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Fun with maps: BC Smart meters and the 2013 election

SmartMeterVotingMapI have been MOOC’ing this summer and learning how to do maps. Geography as an adult is much more fun than my 10th grade geography class.

Chad Skelton over at the Vancouver Sun intrigued me with his data retrieval and mapping of British Columbia’s Smart Meter uptake. if you’re not from BC, here’s a short intro (#BCpoli-aware feel free to skip the next two paragraphs).

BC Hydro is the government owned (Crown Corporation) utility that produces and distributes electricity for the province of British Colombia in Canada. In 2011, BC Hydro announced its intention to spend $$$ upgrading all its electricity meters to “smart meters”. These meters are capable of being read via wifi by meter readers, and potentially also give BC residents the ability to monitor their electricity usage in near-real time.

Many concerns were raised about the smart meters. One was about the costs of the program vs. perceived benefits. The others, which gained traction were around an emerging movement in BC connecting wifi, cell signals and wifi-enabled smart meters with a whole variety of health effects. While few, if any of these health concerns have been actually causally linked to smart meters, or even to the amorphous descriptor “wifi radiation”, these health concerns have gained traction even among official bodies such as the Union of BC Municipalities, municipal councils and school boards. The BC provincial election in 2013 was a chance for people to voice their concerns. The opposition parties all brought the issue up during canvassing.

For my peer assessment mapping project, I wanted to see if areas of relatively high smart meter refusal were correlated or co-located in any way with voting against the ruling BC Liberals.

This is the map I made, my first ever map not scrawled on paper.


View Larger Map

Reading the Map

The electoral districts are colour-coded by BC Liberal Party percentage, darker means higher vote for the BC Liberals. I chose this rather than “who won” because I was looking more for an anti-BC Liberal effect. I will, at some point in time, try to overlay “who won” as well. The smart meter refusal data is in three different coloured and sized circles. Large and red means higher refusal, and small and green means low refusal. This is a hybrid of a graduated circle symbol scheme and a diverging colour scheme. Clearly, using points to represent areas is a big limitation, but it is sufficient for a quick peek.

Anything to See?

  • An overwhelming majority of people had smart meters installed, > 90% in most places. So, BC Hydro’s brute force, no options, default installation plan was mostly successful
  • Places of higher than normal refusal tended to vote against the BC Liberals. I believe this had more to do with existing anti-BC-Lib tendencies influencing smart meter refusal rather than the other way around.
  • Urban centres like Victoria and Vancouver had relatively low rates of refusal. Is this because of higher apartment proportions, or because smart meter refusal was restricted to a small number of high information, highly motivated individuals whose number varied by location and whose numbers in places like Victoria were muted by larger populations?. Note that my home area of Victoria had the most (7300) rejected smart meters, even though the percentage is small. The ageing white (l)iberal enclave of Saltspring Island (Ganges), aka hippieville, Canada had by far the highest refusal percentage. So, is this smart meter refusal map mostly a hippie population distribution map?

The take home message for me was that the anti-smartmeter movement had little influence on the election, which was most likely won on the usual and mundane issues of the economy, trust and corruption.

Methods

  1. I downloaded data on smart meter refusal from the Chad Skelton’s post and Tableau public
  2. The data from BC Hydro is categorized using their division of BC into distinct geographical billing areas. I used billing area names to geotag the information. The site http://www.findlatitudeandlongitude.com/ has a feature where addresses can be uploaded in bulk via a text interface, and the site returns the place, and latitude longitude. I added province and country to the place names, and edited ambiguous names to make the search more effective.
  3. I uploaded this table to arcgis to form one layer. Arcgis is a big and expensive GIS software, with a limited free online playpen where this map is displayed. I used graduated circles and natural breaks to represent the different levels of smart meter refusal. A big limitation to this approach is that the BC Hydro billing areas are just that, areas, not points on a map. However, the area boundaries are not available as a shape file, and geographical areas vary widely. So, the points correspond to the centre of the nearest big population area mentioned in the BC Hydro billing area description
  4. I downloaded BC electoral district shape files from Paul Ramsey of Open Geo. These shape files are an improved version of those available from Elections BC, again, thanks to Chad Skelton for pointing me in this direction
  5. Elections BC lists 2013 provincial election results information by party by district. However, there is no publicly downloadable mapped source for the election data results. I used the open source GIS desktop software QGIS to open the shape file and add the attribute of BC Liberal percentage to the shape file. I uploaded this shape file to arcgis and layered it with the smart meter refusal rate graduated circles to look for patterns.

