Like many, I find myself still pondering this election. While I’ve accepted that I’ll never fully know why Trump won, I’ve remained interested in how he won. As an engineer, I decided to tackle this question the only way I know how - by looking at the data. I chose to examine the election results and registration statistics from Pennsylvania as a small, tractable case study, that’s still interesting as a swing state and might be representative of larger trends.
The data bares two insights. First, this election is remarkable, not because Trump won, but because of how he won. In fact, Trump and his team had to do a lot of things well to pull out a win in Pennsylvania. Trump outperformed Mitt Romney (the Republican presidential candidate in 2012) by a wider margin than Obama did over his predecessor (Kerry) in 2008. That is, Trump swung more votes in 2016 than Obama did in 2008.
Second, that a Republican won Pennsylvania this year is only remarkable when compared to Obama’s win in 2008. We often look at the 2008 election as the obvious comparison for this election, forgetting what a remarkable election that was itself. It turns out that when we look at the surrounding presidential elections, we see that 2016 was NOT an anomaly, but 2008 was.
I have broken my analysis and results into two parts. The first part (the remainder of this post) focuses on the 2016 results and how Trump won, while the second part examines previous elections, highlighting different trends that help put this election into context.
I was surprised to see just how much he improved over Romney to pull out this win. Nevertheless, this was a close race. Trump won the popular vote by a mere 44,292 votes (less than 1% of all votes cast). In contrast, Obama won Pennsylvania in 2012 by 312,501 votes (5.45%) and by 620,319 votes (10.33%) in 2008. And yet, if you look at the map of election results by county presented in Figure 1, you would be forgiven for wondering how the election was so close, given how many counties are red (Trump won 56 counties to Clinton’s 11).
The problem with this map is that it obscures the effect of the absolute magnitude of the results across counties. Because Pennsylvania (like most states) decides its electoral college by popular vote across the entire state, it’s the total number of votes each candidate receives that matters, not how many counties they win. Many of the counties which Trump won have dramatically smaller populations, and thus contribute less towards the popular vote. Indeed, in 2016, Philadelphia county cast 707,631 votes, which comprised more votes cast than the 35 smallest counties combined (more than half of Pennsylvania’s 67 counties!).
Figure 2 attempts to better illustrate the impact different counties have on each candidate’s overall outcome, by stacking the marginal votes for each candidate side-by-side.
Nomenclature: Throughout this post, I will refer to the marginal votes of a county. This is simply the difference between votes cast for the Republican and the Democrat candidates. By convention, this value is positive when the Republican gained more votes. Oftentimes, as in Figure 1, it is useful to normalize the marginal votes for each county, dividing by the total number of votes cast in that county in that election; I will refer to this as normalized marginal votes.
Now that we’re reflecting the absolute impact of each county, the race appears much closer. Note how clearly this figure illustrates the outsized influence Philadelphia county has, which appears as the largest blue bar. Also note how Clinton won the lion’s share of her marginal votes from just 4 counties, while Trump’s marginal votes were more evenly distributed across the majority of the counties he won.
Most importantly, notice how the two elections compare. While Clinton garnered nearly as many marginal votes as Obama did in ‘12 (she was short by 3,728 votes), Trump earned 73.5% more than Romney (Trump gained 353,065 additional votes), and 40,564 more than Obama did in ‘12. And Trump won these additional votes from nearly the same counties as Romney (only a net of 2 counties flipped Republican from ‘12 to ‘16, as Figure 1 showed). To put that in perspective, in 2008 Obama earned only 45.2% more marginal votes than Kerry did in ‘04 (291,836 additional marginal votes) and flipped a net of 6 counties.
In this respect, Trump was able to swing more votes (when compared to his predecessor) than Obama did in 2008. This is a remarkable fact. I wanted to know where these votes came from - how did Trump achieve this feat? To better understand this, I examined various theories. These are presented next. For each theory, I discuss what I found in the data to support or refute it, and postulate how many of Trump’s additional 353,065 marginal votes it could explain. All comparisons are with 2012 results.
Probably the most credible theory is that Republican voters had a larger presence in this election. This would be achieved through two different mechanisms. They could have turned out to vote in higher numbers (relative to Democrats) than in previous years. We would also see a higher Republican representation in the results if the relative number of registered Republican voters increased since 2012.
