×  ⁝⁝ 
Export the Data


Network Graph Images:

The graph images for publishing on the web or in a journal. For embeds and URLs use the share menu.
PNG (Image)  SVG (Hi-Res)

Network Graph Data:

The raw data with all the statistics for further analysis in another software.
JSON  CSV  Gexf (Gephi)

Visible Statements (Tagged):

Export the currently filtered (visible) statements with all the meta-data tags (topics, sentiment).
CSV (Spreadsheet)   TXT (e.g.Obsidian)  

All the Text:

Plain text used to create this graph without any meta-data.
Download Plain Text (All Statements)
×
Share Graph Image

 
Share a non-interactive image of the graph only, no text:
Download Image Tweet
 
Share Interactive Text Graph

 

 
×
Save This Graph View:

 

×
Delete This Graph:

 

×
About this Context Graph:

 
total nodes:  extend
 
InfraNodus
Top keywords (global influence):
Top topics (local contexts):
Explore the main topics and terms outlined above or see them in the excerpts from this text below.
See the relevant data in context: click here to show the excerpts from this text that contain these topics below.
Tip: use the form below to save the most relevant keywords for this search query. Or start writing your content and see how it relates to the existing search queries and results.
Tip: here are the keyword queries that people search for but don't actually find in the search results.

Welcome to this new episode of the context. Today I want to talk to you about our spectrum of abilities. We have many skills, many senses, many ways of coping with the world, absorbing the information changing it structuring it and then acting on it. And more and more due to the evolution of our civilization, the technologies that we invent and deploy our abilities are not only those biological, but we have on top of the human also nonhuman or superhuman abilities.

   edit   deselect   + to AI

 

My dog is called Bri. She's 11 years old. She developed diabetes and she went blind. Maybe 10 or 20 years ago. People wouldn't think that dogs would have diabetes. They would just go, Oh my God, the dog died. But now we care for them. Eh, even more than before. We not only love them, but we go to the vet. And in my case, we discovered that she had diabetes. And one of the consequences of that is the blindness. She gets her shots and her glucose levels are now almost normal, but of course, the site doesn't come back. It is amazing how rapidly she accepted her condition, lacking the burden of self awareness to the degree at which we are carrying it with a constant, asking ourselves about the situation we find ourselves in or whether our situations is just or fulfills our options and opportunities.

   edit   deselect   + to AI

 

Bree accepts the world and herself in the world as they are. So I don't know whether she has this internal monologue, but I would expect she says, okay, the world is dark and she goes about her, they in the world as it is dark using her snout, as she explores being much more cautious because she cannot knowing advanced where she will be stepping. Luckily she has four legs and not two. So her balance is, is much stronger, and of course her hearing her sense of smell and so on and in her environment, in the house and in the garden, her adaptation is so complete that you almost start believing that she's blind and only when she leaves that familiar environment that the limitations of her current set of abilities become more apparent and more visible. So I also adapted to this very rapidly. First of all, I don't assume that she always knows where I am. If I am sitting somewhere and I use my voice with her even more than I would have before. Of course I would talk to her, but now I make

   edit   deselect   + to AI

 

noises that I wouldn't do before so that she can know where I am, what I'm doing, what comes next, hopefully, food, she says.

   edit   deselect   + to AI

 

And when we are out and about, I basically became her service human. And on a short leash, I guide her to make sure that she doesn't bump into things and we can actually walk very fast at a normal pace. And I must not get distracted because if I do, she will fall off the curb or, or hurt herself. So I am wondering whether I should wear one of those Alerts, do not Pat service human a, it is a very interesting development in our relationship. Blindness always fascinated me. I remember when I was a child, I did experiments of keeping my eyes closed. And at the time it felt like maybe I went for days pretending to be blind with my eyes closed probably rather than a couple of days, It was more like a couple hours. But of course the perception of time is relative.

   edit   deselect   + to AI

 

