Tag Archives: map layers

Air Quality

The tracking of local air quality this Fire Season both documents the atmospheric effects of a fire siege of 2020 and provides an eerily contemporaneous way to track the spread of particulate matter from clusters of fires across the western seaboard to be ignited at the end of a long, dry summer in late August. We were not really struck unawares by the dry lightning, but had left forests languishing, not beneath electricity lines–as last year, around this time–but under a hot sun, and high temperatures that we hardly registered as changing the ecosystem and forest floor. This year, the sun turning red like a traffic light in the middle of the afternoon, we were forced to assess the air quality as the blue sky was filled with black carbon plumes that left a grittiness in our eyes as well as in the skies.

October 1, 2020

Confronted with a red sun through pyrocumulus haze, we followed real-time surveys of air quality with renewed attentiveness as an orange pyrocumulus clouds blanketed usually blue skies of the Bay Area, obscuring the sun’s light, suffusing the atmosphere with a weirdly apocalyptic muted light, that were hardly only incidental casualties of the raging fires that destroyed houses, property, and natural habitat–for they revealed the lack of sustainability of our warming global environment.

EPA/World Air Quality Index/New York Times September 15, 2020

The soot and fog that permeated “clean cities” like Portland and San Francisco came as a sudden spike in relation to the black carbon loads that rose in plumes from the fires, as if the payload of the first bombs set by climate change. The shifting demand for information that evolved as we sought better bearings in the new maps of fires that had become a clearly undeniably part of our landscape was reflected in the skill with which the sites of incidence of dry lighting strikes that hit dried out brush and forest floors, the growing perimiters of fires and evacuation zones across the west coast, and the plumes of atmospheric smoke of black carbon that would leave a permanent trace upon the land, liked to the after-effects of holocausts created by atom bombs by Mike Davis. The measurement of wind carrying airborne smoke emerged as a layer of meaning we were beginning to grasp, a ghostly after-effects of the fields of flams that began from sites of lightning hitting the earth in a Mapbox wildfire map of fields of fire across the states, radiating resonant waves akin to earthquake aftershocks, a lamination on hex bins of the fires that seemed a new aspect indicating their presence in the anthropocene.

The suitably charcoal grey base-map of the state integrates approximate origins of fires, fire spread and greatest intensity of hotspots from satellite imagery courtesy Descartes Labs and NOAA, and air pollution data integrates the fires’ spread across our picture of the state. While human reviewed and sourced, the satellite data embodies the ravages of fire across the state in ways echoed by its black charcoal base map, and reflects the need to develop new visual tools to process their devastation.

Mapbox Wildfire Maps/CalFire Data/OpenStreetMap/Los Angeles Times Sept 28, 2020

While we began to measure air quality to meet new needs to track ground-level ozone, acid rain, air toxins, and ozone depletion at an atmospheric level, the increased tracking of more common air pollutants since 1990 included airborne particulate matter (PM10 and PM2.5), carbon monoxide (CO), and ozone (O3), we track the effects of wildfire smoke by hourly levels of each at local points, parlaying sensors into newsfeeds as wildfires rage. If stocked with labels of each chromatic layer, are these real-time updates lacking not only legends–but the temporal graph that would clarify the shifting data feeds that lead us to give them the illusion of purchase on the lay of the land we are trying to acknowledge this fire season?

Berekeley, CA October 1, 2020/Clara Brownstein

Watching slightly more long-term shifts in quality of air that we breath in the Bay Area, we can see striking spikes of a maximum just after the lighting siege began on August 19, 2020 across much of the state, as air quality decisively entered into a hazardous zone, tracking PPM2.5 concentrations, but entering the worst fifteen air days since registration four times since 1999, when Bay Area Air Quality Management District began reporting the levels of fire smoke in inhabited areas.

