,
                307,
                428,
                565,
                281,
                16927,
                264,
                10938,
                51228
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2499999879962868,
            "compression_ratio": 1.5737704918032787,
            "no_speech_prob": 0.005054473876953125,
            "words": [
                {
                    "start": 586.92,
                    "end": 587.38,
                    "word": " download",
                    "probability": 0.91064453125
                },
                {
                    "start": 587.38,
                    "end": 587.68,
                    "word": " the",
                    "probability": 0.80615234375
                },
                {
                    "start": 587.68,
                    "end": 588.24,
                    "word": " 50",
                    "probability": 0.85595703125
                },
                {
                    "start": 588.24,
                    "end": 588.88,
                    "word": " provided",
                    "probability": 0.61279296875
                },
                {
                    "start": 588.88,
                    "end": 589.32,
                    "word": " malware",
                    "probability": 0.86572265625
                },
                {
                    "start": 589.32,
                    "end": 589.8,
                    "word": " samples",
                    "probability": 0.8056640625
                },
                {
                    "start": 589.8,
                    "end": 590.44,
                    "word": ",",
                    "probability": 0.41162109375
                },
                {
                    "start": 590.44,
                    "end": 590.9,
                    "word": " and",
                    "probability": 0.89306640625
                },
                {
                    "start": 590.9,
                    "end": 591.8,
                    "word": " after",
                    "probability": 0.68359375
                },
                {
                    "start": 591.8,
                    "end": 592.14,
                    "word": " that",
                    "probability": 0.87841796875
                },
                {
                    "start": 592.14,
                    "end": 592.18,
                    "word": ",",
                    "probability": 0.5263671875
                },
                {
                    "start": 592.18,
                    "end": 592.34,
                    "word": " it",
                    "probability": 0.8955078125
                },
                {
                    "start": 592.34,
                    "end": 592.54,
                    "word": " is",
                    "probability": 0.90087890625
                },
                {
                    "start": 592.54,
                    "end": 592.9,
                    "word": " your",
                    "probability": 0.79443359375
                },
                {
                    "start": 592.9,
                    "end": 593.46,
                    "word": " time",
                    "probability": 0.81201171875
                },
                {
                    "start": 593.46,
                    "end": 593.9,
                    "word": " to",
                    "probability": 0.90478515625
                },
                {
                    "start": 593.9,
                    "end": 594.38,
                    "word": " modify",
                    "probability": 0.884765625
                },
                {
                    "start": 594.38,
                    "end": 594.82,
                    "word": " the",
                    "probability": 0.80322265625
                },
                {
                    "start": 594.82,
                    "end": 595.2,
                    "word": " samples",
                    "probability": 0.77734375
                }
            ]
        },
        {
            "id": 68,
            "seek": 56042,
            "start": 595.2,
            "end": 606.34,
            "text": " in order to evade the detection. And new to this year, you can use an API to check your samples or",
            "tokens": [
                51228,
                294,
                1668,
                281,
                1073,
                762,
                264,
                17784,
                13,
                400,
                777,
                281,
                341,
                1064,
                11,
                291,
                393,
                764,
                364,
                9362,
                281,
                1520,
                428,
                10938,
                420,
                51768
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2499999879962868,
            "compression_ratio": 1.5737704918032787,
            "no_speech_prob": 0.005054473876953125,
            "words": [
                {
                    "start": 595.2,
                    "end": 595.64,
                    "word": " in",
                    "probability": 0.8662109375
                },
                {
                    "start": 595.64,
                    "end": 596.02,
                    "word": " order",
                    "probability": 0.8251953125
                },
                {
                    "start": 596.02,
                    "end": 596.5,
                    "word": " to",
                    "probability": 0.9033203125
                },
                {
                    "start": 596.5,
                    "end": 597.02,
                    "word": " evade",
                    "probability": 0.9267578125
                },
                {
                    "start": 597.02,
                    "end": 597.32,
                    "word": " the",
                    "probability": 0.7900390625
                },
                {
                    "start": 597.32,
                    "end": 597.82,
                    "word": " detection",
                    "probability": 0.771484375
                },
                {
                    "start": 597.82,
                    "end": 598.7,
                    "word": ".",
                    "probability": 0.498046875
                },
                {
                    "start": 598.86,
                    "end": 599.2,
                    "word": " And",
                    "probability": 0.8291015625
                },
                {
                    "start": 599.2,
                    "end": 599.86,
                    "word": " new",
                    "probability": 0.72607421875
                },
                {
                    "start": 599.86,
                    "end": 600.04,
                    "word": " to",
                    "probability": 0.8955078125
                },
                {
                    "start": 600.04,
                    "end": 600.28,
                    "word": " this",
                    "probability": 0.88134765625
                },
                {
                    "start": 600.28,
                    "end": 600.6,
                    "word": " year",
                    "probability": 0.88330078125
                },
                {
                    "start": 600.6,
                    "end": 600.74,
                    "word": ",",
                    "probability": 0.92431640625
                },
                {
                    "start": 600.74,
                    "end": 600.94,
                    "word": " you",
                    "probability": 0.89306640625
                },
                {
                    "start": 600.94,
                    "end": 601.3,
                    "word": " can",
                    "probability": 0.89501953125
                },
                {
                    "start": 601.3,
                    "end": 601.94,
                    "word": " use",
                    "probability": 0.822265625
                },
                {
                    "start": 601.94,
                    "end": 602.52,
                    "word": " an",
                    "probability": 0.89599609375
                },
                {
                    "start": 602.52,
                    "end": 602.98,
                    "word": " API",
                    "probability": 0.82861328125
                },
                {
                    "start": 602.98,
                    "end": 603.88,
                    "word": " to",
                    "probability": 0.9013671875
                },
                {
                    "start": 603.88,
                    "end": 604.68,
                    "word": " check",
                    "probability": 0.83642578125
                },
                {
                    "start": 604.68,
                    "end": 605.5,
                    "word": " your",
                    "probability": 0.8046875
                },
                {
                    "start": 605.5,
                    "end": 606.06,
                    "word": " samples",
                    "probability": 0.7705078125
                },
                {
                    "start": 606.06,
                    "end": 606.34,
                    "word": " or",
                    "probability": 0.81298828125
                }
            ]
        },
        {
            "id": 69,
            "seek": 58552,
            "start": 606.34,
            "end": 613.6,
            "text": " submit your samples. I also recommend you that you verify that the malware functionality remains",
            "tokens": [
                50364,
                10315,
                428,
                10938,
                13,
                286,
                611,
                2748,
                291,
                300,
                291,
                16888,
                300,
                264,
                40747,
                14980,
                7023,
                50732
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2682291626027136,
            "compression_ratio": 1.6285714285714286,
            "no_speech_prob": 0.0030670166015625,
            "words": [
                {
                    "start": 606.34,
                    "end": 606.64,
                    "word": " submit",
                    "probability": 0.302490234375
                },
                {
                    "start": 606.64,
                    "end": 606.94,
                    "word": " your",
                    "probability": 0.80029296875
                },
                {
                    "start": 606.94,
                    "end": 607.44,
                    "word": " samples",
                    "probability": 0.74365234375
                },
                {
                    "start": 607.44,
                    "end": 608.02,
                    "word": ".",
                    "probability": 0.9326171875
                },
                {
                    "start": 608.24,
                    "end": 608.96,
                    "word": " I",
                    "probability": 0.97216796875
                },
                {
                    "start": 608.96,
                    "end": 609.24,
                    "word": " also",
                    "probability": 0.82080078125
                },
                {
                    "start": 609.24,
                    "end": 609.68,
                    "word": " recommend",
                    "probability": 0.6328125
                },
                {
                    "start": 609.68,
                    "end": 610.0,
                    "word": " you",
                    "probability": 0.67724609375
                },
                {
                    "start": 610.0,
                    "end": 610.3,
                    "word": " that",
                    "probability": 0.591796875
                },
                {
                    "start": 610.3,
                    "end": 610.82,
                    "word": " you",
                    "probability": 0.869140625
                },
                {
                    "start": 610.82,
                    "end": 611.24,
                    "word": " verify",
                    "probability": 0.64208984375
                },
                {
                    "start": 611.24,
                    "end": 611.74,
                    "word": " that",
                    "probability": 0.60888671875
                },
                {
                    "start": 611.74,
                    "end": 611.98,
                    "word": " the",
                    "probability": 0.7880859375
                },
                {
                    "start": 611.98,
                    "end": 612.24,
                    "word": " malware",
                    "probability": 0.919921875
                },
                {
                    "start": 612.24,
                    "end": 612.88,
                    "word": " functionality",
                    "probability": 0.8837890625
                },
                {
                    "start": 612.88,
                    "end": 613.6,
                    "word": " remains",
                    "probability": 0.78466796875
                }
            ]
        },
        {
            "id": 70,
            "seek": 58552,
            "start": 613.6,
            "end": 622.52,
            "text": " the same in your local Windows box. Then, when you upload the zip files, or you can just upload the",
            "tokens": [
                50732,
                264,
                912,
                294,
                428,
                2654,
                8591,
                2424,
                13,
                1396,
                11,
                562,
                291,
                6580,
                264,
                20730,
                7098,
                11,
                420,
                291,
                393,
                445,
                6580,
                264,
                51152
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2682291626027136,
            "compression_ratio": 1.6285714285714286,
            "no_speech_prob": 0.0030670166015625,
            "words": [
                {
                    "start": 613.6,
                    "end": 613.86,
                    "word": " the",
                    "probability": 0.81298828125
                },
                {
                    "start": 613.86,
                    "end": 614.34,
                    "word": " same",
                    "probability": 0.8154296875
                },
                {
                    "start": 614.34,
                    "end": 614.8,
                    "word": " in",
                    "probability": 0.8935546875
                },
                {
                    "start": 614.8,
                    "end": 615.12,
                    "word": " your",
                    "probability": 0.796875
                },
                {
                    "start": 615.12,
                    "end": 615.58,
                    "word": " local",
                    "probability": 0.83544921875
                },
                {
                    "start": 615.58,
                    "end": 616.1,
                    "word": " Windows",
                    "probability": 0.6689453125
                },
                {
                    "start": 616.1,
                    "end": 616.62,
                    "word": " box",
                    "probability": 0.72705078125
                },
                {
                    "start": 616.62,
                    "end": 617.34,
                    "word": ".",
                    "probability": 0.9560546875
                },
                {
                    "start": 618.02,
                    "end": 618.44,
                    "word": " Then",
                    "probability": 0.75341796875
                },
                {
                    "start": 618.44,
                    "end": 618.6,
                    "word": ",",
                    "probability": 0.263427734375
                },
                {
                    "start": 618.6,
                    "end": 618.88,
                    "word": " when",
                    "probability": 0.8623046875
                },
                {
                    "start": 618.88,
                    "end": 619.08,
                    "word": " you",
                    "probability": 0.89892578125
                },
                {
                    "start": 619.08,
                    "end": 619.52,
                    "word": " upload",
                    "probability": 0.33544921875
                },
                {
                    "start": 619.52,
                    "end": 620.0,
                    "word": " the",
                    "probability": 0.7333984375
                },
                {
                    "start": 620.0,
                    "end": 620.36,
                    "word": " zip",
                    "probability": 0.73388671875
                },
                {
                    "start": 620.36,
                    "end": 620.66,
                    "word": " files",
                    "probability": 0.365966796875
                },
                {
                    "start": 620.66,
                    "end": 620.76,
                    "word": ",",
                    "probability": 0.55517578125
                },
                {
                    "start": 620.76,
                    "end": 620.84,
                    "word": " or",
                    "probability": 0.7490234375
                },
                {
                    "start": 620.84,
                    "end": 621.0,
                    "word": " you",
                    "probability": 0.8896484375
                },
                {
                    "start": 621.0,
                    "end": 621.18,
                    "word": " can",
                    "probability": 0.89990234375
                },
                {
                    "start": 621.18,
                    "end": 621.48,
                    "word": " just",
                    "probability": 0.8779296875
                },
                {
                    "start": 621.48,
                    "end": 621.94,
                    "word": " upload",
                    "probability": 0.81787109375
                },
                {
                    "start": 621.94,
                    "end": 622.52,
                    "word": " the",
                    "probability": 0.34619140625
                }
            ]
        },
        {
            "id": 71,
            "seek": 58552,
            "start": 622.52,
            "end": 631.44,
            "text": " partial zip files, meaning that you only submit some of the samples and not all of them,",
            "tokens": [
                51184,
                14641,
                20730,
                7098,
                11,
                3620,
                300,
                291,
                787,
                10315,
                512,
                295,
                264,
                10938,
                293,
                406,
                439,
                295,
                552,
                11,
                51564
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2682291626027136,
            "compression_ratio": 1.6285714285714286,
            "no_speech_prob": 0.0030670166015625,
            "words": [
                {
                    "start": 622.52,
                    "end": 623.34,
                    "word": " partial",
                    "probability": 0.84521484375
                },
                {
                    "start": 623.34,
                    "end": 624.56,
                    "word": " zip",
                    "probability": 0.93701171875
                },
                {
                    "start": 624.56,
                    "end": 624.94,
                    "word": " files",
                    "probability": 0.7607421875
                },
                {
                    "start": 624.94,
                    "end": 625.14,
                    "word": ",",
                    "probability": 0.833984375
                },
                {
                    "start": 625.14,
                    "end": 625.86,
                    "word": " meaning",
                    "probability": 0.81640625
                },
                {
                    "start": 625.86,
                    "end": 626.22,
                    "word": " that",
                    "probability": 0.8671875
                },
                {
                    "start": 626.22,
                    "end": 626.56,
                    "word": " you",
                    "probability": 0.88720703125
                },
                {
                    "start": 626.56,
                    "end": 626.92,
                    "word": " only",
                    "probability": 0.84716796875
                },
                {
                    "start": 626.92,
                    "end": 628.04,
                    "word": " submit",
                    "probability": 0.80517578125
                },
                {
                    "start": 628.04,
                    "end": 628.44,
                    "word": " some",
                    "probability": 0.81103515625
                },
                {
                    "start": 628.44,
                    "end": 628.68,
                    "word": " of",
                    "probability": 0.89453125
                },
                {
                    "start": 628.68,
                    "end": 628.84,
                    "word": " the",
                    "probability": 0.8154296875
                },
                {
                    "start": 628.84,
                    "end": 629.22,
                    "word": " samples",
                    "probability": 0.771484375
                },
                {
                    "start": 629.22,
                    "end": 629.44,
                    "word": " and",
                    "probability": 0.615234375
                },
                {
                    "start": 629.44,
                    "end": 629.66,
                    "word": " not",
                    "probability": 0.88916015625
                },
                {
                    "start": 629.66,
                    "end": 629.96,
                    "word": " all",
                    "probability": 0.90283203125
                },
                {
                    "start": 629.96,
                    "end": 630.16,
                    "word": " of",
                    "probability": 0.90673828125
                },
                {
                    "start": 630.16,
                    "end": 630.36,
                    "word": " them",
                    "probability": 0.73681640625
                },
                {
                    "start": 630.36,
                    "end": 631.44,
                    "word": ",",
                    "probability": 0.71435546875
                }
            ]
        },
        {
            "id": 72,
            "seek": 61102,
            "start": 631.44,
            "end": 639.94,
            "text": " you can receive one point for each bypassed machine learning model, which means that",
            "tokens": [
                50388,
                291,
                393,
                4774,
                472,
                935,
                337,
                1184,
                24996,
                292,
                3479,
                2539,
                2316,
                11,
                597,
                1355,
                300,
                50800
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21839488297700882,
            "compression_ratio": 1.4748603351955307,
            "no_speech_prob": 0.0022106170654296875,
            "words": [
                {
                    "start": 631.44,
                    "end": 632.16,
                    "word": " you",
                    "probability": 0.279541015625
                },
                {
                    "start": 632.16,
                    "end": 632.56,
                    "word": " can",
                    "probability": 0.89453125
                },
                {
                    "start": 632.56,
                    "end": 633.34,
                    "word": " receive",
                    "probability": 0.87451171875
                },
                {
                    "start": 633.34,
                    "end": 633.94,
                    "word": " one",
                    "probability": 0.6982421875
                },
                {
                    "start": 633.94,
                    "end": 634.62,
                    "word": " point",
                    "probability": 0.8486328125
                },
                {
                    "start": 634.62,
                    "end": 635.48,
                    "word": " for",
                    "probability": 0.890625
                },
                {
                    "start": 635.48,
                    "end": 635.96,
                    "word": " each",
                    "probability": 0.85986328125
                },
                {
                    "start": 635.96,
                    "end": 637.06,
                    "word": " bypassed",
                    "probability": 0.837890625
                },
                {
                    "start": 637.06,
                    "end": 638.08,
                    "word": " machine",
                    "probability": 0.6171875
                },
                {
                    "start": 638.08,
                    "end": 638.6,
                    "word": " learning",
                    "probability": 0.82373046875
                },
                {
                    "start": 638.6,
                    "end": 639.02,
                    "word": " model",
                    "probability": 0.814453125
                },
                {
                    "start": 639.02,
                    "end": 639.18,
                    "word": ",",
                    "probability": 0.54150390625
                },
                {
                    "start": 639.18,
                    "end": 639.34,
                    "word": " which",
                    "probability": 0.9150390625
                },
                {
                    "start": 639.34,
                    "end": 639.62,
                    "word": " means",
                    "probability": 0.87646484375
                },
                {
                    "start": 639.62,
                    "end": 639.94,
                    "word": " that",
                    "probability": 0.8662109375
                }
            ]
        },
        {
            "id": 73,
            "seek": 61102,
            "start": 639.94,
            "end": 648.76,
            "text": " for every sample, you can get up to three points. And as usual, highest score wins.",
            "tokens": [
                50800,
                337,
                633,
                6889,
                11,
                291,
                393,
                483,
                493,
                281,
                1045,
                2793,
                13,
                400,
                382,
                7713,
                11,
                6343,
                6175,
                10641,
                13,
                51184
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21839488297700882,
            "compression_ratio": 1.4748603351955307,
            "no_speech_prob": 0.0022106170654296875,
            "words": [
                {
                    "start": 639.94,
                    "end": 640.6,
                    "word": " for",
                    "probability": 0.87890625
                },
                {
                    "start": 640.6,
                    "end": 641.42,
                    "word": " every",
                    "probability": 0.744140625
                },
                {
                    "start": 641.42,
                    "end": 641.86,
                    "word": " sample",
                    "probability": 0.76416015625
                },
                {
                    "start": 641.86,
                    "end": 642.0,
                    "word": ",",
                    "probability": 0.358642578125
                },
                {
                    "start": 642.0,
                    "end": 642.08,
                    "word": " you",
                    "probability": 0.8955078125
                },
                {
                    "start": 642.08,
                    "end": 642.34,
                    "word": " can",
                    "probability": 0.89501953125
                },
                {
                    "start": 642.34,
                    "end": 642.66,
                    "word": " get",
                    "probability": 0.8916015625
                },
                {
                    "start": 642.66,
                    "end": 642.96,
                    "word": " up",
                    "probability": 0.90625
                },
                {
                    "start": 642.96,
                    "end": 643.1,
                    "word": " to",
                    "probability": 0.9052734375
                },
                {
                    "start": 643.1,
                    "end": 643.42,
                    "word": " three",
                    "probability": 0.78369140625
                },
                {
                    "start": 643.42,
                    "end": 643.96,
                    "word": " points",
                    "probability": 0.77734375
                },
                {
                    "start": 643.96,
                    "end": 644.8,
                    "word": ".",
                    "probability": 0.68310546875
                },
                {
                    "start": 644.84,
                    "end": 645.14,
                    "word": " And",
                    "probability": 0.8017578125
                },
                {
                    "start": 645.14,
                    "end": 646.32,
                    "word": " as",
                    "probability": 0.7998046875
                },
                {
                    "start": 646.32,
                    "end": 646.74,
                    "word": " usual",
                    "probability": 0.86962890625
                },
                {
                    "start": 646.74,
                    "end": 647.1,
                    "word": ",",
                    "probability": 0.82177734375
                },
                {
                    "start": 647.1,
                    "end": 647.22,
                    "word": " highest",
                    "probability": 0.7197265625
                },
                {
                    "start": 647.22,
                    "end": 647.52,
                    "word": " score",
                    "probability": 0.67138671875
                },
                {
                    "start": 647.52,
                    "end": 647.92,
                    "word": " wins",
                    "probability": 0.875
                },
                {
                    "start": 647.92,
                    "end": 648.76,
                    "word": ".",
                    "probability": 0.828125
                }
            ]
        },
        {
            "id": 74,
            "seek": 61102,
            "start": 648.88,
            "end": 656.94,
            "text": " The details about this will be provided by Hyrum, and in order to claim your prize, you have to",
            "tokens": [
                51240,
                440,
                4365,
                466,
                341,
                486,
                312,
                5649,
                538,
                5701,
                6247,
                11,
                293,
                294,
                1668,
                281,
                3932,
                428,
                12818,
                11,
                291,
                362,
                281,
                51636
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21839488297700882,
            "compression_ratio": 1.4748603351955307,
            "no_speech_prob": 0.0022106170654296875,
            "words": [
                {
                    "start": 648.88,
                    "end": 649.32,
                    "word": " The",
                    "probability": 0.79931640625
                },
                {
                    "start": 649.32,
                    "end": 649.76,
                    "word": " details",
                    "probability": 0.72802734375
                },
                {
                    "start": 649.76,
                    "end": 650.08,
                    "word": " about",
                    "probability": 0.7978515625
                },
                {
                    "start": 650.08,
                    "end": 650.4,
                    "word": " this",
                    "probability": 0.85302734375
                },
                {
                    "start": 650.4,
                    "end": 650.62,
                    "word": " will",
                    "probability": 0.81884765625
                },
                {
                    "start": 650.62,
                    "end": 650.84,
                    "word": " be",
                    "probability": 0.9033203125
                },
                {
                    "start": 650.84,
                    "end": 651.3,
                    "word": " provided",
                    "probability": 0.84326171875
                },
                {
                    "start": 651.3,
                    "end": 651.76,
                    "word": " by",
                    "probability": 0.900390625
                },
                {
                    "start": 651.76,
                    "end": 652.24,
                    "word": " Hyrum",
                    "probability": 0.489501953125
                },
                {
                    "start": 652.24,
                    "end": 652.82,
                    "word": ",",
                    "probability": 0.14892578125
                },
                {
                    "start": 652.82,
                    "end": 653.38,
                    "word": " and",
                    "probability": 0.88525390625
                },
                {
                    "start": 653.38,
                    "end": 653.66,
                    "word": " in",
                    "probability": 0.90087890625
                },
                {
                    "start": 653.66,
                    "end": 653.9,
                    "word": " order",
                    "probability": 0.826171875
                },
                {
                    "start": 653.9,
                    "end": 654.32,
                    "word": " to",
                    "probability": 0.904296875
                },
                {
                    "start": 654.32,
                    "end": 654.8,
                    "word": " claim",
                    "probability": 0.85400390625
                },
                {
                    "start": 654.8,
                    "end": 655.42,
                    "word": " your",
                    "probability": 0.798828125
                },
                {
                    "start": 655.42,
                    "end": 655.9,
                    "word": " prize",
                    "probability": 0.68994140625
                },
                {
                    "start": 655.9,
                    "end": 656.08,
                    "word": ",",
                    "probability": 0.9208984375
                },
                {
                    "start": 656.08,
                    "end": 656.26,
                    "word": " you",
                    "probability": 0.89453125
                },
                {
                    "start": 656.26,
                    "end": 656.52,
                    "word": " have",
                    "probability": 0.87744140625
                },
                {
                    "start": 656.52,
                    "end": 656.94,
                    "word": " to",
                    "probability": 0.904296875
                }
            ]
        },
        {
            "id": 75,
            "seek": 63754,
            "start": 656.94,
            "end": 666.52,
            "text": " publish your solution. Please note that you have to keep the file names as it were in the",
            "tokens": [
                50364,
                11374,
                428,
                3827,
                13,
                2555,
                3637,
                300,
                291,
                362,
                281,
                1066,
                264,
                3991,
                5288,
                382,
                309,
                645,
                294,
                264,
                50840
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1961410982590733,
            "compression_ratio": 1.5185185185185186,
            "no_speech_prob": 0.0007576942443847656,
            "words": [
                {
                    "start": 656.94,
                    "end": 657.26,
                    "word": " publish",
                    "probability": 0.482177734375
                },
                {
                    "start": 657.26,
                    "end": 657.78,
                    "word": " your",
                    "probability": 0.80615234375
                },
                {
                    "start": 657.78,
                    "end": 658.44,
                    "word": " solution",
                    "probability": 0.80712890625
                },
                {
                    "start": 658.44,
                    "end": 659.16,
                    "word": ".",
                    "probability": 0.96826171875
                },
                {
                    "start": 659.84,
                    "end": 660.48,
                    "word": " Please",
                    "probability": 0.78466796875
                },
                {
                    "start": 660.48,
                    "end": 660.72,
                    "word": " note",
                    "probability": 0.77783203125
                },
                {
                    "start": 660.72,
                    "end": 661.12,
                    "word": " that",
                    "probability": 0.87060546875
                },
                {
                    "start": 661.12,
                    "end": 662.48,
                    "word": " you",
                    "probability": 0.8583984375
                },
                {
                    "start": 662.48,
                    "end": 662.72,
                    "word": " have",
                    "probability": 0.88427734375
                },
                {
                    "start": 662.72,
                    "end": 662.94,
                    "word": " to",
                    "probability": 0.9091796875
                },
                {
                    "start": 662.94,
                    "end": 663.3,
                    "word": " keep",
                    "probability": 0.80078125
                },
                {
                    "start": 663.3,
                    "end": 663.72,
                    "word": " the",
                    "probability": 0.81103515625
                },
                {
                    "start": 663.72,
                    "end": 664.08,
                    "word": " file",
                    "probability": 0.6025390625
                },
                {
                    "start": 664.08,
                    "end": 664.48,
                    "word": " names",
                    "probability": 0.7841796875
                },
                {
                    "start": 664.48,
                    "end": 665.58,
                    "word": " as",
                    "probability": 0.85009765625
                },
                {
                    "start": 665.58,
                    "end": 665.76,
                    "word": " it",
                    "probability": 0.88818359375
                },
                {
                    "start": 665.76,
                    "end": 666.06,
                    "word": " were",
                    "probability": 0.86669921875
                },
                {
                    "start": 666.06,
                    "end": 666.32,
                    "word": " in",
                    "probability": 0.87060546875
                },
                {
                    "start": 666.32,
                    "end": 666.52,
                    "word": " the",
                    "probability": 0.81787109375
                }
            ]
        },
        {
            "id": 76,
            "seek": 63754,
            "start": 666.52,
            "end": 676.52,
            "text": " original zip file. This helps us to track which file you modified originally. We also provide some",
            "tokens": [
                50840,
                3380,
                20730,
                3991,
                13,
                639,
                3665,
                505,
                281,
                2837,
                597,
                3991,
                291,
                15873,
                7993,
                13,
                492,
                611,
                2893,
                512,
                51344
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1961410982590733,
            "compression_ratio": 1.5185185185185186,
            "no_speech_prob": 0.0007576942443847656,
            "words": [
                {
                    "start": 666.52,
                    "end": 667.0,
                    "word": " original",
                    "probability": 0.74755859375
                },
                {
                    "start": 667.0,
                    "end": 667.32,
                    "word": " zip",
                    "probability": 0.73974609375
                },
                {
                    "start": 667.32,
                    "end": 667.56,
                    "word": " file",
                    "probability": 0.80078125
                },
                {
                    "start": 667.56,
                    "end": 667.98,
                    "word": ".",
                    "probability": 0.8466796875
                },
                {
                    "start": 667.98,
                    "end": 668.3,
                    "word": " This",
                    "probability": 0.80029296875
                },
                {
                    "start": 668.3,
                    "end": 668.64,
                    "word": " helps",
                    "probability": 0.7119140625
                },
                {
                    "start": 668.64,
                    "end": 668.84,
                    "word": " us",
                    "probability": 0.90478515625
                },
                {
                    "start": 668.84,
                    "end": 669.04,
                    "word": " to",
                    "probability": 0.90283203125
                },
                {
                    "start": 669.04,
                    "end": 669.44,
                    "word": " track",
                    "probability": 0.857421875
                },
                {
                    "start": 669.44,
                    "end": 670.0,
                    "word": " which",
                    "probability": 0.90478515625
                },
                {
                    "start": 670.0,
                    "end": 670.72,
                    "word": " file",
                    "probability": 0.7685546875
                },
                {
                    "start": 670.72,
                    "end": 671.1,
                    "word": " you",
                    "probability": 0.890625
                },
                {
                    "start": 671.1,
                    "end": 671.82,
                    "word": " modified",
                    "probability": 0.7978515625
                },
                {
                    "start": 671.82,
                    "end": 672.48,
                    "word": " originally",
                    "probability": 0.53564453125
                },
                {
                    "start": 672.48,
                    "end": 673.2,
                    "word": ".",
                    "probability": 0.9609375
                },
                {
                    "start": 674.4,
                    "end": 675.1,
                    "word": " We",
                    "probability": 0.6953125
                },
                {
                    "start": 675.1,
                    "end": 675.72,
                    "word": " also",
                    "probability": 0.80810546875
                },
                {
                    "start": 675.72,
                    "end": 676.2,
                    "word": " provide",
                    "probability": 0.90673828125
                },
                {
                    "start": 676.2,
                    "end": 676.52,
                    "word": " some",
                    "probability": 0.802734375
                }
            ]
        },
        {
            "id": 77,
            "seek": 63754,
            "start": 676.52,
            "end": 683.46,
            "text": " additional tips and tricks you might use in this competition. Some of them may not make sense, but",
            "tokens": [
                51344,
                4497,
                6082,
                293,
                11733,
                291,
                1062,
                764,
                294,
                341,
                6211,
                13,
                2188,
                295,
                552,
                815,
                406,
                652,
                2020,
                11,
                457,
                51680
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1961410982590733,
            "compression_ratio": 1.5185185185185186,
            "no_speech_prob": 0.0007576942443847656,
            "words": [
                {
                    "start": 676.52,
                    "end": 677.22,
                    "word": " additional",
                    "probability": 0.86572265625
                },
                {
                    "start": 677.22,
                    "end": 677.78,
                    "word": " tips",
                    "probability": 0.78564453125
                },
                {
                    "start": 677.78,
                    "end": 678.08,
                    "word": " and",
                    "probability": 0.8974609375
                },
                {
                    "start": 678.08,
                    "end": 678.36,
                    "word": " tricks",
                    "probability": 0.7314453125
                },
                {
                    "start": 678.36,
                    "end": 678.6,
                    "word": " you",
                    "probability": 0.88427734375
                },
                {
                    "start": 678.6,
                    "end": 678.92,
                    "word": " might",
                    "probability": 0.81103515625
                },
                {
                    "start": 678.92,
                    "end": 679.48,
                    "word": " use",
                    "probability": 0.81884765625
                },
                {
                    "start": 679.48,
                    "end": 679.68,
                    "word": " in",
                    "probability": 0.90283203125
                },
                {
                    "start": 679.68,
                    "end": 679.92,
                    "word": " this",
                    "probability": 0.87353515625
                },
                {
                    "start": 679.92,
                    "end": 680.4,
                    "word": " competition",
                    "probability": 0.92578125
                },
                {
                    "start": 680.4,
                    "end": 680.72,
                    "word": ".",
                    "probability": 0.8603515625
                },
                {
                    "start": 680.72,
                    "end": 680.92,
                    "word": " Some",
                    "probability": 0.87939453125
                },
                {
                    "start": 680.92,
                    "end": 681.12,
                    "word": " of",
                    "probability": 0.90673828125
                },
                {
                    "start": 681.12,
                    "end": 681.32,
                    "word": " them",
                    "probability": 0.72412109375
                },
                {
                    "start": 681.32,
                    "end": 681.56,
                    "word": " may",
                    "probability": 0.8525390625
                },
                {
                    "start": 681.56,
                    "end": 682.04,
                    "word": " not",
                    "probability": 0.900390625
                },
                {
                    "start": 682.04,
                    "end": 682.42,
                    "word": " make",
                    "probability": 0.869140625
                },
                {
                    "start": 682.42,
                    "end": 682.9,
                    "word": " sense",
                    "probability": 0.7578125
                },
                {
                    "start": 682.9,
                    "end": 683.16,
                    "word": ",",
                    "probability": 0.6513671875
                },
                {
                    "start": 683.16,
                    "end": 683.46,
                    "word": " but",
                    "probability": 0.90087890625
                }
            ]
        },
        {
            "id": 78,
            "seek": 65870,
            "start": 684.1,
            "end": 690.44,
            "text": " you can modify an executable in a lot of different ways. For example, you can add or",
            "tokens": [
                50400,
                291,
                393,
                16927,
                364,
                7568,
                712,
                294,
                257,
                688,
                295,
                819,
                2098,
                13,
                1171,
                1365,
                11,
                291,
                393,
                909,
                420,
                50708
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20120018029558487,
            "compression_ratio": 1.5555555555555556,
            "no_speech_prob": 0.0017347335815429688,
            "words": [
                {
                    "start": 684.1,
                    "end": 684.42,
                    "word": " you",
                    "probability": 0.5205078125
                },
                {
                    "start": 684.42,
                    "end": 684.78,
                    "word": " can",
                    "probability": 0.8916015625
                },
                {
                    "start": 684.78,
                    "end": 685.5,
                    "word": " modify",
                    "probability": 0.8935546875
                },
                {
                    "start": 685.5,
                    "end": 685.88,
                    "word": " an",
                    "probability": 0.8505859375
                },
                {
                    "start": 685.88,
                    "end": 686.56,
                    "word": " executable",
                    "probability": 0.658935546875
                },
                {
                    "start": 686.56,
                    "end": 686.9,
                    "word": " in",
                    "probability": 0.80810546875
                },
                {
                    "start": 687.18,
                    "end": 688.02,
                    "word": " a lot",
                    "probability": 0.432373046875
                },
                {
                    "start": 688.02,
                    "end": 688.16,
                    "word": " of",
                    "probability": 0.89990234375
                },
                {
                    "start": 688.16,
                    "end": 688.56,
                    "word": " different",
                    "probability": 0.67431640625
                },
                {
                    "start": 688.56,
                    "end": 688.96,
                    "word": " ways",
                    "probability": 0.8173828125
                },
                {
                    "start": 688.96,
                    "end": 689.22,
                    "word": ".",
                    "probability": 0.86474609375
                },
                {
                    "start": 689.22,
                    "end": 689.36,
                    "word": " For",
                    "probability": 0.8984375
                },
                {
                    "start": 689.36,
                    "end": 689.58,
                    "word": " example",
                    "probability": 0.9169921875
                },
                {
                    "start": 689.58,
                    "end": 689.58,
                    "word": ",",
                    "probability": 0.8486328125
                },
                {
                    "start": 689.58,
                    "end": 689.76,
                    "word": " you",
                    "probability": 0.89599609375
                },
                {
                    "start": 689.76,
                    "end": 689.96,
                    "word": " can",
                    "probability": 0.8974609375
                },
                {
                    "start": 689.96,
                    "end": 690.26,
                    "word": " add",
                    "probability": 0.7978515625
                },
                {
                    "start": 690.26,
                    "end": 690.44,
                    "word": " or",
                    "probability": 0.89453125
                }
            ]
        },
        {
            "id": 79,
            "seek": 65870,
            "start": 690.44,
            "end": 697.66,
            "text": " remove signatures, change section names properties, modify the import or export tables, create TLS",
            "tokens": [
                50708,
                4159,
                32322,
                11,
                1319,
                3541,
                5288,
                7221,
                11,
                16927,
                264,
                974,
                420,
                10725,
                8020,
                11,
                1884,
                314,
                19198,
                51076
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20120018029558487,
            "compression_ratio": 1.5555555555555556,
            "no_speech_prob": 0.0017347335815429688,
            "words": [
                {
                    "start": 690.44,
                    "end": 690.76,
                    "word": " remove",
                    "probability": 0.86865234375
                },
                {
                    "start": 690.76,
                    "end": 691.32,
                    "word": " signatures",
                    "probability": 0.81494140625
                },
                {
                    "start": 691.32,
                    "end": 692.04,
                    "word": ",",
                    "probability": 0.93505859375
                },
                {
                    "start": 692.04,
                    "end": 692.34,
                    "word": " change",
                    "probability": 0.83984375
                },
                {
                    "start": 692.34,
                    "end": 692.74,
                    "word": " section",
                    "probability": 0.76708984375
                },
                {
                    "start": 692.74,
                    "end": 693.1,
                    "word": " names",
                    "probability": 0.77294921875
                },
                {
                    "start": 693.1,
                    "end": 693.74,
                    "word": " properties",
                    "probability": 0.26416015625
