Search Results for "anal"

Venice Explained: Its Architecture, Its Streets, Its Canals, and How Best to Experience Them All

“If you’re in Venice, you might not enjoy it so much if you fol­low a tour-guide route that gets you to the main attrac­tions.” So says Youtu­ber Manuel Bra­vo — whom we’ve pre­vi­ous­ly fea­tured here on Open Cul­ture for his videos on Pom­peii, the Duo­mo di Firen­ze, and the Great Pyra­mids of Giza — in “Venice Explained” just above. “But if you get off that road, the charm of Venice is that it’s such a tan­gled mess that nobody ven­tures out there” — out, that is, into the “won­der­ful lit­tle neigh­bor­hoods with lit­tle squares with cis­terns and lit­tle cafés.” Diminu­tive though that may sound, Venice comes off in Bravo’s analy­sis as an entire, unique urban realm unto itself.

“His­tor­i­cal­ly, Venice is real­ly detached from Italy prop­er,” Bra­vo says. “It was not a Roman town. It does not have the detri­tus of Roman ruins scat­tered around. It does not have rem­nants of a Roman town plan with car­do and decumanus. It does not even have, well, land.”

Indeed, Venice is famous for hav­ing been built in the Adri­at­ic Sea, on a “new for­ti­fied ground plane” made of strong trees import­ed from Croa­t­ia. As its polit­i­cal and eco­nom­ic impor­tance grew, so did its “incom­pa­ra­ble medieval urban land­scape that has remained prac­ti­cal­ly unchanged.” This built envi­ron­ment is full of archi­tec­tur­al styles and details seen nowhere else, to which Bra­vo draws our atten­tion through the course of the video.

Though he rec­om­mends depart­ing from the tourist-beat­en paths, he does­n’t ignore such world-famous Venet­ian struc­tures as the Ca d’Oro, “per­haps the most beau­ti­ful build­ing in Venice”; the Doge’s Palace with its “anti­grav­i­ty” archi­tec­ture; and — in detail — the Basil­i­ca and Piaz­za San Mar­co, “one of the most mem­o­rable spa­tial com­plex­es in the his­to­ry of urban plan­ning.” No first vis­it would be com­plete with­out some time spent at each of these sites. But “Venice is a city of light,” and in order prop­er­ly to enjoy it, we must “see it at dif­fer­ent times of the day and expe­ri­ence all the nuances that it offers”: good advice in this “most visu­al­ly seduc­tive of all the cities in the world,” but also worth bear­ing in mind as a means of appre­ci­at­ing even the less majes­tic places in which most of us usu­al­ly find our­selves.

Relat­ed con­tent:

How Venice Works: 124 Islands, 183 Canals & 438 Bridges

The Venice Time Machine: 1,000 Years of Venice’s His­to­ry Gets Dig­i­tal­ly Pre­served with Arti­fi­cial Intel­li­gence and Big Data

Venice in Beau­ti­ful Col­or Images 125 Years Ago: The Rial­to Bridge, St. Mark’s Basil­i­ca, Doge’s Palace & More

Take a Vir­tu­al Tour of Venice (Its Streets, Plazas & Canals) with Google Street View

Take a High Def, Guid­ed Tour of Pom­peii

How the World’s Biggest Dome Was Built: The Sto­ry of Fil­ip­po Brunelleschi and the Duo­mo in Flo­rence

Based in Seoul, Col­in Marshall writes and broad­casts on cities, lan­guage, and cul­ture. His projects include the Sub­stack newslet­ter Books on Cities, the book The State­less City: a Walk through 21st-Cen­tu­ry Los Ange­les and the video series The City in Cin­e­ma. Fol­low him on Twit­ter at @colinmarshall or on Face­book.

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A Fully Functional Replica of the Antikythera Mechanism, the First Analog Computer from Ancient Greece, Re-Created in LEGO

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Dis­cov­ered amidst the wreck­age of a sunken ship off the coast of Greece in 1901, the Antikythera Mech­a­nism (pre­vi­ous­ly fea­tured here on Open Cul­ture) is often con­sid­ered the world’s old­est known ana­log com­put­er. Dat­ing back to approx­i­mate­ly 150–100 BCE, the device has a com­plex arrange­ment of pre­cise­ly cut gears, all designed to track celes­tial move­ments, pre­dict lunar and solar eclipses, and chart the posi­tions of plan­ets. It’s a tes­ta­ment to Ancient Greek engi­neer­ing. Above, you can see a ful­ly func­tion­al repli­ca of the Antikythera Mech­a­nism re-cre­at­ed in LEGO, cour­tesy of the sci­en­tif­ic jour­nal Nature. As one YouTu­ber put it, “The device is unbe­liev­ably cool, and the video is mas­ter­ful­ly done.”

