"I no longer want reminders of what was, what got broken, what got lost, what got wasted”-- Joan Didion  Odd for a data-centered person but I don’t routinely look at social media tallies. The temptation to write for the mean would likely be overwhelming. The one exception is around the end of the year. Here is a quick run down. Not to focus on me but to encourage you to take a look at your own. The blog: +900% for unique visits +865% for page views +966% average pages per unique visit The most popular entry: Nothing vast enters the world of mortal with a curse--Sophocles. This even outpaced my RSS feed data. If you have your Google analytics turned on you can readily see the top 10 posts and the behavior of everyone interacting on your website/blog. The good bits I recall are the majority of site traffic is coming from organic (60%) and direct (30%) with the latter being a much smaller share--this is what you want or so I am told.  Top Twitter engagement for Substack post: Anticipate charity by preventing poverty--Maimonides Top Substack engagement on Substack: Mistaking mirrors for screens: its amplification not reflection I don’t like thinking of writing as a business. But it is curious to see whose eyes are looking at our words. Case in point--I subconsciously describe myself as a writer. I think that although I work as a data analyst, specifically a geospatial analyst, that fact isn’t nearly as important as storytelling. Many colleagues analyze data or have their brain engaged in some folly associated with numeracy and statistics--it is in the telling where things become illuminated. I hope you will visit the blog, maybe explore a few of the stories you missed. My favorite thing is when we have offline conversations. It is all about throwing things into the crucible and examining what remains.  Let me know what you track and why. Oh. And have a lovely holiday season!
 As much as I tried to thwart video-gaming in my household -- I was not successful. An upside to the pull of gaming was the impact it had on creative efforts to keep them both engaged. We traveled to the beach where games have always been verboten--hard to argue with the impracticality of lugging large computers onto a ferry or suggested family activities to offer alternatives to single-player games even while engaged with friends remotely. But alas, here we are. Even old analogs like me can appreciate the skills both have accumulated while building their own consoles from scratch, the crossover skills in navigating highly technical computer tasks, and even the lingo has helped me in my crossover world into technical platforms in healthcare. This is how I realized the similarity between the first-person shooter sub-genre of gaming and what we do in data analysis workshops. The truncated definition of first-person shooter below could be talking about a live interactive data analytics workshop right? Okay, okay, these sessions are light on death and gore but you can see the tangential application, right? ...in a first-person perspective, with the player experiencing the action through the eyes of the protagonist and controlling the player character in a three-dimensional space. We have all been thrust into this loud data world. I don’t believe we can be in denial that it will impact everything we do. False interpretation of data is rampant. And if you by chance get something wrong--fear the pitchforks and tiki torches heading your way. How then can we differentiate our solitary work and connect with our colleagues? I have been reading a great little book, Art & Fear; Observations on the Perils (and rewards) of Artmaking* by David Bayles & Ted Orland. What makes it great? It tells you the truth. This is a book about making art. Ordinary art. Ordinary art means something like: all art not made by Mozart. After all, art is rarely made by Mozart-like people; essentially—statistically speaking—there aren't any people like that. But while geniuses get made once-a-century or so, good art gets made all the time. Making art is a common and intimately human activity filled with all the perils (and rewards) that accompany any worthwhile effort. The difficulties art makers face are not remote and heroic, but universal and familiar--Introduction to Art & Fear (David Bayles and Ted Orland) What we do as analysts, writers, or creatives is art. Make no mistake about it. And although this might sound harsh, nobody cares. But we can. I was empowered by rereading a few assumptions the book presents in an early chapter: Artmaking involves skills that can be learned "In large measure becoming an artist consists of learning to accept yourself, which makes your work personal, and in following your own voice, which makes your work distinctive." Art is made by ordinary people “It’s difficult to picture the Virgin Mary painting landscapes. Or Batman throwing pots." Making art and viewing art are different at their core “The sobering truth is that the disinterest of others hardly ever reflects a gulf in vision. In fact there’s generally no good reason why others should care about most of any one artists work. The function of the overwhelming majority of your artwork is simply to teach you how to make the small fraction of your artwork that soars.” Artmaking has been around longer than the art establishment “Artist” has gradually become a form of identity which often carries with it as many drawbacks as benefits. Consider that if artist equals self, then when (inevitably) you make flawed