                },
                {
                    "start": 693.74,
                    "end": 694.44,
                    "word": ",",
                    "probability": 0.96923828125
                },
                {
                    "start": 694.44,
                    "end": 694.76,
                    "word": " modify",
                    "probability": 0.904296875
                },
                {
                    "start": 694.76,
                    "end": 695.14,
                    "word": " the",
                    "probability": 0.8017578125
                },
                {
                    "start": 695.14,
                    "end": 695.58,
                    "word": " import",
                    "probability": 0.76708984375
                },
                {
                    "start": 695.58,
                    "end": 695.8,
                    "word": " or",
                    "probability": 0.88720703125
                },
                {
                    "start": 695.8,
                    "end": 696.18,
                    "word": " export",
                    "probability": 0.8857421875
                },
                {
                    "start": 696.18,
                    "end": 696.7,
                    "word": " tables",
                    "probability": 0.70166015625
                },
                {
                    "start": 696.7,
                    "end": 696.96,
                    "word": ",",
                    "probability": 0.96923828125
                },
                {
                    "start": 696.96,
                    "end": 697.24,
                    "word": " create",
                    "probability": 0.84033203125
                },
                {
                    "start": 697.24,
                    "end": 697.66,
                    "word": " TLS",
                    "probability": 0.893798828125
                }
            ]
        },
        {
            "id": 80,
            "seek": 65870,
            "start": 697.66,
            "end": 704.62,
            "text": " callbacks, change the PA header, fix or change the checksums, add, modify, or remove the version",
            "tokens": [
                51076,
                818,
                17758,
                11,
                1319,
                264,
                17718,
                23117,
                11,
                3191,
                420,
                1319,
                264,
                13834,
                8099,
                11,
                909,
                11,
                16927,
                11,
                420,
                4159,
                264,
                3037,
                51424
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20120018029558487,
            "compression_ratio": 1.5555555555555556,
            "no_speech_prob": 0.0017347335815429688,
            "words": [
                {
                    "start": 697.66,
                    "end": 698.34,
                    "word": " callbacks",
                    "probability": 0.828125
                },
                {
                    "start": 698.34,
                    "end": 698.64,
                    "word": ",",
                    "probability": 0.970703125
                },
                {
                    "start": 698.64,
                    "end": 698.88,
                    "word": " change",
                    "probability": 0.84521484375
                },
                {
                    "start": 698.88,
                    "end": 699.08,
                    "word": " the",
                    "probability": 0.814453125
                },
                {
                    "start": 699.08,
                    "end": 699.34,
                    "word": " PA",
                    "probability": 0.60791015625
                },
                {
                    "start": 699.34,
                    "end": 699.8,
                    "word": " header",
                    "probability": 0.802734375
                },
                {
                    "start": 699.8,
                    "end": 700.36,
                    "word": ",",
                    "probability": 0.96240234375
                },
                {
                    "start": 700.36,
                    "end": 700.6,
                    "word": " fix",
                    "probability": 0.8642578125
                },
                {
                    "start": 700.6,
                    "end": 700.82,
                    "word": " or",
                    "probability": 0.8974609375
                },
                {
                    "start": 700.82,
                    "end": 701.12,
                    "word": " change",
                    "probability": 0.81591796875
                },
                {
                    "start": 701.12,
                    "end": 701.28,
                    "word": " the",
                    "probability": 0.7578125
                },
                {
                    "start": 701.28,
                    "end": 701.94,
                    "word": " checksums",
                    "probability": 0.786376953125
                },
                {
                    "start": 701.94,
                    "end": 702.58,
                    "word": ",",
                    "probability": 0.9375
                },
                {
                    "start": 702.58,
                    "end": 703.06,
                    "word": " add",
                    "probability": 0.7626953125
                },
                {
                    "start": 703.06,
                    "end": 703.18,
                    "word": ",",
                    "probability": 0.8095703125
                },
                {
                    "start": 703.18,
                    "end": 703.48,
                    "word": " modify",
                    "probability": 0.9169921875
                },
                {
                    "start": 703.48,
                    "end": 703.66,
                    "word": ",",
                    "probability": 0.404541015625
                },
                {
                    "start": 703.66,
                    "end": 703.76,
                    "word": " or",
                    "probability": 0.83544921875
                },
                {
                    "start": 703.76,
                    "end": 704.1,
                    "word": " remove",
                    "probability": 0.8583984375
                },
                {
                    "start": 704.1,
                    "end": 704.32,
                    "word": " the",
                    "probability": 0.77294921875
                },
                {
                    "start": 704.32,
                    "end": 704.62,
                    "word": " version",
                    "probability": 0.728515625
                }
            ]
        },
        {
            "id": 81,
            "seek": 68785,
            "start": 704.62,
            "end": 711.76,
            "text": " information, create new entry points, or just change some code or data in it.",
            "tokens": [
                50368,
                1589,
                11,
                1884,
                777,
                8729,
                2793,
                11,
                420,
                445,
                1319,
                512,
                3089,
                420,
                1412,
                294,
                309,
                13,
                50676
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21592619763799462,
            "compression_ratio": 1.563063063063063,
            "no_speech_prob": 0.00826263427734375,
            "words": [
                {
                    "start": 704.62,
                    "end": 705.46,
                    "word": " information",
                    "probability": 0.6435546875
                },
                {
                    "start": 705.46,
                    "end": 705.86,
                    "word": ",",
                    "probability": 0.86865234375
                },
                {
                    "start": 705.86,
                    "end": 706.48,
                    "word": " create",
                    "probability": 0.8359375
                },
                {
                    "start": 706.48,
                    "end": 706.74,
                    "word": " new",
                    "probability": 0.80810546875
                },
                {
                    "start": 706.74,
                    "end": 707.04,
                    "word": " entry",
                    "probability": 0.73779296875
                },
                {
                    "start": 707.04,
                    "end": 707.58,
                    "word": " points",
                    "probability": 0.75732421875
                },
                {
                    "start": 707.58,
                    "end": 707.86,
                    "word": ",",
                    "probability": 0.43408203125
                },
                {
                    "start": 707.86,
                    "end": 708.02,
                    "word": " or",
                    "probability": 0.8994140625
                },
                {
                    "start": 708.02,
                    "end": 708.44,
                    "word": " just",
                    "probability": 0.84521484375
                },
                {
                    "start": 708.44,
                    "end": 708.92,
                    "word": " change",
                    "probability": 0.83740234375
                },
                {
                    "start": 708.92,
                    "end": 709.26,
                    "word": " some",
                    "probability": 0.81787109375
                },
                {
                    "start": 709.26,
                    "end": 709.78,
                    "word": " code",
                    "probability": 0.81494140625
                },
                {
                    "start": 709.78,
                    "end": 710.06,
                    "word": " or",
                    "probability": 0.89111328125
                },
                {
                    "start": 710.06,
                    "end": 710.56,
                    "word": " data",
                    "probability": 0.83056640625
                },
                {
                    "start": 710.56,
                    "end": 710.8,
                    "word": " in",
                    "probability": 0.88330078125
                },
                {
                    "start": 710.8,
                    "end": 711.02,
                    "word": " it",
                    "probability": 0.900390625
                },
                {
                    "start": 711.02,
                    "end": 711.76,
                    "word": ".",
                    "probability": 0.97998046875
                }
            ]
        },
        {
            "id": 82,
            "seek": 68785,
            "start": 713.04,
            "end": 721.34,
            "text": " Still, it's not allowed to create droppers or self-extracting archives, because this will kind",
            "tokens": [
                50800,
                8291,
                11,
                309,
                311,
                406,
                4350,
                281,
                1884,
                3789,
                15226,
                420,
                2698,
                12,
                3828,
                1897,
                278,
                25607,
                11,
                570,
                341,
                486,
                733,
                51196
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21592619763799462,
            "compression_ratio": 1.563063063063063,
            "no_speech_prob": 0.00826263427734375,
            "words": [
                {
                    "start": 713.04,
                    "end": 713.78,
                    "word": " Still",
                    "probability": 0.8291015625
                },
                {
                    "start": 713.78,
                    "end": 714.0,
                    "word": ",",
                    "probability": 0.59716796875
                },
                {
                    "start": 714.0,
                    "end": 714.14,
                    "word": " it's",
                    "probability": 0.91455078125
                },
                {
                    "start": 714.14,
                    "end": 714.48,
                    "word": " not",
                    "probability": 0.9033203125
                },
                {
                    "start": 714.48,
                    "end": 715.68,
                    "word": " allowed",
                    "probability": 0.8125
                },
                {
                    "start": 715.68,
                    "end": 716.06,
                    "word": " to",
                    "probability": 0.9091796875
                },
                {
                    "start": 716.06,
                    "end": 716.52,
                    "word": " create",
                    "probability": 0.83642578125
                },
                {
                    "start": 716.52,
                    "end": 717.08,
                    "word": " droppers",
                    "probability": 0.79296875
                },
                {
                    "start": 717.08,
                    "end": 717.56,
                    "word": " or",
                    "probability": 0.861328125
                },
                {
                    "start": 717.56,
                    "end": 717.96,
                    "word": " self",
                    "probability": 0.80859375
                },
                {
                    "start": 717.96,
                    "end": 718.64,
                    "word": "-extracting",
                    "probability": 0.932861328125
                },
                {
                    "start": 718.64,
                    "end": 719.12,
                    "word": " archives",
                    "probability": 0.43115234375
                },
                {
                    "start": 719.12,
                    "end": 719.28,
                    "word": ",",
                    "probability": 0.414794921875
                },
                {
                    "start": 719.28,
                    "end": 719.6,
                    "word": " because",
                    "probability": 0.8271484375
                },
                {
                    "start": 719.6,
                    "end": 720.82,
                    "word": " this",
                    "probability": 0.861328125
                },
                {
                    "start": 720.82,
                    "end": 721.02,
                    "word": " will",
                    "probability": 0.79248046875
                },
                {
                    "start": 721.02,
                    "end": 721.34,
                    "word": " kind",
                    "probability": 0.72412109375
                }
            ]
        },
        {
            "id": 83,
            "seek": 68785,
            "start": 721.34,
            "end": 728.66,
            "text": " of defeat the purpose of the whole competition. And this year, keep in mind that multiple",
            "tokens": [
                51196,
                295,
                11785,
                264,
                4334,
                295,
                264,
                1379,
                6211,
                13,
                400,
                341,
                1064,
                11,
                1066,
                294,
                1575,
                300,
                3866,
                51568
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21592619763799462,
            "compression_ratio": 1.563063063063063,
            "no_speech_prob": 0.00826263427734375,
            "words": [
                {
                    "start": 721.34,
                    "end": 721.48,
                    "word": " of",
                    "probability": 0.90283203125
                },
                {
                    "start": 721.48,
                    "end": 721.78,
                    "word": " defeat",
                    "probability": 0.615234375
                },
                {
                    "start": 721.78,
                    "end": 722.16,
                    "word": " the",
                    "probability": 0.81298828125
                },
                {
                    "start": 722.16,
                    "end": 722.56,
                    "word": " purpose",
                    "probability": 0.7841796875
                },
                {
                    "start": 722.56,
                    "end": 722.84,
                    "word": " of",
                    "probability": 0.90380859375
                },
                {
                    "start": 722.84,
                    "end": 723.02,
                    "word": " the",
                    "probability": 0.81591796875
                },
                {
                    "start": 723.02,
                    "end": 723.34,
                    "word": " whole",
                    "probability": 0.75927734375
                },
                {
                    "start": 723.34,
                    "end": 723.88,
                    "word": " competition",
                    "probability": 0.9111328125
                },
                {
                    "start": 723.88,
                    "end": 724.62,
                    "word": ".",
                    "probability": 0.72216796875
                },
                {
                    "start": 724.88,
                    "end": 725.26,
                    "word": " And",
                    "probability": 0.6435546875
                },
                {
                    "start": 725.26,
                    "end": 726.38,
                    "word": " this",
                    "probability": 0.79296875
                },
                {
                    "start": 726.38,
                    "end": 726.78,
                    "word": " year",
                    "probability": 0.8779296875
                },
                {
                    "start": 726.78,
                    "end": 727.02,
                    "word": ",",
                    "probability": 0.70751953125
                },
                {
                    "start": 727.02,
                    "end": 727.68,
                    "word": " keep",
                    "probability": 0.822265625
                },
                {
                    "start": 727.68,
                    "end": 727.88,
                    "word": " in",
                    "probability": 0.9091796875
                },
                {
                    "start": 727.88,
                    "end": 728.1,
                    "word": " mind",
                    "probability": 0.794921875
                },
                {
                    "start": 728.1,
                    "end": 728.34,
                    "word": " that",
                    "probability": 0.8515625
                },
                {
                    "start": 728.34,
                    "end": 728.66,
                    "word": " multiple",
                    "probability": 0.80322265625
                }
            ]
        },
        {
            "id": 84,
            "seek": 68785,
            "start": 728.66,
            "end": 733.77,
            "text": " registration is against the rules, and it will result in immediate disqualification.",
            "tokens": [
                51568,
                16847,
                307,
                1970,
                264,
                4474,
                11,
                293,
                309,
                486,
                1874,
                294,
                11629,
                717,
                22345,
                3774,
                13,
                51808
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21592619763799462,
            "compression_ratio": 1.563063063063063,
            "no_speech_prob": 0.00826263427734375,
            "words": [
                {
                    "start": 728.66,
                    "end": 729.34,
                    "word": " registration",
                    "probability": 0.92529296875
                },
                {
                    "start": 729.34,
                    "end": 729.76,
                    "word": " is",
                    "probability": 0.9013671875
                },
                {
                    "start": 729.76,
                    "end": 730.12,
                    "word": " against",
                    "probability": 0.8466796875
                },
                {
                    "start": 730.12,
                    "end": 730.36,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 730.36,
                    "end": 730.6,
                    "word": " rules",
                    "probability": 0.75537109375
                },
                {
                    "start": 730.6,
                    "end": 730.66,
                    "word": ",",
                    "probability": 0.32861328125
                },
                {
                    "start": 730.66,
                    "end": 730.88,
                    "word": " and",
                    "probability": 0.896484375
                },
                {
                    "start": 730.88,
                    "end": 731.04,
                    "word": " it",
                    "probability": 0.89697265625
                },
                {
                    "start": 731.04,
                    "end": 731.24,
                    "word": " will",
                    "probability": 0.81494140625
                },
                {
                    "start": 731.24,
                    "end": 731.68,
                    "word": " result",
                    "probability": 0.80859375
                },
                {
                    "start": 731.68,
                    "end": 731.98,
                    "word": " in",
                    "probability": 0.89501953125
                },
                {
                    "start": 731.98,
                    "end": 732.42,
                    "word": " immediate",
                    "probability": 0.83447265625
                },
                {
                    "start": 732.42,
                    "end": 733.4,
                    "word": " disqualification",
                    "probability": 0.9314778645833334
                },
                {
                    "start": 733.4,
                    "end": 733.77,
                    "word": ".",
                    "probability": 0.9951171875
                }
            ]
        },
        {
            "id": 85,
            "seek": 71433,
            "start": 734.19,
            "end": 740.55,
            "text": " Please do join our Slack channel, where you can discuss everything with us,",
            "tokens": [
                50392,
                2555,
                360,
                3917,
                527,
                37211,
                2269,
                11,
                689,
                291,
                393,
                2248,
                1203,
                365,
                505,
                11,
                50664
            ],
            "temperature": 0.0,
            "avg_logprob": -0.235085222937844,
            "compression_ratio": 1.4242424242424243,
            "no_speech_prob": 0.002468109130859375,
            "words": [
                {
                    "start": 734.19,
                    "end": 734.69,
                    "word": " Please",
                    "probability": 0.69287109375
                },
                {
                    "start": 734.69,
                    "end": 734.87,
                    "word": " do",
                    "probability": 0.87646484375
                },
                {
                    "start": 734.87,
                    "end": 735.27,
                    "word": " join",
                    "probability": 0.80810546875
                },
                {
                    "start": 735.27,
                    "end": 735.65,
                    "word": " our",
                    "probability": 0.791015625
                },
                {
                    "start": 735.65,
                    "end": 736.07,
                    "word": " Slack",
                    "probability": 0.6728515625
                },
                {
                    "start": 736.07,
                    "end": 736.63,
                    "word": " channel",
                    "probability": 0.7294921875
                },
                {
                    "start": 736.63,
                    "end": 736.99,
                    "word": ",",
                    "probability": 0.27685546875
                },
                {
                    "start": 736.99,
                    "end": 737.09,
                    "word": " where",
                    "probability": 0.89306640625
                },
                {
                    "start": 737.09,
                    "end": 737.31,
                    "word": " you",
                    "probability": 0.8955078125
                },
                {
                    "start": 737.31,
                    "end": 737.91,
                    "word": " can",
                    "probability": 0.8974609375
                },
                {
                    "start": 737.91,
                    "end": 738.65,
                    "word": " discuss",
                    "probability": 0.84716796875
                },
                {
                    "start": 738.65,
                    "end": 739.11,
                    "word": " everything",
                    "probability": 0.8828125
                },
                {
                    "start": 739.11,
                    "end": 739.61,
                    "word": " with",
                    "probability": 0.8115234375
                },
                {
                    "start": 739.61,
                    "end": 739.99,
                    "word": " us",
                    "probability": 0.90087890625
                },
                {
                    "start": 739.99,
                    "end": 740.55,
                    "word": ",",
                    "probability": 0.362548828125
                }
            ]
        },
        {
            "id": 86,
            "seek": 71433,
            "start": 740.55,
            "end": 749.57,
            "text": " and you can also discuss your progress with the other participants of this competition.",
            "tokens": [
                50724,
                293,
                291,
                393,
                611,
                2248,
                428,
                4205,
                365,
                264,
                661,
                10503,
                295,
                341,
                6211,
                13,
                51132
            ],
            "temperature": 0.0,
            "avg_logprob": -0.235085222937844,
            "compression_ratio": 1.4242424242424243,
            "no_speech_prob": 0.002468109130859375,
            "words": [
                {
                    "start": 740.55,
                    "end": 741.49,
                    "word": " and",
                    "probability": 0.875
                },
                {
                    "start": 741.49,
                    "end": 742.59,
                    "word": " you",
                    "probability": 0.85693359375
                },
                {
                    "start": 742.59,
                    "end": 742.85,
                    "word": " can",
                    "probability": 0.8994140625
                },
                {
                    "start": 742.85,
                    "end": 743.39,
                    "word": " also",
                    "probability": 0.81103515625
                },
                {
                    "start": 743.39,
                    "end": 743.97,
                    "word": " discuss",
                    "probability": 0.83349609375
                },
                {
                    "start": 743.97,
                    "end": 744.31,
                    "word": " your",
                    "probability": 0.79638671875
                },
                {
                    "start": 744.31,
                    "end": 744.91,
                    "word": " progress",
                    "probability": 0.74169921875
                },
                {
                    "start": 744.91,
                    "end": 745.83,
                    "word": " with",
                    "probability": 0.8115234375
                },
                {
                    "start": 745.83,
                    "end": 746.69,
                    "word": " the",
                    "probability": 0.7958984375
                },
                {
                    "start": 746.69,
                    "end": 747.17,
                    "word": " other",
                    "probability": 0.80517578125
                },
                {
                    "start": 747.17,
                    "end": 747.81,
                    "word": " participants",
                    "probability": 0.9052734375
                },
                {
                    "start": 747.81,
                    "end": 748.23,
                    "word": " of",
                    "probability": 0.8955078125
                },
                {
                    "start": 748.23,
                    "end": 748.49,
                    "word": " this",
                    "probability": 0.8818359375
                },
                {
                    "start": 748.49,
                    "end": 749.07,
                    "word": " competition",
                    "probability": 0.90966796875
                },
                {
                    "start": 749.07,
                    "end": 749.57,
                    "word": ".",
                    "probability": 0.9833984375
                }
            ]
        },
        {
            "id": 87,
            "seek": 71433,
            "start": 751.97,
            "end": 760.25,
            "text": " Just a side note, the whole frontend was created in Python Flask admin,",
            "tokens": [
                51284,
                1449,
                257,
                1252,
                3637,
                11,
                264,
                1379,
                1868,
                521,
                390,
                2942,
                294,
                15329,
                3235,
                3863,
                24236,
                11,
                51680
            ],
            "temperature": 0.0,
            "avg_logprob": -0.235085222937844,
            "compression_ratio": 1.4242424242424243,
            "no_speech_prob": 0.002468109130859375,
            "words": [
                {
                    "start": 751.97,
                    "end": 752.47,
                    "word": " Just",
                    "probability": 0.7822265625
                },
                {
                    "start": 752.67,
                    "end": 752.89,
                    "word": " a side",
                    "probability": 0.78271484375
                },
                {
                    "start": 752.89,
                    "end": 753.23,
                    "word": " note",
                    "probability": 0.7763671875
                },
                {
                    "start": 753.23,
                    "end": 754.11,
                    "word": ",",
                    "probability": 0.8203125
                },
                {
                    "start": 754.11,
                    "end": 754.37,
                    "word": " the",
                    "probability": 0.81591796875
                },
                {
                    "start": 754.37,
                    "end": 754.97,
                    "word": " whole",
                    "probability": 0.794921875
                },
                {
                    "start": 754.97,
                    "end": 756.95,
                    "word": " frontend",
                    "probability": 0.625
                },
                {
                    "start": 756.95,
                    "end": 757.45,
                    "word": " was",
                    "probability": 0.89013671875
                },
                {
                    "start": 757.45,
                    "end": 758.11,
                    "word": " created",
                    "probability": 0.72509765625
                },
                {
                    "start": 758.11,
                    "end": 758.63,
                    "word": " in",
                    "probability": 0.88427734375
                },
                {
                    "start": 758.63,
                    "end": 759.21,
                    "word": " Python",
                    "probability": 0.8720703125
                },
                {
                    "start": 759.21,
                    "end": 759.65,
                    "word": " Flask",
                    "probability": 0.785400390625
                },
                {
                    "start": 759.65,
                    "end": 760.03,
                    "word": " admin",
                    "probability": 0.54150390625
                },
                {
                    "start": 760.03,
                    "end": 760.25,
                    "word": ",",
                    "probability": 0.65966796875
                }
            ]
        },
        {
            "id": 88,
            "seek": 73757,
            "start": 760.25,
            "end": 766.55,
            "text": " we are using Cloudflare, Nginx, and GUnicorn for scalability and performance reasons.",
            "tokens": [
                50364,
                321,
                366,
                1228,
                8061,
                3423,
                543,
                11,
                426,
                1494,
                87,
                11,
                293,
                17917,
                7692,
                1865,
                337,
                15664,
                2310,
                293,
                3389,
                4112,
                13,
                50636
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27558876293292944,
            "compression_ratio": 1.3915343915343916,
            "no_speech_prob": 0.0013341903686523438,
            "words": [
                {
                    "start": 760.25,
                    "end": 760.51,
                    "word": " we",
                    "probability": 0.1680908203125
                },
                {
                    "start": 760.51,
                    "end": 760.65,
                    "word": " are",
                    "probability": 0.87109375
                },
                {
                    "start": 760.65,
                    "end": 761.15,
                    "word": " using",
                    "probability": 0.82861328125
                },
                {
                    "start": 761.15,
                    "end": 761.89,
                    "word": " Cloudflare",
                    "probability": 0.7826334635416666
                },
                {
                    "start": 761.89,
                    "end": 762.03,
                    "word": ",",
                    "probability": 0.685546875
                },
                {
                    "start": 762.03,
                    "end": 762.47,
                    "word": " Nginx",
                    "probability": 0.8527018229166666
                },
                {
                    "start": 762.47,
                    "end": 762.59,
                    "word": ",",
                    "probability": 0.59716796875
                },
                {
                    "start": 762.59,
                    "end": 762.71,
                    "word": " and",
                    "probability": 0.78564453125
                },
                {
                    "start": 762.71,
                    "end": 763.37,
                    "word": " GUnicorn",
                    "probability": 0.7259114583333334
                },
                {
                    "start": 763.37,
                    "end": 763.73,
                    "word": " for",
                    "probability": 0.87158203125
                },
                {
                    "start": 763.73,
                    "end": 764.31,
                    "word": " scalability",
                    "probability": 0.8662109375
                },
                {
                    "start": 764.31,
                    "end": 764.61,
                    "word": " and",
                    "probability": 0.89111328125
                },
                {
                    "start": 764.61,
                    "end": 765.15,
                    "word": " performance",
                    "probability": 0.8349609375
                },
                {
                    "start": 765.15,
                    "end": 765.71,
                    "word": " reasons",
                    "probability": 0.8994140625
                },
                {
                    "start": 765.71,
                    "end": 766.55,
                    "word": ".",
                    "probability": 0.95361328125
                }
            ]
        },
        {
            "id": 89,
            "seek": 73757,
            "start": 766.61,
            "end": 775.39,
            "text": " There are some backend scripts running with Python, scheduled by Chrome, and as it was",
            "tokens": [
                50696,
                821,
                366,
                512,
                38087,
                23294,
                2614,
                365,
                15329,
                11,
                15678,
                538,
                15327,
                11,
                293,
                382,
                309,
                390,
                51116
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27558876293292944,
            "compression_ratio": 1.3915343915343916,
            "no_speech_prob": 0.0013341903686523438,
            "words": [
                {
                    "start": 766.61,
                    "end": 767.21,
                    "word": " There",
                    "probability": 0.78125
                },
                {
                    "start": 767.21,
                    "end": 767.39,
                    "word": " are",
                    "probability": 0.8974609375
                },
                {
                    "start": 767.39,
                    "end": 767.77,
                    "word": " some",
                    "probability": 0.81884765625
                },
                {
                    "start": 767.77,
                    "end": 768.39,
                    "word": " backend",
                    "probability": 0.705078125
                },
                {
                    "start": 768.39,
                    "end": 768.93,
                    "word": " scripts",
                    "probability": 0.6904296875
                },
                {
                    "start": 768.93,
                    "end": 769.77,
                    "word": " running",
                    "probability": 0.8525390625
                },
                {
                    "start": 769.77,
                    "end": 770.91,
                    "word": " with",
                    "probability": 0.81982421875
                },
                {
                    "start": 770.91,
                    "end": 771.49,
                    "word": " Python",
                    "probability": 0.85400390625
                },
                {
                    "start": 771.49,
                    "end": 771.91,
                    "word": ",",
                    "probability": 0.30224609375
                },
                {
                    "start": 771.91,
                    "end": 772.37,
                    "word": " scheduled",
                    "probability": 0.50634765625
                },
                {
                    "start": 772.37,
                    "end": 772.77,
                    "word": " by",
                    "probability": 0.90234375
                },
                {
                    "start": 772.77,
                    "end": 773.25,
                    "word": " Chrome",
                    "probability": 0.484375
                },
                {
                    "start": 773.25,
                    "end": 773.75,
                    "word": ",",
                    "probability": 0.53125
                },
                {
                    "start": 773.75,
                    "end": 774.07,
                    "word": " and",
                    "probability": 0.8935546875
                },
                {
                    "start": 774.07,
                    "end": 774.89,
                    "word": " as",
                    "probability": 0.79248046875
                },
                {
                    "start": 774.89,
                    "end": 775.21,
                    "word": " it",
                    "probability": 0.79833984375
                },
                {
                    "start": 775.21,
                    "end": 775.39,
                    "word": " was",
                    "probability": 0.90234375
                }
            ]
        },
        {
            "id": 90,
            "seek": 73757,
            "start": 775.39,
            "end": 783.49,
            "text": " the case last year, we still use the VMware Sandbox to evaluate the samples. As mentioned,",
            "tokens": [
                51116,
                264,
                1389,
                1036,
                1064,
                11,
                321,
                920,
                764,
                264,
                691,
                44,
                3039,
                7985,
                4995,
                281,
                13059,
                264,
                10938,
                13,
                1018,
                2835,
                11,
                51524
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27558876293292944,
            "compression_ratio": 1.3915343915343916,
            "no_speech_prob": 0.0013341903686523438,
            "words": [
                {
                    "start": 775.39,
                    "end": 775.59,
                    "word": " the",
                    "probability": 0.8212890625
                },
                {
                    "start": 775.59,
                    "end": 775.79,
                    "word": " case",
                    "probability": 0.79443359375
                },
                {
                    "start": 775.79,
                    "end": 776.09,
                    "word": " last",
                    "probability": 0.79833984375
                },
                {
                    "start": 776.09,
                    "end": 776.31,
                    "word": " year",
                    "probability": 0.880859375
                },
                {
                    "start": 776.31,
                    "end": 776.35,
                    "word": ",",
                    "probability": 0.7509765625
                },
                {
                    "start": 776.35,
                    "end": 776.49,
                    "word": " we",
                    "probability": 0.90869140625
                },
                {
                    "start": 776.49,
                    "end": 776.83,
                    "word": " still",
                    "probability": 0.8984375
                },
                {
                    "start": 776.83,
                    "end": 777.27,
                    "word": " use",
                    "probability": 0.798828125
                },
                {
                    "start": 777.27,
                    "end": 777.55,
                    "word": " the",
                    "probability": 0.8017578125
                },
                {
                    "start": 777.55,
                    "end": 778.07,
                    "word": " VMware",
                    "probability": 0.4874674479166667
                },
                {
                    "start": 778.07,
                    "end": 778.73,
                    "word": " Sandbox",
                    "probability": 0.653076171875
                },
                {
                    "start": 778.73,
                    "end": 779.11,
                    "word": " to",
                    "probability": 0.896484375
                },
                {
                    "start": 779.11,
                    "end": 779.75,
                    "word": " evaluate",
                    "probability": 0.69091796875
                },
                {
                    "start": 779.75,
                    "end": 780.13,
                    "word": " the",
                    "probability": 0.80517578125
                },
                {
                    "start": 780.13,
                    "end": 780.85,
                    "word": " samples",
                    "probability": 0.75537109375
                },
                {
                    "start": 780.85,
                    "end": 781.69,
                    "word": ".",
                    "probability": 0.99365234375
                },
                {
                    "start": 782.17,
                    "end": 782.89,
                    "word": " As",
                    "probability": 0.9013671875
                },
                {
                    "start": 782.89,
                    "end": 783.29,
                    "word": " mentioned",
                    "probability": 0.73388671875
                },
                {
                    "start": 783.29,
                    "end": 783.49,
                    "word": ",",
                    "probability": 0.9345703125
                }
            ]
        },
        {
            "id": 91,
            "seek": 76661,
            "start": 783.49,
            "end": 792.36,
            "text": " we already have an API, so if you want to check your sample against machine learning,",
            "tokens": [
                50364,
                321,
                1217,
                362,
                364,
                9362,
                11,
                370,
                498,
                291,
                528,
                281,
                1520,
                428,
                6889,
                1970,
                3479,
                2539,
                11,
                50796
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2151731863079301,
            "compression_ratio": 1.9548022598870056,
            "no_speech_prob": 0.004375457763671875,
            "words": [
                {
                    "start": 783.49,
                    "end": 783.67,
                    "word": " we",
                    "probability": 0.654296875
                },
                {
                    "start": 783.67,
                    "end": 784.19,
                    "word": " already",
                    "probability": 0.81884765625
                },
                {
                    "start": 784.19,
                    "end": 784.69,
                    "word": " have",
                    "probability": 0.880859375
                },
                {
                    "start": 784.69,
                    "end": 785.13,
                    "word": " an",
                    "probability": 0.8623046875
                },
                {
                    "start": 785.13,
                    "end": 785.81,
                    "word": " API",
                    "probability": 0.8359375
                },
                {
                    "start": 785.81,
                    "end": 786.67,
                    "word": ",",
                    "probability": 0.209716796875
                },
                {
                    "start": 786.67,
                    "end": 786.99,
                    "word": " so",
                    "probability": 0.8916015625
                },
                {
                    "start": 786.99,
                    "end": 787.41,
                    "word": " if",
                    "probability": 0.89013671875
                },
                {
                    "start": 787.41,
                    "end": 787.69,
                    "word": " you",
                    "probability": 0.896484375
                },
                {
                    "start": 787.69,
                    "end": 788.09,
                    "word": " want",
                    "probability": 0.82177734375
                },
                {
                    "start": 788.09,
                    "end": 788.33,
                    "word": " to",
                    "probability": 0.9091796875
                },
                {
                    "start": 788.33,
                    "end": 788.97,
                    "word": " check",
                    "probability": 0.83837890625
                },
                {
                    "start": 788.97,
                    "end": 789.81,
                    "word": " your",
                    "probability": 0.8037109375
                },
                {
                    "start": 789.81,
                    "end": 790.39,
                    "word": " sample",
                    "probability": 0.77294921875
                },
                {
                    "start": 790.39,
                    "end": 790.99,
                    "word": " against",
                    "probability": 0.85986328125
                },
                {
                    "start": 790.99,
                    "end": 791.53,
                    "word": " machine",
                    "probability": 0.2705078125
                },
                {
                    "start": 791.53,
                    "end": 792.01,
                    "word": " learning",
                    "probability": 0.83740234375
                },
                {
                    "start": 792.01,
                    "end": 792.36,
                    "word": ",",
                    "probability": 0.8447265625
                }
            ]
        },
        {
            "id": 92,
            "seek": 76661,
            "start": 792.69,
            "end": 797.65,
            "text": " against all the machine learning models, or just against one machine learning model,",
            "tokens": [
                50824,
                1970,
                439,
                264,
                3479,
                2539,
                5245,
                11,
                420,
                445,
                1970,
                472,
                3479,
                2539,
                2316,
                11,
                51076
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2151731863079301,
            "compression_ratio": 1.9548022598870056,
            "no_speech_prob": 0.004375457763671875,
            "words": [
                {
                    "start": 792.69,
                    "end": 793.01,
                    "word": " against",
                    "probability": 0.8515625
                },
                {
                    "start": 793.01,
                    "end": 793.27,
                    "word": " all",
                    "probability": 0.8876953125
                },
                {
                    "start": 793.27,
                    "end": 793.43,
                    "word": " the",
                    "probability": 0.79443359375
                },
                {
                    "start": 793.43,
                    "end": 793.67,
                    "word": " machine",
                    "probability": 0.73291015625
                },
                {
                    "start": 793.67,
                    "end": 793.99,
                    "word": " learning",
                    "probability": 0.83056640625
                },
                {
                    "start": 793.99,
                    "end": 794.35,
                    "word": " models",
                    "probability": 0.7900390625
                },
                {
                    "start": 794.35,
                    "end": 794.77,
                    "word": ",",
                    "probability": 0.62646484375
                },
                {
                    "start": 794.77,
                    "end": 795.11,
                    "word": " or",
                    "probability": 0.900390625
                },
                {
                    "start": 795.11,
                    "end": 795.47,
                    "word": " just",
                    "probability": 0.87109375
                },
                {
                    "start": 795.47,
                    "end": 795.97,
                    "word": " against",
                    "probability": 0.861328125
                },
                {
                    "start": 795.97,
                    "end": 796.37,
                    "word": " one",
                    "probability": 0.80517578125
                },
                {
                    "start": 796.37,
                    "end": 796.71,
                    "word": " machine",
                    "probability": 0.763671875
                },
                {
                    "start": 796.71,
                    "end": 797.05,
                    "word": " learning",
                    "probability": 0.8330078125
                },
                {
                    "start": 797.05,
                    "end": 797.37,
                    "word": " model",
                    "probability": 0.81201171875
                },
                {
                    "start": 797.37,
                    "end": 797.65,
                    "word": ",",
                    "probability": 0.93701171875
                }
            ]
        },
        {
            "id": 93,
            "seek": 76661,
            "start": 797.65,
            "end": 805.93,
            "text": " you can use the API just to do that. And also, you can use the API to get the results.",
            "tokens": [
                51076,
                291,
                393,
                764,
                264,
                9362,
                445,
                281,
                360,
                300,
                13,
                400,
                611,
                11,
                291,
                393,
                764,
                264,
                9362,
                281,
                483,
                264,
                3542,
                13,
                51476
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2151731863079301,
            "compression_ratio": 1.9548022598870056,
            "no_speech_prob": 0.004375457763671875,
            "words": [
                {
                    "start": 797.65,
                    "end": 797.97,
                    "word": " you",
                    "probability": 0.8896484375
                },
                {
                    "start": 797.97,
                    "end": 798.19,
                    "word": " can",
                    "probability": 0.8955078125
                },
                {
                    "start": 798.19,
                    "end": 798.57,
                    "word": " use",
                    "probability": 0.828125
                },
                {
                    "start": 798.57,
                    "end": 798.97,
                    "word": " the",
                    "probability": 0.8076171875
                },
                {
                    "start": 798.97,
                    "end": 799.35,
                    "word": " API",
                    "probability": 0.8466796875
                },
                {
                    "start": 799.35,
                    "end": 799.75,
                    "word": " just",
                    "probability": 0.8486328125
                },
                {
                    "start": 799.75,
                    "end": 799.95,
                    "word": " to",
                    "probability": 0.90576171875
                },
                {
                    "start": 799.95,
                    "end": 800.11,
                    "word": " do",