If you would like to sup­port the mis­sion of Open Cul­ture, con­sid­er mak­ing a dona­tion to our site. It’s hard to rely 100% on ads, and your con­tri­bu­tions will help us con­tin­ue pro­vid­ing the best free cul­tur­al and edu­ca­tion­al mate­ri­als to learn­ers every­where. You can con­tribute through Pay­Pal, Patre­on, and Ven­mo (@openculture). Thanks!

Relat­ed Con­tent 

How the World’s Old­est Com­put­er Worked: Recon­struct­ing the 2,200-Year-Old Antikythera Mech­a­nism

Down­load Instruc­tions for More Than 6,800 LEGO Kits at the Inter­net Archive

With 9,036 Pieces, the Roman Colos­se­um Is the Largest Lego Set Ever

 

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Google & Coursera Launch New Career Certificates That Prepare Students for Jobs in 2–6 Months: Business Intelligence & Advanced Data Analytics

Back in 2021, Google launched a series of online cours­es designed to help stu­dents earn a pro­fes­sion­al cer­tifi­cate in six months and also land an entry-lev­el job. In its orig­i­nal offer­ing, Google devel­oped cer­tifi­cate pro­grams in five pro­fes­sion­al areas: User Expe­ri­ence (UX) Design, Data Ana­lyt­ics, Project Man­age­ment, IT Sup­port and IT Automa­tion. Now, the tech com­pa­ny has added two new pro­grams to its line­up, each offered through Cours­er­a’s online edu­ca­tion plat­form.

First, the Google Advanced Data Ana­lyt­ics Pro­fes­sion­al Cer­tifi­cate builds on the orig­i­nal Data Ana­lyt­ics Cer­tifi­cate and “delves into machine learn­ing, pre­dic­tive mod­el­ing, and exper­i­men­tal design to col­lect and ana­lyze large amounts of data.” Fea­tur­ing sev­en cours­es in total, the pro­gram takes rough­ly six months to com­plete and aims to teach stu­dents how to 1) build regres­sion and machine learn­ing mod­els to ana­lyze and inter­pret data, 2) cre­ate data visu­al­iza­tions and apply sta­tis­ti­cal meth­ods to inves­ti­gate data, and 3) com­mu­ni­cate insights from data analy­sis to stake­hold­ers. Essen­tial­ly, it teach­es many tools of the trade need­ed to become a senior data ana­lyst or junior data sci­en­tist.

With the Google Busi­ness Intel­li­gence Pro­fes­sion­al Cer­tifi­cate, stu­dents can par­tic­i­pate in a short­er pro­gram that focus­es on trans­form­ing data into action­able insights for orga­ni­za­tions. Con­sist­ing of three cours­es (and last­ing about two months), the pro­gram helps stu­dents learn skills like data mod­el­ing, data visu­al­iza­tion, and dashboarding–skills that have wide applic­a­bil­i­ty in our data-dri­ven age.

Stu­dents can actu­al­ly take indi­vid­ual cours­es in these pro­fes­sion­al cer­tifi­cate pro­grams for free. How­ev­er, if you would like to receive the cer­tifi­cates, Cours­era charges $49 per month (after an ini­tial 7‑day free tri­al peri­od). That means that the Advanced Data Ana­lyt­ics Pro­fes­sion­al Cer­tifi­cate, if com­plet­ed in 6 months, will cost less than $300. And the Busi­ness Intel­li­gence Pro­fes­sion­al Cer­tifi­cate would run about $100. Once stu­dents com­plete a cer­tifi­cate, they can add the cre­den­tial to their LinkedIn pro­file, resume, or CV. Like­wise, they can con­nect with 150+ U.S. hir­ing orga­ni­za­tions in Google’s Employ­er Con­sor­tium. If you would like to learn more about Google Career Cer­tifi­cates, you can read this handy page on Uni­ver­si­ty of Texas’ web­site.

Update: Google has also added a new cer­tifi­cate pro­gram focused on Cyber­se­cu­ri­ty. Find out more about the pro­gram here.

You can sign up for the pro­grams by click­ing on the links in bold above. Each pro­gram has a 7‑day free tri­al.

Note: Open Cul­ture has a part­ner­ship with Cours­era. If read­ers enroll in cer­tain Cours­era cours­es and pro­grams, it helps sup­port Open Cul­ture.