Particulate Matter (PM 2.5) Concentrations in Bay Area, August 15-Septmeber 13, 2020/
Bay Area Air Quality Management District

We measure fires by acreage, but the sudden spikes of air quality, while not exceeding the smoke that funneled into the Bay Area during the North Bay Fires in 2017, when the Tubbs and Atlas Fires devastated much of the Wine Country, created a run of high-smoke days, were followed by a set of sudden spikes of the atmospheric presence of particulate matter that we tried to track by isochomes, based on real-time sensor reading, but that emerge in better clarity only in retrospect.

It is true that while the AQI maps that offer snapshots of crisp clarity of unhealthy air might serve as an alarm to close windows, remain indoors, and call off school–

AirNow AQI map in Bay Area after Lightning Fires, August 22, 2020

–as particulate matter spread across the region’s atmosphere. We are used to weather maps and microclimates in the Bay Area, but the real-time map of particulate matter, we immediately feared, did not only describe a condition that would quickly change but marked the start of a fire season.

Not only in recent days did the sustained levels of bad air suggest an apocalyptic layer that blanketed out the sun and sky, that made one feel like one was indeed living on another planet where the sun was masked–a sense heightened by the red suns, piercing through grey smoke-cover that had seamlessly combined with fog. Although the new landscapes of these AQI maps generate immediate existential panic, we should be more panicked that while we call these fires wild, they release unprecedented levels of toxins once imagined to be detected as industrial pollutants. The seemingly sudden ways that black carbon soot blanketed the Bay Area, resting on our car hoods, porches, windowsills and garbage bins were not only an instant record of climate emergency, but the recoil of overly dry woods, parched forests and lands as overdue payback for a far drier than normal winter, months and a contracted rainy season that had long ago pushed the entire state into record territory. The lack of soil moisture has brought a huge increase of wildfire risk, not easily following the maps of previous fire history, and persistence of “abnormally dry” conditions across a third of California, focussed in the Sierra and Central Valley–the areas whose forests’ fuel loads arrive carbonized in particulate form.

Local monitors of air quality suggest the uneven nature of these actual isochromes as maps–they are reconstructions of what can only be sensed locally, and does not exist in any tangible way we can perceive–but presented what we needed to see in a tiler that made differences popped, highlighting what mattered, in ways that left cities fall into the bottom of the new colors that blanketed the state, in which local sensors somehow revealed what really mattered on August 20: if the “map” is only a snapshot of one moment, it showed the state awash in ozone and PPM.

AirNow/August 20, 2020
Air Quality Index

We were in a sort of existential unfolding in relation to these maps, even if we could also read them as reminders of what might be called “deep history”: deep history was introduced by Annalistes to trace climatic shifts, the deep “undersea” shifts of time, on which events lie as flotsam, moved by their deep currents that ripple across the economy in agrarian societies, suggesting changes from which modern society is in some sense free. “Deep History” has to some extent been reborn via neurosciences, as a history of the evolution of the mind, and of cognition, in a sort of master-narrative of the changes of human cognition and perception that makes much else seem epiphenomenal. If the below real-time map was time-stamped, it suggested a deep history of climate of a more specific variety: it was a map of one moment, but was perched atop a year of parched forests, lack of groundwater, and increased surface temperatures across the west: Sacramento had not received rain since February in an extremely dry winter; its inter was 46% drier than normal, and the winder in Fresno was 45% dryer in February. They are, in other words, both real-time and deep maps, and demand that we toggle between these maps as the true “layers” of ecological map on which we might gain purchase.

The levels of dessication of course didn’t follow clear boundaries we trace on maps. But at some existential level, these flows of particulate matter were not only snapshots but presented the culmination and confirmation of deep trends. We have to grasp these trends, to position ourselves in an adequate relation to their content. For the deep picture was grim: most of California had enjoyed barely half of usual precipitation levels after a very dry winter: Sacramento has had barely half of usual rainfall as of August 20 (51%); the Bay Area. 51%; parts of the Sierra, just 24%. And wen we measure smoke, we see the consequences of persistent aridity.