                    "probability": 0.90673828125
                },
                {
                    "start": 800.11,
                    "end": 800.37,
                    "word": " that",
                    "probability": 0.88232421875
                },
                {
                    "start": 800.37,
                    "end": 801.07,
                    "word": ".",
                    "probability": 0.63720703125
                },
                {
                    "start": 801.31,
                    "end": 801.61,
                    "word": " And",
                    "probability": 0.81787109375
                },
                {
                    "start": 801.61,
                    "end": 802.39,
                    "word": " also",
                    "probability": 0.7763671875
                },
                {
                    "start": 802.39,
                    "end": 802.59,
                    "word": ",",
                    "probability": 0.2237548828125
                },
                {
                    "start": 802.59,
                    "end": 802.63,
                    "word": " you",
                    "probability": 0.8916015625
                },
                {
                    "start": 802.63,
                    "end": 802.89,
                    "word": " can",
                    "probability": 0.8984375
                },
                {
                    "start": 802.89,
                    "end": 803.35,
                    "word": " use",
                    "probability": 0.82373046875
                },
                {
                    "start": 803.35,
                    "end": 803.85,
                    "word": " the",
                    "probability": 0.8115234375
                },
                {
                    "start": 803.85,
                    "end": 804.19,
                    "word": " API",
                    "probability": 0.8271484375
                },
                {
                    "start": 804.19,
                    "end": 804.43,
                    "word": " to",
                    "probability": 0.9033203125
                },
                {
                    "start": 804.43,
                    "end": 804.67,
                    "word": " get",
                    "probability": 0.89697265625
                },
                {
                    "start": 804.67,
                    "end": 804.85,
                    "word": " the",
                    "probability": 0.80224609375
                },
                {
                    "start": 804.85,
                    "end": 805.29,
                    "word": " results",
                    "probability": 0.72265625
                },
                {
                    "start": 805.29,
                    "end": 805.93,
                    "word": ".",
                    "probability": 0.74609375
                }
            ]
        },
        {
            "id": 94,
            "seek": 76661,
            "start": 805.93,
            "end": 812.53,
            "text": " And if you are satisfied with bypassing the machine learning models, you can upload your",
            "tokens": [
                51476,
                400,
                498,
                291,
                366,
                11239,
                365,
                24996,
                278,
                264,
                3479,
                2539,
                5245,
                11,
                291,
                393,
                6580,
                428,
                51820
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2151731863079301,
            "compression_ratio": 1.9548022598870056,
            "no_speech_prob": 0.004375457763671875,
            "words": [
                {
                    "start": 805.93,
                    "end": 806.21,
                    "word": " And",
                    "probability": 0.8779296875
                },
                {
                    "start": 806.21,
                    "end": 806.77,
                    "word": " if",
                    "probability": 0.87353515625
                },
                {
                    "start": 806.77,
                    "end": 806.95,
                    "word": " you",
                    "probability": 0.89306640625
                },
                {
                    "start": 806.95,
                    "end": 807.15,
                    "word": " are",
                    "probability": 0.89794921875
                },
                {
                    "start": 807.15,
                    "end": 807.75,
                    "word": " satisfied",
                    "probability": 0.79541015625
                },
                {
                    "start": 807.75,
                    "end": 808.61,
                    "word": " with",
                    "probability": 0.80615234375
                },
                {
                    "start": 808.61,
                    "end": 809.73,
                    "word": " bypassing",
                    "probability": 0.8662109375
                },
                {
                    "start": 809.73,
                    "end": 809.95,
                    "word": " the",
                    "probability": 0.78662109375
                },
                {
                    "start": 809.95,
                    "end": 810.19,
                    "word": " machine",
                    "probability": 0.7587890625
                },
                {
                    "start": 810.19,
                    "end": 810.47,
                    "word": " learning",
                    "probability": 0.81689453125
                },
                {
                    "start": 810.47,
                    "end": 810.81,
                    "word": " models",
                    "probability": 0.794921875
                },
                {
                    "start": 810.81,
                    "end": 811.23,
                    "word": ",",
                    "probability": 0.9794921875
                },
                {
                    "start": 811.23,
                    "end": 811.37,
                    "word": " you",
                    "probability": 0.8935546875
                },
                {
                    "start": 811.37,
                    "end": 811.61,
                    "word": " can",
                    "probability": 0.89404296875
                },
                {
                    "start": 811.61,
                    "end": 812.13,
                    "word": " upload",
                    "probability": 0.8125
                },
                {
                    "start": 812.13,
                    "end": 812.53,
                    "word": " your",
                    "probability": 0.79296875
                }
            ]
        },
        {
            "id": 95,
            "seek": 79555,
            "start": 812.53,
            "end": 820.61,
            "text": " zip files and query the zip status and the sample statuses as well with the API keys.",
            "tokens": [
                50368,
                20730,
                7098,
                293,
                14581,
                264,
                20730,
                6558,
                293,
                264,
                6889,
                6558,
                279,
                382,
                731,
                365,
                264,
                9362,
                9317,
                13,
                50728
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2612951670784548,
            "compression_ratio": 1.573394495412844,
            "no_speech_prob": 0.0024394989013671875,
            "words": [
                {
                    "start": 812.53,
                    "end": 812.87,
                    "word": " zip",
                    "probability": 0.150634765625
                },
                {
                    "start": 812.87,
                    "end": 813.31,
                    "word": " files",
                    "probability": 0.72314453125
                },
                {
                    "start": 813.31,
                    "end": 813.75,
                    "word": " and",
                    "probability": 0.79638671875
                },
                {
                    "start": 813.75,
                    "end": 814.61,
                    "word": " query",
                    "probability": 0.65771484375
                },
                {
                    "start": 814.61,
                    "end": 814.99,
                    "word": " the",
                    "probability": 0.80126953125
                },
                {
                    "start": 814.99,
                    "end": 815.35,
                    "word": " zip",
                    "probability": 0.87255859375
                },
                {
                    "start": 815.35,
                    "end": 815.87,
                    "word": " status",
                    "probability": 0.73779296875
                },
                {
                    "start": 815.87,
                    "end": 816.27,
                    "word": " and",
                    "probability": 0.8701171875
                },
                {
                    "start": 816.27,
                    "end": 816.45,
                    "word": " the",
                    "probability": 0.7412109375
                },
                {
                    "start": 816.45,
                    "end": 816.75,
                    "word": " sample",
                    "probability": 0.75
                },
                {
                    "start": 816.75,
                    "end": 817.47,
                    "word": " statuses",
                    "probability": 0.6728515625
                },
                {
                    "start": 817.47,
                    "end": 817.75,
                    "word": " as",
                    "probability": 0.86865234375
                },
                {
                    "start": 817.75,
                    "end": 818.09,
                    "word": " well",
                    "probability": 0.875
                },
                {
                    "start": 818.09,
                    "end": 818.69,
                    "word": " with",
                    "probability": 0.7734375
                },
                {
                    "start": 818.69,
                    "end": 819.03,
                    "word": " the",
                    "probability": 0.8115234375
                },
                {
                    "start": 819.03,
                    "end": 819.43,
                    "word": " API",
                    "probability": 0.7900390625
                },
                {
                    "start": 819.43,
                    "end": 819.89,
                    "word": " keys",
                    "probability": 0.8017578125
                },
                {
                    "start": 819.89,
                    "end": 820.61,
                    "word": ".",
                    "probability": 0.96630859375
                }
            ]
        },
        {
            "id": 96,
            "seek": 79555,
            "start": 820.69,
            "end": 826.57,
            "text": " This is all I wanted to share with you guys, but please welcome Hiram, who will",
            "tokens": [
                50784,
                639,
                307,
                439,
                286,
                1415,
                281,
                2073,
                365,
                291,
                1074,
                11,
                457,
                1767,
                2928,
                23192,
                335,
                11,
                567,
                486,
                51060
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2612951670784548,
            "compression_ratio": 1.573394495412844,
            "no_speech_prob": 0.0024394989013671875,
            "words": [
                {
                    "start": 820.69,
                    "end": 821.19,
                    "word": " This",
                    "probability": 0.79052734375
                },
                {
                    "start": 821.19,
                    "end": 821.35,
                    "word": " is",
                    "probability": 0.90625
                },
                {
                    "start": 821.35,
                    "end": 821.61,
                    "word": " all",
                    "probability": 0.90283203125
                },
                {
                    "start": 821.61,
                    "end": 821.79,
                    "word": " I",
                    "probability": 0.95849609375
                },
                {
                    "start": 821.79,
                    "end": 822.09,
                    "word": " wanted",
                    "probability": 0.7802734375
                },
                {
                    "start": 822.09,
                    "end": 822.35,
                    "word": " to",
                    "probability": 0.90966796875
                },
                {
                    "start": 822.35,
                    "end": 822.61,
                    "word": " share",
                    "probability": 0.8017578125
                },
                {
                    "start": 822.61,
                    "end": 822.87,
                    "word": " with",
                    "probability": 0.8193359375
                },
                {
                    "start": 822.87,
                    "end": 823.07,
                    "word": " you",
                    "probability": 0.896484375
                },
                {
                    "start": 823.07,
                    "end": 823.49,
                    "word": " guys",
                    "probability": 0.86279296875
                },
                {
                    "start": 823.49,
                    "end": 823.73,
                    "word": ",",
                    "probability": 0.5615234375
                },
                {
                    "start": 823.73,
                    "end": 824.01,
                    "word": " but",
                    "probability": 0.8974609375
                },
                {
                    "start": 824.01,
                    "end": 824.63,
                    "word": " please",
                    "probability": 0.7275390625
                },
                {
                    "start": 824.63,
                    "end": 825.15,
                    "word": " welcome",
                    "probability": 0.7626953125
                },
                {
                    "start": 825.15,
                    "end": 825.67,
                    "word": " Hiram",
                    "probability": 0.6783447265625
                },
                {
                    "start": 825.67,
                    "end": 825.85,
                    "word": ",",
                    "probability": 0.42822265625
                },
                {
                    "start": 825.85,
                    "end": 826.21,
                    "word": " who",
                    "probability": 0.8193359375
                },
                {
                    "start": 826.21,
                    "end": 826.57,
                    "word": " will",
                    "probability": 0.810546875
                }
            ]
        },
        {
            "id": 97,
            "seek": 79555,
            "start": 827.49,
            "end": 834.63,
            "text": " present you some other tips and tricks you can use to win this competition. Thank you.",
            "tokens": [
                51112,
                1974,
                291,
                512,
                661,
                6082,
                293,
                11733,
                291,
                393,
                764,
                281,
                1942,
                341,
                6211,
                13,
                1044,
                291,
                13,
                51428
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2612951670784548,
            "compression_ratio": 1.573394495412844,
            "no_speech_prob": 0.0024394989013671875,
            "words": [
                {
                    "start": 827.49,
                    "end": 827.91,
                    "word": " present",
                    "probability": 0.73876953125
                },
                {
                    "start": 827.91,
                    "end": 828.29,
                    "word": " you",
                    "probability": 0.86181640625
                },
                {
                    "start": 828.29,
                    "end": 828.89,
                    "word": " some",
                    "probability": 0.71240234375
                },
                {
                    "start": 828.89,
                    "end": 829.55,
                    "word": " other",
                    "probability": 0.11639404296875
                },
                {
                    "start": 829.55,
                    "end": 830.09,
                    "word": " tips",
                    "probability": 0.455078125
                },
                {
                    "start": 830.09,
                    "end": 830.35,
                    "word": " and",
                    "probability": 0.896484375
                },
                {
                    "start": 830.35,
                    "end": 830.65,
                    "word": " tricks",
                    "probability": 0.7294921875
                },
                {
                    "start": 830.65,
                    "end": 830.89,
                    "word": " you",
                    "probability": 0.88916015625
                },
                {
                    "start": 830.89,
                    "end": 831.11,
                    "word": " can",
                    "probability": 0.89501953125
                },
                {
                    "start": 831.11,
                    "end": 831.39,
                    "word": " use",
                    "probability": 0.81298828125
                },
                {
                    "start": 831.39,
                    "end": 831.59,
                    "word": " to",
                    "probability": 0.78466796875
                },
                {
                    "start": 831.59,
                    "end": 831.79,
                    "word": " win",
                    "probability": 0.8662109375
                },
                {
                    "start": 831.79,
                    "end": 832.01,
                    "word": " this",
                    "probability": 0.86083984375
                },
                {
                    "start": 832.01,
                    "end": 832.53,
                    "word": " competition",
                    "probability": 0.8720703125
                },
                {
                    "start": 832.53,
                    "end": 833.25,
                    "word": ".",
                    "probability": 0.9716796875
                },
                {
                    "start": 833.33,
                    "end": 833.67,
                    "word": " Thank",
                    "probability": 0.8798828125
                },
                {
                    "start": 833.67,
                    "end": 833.91,
                    "word": " you",
                    "probability": 0.89306640625
                },
                {
                    "start": 833.91,
                    "end": 834.63,
                    "word": ".",
                    "probability": 0.826171875
                }
            ]
        },
        {
            "id": 98,
            "seek": 79555,
            "start": 836.64,
            "end": 842.94,
            "text": " I'm going to describe to you the example solution in the machine learning security evasion",
            "tokens": [
                51516,
                286,
                478,
                516,
                281,
                6786,
                281,
                291,
                264,
                1365,
                3827,
                294,
                264,
                3479,
                2539,
                3825,
                1073,
                6822,
                51812
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2612951670784548,
            "compression_ratio": 1.573394495412844,
            "no_speech_prob": 0.0024394989013671875,
            "words": [
                {
                    "start": 836.64,
                    "end": 837.36,
                    "word": " I'm",
                    "probability": 0.897216796875
                },
                {
                    "start": 837.36,
                    "end": 837.44,
                    "word": " going",
                    "probability": 0.75830078125
                },
                {
                    "start": 837.44,
                    "end": 837.54,
                    "word": " to",
                    "probability": 0.90625
                },
                {
                    "start": 837.54,
                    "end": 837.88,
                    "word": " describe",
                    "probability": 0.7275390625
                },
                {
                    "start": 837.88,
                    "end": 838.1,
                    "word": " to",
                    "probability": 0.904296875
                },
                {
                    "start": 838.1,
                    "end": 838.34,
                    "word": " you",
                    "probability": 0.89404296875
                },
                {
                    "start": 838.34,
                    "end": 838.68,
                    "word": " the",
                    "probability": 0.806640625
                },
                {
                    "start": 838.68,
                    "end": 839.26,
                    "word": " example",
                    "probability": 0.92529296875
                },
                {
                    "start": 839.26,
                    "end": 840.04,
                    "word": " solution",
                    "probability": 0.8515625
                },
                {
                    "start": 840.04,
                    "end": 841.1,
                    "word": " in",
                    "probability": 0.8779296875
                },
                {
                    "start": 841.1,
                    "end": 841.28,
                    "word": " the",
                    "probability": 0.8017578125
                },
                {
                    "start": 841.28,
                    "end": 841.7,
                    "word": " machine",
                    "probability": 0.296875
                },
                {
                    "start": 841.7,
                    "end": 842.12,
                    "word": " learning",
                    "probability": 0.80859375
                },
                {
                    "start": 842.12,
                    "end": 842.56,
                    "word": " security",
                    "probability": 0.8642578125
                },
                {
                    "start": 842.56,
                    "end": 842.94,
                    "word": " evasion",
                    "probability": 0.94384765625
                }
            ]
        },
        {
            "id": 99,
            "seek": 82235,
            "start": 842.94,
            "end": 850.5,
            "text": " competitions attacker challenge that has just begun. The models that you'll be attacking this",
            "tokens": [
                50364,
                26185,
                35871,
                3430,
                300,
                575,
                445,
                16009,
                13,
                440,
                5245,
                300,
                291,
                603,
                312,
                15010,
                341,
                50740
            ],
            "temperature": 0.0,
            "avg_logprob": -0.18669871852183953,
            "compression_ratio": 1.7391304347826086,
            "no_speech_prob": 0.003429412841796875,
            "words": [
                {
                    "start": 842.94,
                    "end": 843.58,
                    "word": " competitions",
                    "probability": 0.0665283203125
                },
                {
                    "start": 843.58,
                    "end": 844.26,
                    "word": " attacker",
                    "probability": 0.58251953125
                },
                {
                    "start": 844.26,
                    "end": 844.92,
                    "word": " challenge",
                    "probability": 0.74755859375
                },
                {
                    "start": 844.92,
                    "end": 845.76,
                    "word": " that",
                    "probability": 0.79931640625
                },
                {
                    "start": 845.76,
                    "end": 845.92,
                    "word": " has",
                    "probability": 0.89501953125
                },
                {
                    "start": 845.92,
                    "end": 846.12,
                    "word": " just",
                    "probability": 0.892578125
                },
                {
                    "start": 846.12,
                    "end": 846.46,
                    "word": " begun",
                    "probability": 0.6494140625
                },
                {
                    "start": 846.46,
                    "end": 847.18,
                    "word": ".",
                    "probability": 0.892578125
                },
                {
                    "start": 847.4,
                    "end": 848.12,
                    "word": " The",
                    "probability": 0.78271484375
                },
                {
                    "start": 848.12,
                    "end": 848.58,
                    "word": " models",
                    "probability": 0.7841796875
                },
                {
                    "start": 848.58,
                    "end": 849.46,
                    "word": " that",
                    "probability": 0.876953125
                },
                {
                    "start": 849.46,
                    "end": 849.66,
                    "word": " you'll",
                    "probability": 0.906494140625
                },
                {
                    "start": 849.66,
                    "end": 849.8,
                    "word": " be",
                    "probability": 0.91162109375
                },
                {
                    "start": 849.8,
                    "end": 850.2,
                    "word": " attacking",
                    "probability": 0.7890625
                },
                {
                    "start": 850.2,
                    "end": 850.5,
                    "word": " this",
                    "probability": 0.8818359375
                }
            ]
        },
        {
            "id": 100,
            "seek": 82235,
            "start": 850.5,
            "end": 856.78,
            "text": " year have been submitted by participants of the previous round in the defender challenge.",
            "tokens": [
                50740,
                1064,
                362,
                668,
                14405,
                538,
                10503,
                295,
                264,
                3894,
                3098,
                294,
                264,
                26537,
                3430,
                13,
                51028
            ],
            "temperature": 0.0,
            "avg_logprob": -0.18669871852183953,
            "compression_ratio": 1.7391304347826086,
            "no_speech_prob": 0.003429412841796875,
            "words": [
                {
                    "start": 850.5,
                    "end": 850.8,
                    "word": " year",
                    "probability": 0.8955078125
                },
                {
                    "start": 850.8,
                    "end": 851.12,
                    "word": " have",
                    "probability": 0.85009765625
                },
                {
                    "start": 851.12,
                    "end": 851.34,
                    "word": " been",
                    "probability": 0.8203125
                },
                {
                    "start": 851.34,
                    "end": 851.9,
                    "word": " submitted",
                    "probability": 0.91162109375
                },
                {
                    "start": 851.9,
                    "end": 852.48,
                    "word": " by",
                    "probability": 0.90625
                },
                {
                    "start": 852.48,
                    "end": 853.1,
                    "word": " participants",
                    "probability": 0.90283203125
                },
                {
                    "start": 853.1,
                    "end": 853.68,
                    "word": " of",
                    "probability": 0.90478515625
                },
                {
                    "start": 853.68,
                    "end": 853.84,
                    "word": " the",
                    "probability": 0.81591796875
                },
                {
                    "start": 853.84,
                    "end": 854.4,
                    "word": " previous",
                    "probability": 0.79052734375
                },
                {
                    "start": 854.4,
                    "end": 855.0,
                    "word": " round",
                    "probability": 0.8740234375
                },
                {
                    "start": 855.0,
                    "end": 855.32,
                    "word": " in",
                    "probability": 0.88037109375
                },
                {
                    "start": 855.32,
                    "end": 855.42,
                    "word": " the",
                    "probability": 0.802734375
                },
                {
                    "start": 855.42,
                    "end": 855.74,
                    "word": " defender",
                    "probability": 0.41162109375
                },
                {
                    "start": 855.74,
                    "end": 856.32,
                    "word": " challenge",
                    "probability": 0.77685546875
                },
                {
                    "start": 856.32,
                    "end": 856.78,
                    "word": ".",
                    "probability": 0.9384765625
                }
            ]
        },
        {
            "id": 101,
            "seek": 82235,
            "start": 856.94,
            "end": 862.96,
            "text": " Two of the models from the previous round have qualified to be included in this round.",
            "tokens": [
                51080,
                4453,
                295,
                264,
                5245,
                490,
                264,
                3894,
                3098,
                362,
                15904,
                281,
                312,
                5556,
                294,
                341,
                3098,
                13,
                51344
            ],
            "temperature": 0.0,
            "avg_logprob": -0.18669871852183953,
            "compression_ratio": 1.7391304347826086,
            "no_speech_prob": 0.003429412841796875,
            "words": [
                {
                    "start": 856.94,
                    "end": 857.66,
                    "word": " Two",
                    "probability": 0.798828125
                },
                {
                    "start": 857.66,
                    "end": 858.1,
                    "word": " of",
                    "probability": 0.8994140625
                },
                {
                    "start": 858.1,
                    "end": 858.24,
                    "word": " the",
                    "probability": 0.81591796875
                },
                {
                    "start": 858.24,
                    "end": 858.64,
                    "word": " models",
                    "probability": 0.79833984375
                },
                {
                    "start": 858.64,
                    "end": 859.48,
                    "word": " from",
                    "probability": 0.79296875
                },
                {
                    "start": 859.48,
                    "end": 859.64,
                    "word": " the",
                    "probability": 0.81591796875
                },
                {
                    "start": 859.64,
                    "end": 859.98,
                    "word": " previous",
                    "probability": 0.7763671875
                },
                {
                    "start": 859.98,
                    "end": 860.3,
                    "word": " round",
                    "probability": 0.84912109375
                },
                {
                    "start": 860.3,
                    "end": 860.48,
                    "word": " have",
                    "probability": 0.79931640625
                },
                {
                    "start": 860.48,
                    "end": 861.0,
                    "word": " qualified",
                    "probability": 0.837890625
                },
                {
                    "start": 861.0,
                    "end": 861.4,
                    "word": " to",
                    "probability": 0.90625
                },
                {
                    "start": 861.4,
                    "end": 861.54,
                    "word": " be",
                    "probability": 0.90966796875
                },
                {
                    "start": 861.54,
                    "end": 861.9,
                    "word": " included",
                    "probability": 0.76953125
                },
                {
                    "start": 861.9,
                    "end": 862.1,
                    "word": " in",
                    "probability": 0.9072265625
                },
                {
                    "start": 862.1,
                    "end": 862.28,
                    "word": " this",
                    "probability": 0.88427734375
                },
                {
                    "start": 862.28,
                    "end": 862.58,
                    "word": " round",
                    "probability": 0.87255859375
                },
                {
                    "start": 862.58,
                    "end": 862.96,
                    "word": ".",
                    "probability": 0.9462890625
                }
            ]
        },
        {
            "id": 102,
            "seek": 82235,
            "start": 862.96,
            "end": 869.74,
            "text": " In addition, we have hosted our own model for you to attack. That model is trained on the",
            "tokens": [
                51372,
                682,
                4500,
                11,
                321,
                362,
                19204,
                527,
                1065,
                2316,
                337,
                291,
                281,
                2690,
                13,
                663,
                2316,
                307,
                8895,
                322,
                264,
                51700
            ],
            "temperature": 0.0,
            "avg_logprob": -0.18669871852183953,
            "compression_ratio": 1.7391304347826086,
            "no_speech_prob": 0.003429412841796875,
            "words": [
                {
                    "start": 862.96,
                    "end": 863.32,
                    "word": " In",
                    "probability": 0.90771484375
                },
                {
                    "start": 863.32,
                    "end": 863.72,
                    "word": " addition",
                    "probability": 0.90673828125
                },
                {
                    "start": 863.72,
                    "end": 864.08,
                    "word": ",",
                    "probability": 0.84326171875
                },
                {
                    "start": 864.08,
                    "end": 864.7,
                    "word": " we",
                    "probability": 0.900390625
                },
                {
                    "start": 864.7,
                    "end": 864.92,
                    "word": " have",
                    "probability": 0.8681640625
                },
                {
                    "start": 864.92,
                    "end": 865.28,
                    "word": " hosted",
                    "probability": 0.73486328125
                },
                {
                    "start": 865.28,
                    "end": 865.64,
                    "word": " our",
                    "probability": 0.814453125
                },
                {
                    "start": 865.64,
                    "end": 866.02,
                    "word": " own",
                    "probability": 0.8203125
                },
                {
                    "start": 866.02,
                    "end": 866.38,
                    "word": " model",
                    "probability": 0.8173828125
                },
                {
                    "start": 866.38,
                    "end": 866.64,
                    "word": " for",
                    "probability": 0.87548828125
                },
                {
                    "start": 866.64,
                    "end": 866.76,
                    "word": " you",
                    "probability": 0.896484375
                },
                {
                    "start": 866.76,
                    "end": 866.9,
                    "word": " to",
                    "probability": 0.90869140625
                },
                {
                    "start": 866.9,
                    "end": 867.32,
                    "word": " attack",
                    "probability": 0.8193359375
                },
                {
                    "start": 867.32,
                    "end": 867.6,
                    "word": ".",
                    "probability": 0.84033203125
                },
                {
                    "start": 867.6,
                    "end": 868.14,
                    "word": " That",
                    "probability": 0.80224609375
                },
                {
                    "start": 868.14,
                    "end": 868.54,
                    "word": " model",
                    "probability": 0.81396484375
                },
                {
                    "start": 868.54,
                    "end": 868.88,
                    "word": " is",
                    "probability": 0.90625
                },
                {
                    "start": 868.88,
                    "end": 869.28,
                    "word": " trained",
                    "probability": 0.80029296875
                },
                {
                    "start": 869.28,
                    "end": 869.58,
                    "word": " on",
                    "probability": 0.90869140625
                },
                {
                    "start": 869.58,
                    "end": 869.74,
                    "word": " the",
                    "probability": 0.80078125
                }
            ]
        },
        {
            "id": 103,
            "seek": 84555,
            "start": 869.74,
            "end": 877.2,
            "text": " Ember dataset and includes some basic capability to detect adversarial examples. The source code",
            "tokens": [
                50372,
                3968,
                607,
                28872,
                293,
                5974,
                512,
                3875,
                13759,
                281,
                5531,
                17641,
                44745,
                5110,
                13,
                440,
                4009,
                3089,
                50736
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2506300292668804,
            "compression_ratio": 1.482233502538071,
            "no_speech_prob": 0.0017271041870117188,
            "words": [
                {
                    "start": 869.74,
                    "end": 869.96,
                    "word": " Ember",
                    "probability": 0.6473388671875
                },
                {
                    "start": 869.96,
                    "end": 870.38,
                    "word": " dataset",
                    "probability": 0.5390625
                },
                {
                    "start": 870.38,
                    "end": 871.76,
                    "word": " and",
                    "probability": 0.65087890625
                },
                {
                    "start": 871.76,
                    "end": 872.4,
                    "word": " includes",
                    "probability": 0.66259765625
                },
                {
                    "start": 872.4,
                    "end": 872.66,
                    "word": " some",
                    "probability": 0.806640625
                },
                {
                    "start": 872.66,
                    "end": 873.02,
                    "word": " basic",
                    "probability": 0.9130859375
                },
                {
                    "start": 873.02,
                    "end": 873.54,
                    "word": " capability",
                    "probability": 0.876953125
                },
                {
                    "start": 873.54,
                    "end": 873.84,
                    "word": " to",
                    "probability": 0.90380859375
                },
                {
                    "start": 873.84,
                    "end": 874.28,
                    "word": " detect",
                    "probability": 0.89599609375
                },
                {
                    "start": 874.28,
                    "end": 875.04,
                    "word": " adversarial",
                    "probability": 0.83203125
                },
                {
                    "start": 875.04,
                    "end": 875.62,
                    "word": " examples",
                    "probability": 0.80078125
                },
                {
                    "start": 875.62,
                    "end": 876.36,
                    "word": ".",
                    "probability": 0.97314453125
                },
                {
                    "start": 876.36,
                    "end": 876.52,
                    "word": " The",
                    "probability": 0.7763671875
                },
                {
                    "start": 876.52,
                    "end": 876.8,
                    "word": " source",
                    "probability": 0.74365234375
                },
                {
                    "start": 876.8,
                    "end": 877.2,
                    "word": " code",
                    "probability": 0.8310546875
                }
            ]
        },
        {
            "id": 104,
            "seek": 84555,
            "start": 877.2,
            "end": 884.22,
            "text": " and model weights for this defended Ember model are provided on the competition's GitHub site.",
            "tokens": [
                50736,
                293,
                2316,
                17443,
                337,
                341,
                34135,
                3968,
                607,
                2316,
                366,
                5649,
                322,
                264,
                6211,
                311,
                23331,
                3621,
                13,
                51068
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2506300292668804,
            "compression_ratio": 1.482233502538071,
            "no_speech_prob": 0.0017271041870117188,
            "words": [
                {
                    "start": 877.2,
                    "end": 877.4,
                    "word": " and",
                    "probability": 0.888671875
                },
                {
                    "start": 877.4,
                    "end": 877.68,
                    "word": " model",
                    "probability": 0.82177734375
                },
                {
                    "start": 877.68,
                    "end": 877.98,
                    "word": " weights",
                    "probability": 0.73681640625
                },
                {
                    "start": 877.98,
                    "end": 878.24,
                    "word": " for",
                    "probability": 0.9033203125
                },
                {
                    "start": 878.24,
                    "end": 878.56,
                    "word": " this",
                    "probability": 0.8681640625
                },
                {
                    "start": 878.56,
                    "end": 879.24,
                    "word": " defended",
                    "probability": 0.42041015625
                },
                {
                    "start": 879.24,
                    "end": 879.72,
                    "word": " Ember",
                    "probability": 0.892333984375
                },
                {
                    "start": 879.72,
                    "end": 880.86,
                    "word": " model",
                    "probability": 0.79541015625
                },
                {
                    "start": 880.86,
                    "end": 881.12,
                    "word": " are",
                    "probability": 0.89599609375
                },
                {
                    "start": 881.12,
                    "end": 881.6,
                    "word": " provided",
                    "probability": 0.83154296875
                },
                {
                    "start": 881.6,
                    "end": 882.18,
                    "word": " on",
                    "probability": 0.90869140625
                },
                {
                    "start": 882.18,
                    "end": 882.34,
                    "word": " the",
                    "probability": 0.8076171875
                },
                {
                    "start": 882.34,
                    "end": 883.22,
                    "word": " competition's",
                    "probability": 0.6077880859375
                },
                {
                    "start": 883.22,
                    "end": 883.44,
                    "word": " GitHub",
                    "probability": 0.83447265625
                },
                {
                    "start": 883.44,
                    "end": 883.82,
                    "word": " site",
                    "probability": 0.80029296875
                },
                {
                    "start": 883.82,
                    "end": 884.22,
                    "word": ".",
                    "probability": 0.9853515625
                }
            ]
        },
        {
            "id": 105,
            "seek": 84555,
            "start": 884.88,
            "end": 892.94,
            "text": " However, the remaining models are to you complete black boxes where you only get to observe the hard",
            "tokens": [
                51128,
                2908,
                11,
                264,
                8877,
                5245,
                366,
                281,
                291,
                3566,
                2211,
                9002,
                689,
                291,
                787,
                483,
                281,
                11441,
                264,
                1152,
                51532
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2506300292668804,
            "compression_ratio": 1.482233502538071,
            "no_speech_prob": 0.0017271041870117188,
            "words": [
                {
                    "start": 884.88,
                    "end": 885.42,
                    "word": " However",
                    "probability": 0.82958984375
                },
                {
                    "start": 885.42,
                    "end": 885.64,
                    "word": ",",
                    "probability": 0.97021484375
                },
                {
                    "start": 885.64,
                    "end": 885.9,
                    "word": " the",
                    "probability": 0.80859375
                },
                {
                    "start": 885.9,
                    "end": 886.22,
                    "word": " remaining",
                    "probability": 0.82958984375
                },
                {
                    "start": 886.22,
                    "end": 886.68,
                    "word": " models",
                    "probability": 0.8046875
                },
                {
                    "start": 886.68,
                    "end": 887.04,
                    "word": " are",
                    "probability": 0.888671875
                },
                {
                    "start": 887.04,
                    "end": 887.26,
                    "word": " to",
                    "probability": 0.66552734375
                },
                {
                    "start": 887.26,
                    "end": 887.46,
                    "word": " you",
                    "probability": 0.88916015625
                },
                {
                    "start": 887.46,
                    "end": 888.0,
                    "word": " complete",
                    "probability": 0.63037109375
                },
                {
                    "start": 888.0,
                    "end": 888.48,
                    "word": " black",
                    "probability": 0.84521484375
                },
                {
                    "start": 888.48,
                    "end": 888.96,
                    "word": " boxes",
                    "probability": 0.77392578125
                },
                {
                    "start": 888.96,
                    "end": 890.06,
                    "word": " where",
                    "probability": 0.62353515625
                },
                {
                    "start": 890.06,
                    "end": 890.36,
                    "word": " you",
                    "probability": 0.89306640625
                },
                {
                    "start": 890.36,
                    "end": 890.92,
                    "word": " only",
                    "probability": 0.85546875
                },
                {
                    "start": 890.92,
                    "end": 891.3,
                    "word": " get",
                    "probability": 0.88671875
                },
                {
                    "start": 891.3,
                    "end": 891.5,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 891.5,
                    "end": 891.9,
                    "word": " observe",
                    "probability": 0.7890625
                },
                {
                    "start": 891.9,
                    "end": 892.4,
                    "word": " the",
                    "probability": 0.81298828125
                },
                {
                    "start": 892.4,
                    "end": 892.94,
                    "word": " hard",
                    "probability": 0.7978515625
                }
            ]
        },
        {
            "id": 106,
            "seek": 87467,
            "start": 892.94,
            "end": 900.04,
            "text": " label predictions. That is a zero or a one for an output that you provide to the machine learning",
            "tokens": [
                50372,
                7645,
                21264,
                13,
                663,
                307,
                257,
                4018,
                420,
                257,
                472,
                337,
                364,
                5598,
                300,
                291,
                2893,
                281,
                264,
                3479,
                2539,
                50720
            ],
            "temperature": 0.0,
            "avg_logprob": -0.214231929506164,
            "compression_ratio": 1.5560344827586208,
            "no_speech_prob": 0.0018100738525390625,
            "words": [
                {
                    "start": 892.94,
                    "end": 893.54,
                    "word": " label",
                    "probability": 0.420166015625
                },
                {
                    "start": 893.54,
                    "end": 894.32,
                    "word": " predictions",
                    "probability": 0.716796875
                },
                {
                    "start": 894.32,
                    "end": 894.72,
                    "word": ".",
                    "probability": 0.18701171875
                },
                {
                    "start": 894.72,
                    "end": 894.8,
                    "word": " That",
                    "probability": 0.77490234375
                },
                {
                    "start": 894.8,
                    "end": 894.92,
                    "word": " is",
                    "probability": 0.90234375
                },
                {
                    "start": 895.1,
                    "end": 895.4,
                    "word": " a zero",
                    "probability": 0.40087890625
                },
                {
                    "start": 895.4,
                    "end": 895.7,
                    "word": " or",
                    "probability": 0.89306640625
                },
                {
                    "start": 895.82,
                    "end": 896.06,
                    "word": " a one",
                    "probability": 0.77685546875
                },
                {
                    "start": 896.06,
                    "end": 897.26,
                    "word": " for",
                    "probability": 0.76708984375
                },
                {
                    "start": 897.26,
                    "end": 897.72,
                    "word": " an",
                    "probability": 0.89697265625
                },
                {
                    "start": 897.72,
                    "end": 898.06,
                    "word": " output",
                    "probability": 0.8251953125
                },
                {
                    "start": 898.06,
                    "end": 898.26,
                    "word": " that",
                    "probability": 0.861328125
                },
                {
                    "start": 898.26,
                    "end": 898.36,
                    "word": " you",
                    "probability": 0.89208984375
                },
                {
                    "start": 898.36,
                    "end": 898.78,
                    "word": " provide",
                    "probability": 0.87939453125
                },
                {
                    "start": 898.78,
                    "end": 899.4,
                    "word": " to",
                    "probability": 0.89599609375
                },
                {
                    "start": 899.4,
                    "end": 899.56,
                    "word": " the",
                    "probability": 0.8095703125
                },
                {
                    "start": 899.56,
                    "end": 899.82,
                    "word": " machine",
                    "probability": 0.59521484375
                },
                {
                    "start": 899.82,
                    "end": 900.04,
                    "word": " learning",
                    "probability": 0.61669921875
                }
            ]
        },
        {
            "id": 107,
            "seek": 87467,
            "start": 900.04,
            "end": 907.68,
            "text": " models. The final leaderboard ranking will be set by the following rank ordered criteria.",
            "tokens": [
                50720,
                5245,
                13,
                440,
                2572,
                5263,
                3787,
                17833,
                486,
                312,
                992,