art, you are a flawed person, and when (worse yet) you make no art, you are no person at all. It seems far healthier to sidestep that vicious spiral by accepting many paths to successful artmaking. I like to differentiate teaching a skill from teaching how to connect with the larger zeitgeist. If you don’t know these things you might stop your important work. The other day I was informed that a fairly lucrative grant/fellowship was not going to be coming my way. In all honesty I knew it was a long shot but it didn’t stop me from imagining the difference this could make on the opportunities I would now have the breathing room to explore. The feeling in the pit of my stomach launched a desire to write about it. Examine it on the page to see how I really felt and if it was indeed a barometer of my value. It brought me back to the little book about art & fear and helped me to reset. I occasionally need to remind myself of the writings of Seth Godin. It’s a cultural instinct to wait to get picked. To seek out the permission and authority that comes from a publisher or talk show host or even a blogger saying, “I pick you.” Once you reject that impulse and realize that no one is going to select you–that Prince Charming has chosen another house–then you can actually get to work. I wanted to share these thoughts with you in case you have had a recent disappointment. Funny how it doesn’t matter if it was the one thing out of a dozen things that actually went right--that went wrong. It tends to bubble up and bring the effervescence of doubt up to the surface. You can’t lose out if you never engage. Get in the game... In 2010, researchers at Leiden University showed that playing first-person shooter video games is associated with superior mental flexibility. Compared to non-players, players of such games were found to require a significantly shorter reaction time while switching between complex tasks, possibly because they are required to develop a more responsive mindset to rapidly react to fast-moving visual and auditory stimuli, and to shift back and forth between different sub-duties.--Colzato LS, et al. (Wikipedia) Engaging Story with Place 12/10/21 1:00-2:00 pm ETHighlights from a few keynote speeches being developed for first quarter 2022...click to register.  *As an Amazon Associate, Amazon donates a small percentage of recommended products to me.
Edward O. Wilson, famed Harvard professor and sociobiologist articulated the conundrum mentioned in the title of this article, "The real problem of humanity is the following: We have Paleolithic emotions, medieval institutions and godlike technology.” I like to begin all discussions of data by analyzing our Paleolithic emotional brains. There should be more questions in this era of technology and big data. We lack the capacity to comprehend the trade-offs and create governance around what this will mean for society. We engage with systems that create algorithms to market our attention as currency--and we behave like it will all work out in the end. So the big question of human history, and the first question of human history, is how do you get hundreds and then thousands and finally hundreds of millions of humans to cooperate? Which is our secret of success as a species. This is how we overcame the Neanderthals. They were bigger us. They were stronger than us. They had bigger brains than us. But we ruled the world and not the Neanderthals because they couldn't cooperate in larger numbers then, again, 50 or 100. We could. And what made it possible is not intelligence, it's imagination, and in particular, the ability to invent and believe fictional stories.--Yuval Noah Harari, Your Undivided Attention podcast Those of us working with technology, beyond our own amusement for our reptilian brains, have a responsibility. We need to be curious and expand our critical thinking. Remember the famous quote from Wayne Gretzky when asked why he was such a great hockey player? He replied something like, “I skate to where the puck is going, not where it has been.” We are all evolving into becoming data storytellers. But the part they don’t tell you about the stories we tell--they don’t have to be true. We have seen this play out in our own lives as "medieval institutions” become fodder for isolation, otherness, and quite frankly--become hackable. One of the main reasons I favor Geographic Information Systems (GIS) mapping is how we are able to bring location data to the narrative. The actual physical entity is able to be explored and interrogated. Information at the location is called attribute data and it tells about the features unique to that area vs. another location. What is the landcover like? Density of highways or roads? Building footprints? Waterways?
A mountain or a river is an objective physical entity . Y ou can see it. Y ou can bathe in the river. You can listen to the murmur of the waves in the Mississippi. United States is not a physical reality . Y ou cannot see the United States. Y ou can see the Mississippi River, but that's not the United States. The Mississippi River was there two million years ago, the United States wasn't. The United States might disappear in 200 years or 500 years, the Mississippi River will probably still be there. So it's not a physical entity. It's a story.--Yuval Noah Harari, Your Undivided Attention podcast  Follow along for more conversations about location and geospatial data. I mainly use open source resources so you can easily download and follow along.