We can’t directly determine turnout rates by party without looking at exit poll data, which I don’t have access to. However, we can compute overall turnout for each county (as total votes cast over total registered voters1) for each election year. Figure 3 shows how overall turnout changed from 2012 to 2016. From this, we can see that in counties where Trump won the turnout was on average (the red line in the boxplots) about 3% higher than those where Clinton won. In all, there was a net increase of 381,380 votes cast across the state in 2016.
Now, we want to know how many additional marginal votes these extra voters contributed to Trump. For simplicity, we’ll assume that all votes are cast according to the observed distributions for each county, as reported in Figure 12. In other words, we assume that these extra voters voted similarly to the rest of their peers in their county. Using this assumption, we conclude that Trump gained about 65,000 marginal votes from these extra voters.
Another way to increase representation of Republican voters in the result is to increase the number of registered Republican voters relative to the number of registered Democrat voters. Interestingly, this can happen through three distinct mechanisms - new voters can register as Republican, registered Democrats could have switched parties, or registered Democrats are un-registered. For now, we’ll only look at the overall changes to registrations - in Part 2, we’ll dig deeper into these details.
Nomenclature: The relative Republican registrations is a normalized measure of how the registration statistics breaks down between Republicans and Democrats for a given election year. This is computed as the difference between number of registered Republicans and registered Democrats, divided the total number of registered voters. Like marginal votes, this value is positive when there are more Republicans registered than Democrats.
Figure 4 examines how the relative Republican registrations changed between 2016 and 2012. Note that, because Figure 4 is concerned with the delta in relative registrations between elections, a positive value only means that there was a net increase in the number of Republicans registered in 2016; there may still be more registered Democrats than Republicans in a given county as a result of a positive difference.
As Figure 4 shows, counties Trump won saw an average 6% increase in relative Republican registrations over counties Clinton won. If we make the same assumption as before, these additional registered voters would have contributed approximately 160,000 extra marginal votes for Trump.
Taken together, increased Republican turnout and registrations across the state seem to account for approximately 64% of of Trump’s extra marginal votes. Of course, that assumes the two phenomena are independent. In reality increased turnout is likely related to increased net Republican registrations, and so their combined total is likely reduced (due to double-counting). Even so, it’s clear that increased Republican representation only explains a portion of Trump’s victory. Some other factors must have been at play in this election.
The other common theory I’ve heard is that many Democrats were disillusioned with Clinton (including so-called “Bernie Bros”). The theory holds that these voters opted to vote for an independent candidate instead of along party lines, or simply didn’t turn out to vote at all, allowing Trump to win a historically ‘blue’ state. There are three separate phenomena to consider here.
First, we might consider the possibility of a lower turnout by Democrats. However, Figure 3 shows that voter turnout increased in nearly all counties. So it’s unlikely that more Democrats stayed home than in previous years.
Second, we consider the “flipped” counties as potential places where disillusioned Democrats had a direct impact. From Figure 1, we see that only 3 counties flipped Democrat -> Republican3. Let’s attribute those losses entirely to Democrats not voting for Clinton. Combined, these 3 counties might explain about 65,000 of the additional marginal votes Trump gained over Romney.
Finally, we can see if many Democrat voters opted to vote for independent candidates rather than Clinton in this election. If so, we should see an increase in votes cast for independent candidates in counties where Clinton received fewer votes than Obama did. This would manifest as a negative correlation in Figure 4. Note that here we are looking at changes in the percentage of votes for a particular party, not marginal votes. So a negative value here simply means a decrease in votes received when compared with 2012, but doesn’t imply anything about where those votes went.
However, Figure 4 doesn’t confirm this theory. It appears that votes for independent candidates rose around 2% in 2016 across all counties. Further, we see a slightly positive correlation. So, it appears that the opposite of what this theory predicts is observed - it is in counties where Clinton did better than Obama that we see the largest increases in the percentage of votes cast for independent candidates.
That said, let’s suppose that these additional votes for independent candidates did come exclusively from disillusioned democrats who otherwise would have voted for Clinton. Combined, that comprises approximately 140,000 additional marginal votes for Trump.
Although a popular refrain amongst Clinton-supporters in the aftermath of the election, it appears that disenfranchised Democrats didn’t help Trump as much as you might be led to believe. Taken together, their (in)actions contributed up to 48% of Trump’s extra marginal votes, and that is an upper bound.