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Pink Floyd’s The Dark Side of the Moon Turns 50: Hear It Get Psychoanalyzed by Neuroscientist Daniel Levitin

Com­ing after the mat­u­ra­tion of the mar­ket for high-fideli­ty stereo sys­tems but before the advent of home video, the nine­teen-sev­en­ties pro­vid­ed just the right cul­tur­al and eco­nom­ic con­di­tions for a hero­ic age of the record album. What’s Going On, Blue, Blood on the Tracks, Exile on Main Street, Born to Run, Rumours, Aja: that these and oth­er sev­en­ties releas­es always rank high on best-of-all-time lists can be no acci­dent. But no oth­er mega-sell­ing album of that decade achieved quite the com­bi­na­tion of com­mer­cial and crit­i­cal suc­cess as Pink Floy­d’s The Dark Side of the Moon, which was orig­i­nal­ly released fifty years ago yes­ter­day — and which remains on the Bill­board charts today.

“In 1973, Pink Floyd was a some­what known pro­gres­sive rock band,” writes neu­ro­sci­en­tist and music pro­duc­er Daniel Lev­itin, but The Dark Side of the Moon “cat­a­pult­ed them into world class rock-star sta­tus.”

Its mas­ter­ful engi­neer­ing “pro­pelled the music off of any sound sys­tem to become an all-encom­pass­ing, immer­sive expe­ri­ence” com­pris­ing songs that “flow into one anoth­er sym­phon­i­cal­ly, with seam­less musi­cal coher­ence, as though writ­ten as part of a sin­gle melod­ic and har­mon­ic ges­ture. Lyric themes of mad­ness and alien­ation con­nect through­out,” enlivened by an “array of new elec­tron­ic sounds, spa­tial­iza­tion, pitch and time bend­ing” as well as “clocks, alarms, chimes, cash reg­is­ters, foot­steps” and oth­er ele­ments not nor­mal­ly heard in rock music.

This descrip­tion comes from an essay Lev­itin wrote for the Library of Con­gress in 2012, when The Dark Side of the Moon was induct­ed into the US Nation­al Record­ing Reg­istry. For the album’s fifti­eth anniver­sary, Nation­al Pub­lic Radio’s Morn­ing Edi­tion invit­ed him to psy­cho­an­a­lyze it on-air. “Themes of mad­ness and alien­ation per­me­ate the record,” he says, mak­ing ref­er­ence to the sto­ry of depart­ed Pink Floyd mem­ber Syd Bar­rett. But “we can’t know for sure which spe­cif­ic lyrics were about Bar­rett, as opposed, more gen­er­al­ly, to men­tal anguish,” a con­di­tion bound to afflict any­one too deep into the rock-star lifestyle.

In The Dark Side of the Moon’s lyrics Lev­itin hears Pink Floyd co-founder Roger Waters’ metaphor­i­cal treat­ment of the dif­fi­cult deci­sion to fire Bar­rett, as well as his real­iza­tion that “life was­n’t going to start lat­er. It had start­ed. And the idea of ‘Time’ was to grasp the reins and start guid­ing your own des­tiny.” As on the album as a whole, the theme comes through in not just the words but the sound­scape: “Right off the bat, they’re play­ing with time. You hear that clop-clop sound, like a heart­beat or a clock tick­ing. And you think that the high­er-pitched one is the down­beat. But as soon as the instru­ments come in, you real­ize you’re off the beat, and every­thing’s upside down. And your sense of time is dis­tort­ed.”

Musi­cal artistry accounts in part for the album’s mas­sive suc­cess in part, but only in part. Storm Thorg­er­son­’s icon­ic cov­er art, still seen on the walls of col­lege dorm rooms today, also had some­thing to do with its suc­cess as both cul­tur­al phe­nom­e­non and con­sumer prod­uct. But it could hard­ly have sold more than 45 mil­lion copies to date with­out chanc­ing to hit the zeit­geist at a favor­able angle: as Pink Floyd drum­mer Nick Mason said, it was “not only about being a good album but also about being in the right place at the right time.” And with the hero­ic age of the album long over, The Dark Side of the Moon — a new­ly re-record­ed ver­sion of which Waters announced just this year — isn’t about to be eclipsed.

Relat­ed con­tent:

Pink Floyd’s Entire Stu­dio Discog­ra­phy is Now on YouTube: Stream the Stu­dio & Live Albums

The Dark Side of the Moon Project: Watch an 8‑Part Video Essay on Pink Floyd’s Clas­sic Album

Watch Doc­u­men­taries on the Mak­ing of Pink Floyd’s Dark Side of the Moon and Wish You Were Here

Down­load Pink Floyd’s 1975 Com­ic Book Pro­gram for The Dark Side of the Moon Tour

A Live Stu­dio Cov­er of Pink Floyd’s The Dark Side of the Moon, Played from Start to Fin­ish

“The Dark Side of the Moon” and Oth­er Pink Floyd Songs Glo­ri­ous­ly Per­formed by Irish & Ger­man Orches­tras

Based in Seoul, Col­in Marshall writes and broad­casts on cities, lan­guage, and cul­ture. His projects include the Sub­stack newslet­ter Books on Cities, the book The State­less City: a Walk through 21st-Cen­tu­ry Los Ange­les and the video series The City in Cin­e­ma. Fol­low him on Twit­ter at @colinmarshall or on Face­book.