                538,
                264,
                3480,
                6181,
                8866,
                11101,
                13,
                51076
            ],
            "temperature": 0.0,
            "avg_logprob": -0.214231929506164,
            "compression_ratio": 1.5560344827586208,
            "no_speech_prob": 0.0018100738525390625,
            "words": [
                {
                    "start": 900.04,
                    "end": 900.52,
                    "word": " models",
                    "probability": 0.77587890625
                },
                {
                    "start": 900.52,
                    "end": 901.12,
                    "word": ".",
                    "probability": 0.96630859375
                },
                {
                    "start": 901.98,
                    "end": 902.7,
                    "word": " The",
                    "probability": 0.82080078125
                },
                {
                    "start": 902.7,
                    "end": 903.08,
                    "word": " final",
                    "probability": 0.88037109375
                },
                {
                    "start": 903.08,
                    "end": 903.6,
                    "word": " leaderboard",
                    "probability": 0.91015625
                },
                {
                    "start": 903.6,
                    "end": 904.0,
                    "word": " ranking",
                    "probability": 0.8232421875
                },
                {
                    "start": 904.0,
                    "end": 904.36,
                    "word": " will",
                    "probability": 0.8154296875
                },
                {
                    "start": 904.36,
                    "end": 904.5,
                    "word": " be",
                    "probability": 0.9013671875
                },
                {
                    "start": 904.5,
                    "end": 904.82,
                    "word": " set",
                    "probability": 0.8876953125
                },
                {
                    "start": 904.82,
                    "end": 905.02,
                    "word": " by",
                    "probability": 0.90087890625
                },
                {
                    "start": 905.02,
                    "end": 905.26,
                    "word": " the",
                    "probability": 0.8134765625
                },
                {
                    "start": 905.26,
                    "end": 905.6,
                    "word": " following",
                    "probability": 0.828125
                },
                {
                    "start": 905.6,
                    "end": 906.08,
                    "word": " rank",
                    "probability": 0.8408203125
                },
                {
                    "start": 906.08,
                    "end": 906.44,
                    "word": " ordered",
                    "probability": 0.4189453125
                },
                {
                    "start": 906.44,
                    "end": 907.16,
                    "word": " criteria",
                    "probability": 0.78759765625
                },
                {
                    "start": 907.16,
                    "end": 907.68,
                    "word": ".",
                    "probability": 0.95947265625
                }
            ]
        },
        {
            "id": 108,
            "seek": 87467,
            "start": 907.98,
            "end": 914.62,
            "text": " First, the total number of evasions with one point for each of the three ML models",
            "tokens": [
                51132,
                2386,
                11,
                264,
                3217,
                1230,
                295,
                1073,
                296,
                626,
                365,
                472,
                935,
                337,
                1184,
                295,
                264,
                1045,
                21601,
                5245,
                51464
            ],
            "temperature": 0.0,
            "avg_logprob": -0.214231929506164,
            "compression_ratio": 1.5560344827586208,
            "no_speech_prob": 0.0018100738525390625,
            "words": [
                {
                    "start": 907.98,
                    "end": 908.7,
                    "word": " First",
                    "probability": 0.8896484375
                },
                {
                    "start": 908.7,
                    "end": 908.86,
                    "word": ",",
                    "probability": 0.8544921875
                },
                {
                    "start": 908.86,
                    "end": 909.02,
                    "word": " the",
                    "probability": 0.798828125
                },
                {
                    "start": 909.02,
                    "end": 909.38,
                    "word": " total",
                    "probability": 0.7958984375
                },
                {
                    "start": 909.38,
                    "end": 909.66,
                    "word": " number",
                    "probability": 0.87744140625
                },
                {
                    "start": 909.66,
                    "end": 909.82,
                    "word": " of",
                    "probability": 0.90380859375
                },
                {
                    "start": 909.82,
                    "end": 910.28,
                    "word": " evasions",
                    "probability": 0.939453125
                },
                {
                    "start": 910.28,
                    "end": 910.56,
                    "word": " with",
                    "probability": 0.677734375
                },
                {
                    "start": 910.56,
                    "end": 911.02,
                    "word": " one",
                    "probability": 0.7724609375
                },
                {
                    "start": 911.02,
                    "end": 911.38,
                    "word": " point",
                    "probability": 0.86376953125
                },
                {
                    "start": 911.38,
                    "end": 911.64,
                    "word": " for",
                    "probability": 0.90234375
                },
                {
                    "start": 911.64,
                    "end": 912.08,
                    "word": " each",
                    "probability": 0.86474609375
                },
                {
                    "start": 912.08,
                    "end": 912.44,
                    "word": " of",
                    "probability": 0.9033203125
                },
                {
                    "start": 912.44,
                    "end": 912.6,
                    "word": " the",
                    "probability": 0.8154296875
                },
                {
                    "start": 912.6,
                    "end": 913.12,
                    "word": " three",
                    "probability": 0.7958984375
                },
                {
                    "start": 913.12,
                    "end": 914.06,
                    "word": " ML",
                    "probability": 0.78759765625
                },
                {
                    "start": 914.06,
                    "end": 914.62,
                    "word": " models",
                    "probability": 0.76416015625
                }
            ]
        },
        {
            "id": 109,
            "seek": 87467,
            "start": 914.62,
            "end": 922.06,
            "text": " times 50 malware samples, meaning that the maximum score is 150. Remember though that each",
            "tokens": [
                51464,
                1413,
                2625,
                40747,
                10938,
                11,
                3620,
                300,
                264,
                6674,
                6175,
                307,
                8451,
                13,
                5459,
                1673,
                300,
                1184,
                51832
            ],
            "temperature": 0.0,
            "avg_logprob": -0.214231929506164,
            "compression_ratio": 1.5560344827586208,
            "no_speech_prob": 0.0018100738525390625,
            "words": [
                {
                    "start": 914.62,
                    "end": 915.36,
                    "word": " times",
                    "probability": 0.70361328125
                },
                {
                    "start": 915.36,
                    "end": 916.14,
                    "word": " 50",
                    "probability": 0.80517578125
                },
                {
                    "start": 916.14,
                    "end": 916.58,
                    "word": " malware",
                    "probability": 0.85205078125
                },
                {
                    "start": 916.58,
                    "end": 917.04,
                    "word": " samples",
                    "probability": 0.736328125
                },
                {
                    "start": 917.04,
                    "end": 917.22,
                    "word": ",",
                    "probability": 0.7900390625
                },
                {
                    "start": 917.22,
                    "end": 917.36,
                    "word": " meaning",
                    "probability": 0.80322265625
                },
                {
                    "start": 917.36,
                    "end": 917.72,
                    "word": " that",
                    "probability": 0.8798828125
                },
                {
                    "start": 917.72,
                    "end": 917.96,
                    "word": " the",
                    "probability": 0.81494140625
                },
                {
                    "start": 917.96,
                    "end": 918.3,
                    "word": " maximum",
                    "probability": 0.818359375
                },
                {
                    "start": 918.3,
                    "end": 918.76,
                    "word": " score",
                    "probability": 0.8154296875
                },
                {
                    "start": 918.76,
                    "end": 918.98,
                    "word": " is",
                    "probability": 0.91162109375
                },
                {
                    "start": 918.98,
                    "end": 919.78,
                    "word": " 150",
                    "probability": 0.74951171875
                },
                {
                    "start": 919.78,
                    "end": 920.5,
                    "word": ".",
                    "probability": 0.98779296875
                },
                {
                    "start": 920.7,
                    "end": 921.14,
                    "word": " Remember",
                    "probability": 0.90869140625
                },
                {
                    "start": 921.14,
                    "end": 921.38,
                    "word": " though",
                    "probability": 0.509765625
                },
                {
                    "start": 921.38,
                    "end": 921.6,
                    "word": " that",
                    "probability": 0.603515625
                },
                {
                    "start": 921.6,
                    "end": 922.06,
                    "word": " each",
                    "probability": 0.87255859375
                }
            ]
        },
        {
            "id": 110,
            "seek": 89737,
            "start": 922.06,
            "end": 928.64,
            "text": " evasive sample must reproduce its original functionality in a sandbox in order to be",
            "tokens": [
                50376,
                1073,
                23686,
                6889,
                1633,
                29501,
                1080,
                3380,
                14980,
                294,
                257,
                42115,
                294,
                1668,
                281,
                312,
                50688
            ],
            "temperature": 0.0,
            "avg_logprob": -0.15471540790583407,
            "compression_ratio": 1.5476190476190477,
            "no_speech_prob": 0.00030541419982910156,
            "words": [
                {
                    "start": 922.06,
                    "end": 922.96,
                    "word": " evasive",
                    "probability": 0.508636474609375
                },
                {
                    "start": 922.96,
                    "end": 923.54,
                    "word": " sample",
                    "probability": 0.75732421875
                },
                {
                    "start": 923.54,
                    "end": 924.22,
                    "word": " must",
                    "probability": 0.79150390625
                },
                {
                    "start": 924.22,
                    "end": 925.4,
                    "word": " reproduce",
                    "probability": 0.82080078125
                },
                {
                    "start": 925.4,
                    "end": 925.92,
                    "word": " its",
                    "probability": 0.79345703125
                },
                {
                    "start": 925.92,
                    "end": 926.36,
                    "word": " original",
                    "probability": 0.83251953125
                },
                {
                    "start": 926.36,
                    "end": 926.86,
                    "word": " functionality",
                    "probability": 0.91455078125
                },
                {
                    "start": 926.86,
                    "end": 927.12,
                    "word": " in",
                    "probability": 0.896484375
                },
                {
                    "start": 927.24,
                    "end": 927.56,
                    "word": " a sandbox",
                    "probability": 0.8515625
                },
                {
                    "start": 927.56,
                    "end": 928.1,
                    "word": " in",
                    "probability": 0.8701171875
                },
                {
                    "start": 928.1,
                    "end": 928.26,
                    "word": " order",
                    "probability": 0.82373046875
                },
                {
                    "start": 928.26,
                    "end": 928.48,
                    "word": " to",
                    "probability": 0.9052734375
                },
                {
                    "start": 928.48,
                    "end": 928.64,
                    "word": " be",
                    "probability": 0.90869140625
                }
            ]
        },
        {
            "id": 111,
            "seek": 89737,
            "start": 928.64,
            "end": 937.02,
            "text": " awarded a point. Functionality is verified only when you upload a zip file containing",
            "tokens": [
                50688,
                19100,
                257,
                935,
                13,
                11166,
                882,
                1860,
                307,
                31197,
                787,
                562,
                291,
                6580,
                257,
                20730,
                3991,
                19273,
                51132
            ],
            "temperature": 0.0,
            "avg_logprob": -0.15471540790583407,
            "compression_ratio": 1.5476190476190477,
            "no_speech_prob": 0.00030541419982910156,
            "words": [
                {
                    "start": 928.64,
                    "end": 928.92,
                    "word": " awarded",
                    "probability": 0.7998046875
                },
                {
                    "start": 929.14,
                    "end": 929.4,
                    "word": " a point",
                    "probability": 0.85009765625
                },
                {
                    "start": 929.4,
                    "end": 930.28,
                    "word": ".",
                    "probability": 0.95361328125
                },
                {
                    "start": 930.28,
                    "end": 931.1,
                    "word": " Functionality",
                    "probability": 0.9415690104166666
                },
                {
                    "start": 931.1,
                    "end": 932.08,
                    "word": " is",
                    "probability": 0.89794921875
                },
                {
                    "start": 932.08,
                    "end": 933.06,
                    "word": " verified",
                    "probability": 0.90673828125
                },
                {
                    "start": 933.06,
                    "end": 933.72,
                    "word": " only",
                    "probability": 0.857421875
                },
                {
                    "start": 933.72,
                    "end": 934.56,
                    "word": " when",
                    "probability": 0.8759765625
                },
                {
                    "start": 934.56,
                    "end": 934.78,
                    "word": " you",
                    "probability": 0.896484375
                },
                {
                    "start": 934.78,
                    "end": 935.38,
                    "word": " upload",
                    "probability": 0.8046875
                },
                {
                    "start": 935.66,
                    "end": 935.88,
                    "word": " a zip",
                    "probability": 0.7333984375
                },
                {
                    "start": 935.88,
                    "end": 936.36,
                    "word": " file",
                    "probability": 0.77685546875
                },
                {
                    "start": 936.36,
                    "end": 937.02,
                    "word": " containing",
                    "probability": 0.8310546875
                }
            ]
        },
        {
            "id": 112,
            "seek": 89737,
            "start": 937.02,
            "end": 944.76,
            "text": " your candidate malware samples. It will not be verified when you merely query the machine",
            "tokens": [
                51132,
                428,
                11532,
                40747,
                10938,
                13,
                467,
                486,
                406,
                312,
                31197,
                562,
                291,
                17003,
                14581,
                264,
                3479,
                51508
            ],
            "temperature": 0.0,
            "avg_logprob": -0.15471540790583407,
            "compression_ratio": 1.5476190476190477,
            "no_speech_prob": 0.00030541419982910156,
            "words": [
                {
                    "start": 937.02,
                    "end": 937.74,
                    "word": " your",
                    "probability": 0.81396484375
                },
                {
                    "start": 937.74,
                    "end": 938.3,
                    "word": " candidate",
                    "probability": 0.70556640625
                },
                {
                    "start": 938.3,
                    "end": 939.16,
                    "word": " malware",
                    "probability": 0.83447265625
                },
                {
                    "start": 939.16,
                    "end": 939.74,
                    "word": " samples",
                    "probability": 0.76416015625
                },
                {
                    "start": 939.74,
                    "end": 939.98,
                    "word": ".",
                    "probability": 0.9072265625
                },
                {
                    "start": 939.98,
                    "end": 940.38,
                    "word": " It",
                    "probability": 0.900390625
                },
                {
                    "start": 940.38,
                    "end": 940.54,
                    "word": " will",
                    "probability": 0.81494140625
                },
                {
                    "start": 940.54,
                    "end": 940.88,
                    "word": " not",
                    "probability": 0.892578125
                },
                {
                    "start": 940.88,
                    "end": 941.14,
                    "word": " be",
                    "probability": 0.90380859375
                },
                {
                    "start": 941.14,
                    "end": 941.7,
                    "word": " verified",
                    "probability": 0.90380859375
                },
                {
                    "start": 941.7,
                    "end": 942.56,
                    "word": " when",
                    "probability": 0.8720703125
                },
                {
                    "start": 942.56,
                    "end": 943.12,
                    "word": " you",
                    "probability": 0.88818359375
                },
                {
                    "start": 943.12,
                    "end": 943.6,
                    "word": " merely",
                    "probability": 0.658203125
                },
                {
                    "start": 943.6,
                    "end": 944.16,
                    "word": " query",
                    "probability": 0.8134765625
                },
                {
                    "start": 944.16,
                    "end": 944.42,
                    "word": " the",
                    "probability": 0.796875
                },
                {
                    "start": 944.42,
                    "end": 944.76,
                    "word": " machine",
                    "probability": 0.68994140625
                }
            ]
        },
        {
            "id": 113,
            "seek": 92641,
            "start": 944.76,
            "end": 952.84,
            "text": " learning models through the API. In the event of a tie for point number one, contestants will",
            "tokens": [
                50372,
                2539,
                5245,
                807,
                264,
                9362,
                13,
                682,
                264,
                2280,
                295,
                257,
                7582,
                337,
                935,
                1230,
                472,
                11,
                39676,
                486,
                50764
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1921695361192199,
            "compression_ratio": 1.6244725738396624,
            "no_speech_prob": 0.1500244140625,
            "words": [
                {
                    "start": 944.76,
                    "end": 945.24,
                    "word": " learning",
                    "probability": 0.546875
                },
                {
                    "start": 945.24,
                    "end": 945.74,
                    "word": " models",
                    "probability": 0.798828125
                },
                {
                    "start": 945.74,
                    "end": 946.24,
                    "word": " through",
                    "probability": 0.791015625
                },
                {
                    "start": 946.24,
                    "end": 946.46,
                    "word": " the",
                    "probability": 0.806640625
                },
                {
                    "start": 946.46,
                    "end": 946.86,
                    "word": " API",
                    "probability": 0.81787109375
                },
                {
                    "start": 946.86,
                    "end": 947.58,
                    "word": ".",
                    "probability": 0.9638671875
                },
                {
                    "start": 947.94,
                    "end": 948.66,
                    "word": " In",
                    "probability": 0.9140625
                },
                {
                    "start": 948.66,
                    "end": 948.78,
                    "word": " the",
                    "probability": 0.8115234375
                },
                {
                    "start": 948.78,
                    "end": 949.02,
                    "word": " event",
                    "probability": 0.72021484375
                },
                {
                    "start": 949.02,
                    "end": 949.14,
                    "word": " of",
                    "probability": 0.90380859375
                },
                {
                    "start": 949.28,
                    "end": 949.6,
                    "word": " a tie",
                    "probability": 0.8916015625
                },
                {
                    "start": 949.6,
                    "end": 950.08,
                    "word": " for",
                    "probability": 0.79931640625
                },
                {
                    "start": 950.08,
                    "end": 950.52,
                    "word": " point",
                    "probability": 0.806640625
                },
                {
                    "start": 950.52,
                    "end": 950.72,
                    "word": " number",
                    "probability": 0.83544921875
                },
                {
                    "start": 950.72,
                    "end": 951.12,
                    "word": " one",
                    "probability": 0.748046875
                },
                {
                    "start": 951.12,
                    "end": 951.66,
                    "word": ",",
                    "probability": 0.91015625
                },
                {
                    "start": 951.66,
                    "end": 952.56,
                    "word": " contestants",
                    "probability": 0.8037109375
                },
                {
                    "start": 952.56,
                    "end": 952.84,
                    "word": " will",
                    "probability": 0.8173828125
                }
            ]
        },
        {
            "id": 114,
            "seek": 92641,
            "start": 952.84,
            "end": 960.82,
            "text": " be ranked by the number of model queries used through the API. And lastly, the timestamp of",
            "tokens": [
                50764,
                312,
                20197,
                538,
                264,
                1230,
                295,
                2316,
                24109,
                1143,
                807,
                264,
                9362,
                13,
                400,
                16386,
                11,
                264,
                49108,
                1215,
                295,
                51160
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1921695361192199,
            "compression_ratio": 1.6244725738396624,
            "no_speech_prob": 0.1500244140625,
            "words": [
                {
                    "start": 952.84,
                    "end": 953.0,
                    "word": " be",
                    "probability": 0.9013671875
                },
                {
                    "start": 953.0,
                    "end": 953.32,
                    "word": " ranked",
                    "probability": 0.78369140625
                },
                {
                    "start": 953.32,
                    "end": 953.88,
                    "word": " by",
                    "probability": 0.9013671875
                },
                {
                    "start": 953.88,
                    "end": 954.1,
                    "word": " the",
                    "probability": 0.81591796875
                },
                {
                    "start": 954.1,
                    "end": 954.4,
                    "word": " number",
                    "probability": 0.88134765625
                },
                {
                    "start": 954.4,
                    "end": 954.78,
                    "word": " of",
                    "probability": 0.90380859375
                },
                {
                    "start": 954.78,
                    "end": 955.2,
                    "word": " model",
                    "probability": 0.82177734375
                },
                {
                    "start": 955.2,
                    "end": 955.64,
                    "word": " queries",
                    "probability": 0.85400390625
                },
                {
                    "start": 955.64,
                    "end": 956.82,
                    "word": " used",
                    "probability": 0.78369140625
                },
                {
                    "start": 956.82,
                    "end": 957.5,
                    "word": " through",
                    "probability": 0.7939453125
                },
                {
                    "start": 957.5,
                    "end": 957.7,
                    "word": " the",
                    "probability": 0.80908203125
                },
                {
                    "start": 957.7,
                    "end": 958.08,
                    "word": " API",
                    "probability": 0.83544921875
                },
                {
                    "start": 958.08,
                    "end": 958.8,
                    "word": ".",
                    "probability": 0.89111328125
                },
                {
                    "start": 959.0,
                    "end": 959.18,
                    "word": " And",
                    "probability": 0.8046875
                },
                {
                    "start": 959.18,
                    "end": 959.64,
                    "word": " lastly",
                    "probability": 0.798828125
                },
                {
                    "start": 959.64,
                    "end": 959.8,
                    "word": ",",
                    "probability": 0.94873046875
                },
                {
                    "start": 959.8,
                    "end": 959.94,
                    "word": " the",
                    "probability": 0.81103515625
                },
                {
                    "start": 959.94,
                    "end": 960.58,
                    "word": " timestamp",
                    "probability": 0.86865234375
                },
                {
                    "start": 960.58,
                    "end": 960.82,
                    "word": " of",
                    "probability": 0.90625
                }
            ]
        },
        {
            "id": 115,
            "seek": 92641,
            "start": 960.82,
            "end": 967.18,
            "text": " your final zip upload would break any subsequent tie. More than likely though, we won't get to",
            "tokens": [
                51160,
                428,
                2572,
                20730,
                6580,
                576,
                1821,
                604,
                19962,
                7582,
                13,
                5048,
                813,
                3700,
                1673,
                11,
                321,
                1582,
                380,
                483,
                281,
                51480
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1921695361192199,
            "compression_ratio": 1.6244725738396624,
            "no_speech_prob": 0.1500244140625,
            "words": [
                {
                    "start": 960.82,
                    "end": 960.98,
                    "word": " your",
                    "probability": 0.80615234375
                },
                {
                    "start": 960.98,
                    "end": 961.36,
                    "word": " final",
                    "probability": 0.861328125
                },
                {
                    "start": 961.36,
                    "end": 961.76,
                    "word": " zip",
                    "probability": 0.8388671875
                },
                {
                    "start": 961.76,
                    "end": 962.28,
                    "word": " upload",
                    "probability": 0.796875
                },
                {
                    "start": 962.28,
                    "end": 962.86,
                    "word": " would",
                    "probability": 0.78515625
                },
                {
                    "start": 962.86,
                    "end": 963.22,
                    "word": " break",
                    "probability": 0.89990234375
                },
                {
                    "start": 963.22,
                    "end": 963.62,
                    "word": " any",
                    "probability": 0.8193359375
                },
                {
                    "start": 963.62,
                    "end": 964.06,
                    "word": " subsequent",
                    "probability": 0.78564453125
                },
                {
                    "start": 964.06,
                    "end": 964.46,
                    "word": " tie",
                    "probability": 0.8828125
                },
                {
                    "start": 964.46,
                    "end": 964.82,
                    "word": ".",
                    "probability": 0.962890625
                },
                {
                    "start": 964.82,
                    "end": 965.0,
                    "word": " More",
                    "probability": 0.83544921875
                },
                {
                    "start": 965.0,
                    "end": 965.14,
                    "word": " than",
                    "probability": 0.888671875
                },
                {
                    "start": 965.14,
                    "end": 965.38,
                    "word": " likely",
                    "probability": 0.81005859375
                },
                {
                    "start": 965.38,
                    "end": 965.66,
                    "word": " though",
                    "probability": 0.5224609375
                },
                {
                    "start": 965.66,
                    "end": 965.92,
                    "word": ",",
                    "probability": 0.8212890625
                },
                {
                    "start": 965.92,
                    "end": 966.62,
                    "word": " we",
                    "probability": 0.60107421875
                },
                {
                    "start": 966.62,
                    "end": 966.84,
                    "word": " won't",
                    "probability": 0.941650390625
                },
                {
                    "start": 966.84,
                    "end": 967.04,
                    "word": " get",
                    "probability": 0.89306640625
                },
                {
                    "start": 967.04,
                    "end": 967.18,
                    "word": " to",
                    "probability": 0.90576171875
                }
            ]
        },
        {
            "id": 116,
            "seek": 92641,
            "start": 967.18,
            "end": 973.8,
            "text": " point number three, so you should feel incentivized to continue competing right up until the competition",
            "tokens": [
                51480,
                935,
                1230,
                1045,
                11,
                370,
                291,
                820,
                841,
                35328,
                1602,
                281,
                2354,
                15439,
                558,
                493,
                1826,
                264,
                6211,
                51816
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1921695361192199,
            "compression_ratio": 1.6244725738396624,
            "no_speech_prob": 0.1500244140625,
            "words": [
                {
                    "start": 967.18,
                    "end": 967.38,
                    "word": " point",
                    "probability": 0.84765625
                },
                {
                    "start": 967.38,
                    "end": 967.56,
                    "word": " number",
                    "probability": 0.88525390625
                },
                {
                    "start": 967.56,
                    "end": 967.86,
                    "word": " three",
                    "probability": 0.84765625
                },
                {
                    "start": 967.86,
                    "end": 968.04,
                    "word": ",",
                    "probability": 0.496826171875
                },
                {
                    "start": 968.04,
                    "end": 968.2,
                    "word": " so",
                    "probability": 0.8017578125
                },
                {
                    "start": 968.2,
                    "end": 968.4,
                    "word": " you",
                    "probability": 0.8916015625
                },
                {
                    "start": 968.4,
                    "end": 968.56,
                    "word": " should",
                    "probability": 0.9375
                },
                {
                    "start": 968.56,
                    "end": 969.02,
                    "word": " feel",
                    "probability": 0.9189453125
                },
                {
                    "start": 969.02,
                    "end": 970.5,
                    "word": " incentivized",
                    "probability": 0.931640625
                },
                {
                    "start": 970.5,
                    "end": 971.28,
                    "word": " to",
                    "probability": 0.90576171875
                },
                {
                    "start": 971.28,
                    "end": 971.88,
                    "word": " continue",
                    "probability": 0.79150390625
                },
                {
                    "start": 971.88,
                    "end": 972.4,
                    "word": " competing",
                    "probability": 0.70654296875
                },
                {
                    "start": 972.4,
                    "end": 972.78,
                    "word": " right",
                    "probability": 0.87109375
                },
                {
                    "start": 972.78,
                    "end": 972.94,
                    "word": " up",
                    "probability": 0.8955078125
                },
                {
                    "start": 972.94,
                    "end": 973.18,
                    "word": " until",
                    "probability": 0.79638671875
                },
                {
                    "start": 973.18,
                    "end": 973.36,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 973.36,
                    "end": 973.8,
                    "word": " competition",
                    "probability": 0.8857421875
                }
            ]
        },
        {
            "id": 117,
            "seek": 95255,
            "start": 973.8,
            "end": 979.54,
            "text": " deadline. Even if you see a perfect score on the leaderboard, because you might achieve that same",
            "tokens": [
                50364,
                20615,
                13,
                2754,
                498,
                291,
                536,
                257,
                2176,
                6175,
                322,
                264,
                5263,
                3787,
                11,
                570,
                291,
                1062,
                4584,
                300,
                912,
                50648
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1998263817694452,
            "compression_ratio": 1.6115702479338843,
            "no_speech_prob": 0.00498199462890625,
            "words": [
                {
                    "start": 973.8,
                    "end": 974.16,
                    "word": " deadline",
                    "probability": 0.70654296875
                },
                {
                    "start": 974.16,
                    "end": 974.76,
                    "word": ".",
                    "probability": 0.369140625
                },
                {
                    "start": 975.5,
                    "end": 975.82,
                    "word": " Even",
                    "probability": 0.64892578125
                },
                {
                    "start": 975.82,
                    "end": 975.96,
                    "word": " if",
                    "probability": 0.90185546875
                },
                {
                    "start": 975.96,
                    "end": 976.08,
                    "word": " you",
                    "probability": 0.8984375
                },
                {
                    "start": 976.08,
                    "end": 976.26,
                    "word": " see",
                    "probability": 0.80517578125
                },
                {
                    "start": 976.4,
                    "end": 976.66,
                    "word": " a perfect",
                    "probability": 0.826171875
                },
                {
                    "start": 976.66,
                    "end": 976.92,
                    "word": " score",
                    "probability": 0.791015625
                },
                {
                    "start": 976.92,
                    "end": 977.02,
                    "word": " on",
                    "probability": 0.88720703125
                },
                {
                    "start": 977.02,
                    "end": 977.12,
                    "word": " the",
                    "probability": 0.80419921875
                },
                {
                    "start": 977.12,
                    "end": 977.5,
                    "word": " leaderboard",
                    "probability": 0.89453125
                },
                {
                    "start": 977.5,
                    "end": 977.64,
                    "word": ",",
                    "probability": 0.478271484375
                },
                {
                    "start": 977.64,
                    "end": 977.94,
                    "word": " because",
                    "probability": 0.75732421875
                },
                {
                    "start": 977.94,
                    "end": 978.28,
                    "word": " you",
                    "probability": 0.890625
                },
                {
                    "start": 978.28,
                    "end": 978.56,
                    "word": " might",
                    "probability": 0.8037109375
                },
                {
                    "start": 978.56,
                    "end": 978.98,
                    "word": " achieve",
                    "probability": 0.77978515625
                },
                {
                    "start": 978.98,
                    "end": 979.22,
                    "word": " that",
                    "probability": 0.869140625
                },
                {
                    "start": 979.22,
                    "end": 979.54,
                    "word": " same",
                    "probability": 0.81640625
                }
            ]
        },
        {
            "id": 118,
            "seek": 95255,
            "start": 979.54,
            "end": 986.2,
            "text": " perfect score but do it more efficiently. So as a contestant, you can choose any strategy you'd",
            "tokens": [
                50648,
                2176,
                6175,
                457,
                360,
                309,
                544,
                19621,
                13,
                407,
                382,
                257,
                10287,
                394,
                11,
                291,
                393,
                2826,
                604,
                5206,
                291,
                1116,
                50976
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1998263817694452,
            "compression_ratio": 1.6115702479338843,
            "no_speech_prob": 0.00498199462890625,
            "words": [
                {
                    "start": 979.54,
                    "end": 979.84,
                    "word": " perfect",
                    "probability": 0.7255859375
                },
                {
                    "start": 979.84,
                    "end": 980.16,
                    "word": " score",
                    "probability": 0.798828125
                },
                {
                    "start": 980.16,
                    "end": 980.38,
                    "word": " but",
                    "probability": 0.50927734375
                },
                {
                    "start": 980.38,
                    "end": 980.56,
                    "word": " do",
                    "probability": 0.90380859375
                },
                {
                    "start": 980.56,
                    "end": 980.74,
                    "word": " it",
                    "probability": 0.90576171875
                },
                {
                    "start": 980.74,
                    "end": 981.02,
                    "word": " more",
                    "probability": 0.87939453125
                },
                {
                    "start": 981.02,
                    "end": 981.46,
                    "word": " efficiently",
                    "probability": 0.79150390625
                },
                {
                    "start": 981.46,
                    "end": 982.06,
                    "word": ".",
                    "probability": 0.970703125
                },
                {
                    "start": 983.4,
                    "end": 984.0,
                    "word": " So",
                    "probability": 0.74755859375
                },
                {
                    "start": 984.0,
                    "end": 984.08,
                    "word": " as",
                    "probability": 0.67041015625
                },
                {
                    "start": 984.18,
                    "end": 984.64,
                    "word": " a contestant",
                    "probability": 0.871826171875
                },
                {
                    "start": 984.64,
                    "end": 984.7,
                    "word": ",",
                    "probability": 0.52587890625
                },
                {
                    "start": 984.7,
                    "end": 984.82,
                    "word": " you",
                    "probability": 0.89453125
                },
                {
                    "start": 984.82,
                    "end": 984.98,
                    "word": " can",
                    "probability": 0.896484375
                },
                {
                    "start": 984.98,
                    "end": 985.22,
                    "word": " choose",
                    "probability": 0.81787109375
                },
                {
                    "start": 985.22,
                    "end": 985.44,
                    "word": " any",
                    "probability": 0.81298828125
                },
                {
                    "start": 985.44,
                    "end": 985.9,
                    "word": " strategy",
                    "probability": 0.78955078125
                },
                {
                    "start": 985.9,
                    "end": 986.2,
                    "word": " you'd",
                    "probability": 0.6533203125
                }
            ]
        },
        {
            "id": 119,
            "seek": 95255,
            "start": 986.2,
            "end": 993.74,
            "text": " like to compete. But to demonstrate one possible strategy, we have released some example code on",
            "tokens": [
                50976,
                411,
                281,
                11831,
                13,
                583,
                281,
                11698,
                472,
                1944,
                5206,
                11,
                321,
                362,
                4736,
                512,
                1365,
                3089,
                322,
                51356
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1998263817694452,
            "compression_ratio": 1.6115702479338843,
            "no_speech_prob": 0.00498199462890625,
            "words": [
                {
                    "start": 986.2,
                    "end": 986.32,
                    "word": " like",
                    "probability": 0.8740234375
                },
                {
                    "start": 986.32,
                    "end": 986.52,
                    "word": " to",
                    "probability": 0.90283203125
                },
                {
                    "start": 986.52,
                    "end": 987.04,
                    "word": " compete",
                    "probability": 0.68115234375
                },
                {
                    "start": 987.04,
                    "end": 987.54,
                    "word": ".",
                    "probability": 0.3759765625
                },
                {
                    "start": 987.54,
                    "end": 987.86,
                    "word": " But",
                    "probability": 0.8505859375
                },
                {
                    "start": 987.86,
                    "end": 988.04,
                    "word": " to",
                    "probability": 0.88916015625
                },
                {
                    "start": 988.04,
                    "end": 988.44,
                    "word": " demonstrate",
                    "probability": 0.79541015625
                },
                {
                    "start": 988.44,
                    "end": 989.14,
                    "word": " one",
                    "probability": 0.82177734375
                },
                {
                    "start": 989.14,
                    "end": 989.9,
                    "word": " possible",
                    "probability": 0.85302734375
                },
                {
                    "start": 989.9,
                    "end": 990.4,
                    "word": " strategy",
                    "probability": 0.7685546875
                },
                {
                    "start": 990.4,
                    "end": 991.16,
                    "word": ",",
                    "probability": 0.84375
                },
                {
                    "start": 991.16,
                    "end": 991.42,
                    "word": " we",
                    "probability": 0.90087890625
                },
                {
                    "start": 991.42,
                    "end": 991.64,
                    "word": " have",
                    "probability": 0.8701171875
                },
                {
                    "start": 991.64,
                    "end": 992.12,
                    "word": " released",
                    "probability": 0.87060546875
                },
                {
                    "start": 992.12,
                    "end": 992.52,
                    "word": " some",
                    "probability": 0.81884765625
                },
                {
                    "start": 992.52,
                    "end": 992.92,
                    "word": " example",
                    "probability": 0.90966796875
                },
                {
                    "start": 992.92,
                    "end": 993.44,
                    "word": " code",
                    "probability": 0.82568359375
                },
                {
                    "start": 993.44,
                    "end": 993.74,
                    "word": " on",
                    "probability": 0.90869140625
                }
            ]
        },
        {
            "id": 120,
            "seek": 95255,
            "start": 993.74,
            "end": 999.94,
            "text": " the competition's GitHub site. You can find more information about the nitty-gritty details of this",
            "tokens": [
                51356,
                264,
                6211,
                311,
                23331,
                3621,
                13,
                509,
                393,
                915,
                544,
                1589,
                466,
                264,
                297,
                10016,
                12,
                861,
                10016,
                4365,
                295,
                341,
                51668
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1998263817694452,
            "compression_ratio": 1.6115702479338843,
            "no_speech_prob": 0.00498199462890625,
            "words": [
                {
                    "start": 993.74,
                    "end": 993.9,
                    "word": " the",
                    "probability": 0.81103515625
                },
                {
                    "start": 993.9,
                    "end": 994.66,
                    "word": " competition's",
                    "probability": 0.6583251953125
                },
                {
                    "start": 994.66,
                    "end": 994.9,
                    "word": " GitHub",
                    "probability": 0.6611328125
                },
                {
                    "start": 994.9,
                    "end": 995.36,
                    "word": " site",
                    "probability": 0.76806640625
                },
                {
                    "start": 995.36,
                    "end": 995.66,
                    "word": ".",
                    "probability": 0.9697265625
                },
                {
                    "start": 995.66,
                    "end": 996.02,
                    "word": " You",
                    "probability": 0.89599609375
                },
                {
                    "start": 996.02,
                    "end": 996.16,
                    "word": " can",
                    "probability": 0.89990234375
                },
                {
                    "start": 996.16,
                    "end": 996.4,
                    "word": " find",
                    "probability": 0.82958984375
                },
                {
                    "start": 996.4,
                    "end": 996.62,
                    "word": " more",
                    "probability": 0.87353515625
                },
                {
                    "start": 996.62,
                    "end": 997.14,
                    "word": " information",
                    "probability": 0.74462890625
                },
                {
                    "start": 997.14,
                    "end": 997.54,
                    "word": " about",
                    "probability": 0.80810546875
                },
                {
                    "start": 997.54,
                    "end": 997.96,
                    "word": " the",
                    "probability": 0.80810546875
                },
                {
                    "start": 997.96,
                    "end": 998.2,
                    "word": " nitty",
                    "probability": 0.889892578125
                },
                {
                    "start": 998.2,
                    "end": 998.4,
                    "word": "-gritty",
                    "probability": 0.8160807291666666
                },
                {
                    "start": 998.4,
                    "end": 998.94,
                    "word": " details",
                    "probability": 0.72900390625
                },
                {
                    "start": 998.94,
                    "end": 999.74,