There’s one last explanation for what happened - that registered Democrats decided to vote for Trump. We can’t measure this directly from the data we have; we would need exit poll data. However, when we compare the count of votes for Trump against the number of registered Republican voters, we find that in 14 of the counties Trump won (remember, he won 56 counties) there were more votes cast for Trump than registered Republicans! And that is assuming that every registered Republican in those counties voted. Even so, that adds up to at least 56,000 votes for Trump that couldn’t have come from any registered Republicans, representing at least 15% of the extra marginal votes he gained over Romney. And, given that it is unlikely turnout was 100% for republican voters, the total number of Democrats voting for Trump was likely much higher.
Trump’s win in Pennsylvania came as a surprise to me and many of my peers. The knee-jerk reaction from my liberal media bubble was that Clinton didn’t do enough and Trump got lucky. However, the truth is that Trump won 40,564 more marginal votes than Obama did in 2012 and swung more marginal votes (when compared to Romney) than Obama did in 2008 (when compared to Kerry).
Further, while we often talk about how Clinton lost the election, we tend to oversimplify the reasons. In reality, it’s far more complex than any single factor can explain. As I’ve shown, there’s evidence that more Republicans registered and voted than in 2012, the few counties he flipped helped him win, independent candidates likely didn’t affect the outcome, and many registered democrats voted for Trump. Although I tried to quantify to what extent each of these factors contributed to Trump’s victory, the more important point is that none of these alone account for Trump’s win. It was the result of a combination of these factors, likely achieved through coordinated actions by Trump’s team.
So far, I’ve only presented various theories explaining how Trump won. While discussing why he won would be equally as interesting, it’s also far more subjective and qualitative, and draws on expertise in areas of demographics and political theory that I utterly lack. So I’ll leave that discussion to others.
If you’ve enjoyed this post, be sure to check out Part 2, where I dive into the data from the previous presidential elections in Pennsylvania and try to put this election in a historical context. And, if you find an issue or want to let me know what you think of this writeup, please feel free to leave a comment below or contact me directly.
Finally, as mentioned before, all data, results and discussions pertain exclusively to presidential elections in Pennsylvania state. Someday, I’d like to extend this analysis to other states, but that’s limited by time and the availability of county-level data. If anyone wants to explore the data further themselves, I’ve made the notebook and data used available on Github. I collected the data by manually scraping and formatting government and public repositories; source links and methodology can also be found on Github.
Thanks to Karen Hao, Ryan Ko, Andrew Zukoski, Shane Leese and Lakshman Sankar for reading drafts of this.
A more rigorous approach for computing voter turnout is to use voting age population (VAP) or voting eligible population (VEP) as the denominator. VAP is readily available from the US Census, and so is a popular choice, but has many flaws, especially when comparing across states as different states place different restrictions on who is actually eligible to vote within the VAP. VEP is a fairly recent idea, and is meant to account for all the differences in states and thus be more readily comparable between them. However, it relies on data that is not always easy to find (or even public at all) at the county level, and is thus nearly impossible for me to use in this analysis. Michael McDonald has good set of posts on VAP vs VEP and their differences and why using registration is not ideal. In all honesty, the biggest flaw with using RV instead of VAP in this analysis is that I can’t separate changes in registration due to population growth/change vs political views shifting.
↩We need to make some assumption here, because it’s impossible to know the truth, as that would involve asking every single person that voted, if they voted previously and how they voted this year. Assuming all voters voted according to the same distribution is a simplifying, yet reasonable, assumption here.
↩And 1 county flipped Republican -> Democrat, counteracting the other 3 somewhat, but we’ll ignore that here.
↩


@Immutable public final class SplineInterpolator extends java.lang.Object implements Interpolator
For more information on how splines are used to interpolate, refer to the SMIL specification at http://w3c.org.
Instances of this class contain no mutable state and can be safely shared. In fact, due to the non-trivial setup and memory use of this implementation, instance sharing is recommended. This class is thread-safe.
| Constructor and Description |
|---|
SplineInterpolator(double x1,
double y1,
double x2,
double y2)
Creates a new instance of SplineInterpolator with the control points
defined by (x1,y1) and (x2,y2).
|
| Modifier and Type | Method and Description |
|---|---|
double |
interpolate(double fraction)
Given a fraction of time along the spline (which we can interpret as the
length along a spline), return the interpolated value of the spline.
|
java.lang.String |
toString() |
@Unique(value="return") public SplineInterpolator(double x1, double y1, double x2, double y2)
x1
- the x value of the first control point.y1
- the y value of the first control point.x2
- the x value of the second control point.y2
- the y value of the second control point.java.lang.IllegalArgumentException
- This exception is thrown when values beyond the allowed [0,1]
range are passed in.@RegionEffects(value="reads All") public double interpolate(double fraction)
We first calculate the t value for the length by doing a lookup in our array of previously calculated values and then linearly interpolating between the nearest values. Then we calculate the Y value for this t.
interpolate
in interface Interpolator
fraction
- a value between 0 and 1, representing the elapsed fraction of a
time interval.public java.lang.String toString()
toString
in class java.lang.Object


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This Demo is an adaption of the Tanks mini game in Wii Play.