August 28, 2020/AirNow
Air Quality Index

These are the layers, however, that the maps should make visible, And while these shifts of particulate matter that arrived in the Bay Area were invisible to most, they were not imperceivable; however, the waves of smoke that arrived with a local visibility that almost blanketed out the sun. Perhaps there was greater tolerance earlier, tantamount to an ecclipse. Perhaps that seemed almost a breaking point.

For almost a month after the first fires broke, following a sequence of bad air days and spare-the-air alerts marked our collective entrance to a new era of climate and fire seasons, fine soot blanketed the state at hazardous levels, leaving the sense there was nowhere left to go to escape.

September 13, 2020
Air Quality Index

We had of course entered the “Very Unhealthy” zone. If real-time maps condense an immense amount of information, the snapshot like fashion in which they synthesized local readings are somewhat hard to process, unless one reads them with something like a circumscribed objective historical perspective that the levels of PPM5 provides. In maps that are data maps, and not land maps, we need a new legend, as it were, an explanation of the data that is being tracked, lest it be overwhelmed in colors, and muddy the issues, and also a table that will put information on the table, lest the map layers be reduced to eye candy of shock value, and we are left to struggle with the inability to process the new scale of fires, so unprecedented and so different from the past, as we try to gain bearings on our relation to them.

Of course, the real-time manner that we consume the “news” today

militates against that, with feeds dominating over context, and fire maps resembling increasingly weather maps, as if to suggest we all have the skills to read them and they present the most pressing reality of the moment. But while weather maps suggest a record of the present, these are not only of the current moment that they register. Looking at them with regularity, one feels the loss of a lack of incorporating the data trends they depict, and that are really the basis of the point-based maps that we are processed for us to meet the demand for information at the moment, we are stunned at the images’ commanding power of attention to make us look at their fluid bounds, but leave us at sea in regards to our relation to what is traced by the contour lines of those isochrones.

Bay Area Air Quality Management, PM2.5 Concentrations, August 15-September 13, 2020

We can, in the Bay Area, finally breathe. But the larger point re: data visualizations is, perhaps, a symptom of our inflow of newsfeeds, and lies in those very tracking maps–and apps–that focus on foregrounding trends, and does so to the exclusion of deeper trends that underly them, and that–despite all our knowledge otherwise–threatens to take our eyes off of them. When the FOX newscaster Tucker Carlson cunningly elided the spread of wild fires ties to macro-process of climate change, calling them “liberal talking points,” separate from climate change, resonating with recent calls for social justice movements to end systematic racism in the country: although “you can’t see it, but rest assured, its everywhere, it’s deadly. . . . and it’s your fault,” in which climate change morphed to but a “partisan talking point” as akin to “systematic racism in the sky.”

While the deep nature of the underlying mechanics by which climate change has prepared for a drier and more combustable terrain in California is hard to map onto to the spread of fires on satellite maps, When climate denialism is twinned with calls for reparations of social injustice or gun control as self-serving narratives to pursue agendas of greater governmental controls to circumscribe liberties, befitting a rant of nationalist rage: the explanations on “our” lifestyles and increased carbon emissions, only pretenses to restrict choices we are entitled to make, Carlson was right about the depths at which both climate change and systematic racism offer liberal “lies”–especially if we squint at tracking maps at a remove from deep histories, and cast them as concealing sinister political interests and agendas, the truly dark forces of the sinister aims of governmental over-reach in local affairs.

“Structural racism” is indeed akin to the deep structure of climate change if the cunning analogy Tucker Carlson powerfully crafted for viewers did not capture the extent of their similarities. For if both manifest deep casualties created by our society, both depart from normalcy and both stand to hurt the very whites who see them as most offensive. The extent of inequalities of systematic racism as present in our day-to-day life as is the drying out landscape. And the scope of climate change is able to be most clearly registered by the evident in trends of diminished precipitation, groundwater reserves or temperature change that create environmental inequalities, too often obscured by the events of local air quality or maps of social protests that respond to deep lying trends.