There will be an O’Reilly media book eventually. Currently it is in early release so you can certainly check that out as well, Python for Geospatial Thinking. I actually took a request. A reviewer was curious about Open Street Map and Python so--voila--we now have a chapter about OSMnx. The monotony and solitude of a quiet life stimulates the creative mind--Albert Einstein
Let me explain. Virtual conferences aren’t all bad. You don’t need to disrupt your life as dramatically, many are free or low cost, and I don’t care what anyone says you can network if you are thoughtful about how. Following the Esri User Conference earlier this week I received dozens of messages.
Many fellow attendees in the chat box alongside presentations would respond to something and want to have a follow-up discussion. As a self-proclaimed autodidact geospatial analyst my career was usually the talking point.
Although I have many years of being employed, I have had many more of being self-employed. You may have heard me state quite emphatically that I am indeed unemployable. This is true.
This wasn’t always the case. There was a time when I was more often than not hired right during the interview. Colleagues would find out where I was working and say, “Wow, I wondered who they hired” after they too had been interviewed. I had more work than I could handle but I managed. Until I started asking questions. I became unable to do status quo and deliver “good enough” or “this is what the client paid for” work. I also grew tired of all of the travel and endless meetings that in all honesty--could have been an email. Even my independent work was problematic. I thought you simply worked with every client that reached out. Some of them were assholes and I just thought that was part and parcel. I silently suffered, worked on Thanksgiving, Christmas, and missed a Steve Tyler concert. The irony with the Steve Tyler performance (part of a Qualtrics Conference) was that after hitting send on an ironclad deadline I was informed by automatic reply that the recipients would be out of the office for the next several days. I had a client once (if you are reading this I still adore you but let’s be honest, you always listened to the guys on the team over me) that paid me to leave a conference in Washington, DC to travel to NYC at 3:30 a.m. in the morning for an in-person meeting with his client. When I tried to interject an alternate perspective in another meeting I was jovially but firmly accused of “heckling” and there ended my contributions to the team culture. This one stung because I absolutely enjoyed the team--their culture, mission, and sense of humor. So I stopped spending the bulk of my days traveling, writing, analyzing, and speaking at private client collaborative meetings. Seth Godin puts it quite succinctly below. Its only 3 minutes so hit play and I will wait.
This is the bit of potential value to the inquisitive types wanting a career not only in geospatial intelligence but data analytics, or writing.
I already went for a run, had a healthy smoothie, wrote a blog (ahem), removed abandoned envs from my terminal (Conda-Forge friends), and created a timeline for what I need to deliver to my editor for our next meeting. I am writing a book, Python for Geospatial Data Analysis : Theory, Tools, and Practice for Location Intelligence The free sharing and teaching of open source is incompatible with the notion of the solitary genius 
Are you on Clubhouse? I joke that someone left a door open in the hallway and I wandered in. I like the breaks from the computer screen where you can simply engage through your phone. Think of it like a podcast style conversation. Data + AI hosts a room, Data Geek Weekly. This past room was right up my alley.
The panel discussed social (structural) determinants of health with Michael Petersen, MD. I am not sure if it was Michael or Jeff that differentiated me from Bonnie Holub by calling me geospatial Bonny but it made me laugh all day. In the course of an open discussion I mentioned a few data resources that I wanted to share with folks in the room.
Here are the resources I mentioned. They might seem random but I think they were some of the tabs I had open at the moment so here you are...
Google Earth Engine
There is a location for everything so I have to start with Google Earth Engine (GEE) in case there are other interested in location intelligence. Click the button below and watch the glacier retreat. We were talking about climate change and urban heat islands (below) but it can be powerful to start with an upstream view.
IPUMS (CENSUS data and more)
I mentioned a heavy reliance on CENSUS data. I use American Community Survey for yearly comparisons as well as the PULSE Covid surveys. IPUMS is a great resource for a lot of the work I do because of the harmonization and detailed documentation.