Move your tank (green) with W,S,A,D or the arrow keys.
Target enemy tanks (red) with your mouse.
Shoot with a left click to destroy enemy tanks.
Bullets will bounce off walls.
The object of each level is to defeat all enemy tanks.
The abilities and the intelligence of enemy tanks vary.
This demo shows how constraints and object-oriented paradigms can interact using Babelsberg.


Authors: Paul Berrisford, Anabelle Guillory, Michela Giusti, Kevin Marsh
Peer Review: Hans Hersbach, CUS team
For ERA5 Complete, add link to point to the soon-to-come new ERA5-complete catalogue entry in the CDS
Currently, the family of ERA5 datasets is comprised of ERA5, ERA5.1 and ERA5-Land.
Usually, access to the family of ERA5 datasets is through the C3S Climate Data Store (CDS). The complete
datasets are held in ECMWF's tape archive, MARS, but a sub-set of the datasets (all of the dataset for
ERA5-Land) have been interpolated to a regular latitude, longitude grid and put on the CDS disks. Data
access from the CDS disks is faster than from MARS, so if possible it is better to retrieve the data
from the CDS disks. Please see the
The sub-set of data on the CDS disks comprises some single level parameters and pressure level parameters. The data are available hourly throughout the whole period. Monthly mean data are also available, in two forms: monthly means (of daily means) and monthly means for each hour of the day (synoptic monthly means). The CDS catalogue entries are:
The complete ERA5 dataset, at full resolution on the native grid, is stored in MARS. ERA5 data that has not been made available on the CDS disks includes:
Further documentation on ERA5 data is available
For ERA5-Land, the data comprises some single level parameters.
The data are available hourly throughout the whole period. Monthly mean data are also available, in two forms: monthly means (of daily means) and monthly means for each hour of the day (synoptic monthly means). The CDS catalogue entries are:
Further documentation on ERA5-Land data is available


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My name is Stefania-Maria Kousoula and I am an Urban & Strategy planner, a Spatial Data Analyst and an Architectural Engineer. I hold a Master’s in City and Technology from the Polytechnic Univercity of Catalonia through the Institute of Advanced Architecture of Catalonia [IAAC] and an MSc in Architectural Engineering from the Polytechnic School of the Democritus University of Thrace in Greece.
My research interests are focusing on the intersection of Urban Planning with Responsive & Behavioral Design,
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The Vehicle to grid simulator has been developped to assess electrical vehicles (EVs) impact on the grid. V2G-Sim provides bottom up modeling from individual vehicle dynamics all the way up to aggregate grid impacts and opportunities. It’s an open source Python software available on Github. For more details feel free to read the user manual, or consult existing publications.
MyGreenCar seeks to increase the adoption of clean vehicles by enabling drivers and fleet managers to understand whether clean vehicles meet their personal needs, and quantify the magnitude of fuel and cost savings from choosing a clean vehicle. MyGreenCar is a free Android/Iphone/Web application available for download at www.mygreencar-01.com.


Fulcio Server
A non-profit, public good software signing & transparency service.
To learn more visit
Sigstore project page


This tutorial introduces the basic concepts of nuts-flow and provides examples of its usage.
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unsupported operand type(s) for >>
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jQuery Mobile is a touch-friendly UI framework built on jQuery Core that works across all popular mobile, tablet and desktop platforms.
jQuery's mobile is a user interface framework based on jQuery that works across all popular phones, tablet, e-reader, and desktop platforms. Built with accessibility and universal access in mind, we follow progressive enhancement and responsive web design (RWD) principles. HTML5 Markup-driven configuration makes it easy to learn, but a powerful API makes it easy to deeply customize the library.
A page in jQuery Mobile consists of an element with a data-role="page"
attribute. Within the "page" container, any valid HTML markup can be used, but for typical pages in jQuery Mobile, the immediate children of a "page" are divs with data-roles of "header"
, "content"
, and "footer"
. The baseline requirement for a page is only the page wrapper to support the navigation system, the rest is optional.