                    "word": " of",
                    "probability": 0.89892578125
                },
                {
                    "start": 999.74,
                    "end": 999.94,
                    "word": " this",
                    "probability": 0.87841796875
                }
            ]
        },
        {
            "id": 121,
            "seek": 97937,
            "start": 999.94,
            "end": 1007.0,
            "text": " approach on the website. It essentially is using a discrete optimization technique over a space of",
            "tokens": [
                50364,
                3109,
                322,
                264,
                3144,
                13,
                467,
                4476,
                307,
                1228,
                257,
                27706,
                19618,
                6532,
                670,
                257,
                1901,
                295,
                50712
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23632812723517418,
            "compression_ratio": 1.5933609958506223,
            "no_speech_prob": 0.0014104843139648438,
            "words": [
                {
                    "start": 999.94,
                    "end": 1000.42,
                    "word": " approach",
                    "probability": 0.09466552734375
                },
                {
                    "start": 1000.42,
                    "end": 1000.96,
                    "word": " on",
                    "probability": 0.8564453125
                },
                {
                    "start": 1000.96,
                    "end": 1001.1,
                    "word": " the",
                    "probability": 0.810546875
                },
                {
                    "start": 1001.1,
                    "end": 1001.52,
                    "word": " website",
                    "probability": 0.78466796875
                },
                {
                    "start": 1001.52,
                    "end": 1001.7,
                    "word": ".",
                    "probability": 0.0119476318359375
                },
                {
                    "start": 1001.7,
                    "end": 1001.72,
                    "word": " It",
                    "probability": 0.51611328125
                },
                {
                    "start": 1001.72,
                    "end": 1002.06,
                    "word": " essentially",
                    "probability": 0.52978515625
                },
                {
                    "start": 1002.06,
                    "end": 1002.34,
                    "word": " is",
                    "probability": 0.89404296875
                },
                {
                    "start": 1002.34,
                    "end": 1002.7,
                    "word": " using",
                    "probability": 0.8212890625
                },
                {
                    "start": 1003.28,
                    "end": 1003.6,
                    "word": " a discrete",
                    "probability": 0.80712890625
                },
                {
                    "start": 1003.6,
                    "end": 1004.16,
                    "word": " optimization",
                    "probability": 0.7734375
                },
                {
                    "start": 1004.16,
                    "end": 1004.9,
                    "word": " technique",
                    "probability": 0.8955078125
                },
                {
                    "start": 1004.9,
                    "end": 1006.26,
                    "word": " over",
                    "probability": 0.7939453125
                },
                {
                    "start": 1006.48,
                    "end": 1006.78,
                    "word": " a space",
                    "probability": 0.8203125
                },
                {
                    "start": 1006.78,
                    "end": 1007.0,
                    "word": " of",
                    "probability": 0.8994140625
                }
            ]
        },
        {
            "id": 122,
            "seek": 97937,
            "start": 1007.0,
            "end": 1012.88,
            "text": " functionality preserving file modifications. However, the general strategy might be more useful",
            "tokens": [
                50712,
                14980,
                33173,
                3991,
                26881,
                13,
                2908,
                11,
                264,
                2674,
                5206,
                1062,
                312,
                544,
                4420,
                51012
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23632812723517418,
            "compression_ratio": 1.5933609958506223,
            "no_speech_prob": 0.0014104843139648438,
            "words": [
                {
                    "start": 1007.0,
                    "end": 1007.6,
                    "word": " functionality",
                    "probability": 0.90625
                },
                {
                    "start": 1007.6,
                    "end": 1008.16,
                    "word": " preserving",
                    "probability": 0.52880859375
                },
                {
                    "start": 1008.16,
                    "end": 1008.58,
                    "word": " file",
                    "probability": 0.83203125
                },
                {
                    "start": 1008.58,
                    "end": 1009.18,
                    "word": " modifications",
                    "probability": 0.73828125
                },
                {
                    "start": 1009.18,
                    "end": 1009.82,
                    "word": ".",
                    "probability": 0.95458984375
                },
                {
                    "start": 1010.04,
                    "end": 1010.72,
                    "word": " However",
                    "probability": 0.79931640625
                },
                {
                    "start": 1010.72,
                    "end": 1010.8,
                    "word": ",",
                    "probability": 0.83642578125
                },
                {
                    "start": 1010.8,
                    "end": 1010.92,
                    "word": " the",
                    "probability": 0.80712890625
                },
                {
                    "start": 1010.92,
                    "end": 1011.18,
                    "word": " general",
                    "probability": 0.798828125
                },
                {
                    "start": 1011.18,
                    "end": 1011.74,
                    "word": " strategy",
                    "probability": 0.78076171875
                },
                {
                    "start": 1011.74,
                    "end": 1012.02,
                    "word": " might",
                    "probability": 0.7939453125
                },
                {
                    "start": 1012.02,
                    "end": 1012.22,
                    "word": " be",
                    "probability": 0.904296875
                },
                {
                    "start": 1012.22,
                    "end": 1012.52,
                    "word": " more",
                    "probability": 0.88720703125
                },
                {
                    "start": 1012.52,
                    "end": 1012.88,
                    "word": " useful",
                    "probability": 0.7509765625
                }
            ]
        },
        {
            "id": 123,
            "seek": 97937,
            "start": 1013.58,
            "end": 1020.4,
            "text": " for you to adopt. The strategy consists of, is really simple, consists of doing a bunch of bulk",
            "tokens": [
                51048,
                337,
                291,
                281,
                6878,
                13,
                440,
                5206,
                14689,
                295,
                11,
                307,
                534,
                2199,
                11,
                14689,
                295,
                884,
                257,
                3840,
                295,
                16139,
                51388
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23632812723517418,
            "compression_ratio": 1.5933609958506223,
            "no_speech_prob": 0.0014104843139648438,
            "words": [
                {
                    "start": 1013.58,
                    "end": 1013.92,
                    "word": " for",
                    "probability": 0.876953125
                },
                {
                    "start": 1013.92,
                    "end": 1014.1,
                    "word": " you",
                    "probability": 0.8935546875
                },
                {
                    "start": 1014.1,
                    "end": 1014.24,
                    "word": " to",
                    "probability": 0.9033203125
                },
                {
                    "start": 1014.24,
                    "end": 1014.62,
                    "word": " adopt",
                    "probability": 0.82080078125
                },
                {
                    "start": 1014.62,
                    "end": 1015.3,
                    "word": ".",
                    "probability": 0.947265625
                },
                {
                    "start": 1015.38,
                    "end": 1015.58,
                    "word": " The",
                    "probability": 0.7744140625
                },
                {
                    "start": 1015.58,
                    "end": 1015.94,
                    "word": " strategy",
                    "probability": 0.7724609375
                },
                {
                    "start": 1015.94,
                    "end": 1016.48,
                    "word": " consists",
                    "probability": 0.61328125
                },
                {
                    "start": 1016.48,
                    "end": 1017.1,
                    "word": " of",
                    "probability": 0.79443359375
                },
                {
                    "start": 1017.1,
                    "end": 1017.16,
                    "word": ",",
                    "probability": 0.2418212890625
                },
                {
                    "start": 1017.16,
                    "end": 1017.58,
                    "word": " is",
                    "probability": 0.7646484375
                },
                {
                    "start": 1017.58,
                    "end": 1017.78,
                    "word": " really",
                    "probability": 0.78466796875
                },
                {
                    "start": 1017.78,
                    "end": 1018.18,
                    "word": " simple",
                    "probability": 0.9072265625
                },
                {
                    "start": 1018.18,
                    "end": 1018.4,
                    "word": ",",
                    "probability": 0.73974609375
                },
                {
                    "start": 1018.4,
                    "end": 1018.7,
                    "word": " consists",
                    "probability": 0.67626953125
                },
                {
                    "start": 1018.7,
                    "end": 1018.96,
                    "word": " of",
                    "probability": 0.90673828125
                },
                {
                    "start": 1018.96,
                    "end": 1019.26,
                    "word": " doing",
                    "probability": 0.9033203125
                },
                {
                    "start": 1019.6,
                    "end": 1019.82,
                    "word": " a bunch",
                    "probability": 0.8095703125
                },
                {
                    "start": 1019.82,
                    "end": 1020.0,
                    "word": " of",
                    "probability": 0.89794921875
                },
                {
                    "start": 1020.0,
                    "end": 1020.4,
                    "word": " bulk",
                    "probability": 0.79296875
                }
            ]
        },
        {
            "id": 124,
            "seek": 97937,
            "start": 1020.4,
            "end": 1026.76,
            "text": " work using an algorithm in part A and then kind of batting cleanup for manual manipulation of",
            "tokens": [
                51388,
                589,
                1228,
                364,
                9284,
                294,
                644,
                316,
                293,
                550,
                733,
                295,
                7362,
                783,
                40991,
                337,
                9688,
                26475,
                295,
                51704
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23632812723517418,
            "compression_ratio": 1.5933609958506223,
            "no_speech_prob": 0.0014104843139648438,
            "words": [
                {
                    "start": 1020.4,
                    "end": 1020.76,
                    "word": " work",
                    "probability": 0.80517578125
                },
                {
                    "start": 1020.76,
                    "end": 1021.4,
                    "word": " using",
                    "probability": 0.759765625
                },
                {
                    "start": 1021.4,
                    "end": 1021.56,
                    "word": " an",
                    "probability": 0.9091796875
                },
                {
                    "start": 1021.56,
                    "end": 1021.88,
                    "word": " algorithm",
                    "probability": 0.80908203125
                },
                {
                    "start": 1021.88,
                    "end": 1022.12,
                    "word": " in",
                    "probability": 0.87109375
                },
                {
                    "start": 1022.12,
                    "end": 1022.3,
                    "word": " part",
                    "probability": 0.461669921875
                },
                {
                    "start": 1022.3,
                    "end": 1022.52,
                    "word": " A",
                    "probability": 0.80078125
                },
                {
                    "start": 1022.52,
                    "end": 1023.22,
                    "word": " and",
                    "probability": 0.56689453125
                },
                {
                    "start": 1023.22,
                    "end": 1023.38,
                    "word": " then",
                    "probability": 0.712890625
                },
                {
                    "start": 1023.38,
                    "end": 1023.54,
                    "word": " kind",
                    "probability": 0.74658203125
                },
                {
                    "start": 1023.54,
                    "end": 1023.66,
                    "word": " of",
                    "probability": 0.90673828125
                },
                {
                    "start": 1023.66,
                    "end": 1024.04,
                    "word": " batting",
                    "probability": 0.872802734375
                },
                {
                    "start": 1024.04,
                    "end": 1024.46,
                    "word": " cleanup",
                    "probability": 0.43701171875
                },
                {
                    "start": 1024.46,
                    "end": 1025.12,
                    "word": " for",
                    "probability": 0.89208984375
                },
                {
                    "start": 1025.12,
                    "end": 1025.66,
                    "word": " manual",
                    "probability": 0.923828125
                },
                {
                    "start": 1025.66,
                    "end": 1026.26,
                    "word": " manipulation",
                    "probability": 0.9248046875
                },
                {
                    "start": 1026.26,
                    "end": 1026.76,
                    "word": " of",
                    "probability": 0.89990234375
                }
            ]
        },
        {
            "id": 125,
            "seek": 100563,
            "start": 1026.76,
            "end": 1032.88,
            "text": " malware samples in part B. And I'm going to be describing and demoing the code for part A today.",
            "tokens": [
                50364,
                40747,
                10938,
                294,
                644,
                363,
                13,
                400,
                286,
                478,
                516,
                281,
                312,
                16141,
                293,
                10723,
                278,
                264,
                3089,
                337,
                644,
                316,
                965,
                13,
                50636
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1945398387673137,
            "compression_ratio": 1.5967078189300412,
            "no_speech_prob": 0.004070281982421875,
            "words": [
                {
                    "start": 1026.76,
                    "end": 1027.1,
                    "word": " malware",
                    "probability": 0.71533203125
                },
                {
                    "start": 1027.1,
                    "end": 1027.62,
                    "word": " samples",
                    "probability": 0.7412109375
                },
                {
                    "start": 1027.62,
                    "end": 1028.18,
                    "word": " in",
                    "probability": 0.87744140625
                },
                {
                    "start": 1028.18,
                    "end": 1028.38,
                    "word": " part",
                    "probability": 0.383544921875
                },
                {
                    "start": 1028.38,
                    "end": 1028.62,
                    "word": " B",
                    "probability": 0.8837890625
                },
                {
                    "start": 1028.62,
                    "end": 1029.18,
                    "word": ".",
                    "probability": 0.64990234375
                },
                {
                    "start": 1029.18,
                    "end": 1029.26,
                    "word": " And",
                    "probability": 0.6552734375
                },
                {
                    "start": 1029.26,
                    "end": 1029.42,
                    "word": " I'm",
                    "probability": 0.985595703125
                },
                {
                    "start": 1029.42,
                    "end": 1029.52,
                    "word": " going",
                    "probability": 0.74560546875
                },
                {
                    "start": 1029.52,
                    "end": 1029.58,
                    "word": " to",
                    "probability": 0.908203125
                },
                {
                    "start": 1029.58,
                    "end": 1029.7,
                    "word": " be",
                    "probability": 0.90576171875
                },
                {
                    "start": 1029.7,
                    "end": 1030.16,
                    "word": " describing",
                    "probability": 0.74560546875
                },
                {
                    "start": 1030.16,
                    "end": 1030.48,
                    "word": " and",
                    "probability": 0.89306640625
                },
                {
                    "start": 1030.48,
                    "end": 1030.84,
                    "word": " demoing",
                    "probability": 0.83740234375
                },
                {
                    "start": 1030.84,
                    "end": 1030.98,
                    "word": " the",
                    "probability": 0.806640625
                },
                {
                    "start": 1030.98,
                    "end": 1031.26,
                    "word": " code",
                    "probability": 0.81640625
                },
                {
                    "start": 1031.26,
                    "end": 1031.44,
                    "word": " for",
                    "probability": 0.8955078125
                },
                {
                    "start": 1031.44,
                    "end": 1031.7,
                    "word": " part",
                    "probability": 0.71533203125
                },
                {
                    "start": 1031.7,
                    "end": 1031.88,
                    "word": " A",
                    "probability": 0.9287109375
                },
                {
                    "start": 1031.88,
                    "end": 1032.22,
                    "word": " today",
                    "probability": 0.775390625
                },
                {
                    "start": 1032.22,
                    "end": 1032.88,
                    "word": ".",
                    "probability": 0.9150390625
                }
            ]
        },
        {
            "id": 126,
            "seek": 100563,
            "start": 1033.1,
            "end": 1039.3,
            "text": " In it, because we'd like to be efficient in the number of queries against the hosted machine",
            "tokens": [
                50700,
                682,
                309,
                11,
                570,
                321,
                1116,
                411,
                281,
                312,
                7148,
                294,
                264,
                1230,
                295,
                24109,
                1970,
                264,
                19204,
                3479,
                50992
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1945398387673137,
            "compression_ratio": 1.5967078189300412,
            "no_speech_prob": 0.004070281982421875,
            "words": [
                {
                    "start": 1033.1,
                    "end": 1033.76,
                    "word": " In",
                    "probability": 0.88525390625
                },
                {
                    "start": 1033.76,
                    "end": 1033.98,
                    "word": " it",
                    "probability": 0.90576171875
                },
                {
                    "start": 1033.98,
                    "end": 1034.08,
                    "word": ",",
                    "probability": 0.841796875
                },
                {
                    "start": 1034.08,
                    "end": 1034.6,
                    "word": " because",
                    "probability": 0.8212890625
                },
                {
                    "start": 1034.6,
                    "end": 1035.02,
                    "word": " we'd",
                    "probability": 0.735107421875
                },
                {
                    "start": 1035.02,
                    "end": 1035.18,
                    "word": " like",
                    "probability": 0.87353515625
                },
                {
                    "start": 1035.18,
                    "end": 1035.3,
                    "word": " to",
                    "probability": 0.9091796875
                },
                {
                    "start": 1035.3,
                    "end": 1035.46,
                    "word": " be",
                    "probability": 0.8984375
                },
                {
                    "start": 1035.46,
                    "end": 1035.94,
                    "word": " efficient",
                    "probability": 0.8056640625
                },
                {
                    "start": 1035.94,
                    "end": 1036.24,
                    "word": " in",
                    "probability": 0.900390625
                },
                {
                    "start": 1036.24,
                    "end": 1036.36,
                    "word": " the",
                    "probability": 0.80712890625
                },
                {
                    "start": 1036.36,
                    "end": 1036.56,
                    "word": " number",
                    "probability": 0.88671875
                },
                {
                    "start": 1036.56,
                    "end": 1036.74,
                    "word": " of",
                    "probability": 0.89306640625
                },
                {
                    "start": 1036.74,
                    "end": 1037.2,
                    "word": " queries",
                    "probability": 0.8330078125
                },
                {
                    "start": 1037.2,
                    "end": 1038.16,
                    "word": " against",
                    "probability": 0.849609375
                },
                {
                    "start": 1038.16,
                    "end": 1038.54,
                    "word": " the",
                    "probability": 0.8193359375
                },
                {
                    "start": 1038.54,
                    "end": 1038.9,
                    "word": " hosted",
                    "probability": 0.6337890625
                },
                {
                    "start": 1038.9,
                    "end": 1039.3,
                    "word": " machine",
                    "probability": 0.697265625
                }
            ]
        },
        {
            "id": 127,
            "seek": 100563,
            "start": 1039.3,
            "end": 1046.4,
            "text": " learning models, we'll actually break this attack into two parts. An offline attack where we use the",
            "tokens": [
                50992,
                2539,
                5245,
                11,
                321,
                603,
                767,
                1821,
                341,
                2690,
                666,
                732,
                3166,
                13,
                1107,
                21857,
                2690,
                689,
                321,
                764,
                264,
                51360
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1945398387673137,
            "compression_ratio": 1.5967078189300412,
            "no_speech_prob": 0.004070281982421875,
            "words": [
                {
                    "start": 1039.3,
                    "end": 1039.6,
                    "word": " learning",
                    "probability": 0.80224609375
                },
                {
                    "start": 1039.6,
                    "end": 1040.1,
                    "word": " models",
                    "probability": 0.78515625
                },
                {
                    "start": 1040.1,
                    "end": 1040.38,
                    "word": ",",
                    "probability": 0.9033203125
                },
                {
                    "start": 1040.38,
                    "end": 1040.84,
                    "word": " we'll",
                    "probability": 0.904296875
                },
                {
                    "start": 1040.84,
                    "end": 1041.18,
                    "word": " actually",
                    "probability": 0.78076171875
                },
                {
                    "start": 1041.18,
                    "end": 1041.56,
                    "word": " break",
                    "probability": 0.91796875
                },
                {
                    "start": 1041.56,
                    "end": 1041.76,
                    "word": " this",
                    "probability": 0.88330078125
                },
                {
                    "start": 1041.76,
                    "end": 1042.1,
                    "word": " attack",
                    "probability": 0.84228515625
                },
                {
                    "start": 1042.1,
                    "end": 1042.28,
                    "word": " into",
                    "probability": 0.7333984375
                },
                {
                    "start": 1042.28,
                    "end": 1042.52,
                    "word": " two",
                    "probability": 0.81298828125
                },
                {
                    "start": 1042.52,
                    "end": 1042.96,
                    "word": " parts",
                    "probability": 0.72900390625
                },
                {
                    "start": 1042.96,
                    "end": 1043.32,
                    "word": ".",
                    "probability": 0.436767578125
                },
                {
                    "start": 1043.32,
                    "end": 1043.58,
                    "word": " An",
                    "probability": 0.88134765625
                },
                {
                    "start": 1043.58,
                    "end": 1044.04,
                    "word": " offline",
                    "probability": 0.86328125
                },
                {
                    "start": 1044.04,
                    "end": 1044.6,
                    "word": " attack",
                    "probability": 0.837890625
                },
                {
                    "start": 1044.6,
                    "end": 1045.2,
                    "word": " where",
                    "probability": 0.44189453125
                },
                {
                    "start": 1045.2,
                    "end": 1045.4,
                    "word": " we",
                    "probability": 0.90673828125
                },
                {
                    "start": 1045.4,
                    "end": 1045.82,
                    "word": " use",
                    "probability": 0.814453125
                },
                {
                    "start": 1045.82,
                    "end": 1046.4,
                    "word": " the",
                    "probability": 0.8154296875
                }
            ]
        },
        {
            "id": 128,
            "seek": 100563,
            "start": 1046.4,
            "end": 1053.02,
            "text": " defended Ember model for which we have code to kind of work out our strategy and generate initial",
            "tokens": [
                51360,
                34135,
                3968,
                607,
                2316,
                337,
                597,
                321,
                362,
                3089,
                281,
                733,
                295,
                589,
                484,
                527,
                5206,
                293,
                8460,
                5883,
                51688
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1945398387673137,
            "compression_ratio": 1.5967078189300412,
            "no_speech_prob": 0.004070281982421875,
            "words": [
                {
                    "start": 1046.4,
                    "end": 1047.2,
                    "word": " defended",
                    "probability": 0.56005859375
                },
                {
                    "start": 1047.2,
                    "end": 1047.72,
                    "word": " Ember",
                    "probability": 0.713623046875
                },
                {
                    "start": 1047.72,
                    "end": 1048.12,
                    "word": " model",
                    "probability": 0.78125
                },
                {
                    "start": 1048.12,
                    "end": 1048.32,
                    "word": " for",
                    "probability": 0.66796875
                },
                {
                    "start": 1048.32,
                    "end": 1048.5,
                    "word": " which",
                    "probability": 0.919921875
                },
                {
                    "start": 1048.5,
                    "end": 1048.64,
                    "word": " we",
                    "probability": 0.90625
                },
                {
                    "start": 1048.64,
                    "end": 1048.76,
                    "word": " have",
                    "probability": 0.8779296875
                },
                {
                    "start": 1048.76,
                    "end": 1049.2,
                    "word": " code",
                    "probability": 0.81396484375
                },
                {
                    "start": 1049.2,
                    "end": 1049.66,
                    "word": " to",
                    "probability": 0.85009765625
                },
                {
                    "start": 1049.66,
                    "end": 1049.82,
                    "word": " kind",
                    "probability": 0.74755859375
                },
                {
                    "start": 1049.82,
                    "end": 1049.94,
                    "word": " of",
                    "probability": 0.9013671875
                },
                {
                    "start": 1049.94,
                    "end": 1050.14,
                    "word": " work",
                    "probability": 0.8115234375
                },
                {
                    "start": 1050.14,
                    "end": 1050.28,
                    "word": " out",
                    "probability": 0.830078125
                },
                {
                    "start": 1050.28,
                    "end": 1050.44,
                    "word": " our",
                    "probability": 0.80322265625
                },
                {
                    "start": 1050.44,
                    "end": 1050.94,
                    "word": " strategy",
                    "probability": 0.78125
                },
                {
                    "start": 1050.94,
                    "end": 1051.8,
                    "word": " and",
                    "probability": 0.85986328125
                },
                {
                    "start": 1051.8,
                    "end": 1052.26,
                    "word": " generate",
                    "probability": 0.80908203125
                },
                {
                    "start": 1052.26,
                    "end": 1053.02,
                    "word": " initial",
                    "probability": 0.8603515625
                }
            ]
        },
        {
            "id": 129,
            "seek": 103367,
            "start": 1053.02,
            "end": 1061.02,
            "text": " malware samples. We hope that those seeds might evade some of the online models that are hosted.",
            "tokens": [
                50372,
                40747,
                10938,
                13,
                492,
                1454,
                300,
                729,
                9203,
                1062,
                1073,
                762,
                512,
                295,
                264,
                2950,
                5245,
                300,
                366,
                19204,
                13,
                50724
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2104668728558414,
            "compression_ratio": 1.7207207207207207,
            "no_speech_prob": 0.00046563148498535156,
            "words": [
                {
                    "start": 1053.02,
                    "end": 1053.62,
                    "word": " malware",
                    "probability": 0.56640625
                },
                {
                    "start": 1053.62,
                    "end": 1054.22,
                    "word": " samples",
                    "probability": 0.73193359375
                },
                {
                    "start": 1054.22,
                    "end": 1054.86,
                    "word": ".",
                    "probability": 0.64306640625
                },
                {
                    "start": 1054.86,
                    "end": 1054.94,
                    "word": " We",
                    "probability": 0.89453125
                },
                {
                    "start": 1054.94,
                    "end": 1055.24,
                    "word": " hope",
                    "probability": 0.8388671875
                },
                {
                    "start": 1055.24,
                    "end": 1055.42,
                    "word": " that",
                    "probability": 0.84814453125
                },
                {
                    "start": 1055.42,
                    "end": 1055.7,
                    "word": " those",
                    "probability": 0.8310546875
                },
                {
                    "start": 1055.7,
                    "end": 1056.18,
                    "word": " seeds",
                    "probability": 0.72216796875
                },
                {
                    "start": 1056.18,
                    "end": 1056.56,
                    "word": " might",
                    "probability": 0.7509765625
                },
                {
                    "start": 1056.56,
                    "end": 1057.1,
                    "word": " evade",
                    "probability": 0.9423828125
                },
                {
                    "start": 1057.1,
                    "end": 1057.7,
                    "word": " some",
                    "probability": 0.80615234375
                },
                {
                    "start": 1057.7,
                    "end": 1058.06,
                    "word": " of",
                    "probability": 0.89794921875
                },
                {
                    "start": 1058.06,
                    "end": 1058.24,
                    "word": " the",
                    "probability": 0.814453125
                },
                {
                    "start": 1058.24,
                    "end": 1058.72,
                    "word": " online",
                    "probability": 0.787109375
                },
                {
                    "start": 1058.72,
                    "end": 1059.2,
                    "word": " models",
                    "probability": 0.78857421875
                },
                {
                    "start": 1059.2,
                    "end": 1059.74,
                    "word": " that",
                    "probability": 0.8544921875
                },
                {
                    "start": 1059.74,
                    "end": 1059.86,
                    "word": " are",
                    "probability": 0.896484375
                },
                {
                    "start": 1059.86,
                    "end": 1060.22,
                    "word": " hosted",
                    "probability": 0.77099609375
                },
                {
                    "start": 1060.22,
                    "end": 1061.02,
                    "word": ".",
                    "probability": 0.740234375
                }
            ]
        },
        {
            "id": 130,
            "seek": 103367,
            "start": 1061.52,
            "end": 1066.4,
            "text": " And then in the online attack, we'll take those initial seeds and the algorithm will further",
            "tokens": [
                50792,
                400,
                550,
                294,
                264,
                2950,
                2690,
                11,
                321,
                603,
                747,
                729,
                5883,
                9203,
                293,
                264,
                9284,
                486,
                3052,
                51040
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2104668728558414,
            "compression_ratio": 1.7207207207207207,
            "no_speech_prob": 0.00046563148498535156,
            "words": [
                {
                    "start": 1061.52,
                    "end": 1061.84,
                    "word": " And",
                    "probability": 0.74951171875
                },
                {
                    "start": 1061.84,
                    "end": 1061.98,
                    "word": " then",
                    "probability": 0.7041015625
                },
                {
                    "start": 1061.98,
                    "end": 1062.14,
                    "word": " in",
                    "probability": 0.74169921875
                },
                {
                    "start": 1062.14,
                    "end": 1062.26,
                    "word": " the",
                    "probability": 0.81494140625
                },
                {
                    "start": 1062.26,
                    "end": 1062.58,
                    "word": " online",
                    "probability": 0.66259765625
                },
                {
                    "start": 1062.58,
                    "end": 1063.02,
                    "word": " attack",
                    "probability": 0.85400390625
                },
                {
                    "start": 1063.02,
                    "end": 1063.1,
                    "word": ",",
                    "probability": 0.64501953125
                },
                {
                    "start": 1063.1,
                    "end": 1063.26,
                    "word": " we'll",
                    "probability": 0.912109375
                },
                {
                    "start": 1063.26,
                    "end": 1063.46,
                    "word": " take",
                    "probability": 0.80810546875
                },
                {
                    "start": 1063.46,
                    "end": 1063.68,
                    "word": " those",
                    "probability": 0.86328125
                },
                {
                    "start": 1063.68,
                    "end": 1064.0,
                    "word": " initial",
                    "probability": 0.82666015625
                },
                {
                    "start": 1064.0,
                    "end": 1064.52,
                    "word": " seeds",
                    "probability": 0.79296875
                },
                {
                    "start": 1064.52,
                    "end": 1064.96,
                    "word": " and",
                    "probability": 0.65576171875
                },
                {
                    "start": 1064.96,
                    "end": 1065.14,
                    "word": " the",
                    "probability": 0.81103515625
                },
                {
                    "start": 1065.14,
                    "end": 1065.5,
                    "word": " algorithm",
                    "probability": 0.80322265625
                },
                {
                    "start": 1065.5,
                    "end": 1065.86,
                    "word": " will",
                    "probability": 0.81982421875
                },
                {
                    "start": 1065.86,
                    "end": 1066.4,
                    "word": " further",
                    "probability": 0.87451171875
                }
            ]
        },
        {
            "id": 131,
            "seek": 103367,
            "start": 1066.4,
            "end": 1074.76,
            "text": " optimize and discover additional file modifications required to evade the online hosted models.",
            "tokens": [
                51040,
                19719,
                293,
                4411,
                4497,
                3991,
                26881,
                4739,
                281,
                1073,
                762,
                264,
                2950,
                19204,
                5245,
                13,
                51428
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2104668728558414,
            "compression_ratio": 1.7207207207207207,
            "no_speech_prob": 0.00046563148498535156,
            "words": [
                {
                    "start": 1066.4,
                    "end": 1067.1,
                    "word": " optimize",
                    "probability": 0.73876953125
                },
                {
                    "start": 1067.1,
                    "end": 1067.86,
                    "word": " and",
                    "probability": 0.8623046875
                },
                {
                    "start": 1067.86,
                    "end": 1068.38,
                    "word": " discover",
                    "probability": 0.7890625
                },
                {
                    "start": 1068.38,
                    "end": 1069.34,
                    "word": " additional",
                    "probability": 0.87451171875
                },
                {
                    "start": 1069.34,
                    "end": 1069.76,
                    "word": " file",
                    "probability": 0.82666015625
                },
                {
                    "start": 1069.76,
                    "end": 1070.38,
                    "word": " modifications",
                    "probability": 0.708984375
                },
                {
                    "start": 1070.38,
                    "end": 1071.12,
                    "word": " required",
                    "probability": 0.76513671875
                },
                {
                    "start": 1071.12,
                    "end": 1071.78,
                    "word": " to",
                    "probability": 0.89599609375
                },
                {
                    "start": 1071.78,
                    "end": 1072.28,
                    "word": " evade",
                    "probability": 0.95849609375
                },
                {
                    "start": 1072.28,
                    "end": 1072.68,
                    "word": " the",
                    "probability": 0.814453125
                },
                {
                    "start": 1072.68,
                    "end": 1073.22,
                    "word": " online",
                    "probability": 0.7783203125
                },
                {
                    "start": 1073.22,
                    "end": 1073.9,
                    "word": " hosted",
                    "probability": 0.60498046875
                },
                {
                    "start": 1073.9,
                    "end": 1074.3,
                    "word": " models",
                    "probability": 0.79736328125
                },
                {
                    "start": 1074.3,
                    "end": 1074.76,
                    "word": ".",
                    "probability": 0.982421875
                }
            ]
        },
        {
            "id": 132,
            "seek": 103367,
            "start": 1074.76,
            "end": 1081.06,
            "text": " Some tricks that we're using here include label smoothing, where we're converting the hard label",
            "tokens": [
                51468,
                2188,
                11733,
                300,
                321,
                434,
                1228,
                510,
                4090,
                7645,
                899,
                6259,
                571,
                11,
                689,
                321,
                434,
                29942,
                264,
                1152,
                7645,
                51768
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2104668728558414,
            "compression_ratio": 1.7207207207207207,
            "no_speech_prob": 0.00046563148498535156,
            "words": [
                {
                    "start": 1074.76,
                    "end": 1075.4,
                    "word": " Some",
                    "probability": 0.859375
                },
                {
                    "start": 1075.4,
                    "end": 1075.66,
                    "word": " tricks",
                    "probability": 0.74365234375
                },
                {
                    "start": 1075.66,
                    "end": 1075.84,
                    "word": " that",
                    "probability": 0.8798828125
                },
                {
                    "start": 1075.84,
                    "end": 1075.96,
                    "word": " we're",
                    "probability": 0.922119140625
                },
                {
                    "start": 1075.96,
                    "end": 1076.32,
                    "word": " using",
                    "probability": 0.8310546875
                },
                {
                    "start": 1076.32,
                    "end": 1076.74,
                    "word": " here",
                    "probability": 0.81591796875
                },
                {
                    "start": 1076.74,
                    "end": 1077.42,
                    "word": " include",
                    "probability": 0.47021484375
                },
                {
                    "start": 1077.42,
                    "end": 1077.9,
                    "word": " label",
                    "probability": 0.81494140625
                },
                {
                    "start": 1077.9,
                    "end": 1078.42,
                    "word": " smoothing",
                    "probability": 0.89599609375
                },
                {
                    "start": 1078.42,
                    "end": 1078.78,
                    "word": ",",
                    "probability": 0.580078125
                },
                {
                    "start": 1078.78,
                    "end": 1079.04,
                    "word": " where",
                    "probability": 0.87353515625
                },
                {
                    "start": 1079.04,
                    "end": 1080.0,
                    "word": " we're",
                    "probability": 0.927001953125
                },
                {
                    "start": 1080.0,
                    "end": 1080.32,
                    "word": " converting",
                    "probability": 0.8857421875
                },
                {
                    "start": 1080.32,
                    "end": 1080.58,
                    "word": " the",
                    "probability": 0.8154296875
                },
                {
                    "start": 1080.58,
                    "end": 1080.82,
                    "word": " hard",
                    "probability": 0.81103515625
                },
                {
                    "start": 1080.82,
                    "end": 1081.06,
                    "word": " label",
                    "probability": 0.79931640625
                }
            ]
        },
        {
            "id": 133,
            "seek": 105709,
            "start": 1081.06,
            "end": 1089.94,
            "text": " outputs into a soft score by averaging four things, the three hard label outputs from the",
            "tokens": [
                50364,
                23930,
                666,
                257,
                2787,
                6175,
                538,
                47308,
                1451,
                721,
                11,
                264,
                1045,
                1152,
                7645,
                23930,
                490,
                264,
                50804
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20491802790125863,
            "compression_ratio": 1.5808383233532934,
            "no_speech_prob": 0.00021314620971679688,
            "words": [
                {
                    "start": 1081.06,
                    "end": 1081.62,
                    "word": " outputs",
                    "probability": 0.270751953125
                },
                {
                    "start": 1081.62,
                    "end": 1082.04,
                    "word": " into",
                    "probability": 0.689453125
                },
                {
                    "start": 1082.64,
                    "end": 1083.12,
                    "word": " a soft",
                    "probability": 0.771484375
                },
                {
                    "start": 1083.12,
                    "end": 1083.6,
                    "word": " score",
                    "probability": 0.78564453125
                },
                {
                    "start": 1083.6,
                    "end": 1084.38,
                    "word": " by",
                    "probability": 0.81982421875
                },
                {
                    "start": 1084.38,
                    "end": 1084.98,
                    "word": " averaging",
                    "probability": 0.88623046875
                },
                {
                    "start": 1084.98,
                    "end": 1086.24,
                    "word": " four",
                    "probability": 0.60400390625
                },
                {
                    "start": 1086.24,
                    "end": 1086.64,
                    "word": " things",
                    "probability": 0.732421875
                },
                {
                    "start": 1086.64,
                    "end": 1086.76,
                    "word": ",",
                    "probability": 0.324462890625
                },
                {
                    "start": 1086.76,
                    "end": 1086.88,
                    "word": " the",
                    "probability": 0.74072265625
                },
                {
                    "start": 1086.88,
                    "end": 1087.38,
                    "word": " three",
                    "probability": 0.82177734375
                },
                {
                    "start": 1087.38,
                    "end": 1087.88,
                    "word": " hard",
                    "probability": 0.80419921875
                },
                {
                    "start": 1087.88,
                    "end": 1088.26,
                    "word": " label",
                    "probability": 0.625
                },
                {
                    "start": 1088.26,
                    "end": 1089.48,
                    "word": " outputs",
                    "probability": 0.75830078125
                },
                {
                    "start": 1089.48,
                    "end": 1089.78,
                    "word": " from",
                    "probability": 0.81103515625
                },
                {
                    "start": 1089.78,
                    "end": 1089.94,
                    "word": " the",
                    "probability": 0.81396484375
                }
            ]
        },
        {
            "id": 134,
            "seek": 105709,
            "start": 1089.94,
            "end": 1098.8,
            "text": " hosted machine learning models, as well as a local score from a local machine learning Ember model",
            "tokens": [
                50804,
                19204,
                3479,
                2539,
                5245,
                11,
                382,
                731,
                382,
                257,
                2654,
                6175,
                490,
                257,
                2654,
                3479,
                2539,
                3968,
                607,
                2316,
                51268
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20491802790125863,
            "compression_ratio": 1.5808383233532934,
            "no_speech_prob": 0.00021314620971679688,
            "words": [
                {
                    "start": 1089.94,
                    "end": 1090.28,
                    "word": " hosted",
                    "probability": 0.61865234375
                },
                {
                    "start": 1090.28,
                    "end": 1090.66,
                    "word": " machine",
                    "probability": 0.666015625
                },
                {
                    "start": 1090.66,
                    "end": 1090.92,
                    "word": " learning",
                    "probability": 0.79931640625
                },
                {
                    "start": 1090.92,
                    "end": 1091.36,