Maps are fun to play with, and I know very very little about them, which is a great combination. Every minute I spent making this map was a learning experience. Comments and feedback, please. I think I will slowly incorporate mapping into my skill set. But I think I will use open source/free solutions in the future.

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    Dole Begone

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    via Think Progress » Elizabeth Dole ad falsely suggests opponent Kay Hagan is ‘Godless.’

    Dear fellow Tar Heels:

    Please give this inept, ineffectual, incompetent excuse for a senator the retirement she so richly deserves.

    Sincerely,

    The Olive Ridley Crawl

    Of course, she yelled “Godless” in my face, I’d say, “Yeah”!! But as we know, atheists are not very popular…

  • In Praise of Red Tape

    In Praise of Red Tape

    Is there any figure in American political discourse more reviled than the bureaucrat? Say the word and a potent caricature leaps to mind: the petty and shiftless paper pusher who wields his small amount of power with malice and caprice. Whatever the issue–from school reform to overhauling the nation’s intelligence apparatus–the bureaucrat is on the wrong side of it.

    Hayes makes an argument that I try to make at mixed gatherings everywhere. Unfortunately, I do not make it as coherently as he does. The secret to any functioning government is a good mid-level bureaucracy that has enough technical experience to implement reasonably good policy, but isn’t overly politicized or corrupt. When I was growing up in India, one of the constant refrains was “Why can’t we be like the Americans? You can actually get a driver’s license without bribing someone!”

    The DMV (which is low level bureaucracy) still works well in the US (yes, my American friends, try getting a license in India!), but the mid level bureaucracy has gotten overly politicized in its top leadership over the years. This leads to that vicious cycle I have blogged about previously:

    1. Appoint lackey to head agency
    2. Appoint viceroy to oversee regulation
    3. Rewrite rules to increase power of executive over legislative
    4. Shift burden of proof away from the regulated to the regulators
    5. Slash budgets so regulating agencies cannot do the work adequately
    6. Hound competent employees out of the agency
    7. Routinely bash said agency as an example of “big government”

    Repeat steps 4-7 as often as necessary to ensure “success”

    Well, it appears that the mid-level bureaucrats pushed back, and Hayes catalogs the results.

    I leave you with a good truism:

    Red tape is what binds those in power to the mast of the law, what stands in the way of government by whim

  • | |

    Diacetyl Media Coverage Rant

    06Sep07Capture.jpgFeel free to disregard if you don’t like rants, but the NY Times story of one man’s at-home exposure to diacetyl and the resulting case of bronchiolitis obliterans has made the most emailed list as of 06-Sep-07, and propelled diacetyl into the big time. Now, anyone who keeps half an eye on occupational health issues (or reads the pump handle) would have known that at least 5 workers in the flavoring industry had died of this disease, and many many more were afflicted by bronchiolitis obliterans. Yet, the press completely ignored this issue. As soon as one person had the same problem at home, it suddenly became a frontpage issue, causing all kinds of backpedalling by Conagra and big popcorn (gotta love that phrase!!).

    There is a casual and systemic disregard for blue collar worker’s rights in this country, starting from an institutional distaste for unions, lack of health coverage, job security, pensions, playing one set of workers against the other, using selectively and arbitrarily enforced immigration laws to keep workers pliant, putting industry executives and lobbyists in charge of agencies that are supposed to keep workers’ welfare in mind, stressing “voluntary” regulation. failing to react to new information, I could go on and on, but you know the deal.

    Why is it that the US national press can identify so much easier with one isolated case of popcorn lung while having ignored all the other occupational exposure cases? I am just a scientist, no sociologist/economist/anthropologist, but it seems to me that the press here is way too white collar and just cannot relate to the average agricultural/industrial worker. The average journalist is a white man with a journalism major from a reputable school who cut his chops doing unpaid work for the school paper. These kinds of educational and apprenticeship requirements filter the journalist worker pool to a rather homogeneous white, middle class tepidity. Because the average journalist can’t identify with issues faced by blue collar America, there’s this unstated assumption that somehow, their lives are hard and fraught with danger and uncertainty, but they don’t really deserve much better, it’s their lot in life. It’s probably because they did not study hard enough or were smart enough.

    As usual, there are no easy answers. I would say Agitate, Agitate, Agitate!! But what do I know about blue collar America? People are working so hard to make ends meet without a safety net or anyone looking out for them that they have just about enough energy to get through the day and face the next one.

