Project Name: PROJECTVALLEE
Project: NLP analysis of a corpus consisting of books, papers, and presentations authored by Jacques Vallee.
Corpus: PDF, HTML, TXT document types. 19 total documents.
Description: Famed UFO researcher Jacques Vallee has contributed a massive and important body of scientific research for decades. He is still actively researching today and at age 82 shows no signs of slowing down. His latest book is Trinity: The Best Kept Secret.

Word Cluster Dendrogram
Below is the largest word cluster set from the analysis. A dendrogram of the words associated with “UFO” and “Phenomenon” details the cluster of words most used in close proximity when those words are used. The rate of measurement is by paragraph, rate per 10,000 words analyzed.

So that the reader may get a better sense of how the word cluster dendrogram works this example below portrays logically associated words in close proximity to each other within the corpus of documents.

Link Analysis Diagram
Using the same set of cluster words the dendrogram was applied to, we next ran a link analysis seen below. It is interesting the word, “problem” is frequently associated in proximity to the core words. More on that later.
Central usage of the word “phenomenon” is revealing, not just because this is obviously the nature of UFOs. Phenomenon is essentially the best word to capture the essence of the UFO topic. It is no surprise to us, Metron Deep Research has been using “The Phenomenon” as a titular descriptor of the UFO puzzle. And recently a documentary on the subject has debuted titled, “The Phenomenon” by filmmaker James Fox.

Word Frequency/Word Cloud
The word cloud reveals interesting associations. “French” can be explained by Vallee’s country of origin, his interaction with both the government of France and noted, pioneer researcher Aime Michel, a mentor to Vallee. The very common occurrence of this word is no surprise. A similar circumstance with, “Hynek.” J. Allen Hynek was also Vallee’s mentor who employed Vallee in his later days with Project Blue Book and a trusted friend.

Word Frequency List
A list measured by a rate of word frequency per 10,000 words.


Topic Modeling
Topic modeling is a machine learning technique that’s capable of scanning a set of documents, detecting word and phrase patterns within them, and automatically clustering word groups and similar expressions that best characterize a set of documents.
Topic Model





Observation: White-Sun (White; Sun; Black; Looked; Small; Red)
“White, Sun” is identified as a recurring topic with associated words black, red, looked, and small. In the corpus, the 2 main colors mentioned are white and blue. Sometimes “whitish-blue” when Vallee describes cases that came to his attention. In about half the instances, the color white is used in mundane usage as a descriptor of the color of a house, a dress, dust, etc. Red is more frequently used as a color associated with UFO sightings. Shapes are typically described as small or large. Red, white and blue, at least as far as this analysis is concerned are the most common colors associated with the UFO sightings Vallee discusses in the corpus. Again, it should be mentioned this analysis does not include every single item written by Vallee whether be books are scientific papers or transcripts but it is certainly a significantly large segment of his material in print.
Observation: UFO-Problem (Problem; Scientific; Scientists; Facts; Public; UFO Problem;)
Vallee frequently refers to the “UFO Problem” in his works as a vexing puzzle for the scientists and the public to grasp. Anyone involved in this research would likely agree. But Vallee understands that UFOs are indeed highly problematic for governments, militaries, science institutions, and the public they serve because they present incredible contradictions, opaqueness, elusiveness in their attributes yet pose potentially massive ramifications for power structures and societal mentalities.
About facts, Vallee has this to say, “The passage of time is highly corrosive. Not only does it erase from our memory facts, dates, and figures, but erodes even perception of those human beings who have made an impact on our lives, and distorts our view of ourselves. A diary, kept religiously enough, a formidable weapon against erosion. also makes our shortcomings more obvious, failures more plain.”
We cannot agree more. Keeping a diary of ideas, efforts, events, and thoughts are absolutely vital to the UFO researcher.
Observation: Janine, Olivier (Children, yesterday)
Any reading of Vallee’s work, especially his diaries will make evident the man’s devotion to his wife and children. They are the foundation of his world. Vallee frequently comments on his observations of his family and details their activities. It is clear they are a motivation for his work as demonstrated in their word frequency ranking. Indeed they are discussed more frequently than most UFO-related commentary. Additionally interesting is the frequency of the usage of “spent evening.” Another bedrock of the Vallee operation is the intense frequency of social interaction. Vallee is the consummate networker in the fields of science, government, phenomenology, military, paranormal and more. His access to diverse professionals across the spectrum of fields intersecting with the phenomenology of UFOs is a vital key to his impact as a preeminent researcher.
Observation: Shaped Object, Feet off the ground
Frequency usage of these words is indicative of the constant collection of observation data. The shape of UFO objects is one of the most important attributes to record. A library of various shapes can be found in various publications, including Vallee’s work. Metron Deep Research also mines for shape patterns, though this is not a groundbreaking idea, it is important to continue analyzing this data for pattern analysis. UFO types of shapes have indeed changed over the decades since the 1947 Kenneth Arnold sighting. Disc and orb shapes gave rise to increases in triangle, cigar, and star shapes. Shape and height off the ground are perhaps the most common first questions asked by the field researcher. Vallee is very much interested in the various attributes of the UFO observation/event. So complete is his line of inquiry that this led him to our next observation point for discussion.
Observation: Psychic Phenomena, Physical (Physical; Phenomena; Psychic; Reality; Phenomenon; Psychic Phenomena, UFO Phenomenon, Physical Reality; Physical Craft; Physica Objects)
Of the Valle theoretical assertions, perhaps the most important is the recognition that the UFO phenomenon may be fundamentally psychic in nature with the ability to manifest itself into the physical consensus reality of its witnesses and percipients.
Vallee’s research leads the field to the inescapable conclusion that the “nuts and bolts” spaceship extraterrestrial hypothesis (ETH) cannot fully explain the phenomenon. And he makes this point relentlessly in his work. A reading of his first book, Challenge to Science, goes nowhere near this idea. Vallee’s initial research, heavily influenced and guided by J. Allen Hynek during his Project Blue Book tenure, focused on ETH, but with an eye on following the data where it leads. It is ironic that such a hard data-driven science approach to the subject would ultimately lead to the conclusion that the phenomenon is based in areas of limited human understanding that are outside of scientific categorization and more rooted in the realms of magic and paranormal high-strangeness. But one person’s magic could be another species’ high-technology. As proposed by Vallee, and later others, the UFO behavior may be explainable within the field of quantum physics – an area where research has shown, high strangeness of particle behavior, time, space, cause and effect abound.
Conclusion (For now)
The analysis yields insights in line with expectations from analysis performed by a reader of the corpus. For those not familiar with Vallee’s work, or who have not read much of it, this analysis will likely be of more value. In short, this is a polite way of saying the initial analysis didn’t yield big surprises or illuminations. However, this is only a general holistic study of the material, and it is incomplete of the total works of Jacques Vallee. There are still insights to glean from a deeper dive of the material focused on specific attributes that when applied to the larger data repository will yield pattern recognition in the data. Some examples include the contribution this corpus will make to shapes, colors, time of day, witnesses, and other categorized attributes that will collectively contribute to the wider body of understanding this most peculiar and vexing of phenomena.
There is so much more to come.
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