                    "word": " models",
                    "probability": 0.787109375
                },
                {
                    "start": 1091.36,
                    "end": 1091.6,
                    "word": ",",
                    "probability": 0.61279296875
                },
                {
                    "start": 1091.6,
                    "end": 1092.04,
                    "word": " as",
                    "probability": 0.9052734375
                },
                {
                    "start": 1092.04,
                    "end": 1092.4,
                    "word": " well",
                    "probability": 0.87548828125
                },
                {
                    "start": 1092.4,
                    "end": 1092.76,
                    "word": " as",
                    "probability": 0.9052734375
                },
                {
                    "start": 1093.1,
                    "end": 1094.02,
                    "word": " a local",
                    "probability": 0.78466796875
                },
                {
                    "start": 1094.02,
                    "end": 1094.84,
                    "word": " score",
                    "probability": 0.8046875
                },
                {
                    "start": 1094.84,
                    "end": 1095.68,
                    "word": " from",
                    "probability": 0.81005859375
                },
                {
                    "start": 1095.98,
                    "end": 1097.08,
                    "word": " a local",
                    "probability": 0.74462890625
                },
                {
                    "start": 1097.08,
                    "end": 1097.8,
                    "word": " machine",
                    "probability": 0.68408203125
                },
                {
                    "start": 1097.8,
                    "end": 1098.14,
                    "word": " learning",
                    "probability": 0.8232421875
                },
                {
                    "start": 1098.14,
                    "end": 1098.38,
                    "word": " Ember",
                    "probability": 0.59075927734375
                },
                {
                    "start": 1098.38,
                    "end": 1098.8,
                    "word": " model",
                    "probability": 0.7744140625
                }
            ]
        },
        {
            "id": 135,
            "seek": 105709,
            "start": 1098.8,
            "end": 1104.48,
            "text": " that will be used as a heuristic to kind of guide the optimization process.",
            "tokens": [
                51268,
                300,
                486,
                312,
                1143,
                382,
                257,
                415,
                374,
                3142,
                281,
                733,
                295,
                5934,
                264,
                19618,
                1399,
                13,
                51492
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20491802790125863,
            "compression_ratio": 1.5808383233532934,
            "no_speech_prob": 0.00021314620971679688,
            "words": [
                {
                    "start": 1098.8,
                    "end": 1099.44,
                    "word": " that",
                    "probability": 0.80615234375
                },
                {
                    "start": 1099.44,
                    "end": 1099.6,
                    "word": " will",
                    "probability": 0.80712890625
                },
                {
                    "start": 1099.6,
                    "end": 1099.78,
                    "word": " be",
                    "probability": 0.89794921875
                },
                {
                    "start": 1099.78,
                    "end": 1100.02,
                    "word": " used",
                    "probability": 0.80615234375
                },
                {
                    "start": 1100.02,
                    "end": 1100.2,
                    "word": " as",
                    "probability": 0.8994140625
                },
                {
                    "start": 1100.32,
                    "end": 1100.76,
                    "word": " a heuristic",
                    "probability": 0.9554036458333334
                },
                {
                    "start": 1100.76,
                    "end": 1101.1,
                    "word": " to",
                    "probability": 0.8935546875
                },
                {
                    "start": 1101.1,
                    "end": 1101.3,
                    "word": " kind",
                    "probability": 0.56591796875
                },
                {
                    "start": 1101.3,
                    "end": 1101.4,
                    "word": " of",
                    "probability": 0.90380859375
                },
                {
                    "start": 1101.4,
                    "end": 1101.92,
                    "word": " guide",
                    "probability": 0.9140625
                },
                {
                    "start": 1101.92,
                    "end": 1102.56,
                    "word": " the",
                    "probability": 0.810546875
                },
                {
                    "start": 1102.56,
                    "end": 1102.96,
                    "word": " optimization",
                    "probability": 0.81591796875
                },
                {
                    "start": 1102.96,
                    "end": 1103.72,
                    "word": " process",
                    "probability": 0.875
                },
                {
                    "start": 1103.72,
                    "end": 1104.48,
                    "word": ".",
                    "probability": 0.9921875
                }
            ]
        },
        {
            "id": 136,
            "seek": 108387,
            "start": 1105.52,
            "end": 1111.92,
            "text": " So as I demo this code, I want you to please be aware that this code writes malware to disk. So",
            "tokens": [
                50412,
                407,
                382,
                286,
                10723,
                341,
                3089,
                11,
                286,
                528,
                291,
                281,
                1767,
                312,
                3650,
                300,
                341,
                3089,
                13657,
                40747,
                281,
                12355,
                13,
                407,
                50712
            ],
            "temperature": 0.0,
            "avg_logprob": -0.28446062623637997,
            "compression_ratio": 1.5621621621621622,
            "no_speech_prob": 0.0005702972412109375,
            "words": [
                {
                    "start": 1105.52,
                    "end": 1106.2,
                    "word": " So",
                    "probability": 0.80517578125
                },
                {
                    "start": 1106.2,
                    "end": 1106.44,
                    "word": " as",
                    "probability": 0.74609375
                },
                {
                    "start": 1106.44,
                    "end": 1106.56,
                    "word": " I",
                    "probability": 0.9638671875
                },
                {
                    "start": 1106.56,
                    "end": 1106.68,
                    "word": " demo",
                    "probability": 0.634765625
                },
                {
                    "start": 1106.68,
                    "end": 1106.92,
                    "word": " this",
                    "probability": 0.8701171875
                },
                {
                    "start": 1106.92,
                    "end": 1107.2,
                    "word": " code",
                    "probability": 0.80712890625
                },
                {
                    "start": 1107.2,
                    "end": 1107.32,
                    "word": ",",
                    "probability": 0.86572265625
                },
                {
                    "start": 1107.32,
                    "end": 1107.38,
                    "word": " I",
                    "probability": 0.9931640625
                },
                {
                    "start": 1107.38,
                    "end": 1108.08,
                    "word": " want",
                    "probability": 0.806640625
                },
                {
                    "start": 1108.08,
                    "end": 1108.22,
                    "word": " you",
                    "probability": 0.89599609375
                },
                {
                    "start": 1108.22,
                    "end": 1108.56,
                    "word": " to",
                    "probability": 0.8994140625
                },
                {
                    "start": 1108.56,
                    "end": 1108.94,
                    "word": " please",
                    "probability": 0.75732421875
                },
                {
                    "start": 1108.94,
                    "end": 1109.16,
                    "word": " be",
                    "probability": 0.908203125
                },
                {
                    "start": 1109.16,
                    "end": 1109.5,
                    "word": " aware",
                    "probability": 0.818359375
                },
                {
                    "start": 1109.5,
                    "end": 1109.8,
                    "word": " that",
                    "probability": 0.87744140625
                },
                {
                    "start": 1109.8,
                    "end": 1110.04,
                    "word": " this",
                    "probability": 0.87939453125
                },
                {
                    "start": 1110.04,
                    "end": 1110.44,
                    "word": " code",
                    "probability": 0.83203125
                },
                {
                    "start": 1110.44,
                    "end": 1110.8,
                    "word": " writes",
                    "probability": 0.72021484375
                },
                {
                    "start": 1110.8,
                    "end": 1111.12,
                    "word": " malware",
                    "probability": 0.8779296875
                },
                {
                    "start": 1111.12,
                    "end": 1111.32,
                    "word": " to",
                    "probability": 0.89794921875
                },
                {
                    "start": 1111.32,
                    "end": 1111.64,
                    "word": " disk",
                    "probability": 0.6884765625
                },
                {
                    "start": 1111.64,
                    "end": 1111.82,
                    "word": ".",
                    "probability": 0.53759765625
                },
                {
                    "start": 1111.82,
                    "end": 1111.92,
                    "word": " So",
                    "probability": 0.908203125
                }
            ]
        },
        {
            "id": 137,
            "seek": 108387,
            "start": 1111.92,
            "end": 1123.28,
            "text": " please do run this code only using a Linux VM. To begin, we initialize the attack by analyzing a",
            "tokens": [
                50712,
                1767,
                360,
                1190,
                341,
                3089,
                787,
                1228,
                257,
                18734,
                18038,
                13,
                1407,
                1841,
                11,
                321,
                5883,
                1125,
                264,
                2690,
                538,
                23663,
                257,
                51260
            ],
            "temperature": 0.0,
            "avg_logprob": -0.28446062623637997,
            "compression_ratio": 1.5621621621621622,
            "no_speech_prob": 0.0005702972412109375,
            "words": [
                {
                    "start": 1111.92,
                    "end": 1112.38,
                    "word": " please",
                    "probability": 0.71630859375
                },
                {
                    "start": 1112.38,
                    "end": 1112.9,
                    "word": " do",
                    "probability": 0.90478515625
                },
                {
                    "start": 1112.9,
                    "end": 1113.84,
                    "word": " run",
                    "probability": 0.9013671875
                },
                {
                    "start": 1113.84,
                    "end": 1114.26,
                    "word": " this",
                    "probability": 0.8798828125
                },
                {
                    "start": 1114.26,
                    "end": 1114.98,
                    "word": " code",
                    "probability": 0.8173828125
                },
                {
                    "start": 1114.98,
                    "end": 1115.42,
                    "word": " only",
                    "probability": 0.83154296875
                },
                {
                    "start": 1115.42,
                    "end": 1115.78,
                    "word": " using",
                    "probability": 0.8369140625
                },
                {
                    "start": 1115.92,
                    "end": 1116.16,
                    "word": " a Linux",
                    "probability": 0.9365234375
                },
                {
                    "start": 1116.16,
                    "end": 1116.46,
                    "word": " VM",
                    "probability": 0.9423828125
                },
                {
                    "start": 1116.46,
                    "end": 1117.14,
                    "word": ".",
                    "probability": 0.970703125
                },
                {
                    "start": 1118.04,
                    "end": 1118.56,
                    "word": " To",
                    "probability": 0.9091796875
                },
                {
                    "start": 1118.56,
                    "end": 1118.86,
                    "word": " begin",
                    "probability": 0.75439453125
                },
                {
                    "start": 1118.86,
                    "end": 1119.16,
                    "word": ",",
                    "probability": 0.8720703125
                },
                {
                    "start": 1119.16,
                    "end": 1119.44,
                    "word": " we",
                    "probability": 0.900390625
                },
                {
                    "start": 1119.44,
                    "end": 1120.32,
                    "word": " initialize",
                    "probability": 0.771484375
                },
                {
                    "start": 1120.32,
                    "end": 1120.52,
                    "word": " the",
                    "probability": 0.8076171875
                },
                {
                    "start": 1120.52,
                    "end": 1121.02,
                    "word": " attack",
                    "probability": 0.83984375
                },
                {
                    "start": 1121.02,
                    "end": 1121.94,
                    "word": " by",
                    "probability": 0.88232421875
                },
                {
                    "start": 1121.94,
                    "end": 1122.68,
                    "word": " analyzing",
                    "probability": 0.67333984375
                },
                {
                    "start": 1123.0,
                    "end": 1123.28,
                    "word": " a connect",
                    "probability": 0.14453125
                }
            ]
        },
        {
            "id": 138,
            "seek": 108387,
            "start": 1123.28,
            "end": 1131.26,
            "text": " connect collection of benign files. This init subcommand extracts elements of these benign files",
            "tokens": [
                51260,
                1745,
                5765,
                295,
                3271,
                788,
                7098,
                13,
                639,
                3157,
                1422,
                13278,
                474,
                8947,
                82,
                4959,
                295,
                613,
                3271,
                788,
                7098,
                51680
            ],
            "temperature": 0.0,
            "avg_logprob": -0.28446062623637997,
            "compression_ratio": 1.5621621621621622,
            "no_speech_prob": 0.0005702972412109375,
            "words": [
                {
                    "start": 1123.28,
                    "end": 1123.78,
                    "word": " collection",
                    "probability": 0.62060546875
                },
                {
                    "start": 1123.78,
                    "end": 1124.02,
                    "word": " of",
                    "probability": 0.90869140625
                },
                {
                    "start": 1124.02,
                    "end": 1124.54,
                    "word": " benign",
                    "probability": 0.9296875
                },
                {
                    "start": 1124.54,
                    "end": 1125.3,
                    "word": " files",
                    "probability": 0.79736328125
                },
                {
                    "start": 1125.3,
                    "end": 1125.72,
                    "word": ".",
                    "probability": 0.94970703125
                },
                {
                    "start": 1125.72,
                    "end": 1126.36,
                    "word": " This",
                    "probability": 0.80712890625
                },
                {
                    "start": 1126.36,
                    "end": 1126.94,
                    "word": " init",
                    "probability": 0.72265625
                },
                {
                    "start": 1126.94,
                    "end": 1128.0,
                    "word": " subcommand",
                    "probability": 0.7770182291666666
                },
                {
                    "start": 1128.0,
                    "end": 1128.88,
                    "word": " extracts",
                    "probability": 0.876953125
                },
                {
                    "start": 1128.88,
                    "end": 1129.36,
                    "word": " elements",
                    "probability": 0.76953125
                },
                {
                    "start": 1129.36,
                    "end": 1130.28,
                    "word": " of",
                    "probability": 0.90283203125
                },
                {
                    "start": 1130.28,
                    "end": 1130.54,
                    "word": " these",
                    "probability": 0.703125
                },
                {
                    "start": 1130.54,
                    "end": 1130.82,
                    "word": " benign",
                    "probability": 0.9716796875
                },
                {
                    "start": 1130.82,
                    "end": 1131.26,
                    "word": " files",
                    "probability": 0.79736328125
                }
            ]
        },
        {
            "id": 139,
            "seek": 111223,
            "start": 1131.26,
            "end": 1138.42,
            "text": " that will be later injected into the malware. To launch our offline attack, we'll run a local",
            "tokens": [
                50364,
                300,
                486,
                312,
                1780,
                36967,
                666,
                264,
                40747,
                13,
                1407,
                4025,
                527,
                21857,
                2690,
                11,
                321,
                603,
                1190,
                257,
                2654,
                50724
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1971726259660153,
            "compression_ratio": 1.6589861751152073,
            "no_speech_prob": 0.0013246536254882812,
            "words": [
                {
                    "start": 1131.26,
                    "end": 1131.54,
                    "word": " that",
                    "probability": 0.7294921875
                },
                {
                    "start": 1131.54,
                    "end": 1131.76,
                    "word": " will",
                    "probability": 0.81494140625
                },
                {
                    "start": 1131.76,
                    "end": 1132.04,
                    "word": " be",
                    "probability": 0.87646484375
                },
                {
                    "start": 1132.04,
                    "end": 1132.64,
                    "word": " later",
                    "probability": 0.8857421875
                },
                {
                    "start": 1132.64,
                    "end": 1133.14,
                    "word": " injected",
                    "probability": 0.63232421875
                },
                {
                    "start": 1133.14,
                    "end": 1133.42,
                    "word": " into",
                    "probability": 0.73681640625
                },
                {
                    "start": 1133.42,
                    "end": 1133.6,
                    "word": " the",
                    "probability": 0.8046875
                },
                {
                    "start": 1133.6,
                    "end": 1133.9,
                    "word": " malware",
                    "probability": 0.86669921875
                },
                {
                    "start": 1133.9,
                    "end": 1134.5,
                    "word": ".",
                    "probability": 0.96337890625
                },
                {
                    "start": 1135.66,
                    "end": 1136.26,
                    "word": " To",
                    "probability": 0.89599609375
                },
                {
                    "start": 1136.26,
                    "end": 1136.46,
                    "word": " launch",
                    "probability": 0.9287109375
                },
                {
                    "start": 1136.46,
                    "end": 1136.58,
                    "word": " our",
                    "probability": 0.69921875
                },
                {
                    "start": 1136.58,
                    "end": 1136.9,
                    "word": " offline",
                    "probability": 0.8935546875
                },
                {
                    "start": 1136.9,
                    "end": 1137.38,
                    "word": " attack",
                    "probability": 0.8662109375
                },
                {
                    "start": 1137.38,
                    "end": 1137.52,
                    "word": ",",
                    "probability": 0.76416015625
                },
                {
                    "start": 1137.52,
                    "end": 1137.78,
                    "word": " we'll",
                    "probability": 0.909423828125
                },
                {
                    "start": 1137.78,
                    "end": 1138.04,
                    "word": " run",
                    "probability": 0.896484375
                },
                {
                    "start": 1138.18,
                    "end": 1138.42,
                    "word": " a local",
                    "probability": 0.8017578125
                }
            ]
        },
        {
            "id": 140,
            "seek": 111223,
            "start": 1138.42,
            "end": 1146.08,
            "text": " copy of the Ember model in the top window. Then in the bottom window, we'll use the run command,",
            "tokens": [
                50724,
                5055,
                295,
                264,
                3968,
                607,
                2316,
                294,
                264,
                1192,
                4910,
                13,
                1396,
                294,
                264,
                2767,
                4910,
                11,
                321,
                603,
                764,
                264,
                1190,
                5622,
                11,
                51056
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1971726259660153,
            "compression_ratio": 1.6589861751152073,
            "no_speech_prob": 0.0013246536254882812,
            "words": [
                {
                    "start": 1138.42,
                    "end": 1138.94,
                    "word": " copy",
                    "probability": 0.82177734375
                },
                {
                    "start": 1138.94,
                    "end": 1139.32,
                    "word": " of",
                    "probability": 0.90380859375
                },
                {
                    "start": 1139.32,
                    "end": 1139.52,
                    "word": " the",
                    "probability": 0.79931640625
                },
                {
                    "start": 1139.52,
                    "end": 1139.76,
                    "word": " Ember",
                    "probability": 0.6861572265625
                },
                {
                    "start": 1139.76,
                    "end": 1140.14,
                    "word": " model",
                    "probability": 0.7783203125
                },
                {
                    "start": 1140.14,
                    "end": 1141.64,
                    "word": " in",
                    "probability": 0.79345703125
                },
                {
                    "start": 1141.64,
                    "end": 1141.8,
                    "word": " the",
                    "probability": 0.8115234375
                },
                {
                    "start": 1141.8,
                    "end": 1142.04,
                    "word": " top",
                    "probability": 0.8037109375
                },
                {
                    "start": 1142.04,
                    "end": 1142.46,
                    "word": " window",
                    "probability": 0.80322265625
                },
                {
                    "start": 1142.46,
                    "end": 1142.64,
                    "word": ".",
                    "probability": 0.58447265625
                },
                {
                    "start": 1142.64,
                    "end": 1142.78,
                    "word": " Then",
                    "probability": 0.779296875
                },
                {
                    "start": 1142.78,
                    "end": 1142.94,
                    "word": " in",
                    "probability": 0.71044921875
                },
                {
                    "start": 1142.94,
                    "end": 1143.06,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 1143.06,
                    "end": 1143.26,
                    "word": " bottom",
                    "probability": 0.76806640625
                },
                {
                    "start": 1143.26,
                    "end": 1143.62,
                    "word": " window",
                    "probability": 0.84375
                },
                {
                    "start": 1143.62,
                    "end": 1143.72,
                    "word": ",",
                    "probability": 0.822265625
                },
                {
                    "start": 1143.72,
                    "end": 1143.9,
                    "word": " we'll",
                    "probability": 0.92822265625
                },
                {
                    "start": 1143.9,
                    "end": 1144.1,
                    "word": " use",
                    "probability": 0.82177734375
                },
                {
                    "start": 1144.1,
                    "end": 1144.3,
                    "word": " the",
                    "probability": 0.81298828125
                },
                {
                    "start": 1144.3,
                    "end": 1144.56,
                    "word": " run",
                    "probability": 0.69287109375
                },
                {
                    "start": 1144.56,
                    "end": 1145.22,
                    "word": " command",
                    "probability": 0.80419921875
                },
                {
                    "start": 1145.22,
                    "end": 1146.08,
                    "word": ",",
                    "probability": 0.48681640625
                }
            ]
        },
        {
            "id": 141,
            "seek": 111223,
            "start": 1146.08,
            "end": 1151.8,
            "text": " passing in malware samples that we downloaded after registering on the website.",
            "tokens": [
                51112,
                8437,
                294,
                40747,
                10938,
                300,
                321,
                21748,
                934,
                47329,
                322,
                264,
                3144,
                13,
                51360
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1971726259660153,
            "compression_ratio": 1.6589861751152073,
            "no_speech_prob": 0.0013246536254882812,
            "words": [
                {
                    "start": 1146.08,
                    "end": 1146.66,
                    "word": " passing",
                    "probability": 0.72802734375
                },
                {
                    "start": 1146.66,
                    "end": 1147.24,
                    "word": " in",
                    "probability": 0.900390625
                },
                {
                    "start": 1147.24,
                    "end": 1147.94,
                    "word": " malware",
                    "probability": 0.84375
                },
                {
                    "start": 1147.94,
                    "end": 1148.54,
                    "word": " samples",
                    "probability": 0.759765625
                },
                {
                    "start": 1148.54,
                    "end": 1148.84,
                    "word": " that",
                    "probability": 0.8740234375
                },
                {
                    "start": 1148.84,
                    "end": 1148.98,
                    "word": " we",
                    "probability": 0.89892578125
                },
                {
                    "start": 1148.98,
                    "end": 1149.48,
                    "word": " downloaded",
                    "probability": 0.8720703125
                },
                {
                    "start": 1149.48,
                    "end": 1149.88,
                    "word": " after",
                    "probability": 0.73486328125
                },
                {
                    "start": 1149.88,
                    "end": 1150.42,
                    "word": " registering",
                    "probability": 0.798828125
                },
                {
                    "start": 1150.42,
                    "end": 1150.68,
                    "word": " on",
                    "probability": 0.90283203125
                },
                {
                    "start": 1150.68,
                    "end": 1150.76,
                    "word": " the",
                    "probability": 0.79248046875
                },
                {
                    "start": 1150.76,
                    "end": 1151.2,
                    "word": " website",
                    "probability": 0.82666015625
                },
                {
                    "start": 1151.2,
                    "end": 1151.8,
                    "word": ".",
                    "probability": 0.9775390625
                }
            ]
        },
        {
            "id": 142,
            "seek": 111223,
            "start": 1151.98,
            "end": 1159.62,
            "text": " The tool will then write successful evasion attempts to pass one slash success that we've",
            "tokens": [
                51412,
                440,
                2290,
                486,
                550,
                2464,
                4406,
                1073,
                6822,
                15257,
                281,
                1320,
                472,
                17330,
                2245,
                300,
                321,
                600,
                51772
            ],
            "temperature": 0.0,
            "avg_logprob": -0.1971726259660153,
            "compression_ratio": 1.6589861751152073,
            "no_speech_prob": 0.0013246536254882812,
            "words": [
                {
                    "start": 1151.98,
                    "end": 1152.46,
                    "word": " The",
                    "probability": 0.81884765625
                },
                {
                    "start": 1152.46,
                    "end": 1152.76,
                    "word": " tool",
                    "probability": 0.90478515625
                },
                {
                    "start": 1152.76,
                    "end": 1152.98,
                    "word": " will",
                    "probability": 0.82177734375
                },
                {
                    "start": 1152.98,
                    "end": 1153.2,
                    "word": " then",
                    "probability": 0.7216796875
                },
                {
                    "start": 1153.2,
                    "end": 1153.68,
                    "word": " write",
                    "probability": 0.80810546875
                },
                {
                    "start": 1153.68,
                    "end": 1154.66,
                    "word": " successful",
                    "probability": 0.68212890625
                },
                {
                    "start": 1154.66,
                    "end": 1155.2,
                    "word": " evasion",
                    "probability": 0.946044921875
                },
                {
                    "start": 1155.2,
                    "end": 1155.66,
                    "word": " attempts",
                    "probability": 0.77978515625
                },
                {
                    "start": 1155.66,
                    "end": 1156.28,
                    "word": " to",
                    "probability": 0.8876953125
                },
                {
                    "start": 1156.28,
                    "end": 1157.52,
                    "word": " pass",
                    "probability": 0.77001953125
                },
                {
                    "start": 1157.52,
                    "end": 1157.94,
                    "word": " one",
                    "probability": 0.5966796875
                },
                {
                    "start": 1157.94,
                    "end": 1158.4,
                    "word": " slash",
                    "probability": 0.397216796875
                },
                {
                    "start": 1158.4,
                    "end": 1158.94,
                    "word": " success",
                    "probability": 0.78369140625
                },
                {
                    "start": 1158.94,
                    "end": 1159.34,
                    "word": " that",
                    "probability": 0.84130859375
                },
                {
                    "start": 1159.34,
                    "end": 1159.62,
                    "word": " we've",
                    "probability": 0.895263671875
                }
            ]
        },
        {
            "id": 143,
            "seek": 114075,
            "start": 1159.62,
            "end": 1165.84,
            "text": " specified in the command line, and failed attempts to pass two slash failure folder.",
            "tokens": [
                50364,
                22206,
                294,
                264,
                5622,
                1622,
                11,
                293,
                7612,
                15257,
                281,
                1320,
                732,
                17330,
                7763,
                10820,
                13,
                50636
            ],
            "temperature": 0.0,
            "avg_logprob": -0.254181338028169,
            "compression_ratio": 1.5885416666666667,
            "no_speech_prob": 0.0005884170532226562,
            "words": [
                {
                    "start": 1159.62,
                    "end": 1160.06,
                    "word": " specified",
                    "probability": 0.7919921875
                },
                {
                    "start": 1160.06,
                    "end": 1160.18,
                    "word": " in",
                    "probability": 0.90087890625
                },
                {
                    "start": 1160.18,
                    "end": 1160.26,
                    "word": " the",
                    "probability": 0.81689453125
                },
                {
                    "start": 1160.26,
                    "end": 1160.5,
                    "word": " command",
                    "probability": 0.77978515625
                },
                {
                    "start": 1160.5,
                    "end": 1160.76,
                    "word": " line",
                    "probability": 0.83544921875
                },
                {
                    "start": 1160.76,
                    "end": 1161.2,
                    "word": ",",
                    "probability": 0.297119140625
                },
                {
                    "start": 1161.2,
                    "end": 1161.38,
                    "word": " and",
                    "probability": 0.89111328125
                },
                {
                    "start": 1161.38,
                    "end": 1161.78,
                    "word": " failed",
                    "probability": 0.607421875
                },
                {
                    "start": 1161.78,
                    "end": 1162.26,
                    "word": " attempts",
                    "probability": 0.75537109375
                },
                {
                    "start": 1162.26,
                    "end": 1162.9,
                    "word": " to",
                    "probability": 0.8818359375
                },
                {
                    "start": 1162.9,
                    "end": 1163.28,
                    "word": " pass",
                    "probability": 0.72021484375
                },
                {
                    "start": 1163.28,
                    "end": 1163.54,
                    "word": " two",
                    "probability": 0.0267181396484375
                },
                {
                    "start": 1163.54,
                    "end": 1163.94,
                    "word": " slash",
                    "probability": 0.31005859375
                },
                {
                    "start": 1163.94,
                    "end": 1164.62,
                    "word": " failure",
                    "probability": 0.779296875
                },
                {
                    "start": 1164.62,
                    "end": 1165.06,
                    "word": " folder",
                    "probability": 0.783203125
                },
                {
                    "start": 1165.06,
                    "end": 1165.84,
                    "word": ".",
                    "probability": 0.75830078125
                }
            ]
        },
        {
            "id": 144,
            "seek": 114075,
            "start": 1166.02,
            "end": 1174.12,
            "text": " And also included in each output directory will be the history of file modifications",
            "tokens": [
                50676,
                400,
                611,
                5556,
                294,
                1184,
                5598,
                21120,
                486,
                312,
                264,
                2503,
                295,
                3991,
                26881,
                51100
            ],
            "temperature": 0.0,
            "avg_logprob": -0.254181338028169,
            "compression_ratio": 1.5885416666666667,
            "no_speech_prob": 0.0005884170532226562,
            "words": [
                {
                    "start": 1166.02,
                    "end": 1166.26,
                    "word": " And",
                    "probability": 0.77734375
                },
                {
                    "start": 1166.26,
                    "end": 1167.0,
                    "word": " also",
                    "probability": 0.79638671875
                },
                {
                    "start": 1167.0,
                    "end": 1168.0,
                    "word": " included",
                    "probability": 0.7451171875
                },
                {
                    "start": 1168.0,
                    "end": 1168.5,
                    "word": " in",
                    "probability": 0.8984375
                },
                {
                    "start": 1168.5,
                    "end": 1168.9,
                    "word": " each",
                    "probability": 0.8681640625
                },
                {
                    "start": 1168.9,
                    "end": 1169.64,
                    "word": " output",
                    "probability": 0.83349609375
                },
                {
                    "start": 1169.64,
                    "end": 1170.24,
                    "word": " directory",
                    "probability": 0.80029296875
                },
                {
                    "start": 1170.24,
                    "end": 1171.18,
                    "word": " will",
                    "probability": 0.734375
                },
                {
                    "start": 1171.18,
                    "end": 1171.54,
                    "word": " be",
                    "probability": 0.90673828125
                },
                {
                    "start": 1171.54,
                    "end": 1171.88,
                    "word": " the",
                    "probability": 0.8134765625
                },
                {
                    "start": 1171.88,
                    "end": 1172.42,
                    "word": " history",
                    "probability": 0.849609375
                },
                {
                    "start": 1172.42,
                    "end": 1173.18,
                    "word": " of",
                    "probability": 0.9013671875
                },
                {
                    "start": 1173.18,
                    "end": 1173.5,
                    "word": " file",
                    "probability": 0.814453125
                },
                {
                    "start": 1173.5,
                    "end": 1174.12,
                    "word": " modifications",
                    "probability": 0.748046875
                }
            ]
        },
        {
            "id": 145,
            "seek": 114075,
            "start": 1174.83,
            "end": 1182.13,
            "text": " that will be useful if we'd like to pick up to resume a failed attempt.",
            "tokens": [
                51132,
                300,
                486,
                312,
                4420,
                498,
                321,
                1116,
                411,
                281,
                1888,
                493,
                281,
                15358,
                257,
                7612,
                5217,
                13,
                51472
            ],
            "temperature": 0.0,
            "avg_logprob": -0.254181338028169,
            "compression_ratio": 1.5885416666666667,
            "no_speech_prob": 0.0005884170532226562,
            "words": [
                {
                    "start": 1174.83,
                    "end": 1175.22,
                    "word": " that",
                    "probability": 0.83837890625
                },
                {
                    "start": 1175.22,
                    "end": 1175.46,
                    "word": " will",
                    "probability": 0.81494140625
                },
                {
                    "start": 1175.46,
                    "end": 1175.68,
                    "word": " be",
                    "probability": 0.90673828125
                },
                {
                    "start": 1175.68,
                    "end": 1176.06,
                    "word": " useful",
                    "probability": 0.7744140625
                },
                {
                    "start": 1176.06,
                    "end": 1176.42,
                    "word": " if",
                    "probability": 0.8681640625
                },
                {
                    "start": 1176.42,
                    "end": 1176.64,
                    "word": " we'd",
                    "probability": 0.83203125
                },
                {
                    "start": 1176.64,
                    "end": 1176.78,
                    "word": " like",
                    "probability": 0.87353515625
                },
                {
                    "start": 1176.78,
                    "end": 1176.98,
                    "word": " to",
                    "probability": 0.90625
                },
                {
                    "start": 1176.98,
                    "end": 1177.32,
                    "word": " pick",
                    "probability": 0.7509765625
                },
                {
                    "start": 1177.32,
                    "end": 1178.08,
                    "word": " up",
                    "probability": 0.9013671875
                },
                {
                    "start": 1178.08,
                    "end": 1178.86,
                    "word": " to",
                    "probability": 0.418212890625
                },
                {
                    "start": 1178.86,
                    "end": 1179.74,
                    "word": " resume",
                    "probability": 0.6611328125
                },
                {
                    "start": 1180.26,
                    "end": 1180.62,
                    "word": " a failed",
                    "probability": 0.69091796875
                },
                {
                    "start": 1180.62,
                    "end": 1181.74,
                    "word": " attempt",
                    "probability": 0.865234375
                },
                {
                    "start": 1181.74,
                    "end": 1182.13,
                    "word": ".",
                    "probability": 0.9951171875
                }
            ]
        },
        {
            "id": 146,
            "seek": 114075,
            "start": 1183.47,
            "end": 1188.14,
            "text": " So to demonstrate that, in a second pass of the offline attack,",
            "tokens": [
                51564,
                407,
                281,
                11698,
                300,
                11,
                294,
                257,
                1150,
                1320,
                295,
                264,
                21857,
                2690,
                11,
                51776
            ],
            "temperature": 0.0,
            "avg_logprob": -0.254181338028169,
            "compression_ratio": 1.5885416666666667,
            "no_speech_prob": 0.0005884170532226562,
            "words": [
                {
                    "start": 1183.47,
                    "end": 1183.86,
                    "word": " So",
                    "probability": 0.87744140625
                },
                {
                    "start": 1183.86,
                    "end": 1184.14,
                    "word": " to",
                    "probability": 0.8017578125
                },
                {
                    "start": 1184.14,
                    "end": 1184.48,
                    "word": " demonstrate",
                    "probability": 0.79248046875
                },
                {
                    "start": 1184.48,
                    "end": 1184.98,
                    "word": " that",
                    "probability": 0.884765625
                },
                {
                    "start": 1184.98,
                    "end": 1185.14,
                    "word": ",",
                    "probability": 0.454833984375
                },
                {
                    "start": 1185.14,
                    "end": 1185.3,
                    "word": " in",
                    "probability": 0.8955078125
                },
                {
                    "start": 1185.48,
                    "end": 1185.78,
                    "word": " a second",
                    "probability": 0.794921875
                },
                {
                    "start": 1185.78,
                    "end": 1186.5,
                    "word": " pass",
                    "probability": 0.830078125
                },
                {
                    "start": 1186.5,
                    "end": 1186.86,
                    "word": " of",
                    "probability": 0.9013671875
                },
                {
                    "start": 1186.86,
                    "end": 1187.0,
                    "word": " the",
                    "probability": 0.8154296875
                },
                {
                    "start": 1187.0,
                    "end": 1187.36,
                    "word": " offline",
                    "probability": 0.87451171875
                },
                {
                    "start": 1187.36,
                    "end": 1187.92,
                    "word": " attack",
                    "probability": 0.8056640625
                },
                {
                    "start": 1187.92,
                    "end": 1188.14,
                    "word": ",",
                    "probability": 0.73046875
                }
            ]
        },
        {
            "id": 147,
            "seek": 116771,
            "start": 1188.14,
            "end": 1196.3,
            "text": " we'll start with the pass one failures and iterate on the optimization approach,",
            "tokens": [
                50384,
                321,
                603,
                722,
                365,
                264,
                1320,
                472,
                20774,
                293,
                44497,
                322,
                264,
                19618,
                3109,
                11,
                50744
            ],
            "temperature": 0.0,
            "avg_logprob": -0.206922748643491,
            "compression_ratio": 1.5980392156862746,
            "no_speech_prob": 8.094310760498047e-05,
            "words": [
                {
                    "start": 1188.14,
                    "end": 1188.94,
                    "word": " we'll",
                    "probability": 0.596923828125
                },
                {
                    "start": 1188.94,
                    "end": 1189.96,
                    "word": " start",
                    "probability": 0.8603515625
                },
                {
                    "start": 1189.96,
                    "end": 1190.36,
                    "word": " with",
                    "probability": 0.81884765625
                },
                {
                    "start": 1190.36,
                    "end": 1190.6,
                    "word": " the",
                    "probability": 0.8154296875
                },
                {
                    "start": 1190.6,
                    "end": 1190.96,
                    "word": " pass",
                    "probability": 0.28515625
                },
                {
                    "start": 1190.96,
                    "end": 1191.24,
                    "word": " one",
                    "probability": 0.398681640625
                },
                {
                    "start": 1191.24,
                    "end": 1191.88,
                    "word": " failures",
                    "probability": 0.75927734375
                },
                {
                    "start": 1191.88,
                    "end": 1192.78,
                    "word": " and",
                    "probability": 0.82080078125
                },
                {
                    "start": 1192.78,
                    "end": 1193.28,
                    "word": " iterate",
                    "probability": 0.8671875
                },
                {
                    "start": 1193.28,
                    "end": 1194.3,
                    "word": " on",
                    "probability": 0.90771484375
                },
                {
                    "start": 1194.3,
                    "end": 1194.64,
                    "word": " the",
                    "probability": 0.810546875
                },
                {
                    "start": 1194.64,
                    "end": 1195.24,
                    "word": " optimization",
                    "probability": 0.75927734375
                },
                {
                    "start": 1195.24,
                    "end": 1195.82,
                    "word": " approach",
                    "probability": 0.79150390625
                },
                {
                    "start": 1195.82,
                    "end": 1196.3,
                    "word": ",",
                    "probability": 0.447509765625
                }
            ]
        },
        {
            "id": 148,
            "seek": 116771,
            "start": 1196.3,
            "end": 1200.83,
            "text": " again storing successes and failures to a pass two directory.",
            "tokens": [
                50772,
                797,
                26085,
                26101,
                293,
                20774,
                281,
                257,
                1320,
                732,
                21120,
                13,
                50984
            ],
            "temperature": 0.0,
            "avg_logprob": -0.206922748643491,
            "compression_ratio": 1.5980392156862746,
            "no_speech_prob": 8.094310760498047e-05,
            "words": [
                {
                    "start": 1196.3,
                    "end": 1196.7,
                    "word": " again",
                    "probability": 0.9052734375
                },
                {
                    "start": 1196.7,
                    "end": 1197.18,
                    "word": " storing",
                    "probability": 0.5380859375
                },
                {
                    "start": 1197.18,
                    "end": 1197.84,
                    "word": " successes",
                    "probability": 0.75244140625
                },
                {
                    "start": 1197.84,
                    "end": 1198.26,
                    "word": " and",
                    "probability": 0.8974609375
                },
                {
                    "start": 1198.26,
                    "end": 1198.74,
                    "word": " failures",
                    "probability": 0.7529296875
                },
                {
                    "start": 1198.74,
                    "end": 1199.14,
                    "word": " to",
                    "probability": 0.89599609375
                },
                {
                    "start": 1199.36,
                    "end": 1199.6,
                    "word": " a pass",
                    "probability": 0.69580078125
                },
                {
                    "start": 1199.6,
                    "end": 1199.92,
                    "word": " two",