And it was very interesting a few years ago I was able to repeat the experiment in an extremely well designed setting in Athens, Greece, where dairy's a warehouse that internally is completely dark and hosts all kinds of scenes. The subway station the city market a bar to order their drinks. And you go on this tour in the dark, guided by a blind person, and you experience the world without the intrusion of eyesight in a completely different way. And you start to learn what is needed in order to participate in the world in that setting and in that condition, absolutely fascinating. The place is called Dialogue In The Dark. And if you ever go to Athens and you are sick of the ancient monuments and the Parthenon and whatever else, you can spend a very, very interesting and stimulating couple of hours there.

   edit   deselect   + to AI

 

We have been always complementing and augmenting our senses, our abilities. I wear eyeglasses and without it, in prehistoric times, I would have been that already in medieval times, maybe, I would be burned on the stake as a mage or a wizard. And today, luckily, we don't have to keep the limitation of a short sightedness of our are there aberrations of our perfect site. Either we can wear glasses or as one of my children, we can go through a laser eye surgery, LASIK. And I would have done it too, but I'm already developing the opposite defect as well. And I wouldn't be able to be without glasses even if I had LASIK. So it's not really worth it anymore.

   edit   deselect   + to AI

 

The telephone are mobile phones.If you think about it, our tools for augmenting our hearing really at a super human level, it is not only about restoring it to the human norm. But bringing it much further we, the ability of speaking to somebody and hearing what the other person says all across the planet. Magical, absolutely magical. And we are doing the same with our cognitive abilities. in the 70s and 80s there was a lot of debate about whether pocket calculators should be allowed in the school and what children do if they didn't learn how to calculate on a pencil and paper and well they should do that and they still learn to do that. But of course, pocket calculators are enhancers of our cognitive abilities. There are operations that could be done on pencil and paper. It's just not worth it. A lot of things could go so slow that we wouldn't step up to the task unless it was really necessary just like architects are using a Computer Aided Design tools.

   edit   deselect   + to AI

 

And it's not that before these were available, we didn't build houses, but now it is possible to play around with the variables in a much larger degree of freedom. The parameters of all kinds of components in the house can express the creativity of the architect, the needs of the owner of the house. And all of this allows to be more expressive, more effective in achieving our goal. Today's a similar school system debates are about the use of a Wikipedia or maybe the symbolic systems that allow the rapid development of complete mathematical problems. Not only single calculations like Wolfram Alpha that arrives to the point of not only for example, solving and graphically representing a second degree set of equations, but also being able to explain the reasoning to show step-by-step solutions, which is exactly what school teaches you and requires you to be able to do when you learn how to address those problems.

   edit   deselect   + to AI

 

And tomorrow we fully expect chat bots to be whispering in our ears as we, for example, visit a foreign country where we don't speak the local language in a simultaneous translation where we will be rapidly accustomed to the unnecessary delay and pause that these kinds of assistance entails. Andour conversations will be a little halting. They will contain, certainly, a lot of mistakes, but it will still be fantastically superior than the alternative, which is not being able to talk to the other person.

   edit   deselect   + to AI

 

Now science fiction books described the decades that we are living differently of course than what is happening. And one of the big differences in how the 2000 tense and soon 20s were represented in science fiction books from the sixties, seventies, eighties, or nineties of last century, is that the world was full of robots, machines that were able to complement and substitute our motor skills in tasks that were cumbersome or dangerous or too difficult or for other reasons humans that could retreat and leave the robots to do their thing. And that didn't happen or didn't happen yet. We have been fascinated for many years by the videos with zero or very little fanfare released by Boston dynamics and the amazing improvement in the abilities of the mechanical robots that this company is building.

   edit   deselect   + to AI

 

And the latest video is absolutely fascinating. If you haven't seen it, you must. And this video shows acumen led robot called Atlas performing acrobatic movements. with a fluidity that is absolutely impressive. Rolling and jumping and turning to the point where I don't hesitate to confirm that if I am a human reference, that performance is super human compared to what I am able to do. And if it is not today, this year, it will certainly be tomorrow, next year. So you can start to wonder how will these superhuman abilities blend in society changing it? For example, it used to be a problem of how we handle mobile phones in restaurants because they would be disruptive and now it kind of is not a problem anymore. On one hand, we know how to silence them and put them away. On the other hand, sometimes people who are physically together choose to retrieving their worlds and a fiddle with their phones, even if they are together in a restaurant.