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Venice’s Canals Have Run Dry During a Winter Drought, Leaving Gondolas Stuck in the Mud

When Venice was way under water a decade ago, we post­ed about it here on Open Cul­ture. By that time, the City of Canals was sup­posed to have been pro­tect­ed by MOSE, a $7 bil­lion flood-con­trol sys­tem not actu­al­ly com­plet­ed until 2021. But a drought struck the fol­low­ing year, and what afflicts Venice right now isn’t an excess of water but a lack of it. “Weeks of dry win­ter weath­er have raised con­cerns that Italy could face anoth­er drought after last sum­mer’s emer­gency,” reports Reuters, “with the Alps hav­ing received less than half of their nor­mal snow­fall.”

Venice in par­tic­u­lar “faces unusu­al­ly low tides that are mak­ing it impos­si­ble for gon­do­las, water taxis and ambu­lances to nav­i­gate some of its famous canals,” a phe­nom­e­non blamed on a com­bi­na­tion of fac­tors includ­ing “the lack of rain, a high pres­sure sys­tem, a full moon, and sea cur­rents.”

The Guardian video above includes, among oth­er dispir­it­ing scenes, a gon­do­lier strug­gling to maneu­ver through one of the canals of Venice not quite reduced to mud­dy ditch­es. It also shows the con­trast with the flood­ing Venice endured as recent­ly as 2019, which had tourists and locals alike up to their knees in water.

These con­di­tions are strik­ing, but not unprece­dent­ed in Venice’s his­to­ry of over a mil­len­ni­um and a half. “Although they’ve become sig­nif­i­cant­ly less fre­quent over the past two decades due to ris­ing sea lev­els, Venice still sees one to ten low tides every year,” writes The Local’s Giampi­etro Vianel­lo. “The city has seen 160 low tides with lev­els equal to or low­er than ‑90cm since 1872, where­as the cur­rent tide has ‘only’ reached the ‑70cm mark so far.” Fore­casts do indi­cate a rain­fall to come across north­ern Italy, but at least until then, mod­ern-day Robert Bench­leys will have to alter their mes­sage back home: “Streets emp­ty of water. Please advise.”

Relat­ed con­tent:

Huge Hands Rise Out of Venice’s Waters to Sup­port the City Threat­ened by Cli­mate Change: A Poignant New Sculp­ture

How Venice Works: 124 Islands, 183 Canals & 438 Bridges

Venice in Beau­ti­ful Col­or Images 125 Years Ago: The Rial­to Bridge, St. Mark’s Basil­i­ca, Doge’s Palace & More

The Venice Time Machine: 1,000 Years of Venice’s His­to­ry Gets Dig­i­tal­ly Pre­served with Arti­fi­cial Intel­li­gence and Big Data

A Relax­ing 3‑Hour Tour of Venice’s Canals

Watch Venice’s New $7 Bil­lion Flood Defense Sys­tem in Action

Based in Seoul, Col­in Marshall writes and broad­casts on cities, lan­guage, and cul­ture. His projects include the Sub­stack newslet­ter Books on Cities, the book The State­less City: a Walk through 21st-Cen­tu­ry Los Ange­les and the video series The City in Cin­e­ma. Fol­low him on Twit­ter at @colinmarshall or on Face­book.

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A Gigantic Violin Floats Down Venice’s Grand Canal with a String Quartet on Top

It looks like some­thing out of a Felli­ni movie: a string quar­tet float­ing down the canals of Venice on a gigan­tic vio­lin. Not a boat mas­querad­ing as a vio­lin, like when you dress up your pet for Hal­loween and just slap some fun­ny ears and coat on it, but an actu­al 39-foot long vio­lin, made of sev­er­al kinds of wood and met­al by mas­ter boatbuilder/wood sculp­tor Liv­io De Marchi.

“Noah’s Vio­lin,” as it is called, did have a tiny motor inside to pro­pel it, and its trip down the Grand Canal was intend­ed as a por­tent of a post-COVID world. De Marchi told the New York Times that the vio­lin was a “sign of Venice restart­ing,” and like Noah’s Ark, would bring hope after the del­uge.