A page can be styled as a dialog that makes the page look like it's a modal style overlay. To give a standard page the appearance of a modal dialog, add the data-rel="dialog" attribute to the link. Transitions can also be set on dialog links.
jQuery Mobile includes a AJAX navigation system to support a rich set of animated page transitions by automatically 'hijacking' standard links and form submissions and turning them as an AJAX request. The back button is fully supported and there are features to prefetch & cache, dynamically inject, and script pages for advanced use cases.
Whenever a link is clicked or a form is submitted, that event is automatically intercepted by the AJAX nav system and is used to issue a AJAX request based on the href
or form action instead of reloading the page. While the framework waits for the AJAX response, a loader overlay is displayed.
When the requested page loads, the jQuery Mobile parses the document for an element with the data-role="page"
attribute and inserts that code into the DOM of the original page. Next, any widgets in the incoming page are enhanced to apply all the styles and behavior. The rest of the incoming page is discarded so any scripts, stylesheets or other information in the will not be included. The framework will also note the title of the incoming page to update the title when the new page is transitioned into view.
Now that the requested page is now in the DOM and enhanced, it is animated into view with a transition. By default, the framework applies a fade transition. To set a custom transition effect, add the data-transition
attribute to the link.
Inside your content container, you can add any standard HTML elements - headings, lists, paragraphs, etc. You can write your own custom styles to create custom layouts by adding an additional stylesheet to the head
after the jQuery Mobile stylesheet.
jQuery Mobile includes a wide range of touch-friendly UI widgets: buttons, form elements, collapsibles, accordions and much more. For best performance, use the download builder to pick the components you need.
There are a few ways to make buttons, but lets turn a link into a button so it's easy to click. Just start with a link and add a data-role="button"
attribute to it. You can add an icon with the data-icon
attribute and optionally set its position with the data-iconpos
attribute.
jQuery Mobile includes a diverse set of common listviews that are coded as lists with a data-role="listview"
added. Here is a simple linked list that has a role of listview
. We're going to make this look like an inset module by adding a data-inset="true"
and add a dynamic search filter with the data-filter="true"
attributes.
The framework contains a full set of form elements that automatically are enhanced into touch-friendly styled widgets. Here's a slider made with the new HTML5 input type of range, no data-role
needed. Be sure to wrap these in a form
element and always properly associate a label
to every form element.
jQuery Mobile has always been designed to work within a responsive web design (RWD) context and our docs and forms had a few responsive elements from the very start. All the widgets are built to be 100% flexible in width to fit easily inside any responsive layout system you choose to build.
The library also includes a number of responsive widgets such as responsive grids, two different ways to make tabular data responsive: reflow and column chooser modes, and sliding panels.
jQuery Mobile has a robust theme framework that supports up to 26 sets of toolbar, content and button colors, called a "swatch". Just add a data-theme="e"
attribute to any of the widgets on this page: page, header, list, input for the slider, or button to turn it yellow. Try different swatch letters in default theme from a-e to mix and match swatches.
Cool party trick: add the theme swatch to the page and see how all the widgets inside the content will automatically inherit the theme (headers and footers don't inherit, they default to swatch "a").
When you're ready to build a custom theme, use ThemeRoller to drag and drop, then download a custom theme.


MBDevice Class Reference
| Inherits from | NSObject |
|---|---|
| Conforms to | MBSingleton |
| Declared in | MBDevice.h |
Overview
The MBDevice
singleton provides information about the device and operating
environment of the running application.
The MBDevice
singleton is available by default as the Mockingbird variable
$Device
.
Warning: You must not create instances of this class yourself; this class
is a singleton. Call the instance
class method (declared by the
MBSingleton
protocol) to acquire the singleton instance.
Device information
isSimulator
Returns YES
when running in the iOS Simulator environment; NO
when
running on the device.
@property (nonatomic, readonly) BOOL isSimulator
Declared In
MBDevice.h
isIPhone
Returns YES
when running in an iPhone environment.
@property (nonatomic, readonly) BOOL isIPhone
Declared In
MBDevice.h
isIPad
Returns YES
when running in an iPad environment.
@property (nonatomic, readonly) BOOL isIPad
Declared In
MBDevice.h
Operating system information
osType
Returns a human-readable string indicating the operating system type,
eg. “iPhone OS
”.
@property (nonnull, nonatomic, readonly) NSString *osType
Declared In
MBDevice.h
osVersion
Returns the operating system version string, eg. “8.1.3
”
@property (nonnull, nonatomic, readonly) NSString *osVersion
Declared In
MBDevice.h
osVersionComponents
Returns the individual components of the operating system version as an
array of NSNumber
s, eg. [8
, 1
, 3
].