Mapping Inequality
The better your data question the more exploration you will need to curate insights and better yet to curate empathy. We need to be open to aligning edges outside of what we view as our penumbra of expertise.
,I tend to use open source or freely available platforms and tools for analyses. I imagine how frustrating it would be to take a weekend workshop only to find out about a hefty price tag for you to continue your data exploration. I use QGIS (open source) but also rely on ArcGIS for quick maps. An ArcGIS personal 1-year subscription is $100 and well worth the investment.
This is an example of an urban heat island. I chose Charleston, West Virginia to highlight patterns not often visualized outside the typical locations such as Chicago or NYC. 
I layered the Home Owners’ Loan Corporation (HOLC) neighborhood guides for you to explore. I briefly mentioned how land-use systems were locked in decades ago and continue to impact the temperature differentials in urban environments--and therefore health outcomes.
There is an abundance of federal, state, and community level crime data. One take-home message I will share is that data is collected differently and may not be able to be aggregated. For example, recent work in gun violence demonstrated that many districts were not reporting the data until the crimes were solved. I also realized that unless I requested data on the perpetrator most of the data was only about the victim. I was interested in the demographics of both.
The Crimemapping data below is from my city. The data is only available if your city subscribes to the service but as you can see, the types of crimes in your area are displayed. Crime data
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| The practice of leaving bread on the hook is a beautiful Turkish tradition called, askida ekmek. You buy a loaf for you and an extra loaf that is hung on a hook. When someone in need enters the shop, they are gifted the donated loaf. This reminds me of my work as a data analyst. We serve our clients while simultaneously giving back to our data community through either mentorship, collaboration, or teaching insights learned along the way. |  |
“It is better to follow your own path, however imperfectly, than to follow someone else's perfectly.”--Bhagavad-Gita
Hosting rooms on Clubhouse and being invited to speak on podcasts I am noticing a theme to many questions. Curiosity tends to vacillate between “how to get a job,” and “where to find the data”. The idea came to me today that perhaps folks are just worried about messing up. This doesn’t make sense. There is not a single correct way of following your path.
Two things I can share that might help. Build a platform. It can be on LinkedIn or any social media avenue of your choice. Create visualizations, stories, and conversations to be discovered. This is where you declare “this is me.”. It doesn’t mean you will become everybody’s cup of tea or be competitive for every job but it does provide you with the dimensionality of a person instead of a hiring algorithm or a flat paper CV.
Two things I can share that might help. Build a platform. It can be on LinkedIn or any social media avenue of your choice. Create visualizations, stories, and conversations to be discovered. This is where you declare “this is me.”. It doesn’t mean you will become everybody’s cup of tea or be competitive for every job but it does provide you with the dimensionality of a person instead of a hiring algorithm or a flat paper CV.
The data hunt is a little more straightforward. Head over to twitter and follow those of us that work in the geospatial space. A large chunk of the datasets I use regularly were discovered from colleagues by reading their research or following discussions.
What have I been up to?
What have I been up to?
Here is a recording of our podcast interview on LinkedIn Live.
A recent story I wrote on Substack provides a little context for my heart operation earlier this month. This is not jazz: last thoughts before sedation
| I won’t bore you with the longitudinal path of my pre-existing condition—mitral valve prolapse—but it landed at myxomatous degeneration requiring surgical intervention sooner rather than later. So 1 week ago today, I had open heart surgery. The team was somewhat gobsmacked how I ran 267 miles just this last January, completed an ultra race in 2019, and hit the trails and roads on most days albeit a bit slower over the years but heck, I am also not as young as I used to be. If I was to be honest with myself, I think I knew it was coming. Echocardiograms were becoming dramatic and straightforward to read even from my perspective. |  |
“It is easy in the world to live after the world's opinion; it is easy in solitude to live after our own; but the great man is he who in the midst of the crowd keeps with perfect sweetness the independence of solitude.” -- Ralph Waldo Emerson
“I am an introverted extrovert”. I hear this claim quite often in this era of solitude, Zoom, and whispered declarations. Maybe it's one of those things you comprehend if you also share this archetype. The way I see it--I want to be alone--unless there is something worth venturing out for (personal). Or, give me a podium or a mic--its go time (professional).