Musi­cians on board played works by Vival­di, who was also an inspi­ra­tion to the woodworker/boatmaker, and who was like­wise born in Venice. The sur­prise is not so much that a string quar­tet is play­ing on top of the vio­lin, but that it all seems so stur­dy and safe. There are no hand rails or life jack­ets to be seen. (Accord­ing to the Times, wind blew some of the score into the canal, where it was quick­ly res­cued).

De Marchi has made sev­er­al sur­re­al boats, start­ing with a large wood­en repli­ca of a paper ship, a float­ing origa­mi crane, a large high-heeled shoe, and recent­ly an all-wood recre­ation of a Fer­rari that put­tered up and and down the canal.

The vio­lin boat was fol­lowed by crowds in gon­do­las and oth­er tourist boats, float­ed about for an hour, and then was docked, where it was blessed by a priest. A muse­um in Chi­na and an Ital­ian com­pa­ny expressed inter­est in find­ing the vio­lin-boat a home.

Who knows what might hap­pen to it, but why not strap some power­boat motors on it, hire Apoc­a­lyp­ti­ca and let ‘er rip?

Relat­ed Con­tent:

How Venice Works: 124 Islands, 183 Canals & 438 Bridges

A Relax­ing 3‑Hour Tour of Venice’s Canals

The Authen­tic Vivaldi’s The Four Sea­sons: Watch a Per­for­mance Based on Orig­i­nal Man­u­scripts & Played with 18th-Cen­tu­ry Instru­ments

Ted Mills is a free­lance writer on the arts who cur­rent­ly hosts the Notes from the Shed pod­cast and is the pro­duc­er of KCR­W’s Curi­ous Coast. You can also fol­low him on Twit­ter at @tedmills, and/or watch his films here.

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Is the Famous Photo of Lee Harvey Oswald Posing with the Gun Used to Kill JFK a Fake?: 3D Forensic Analysis Reveals the Answer

As long as the 20th cen­tu­ry remains in liv­ing mem­o­ry, the assas­si­na­tion of Pres­i­dent John F. Kennedy will con­tin­ue to draw pub­lic inter­est. A great many Amer­i­cans feel they still haven’t heard the “whole sto­ry” behind what hap­pened on Novem­ber 22, 1963; a few have ded­i­cat­ed their lives to find­ing out, grow­ing less inclined to accept the pos­si­bil­i­ty of a lone gun­man the deep­er they get into the doc­u­ments. But that gun­man, Lee Har­vey Oswald, does fig­ure direct­ly into some of the mate­r­i­al held up as evi­dence of a con­spir­a­cy. Take the “back­yard pho­tos” that depict him pos­ing with what was ulti­mate­ly found to be the very gun used to kill JFK.

Such images would seem strong­ly to impli­cate Oswald in the assas­si­na­tion, and the War­ren Com­mis­sion seems to have regard­ed them in just that way. But for near­ly six decades now, some the­o­rists have argued that the back­yard pho­tos are fake — an idea that began with Oswald him­self, who before his own assas­si­na­tion insist­ed that he’d nev­er seen them in his life, and that some­one had “super­im­posed” his face onto anoth­er body.

The Vox video above lays out the main ele­ments of one par­tic­u­lar pic­ture that have been called repeat­ed­ly into ques­tion: the angles of the shad­ows, the shape of Oswald’s chin, the length of the gun, and Oswald’s unusu­al pos­ture.

“In the 1960s and 1970s, foren­sic experts tried just about every­thing to test the authen­tic­i­ty of this pho­to,” says the video’s nar­ra­tor. They could­n’t find any evi­dence of fak­ery, but they did­n’t have the 21st-cen­tu­ry tech­nol­o­gy at the com­mand of the UC Berke­ley School of Infor­ma­tion’s Hany Farid, a well-known spe­cial­ist in the analy­sis of dig­i­tal images. Farid and a team of researchers recon­struct­ed Oswald’s body and weapon­ry (though not the copies of The Mil­i­tant and The Work­er, two ide­o­log­i­cal­ly opposed news­pa­pers, he bran­dished in his oth­er hand) and found that every­thing added up, from the seem­ing­ly mis­aligned shad­ows cast by the sun to the sta­bil­i­ty of his odd stance. If there was indeed a con­spir­a­cy to kill JFK, then, it was­n’t a con­spir­a­cy of pro­to-Pho­to­shop­pers.

