• detecting UFO's by magnetic anomaly

    From MrPostingRobot@kymhorsell.com@1:229/2 to All on Friday, September 24, 2021 07:47:49
    EXECUTIVE SUMMARY:

    - The NUFORC have a network of detectors that are believed to detect
    magnetic anomalies associated with UFO's. Almost 2 years of data on
    these sightings is now available.
    - We analyze the monthly data with an AI s/w that "understands"
    something about causal links as well as statistical correlations.
    - Culling through 1000s of datasets it finds the most likely causes of
    the MADAR sightings are associated with several common UFO "types"
    most notably Triangles, as well as even more closely matching major
    earthquakes in key regions in central and east Asia as well as ocean
    ridges in the NE and SE Pacific.
    - Some of these relationships seem to predict more MADAR activity in
    subsequent months after certain events; some (in particular
    earthquake events) predict less MADAR activity.


    In getting the latest couple months of NUFORC's summary sighting data
    I noticed their MADAR system now has 20 months of data -- enough to
    start getting some interesting patterns.

    The MADAR boxes are located across America and are designed to detect
    unusual changes in the local magnetic field. While there is no
    guarantee whatever caused the change is a UFO, it's believed unusual
    flying objects sometimes have significant magnetic fields and
    reputedly have affected (either "intentionally" or as part of their
    "normal operation") car ignition system and other electrical and
    electronic equipment.

    The summary data currently looks like:


    Year.Month Number of MADAR detections
    2020.04 89
    2020.12 65
    2020.21 48
    2020.29 67
    2020.38 90
    2020.46 57
    2020.54 55
    2020.62 42
    2020.71 50
    2020.79 54
    2020.88 44
    2020.96 37
    2021.04 36
    2021.12 28
    2021.21 33
    2021.29 43
    2021.38 26
    2021.46 22
    2021.54 12
    2021.62 6 <- incomplete month

    The same AI s/w I've used before can now grind through this data and
    try to establish a list of "similar looking" datasets of the 10s of
    1000s it has on file. The reasoning part of the AI is continually
    updated -- well the whole thing is subject to tinkering 24/7 -- and
    now tries to deduce which data series -- if found to be significantly
    connected with the target it was given -- actually might be due to a
    causal link.

    The reasoning uses a set of in-built "known causal relationships", a
    set of rules that enable other causal relationship to be deduced
    (e.g. if A causes B and B causes C then A causes C; if A causes B and
    C has similar meta-data to A then C might cause B too) plus other
    relationship it learns over time. If it sees a strong statistical link
    between A and B many times but A is not know to cause B and the link
    can't be deduced then it will add it to the list of possible links. The strength of the link is incremented a little each time; when it passes
    a limit it's thereafter "believed" to be a causal link and can be used
    in other deductions.

    This part of the S/W neatly extracts bogus highly-correlated "suspect"
    series from consideration as being causal. E.g. it turns out many
    UFO-related things seem to highly correlate with the distance of Pluto
    from the sun. But it turns out this is only due to most data being of
    such short duration we don't have enough to correlate with a large
    sample of Pluto's orbit; many high correlations are caused by
    Pluto parameters that slowly increase or slowly decrease over the same
    period as changes in a target dataset. Many things falsely match because
    they are simply slowly changing -- have a modest trend -- like many of Pluto's parameters. If more data were available to match against a good
    chunk of Pluto's 248y orbit it might be found to be uncorrelated.

    So with the new "causal filter" in place the s/w goes through its list
    of data series and finds the most likely "causes" for the MADAR hits
    listed above are:

    Suspect Lag Log R2 Beta 90% CI
    gavqmongolia 4 y 0.92738793 -0.837399 0.120558
    mqnepacrise 4 y 0.87520070 -1.5497 0.316871
    gavqchina 4 0.81670900 19.4889 4.75022
    gavqbandmag40 4 0.80431245 -69.8693 17.7315
    mufo-Triangle 4 0.76624152 0.996401 0.249105
    mqmagseq30 4 y 0.75440893 1.23887 0.36368
    mqtajikistan 4 0.73884750 39.346 12.6664
    mqseg110 4 y 0.66785991 0.073287 0.0279852
    mufo-Light 2 0.62905482 0.241974 0.0783983 gavufo-Circle 4 0.62762349 0.486872 0.169748
    mufo-Diamond 3 0.61939424 3.98103 1.36208
    mqband30 4 0.61693743 2.6062 1.0566
    mqsepacrise 3 0.61632600 -19.7465 8.92965

    The "Suspect" column is the AI's code for each data series it found to
    be causally linked with the MADAR hits. Some of the suspect series
    were modified in some ways to improve the robustness of the match or
    amplify it. E.g. "m" means the s/w added missing values to a data series (usually the global average of available data in the series). "gav"
    is an operation that smooths the data and is analogous to calculating
    soil moisture from rainfall -- some of the soil moisture carries over
    from the last period and some is due to rainfall in the current period.

    The "q" data series relate to major (mag 5+) quakes in various regions.
    The "ufo" data series are NUFORC data for particular types of UFO's
    (usually determined by the "shape" assigned by curators at NUFORC).

    Many other series were also found to be possible suspects (e.g. solar
    events of certain types), but the table above is just the "most
    likely" or "best explanations".

    At the top of the list we find big quakes originating in Mongolia
    track more than 90% of the month-to-month changes in MADAR hits. The
    beta is -ve. For each quake in Mongolia there are statistically fewer
    MADAR hits in 4 months across the 20-m dataset. Each big quake in
    Mongolia approx 1/2s the MADAR hit rate in 4m time "for some reason".

    Quakes in other regions have a similar effect. Quakes near the NE
    Pacific Rise greatly decrease MADAR hits 4m later. Quakes nr the SE
    Pacific Rise almost stop MADAR hits 3m later. OTOH quakes in the
    Tajikistan region greatly increase MADAR readings 4m later. Some
    latitude bands are associated with big increases and some with big
    decreases in MADAR readings in subsequent months.

    In the past my mental model was that stimuli that increase UFO
    activity might be analogous to "home" regions. Hit the hornet nest
    with a stick and you get a lot of insects buzzing around. Whereas
    stimuli that decrease activity may be "hunting grounds". If a farmer
    mows down the wildflowers in a field you are likely to see fewer bees
    in the area until they grow again.

    Of course mental models can be backwards. Or totally wrong. :)

    The other items that seem to rise above all the other 1000s of
    possible causal links are several ufo types/shapes.

    It seems Triangle is the most likely "cause" of 4-m subsequent MADAR
    hits. When Triangle sightings go up or down it seems MADAR sightings
    4m later go up or down by around the same number almost 8 times out of
    10 over the 20m dataset.

    Light, Circle and Diamond ufo types also seem to robustly predict
    MADAR readings in 3-4 months time as well. While the betas for these
    are mostly less than 1, it seems Diamond types are likely to be
    "responsible" for multiple MADAR sightings 3 months after a typical
    visual report.

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    * Origin: www.darkrealms.ca (1:229/2)