As an independent data analytics professional I can attest to the fact that professional collaborations aren’t the most engaging or public "work environments". I am typically the defacto expert in the room and with the exception of a few IT folks--I am working this thing solo. The collaboration is in the form of selling the transition from spreadsheets to automated analysis, data visualization to data actualization, or building a more powerful analytics engine by including location intelligence in the actual workflow. I am basically stumping for my supper.
As an independent data analytics professional I can attest to the fact that professional collaborations aren’t the most engaging or public "work environments". I am typically the defacto expert in the room and with the exception of a few IT folks--I am working this thing solo. The collaboration is in the form of selling the transition from spreadsheets to automated analysis, data visualization to data actualization, or building a more powerful analytics engine by including location intelligence in the actual workflow. I am basically stumping for my supper.
Building and maintaining a busy spatial analytics practice reminds me of gardening. What can I say? The weather here in North Carolina has been spectacular lately. A friend recently notified me that she had been working in her garden and had some plants to share. She methodically roamed the space with a shovel either pointing to things we could dig up or digging them up herself sharing the stories and best plans for the plantings. Her generosity speaks for itself but she said something that I kept turning over in my head. In response to my numerous questions about how she established the garden, trying to find little insights to increase my chances of success--she merrily shared, “sleep, creep, leap”. Year 1 the plantings will sleep. Year 2 they will creep. And if luck has anything to do with it, Year 3 they leap.
SLEEP
The first thing to realize when attempting to establish a garden especially when transplanting--the first year, the plant rests.
This reminded me of my work in spatial analytics. My vision for my data professional life was verdant but needed more of a focus on location intelligence. Taking the time you need to study and learn skills is energy worth developing. Think of it as the dormant but important step of developing roots and foundational elements.
I return to workshops and scan the options for skills I may not have learned or used in a long time. If something thrills me and I find it useful I tuck it away for a webinar idea. Think about it this way--if you are amazed or surprised it is quite likely there are others.
This week it was a return to Google Earth Engine.
The first thing to realize when attempting to establish a garden especially when transplanting--the first year, the plant rests.
This reminded me of my work in spatial analytics. My vision for my data professional life was verdant but needed more of a focus on location intelligence. Taking the time you need to study and learn skills is energy worth developing. Think of it as the dormant but important step of developing roots and foundational elements.
I return to workshops and scan the options for skills I may not have learned or used in a long time. If something thrills me and I find it useful I tuck it away for a webinar idea. Think about it this way--if you are amazed or surprised it is quite likely there are others.
This week it was a return to Google Earth Engine.
CREEP
We finally have growth! The small little seedlings of last year arrive a bit more confidently this year. The flower bed seems a bit less embarrassed let's say. I am waiting for my peonies to take off but I think patience is called for.
Coincidentally, after a year of classes and workshops my geospatial skills are finding their way into new projects. Big data should be filtered through trends in location preferably over time. Nothing will be more important when we sift through Census data to see where populations may have been undercounted and how these profound insights will influence more than representation in congress. The electoral college will be redistributed (the number of votes is the number of house seats plus the 2 senate seats), Medicare/Medicaid spending, and about 300+ Census-guided federal spending programs.
We finally have growth! The small little seedlings of last year arrive a bit more confidently this year. The flower bed seems a bit less embarrassed let's say. I am waiting for my peonies to take off but I think patience is called for.
Coincidentally, after a year of classes and workshops my geospatial skills are finding their way into new projects. Big data should be filtered through trends in location preferably over time. Nothing will be more important when we sift through Census data to see where populations may have been undercounted and how these profound insights will influence more than representation in congress. The electoral college will be redistributed (the number of votes is the number of house seats plus the 2 senate seats), Medicare/Medicaid spending, and about 300+ Census-guided federal spending programs.
LEAP
In a garden and in other life endeavors there comes a time when the familiar becomes easy. Glancing out of the kitchen window in the spring I can see the clover thickening, the rose buds swelling, and a few flowering vines that I have long since forgotten the name of beginning to mark their renewal. As if on auto-pilot the garden begins to bloom-ish. There are areas that in some years get more attention than others but there is always a minimal viable level of activity that happens whether I go out there or not.