                    "probability": 0.697265625
                },
                {
                    "start": 1199.92,
                    "end": 1200.42,
                    "word": " directory",
                    "probability": 0.76123046875
                },
                {
                    "start": 1200.42,
                    "end": 1200.83,
                    "word": ".",
                    "probability": 0.970703125
                }
            ]
        },
        {
            "id": 149,
            "seek": 116771,
            "start": 1204.21,
            "end": 1209.1,
            "text": " So after doing that a number of times and having collected a bunch of candidate samples offline",
            "tokens": [
                51072,
                407,
                934,
                884,
                300,
                257,
                1230,
                295,
                1413,
                293,
                1419,
                11087,
                257,
                3840,
                295,
                11532,
                10938,
                21857,
                51316
            ],
            "temperature": 0.0,
            "avg_logprob": -0.206922748643491,
            "compression_ratio": 1.5980392156862746,
            "no_speech_prob": 8.094310760498047e-05,
            "words": [
                {
                    "start": 1204.21,
                    "end": 1204.62,
                    "word": " So",
                    "probability": 0.85546875
                },
                {
                    "start": 1204.62,
                    "end": 1204.96,
                    "word": " after",
                    "probability": 0.61669921875
                },
                {
                    "start": 1204.96,
                    "end": 1205.18,
                    "word": " doing",
                    "probability": 0.9072265625
                },
                {
                    "start": 1205.18,
                    "end": 1205.3,
                    "word": " that",
                    "probability": 0.880859375
                },
                {
                    "start": 1205.4,
                    "end": 1205.52,
                    "word": " a number",
                    "probability": 0.87939453125
                },
                {
                    "start": 1205.52,
                    "end": 1205.66,
                    "word": " of",
                    "probability": 0.90869140625
                },
                {
                    "start": 1205.66,
                    "end": 1206.08,
                    "word": " times",
                    "probability": 0.822265625
                },
                {
                    "start": 1206.08,
                    "end": 1206.26,
                    "word": " and",
                    "probability": 0.80517578125
                },
                {
                    "start": 1206.26,
                    "end": 1206.5,
                    "word": " having",
                    "probability": 0.7958984375
                },
                {
                    "start": 1206.5,
                    "end": 1207.2,
                    "word": " collected",
                    "probability": 0.68359375
                },
                {
                    "start": 1207.4,
                    "end": 1207.58,
                    "word": " a bunch",
                    "probability": 0.79736328125
                },
                {
                    "start": 1207.58,
                    "end": 1207.74,
                    "word": " of",
                    "probability": 0.8984375
                },
                {
                    "start": 1207.74,
                    "end": 1208.02,
                    "word": " candidate",
                    "probability": 0.59521484375
                },
                {
                    "start": 1208.02,
                    "end": 1208.52,
                    "word": " samples",
                    "probability": 0.75341796875
                },
                {
                    "start": 1208.52,
                    "end": 1209.1,
                    "word": " offline",
                    "probability": 0.8623046875
                }
            ]
        },
        {
            "id": 150,
            "seek": 116771,
            "start": 1209.67,
            "end": 1217.14,
            "text": " that evade the local defended Ember model, we'll then use those candidates as seeds for",
            "tokens": [
                51344,
                300,
                1073,
                762,
                264,
                2654,
                34135,
                3968,
                607,
                2316,
                11,
                321,
                603,
                550,
                764,
                729,
                11255,
                382,
                9203,
                337,
                51708
            ],
            "temperature": 0.0,
            "avg_logprob": -0.206922748643491,
            "compression_ratio": 1.5980392156862746,
            "no_speech_prob": 8.094310760498047e-05,
            "words": [
                {
                    "start": 1209.67,
                    "end": 1210.08,
                    "word": " that",
                    "probability": 0.7783203125
                },
                {
                    "start": 1210.08,
                    "end": 1210.54,
                    "word": " evade",
                    "probability": 0.916015625
                },
                {
                    "start": 1210.54,
                    "end": 1210.76,
                    "word": " the",
                    "probability": 0.80908203125
                },
                {
                    "start": 1210.76,
                    "end": 1211.3,
                    "word": " local",
                    "probability": 0.81396484375
                },
                {
                    "start": 1211.3,
                    "end": 1212.46,
                    "word": " defended",
                    "probability": 0.68701171875
                },
                {
                    "start": 1212.46,
                    "end": 1212.78,
                    "word": " Ember",
                    "probability": 0.6885986328125
                },
                {
                    "start": 1212.78,
                    "end": 1213.2,
                    "word": " model",
                    "probability": 0.77685546875
                },
                {
                    "start": 1213.2,
                    "end": 1213.58,
                    "word": ",",
                    "probability": 0.89697265625
                },
                {
                    "start": 1213.58,
                    "end": 1214.0,
                    "word": " we'll",
                    "probability": 0.918212890625
                },
                {
                    "start": 1214.0,
                    "end": 1214.18,
                    "word": " then",
                    "probability": 0.7294921875
                },
                {
                    "start": 1214.18,
                    "end": 1214.56,
                    "word": " use",
                    "probability": 0.81982421875
                },
                {
                    "start": 1214.56,
                    "end": 1215.04,
                    "word": " those",
                    "probability": 0.84765625
                },
                {
                    "start": 1215.04,
                    "end": 1215.66,
                    "word": " candidates",
                    "probability": 0.82763671875
                },
                {
                    "start": 1215.66,
                    "end": 1216.54,
                    "word": " as",
                    "probability": 0.90234375
                },
                {
                    "start": 1216.54,
                    "end": 1216.88,
                    "word": " seeds",
                    "probability": 0.822265625
                },
                {
                    "start": 1216.88,
                    "end": 1217.14,
                    "word": " for",
                    "probability": 0.8984375
                }
            ]
        },
        {
            "id": 151,
            "seek": 119665,
            "start": 1217.14,
            "end": 1223.82,
            "text": " an online attack, which now counts against our API query usage. To do an online attack,",
            "tokens": [
                50364,
                364,
                2950,
                2690,
                11,
                597,
                586,
                14893,
                1970,
                527,
                9362,
                14581,
                14924,
                13,
                1407,
                360,
                364,
                2950,
                2690,
                11,
                50700
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23186727806373877,
            "compression_ratio": 1.5936073059360731,
            "no_speech_prob": 0.00033020973205566406,
            "words": [
                {
                    "start": 1217.14,
                    "end": 1217.24,
                    "word": " an",
                    "probability": 0.31591796875
                },
                {
                    "start": 1217.24,
                    "end": 1217.6,
                    "word": " online",
                    "probability": 0.669921875
                },
                {
                    "start": 1217.6,
                    "end": 1218.04,
                    "word": " attack",
                    "probability": 0.8466796875
                },
                {
                    "start": 1218.04,
                    "end": 1218.12,
                    "word": ",",
                    "probability": 0.595703125
                },
                {
                    "start": 1218.12,
                    "end": 1218.3,
                    "word": " which",
                    "probability": 0.91064453125
                },
                {
                    "start": 1218.3,
                    "end": 1218.62,
                    "word": " now",
                    "probability": 0.890625
                },
                {
                    "start": 1218.62,
                    "end": 1219.3,
                    "word": " counts",
                    "probability": 0.71484375
                },
                {
                    "start": 1219.3,
                    "end": 1219.8,
                    "word": " against",
                    "probability": 0.853515625
                },
                {
                    "start": 1219.8,
                    "end": 1220.28,
                    "word": " our",
                    "probability": 0.794921875
                },
                {
                    "start": 1220.28,
                    "end": 1220.76,
                    "word": " API",
                    "probability": 0.77294921875
                },
                {
                    "start": 1220.76,
                    "end": 1221.14,
                    "word": " query",
                    "probability": 0.873046875
                },
                {
                    "start": 1221.14,
                    "end": 1221.62,
                    "word": " usage",
                    "probability": 0.8095703125
                },
                {
                    "start": 1221.62,
                    "end": 1222.22,
                    "word": ".",
                    "probability": 0.9609375
                },
                {
                    "start": 1222.56,
                    "end": 1222.76,
                    "word": " To",
                    "probability": 0.89306640625
                },
                {
                    "start": 1222.76,
                    "end": 1222.88,
                    "word": " do",
                    "probability": 0.90625
                },
                {
                    "start": 1222.88,
                    "end": 1223.0,
                    "word": " an",
                    "probability": 0.9013671875
                },
                {
                    "start": 1223.0,
                    "end": 1223.24,
                    "word": " online",
                    "probability": 0.77001953125
                },
                {
                    "start": 1223.24,
                    "end": 1223.68,
                    "word": " attack",
                    "probability": 0.837890625
                },
                {
                    "start": 1223.68,
                    "end": 1223.82,
                    "word": ",",
                    "probability": 0.8818359375
                }
            ]
        },
        {
            "id": 152,
            "seek": 119665,
            "start": 1223.82,
            "end": 1231.82,
            "text": " simply use this tool with the dash dash online flag, and the optimization will then continue",
            "tokens": [
                50700,
                2935,
                764,
                341,
                2290,
                365,
                264,
                8240,
                8240,
                2950,
                7166,
                11,
                293,
                264,
                19618,
                486,
                550,
                2354,
                51096
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23186727806373877,
            "compression_ratio": 1.5936073059360731,
            "no_speech_prob": 0.00033020973205566406,
            "words": [
                {
                    "start": 1223.82,
                    "end": 1224.24,
                    "word": " simply",
                    "probability": 0.82373046875
                },
                {
                    "start": 1224.24,
                    "end": 1224.66,
                    "word": " use",
                    "probability": 0.81640625
                },
                {
                    "start": 1224.66,
                    "end": 1224.88,
                    "word": " this",
                    "probability": 0.88427734375
                },
                {
                    "start": 1224.88,
                    "end": 1225.16,
                    "word": " tool",
                    "probability": 0.8759765625
                },
                {
                    "start": 1225.16,
                    "end": 1225.34,
                    "word": " with",
                    "probability": 0.81494140625
                },
                {
                    "start": 1225.34,
                    "end": 1225.48,
                    "word": " the",
                    "probability": 0.6240234375
                },
                {
                    "start": 1225.48,
                    "end": 1225.72,
                    "word": " dash",
                    "probability": 0.10491943359375
                },
                {
                    "start": 1225.72,
                    "end": 1226.08,
                    "word": " dash",
                    "probability": 0.44482421875
                },
                {
                    "start": 1226.08,
                    "end": 1226.74,
                    "word": " online",
                    "probability": 0.71142578125
                },
                {
                    "start": 1226.74,
                    "end": 1227.6,
                    "word": " flag",
                    "probability": 0.80615234375
                },
                {
                    "start": 1227.6,
                    "end": 1228.12,
                    "word": ",",
                    "probability": 0.36328125
                },
                {
                    "start": 1228.12,
                    "end": 1228.68,
                    "word": " and",
                    "probability": 0.8916015625
                },
                {
                    "start": 1228.68,
                    "end": 1229.22,
                    "word": " the",
                    "probability": 0.806640625
                },
                {
                    "start": 1229.22,
                    "end": 1230.32,
                    "word": " optimization",
                    "probability": 0.611328125
                },
                {
                    "start": 1230.32,
                    "end": 1230.78,
                    "word": " will",
                    "probability": 0.806640625
                },
                {
                    "start": 1230.78,
                    "end": 1231.04,
                    "word": " then",
                    "probability": 0.71630859375
                },
                {
                    "start": 1231.04,
                    "end": 1231.82,
                    "word": " continue",
                    "probability": 0.79541015625
                }
            ]
        },
        {
            "id": 153,
            "seek": 119665,
            "start": 1232.72,
            "end": 1238.9,
            "text": " trying to find file modifications that will bypass all three of the hosted models.",
            "tokens": [
                51144,
                1382,
                281,
                915,
                3991,
                26881,
                300,
                486,
                24996,
                439,
                1045,
                295,
                264,
                19204,
                5245,
                13,
                51440
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23186727806373877,
            "compression_ratio": 1.5936073059360731,
            "no_speech_prob": 0.00033020973205566406,
            "words": [
                {
                    "start": 1232.72,
                    "end": 1233.02,
                    "word": " trying",
                    "probability": 0.73486328125
                },
                {
                    "start": 1233.02,
                    "end": 1233.24,
                    "word": " to",
                    "probability": 0.904296875
                },
                {
                    "start": 1233.24,
                    "end": 1233.5,
                    "word": " find",
                    "probability": 0.78515625
                },
                {
                    "start": 1233.5,
                    "end": 1234.54,
                    "word": " file",
                    "probability": 0.77685546875
                },
                {
                    "start": 1234.54,
                    "end": 1235.1,
                    "word": " modifications",
                    "probability": 0.75390625
                },
                {
                    "start": 1235.1,
                    "end": 1235.46,
                    "word": " that",
                    "probability": 0.88330078125
                },
                {
                    "start": 1235.46,
                    "end": 1235.74,
                    "word": " will",
                    "probability": 0.80615234375
                },
                {
                    "start": 1235.74,
                    "end": 1236.42,
                    "word": " bypass",
                    "probability": 0.84130859375
                },
                {
                    "start": 1236.42,
                    "end": 1237.28,
                    "word": " all",
                    "probability": 0.91015625
                },
                {
                    "start": 1237.28,
                    "end": 1237.64,
                    "word": " three",
                    "probability": 0.83544921875
                },
                {
                    "start": 1237.64,
                    "end": 1237.86,
                    "word": " of",
                    "probability": 0.900390625
                },
                {
                    "start": 1237.86,
                    "end": 1237.96,
                    "word": " the",
                    "probability": 0.818359375
                },
                {
                    "start": 1237.96,
                    "end": 1238.22,
                    "word": " hosted",
                    "probability": 0.658203125
                },
                {
                    "start": 1238.22,
                    "end": 1238.6,
                    "word": " models",
                    "probability": 0.78369140625
                },
                {
                    "start": 1238.6,
                    "end": 1238.9,
                    "word": ".",
                    "probability": 0.99609375
                }
            ]
        },
        {
            "id": 154,
            "seek": 119665,
            "start": 1241.2,
            "end": 1246.08,
            "text": " Of course, you want to do perhaps as many, you know, as many iterations as necessary,",
            "tokens": [
                51588,
                2720,
                1164,
                11,
                291,
                528,
                281,
                360,
                4317,
                382,
                867,
                11,
                291,
                458,
                11,
                382,
                867,
                36540,
                382,
                4818,
                11,
                51812
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23186727806373877,
            "compression_ratio": 1.5936073059360731,
            "no_speech_prob": 0.00033020973205566406,
            "words": [
                {
                    "start": 1241.2,
                    "end": 1241.8,
                    "word": " Of",
                    "probability": 0.8916015625
                },
                {
                    "start": 1241.8,
                    "end": 1242.0,
                    "word": " course",
                    "probability": 0.86328125
                },
                {
                    "start": 1242.0,
                    "end": 1242.08,
                    "word": ",",
                    "probability": 0.8935546875
                },
                {
                    "start": 1242.08,
                    "end": 1242.2,
                    "word": " you",
                    "probability": 0.8896484375
                },
                {
                    "start": 1242.2,
                    "end": 1242.4,
                    "word": " want",
                    "probability": 0.78369140625
                },
                {
                    "start": 1242.4,
                    "end": 1242.54,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 1242.54,
                    "end": 1242.84,
                    "word": " do",
                    "probability": 0.90283203125
                },
                {
                    "start": 1242.84,
                    "end": 1243.3,
                    "word": " perhaps",
                    "probability": 0.763671875
                },
                {
                    "start": 1243.3,
                    "end": 1243.52,
                    "word": " as",
                    "probability": 0.8994140625
                },
                {
                    "start": 1243.52,
                    "end": 1243.82,
                    "word": " many",
                    "probability": 0.81396484375
                },
                {
                    "start": 1243.82,
                    "end": 1243.84,
                    "word": ",",
                    "probability": 0.2415771484375
                },
                {
                    "start": 1243.84,
                    "end": 1244.08,
                    "word": " you",
                    "probability": 0.68603515625
                },
                {
                    "start": 1244.08,
                    "end": 1244.16,
                    "word": " know",
                    "probability": 0.81591796875
                },
                {
                    "start": 1244.16,
                    "end": 1244.18,
                    "word": ",",
                    "probability": 0.9560546875
                },
                {
                    "start": 1244.18,
                    "end": 1244.26,
                    "word": " as",
                    "probability": 0.9130859375
                },
                {
                    "start": 1244.26,
                    "end": 1244.54,
                    "word": " many",
                    "probability": 0.818359375
                },
                {
                    "start": 1244.54,
                    "end": 1245.18,
                    "word": " iterations",
                    "probability": 0.7099609375
                },
                {
                    "start": 1245.18,
                    "end": 1245.46,
                    "word": " as",
                    "probability": 0.900390625
                },
                {
                    "start": 1245.46,
                    "end": 1245.96,
                    "word": " necessary",
                    "probability": 0.89208984375
                },
                {
                    "start": 1245.96,
                    "end": 1246.08,
                    "word": ",",
                    "probability": 0.43017578125
                }
            ]
        },
        {
            "id": 155,
            "seek": 122433,
            "start": 1246.08,
            "end": 1251.56,
            "text": " and the online version of this attack. But after you've done so, in a final pass of the online",
            "tokens": [
                50364,
                293,
                264,
                2950,
                3037,
                295,
                341,
                2690,
                13,
                583,
                934,
                291,
                600,
                1096,
                370,
                11,
                294,
                257,
                2572,
                1320,
                295,
                264,
                2950,
                50648
            ],
            "temperature": 0.0,
            "avg_logprob": -0.19109195676343194,
            "compression_ratio": 1.608695652173913,
            "no_speech_prob": 0.0006561279296875,
            "words": [
                {
                    "start": 1246.08,
                    "end": 1246.3,
                    "word": " and",
                    "probability": 0.6005859375
                },
                {
                    "start": 1246.3,
                    "end": 1246.42,
                    "word": " the",
                    "probability": 0.8017578125
                },
                {
                    "start": 1246.42,
                    "end": 1246.7,
                    "word": " online",
                    "probability": 0.77392578125
                },
                {
                    "start": 1246.7,
                    "end": 1246.96,
                    "word": " version",
                    "probability": 0.70458984375
                },
                {
                    "start": 1246.96,
                    "end": 1247.1,
                    "word": " of",
                    "probability": 0.89404296875
                },
                {
                    "start": 1247.1,
                    "end": 1247.5,
                    "word": " this",
                    "probability": 0.876953125
                },
                {
                    "start": 1247.5,
                    "end": 1247.98,
                    "word": " attack",
                    "probability": 0.64208984375
                },
                {
                    "start": 1247.98,
                    "end": 1248.52,
                    "word": ".",
                    "probability": 0.398681640625
                },
                {
                    "start": 1248.52,
                    "end": 1248.6,
                    "word": " But",
                    "probability": 0.81396484375
                },
                {
                    "start": 1248.6,
                    "end": 1248.78,
                    "word": " after",
                    "probability": 0.7265625
                },
                {
                    "start": 1248.78,
                    "end": 1248.98,
                    "word": " you've",
                    "probability": 0.91259765625
                },
                {
                    "start": 1248.98,
                    "end": 1249.12,
                    "word": " done",
                    "probability": 0.7958984375
                },
                {
                    "start": 1249.12,
                    "end": 1249.58,
                    "word": " so",
                    "probability": 0.888671875
                },
                {
                    "start": 1249.58,
                    "end": 1249.7,
                    "word": ",",
                    "probability": 0.53125
                },
                {
                    "start": 1249.7,
                    "end": 1250.1,
                    "word": " in",
                    "probability": 0.64990234375
                },
                {
                    "start": 1250.24,
                    "end": 1250.5,
                    "word": " a final",
                    "probability": 0.87646484375
                },
                {
                    "start": 1250.5,
                    "end": 1250.92,
                    "word": " pass",
                    "probability": 0.83056640625
                },
                {
                    "start": 1250.92,
                    "end": 1251.02,
                    "word": " of",
                    "probability": 0.8486328125
                },
                {
                    "start": 1251.02,
                    "end": 1251.14,
                    "word": " the",
                    "probability": 0.814453125
                },
                {
                    "start": 1251.14,
                    "end": 1251.56,
                    "word": " online",
                    "probability": 0.77392578125
                }
            ]
        },
        {
            "id": 156,
            "seek": 122433,
            "start": 1251.56,
            "end": 1260.54,
            "text": " attack, you can now collect the successful samples into a zip file that you would then validate in a",
            "tokens": [
                50648,
                2690,
                11,
                291,
                393,
                586,
                2500,
                264,
                4406,
                10938,
                666,
                257,
                20730,
                3991,
                300,
                291,
                576,
                550,
                29562,
                294,
                257,
                51064
            ],
            "temperature": 0.0,
            "avg_logprob": -0.19109195676343194,
            "compression_ratio": 1.608695652173913,
            "no_speech_prob": 0.0006561279296875,
            "words": [
                {
                    "start": 1251.56,
                    "end": 1252.22,
                    "word": " attack",
                    "probability": 0.841796875
                },
                {
                    "start": 1252.22,
                    "end": 1252.74,
                    "word": ",",
                    "probability": 0.9267578125
                },
                {
                    "start": 1252.74,
                    "end": 1252.88,
                    "word": " you",
                    "probability": 0.89111328125
                },
                {
                    "start": 1252.88,
                    "end": 1253.02,
                    "word": " can",
                    "probability": 0.8955078125
                },
                {
                    "start": 1253.02,
                    "end": 1253.24,
                    "word": " now",
                    "probability": 0.88671875
                },
                {
                    "start": 1253.24,
                    "end": 1253.84,
                    "word": " collect",
                    "probability": 0.78515625
                },
                {
                    "start": 1253.84,
                    "end": 1254.52,
                    "word": " the",
                    "probability": 0.8125
                },
                {
                    "start": 1254.52,
                    "end": 1255.3,
                    "word": " successful",
                    "probability": 0.77001953125
                },
                {
                    "start": 1255.3,
                    "end": 1256.0,
                    "word": " samples",
                    "probability": 0.7509765625
                },
                {
                    "start": 1256.0,
                    "end": 1256.62,
                    "word": " into",
                    "probability": 0.73046875
                },
                {
                    "start": 1256.82,
                    "end": 1256.96,
                    "word": " a zip",
                    "probability": 0.744140625
                },
                {
                    "start": 1256.96,
                    "end": 1257.36,
                    "word": " file",
                    "probability": 0.82080078125
                },
                {
                    "start": 1257.36,
                    "end": 1257.94,
                    "word": " that",
                    "probability": 0.8408203125
                },
                {
                    "start": 1257.94,
                    "end": 1258.08,
                    "word": " you",
                    "probability": 0.89306640625
                },
                {
                    "start": 1258.08,
                    "end": 1258.24,
                    "word": " would",
                    "probability": 0.83984375
                },
                {
                    "start": 1258.24,
                    "end": 1258.58,
                    "word": " then",
                    "probability": 0.7177734375
                },
                {
                    "start": 1258.58,
                    "end": 1259.52,
                    "word": " validate",
                    "probability": 0.8447265625
                },
                {
                    "start": 1259.52,
                    "end": 1260.1,
                    "word": " in",
                    "probability": 0.9033203125
                },
                {
                    "start": 1260.22,
                    "end": 1260.54,
                    "word": " a Windows",
                    "probability": 0.82666015625
                }
            ]
        },
        {
            "id": 157,
            "seek": 122433,
            "start": 1260.54,
            "end": 1269.0,
            "text": " Windows 10 virtual machine, and then upload to the website for validation and leaderboard scoring.",
            "tokens": [
                51064,
                8591,
                1266,
                6374,
                3479,
                11,
                293,
                550,
                6580,
                281,
                264,
                3144,
                337,
                24071,
                293,
                5263,
                3787,
                22358,
                13,
                51420
            ],
            "temperature": 0.0,
            "avg_logprob": -0.19109195676343194,
            "compression_ratio": 1.608695652173913,
            "no_speech_prob": 0.0006561279296875,
            "words": [
                {
                    "start": 1260.54,
                    "end": 1261.2,
                    "word": " 10",
                    "probability": 0.90478515625
                },
                {
                    "start": 1261.2,
                    "end": 1261.8,
                    "word": " virtual",
                    "probability": 0.80419921875
                },
                {
                    "start": 1261.8,
                    "end": 1262.24,
                    "word": " machine",
                    "probability": 0.73486328125
                },
                {
                    "start": 1262.24,
                    "end": 1262.46,
                    "word": ",",
                    "probability": 0.419677734375
                },
                {
                    "start": 1262.46,
                    "end": 1262.88,
                    "word": " and",
                    "probability": 0.89111328125
                },
                {
                    "start": 1262.88,
                    "end": 1263.04,
                    "word": " then",
                    "probability": 0.7275390625
                },
                {
                    "start": 1263.04,
                    "end": 1263.54,
                    "word": " upload",
                    "probability": 0.8046875
                },
                {
                    "start": 1263.54,
                    "end": 1263.78,
                    "word": " to",
                    "probability": 0.87744140625
                },
                {
                    "start": 1263.78,
                    "end": 1263.92,
                    "word": " the",
                    "probability": 0.81787109375
                },
                {
                    "start": 1263.92,
                    "end": 1264.4,
                    "word": " website",
                    "probability": 0.8291015625
                },
                {
                    "start": 1264.4,
                    "end": 1265.32,
                    "word": " for",
                    "probability": 0.8818359375
                },
                {
                    "start": 1265.32,
                    "end": 1265.86,
                    "word": " validation",
                    "probability": 0.88037109375
                },
                {
                    "start": 1265.86,
                    "end": 1266.38,
                    "word": " and",
                    "probability": 0.88525390625
                },
                {
                    "start": 1266.38,
                    "end": 1266.8,
                    "word": " leaderboard",
                    "probability": 0.9443359375
                },
                {
                    "start": 1266.8,
                    "end": 1267.18,
                    "word": " scoring",
                    "probability": 0.8720703125
                },
                {
                    "start": 1267.18,
                    "end": 1267.78,
                    "word": ".",
                    "probability": 0.9970703125
                },
                {
                    "start": 1268.4,
                    "end": 1269.0,
                    "word": " I",
                    "probability": 0.994140625
                }
            ]
        },
        {
            "id": 158,
            "seek": 122433,
            "start": 1269.0,
            "end": 1273.76,
            "text": " I want to point out that since there is a chance that by running this code,",
            "tokens": [
                51496,
                286,
                528,
                281,
                935,
                484,
                300,
                1670,
                456,
                307,
                257,
                2931,
                300,
                538,
                2614,
                341,
                3089,
                11,
                51744
            ],
            "temperature": 0.0,
            "avg_logprob": -0.19109195676343194,
            "compression_ratio": 1.608695652173913,
            "no_speech_prob": 0.0006561279296875,
            "words": [
                {
                    "start": 1269.0,
                    "end": 1269.12,
                    "word": " want",
                    "probability": 0.7763671875
                },
                {
                    "start": 1269.12,
                    "end": 1269.22,
                    "word": " to",
                    "probability": 0.90185546875
                },
                {
                    "start": 1269.22,
                    "end": 1269.4,
                    "word": " point",
                    "probability": 0.8505859375
                },
                {
                    "start": 1269.4,
                    "end": 1269.66,
                    "word": " out",
                    "probability": 0.822265625
                },
                {
                    "start": 1269.66,
                    "end": 1269.96,
                    "word": " that",
                    "probability": 0.8720703125
                },
                {
                    "start": 1269.96,
                    "end": 1270.28,
                    "word": " since",
                    "probability": 0.70556640625
                },
                {
                    "start": 1270.28,
                    "end": 1270.52,
                    "word": " there",
                    "probability": 0.85400390625
                },
                {
                    "start": 1270.52,
                    "end": 1270.76,
                    "word": " is",
                    "probability": 0.90625
                },
                {
                    "start": 1270.92,
                    "end": 1271.5,
                    "word": " a chance",
                    "probability": 0.91748046875
                },
                {
                    "start": 1271.5,
                    "end": 1272.12,
                    "word": " that",
                    "probability": 0.87646484375
                },
                {
                    "start": 1272.12,
                    "end": 1272.74,
                    "word": " by",
                    "probability": 0.794921875
                },
                {
                    "start": 1272.74,
                    "end": 1273.04,
                    "word": " running",
                    "probability": 0.86865234375
                },
                {
                    "start": 1273.04,
                    "end": 1273.32,
                    "word": " this",
                    "probability": 0.8828125
                },
                {
                    "start": 1273.32,
                    "end": 1273.6,
                    "word": " code",
                    "probability": 0.81005859375
                },
                {
                    "start": 1273.6,
                    "end": 1273.76,
                    "word": ",",
                    "probability": 0.59765625
                }
            ]
        },
        {
            "id": 159,
            "seek": 124969,
            "start": 1273.76,
            "end": 1279.0,
            "text": " file modifications might break some of the samples, you should always run these samples",
            "tokens": [
                50364,
                3991,
                26881,
                1062,
                1821,
                512,
                295,
                264,
                10938,
                11,
                291,
                820,
                1009,
                1190,
                613,
                10938,
                50648
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2170138888888889,
            "compression_ratio": 1.55,
            "no_speech_prob": 0.0010166168212890625,
            "words": [
                {
                    "start": 1273.76,
                    "end": 1274.04,
                    "word": " file",
                    "probability": 0.4599609375
                },
                {
                    "start": 1274.04,
                    "end": 1274.74,
                    "word": " modifications",
                    "probability": 0.72607421875
                },
                {
                    "start": 1274.74,
                    "end": 1275.7,
                    "word": " might",
                    "probability": 0.78662109375
                },
                {
                    "start": 1275.7,
                    "end": 1276.12,
                    "word": " break",
                    "probability": 0.90869140625
                },
                {
                    "start": 1276.12,
                    "end": 1276.32,
                    "word": " some",
                    "probability": 0.81396484375
                },
                {
                    "start": 1276.32,
                    "end": 1276.42,
                    "word": " of",
                    "probability": 0.89404296875
                },
                {
                    "start": 1276.42,
                    "end": 1276.56,
                    "word": " the",
                    "probability": 0.8095703125
                },
                {
                    "start": 1276.56,
                    "end": 1276.92,
                    "word": " samples",
                    "probability": 0.75048828125
                },
                {
                    "start": 1276.92,
                    "end": 1277.04,
                    "word": ",",
                    "probability": 0.7158203125
                },
                {
                    "start": 1277.04,
                    "end": 1277.1,
                    "word": " you",
                    "probability": 0.88916015625
                },
                {
                    "start": 1277.1,
                    "end": 1277.28,
                    "word": " should",
                    "probability": 0.9267578125
                },
                {
                    "start": 1277.28,
                    "end": 1277.72,
                    "word": " always",
                    "probability": 0.7783203125
                },
                {
                    "start": 1277.72,
                    "end": 1278.16,
                    "word": " run",
                    "probability": 0.9072265625
                },
                {
                    "start": 1278.16,
                    "end": 1278.5,
                    "word": " these",
                    "probability": 0.67236328125
                },
                {
                    "start": 1278.5,
                    "end": 1279.0,
                    "word": " samples",
                    "probability": 0.75634765625
                }
            ]
        },
        {
            "id": 160,
            "seek": 124969,
            "start": 1279.0,
            "end": 1285.62,
            "text": " in a Windows 10 sandbox before uploading to the competition website. Also note that zip file",
            "tokens": [
                50648,
                294,
                257,
                8591,
                1266,
                42115,
                949,
                27301,
                281,
                264,
                6211,
                3144,
                13,
                2743,
                3637,
                300,
                20730,
                3991,
                50960
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2170138888888889,
            "compression_ratio": 1.55,
            "no_speech_prob": 0.0010166168212890625,
            "words": [
                {
                    "start": 1279.0,
                    "end": 1279.62,
                    "word": " in",
                    "probability": 0.8779296875
                },
                {
                    "start": 1279.72,
                    "end": 1279.94,
                    "word": " a Windows",
                    "probability": 0.8193359375
                },
                {
                    "start": 1279.94,
                    "end": 1280.16,
                    "word": " 10",
                    "probability": 0.9189453125
                },
                {
                    "start": 1280.16,
                    "end": 1280.58,
                    "word": " sandbox",
                    "probability": 0.677734375
                },
                {
                    "start": 1280.58,
                    "end": 1281.2,
                    "word": " before",
                    "probability": 0.7607421875
                },
                {
                    "start": 1281.2,
                    "end": 1281.6,
                    "word": " uploading",
                    "probability": 0.6376953125
                },
                {
                    "start": 1281.6,
                    "end": 1281.84,
                    "word": " to",
                    "probability": 0.89013671875
                },
                {
                    "start": 1281.84,
                    "end": 1281.96,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 1281.96,
                    "end": 1282.38,
                    "word": " competition",
                    "probability": 0.77978515625
                },
                {
                    "start": 1282.38,
                    "end": 1282.92,
                    "word": " website",
                    "probability": 0.83251953125
                },
                {
                    "start": 1282.92,
                    "end": 1283.58,
                    "word": ".",
                    "probability": 0.98681640625
                },
                {
                    "start": 1283.7,
                    "end": 1284.4,
                    "word": " Also",
                    "probability": 0.93310546875
                },
                {
                    "start": 1284.4,
                    "end": 1284.68,
                    "word": " note",
                    "probability": 0.6533203125
                },
                {
                    "start": 1284.68,
                    "end": 1284.9,
                    "word": " that",
                    "probability": 0.86865234375
                },
                {
                    "start": 1284.9,
                    "end": 1285.24,
                    "word": " zip",
                    "probability": 0.64111328125
                },
                {
                    "start": 1285.24,
                    "end": 1285.62,
                    "word": " file",
                    "probability": 0.80615234375
                }
            ]
        },
        {
            "id": 161,
            "seek": 124969,
            "start": 1285.62,
            "end": 1293.52,
            "text": " uploads contribute against your API query count. So it is to your benefit to double check your work",
            "tokens": [
                50960,
                48611,
                10586,
                1970,
                428,
                9362,
                14581,
                1207,
                13,
                407,
                309,
                307,
                281,
                428,
                5121,
                281,
                3834,
                1520,
                428,
                589,
                51372
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2170138888888889,
            "compression_ratio": 1.55,
            "no_speech_prob": 0.0010166168212890625,
            "words": [
                {
                    "start": 1285.62,
                    "end": 1286.04,
                    "word": " uploads",
                    "probability": 0.72265625
                },
                {
                    "start": 1286.04,
                    "end": 1286.92,
                    "word": " contribute",
                    "probability": 0.8544921875
                },
                {
                    "start": 1286.92,
                    "end": 1287.68,
                    "word": " against",
                    "probability": 0.87548828125
                },
                {
                    "start": 1287.68,
                    "end": 1288.1,
                    "word": " your",
                    "probability": 0.80029296875
                },
                {
                    "start": 1288.1,
                    "end": 1288.56,
                    "word": " API",
                    "probability": 0.77099609375
                },
                {
                    "start": 1288.56,
                    "end": 1288.98,
                    "word": " query",
                    "probability": 0.8681640625
                },
                {
                    "start": 1288.98,
                    "end": 1289.48,
                    "word": " count",
                    "probability": 0.78466796875
                },
                {
                    "start": 1289.48,
                    "end": 1290.18,
                    "word": ".",
                    "probability": 0.5703125
                },
                {
                    "start": 1290.2,
                    "end": 1290.38,
                    "word": " So",
                    "probability": 0.876953125
                },
                {
                    "start": 1290.38,
                    "end": 1290.84,
                    "word": " it",
                    "probability": 0.77685546875
                },
                {
                    "start": 1290.84,
                    "end": 1290.98,
                    "word": " is",
                    "probability": 0.90771484375
                },
                {
                    "start": 1290.98,
                    "end": 1291.12,
                    "word": " to",
                    "probability": 0.900390625
                },
                {
                    "start": 1291.12,
                    "end": 1291.3,
                    "word": " your",
                    "probability": 0.802734375
                },
                {
                    "start": 1291.3,
                    "end": 1291.7,
                    "word": " benefit",
                    "probability": 0.7197265625
                },
                {
                    "start": 1291.7,
                    "end": 1292.14,
                    "word": " to",
                    "probability": 0.90380859375
                },
                {
                    "start": 1292.14,
                    "end": 1292.48,
                    "word": " double",
                    "probability": 0.8818359375
                },
                {
                    "start": 1292.48,
                    "end": 1292.9,
                    "word": " check",
                    "probability": 0.734375
                },
                {
                    "start": 1292.9,
                    "end": 1293.14,
                    "word": " your",
                    "probability": 0.8056640625
                },
                {
                    "start": 1293.14,
                    "end": 1293.52,
                    "word": " work",
                    "probability": 0.81396484375
                }
            ]
        },
        {
            "id": 162,
            "seek": 124969,
            "start": 1293.52,
            "end": 1299.12,
            "text": " and make sure that any files you upload are functional, so you don't have to redo that work",
            "tokens": [
                51372,
                293,
                652,
                988,
                300,
                604,
                7098,
                291,
                6580,
                366,
                11745,
                11,
                370,
                291,
                500,
                380,
                362,
                281,
                29956,
                300,
                589,
                51628
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2170138888888889,
            "compression_ratio": 1.55,
            "no_speech_prob": 0.0010166168212890625,
            "words": [
                {
                    "start": 1293.52,
                    "end": 1294.1,
                    "word": " and",
                    "probability": 0.8662109375
                },
                {
                    "start": 1294.1,
                    "end": 1294.38,
                    "word": " make",
                    "probability": 0.876953125
                },
                {
                    "start": 1294.38,
                    "end": 1294.72,
                    "word": " sure",
                    "probability": 0.81591796875
                },
                {
                    "start": 1294.72,
                    "end": 1295.04,
                    "word": " that",
                    "probability": 0.87255859375
                },
                {
                    "start": 1295.04,
                    "end": 1295.54,
                    "word": " any",
                    "probability": 0.79736328125
                },
                {
                    "start": 1295.54,
                    "end": 1295.92,
                    "word": " files",
