• ufos and nuclear plants

    From MrPostingRobot@kymhorsell.com@1:229/2 to All on Tuesday, July 13, 2021 02:36:22
    EXECUTIVE SUMMARY:
    - We look at the relationship between location of US nuclear plants
    and UFO sightings of different types.
    - We find there is a strong statistical link. States with more nuke
    plants or more reactors seem to report more UFO sightings of certain types.
    - But when we adjust all the data for state populations we find a
    surprising result. States with more plants or reactors per capita
    have FEWER sightings of certain types per capita.
    - It seems some UFO types are "shy" of concentrations of reactors.
    - We recall UFO's of certain types also seem to be shy to approach
    concentrations of Air Force Bases (but seemingly not concerned about
    Army bases). It's unclear what about nuclear plants might explain
    the pattern. Increased security?


    I just dropped by the BV where they had some documents from the NRC.
    It seems the Nuclear agency has a list of UFO sightings it's been
    maintaining (more or less) from the 1950s. Some of them involve
    sightings seen at nuclear plants by staff, and some are related to
    letters they receive from the public about UFO activity in the
    neighbourhood -- something the NRC tells writers it has no remit
    to iinvestigate but thankyou for your letter.

    And of course the Big Report released recently did mention at least in
    passing that some nuclear weapons facilities (and maybe some aircraft
    weapons systems) have apparently been "interfered with" at the same
    time as one or other UFO was in the vicinity. The has elsewhere been
    taken by some commentators as a message "get rid of your nukes; they
    are dangerous". But some of the more jaded of us also spot a possible continuation of a pattern of low-level intimidation and the message
    might really be "surrender now; your best weapons are useless against
    us". of course the first part might also be "leave us alone; we don't
    want to talk with you".

    So, naturally, we have to take a look at whether nuclear plants
    actually seem to "attract" UFO activity or not. Or something else. :)

    From the NUFORC we can break down sightings by US state. And various
    lists are available counting commercial nuclear plants and total
    number of reactors for each state. The situation is complicated a bit
    because reactors and plants as a whole can come and go as the
    economics and other factors dictate. So a count of reactors is
    generally only applicable to some specific year.

    But we can run the numbers through some robust regressions and see
    what we get. As usual I'll only concentrate on those regressions that
    pass 2 statistical tests -- a T-test on the \bate and a rank test on
    the comparative ordering of the X and Y data -- at 90% confidence. And
    then we only will look at the top10 results by R2 -- the so called
    "explanation power" of the statistical model. The higher the R2 the
    larger the percentage of state-by-state variation in UFO activity is
    matched by similar state-by-state variation in the nuclear plant or
    reactor numbers.

    We'll also break the UFO numbers down in terms of "type" (mostly
    determined by visible shape as determined by the folks at NUFORC) and
    also pre 2006 and post 2006 when NUFORC started using a web report
    form that greatly changed the character of reports they received.

    OK. Got all that under your belt? Then let's look at the results and
    prepare for a shock.


    Nuke type UFO type R2 \beta +- 90% CI
    Years Shape
    plants <2006 Triangle 0.46505011 5.19158 +- 1.34795 plants <2006 Circle 0.43177366 3.73168 +- 1.04776 recators >2006 Egg 0.42952165 2.16787 +- 0.604824 recators >2006 Cigar 0.42177169 5.56501 +- 1.59478 recators >2006 Light 0.42115611 56.481 +- 16.2064 plants >2006 Triangle 0.41961490 42.8254 +- 12.1928 plants >2006 Egg 0.41869157 3.78347 +- 1.07923 recators <2006 Triangle 0.41813878 2.78489 +- 0.795291 plants >2006 Cigar 0.41392097 10.9026 +- 3.14065 plants >2006 Fireball 0.41316531 40.22 +- 11.7318

    Which all seems to indicate for those states with more nuke plants
    (or indiv reactors) there seems to be more Triangle and Circle UFO
    activity, at least as reported prior to NUFORC before 2006.

    The \beta for the "best model" (first line) says for each nuclear
    plant in a state there is an overall pattern of about 5+-1 Triangle
    UFO reports prior to 2006. The 2 stat tests say the association is
    <10% likely to be some noise in the data or a chance link.

    It seems open and shut, more or less. UFO's of certain types seem to
    be "attracted" to nuclear plants. Or maybe that is people that see
    UFO's of certain types are likely to live in states with more nuclear plants.

    And this is almost universally what UFO researchers and some chunk of
    the general public believe. "They" are hanging around nuclear sites
    "for some reason".

    But -- the surprise bit is now coming -- we would expect larger states
    to have a larger number of reactors and probably plants. And we would
    expect larger states to also report more UFO activity. Maybe the link
    is due entirely to this underlying "common factor".

    So let's re-do the whole exercise by this time based on plants/mn
    cap and UFO sightings/mn cap instead of raw counts.

    The top 10 largest R2 models then become:

    Nuke type UFO type R2 \beta +- 90% CI
    Years Shape
    plantspc >2006 Diskpc 0.20324200 -11.2117 +- 5.43318 plantspc >2006 Otherpc 0.17687100 -17.9411 +- 9.57942 recatorspc <2006 Conepc 0.14538338 -0.569959 +- 0.338218 plantspc <2006 Flashpc 0.13766746 -0.93742 +- 0.594288 plantspc >2006 Cylinderpc 0.13480402 -4.18458 +- 2.59467 recatorspc <2006 Eggpc 0.13343271 -0.62297 +- 0.397457 recatorspc <2006 Unknownpc 0.13294601 -1.589 +- 1.00437 recatorspc >2006 Conepc 0.12749719 -1.38299 +- 0.895438 recatorspc <2006 Crosspc 0.12639032 -0.433907 +- 0.282346 recatorspc >2006 Changingpc 0.12563661 -4.16071 +- 2.71668

    SURPRISE!