But if you want year 3 of plantings to be spectacular you need to cultivate them right to the end of their adolescence. If you have been nurturing and thoughtful, this is the year of abundance.
This is the time to take chances--leap if you will--in your career and life. I am easing into a comfortable routine of presenting remotely and leading workshops from my office chair. A few blossoms of opportunity are seeding in-person invitations but I am going to enjoy the final days of the old normal.
Check out Clubhouse. It is still in beta and open to iPhones only for now. If you need an invite hit me up. Its been a big leap but we have been hosting some interesting conversations.
In a garden and in other life endeavors there comes a time when the familiar becomes easy. Glancing out of the kitchen window in the spring I can see the clover thickening, the rose buds swelling, and a few flowering vines that I have long since forgotten the name of beginning to mark their renewal. As if on auto-pilot the garden begins to bloom-ish. There are areas that in some years get more attention than others but there is always a minimal viable level of activity that happens whether I go out there or not.
But if you want year 3 of plantings to be spectacular you need to cultivate them right to the end of their adolescence. If you have been nurturing and thoughtful, this is the year of abundance.
This is the time to take chances--leap if you will--in your career and life. I am easing into a comfortable routine of presenting remotely and leading workshops from my office chair. A few blossoms of opportunity are seeding in-person invitations but I am going to enjoy the final days of the old normal.
Check out Clubhouse. It is still in beta and open to iPhones only for now. If you need an invite hit me up. Its been a big leap but we have been hosting some interesting conversations.
It should come as no surprise that what you see is not determined solely by the patterns of light that fall upon your retinae. Indeed, that visual perception is more than meets the eye has been understood for centuries, and there are several extraretinal factors known to interact with the incoming sensory data to yield perceptual experience. Perhaps foremost among these factors is information learned from our prior encounters with the visual world—our memories—which enables us to infer the cause, category, meaning, utility, and value of retinal images. By this process, the inherent ambiguity and incompleteness of information in the image—what is out there? Have I seen it before? What does it mean? How is it used?—is overcome, nearly instantaneously and generally without awareness, to yield unequivocal and behaviorally informative percepts.--Thomas D. Albright, On the Perception of Probable Things: Neural Substrates of Associative Memory, Imagery, and Perception
Simplifying concepts outlined beautifully in Reductionism in Art and Brain Science* by Eric Kandel, when presented with an object or graphic, prior knowledge or learned visual associations --described as top-down neuronal processing occur. These processes occur after the brain extracts “key elements” of what is known in the physical world and are necessary to help resolve whatever ambiguities remain. As an example, when you first view the image above it may appear ambiguous and undecipherable. With only bottom up processing and nothing to aid in recall we aren’t quite sure of the representation.
*As an Amazon Associate I earn from qualifying purchases.
Think of the influences our neuronal associative learning has over our interpretation of graphical information. A few decades ago I was participating in a journal club for fellows in internal medicine. They were instructed to basically skip the abstract (can be quite subjective) and head over to the results section. The focus was examining the figures to gleen insights there. What evolved years later was a realization that this approach is also problematic.
In the same way that pre-attentive attributes can help direct the eye to important features--they can also mask other insights by drawing the eye disproportionately to where you want the focus. The "look over here and not over" there methodology often distracts from relevant outliers.
In the same way that pre-attentive attributes can help direct the eye to important features--they can also mask other insights by drawing the eye disproportionately to where you want the focus. The "look over here and not over" there methodology often distracts from relevant outliers.
Salman Rushdie in his brilliant MasterClass describes the action happening in the center of works of art. That is where we are intended to look. But then he adds the importance of scanning the periphery as well. Often you will see added context provided by servants or others not deemed the singular objective of the image. When examining graphics for insights, context is everything.
Las Meninas by Velaquez is a painting I like to include in my data storytelling workshops. Thanks to Amy Herman and her Art of Perception, a friend and powerful resource for enhancing observation and perception skills for clients like Intelligence, Law Enforcement and Military (Interpol, FBI, Department of Defense) as well as Medicine and Law to name a few--I look at data differently.