   edit   deselect   + to AI

 

And we try to judge them and maybe steer them back in the togetherness or the physical togetherness rather than the digital one. So we can expect that the delegation of motor skills and the delegation of the tasks that these motor skills require will be interestingly complicated but not necessarily too conflictual at the end. One of my expectations is a dishwasher robot, not the dishwasher like today, but a robot that is able to feel and empty the dishwasher with speed, reliability and continuity, relentless attachment to the task that is unparalleled by humans. And there is an interesting interpretation of our fairly recent care for disabled humans. People who are paralyzed and they drive a special car and they have a reserved parking space or a reserved toilet and other parts of the environment where we are designing the spaces the architecture or the types of interactions to recognize that those people have different abilities. We are certainly good and caring and empathetic in

   edit   deselect   + to AI

 

setting these up.

   edit   deselect   + to AI

 

These spaces create inclusive human environments in our cities and elsewhere so that everybody can participate regardless of where they sit in the spectrum of abilities. But we are also smart because in reality we are preparing ourselves to look in the mirror and to recognize that it doesn't matter how good we are in certain tasks. And how refined the certainty and skills. We are still not at the pinnacle of a perceived ordering. We are on a spectrum of abilities in a certain position and we'd better make sure that the society that we are building is inclusive to include us as well.

   edit   deselect   + to AI

 

The superhero movies, if you wish, are a reflection of a near future preparing us for agents with superhuman abilities among us. These will be technology based, they will not be violating any laws of physics just like the telephone doesn't or the speed of our calculators. But they will appear pretty radical.

   edit   deselect   + to AI

 

The society will react in many different ways. I don't know what the position of the workers unions is going to be when some of the people will be enhanced in their cognitive ability, in their motor skills. And already there are certain plans where the physical effort is supported by a smart harness that the workers can wear and supplyingthis harness can become an issue of union negotiations, for example. And I don't know how the school will react when it will be universally accepted that certai very, very high speed access to the analysis and the cognitive implications of the solutions of certain problems is available to people of any age. But starting to look for the early signals of these developments, whether through the eyes of a dog that went blind, recently or wheterwatching and thinking about a YouTube video of the amazing abilities of a recent robot, I think this is worthy of our attention, worthy of building a better understanding of the context that it carries.

   edit   deselect   + to AI

 

Thank you very much for watching this episode of the context and for considering to become a supporter. You can do so on Patreon and for as little as $5 per month or less, your choice, you can help me and my team to keep producing these videos where we try to understand the world and that context that technological and social developments are bringing forth, rapidly in our changing world.

   edit   deselect   + to AI

 


        
Show Nodes with Degree > 0:

0 0

Filter Graphs:


Filter Time Range
from: 0
to: 0


Recalculate Metrics Reset Filters
Show Labels for Nodes > 0 size:

0 0

Default Label Size: 0

0 20



Edges Type:



Layout Type:


 

Reset to Default
Language Processing Settings:

language logic: stop words:
 
merged nodes: unmerge
show as nodes: double brackets: categories as mentions:
discourse structure:
×  ⁝⁝ 
×  ⁝⁝ 
Network Structure Insights
 
mind-viral immunity:
N/A
  ?
stucture:
N/A
  ?
The higher is the network's structure diversity and the higher is the alpha in the influence propagation score, the higher is its mind-viral immunity — that is, such network will be more resilient and adaptive than a less diverse one.

In case of a discourse network, high mind-viral immunity means that the text proposes multiple points of view and propagates its influence using both highly influential concepts and smaller, secondary topics.
The higher is the diversity, the more distinct communities (topics) there are in this network, the more likely it will be pluralist.
The network structure indicates the level of its diversity. It is based on the modularity measure (>0.4 for medium, >0.65 for high modularity, measured with Louvain (Blondel et al 2008) community detection algorithm) in combination with the measure of influence distribution (the entropy of the top nodes' distribution among the top clusters), as well as the the percentage of nodes in the top community.