Relat­ed Con­tent:

2,800 JFK Assas­si­na­tion Doc­u­ments Just Released by the Nation­al Archives

Novem­ber 22, 1963: Watch Errol Mor­ris’ Short Doc­u­men­tary About the Kennedy Assas­si­na­tion

The Exis­ten­tial­ism Files: How the FBI Tar­get­ed Camus, and Then Sartre After the JFK Assas­si­na­tion

Noam Chom­sky on Com­mem­o­rat­ing the JFK Assas­si­na­tion: It “Would Impress Kim Il-Sung”

Long Before Pho­to­shop, the Sovi­ets Mas­tered the Art of Eras­ing Peo­ple from Pho­tographs — and His­to­ry Too

Why the Sovi­ets Doc­tored Their Most Icon­ic World War II Vic­to­ry Pho­to, “Rais­ing a Flag Over the Reich­stag”

Based in Seoul, Col­in Mar­shall writes and broad­casts on cities, lan­guage, and cul­ture. His projects include the Sub­stack newslet­ter Books on Cities, the book The State­less City: a Walk through 21st-Cen­tu­ry Los Ange­les and the video series The City in Cin­e­ma. Fol­low him on Twit­ter at @colinmarshall or on Face­book.

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Google Data Analytics Certificate: 8 Courses Will Help Prepare Students for an Entry-Level Job in 6 Months

Dur­ing the pan­dem­ic, Google launched a series of Career Cer­tifi­cates that will “pre­pare learn­ers for an entry-lev­el role in under six months.” The new career ini­tia­tive includes cer­tifi­cates con­cen­trat­ing on Project Man­age­ment and UX Design. And now also Data Ana­lyt­ics, a bur­geon­ing field that focus­es on “the col­lec­tion, trans­for­ma­tion, and orga­ni­za­tion of data in order to draw con­clu­sions, make pre­dic­tions, and dri­ve informed deci­sion mak­ing.”

Offered on the Cours­era plat­form, the Data Ana­lyt­ics Pro­fes­sion­al Cer­tifi­cate con­sists of eight cours­es, includ­ing “Foun­da­tions: Data, Data, Every­where,” “Pre­pare Data for Explo­ration,” “Data Analy­sis with R Pro­gram­ming,” and “Share Data Through the Art of Visu­al­iza­tion.” Over­all this pro­gram “includes over 180 hours of instruc­tion and hun­dreds of prac­tice-based assess­ments, which will help you sim­u­late real-world data ana­lyt­ics sce­nar­ios that are crit­i­cal for suc­cess in the work­place. The con­tent is high­ly inter­ac­tive and exclu­sive­ly devel­oped by Google employ­ees with decades of expe­ri­ence in data ana­lyt­ics.”

Upon com­ple­tion, students–even those who haven’t pur­sued a col­lege degree–can direct­ly apply for jobs (e.g., junior or asso­ciate data ana­lyst, data­base admin­is­tra­tor, etc.) with Google and over 130 U.S. employ­ers, includ­ing Wal­mart, Best Buy, and Astreya. You can start a 7‑day free tri­al and explore the cours­es here. If you con­tin­ue beyond the free tri­al, Google/Coursera will charge $39 USD per month. That trans­lates to about $235 after 6 months, the time esti­mat­ed to com­plete the cer­tifi­cate.

Explore the Data Ana­lyt­ics Cer­tifi­cate by watch­ing the video above. Learn more about the over­all Google career cer­tifi­cate ini­tia­tive here. And find oth­er Google pro­fes­sion­al cer­tifi­cates here.

Note: Open Cul­ture has a part­ner­ship with Cours­era. If read­ers enroll in cer­tain Cours­era cours­es and pro­grams, it helps sup­port Open Cul­ture.

Relat­ed Con­tent:

Online Degrees & Mini Degrees: Explore Mas­ters, Mini Mas­ters, Bach­e­lors & Mini Bach­e­lors from Top Uni­ver­si­ties.

Google Intro­duces 6‑Month Career Cer­tifi­cates, Threat­en­ing to Dis­rupt High­er Edu­ca­tion with “the Equiv­a­lent of a Four-Year Degree”

Cours­era and Google Launch an Online Cer­tifi­cate Pro­gram to Help Stu­dents Become IT Pro­fes­sion­als & Get Attrac­tive Jobs

Google’s UX Design Pro­fes­sion­al Cer­tifi­cate: 7 Cours­es Will Help Pre­pare Stu­dents for an Entry-Lev­el Job in 6 Months

Become a Project Man­ag­er With­out a Col­lege Degree with Google’s Project Man­age­ment Cer­tifi­cate

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Are We All Getting More Depressed?: A New Study Analyzing 14 Million Books, Written Over 160 Years, Finds the Language of Depression Steadily Rising


The rela­tions between thought, lan­guage, and mood have become sub­jects of study for sev­er­al sci­en­tif­ic fields of late. Some of the con­clu­sions seem to echo reli­gious notions from mil­len­nia ago. “As a man thin­keth, so he is,” for exam­ple, pro­claims a famous verse in Proverbs (one that helped spawn a self-help move­ment in 1903). Pos­i­tive psy­chol­o­gy might agree. “All that we are is the result of what we have thought,” says one trans­la­tion of the Bud­dhist Dhamma­pa­da, a sen­ti­ment that cog­ni­tive behav­ioral ther­a­py might endorse.