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    The U.S Emperor's new edict on regulation

    Wow, plutocracy-protectionary principle alert.

    Chemical & Engineering News: Latest News – Changing The Rules On Regulations

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    In addition, the directive requires each agency to have a presidentially appointed “regulatory policy officer.” The agency cannot begin work on a new rule—even one required by Congress through a law—until it gets a green light from its regulatory policy officer or unless the head of the agency gives approval.

    The Emperor gets to appoint a viceroy to police the agency to ensure that no such regulation will get passed.

    Note the modus operandi:

    1. Appoint lackey to head agency
    2. Appoint viceroy to oversee regulation
    3. Rewrite rules to increase power of executive over legislative
    4. Shift burden of proof away from the regulated to the regulators
    5. Slash budgets so regulating agencies cannot do the work adequately
    6. Hound competent employees out of the agency
    7. Routinely bash said agency as an example of “big government”. Repeat steps 4-7 as often as necessary to ensure “success”

    Banana republic, indeed.

  • Retire the Beg Button

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    Except, that orange stick figure was telling me I should not go, which meant I had to push the “Beg” button first. Voila, the orange stick figure was replaced by the white one telling me I could cross. Of course I could cross, I was moving in the same direction as traffic and it was logical! Why was this even an issue?

    I abhor beg buttons, and here’s why, this has been documented repeatedly.

    It’s annoying for walkers: have you ever tried to walk a few blocks, stopping to hit the button at every single intersection? Or hit the button just a few seconds too late and had to wait a whole additional cycle? But it also illustrates the backwardness of our street design: pedestrians, who are supposed to have the right-of-way, are required to press a button at an intersection in order to get a walk signal, which should happen automatically

    I’ve written many an unpublished diatribe that had those exact same words!

    Especially here in Victoria, pedestrians take first priority, then people on bikes (pdf), all prioritized above car traffic in the official community plan. This is true in Saanich as well. If that is the case, and our municipalities were serious about improving the non car driver’s experience, then they need to aggressively retire all beg buttons. Remove them, or note that they are not to be used. I’ve of course heard anecdotal information from people in engineering/planning that they are disabled in some places. That’s not good enough. If you are going to disable a button, you need to label it as so, say DO NOT PRESS! And, while you’re at it, time your pedestrian crossing signs to maximize crossing time. I’m tired of seeing “Do not Walk” signs come up a good twenty seconds before car traffic stops, this is not necessary, and harkens back to a car first mentality that needed to have gone away with the 20th century. Why, I crossed a 3 lane (+ wide turning cuts) in Sidney at a deliberate saunter starting after the “Do not walk” (not the warning) had come on and still had a good few seconds before the car light changed to red.

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    Time for a campaign to Retire the Beg Button at traffic lights and move them all to mid block crosswalks where we can cross the road by pressing a button that will make cars stop for a few seconds.

    Originally posted on Interrobang on 17-May-2016

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    Two differing views on the Pakistani Army

    Apparently, this blog is now all Pakistan all the time. But these two articles caught my eye this morning, the first one from a writing fellow in the U.S.

    The Pakistani military, as is the case with most armed forces in the Muslim world, is the citadel of the country’s modernity, its most significant secular institution and protector not only of the modern nation state but the idea of the nation state itself.

    The case for standing by Musharraf. – By Lee Smith – Slate Magazine

    And this one from an ex-Pakistan army cadet and current reporter for the BBC Urdu service.

    Within months there were other changes: evenings socializing to music and mocktails were replaced by Koran study sessions. Buses were provided for cadets who wanted to attend civilian religious congregations. Within months, our rather depressing but secular academy was turned into a zealous, thriving madrassa where missing your daily prayers was a crime far worse than missing the morning drill.It is this crop of military officers that now runs the country. General Musharraf heads this army, and is very reluctant to let go.

    Pakistan’s General Anarchy – New York Times

    Now who’s right, I wonder? The guy who’s from Pakistan and was actually in the army when it was transforming from a secular to a religious organization, or a writing fellow who despite an impressive Arab resume does not actually know any Urdu.

    It’s Western “experts” like these that fuel this idea of Musharraf being some kind of secular bastion against anarchy in Pakistan. It’s under Zia ul-Haq and Musharraf that the Islamic fundamentalists in Pakistan made greater inroads because the Pakistan intelligence service (ISI) and the army are full of people who support and propagate extremist agendas.

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