Modularity
0
Influence Distribution
0
%
Topics Nodes in Top Topic Components Nodes in Top Comp
0
0
%
0
0
%
Nodes Av Degree Density Weighed Betweenness
0
0
0
0
 

Narrative Influence Propagation:
  ?
The chart above shows how influence propagates through the network. X-axis: lemma to lemma step (narrative chronology). Y-axis: change of influence.

The more even and rhythmical this propagation is, the stronger is the central idea or agenda (see alpha exponent below ~ 0.5 or less).

The more variability can be seen in the propagation profile, the less is the reliance on the main concepts (agenda), the stronger is the role of secondary topical clusters in the narrative.
propagation dynamics: | alpha exponent: (based on Detrended Fluctuation Analysis of influence) ?   show the chart
We plot the narrative as a time series of influence (using the words' betweenness score). We then apply detrended fluctuation analysis to identify fractality of this time series, plotting the log2 scales (x) to the log2 of accumulated fluctuations (y). If the resulting loglog relation can be approximated on a linear polyfit, there may be a power-law relation in how the influence propagates in this narrative over time (e.g. most of the time non-influential words, occasionally words with a high influence).

Using the alpha exponent of the fit (which is closely related to Hurst exponent)), we can better understand the nature of this relation: uniform (pulsating | alpha <= 0.65), variable (stationary, has long-term correlations | 0.65 < alpha <= 0.85), fractal (adaptive | 0.85 < alpha < 1.15), and complex (non-stationary | alpha >= 1.15).

For maximal diversity, adaptivity, and plurality, the narrative should be close to "fractal" (near-critical state). For fiction, essays, and some forms of poetry — "uniform". Informative texts will often have "variable + stationary" score. The "complex" state is an indicator that the text is always shifting its state.

Degree Distribution:
  calculate & show   ?
(based on kolmogorov-smirnov test) ?   switch to linear
Using this information, you can identify whether the network has scale-free / small-world (long-tail power law distribution) or random (normal, bell-shaped distribution) network properties.

This may be important for understanding the level of resilience and the dynamics of propagation in this network. E.g. scale-free networks with long degree tails are more resilient against random attacks and will propagate information across the whole structure better.
If a power-law is identified, the nodes have preferential attachment (e.g. 20% of nodes tend to get 80% of connections), and the network may be scale-free, which may indicate that it's more resilient and adaptive. Absence of power law may indicate a more equalized distribution of influence.

Kolmogorov-Smirnov test compares the distribution above to the "ideal" power-law ones (^1, ^1.5, ^2) and looks for the best fit. If the value d is below the critical value cr it is a sign that the both distributions are similar.
×  ⁝⁝ 
     
Main Topical Groups:

please, add your data to display the stats...
+     full stats   ?     show categories

The topics are the nodes (words) that tend to co-occur together in the same context (next to each other).

We use a combination of clustering and graph community detection algorithm (Blondel et al based on Louvain) to identify the groups of nodes are more densely connected together than with the rest of the network. They are aligned closer to each other on the graph using the Force Atlas algorithm (Jacomy et al) and are given a distinct color.
Most Influential Elements:
please, add your data to display the stats...
+     Reveal Non-obvious   ?

We use the Jenks elbow cutoff algorithm to select the top prominent nodes that have significantly higher influence than the rest.

Click the Reveal Non-obvious button to remove the most influential words (or the ones you select) from the graph, to see what terms are hiding behind them.

The most influential nodes are either the ones with the highest betweenness centrality — appearing most often on the shortest path between any two randomly chosen nodes (i.e. linking the different distinct communities) — or the ones with the highest degree.
Network Structure:
N/A
?
The network structure indicates the level of its diversity. It is based on the modularity measure (>0.4 for medium, >0.65 for high modularity, measured with Louvain (Blondel et al 2008) community detection algorithm) in combination with the measure of influence distribution (the entropy of the top nodes' distribution among the top clusters), as well as the the percentage of nodes in the top community.