But the insights of these tra­di­tions — and of social psy­chol­o­gy — also show that we’re embed­ded in webs of con­nec­tion: we don’t only think alone; we think — and talk and write and read — with oth­ers. Exter­nal cir­cum­stances influ­ence mood as well as inter­nal states of mind. Approach­ing these ques­tions dif­fer­ent­ly, researchers at the Lud­dy School of Infor­mat­ics, Com­put­ing, and Engi­neer­ing at Indi­ana Uni­ver­si­ty asked, “Can entire soci­eties become more or less depressed over time?,” and is it pos­si­ble to read col­lec­tive changes in mood in the writ­ten lan­guages of the past cen­tu­ry or so?

The team of sci­en­tists, led by Johan Bollen, Indi­ana Uni­ver­si­ty pro­fes­sor of infor­mat­ics and com­put­ing, took a nov­el approach that brings togeth­er tools from at least two fields: large-scale data analy­sis and cog­ni­tive-behav­ioral ther­a­py (CBT). Since diag­nos­tic cri­te­ria for mea­sur­ing depres­sion have only been around for the past 40 years, the ques­tion seemed to resist lon­gi­tu­di­nal study. But CBT pro­vid­ed a means of ana­lyz­ing lan­guage for mark­ers of “cog­ni­tive dis­tor­tions” — think­ing that skews in over­ly neg­a­tive ways. “Lan­guage is close­ly inter­twined with this dynam­ic” of thought and mood, the researchers write in their study, “His­tor­i­cal lan­guage records reveal a surge of cog­ni­tive dis­tor­tions in recent decades,” pub­lished just last month in PNAS.

Choos­ing three lan­guages, Eng­lish (US), Ger­man, and Span­ish, the team looked for “short sequences of one to five words (n‑grams), labeled cog­ni­tive dis­tor­tion schema­ta (CDS).” These words and phras­es express neg­a­tive thought process­es like “cat­a­stro­phiz­ing,” “dichoto­mous rea­son­ing,” “dis­qual­i­fy­ing the pos­i­tive,” etc. Then, the researchers iden­ti­fied the preva­lence of such lan­guage in a col­lec­tion of over 14 mil­lion books pub­lished between 1855 and 2019 and uploaded to Google Books. The study con­trolled for lan­guage and syn­tax changes dur­ing that time and account­ed for the increase in tech­ni­cal and non-fic­tion books pub­lished (though it did not dis­tin­guish between lit­er­ary gen­res).

What the sci­en­tists found in all three lan­guages was a dis­tinc­tive “‘hock­ey stick’ pat­tern” — a sharp uptick in the lan­guage of depres­sion after 1980 and into the present time. The only spikes that come close on the time­line occur in Eng­lish lan­guage books dur­ing the Gild­ed Age and books pub­lished in Ger­man dur­ing and imme­di­ate­ly after World War II. (High­ly inter­est­ing, if unsur­pris­ing, find­ings.) Why the sud­den, steep climb in lan­guage sig­ni­fy­ing depres­sive think­ing? Does it actu­al­ly mark a col­lec­tive shift in mood, or show how his­tor­i­cal­ly oppressed groups have had more access to pub­lish­ing in the past forty years, and have expressed less sat­is­fac­tion with the sta­tus quo?

While they are care­ful to empha­size that they “make no causal claims” in the study, the researchers have some ideas about what’s hap­pened, observ­ing for exam­ple:

The US surge in CDS preva­lence coin­cides with the late 1970s when wages stopped track­ing increas­ing work pro­duc­tiv­i­ty. This trend was asso­ci­at­ed with ris­es in income inequal­i­ty to recent lev­els not seen since the 1930s. This phe­nom­e­non has been observed for most devel­oped economies, includ­ing Ger­many, Spain and Latin Amer­i­ca.