    No only are the R2's reduced a lot from the above table of raw counts,
    but all the \beta's are now negative. These are the top10 results but
    no combination of plant/reactor and year/type showed a positive \beta
    that was statistically significant.

    It seems UFO's are actually "scared" of nuclear plants.

    Taking the best model, above, we find for each nuclear plant per
    mn cap there are 11 FEWER Disk sightings per mn cap in that state
    in the data prior to 2006.

    If you're the curious type we can look at the first model in detail:

    MODEL (plants/mn cap vs pre 2006 Disk sightings/mn cap):

    y = -11.2117*x + 13.2465
    beta in -11.2117 +- 5.43318 90% CI
    alpha in 13.2465 +- 1.31111
    T-test: P(beta<0.000000) = 0.999425
    calculated Spearman corr = -0.511939
    Critical Spearman = 0.432000 2-sided at 1%; reject H0:not_connected
    r2 = 0.20324200

    DATA:

    State plants/mn cap Disk/mn cap model-predicted Disk/mn cap Alabama 0.411609 6.37994 8.63165
    Arizona 0.146454 16.9887 11.6045* (model -1sd re obs)
    Arkansas 0.335773 10.0732 9.48191
    California 0.0255462 10.9593 12.9601
    Colorado 0 15.7608 13.2465
    Connecticut 0.278483 11.6963 10.1242
    Delaware 0 10.5716 13.2465 District.of.Columbia 0 7.43795 13.2465*(+1sd)
    Florida 0.147993 10.5075 11.5872
    Georgia 0.195793 7.73383 11.0513
    Hawaii 0 10.4778 13.2465
    Idaho 0 19.3362 13.2465*(-1sd)
    Illinois 0.466563 8.55366 8.01552
    Indiana 0 11.632 13.2465
    Iowa 0.320113 8.96316 9.65748
    Kansas 0.343449 8.24277 9.39584
    Kentucky 0 12.2031 13.2465
    Louisiana 0.428199 6.42299 8.44565
    Maine 0 17.302 13.2465
    Maryland 0.166489 8.82392 11.3799
    Massachusetts 0 10.0082 13.2465
    Michigan 0.302341 7.76008 9.85674
    Minnesota 0.364326 9.83679 9.16178
    Mississippi 0.334187 5.68119 9.49969
    Missouri 0.164374 13.6431 11.4036
    Montana 0 18.3939 13.2465*(-1sd)
    Nebraska 0.527373 6.85585 7.33374
    Nevada 0 15.2205 13.2465
    New.Jersey 0.223264 9.04218 10.7433
    New.Mexico 0 22.5408 13.2465**(-2sd)
    New.York 0.202063 7.82995 10.981
    North.Carolina 0.298721 10.3557 9.89732
    North.Dakota 0 5.28453 13.2465*(+1)
    Ohio 0.172215 7.31912 11.3157
    Oklahoma 0 8.94834 13.2465*(+1)
    Oregon 0 18.8633 13.2465*
    Pennsylvania 0.312439 9.06073 9.74352
    Rhode.Island 0 22.7209 13.2465**(-2) South.Carolina 0.816969 10.6206 4.08686*(-1)
    South.Dakota 0 12.8135 13.2465
    Tennessee 0.303017 10.1511 9.84916
    TX 0.072809 5.71551 12.4302*(+1)
    Utah 0 13.3515 13.2465
    Vermont 0 22.3627 13.2465**(-2)
    Virginia 0 9.66242 13.2465
    Washington 0.139463 18.5486 11.6829*(-1)
    West.Virginia 0 10.303 13.2465
    Wisconsin 0.17327 8.14369 11.3038
    Wyoming 0 11.9432 13.2465


    The model predictions are not particularly good -- you know from the
    R2 that 80% of the state-by-state variation must be related to
    "something else" -- but the stat tests say the nuclear plants are a
    factor. Both tests are 90% sure the factor is -ve. I.e. more plants
    means fewer reports of Disks in that state (in the pre 2006 part of
    the NUFORC dataset).

    It seems the folkloric belief "they are interested in our nukes" has
    been misled by a "confounding factor". Adjusting for state populations
    it seems, if anything, some types of UFO's are "scared off" by too
    many nuclear plants.

    We recall also a previous post that suggested UFO's are also shy about appearing in states with large numbers of AFB's. While they still
    make the occasional appearance in such states, they appear
    increasingly more the further away from those bases the sightings
    come. The shape of this curve can be analyzed to guess what it is the
    UFO's are "shy" of. E.g. a curve that shows UFO numbers rise linearly
    the further from a cluster of AFB's they occur it suggests they
    consider something that travels at constant speed (i.e. takes a time proportional to distance to reach them) as some kind of
    threat. E.g. aircraft that might be scrambled to intercept them.

    If the curve rises with other characteristic shapes other cases
    suggest certain UFO types are concerned about interception by area
    patrols (rather than scrambled interceptors) or approx
    constant-accelerating ground-to-air missiles.

    Why they may be avoiding concentrations of nuclear plants (all the
    ones we listed above are supposedly civilian power generating plants)
    is not clear. Certainly security might be "touchy" in those areas. We
    hope the concern is not connected with possible interference between
    the operation of the plant and whatever plant and engines the UFO are
    using. That could be nasty for everyone.

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