• Pentagon vs the UFO's -- what the data shows (1/2)

    From MrPostingRobot@kymhorsell.com@1:229/2 to All on Sunday, January 09, 2022 11:09:26
    (For most postings in the series see: <kymhorsell.com/UFO/Archive>).

    EXECUTIVE SUMMARY:

    - Carefully comparing UFO sightings of various types shows US military
    spending seems to deter subsequent activity.
    - It also seems certain types of activity see increased military
    spending subsequently.
    - The result appears to be either a knowing or unknowing low-level
    cold war between the US military and UFO's.
    - Results seem to be consistent across the various datasets subject to
    some countries living inside the US military umbrella and some
    outside; some countries have a more favored position under the
    umbrella than others, possibly relating to assets on the relevant
    national territories.
    - There is preliminary data showing there has been a "gear change" in
    the past 10-20y. Where increased military spending might have
    deterred certain activity in the previous 50y more recently it can
    have the opposite effect.
    - The data seems to support oftentimes unattributed claims or rumors
    of confrontations since at least the 1930s between military or
    civilian aircraft and unknown objects and even close-order
    "fistfights" between various militaries and UFO's or unidentified groups.


    We've looked at the relationship between US military spending and
    patterns in UFO sightings before. At one point we found military
    spending seems to predict certain types of sighting in certain
    locations, suggesting UFO sighting data does seem to include aircraft
    the US military may have been developing over the past 50+years. There
    was no indication the suspected aircraft used any unconventional
    technology, but this might be another thing to examine at a later date. :)

    After the AI s/w threw up an anomaly I've managed to smooth out the
    results linking military spending on UFO sightings in several
    countries, and UFO sightings on military spending.

    It seems there is a consistent effect of military spending on UFO
    sightings -- it generally declines in parallel to increasing in
    spending and increased when spending decreases. Whether this is a
    deliberate strategy is not clear. But there seems to be a de facto
    cold war between the US military and UFOs of almost all kinds.

    A wrinkle in the pattern comes from the US's close military ties with
    some countries and lesser ties with others. "Allied" countries
    generally see the same reduction in UFO activity when US military
    spend goes up. But we can also detect a "move on" effect where the
    opposite is true for some countries that don't apparently come under
    the US military umbrella.

    On the flip side we can see increased sightings of certain types are
    apparently treated as "threats" by the US govt and invariable result
    in greater military spending in later years. When sightings go down as
    a result of "whatever" that spending goes toward, then spending tends
    to relax again.

    These patterns are very consistent across all types of UFO's -- I
    generally divide them up by location-of-observation (state or country),
    color of whatever lights are seen, and shape of whatever objects. The
    time of day (in my work generally "dawn" aka eastern sky, "dust" aka
    western sky, "daylight" and "nighttime") is another way the classify
    sightings that produce interesting groups of events.

    In the work below I'm mostly using the NUFORC dataset upto the end of
    2021 now. Some other data comes from curated data series for the UK,
    Canada and France (GEIPAN).

    As this project proceeds -- it's only approx 1y old now :) -- I'll
    continue to comb the 'net for sources of other sightings or category
    of event. As we know, many unusual things tend to link up and are
    suspected of being connected in one way or another with UFO activity.

    The s/w I'm using here takes year-by-year event counts of various
    classes of UFO sightings and compares them with US military spending
    as a% of GDP. The data is massaged to remove various problems
    (e.g. the NUFORC dataset changes gears in March 2006 when it moved
    from telephone/mail reporting to a web-based report form; not only did
    report numbers go up almost immediately an order of magnitude but the
    type of things reported radically changed) and the resulting files
    compared using very severe statistical s/w. If a result is not
    better than 99% statistically certain the s/w will ignore it.

    The s/w allows for a final level of "noisy data" (i.e. years that seem
    to be much different from the overall trends are dropped, making sure
    only a small proportion is finally ignored) and time-shifts data to
    find the best alignment. The effect of some change may take several
    years to show up to full effect; the s/w tends to ignore the
    time-shifts that are less than the best it can find.

    The best way to rank results is by the so-called "explanation power"
    of the underlying statistical model. The "R2" statistic shows what
    proportion of the "effect" variable is predicted by the "cause"
    variable (possibly time-shifted).

    Let's first look at the best overall results here.

    Model Lag R2 Beta (90% CI)
    (mil spending vs:)
    Other 4 0.81047451 -0.224577 0.0226569
    white 1 0.79688464 -0.235496 0.0242267
    AUSTRALIA 6 0.74702442 -1.31413 0.287154
    gr[ae]y 3 0.73177617 -0.202808 0.0258248
    dusk 2 0.71641154 -0.166723 0.0217102
    AZ 9 0.67127955 -0.268146 0.0444731
    Circle 1 0.65660639 -0.183243 0.0276467
    Sphere 4 0.65109060 -0.150306 0.0229554
    MO 5 0.61291093 -0.163303 0.029277
    notlight 1 0.61047755 -0.172894 0.0277193

    We first note the top10 results include sightings based on US states,
    one is the national total for Australia compiled from the independent assessments of groups in each state, some are based on (mostly
    US-based) NUFORC object color (incl US and UK spellings) or shape, and
    the last is a category that excludes from the NUFORC annual totals
    those objects curators classified as "lights in the sky" -- supposedly
    the most error-prone UFO type.

    We see in all cases that increases in US mil spending are associated
    with decreases in those types of sighting. The Beta shows approx what percent/fraction reduction is associated with a 1% GDP increase in US
    military spending. E.g. for 1% GDP extra US military spending the
    category "Other" (any shape that doesn't fit a usual NUFORC shape
    category) sees a 22% decline after 4 years (the Lag column).
    Contrariwise a decline of US spending generally sees an increase in
    those kinds of sightings.

    The effect of US military spending on sightings in Australia is even
    more profound. The Beta of "-1.3" actually indicates an almost 4-fold
    decline for each 1% of GDP in spending or similar increase for reduced spending. The lag for this link is around 6 y. It seems Australia

    [continued in next message]

    --- SoupGate-Win32 v1.05
    * Origin: you cannot sedate... all the things you hate (1:229/2)