                    "probability": 0.8154296875
                },
                {
                    "start": 1295.92,
                    "end": 1296.08,
                    "word": " you",
                    "probability": 0.8916015625
                },
                {
                    "start": 1296.08,
                    "end": 1296.4,
                    "word": " upload",
                    "probability": 0.78662109375
                },
                {
                    "start": 1296.4,
                    "end": 1296.66,
                    "word": " are",
                    "probability": 0.892578125
                },
                {
                    "start": 1296.66,
                    "end": 1297.16,
                    "word": " functional",
                    "probability": 0.79736328125
                },
                {
                    "start": 1297.16,
                    "end": 1297.66,
                    "word": ",",
                    "probability": 0.2357177734375
                },
                {
                    "start": 1297.66,
                    "end": 1298.06,
                    "word": " so",
                    "probability": 0.8916015625
                },
                {
                    "start": 1298.06,
                    "end": 1298.16,
                    "word": " you",
                    "probability": 0.88525390625
                },
                {
                    "start": 1298.16,
                    "end": 1298.28,
                    "word": " don't",
                    "probability": 0.943359375
                },
                {
                    "start": 1298.28,
                    "end": 1298.4,
                    "word": " have",
                    "probability": 0.8857421875
                },
                {
                    "start": 1298.4,
                    "end": 1298.5,
                    "word": " to",
                    "probability": 0.912109375
                },
                {
                    "start": 1298.5,
                    "end": 1298.68,
                    "word": " redo",
                    "probability": 0.66845703125
                },
                {
                    "start": 1298.68,
                    "end": 1298.88,
                    "word": " that",
                    "probability": 0.88232421875
                },
                {
                    "start": 1298.88,
                    "end": 1299.12,
                    "word": " work",
                    "probability": 0.8115234375
                }
            ]
        },
        {
            "id": 163,
            "seek": 127593,
            "start": 1299.12,
            "end": 1306.42,
            "text": " and upload again. As a final note, kind of tricky that since the hosted models might be actually",
            "tokens": [
                50364,
                293,
                6580,
                797,
                13,
                1018,
                257,
                2572,
                3637,
                11,
                733,
                295,
                12414,
                300,
                1670,
                264,
                19204,
                5245,
                1062,
                312,
                767,
                50736
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21620244289869847,
            "compression_ratio": 1.6041666666666667,
            "no_speech_prob": 0.00498199462890625,
            "words": [
                {
                    "start": 1299.12,
                    "end": 1299.22,
                    "word": " and",
                    "probability": 0.3671875
                },
                {
                    "start": 1299.22,
                    "end": 1299.42,
                    "word": " upload",
                    "probability": 0.83447265625
                },
                {
                    "start": 1299.42,
                    "end": 1299.78,
                    "word": " again",
                    "probability": 0.8740234375
                },
                {
                    "start": 1299.78,
                    "end": 1300.38,
                    "word": ".",
                    "probability": 0.97998046875
                },
                {
                    "start": 1300.5,
                    "end": 1301.0,
                    "word": " As",
                    "probability": 0.8916015625
                },
                {
                    "start": 1301.12,
                    "end": 1301.32,
                    "word": " a final",
                    "probability": 0.89208984375
                },
                {
                    "start": 1301.32,
                    "end": 1301.7,
                    "word": " note",
                    "probability": 0.7880859375
                },
                {
                    "start": 1301.7,
                    "end": 1302.1,
                    "word": ",",
                    "probability": 0.8994140625
                },
                {
                    "start": 1302.1,
                    "end": 1302.36,
                    "word": " kind",
                    "probability": 0.64453125
                },
                {
                    "start": 1302.36,
                    "end": 1302.46,
                    "word": " of",
                    "probability": 0.90283203125
                },
                {
                    "start": 1302.46,
                    "end": 1302.72,
                    "word": " tricky",
                    "probability": 0.7333984375
                },
                {
                    "start": 1302.72,
                    "end": 1303.06,
                    "word": " that",
                    "probability": 0.7294921875
                },
                {
                    "start": 1303.06,
                    "end": 1303.6,
                    "word": " since",
                    "probability": 0.69970703125
                },
                {
                    "start": 1303.6,
                    "end": 1304.3,
                    "word": " the",
                    "probability": 0.8154296875
                },
                {
                    "start": 1304.3,
                    "end": 1304.6,
                    "word": " hosted",
                    "probability": 0.517578125
                },
                {
                    "start": 1304.6,
                    "end": 1305.1,
                    "word": " models",
                    "probability": 0.8095703125
                },
                {
                    "start": 1305.1,
                    "end": 1305.5,
                    "word": " might",
                    "probability": 0.81201171875
                },
                {
                    "start": 1305.5,
                    "end": 1306.04,
                    "word": " be",
                    "probability": 0.89794921875
                },
                {
                    "start": 1306.04,
                    "end": 1306.42,
                    "word": " actually",
                    "probability": 0.7724609375
                }
            ]
        },
        {
            "id": 164,
            "seek": 127593,
            "start": 1306.42,
            "end": 1313.1,
            "text": " changing state and learning from the queries that you and others are giving them, there's a",
            "tokens": [
                50736,
                4473,
                1785,
                293,
                2539,
                490,
                264,
                24109,
                300,
                291,
                293,
                2357,
                366,
                2902,
                552,
                11,
                456,
                311,
                257,
                51032
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21620244289869847,
            "compression_ratio": 1.6041666666666667,
            "no_speech_prob": 0.00498199462890625,
            "words": [
                {
                    "start": 1306.42,
                    "end": 1306.94,
                    "word": " changing",
                    "probability": 0.79541015625
                },
                {
                    "start": 1306.94,
                    "end": 1307.44,
                    "word": " state",
                    "probability": 0.8720703125
                },
                {
                    "start": 1307.44,
                    "end": 1307.66,
                    "word": " and",
                    "probability": 0.8916015625
                },
                {
                    "start": 1307.66,
                    "end": 1308.04,
                    "word": " learning",
                    "probability": 0.8525390625
                },
                {
                    "start": 1308.04,
                    "end": 1308.78,
                    "word": " from",
                    "probability": 0.81005859375
                },
                {
                    "start": 1308.78,
                    "end": 1308.96,
                    "word": " the",
                    "probability": 0.8115234375
                },
                {
                    "start": 1308.96,
                    "end": 1309.28,
                    "word": " queries",
                    "probability": 0.8544921875
                },
                {
                    "start": 1309.28,
                    "end": 1309.56,
                    "word": " that",
                    "probability": 0.880859375
                },
                {
                    "start": 1309.56,
                    "end": 1309.76,
                    "word": " you",
                    "probability": 0.890625
                },
                {
                    "start": 1309.76,
                    "end": 1309.9,
                    "word": " and",
                    "probability": 0.8984375
                },
                {
                    "start": 1309.9,
                    "end": 1310.26,
                    "word": " others",
                    "probability": 0.7744140625
                },
                {
                    "start": 1310.26,
                    "end": 1310.74,
                    "word": " are",
                    "probability": 0.8994140625
                },
                {
                    "start": 1310.74,
                    "end": 1311.42,
                    "word": " giving",
                    "probability": 0.7763671875
                },
                {
                    "start": 1311.42,
                    "end": 1311.7,
                    "word": " them",
                    "probability": 0.7333984375
                },
                {
                    "start": 1311.7,
                    "end": 1312.2,
                    "word": ",",
                    "probability": 0.8193359375
                },
                {
                    "start": 1312.2,
                    "end": 1312.44,
                    "word": " there's",
                    "probability": 0.90283203125
                },
                {
                    "start": 1312.6,
                    "end": 1313.1,
                    "word": " a possibility",
                    "probability": 0.92431640625
                }
            ]
        },
        {
            "id": 165,
            "seek": 127593,
            "start": 1313.1,
            "end": 1320.7,
            "text": " possibility that an evasive variant sample that you discovered along the way may no longer evade",
            "tokens": [
                51032,
                7959,
                300,
                364,
                1073,
                23686,
                17501,
                6889,
                300,
                291,
                6941,
                2051,
                264,
                636,
                815,
                572,
                2854,
                1073,
                762,
                51412
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21620244289869847,
            "compression_ratio": 1.6041666666666667,
            "no_speech_prob": 0.00498199462890625,
            "words": [
                {
                    "start": 1313.1,
                    "end": 1313.88,
                    "word": " that",
                    "probability": 0.88134765625
                },
                {
                    "start": 1313.88,
                    "end": 1314.3,
                    "word": " an",
                    "probability": 0.529296875
                },
                {
                    "start": 1314.3,
                    "end": 1315.16,
                    "word": " evasive",
                    "probability": 0.83837890625
                },
                {
                    "start": 1315.16,
                    "end": 1315.52,
                    "word": " variant",
                    "probability": 0.59033203125
                },
                {
                    "start": 1315.52,
                    "end": 1315.94,
                    "word": " sample",
                    "probability": 0.75927734375
                },
                {
                    "start": 1315.94,
                    "end": 1316.12,
                    "word": " that",
                    "probability": 0.8759765625
                },
                {
                    "start": 1316.12,
                    "end": 1316.24,
                    "word": " you",
                    "probability": 0.8935546875
                },
                {
                    "start": 1316.24,
                    "end": 1316.8,
                    "word": " discovered",
                    "probability": 0.51708984375
                },
                {
                    "start": 1316.8,
                    "end": 1318.1,
                    "word": " along",
                    "probability": 0.8798828125
                },
                {
                    "start": 1318.1,
                    "end": 1318.28,
                    "word": " the",
                    "probability": 0.82080078125
                },
                {
                    "start": 1318.28,
                    "end": 1318.44,
                    "word": " way",
                    "probability": 0.89599609375
                },
                {
                    "start": 1318.44,
                    "end": 1318.78,
                    "word": " may",
                    "probability": 0.81640625
                },
                {
                    "start": 1318.78,
                    "end": 1319.04,
                    "word": " no",
                    "probability": 0.876953125
                },
                {
                    "start": 1319.04,
                    "end": 1319.4,
                    "word": " longer",
                    "probability": 0.8359375
                },
                {
                    "start": 1319.4,
                    "end": 1320.1,
                    "word": " evade",
                    "probability": 0.935791015625
                },
                {
                    "start": 1320.26,
                    "end": 1320.7,
                    "word": " a model",
                    "probability": 0.81640625
                }
            ]
        },
        {
            "id": 166,
            "seek": 127593,
            "start": 1320.7,
            "end": 1325.36,
            "text": " a model by the time that you upload your zip file. So be... I don't know that will be the case, but",
            "tokens": [
                51412,
                257,
                2316,
                538,
                264,
                565,
                300,
                291,
                6580,
                428,
                20730,
                3991,
                13,
                407,
                312,
                485,
                286,
                500,
                380,
                458,
                300,
                486,
                312,
                264,
                1389,
                11,
                457,
                51676
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21620244289869847,
            "compression_ratio": 1.6041666666666667,
            "no_speech_prob": 0.00498199462890625,
            "words": [
                {
                    "start": 1320.7,
                    "end": 1321.02,
                    "word": " by",
                    "probability": 0.89892578125
                },
                {
                    "start": 1321.02,
                    "end": 1321.18,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 1321.18,
                    "end": 1321.5,
                    "word": " time",
                    "probability": 0.796875
                },
                {
                    "start": 1321.5,
                    "end": 1321.7,
                    "word": " that",
                    "probability": 0.87744140625
                },
                {
                    "start": 1321.7,
                    "end": 1321.84,
                    "word": " you",
                    "probability": 0.8955078125
                },
                {
                    "start": 1321.84,
                    "end": 1322.32,
                    "word": " upload",
                    "probability": 0.79345703125
                },
                {
                    "start": 1322.32,
                    "end": 1322.58,
                    "word": " your",
                    "probability": 0.8115234375
                },
                {
                    "start": 1322.58,
                    "end": 1322.72,
                    "word": " zip",
                    "probability": 0.76953125
                },
                {
                    "start": 1322.72,
                    "end": 1323.04,
                    "word": " file",
                    "probability": 0.8037109375
                },
                {
                    "start": 1323.04,
                    "end": 1323.18,
                    "word": ".",
                    "probability": 0.9658203125
                },
                {
                    "start": 1323.18,
                    "end": 1323.24,
                    "word": " So",
                    "probability": 0.68701171875
                },
                {
                    "start": 1323.24,
                    "end": 1323.88,
                    "word": " be...",
                    "probability": 0.14569091796875
                },
                {
                    "start": 1323.88,
                    "end": 1324.04,
                    "word": " I",
                    "probability": 0.76416015625
                },
                {
                    "start": 1324.04,
                    "end": 1324.22,
                    "word": " don't",
                    "probability": 0.951171875
                },
                {
                    "start": 1324.22,
                    "end": 1324.36,
                    "word": " know",
                    "probability": 0.8115234375
                },
                {
                    "start": 1324.36,
                    "end": 1324.52,
                    "word": " that",
                    "probability": 0.69970703125
                },
                {
                    "start": 1324.52,
                    "end": 1324.64,
                    "word": " will",
                    "probability": 0.7958984375
                },
                {
                    "start": 1324.64,
                    "end": 1324.74,
                    "word": " be",
                    "probability": 0.90673828125
                },
                {
                    "start": 1324.74,
                    "end": 1324.9,
                    "word": " the",
                    "probability": 0.8134765625
                },
                {
                    "start": 1324.9,
                    "end": 1325.14,
                    "word": " case",
                    "probability": 0.81005859375
                },
                {
                    "start": 1325.14,
                    "end": 1325.24,
                    "word": ",",
                    "probability": 0.7822265625
                },
                {
                    "start": 1325.24,
                    "end": 1325.36,
                    "word": " but",
                    "probability": 0.89892578125
                }
            ]
        },
        {
            "id": 167,
            "seek": 130279,
            "start": 1325.36,
            "end": 1331.3,
            "text": " please be aware that that is a possibility. So with that, good luck on the competition.",
            "tokens": [
                50364,
                1767,
                312,
                3650,
                300,
                300,
                307,
                257,
                7959,
                13,
                407,
                365,
                300,
                11,
                665,
                3668,
                322,
                264,
                6211,
                13,
                50648
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2646103803213541,
            "compression_ratio": 1.5560975609756098,
            "no_speech_prob": 0.0016736984252929688,
            "words": [
                {
                    "start": 1325.36,
                    "end": 1325.64,
                    "word": " please",
                    "probability": 0.172607421875
                },
                {
                    "start": 1325.64,
                    "end": 1326.0,
                    "word": " be",
                    "probability": 0.8974609375
                },
                {
                    "start": 1326.0,
                    "end": 1326.38,
                    "word": " aware",
                    "probability": 0.8125
                },
                {
                    "start": 1326.38,
                    "end": 1326.6,
                    "word": " that",
                    "probability": 0.87255859375
                },
                {
                    "start": 1326.6,
                    "end": 1326.82,
                    "word": " that",
                    "probability": 0.80712890625
                },
                {
                    "start": 1326.82,
                    "end": 1327.16,
                    "word": " is",
                    "probability": 0.90185546875
                },
                {
                    "start": 1327.46,
                    "end": 1327.9,
                    "word": " a possibility",
                    "probability": 0.92578125
                },
                {
                    "start": 1327.9,
                    "end": 1328.58,
                    "word": ".",
                    "probability": 0.95947265625
                },
                {
                    "start": 1329.02,
                    "end": 1329.52,
                    "word": " So",
                    "probability": 0.7841796875
                },
                {
                    "start": 1329.52,
                    "end": 1329.64,
                    "word": " with",
                    "probability": 0.71923828125
                },
                {
                    "start": 1329.64,
                    "end": 1329.8,
                    "word": " that",
                    "probability": 0.87841796875
                },
                {
                    "start": 1329.8,
                    "end": 1329.92,
                    "word": ",",
                    "probability": 0.67626953125
                },
                {
                    "start": 1329.92,
                    "end": 1330.02,
                    "word": " good",
                    "probability": 0.8759765625
                },
                {
                    "start": 1330.02,
                    "end": 1330.24,
                    "word": " luck",
                    "probability": 0.84130859375
                },
                {
                    "start": 1330.24,
                    "end": 1330.38,
                    "word": " on",
                    "probability": 0.90869140625
                },
                {
                    "start": 1330.38,
                    "end": 1330.5,
                    "word": " the",
                    "probability": 0.81298828125
                },
                {
                    "start": 1330.5,
                    "end": 1330.96,
                    "word": " competition",
                    "probability": 0.8740234375
                },
                {
                    "start": 1330.96,
                    "end": 1331.3,
                    "word": ".",
                    "probability": 0.78173828125
                }
            ]
        },
        {
            "id": 168,
            "seek": 130279,
            "start": 1332.22,
            "end": 1337.92,
            "text": " Visit the website at emailsecta.io. The competition will run for over six weeks.",
            "tokens": [
                50712,
                24548,
                264,
                3144,
                412,
                3796,
                9632,
                64,
                13,
                1004,
                13,
                440,
                6211,
                486,
                1190,
                337,
                670,
                2309,
                3259,
                13,
                50956
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2646103803213541,
            "compression_ratio": 1.5560975609756098,
            "no_speech_prob": 0.0016736984252929688,
            "words": [
                {
                    "start": 1332.22,
                    "end": 1332.6,
                    "word": " Visit",
                    "probability": 0.87255859375
                },
                {
                    "start": 1332.6,
                    "end": 1332.84,
                    "word": " the",
                    "probability": 0.81201171875
                },
                {
                    "start": 1332.84,
                    "end": 1333.28,
                    "word": " website",
                    "probability": 0.826171875
                },
                {
                    "start": 1333.28,
                    "end": 1333.46,
                    "word": " at",
                    "probability": 0.57763671875
                },
                {
                    "start": 1333.46,
                    "end": 1334.12,
                    "word": " emailsecta",
                    "probability": 0.5104573567708334
                },
                {
                    "start": 1334.12,
                    "end": 1334.44,
                    "word": ".io",
                    "probability": 0.936279296875
                },
                {
                    "start": 1334.44,
                    "end": 1334.8,
                    "word": ".",
                    "probability": 0.83544921875
                },
                {
                    "start": 1334.8,
                    "end": 1334.98,
                    "word": " The",
                    "probability": 0.8115234375
                },
                {
                    "start": 1334.98,
                    "end": 1335.4,
                    "word": " competition",
                    "probability": 0.88525390625
                },
                {
                    "start": 1335.4,
                    "end": 1335.7,
                    "word": " will",
                    "probability": 0.81787109375
                },
                {
                    "start": 1335.7,
                    "end": 1335.98,
                    "word": " run",
                    "probability": 0.89794921875
                },
                {
                    "start": 1335.98,
                    "end": 1336.2,
                    "word": " for",
                    "probability": 0.8984375
                },
                {
                    "start": 1336.2,
                    "end": 1336.48,
                    "word": " over",
                    "probability": 0.85986328125
                },
                {
                    "start": 1336.48,
                    "end": 1336.84,
                    "word": " six",
                    "probability": 0.83251953125
                },
                {
                    "start": 1336.84,
                    "end": 1337.24,
                    "word": " weeks",
                    "probability": 0.7431640625
                },
                {
                    "start": 1337.24,
                    "end": 1337.92,
                    "word": ".",
                    "probability": 0.498046875
                }
            ]
        },
        {
            "id": 169,
            "seek": 130279,
            "start": 1338.54,
            "end": 1345.72,
            "text": " And those who are ranked first and second on the leaderboard will win our",
            "tokens": [
                51016,
                400,
                729,
                567,
                366,
                20197,
                700,
                293,
                1150,
                322,
                264,
                5263,
                3787,
                486,
                1942,
                527,
                51380
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2646103803213541,
            "compression_ratio": 1.5560975609756098,
            "no_speech_prob": 0.0016736984252929688,
            "words": [
                {
                    "start": 1338.54,
                    "end": 1338.76,
                    "word": " And",
                    "probability": 0.80029296875
                },
                {
                    "start": 1338.76,
                    "end": 1340.56,
                    "word": " those",
                    "probability": 0.8193359375
                },
                {
                    "start": 1340.56,
                    "end": 1342.18,
                    "word": " who",
                    "probability": 0.7275390625
                },
                {
                    "start": 1342.18,
                    "end": 1342.5,
                    "word": " are",
                    "probability": 0.9033203125
                },
                {
                    "start": 1342.5,
                    "end": 1343.02,
                    "word": " ranked",
                    "probability": 0.69287109375
                },
                {
                    "start": 1343.02,
                    "end": 1343.36,
                    "word": " first",
                    "probability": 0.779296875
                },
                {
                    "start": 1343.36,
                    "end": 1343.6,
                    "word": " and",
                    "probability": 0.8994140625
                },
                {
                    "start": 1343.6,
                    "end": 1343.84,
                    "word": " second",
                    "probability": 0.7919921875
                },
                {
                    "start": 1343.84,
                    "end": 1344.16,
                    "word": " on",
                    "probability": 0.9052734375
                },
                {
                    "start": 1344.16,
                    "end": 1344.3,
                    "word": " the",
                    "probability": 0.8076171875
                },
                {
                    "start": 1344.3,
                    "end": 1344.82,
                    "word": " leaderboard",
                    "probability": 0.868896484375
                },
                {
                    "start": 1344.82,
                    "end": 1345.22,
                    "word": " will",
                    "probability": 0.7705078125
                },
                {
                    "start": 1345.22,
                    "end": 1345.46,
                    "word": " win",
                    "probability": 0.83837890625
                },
                {
                    "start": 1345.46,
                    "end": 1345.72,
                    "word": " our",
                    "probability": 0.8046875
                }
            ]
        },
        {
            "id": 170,
            "seek": 130279,
            "start": 1345.72,
            "end": 1352.22,
            "text": " grand and first prizes respectively, so long as they publish their solution.",
            "tokens": [
                51380,
                2697,
                293,
                700,
                27350,
                25009,
                11,
                370,
                938,
                382,
                436,
                11374,
                641,
                3827,
                13,
                51692
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2646103803213541,
            "compression_ratio": 1.5560975609756098,
            "no_speech_prob": 0.0016736984252929688,
            "words": [
                {
                    "start": 1345.72,
                    "end": 1346.12,
                    "word": " grand",
                    "probability": 0.283203125
                },
                {
                    "start": 1346.12,
                    "end": 1346.42,
                    "word": " and",
                    "probability": 0.888671875
                },
                {
                    "start": 1346.42,
                    "end": 1346.72,
                    "word": " first",
                    "probability": 0.8212890625
                },
                {
                    "start": 1346.72,
                    "end": 1347.12,
                    "word": " prizes",
                    "probability": 0.82373046875
                },
                {
                    "start": 1347.12,
                    "end": 1347.72,
                    "word": " respectively",
                    "probability": 0.5361328125
                },
                {
                    "start": 1347.72,
                    "end": 1347.94,
                    "word": ",",
                    "probability": 0.421142578125
                },
                {
                    "start": 1347.94,
                    "end": 1348.58,
                    "word": " so",
                    "probability": 0.89501953125
                },
                {
                    "start": 1348.58,
                    "end": 1349.02,
                    "word": " long",
                    "probability": 0.88330078125
                },
                {
                    "start": 1349.02,
                    "end": 1349.44,
                    "word": " as",
                    "probability": 0.90283203125
                },
                {
                    "start": 1349.44,
                    "end": 1349.64,
                    "word": " they",
                    "probability": 0.74560546875
                },
                {
                    "start": 1349.64,
                    "end": 1350.26,
                    "word": " publish",
                    "probability": 0.861328125
                },
                {
                    "start": 1350.26,
                    "end": 1351.34,
                    "word": " their",
                    "probability": 0.90576171875
                },
                {
                    "start": 1351.34,
                    "end": 1351.88,
                    "word": " solution",
                    "probability": 0.8369140625
                },
                {
                    "start": 1351.88,
                    "end": 1352.22,
                    "word": ".",
                    "probability": 0.98876953125
                }
            ]
        },
        {
            "id": 171,
            "seek": 131358,
            "start": 1353.62,
            "end": 1356.56,
            "text": " And with that, I'd like to thank our sponsors,",
            "tokens": [
                50396,
                400,
                365,
                300,
                11,
                286,
                1116,
                411,
                281,
                1309,
                527,
                22593,
                11,
                50572
            ],
            "temperature": 0.0,
            "avg_logprob": -0.36006433472913857,
            "compression_ratio": 1.0714285714285714,
            "no_speech_prob": 0.0016222000122070312,
            "words": [
                {
                    "start": 1353.62,
                    "end": 1354.18,
                    "word": " And",
                    "probability": 0.7587890625
                },
                {
                    "start": 1354.18,
                    "end": 1354.42,
                    "word": " with",
                    "probability": 0.7978515625
                },
                {
                    "start": 1354.42,
                    "end": 1354.58,
                    "word": " that",
                    "probability": 0.88330078125
                },
                {
                    "start": 1354.58,
                    "end": 1354.68,
                    "word": ",",
                    "probability": 0.77001953125
                },
                {
                    "start": 1354.68,
                    "end": 1354.74,
                    "word": " I'd",
                    "probability": 0.981689453125
                },
                {
                    "start": 1354.74,
                    "end": 1354.88,
                    "word": " like",
                    "probability": 0.8798828125
                },
                {
                    "start": 1354.88,
                    "end": 1355.06,
                    "word": " to",
                    "probability": 0.9111328125
                },
                {
                    "start": 1355.06,
                    "end": 1355.32,
                    "word": " thank",
                    "probability": 0.80029296875
                },
                {
                    "start": 1355.32,
                    "end": 1355.56,
                    "word": " our",
                    "probability": 0.830078125
                },
                {
                    "start": 1355.56,
                    "end": 1356.14,
                    "word": " sponsors",
                    "probability": 0.81982421875
                },
                {
                    "start": 1356.14,
                    "end": 1356.56,
                    "word": ",",
                    "probability": 0.76806640625
                }
            ]
        },
        {
            "id": 172,
            "seek": 131358,
            "start": 1356.56,
            "end": 1362.02,
            "text": " Microsoft and Cujo AI, with partners MRG Efitas and VMRay.",
            "tokens": [
                50572,
                8116,
                293,
                383,
                4579,
                78,
                7318,
                11,
                365,
                4462,
                9808,
                38,
                31840,
                14182,
                293,
                18038,
                35737,
                13,
                50852
            ],
            "temperature": 0.0,
            "avg_logprob": -0.36006433472913857,
            "compression_ratio": 1.0714285714285714,
            "no_speech_prob": 0.0016222000122070312,
            "words": [
                {
                    "start": 1356.56,
                    "end": 1357.16,
                    "word": " Microsoft",
                    "probability": 0.80322265625
                },
                {
                    "start": 1357.16,
                    "end": 1357.4,
                    "word": " and",
                    "probability": 0.85498046875
                },
                {
                    "start": 1357.4,
                    "end": 1357.74,
                    "word": " Cujo",
                    "probability": 0.7174479166666666
                },
                {
                    "start": 1357.74,
                    "end": 1358.02,
                    "word": " AI",
                    "probability": 0.76123046875
                },
                {
                    "start": 1358.02,
                    "end": 1358.26,
                    "word": ",",
                    "probability": 0.2310791015625
                },
                {
                    "start": 1358.26,
                    "end": 1358.32,
                    "word": " with",
                    "probability": 0.8046875
                },
                {
                    "start": 1358.32,
                    "end": 1358.86,
                    "word": " partners",
                    "probability": 0.873046875
                },
                {
                    "start": 1358.86,
                    "end": 1359.7,
                    "word": " MRG",
                    "probability": 0.661376953125
                },
                {
                    "start": 1359.7,
                    "end": 1360.12,
                    "word": " Efitas",
                    "probability": 0.28411865234375
                },
                {
                    "start": 1360.12,
                    "end": 1360.84,
                    "word": " and",
                    "probability": 0.84130859375
                },
                {
                    "start": 1360.84,
                    "end": 1361.74,
                    "word": " VMRay",
                    "probability": 0.670654296875
                },
                {
                    "start": 1361.74,
                    "end": 1362.02,
                    "word": ".",
                    "probability": 0.99609375
                }
            ]
        }
    ],
    "text": " Okay, hi everyone. This is Zoltan and Hiram's... in conjunction with Microsoft and Cujo AI. They're launching a very interesting security competition which kind of relates back to some of the stuff we were talking about in opening remarks and I'll let them take it away. Sorry about the audio. I will get the audio working. I am sorry. Why is it not capturing the right thing? I'm Balazs and this is a project together with Hiram Anderson. We are going to talk about machine learning detection bypasses and in the past you probably have seen some researches where people modified existing images and the goal was to bypass machine learning classifiers. So for example for a human viewer the new image looks like the original one but for a machine learning classifier this looks like something different. Like it will believe that this looks like an ostrich. In this talk we are going to present machine learning bypasses when it comes to malicious software and there have been some interesting researches in the past regarding this topic as well. For example last year there was a new research published where people extracted strings from a known game executable, appended this to a known malware and it was able to bypass production machine learning model. I also did some research in the past and like four years ago you were able to bypass some machine learning models just by packing a sample with UPX. In order to advance the field of offensive and defensive machine learning based malware detection, last year we created a challenge where you had to download 50 working malware samples, you had to download three machine learning models with eight weights, modify the malware samples to evade detection by all models and if you were lucky and you had the most points you were able to win this nice GPU card. In total 70 people registered for this competition and at least 11 people were able to bypass at least one machine learning model. Congratulations to the winner William Fleschmann and I highly recommend you to check out his blog post on how he won this competition. There were some other write-ups and papers as well. I do recommend you to check out those as well. You can see one from Jakub and one from Fabrizio on the following links. When it comes to win this competition, multiple approaches were used. Some people started with a simple packer like the one I mentioned, but unfortunately some of the samples are already packed in a way and this means that if you use UPX or something similar it will not work anymore. Another great approach was to add new sections to the executable. For example, you can extract the end user license agreement resource from Microsoft Files and add it to the malware samples multiple times. This approach was really good at bypassing the detection for the ML models but unfortunately again this broke some of the malware binaries. Fun fact, if you just simply add sections to a malware sample, you might be able to bypass some antivirus detection because for performance reasons some AV engines check the number of sections before they evaluate the rest of the rules. At the end, the winning strategy was to just append random data to the end of the executable. This is called as an overlay. Even though this is a very simple strategy, it worked during last year's competition. This is also an easy way to bypass if the sample has any kind of self-protection, for example. Just by increasing the size of the sample, again, you might be able to bypass some antivirus engines. Again, they can have a file size in their rules. And one important thing, as you can see on the top right image, that's a visual representation of a malware. And I just appended some random strings to the end of this sample. And if you look at the green visual, you can clearly see how this changed the visual representation of the sample. For us, there were some key takeaways from last year's competition. For example, some of the machine learning models are way too academic, but not very effective in practice. Turned out it's not just us, but everybody thinks that the DF tool is awesome. This is a Python package you can use to modify binaries. And as it is the case with malware, it is always tricky to deal with them. For example, some of the samples do not reproduce the same indicators of compromise over time. This can be because, for example, the command and control server is down, and dealing with packed and protected samples can be hard sometimes. I also checked the SSDeepHashes of some of the samples, and it was interesting to see that whenever people added repeating patterns to the sample, for example, the same section, or they added the same overlay over and over again to the sample, then it created a repeating pattern in the SSDeepHash as well, which can be used for detecting a sample which uses machine learning evasion, for example. This year, we created the Defender and the Attacker challenge. In the Defender challenge, you had to create your own machine learning model and submit this to the competition in a Docker format, and in the Attacker challenge, now the machine learning models are not available for you, so this is now a black box challenge. And if you win this competition, either the Defender or the Attacker challenge, you can win some Azure credits for your machine learning research plans. The defensive track is already over. We received two submissions that passed the minimum requirements, and the offensive track already started, so I highly recommend you to go to our website, analsec.io, and check out what the competition is. In this year, we have used the malware families, and if you go to our website, review the terms of service, and then you can download the 50 provided malware samples, and after that, it is your time to modify the samples in order to evade the detection. And new to this year, you can use an API to check your samples or submit your samples. I also recommend you that you verify that the malware functionality remains the same in your local Windows box. Then, when you upload the zip files, or you can just upload the partial zip files, meaning that you only submit some of the samples and not all of them, you can receive one point for each bypassed machine learning model, which means that for every sample, you can get up to three points. And as usual, highest score wins. The details about this will be provided by Hyrum, and in order to claim your prize, you have to publish your solution. Please note that you have to keep the file names as it were in the original zip file. This helps us to track which file you modified originally. We also provide some additional tips and tricks you might use in this competition. Some of them may not make sense, but you can modify an executable in a lot of different ways. For example, you can add or remove signatures, change section names properties, modify the import or export tables, create TLS callbacks, change the PA header, fix or change the checksums, add, modify, or remove the version information, create new entry points, or just change some code or data in it. Still, it's not allowed to create droppers or self-extracting archives, because this will kind of defeat the purpose of the whole competition. And this year, keep in mind that multiple registration is against the rules, and it will result in immediate disqualification. Please do join our Slack channel, where you can discuss everything with us, and you can also discuss your progress with the other participants of this competition. Just a side note, the whole frontend was created in Python Flask admin, we are using Cloudflare, Nginx, and GUnicorn for scalability and performance reasons. There are some backend scripts running with Python, scheduled by Chrome, and as it was the case last year, we still use the VMware Sandbox to evaluate the samples. As mentioned, we already have an API, so if you want to check your sample against machine learning, against all the machine learning models, or just against one machine learning model, you can use the API just to do that. And also, you can use the API to get the results. And if you are satisfied with bypassing the machine learning models, you can upload your zip files and query the zip status and the sample statuses as well with the API keys. This is all I wanted to share with you guys, but please welcome Hiram, who will present you some other tips and tricks you can use to win this competition. Thank you. I'm going to describe to you the example solution in the machine learning security evasion competitions attacker challenge that has just begun. The models that you'll be attacking this year have been submitted by participants of the previous round in the defender challenge. Two of the models from the previous round have qualified to be included in this round. In addition, we have hosted our own model for you to attack. That model is trained on the Ember dataset and includes some basic capability to detect adversarial examples. The source code and model weights for this defended Ember model are provided on the competition's GitHub site. However, the remaining models are to you complete black boxes where you only get to observe the hard label predictions. That is a zero or a one for an output that you provide to the machine learning models. The final leaderboard ranking will be set by the following rank ordered criteria. First, the total number of evasions with one point for each of the three ML models times 50 malware samples, meaning that the maximum score is 150. Remember though that each evasive sample must reproduce its original functionality in a sandbox in order to be awarded a point. Functionality is verified only when you upload a zip file containing your candidate malware samples. It will not be verified when you merely query the machine learning models through the API. In the event of a tie for point number one, contestants will be ranked by the number of model queries used through the API. And lastly, the timestamp of your final zip upload would break any subsequent tie. More than likely though, we won't get to point number three, so you should feel incentivized to continue competing right up until the competition deadline. Even if you see a perfect score on the leaderboard, because you might achieve that same perfect score but do it more efficiently. So as a contestant, you can choose any strategy you'd like to compete. But to demonstrate one possible strategy, we have released some example code on the competition's GitHub site. You can find more information about the nitty-gritty details of this approach on the website. It essentially is using a discrete optimization technique over a space of functionality preserving file modifications. However, the general strategy might be more useful for you to adopt. The strategy consists of, is really simple, consists of doing a bunch of bulk work using an algorithm in part A and then kind of batting cleanup for manual manipulation of malware samples in part B. And I'm going to be describing and demoing the code for part A today. In it, because we'd like to be efficient in the number of queries against the hosted machine learning models, we'll actually break this attack into two parts. An offline attack where we use the defended Ember model for which we have code to kind of work out our strategy and generate initial malware samples. We hope that those seeds might evade some of the online models that are hosted. And then in the online attack, we'll take those initial seeds and the algorithm will further optimize and discover additional file modifications required to evade the online hosted models. Some tricks that we're using here include label smoothing, where we're converting the hard label outputs into a soft score by averaging four things, the three hard label outputs from the hosted machine learning models, as well as a local score from a local machine learning Ember model that will be used as a heuristic to kind of guide the optimization process. So as I demo this code, I want you to please be aware that this code writes malware to disk. So please do run this code only using a Linux VM. To begin, we initialize the attack by analyzing a connect collection of benign files. This init subcommand extracts elements of these benign files that will be later injected into the malware. To launch our offline attack, we'll run a local copy of the Ember model in the top window. Then in the bottom window, we'll use the run command, passing in malware samples that we downloaded after registering on the website. The tool will then write successful evasion attempts to pass one slash success that we've specified in the command line, and failed attempts to pass two slash failure folder. And also included in each output directory will be the history of file modifications that will be useful if we'd like to pick up to resume a failed attempt. So to demonstrate that, in a second pass of the offline attack, we'll start with the pass one failures and iterate on the optimization approach, again storing successes and failures to a pass two directory. So after doing that a number of times and having collected a bunch of candidate samples offline that evade the local defended Ember model, we'll then use those candidates as seeds for an online attack, which now counts against our API query usage. To do an online attack, simply use this tool with the dash dash online flag, and the optimization will then continue trying to find file modifications that will bypass all three of the hosted models. Of course, you want to do perhaps as many, you know, as many iterations as necessary, and the online version of this attack. But after you've done so, in a final pass of the online attack, you can now collect the successful samples into a zip file that you would then validate in a Windows 10 virtual machine, and then upload to the website for validation and leaderboard scoring. I want to point out that since there is a chance that by running this code, file modifications might break some of the samples, you should always run these samples in a Windows 10 sandbox before uploading to the competition website. Also note that zip file uploads contribute against your API query count. So it is to your benefit to double check your work and make sure that any files you upload are functional, so you don't have to redo that work and upload again. As a final note, kind of tricky that since the hosted models might be actually changing state and learning from the queries that you and others are giving them, there's a possibility that an evasive variant sample that you discovered along the way may no longer evade a model by the time that you upload your zip file. So be... I don't know that will be the case, but please be aware that that is a possibility. So with that, good luck on the competition. Visit the website at emailsecta.io. The competition will run for over six weeks. And those who are ranked first and second on the leaderboard will win our grand and first prizes respectively, so long as they publish their solution. And with that, I'd like to thank our sponsors, Microsoft and Cujo AI, with partners MRG Efitas and VMRay."
}