Oth­er fac­tors cit­ed include the devel­op­ment of the World Wide Web and its facil­i­ta­tion of polit­i­cal polar­iza­tion, “in par­tic­u­lar us-vs.-them think­ing… dichoto­mous rea­son­ing,” and oth­er mal­adap­tive thought pat­terns that accom­pa­ny depres­sion. The scale of these devel­op­ments might be enough to explain a major col­lec­tive rise in depres­sion, but one com­menter offers an addi­tion­al gloss:

The globe is *Lit­er­al­ly* on fire, or his­tor­i­cal­ly flood­ing — Mul­ti­ple eco­nom­ic crash­es bare­ly decades apart — a ghost town of a hous­ing mar­ket — a mul­ti-year glob­al pan­dem­ic — wealth con­cen­tra­tion at the .01% lev­el — ter­ri­ble pay/COL equa­tions — block­ing unionization/workers rights — abu­sive mil­i­ta­rized police, with­out the restraint or train­ing of actu­al mil­i­tary —  You can’t afford X for a month­ly mort­gage pay­ment!  Pay 1.5x for rent instead! — end­less wars for the last… 30…years? 50 if we include stuff like Korea, Cold War, Viet­nam… How far has the IMC been milk­ing the gov for funds to make the rich rich­er? Oh, and a bil­lion­aire 3‑way space race to deter­mine who’s got the biggest “rock­et”

These sound like rea­sons for glob­al depres­sion indeed, but the arrow could also go the oth­er way: maybe cat­a­stroph­ic rea­son­ing pro­duced actu­al cat­a­stro­phes; black and white think­ing led to end­less wars, etc…. More study is need­ed, says Bollen and his col­leagues, yet it seems prob­a­ble, giv­en the data, that “large pop­u­la­tions are increas­ing­ly stressed by per­va­sive cul­tur­al, eco­nom­ic, and social changes” — changes occur­ring more rapid­ly, fre­quent­ly, and with greater impact on our dai­ly lives than ever before. Read the full study at PNAS

Relat­ed Con­tent: 

Stanford’s Robert Sapol­sky Demys­ti­fies Depres­sion, Which, Like Dia­betes, Is Root­ed in Biol­o­gy

A Uni­fied The­o­ry of Men­tal Ill­ness: How Every­thing from Addic­tion to Depres­sion Can Be Explained by the Con­cept of “Cap­ture”

Charles Bukows­ki Explains How to Beat Depres­sion: Spend 3–4 Days in Bed and You’ll Get the Juices Flow­ing Again (NSFW)

Josh Jones is a writer and musi­cian based in Durham, NC. Fol­low him at @jdmagness

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A Relaxing 3‑Hour Tour of Venice’s Canals

Expe­ri­ence Venice in this boat tour through 17 miles (27 km) of canals. “You will see the full Grand Canal going in both direc­tions, nav­i­gate through the small canals and under bridges and see sites that you can­not see by walk­ing.” It’s qui­et, med­i­ta­tive, a men­tal escape from the tedi­um of quar­an­tine life.

Right below, you can find a list of the stops along the way…

1:32​ Con­sti­tu­tion Bridge

2:02​ The Grand Canal (Full Tour)

3:23​ San­ta Lucia Train Sta­tion

13:33​ Rial­to Bridge

23:28​ Ponte del­l’Ac­cad­e­mia

30:38​ Piaz­za San Mar­co

36:08​ Small Inside Canals & Bridges

41:05​ Libre­ria Acqua Alta

44:08​ Cam­po San­ti Gio­van­ni e Pao­lo

47:16​ Open Water — Skip ahead to the next sec­tion

57:25​ Canal of Saint Peter

58:18​ Build­ing Bridges Sculp­ture

1:09:55​ Bridge of Sighs

1:16:15​ Rial­to Bridge & Grand Canal

1:18:39​ Small Inside Canals & Bridges

1:23:04​ The Grand Canal

1:27:14​ Pont del­l’Ac­cad­e­mia

1:34:44​ Rial­to Bridge

1:43:34​ Ponte delle Guglie

1:46:04​ Tre Archi Bridge

1:48:38​ Lib­er­ty Bridge (Ponte del­la Lib­ertà)

1:54:18​ Con­sti­tu­tion Bridge

1:58:38​ Close Call!

2:04:43​ Squero di San Trova­so (gon­do­la boat­yard)

2:07:23​ Grand Canal (short sec­tion)

2:10:44​ Small Canals and Bridges

2:17:14​ Grand Canal (short sec­tion)

2:20:14​ Mag­is­ter Cano­va

2:22:04​ Open Water

2:26:14​ Small Inside Canals & Bridges

2:30:44​ Piaz­za San Mar­co

2:33:04​ The Grand Canal (Full Tour)

Relat­ed Con­tent:

How Venice Works: 124 Islands, 183 Canals & 438 Bridges

Venice in Beau­ti­ful Col­or Images 125 Years Ago: The Rial­to Bridge, St. Mark’s Basil­i­ca, Doge’s Palace & More

The Venice Time Machine: 1,000 Years of Venice’s His­to­ry Gets Dig­i­tal­ly Pre­served with Arti­fi­cial Intel­li­gence and Big Data

Pink Floyd Plays in Venice on a Mas­sive Float­ing Stage in 1989; Forces the May­or & City Coun­cil to Resign

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