To be sure, the tracking of environmental pollutants underlay the national Pollution Prevention Act of 1990, and led to a number of executive orders that were aimed to set standards for environmental justice among minority communities who long bore the brunt of industrial pollutants, from lead paint to polluted waters to hazardous waste incinerators. And, as we are surrounded by racial inequalities that are visible in systematic inequalities before the law, and have lowered life expectancies of non-whites in America by 3.5 years, increasing rates of hypertension, cancer, and systematic disenfranchisement of blacks–these extensive inequalities hurt whites, and hurt society. As Ibrahim X. Kendi perceptively noted, White Supremacists affirm the very policies that benefit racist policies even when they undercut interests of White people; they “claim to be pro-White but refuse to acknowledge that climate change is having a disastrous impact on the earth White people inhabit.” Is there a degree of self-hatred that among Carlson’s viewers that informs Carlson’s frontal attack on climate change and structural racism as myths, more content to blame non-Whites for structural inequalities.

But these inequalities are evident in the differences in air quality that climate change creates. For if the AQI maps tell us anything, it is the absence of any preparedness for the interconnections of fire, smoke, and large dry stretches of a long story of low precipitation that have created abnormally dry conditions–indeed, drought–across the state.

California Drought Monitor, Sept. 17, 2020/Brad Rippey, U.S. Department of Agriculture

The intensity of severe drought across the conifer-dense range Sierras raises pressing questions of federal management of lands: the moderate to severe drought of forested lands intersect with the USDA Forest Service manage and the over 15 million acres of public lands managed by the federal government manages or serves as a steward.

–that crosses many of the dried out wildland and rangeland forested with conifers and dense brush, a majority of which are managed by federal agencies–19 million acres, or 57%– but with climate change are increasingly drier and drier, which only 9 million are privately owned.

Ownerships of California Forests and Rangeland
USDA Forest Service Management (Purple), National Parks (Lavender), Bureau of Land Management (Orange)

Yet the reduction of Wildland Fire management by 43.98% from FY2020 to FY2021 in President Trump’s budget continued the systematic erosion of funding for the United States Forest Services. As California weathered longer and longer fire seasons under Donald Trump’s watch, Trump made budget cuts $948 million to the Forest Service for fiscal year 2020, after defunding of US Forest Services by reducing mitigating fire risk by $300 million from FY 2017 to FY2019, cutting $20.7 minion from wildlife habitat management, and $18 million from vegetation management–a rampage beginning with cutting USFS research funding by 10% and Wildland Fire Management by 12% in FY 2018! While blaming states for not clearing brush in forests, sustained hampering of managing federal lands rendered the West far less prepared for climate change. As the costs of containing wildfires rise, the reduction of the Forest Service budget has provoked panic by zeroing out funding for Land and Water conservation–alleged goals of the Trump Presidency–and cuts grants to state wildfire plans by a sixth as fire suppression looms ever larger.

By defunding of forest management, rangeland research, and habitat management, such budgetary measures pose pressing questions of our preparedness for the growing fire seasons of future years; stars that denote public land management might be targets for future dry lightning.

Ecosystems of California (2016)

1 Comment

Filed under Climate Change, climate monitoring, climate sciences, data visualization, fires

Finding Aleppo in a War-Torn World

The deep frustration at being able to map the Syrian civil war around Aleppo–combining the actual inability to map the factions in the conflict, and the actual unmappability of the deeply unsettling destabilization of civil society in the five-year civil war which is waged by outside actors, as much as by the Syrian government–has sapped confidence in the ability to negotiate a cease-fire or indeed to find a civil solution to a conflict that has both created an ongoing flow of refugees and destroyed civil society in the region, as well as an equilibrium of power.  And the more we are frustrated in being unable to map the conflict and its descent into inhumane violence, the more violent it has become and the farther removed from being able to exist again as a country.