Reset Graph   Export: Show Options
Action Advice:
N/A
Structural Gap
(ask a research question that would link these two topics):
N/A
Reveal the Gap   Generate a Question   ?
 
A structural gap shows the two distinct communities (clusters of words) in this graph that are important, but not yet connected. That's where the new potential and innovative ideas may reside.

This measure is based on a combination of the graph's connectivity and community structure, selecting the groups of nodes that would either make the graph more connected if it's too dispersed or that would help maintain diversity if it's too connected.

Latent Topical Brokers
(less visible terms that link important topics):
N/A
?

These are the latent brokers between the topics: the nodes that have an unusually high rate of influence (betweenness centrality) to their freqency — meaning they may appear not as often as the most influential nodes but they are important narrative shifting points.

These are usually brokers between different clusters / communities of nodes, playing not easily noticed and yet important role in this network, like the "grey cardinals" of sorts.

Emerging Keywords
N/A

Evolution of Topics
(number of occurrences per text segment) ?
The chart shows how the main topics and the most influential keywords evolved over time. X-axis: time period (split into 10% blocks). Y-axis: cumulative number of occurrences.

Drag the slider to see how the narrative evolved over time. Select the checkbox to recalculate the metrics at every step (slower, but more precise).

 
Main Topics
(according to Latent Dirichlet Allocation):
loading...
 ?  

LDA stands for Latent Dirichlet Allocation — it is a topic modelling algorithm based on calculating the maximum probability of the terms' co-occurrence in a particular text or a corpus.

We provide this data for you to be able to estimate the precision of the default InfraNodus topic modeling method based on text network analysis.
Most Influential Words
(main topics and words according to LDA):
loading...

We provide LDA stats for comparison purposes only. It works with English-language texts at the moment. More languages are coming soon, subscribe @noduslabs to be informed.

Sentiment Analysis


positive: | negative: | neutral:
reset filter    ?  

We analyze the sentiment of each statement to see whether it's positive, negative, or neutral. You can filter the statements by sentiment (clicking above) and see what kind of topics correlate with every mood.

The approach is based on AFINN and Emoji Sentiment Ranking

 
Use the Bert AI model for English, Dutch, German, French, Spanish and Italian to get more precise results (slower). Standard model is faster, works for English only, is less precise, and is based on a fixed AFINN dictionary.

Keyword Relations Analysis:

please, select the node(s) on the graph see their connections...
+   ⤓ download CSV   ?

Use this feature to compare contextual word co-occurrences for a group of selected nodes in your discourse. Expand the list by clicking the + button to see all the nodes your selected nodes are connected to. The total influence score is based on betweenness centrality measure. The higher is the number, the more important are the connections in the context of the discourse.
Top Relations / Bigrams
(both directions):

⤓ Download   ⤓ Directed Bigrams CSV   ?

The most prominent relations between the nodes that exist in this graph are shown above. We treat the graph as undirected by default as it allows us to better detect general patterns.

As an option, you can also downloaded directed bigrams above, in case the direction of the relations is important (for any application other than language).

Text Statistics:
Word Count Unique Lemmas Characters Lemmas Density
0
0
0
0
Text Network Statistics:
Show Overlapping Nodes Only

⤓ Download as CSV  ⤓ Download an Excel File
Please, enter a search query to visualize the difference between what people search for (related queries) and what they actually find (search results):

 
We will build two graphs:
1) Google search results for your query;
2) Related searches for your query (Google's SERP);
Click the Missing Content tab to see the graph that shows the difference between what people search for and what they actually find, indicating the content you could create to fulfil this gap.
Find a market niche for a certain product, category, idea or service: what people are looking for but cannot yet find*

 
We will build two graphs:
1) the content that already exists when you make this search query (informational supply);
2) what else people are searching for when they make this query (informational demand);
You can then click the Niche tab to see the difference between the supply and the demand — what people need but do not yet find — the opportunity gap to fulfil.
Please, enter your query to visualize Google search results as a graph, so you can learn more about this topic:

   advanced settings    add data manually
Enter a search query to analyze the Twitter discourse around this topic (last 7 days):

     advanced settings    add data manually

Sign Up