Art can be a safe place to teach skills needed to clinically review the literature, scan a patient chart, or curate data for relevance and insight.
Las Meninas by Velaquez is a painting I like to include in my data storytelling workshops. Thanks to Amy Herman and her Art of Perception, a friend and powerful resource for enhancing observation and perception skills for clients like Intelligence, Law Enforcement and Military (Interpol, FBI, Department of Defense) as well as Medicine and Law to name a few--I look at data differently.
Art can be a safe place to teach skills needed to clinically review the literature, scan a patient chart, or curate data for relevance and insight.
How would you describe the painting? Can you say anything about the perspective of the image? Did you notice the mirror? What does it say about art and reality? Where is the subject?
Consider the image below. Now look up at the original black and white patterns above. Now that the top-down processing has a “memory” or association--you can now distinguish the image.
Consider the image below. Now look up at the original black and white patterns above. Now that the top-down processing has a “memory” or association--you can now distinguish the image.
The biggest challenge is often releasing our pre-conceived ideas and leaning into the realm of not knowing, what we don’t know. The opportunity is there.
Right outside of the frame.
Right outside of the frame.
I am now writing on Substack. Head on over and subscribe to mumble|delegate|ponder
I have been spending unsupervised time with my thoughts. It sounds noble but I assure you, it is completely involuntary. As far as sleep goes if you know me you know that around 9 p.m. I am already heading upstairs to begin my post-menopausal moon salutations.
I do an abysmally short--some may say neglectful--skin care routine of washing my face. I can’t moisturize at night because apparently my face dreams it is a teenager and invites acne to the party. Next, there is a truncated routine of stretches and a 1-minute plank. A nice way to close out an active day of running and butt sitting at the computer.
Against all recommendation for a good night’s sleep, I turn on the news for a quick summary of the day’s events that lately have bordered on dystopian horror. All is well as I doze off while planning the next day--until anywhere between 2:30 and 3:30. Too early to venture downstairs to my office, even if the work is piled high.
I do an abysmally short--some may say neglectful--skin care routine of washing my face. I can’t moisturize at night because apparently my face dreams it is a teenager and invites acne to the party. Next, there is a truncated routine of stretches and a 1-minute plank. A nice way to close out an active day of running and butt sitting at the computer.
Against all recommendation for a good night’s sleep, I turn on the news for a quick summary of the day’s events that lately have bordered on dystopian horror. All is well as I doze off while planning the next day--until anywhere between 2:30 and 3:30. Too early to venture downstairs to my office, even if the work is piled high.
Birdie, our 8 month old Plott hound, is being trained to sleep through the night and is way to enthusiastic for my company. My husband would not be happy if she began whistling for us each morning around 3 a.m. So I decide to meditate. In the absence of my irregularly regular pool swim I have lapsed and rarely do anything calming. I begin in earnest.
Focusing on breath I have always broken the cycle into 25 breath cycles hoping that by the 24th I am drifting back to sleep. Dear reader this has never been the case but hope springs eternal. The surprising discovery is my epic failure. Not only do I rarely reach 25 slow deliberate breaths but I often forget what I was even doing. I know your thoughts are naturally going to drift. Mindfulness is the whole point but my friend assures me the natural ebb and flow of your thoughts brings awareness and calmness. Think of it like waiting for a bus. You sit and watch the traffic stream past. Unfortunately in my mediation practice not only am I hopping on random buses, I rarely have a return ticket.
This is interesting to me. If you know there is a pattern or a glitch in the universe you are able to take measures for improvement. My friend Kathyann recommended a book that I have on my nightstand. If you click the image to purchase I get a few nickels but that isn’t the point. My inability to focus on inhaling and exhaling could be the ticket to a calmer mind, a better recovery, and more presence.
Focusing on breath I have always broken the cycle into 25 breath cycles hoping that by the 24th I am drifting back to sleep. Dear reader this has never been the case but hope springs eternal. The surprising discovery is my epic failure. Not only do I rarely reach 25 slow deliberate breaths but I often forget what I was even doing. I know your thoughts are naturally going to drift. Mindfulness is the whole point but my friend assures me the natural ebb and flow of your thoughts brings awareness and calmness. Think of it like waiting for a bus. You sit and watch the traffic stream past. Unfortunately in my mediation practice not only am I hopping on random buses, I rarely have a return ticket.