 

blog-8

 

Any theater of war is extremely difficult to endow with coherence in a map–one speaks of the “fog of war” to describe the clouded experience in the confusion of military conflicts.  But the difficulty of gaining purchase on the extent of the destruction of the ancient city of Aleppo that is particularly troubling–and troublingly matched by the difficulty of mapping or imagining the targeting of the city and Aleppo’s inhabitants and the refugees who have left the city.  The failure to describe, document, or respond to the costs in the sustained aerial bombardment in recent months seems an abdication of ethical responsibility before such escalated destruction that almost fails to acknowledge its scope.  The terror of aerial strikes against civilians have led to the targeted destruction of schools and hospitals in the rebel-occupied regions of the city hard to imagine, as a besieged city is isolated from the world.  While we don’t have access to the maps and plans that were used during the sustained engagement of rebel forces in Aleppo, and have rather watched screen-shots of the diminishing areas of the region “held” by “rebel forces” over months, those very images distance us from the human rights tragedies that is occurring on the ground with the dismantling of public health care and social institutions, as if extending so many false possibilities of the tenuous grasp over territory of opposition groups.  With unclear data on suffering, deaths, refugees or destroyed buildings in the encircled city, we map territory as the clearest index of the balance of war, but ignore the scale or scope of its ongoing bombardment and destruction, as the country has not only “gone dark”–

 

 

–but the city destroyed under unimaginable sustained assault.

 

aleppo-sept-2012

 

News wire sources have tried to “map” the extent of those lines areas held in the heavily bombed city, to be sure, in recent months.  But the absence of clear lines of jurisdiction or control of a battle that is increasingly waged from a move–but shown as if it were a land war–echoes the military divisions of cities in ways that seem incommensurate with the suffering or mischaracterization of the actors of the war, and the lack of limits with which the Assad regime has enlisted foreign help to destroy its former cultural capital and economic hub, as if trying to efface the opposition that it has for so long successfully tarred by their association to ISIS and the Islamic State–and as a media blitz has tried to portray the battle in Aleppo as a fight against ISIS rather than a defining moment in the escalation of military forces against one’s own people by Bashar al-Assad.

Even though the aerial attacks on Aleppo began as early as July 2012, the escalation of attacks by Russian bombers that began to target buildings and humanitarian supplies with intensity from July 2016.  While we were in the midst of the farce of our recent American Presidential election, we have watched maps of the Syrian conflict at an odd remove, depicting the city the city as a multi-colored sectored region, as if a point of stasis in slippy map of sovereignty, as much as a focal point where five different forces seem to lock horns.  The disservice of these opaque colors seem to erase and to be done such a deep disservice with Microsoft Paint.  And as we do so, we can only fail in an attempt to chart the intensification of suffering that is only like to increase in coming months, as the shrinking green lands held by rebel forces have depicted the so-called “situation in Syria” in increasingly disembodied fashion.

 

syria97410fps.gifThomas Van Linge/Newsweek/@arabthomness

 

As we watch the layers of colors, trying to map the levels of conflict from an empyrean remove that has echoed the official policy of not putting “boots on the ground,” we fail to account for the destruction of houses, massive departures of residents, targeting of humanitarian assistance and destroyed infrastructure and human services in the city.  The layers with which we discriminate a war-torn city set to conceal terrifying human costs in the rather terrifying palette of pastels in its curious camouflage, as if to hold out hope for an amicable solution, but to erase the destruction of civilian lives, hospitals, residences, or food and needs supplies that tried to arrive in the light green rebel-held areas of the city that suggest an island around the Citadel of Aleppo.

 

Rif_Aleppo2.svg.pngNovember 1, 2016/Kami888

 

For the limited information about Aleppo’s continued destruction by aerial attacks as well as bombardments makes the extent of the human costs its destruction increasingly difficult to render with coherence.  This absence of this coherence perhaps leadt some twenty-nine million to be struck by viewing the dazed five-year old Omran Daqneesh and the tragically bloodstained face from which he gazes somewhat stoically and looks at his bloodied hand–as if dazed to be transported from the scenario of violence in which he lived to what seems a setting of sanitized medical care, his blood-stained face contrasting to the clean orange cushions of an emergency ambulance.  The transferal of Omran from the battlefield like context of Aleppo to the emergency health care vehicle show him dazed not only at his change of context, but almost in shock of being in a controlled ambulance in which he sits, if a sign of hope, is also emblematic of the inability or difficulty to bridge the controlled context of medical and clinical care of the Emergency Medical Services and the rubble of the besieged city, almost the negative image of a controlled environment:  the image circulated by Aleppo Media Centre was emblematic of the dissonance between the emergency services and the onslaught of bombs where civilians are targeted daily amidst the rubble of the besieged city, so that the dazed look of poor Omran seems a substitute for our own helpless bewilderment at the war crime of the sustained aerial bombing of Aleppo’s buildings, health care providers, hospitals, and inhabitants.

 

Screen Shot 2016-11-21 at 11.36.14 AM.png

 

If the image is manipulative–and difficult to include in yet another post on Aleppo–its power seems to derive from the failure we feel between inability of the child who touches his hand to his head, to take stock of his head injury as he tries to process the loss of his family, after being carried by an emergency worker into the new setting of an ambulance.   The image was so poignant it was shared so widely all over the world on Facebook, as we searched collectively for an emblem of good, of one child rescued from the violence of Aleppo–as nine million Facebook users tried to transcend the broken windows, destroyed buildings, and slim hopes for the survival of Aleppo’s citizens, increasingly targeted in inhumane ways to which we are so unable to respond.

For if there is a lack of any coherent purchase on the city’s destruction on such an unprecedented scale of its bombardment, even for the Syrian Civil War, the saving of one child after his family was lost allowed the survival of a child to exist in the blood-streaked face of the five-year-old Omran Daqneesh that circulated globally on social media seemed finally to locate a “face of the Syrian Civil War” against the city’s dire destruction.  Indeed, the actual improvised settings of health care in eastern Aleppo–

 

624143740-graphic-content-wounded-syrians-are-seen-on-a-table-in_1-jpg-crop-promo-xlarge2Thaer Mohammed/AFP/Getty Images

 

–continued as bombs continued to strike the neighborhoods and where the living and dead lay beside one another in emergency rooms that lacked adequate medical supplies.  The absence of medical assistance or facilities, even as Bashar al Assad rejects the last proposal proposed by the United Nations for a local truce that recognized any claims to separate sovereignty of rebel forces, if it was not armed, arguing that it was a violation of “national sovereignty,” seems to have invited an endgame of increased military raids, as the “area held by rebel forces” has shrunk in recent days to a small region curving around the medieval fortified Citadel, sandwiched between advancing regime forces.

 

nov-1-aleppo

 

The garishly bloodied face of Omran, the sole survivor of an air strike on his family home in Aleppo’s rebel -held territories, seemed a ghost, but served as a respite from images of the dead, and his transport to an ambulance from the horror of Aleppo seemed a promise of the future.  The image posted by the Aleppo Media Center provided little orientation to the actual struggle, but the apparent shock of the contrast of Omram’s evident transport, his face and T-shirt covered in dirt and blood, to safety offered more than a reprieve from image of dead children:  seated in an ambulance, fingering his bloodied head, his place provided a bizarre juxtaposition of a world of safety and medical supplies who had moved from the bombing of his family’s building in a war-torn city we can barely map.  The arrival of the child into a setting of Western safety almost seemed an image of the precareity of saving a child out of its destruction, and preserved an odd ability of hope even as airstrikes would soon hit four hospitals in east Aleppo, and continue to target civilians.

Continue reading

4 Comments

Filed under Aleppo, data overlays, human rights, Syrian Civil War, Syrian Free Army