This is interesting to me. If you know there is a pattern or a glitch in the universe you are able to take measures for improvement. My friend Kathyann recommended a book that I have on my nightstand. If you click the image to purchase I get a few nickels but that isn’t the point. My inability to focus on inhaling and exhaling could be the ticket to a calmer mind, a better recovery, and more presence.
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Modern research is showing us that making even slight adjustments to the way we inhale and exhale can jump-start athletic performance; rejuvenate internal organs; halt snoring, asthma, and autoimmune disease; and even straighten scoliotic spines. None of this should be possible, and yet it is. |
I wanted to share this story because many of us are dealing with stressful life events. We are fortunate to be helping plan our son’s wedding, I have a book deal, my youngest is beginning his second college semester safely down the hall, knock on wood we are healthy, employed, happy, and hopeful.
But that is the thing about stress. If you don’t own your own breath, you will not be able to own your own peace.
But that is the thing about stress. If you don’t own your own breath, you will not be able to own your own peace.
| Reductionism might seem a little hoity toity at first glance but you might be surprised how elegantly it applies to not only the brain and art but to data visualization in general. The Matisse on the right, “The Snail”, uses swirling color blocks to mimic the swirl or pattern of a snail shell. This only works if we have seen a snail shell, and our brain knows to compare this image to images stored in our memory.  |  Reductionism is any of several related philosophical ideas regarding the associations between phenomena which can be described in terms of other simpler or more fundamental phenomena. It is also described as an intellectual and philosophical position that interprets a complex system as the sum of its parts.--Wikipedia |
The first example that comes to mind when thinking about reductionism in brain science would be the Punnett square. Those of us with experience studying genetics understand that this isn’t how heredity works from a biologic perspective but this simplistic rendering is helpful in understanding Mendel’s theories of inheritance.
| You may be surprised to learn that Neuroscience was not considered a distinct discipline until the early to mid-1960s. Questions began to surface like these discussed by Eric R. Kandel, “What sort of changes does learning produce in the neural networks of the brain? How is memory stored? Once stored, how is memory maintained?" |  |
This matters upstream from data visualization. We are taught the importance of pre-attentive attributes but not the cautionary tale of how they can unduly influence our perception. These altered perceptions may be conscious or unconscious but as our brains attempt to simplify what we are viewing it is also often adding information that is not actually present--it can distort messages.
This can happen for many reasons but if we recall that visual information is processed on two different pathways, it makes a little more sense. The primary visual cortex processes information that answers the “what” we are looking at toward the bottom of the brain (inferior pathway) while information that responds to “where” is diverted to the top of the brain (superior pathway). Inferior pathway detects faces, shapes, colors, identity, motion--superior pathway is concerned with depth and spatial information. This describes the interplay between pre-attentive and attentive attributes.
This can happen for many reasons but if we recall that visual information is processed on two different pathways, it makes a little more sense. The primary visual cortex processes information that answers the “what” we are looking at toward the bottom of the brain (inferior pathway) while information that responds to “where” is diverted to the top of the brain (superior pathway). Inferior pathway detects faces, shapes, colors, identity, motion--superior pathway is concerned with depth and spatial information. This describes the interplay between pre-attentive and attentive attributes.
Low-level processing occurs in the retina and detects images, intermediate-level processing distinguishes which surfaces and boundaries belong to specific objects, and high level processing integrates information--Reductionism in art and brain science, Eric R. Kandel
When we are observing works of art our brain associates memories of other artistic works in addition to past life experiences. I argue this happens with charts and graphics as well.
Why Visual Analytics? Pre-attentive attributes
...to be continued
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In a world of "evidence-based" medicine I am a bigger fan of practice-based evidence.
Remember the quote by Upton Sinclair...
“It is difficult to get a man to understand something, when his salary depends upon his not understanding it!”
Remember the quote by Upton Sinclair...
“It is difficult to get a man to understand something, when his salary depends upon his not understanding it!”