@property (nonnull, nonatomic, readonly) NSArray *osVersionComponents
Declared In
MBDevice.h
osVersionMajor
Returns the major component of the operating system version, eg. the 8
in “8.1.3
”.
@property (nonnull, nonatomic, readonly) NSNumber *osVersionMajor
Declared In
MBDevice.h
osVersionMinor
Returns the minor component of the operating system version, eg. the 1
in “8.1.3
”.
@property (nonnull, nonatomic, readonly) NSNumber *osVersionMinor
Declared In
MBDevice.h
osVersionRevision
Returns the revision component of the operating system version, eg. the 3
in “8.1.3
”.
@property (nonnull, nonatomic, readonly) NSNumber *osVersionRevision
Declared In
MBDevice.h
Application state information
appIsInBackground
Returns YES
if the application is currently in the background.
@property (nonatomic, readonly) BOOL appIsInBackground
Declared In
MBDevice.h
currentOrientation
Returns the string “portrait
” or “landscape
” depending on the current
orientation of the device.
@property (nonnull, nonatomic, readonly) NSString *currentOrientation
Declared In
MBDevice.h
isPortrait
Returns YES
if the device is currently in portrait orientation.
@property (nonatomic, readonly) BOOL isPortrait
Declared In
MBDevice.h
isLandscape
Returns YES
if the device is currently in landscape orientation.
@property (nonatomic, readonly) BOOL isLandscape
Declared In
MBDevice.h
Screen resolution information
screenScale
Returns the scale
of the main UIScreen
.
@property (nonnull, nonatomic, readonly) NSNumber *screenScale
Declared In
MBDevice.h
isRetina
Returns YES
if the main UIScreen
’s scale
is 2.0
or greater.
@property (nonatomic, readonly) BOOL isRetina
Declared In
MBDevice.h
screenWidth
Returns the width of the main UIScreen
in the current orientation.
@property (nonnull, nonatomic, readonly) NSNumber *screenWidth
Declared In
MBDevice.h
screenHeight
Returns the height of the main UIScreen
in the current orientation.
@property (nonnull, nonatomic, readonly) NSNumber *screenHeight
Declared In
MBDevice.h
screenSize
Returns a comma-separated string containing the width and height of the
screen in the current orientation as “width
,
height
”.
@property (nonnull, nonatomic, readonly) NSString *screenSize
Declared In
MBDevice.h
screenSizePortrait
Returns a comma-separated string containing the width and height of the screen when the device is in portrait orientation.
@property (nonnull, nonatomic, readonly) NSString *screenSizePortrait
Declared In
MBDevice.h
screenSizeLandscape
Returns a comma-separated string containing the width and height of the screen when the device is in landscape orientation.
@property (nonnull, nonatomic, readonly) NSString *screenSizeLandscape
Declared In
MBDevice.h


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Multiple or single?


I really don't know what to write here, so let it be in that way as an example
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EPAM Systems
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Review system requirements, specifications, technical design documents and more Create detailed, comprehensive and well-structured test plans and test cases. Estimating, prioritizing, planning and coordinating quality testing activities |
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Translator/Copywriter
Translate video, online, and television media by providing subtitles. Proofread translated texts for grammar, spelling and punctuation accuracy Edit content with an eye toward maintaining its original format (e.g. font and structure) |
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Theory and Practice of the English Language Department |
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Dev Bootcamp Phase 0
Week 6
January 12, 2016
What is a ruby class and why would we use one?
I like to think of 'classes' as categories. Categories are groups of things that are similar in a lot of ways. For example you might say clothing is a category --- you have shirts and pants and jackets and underwear, but these are all clothing. And, although they have differences, there are a lot of commonalities across these items:
- You can put these items on
- You have to wash all these items after wearing them
- They are each made of fabric
- They each cost money at a store
- etc ...
So if you were creating all of these items in ruby, you *could* just write out all of the methods dealing with these commonalities for every single type of item (shirts, pants, etc.) OR you could create a clothing class and just write these methods one time!
But let's see this in action .... with a Dog class!
First I will create a new dog class. When it is initialized (meaning when I create a new instance of the class), I'll ask for a name and set its default hunger ('hungry') to true. You'll notice I create local variables inside the class for these as well (using the '@' symbol) --- this is because I might want to use these for the methods I write inside the class.
Next I'll create two methods for my dog class. Let's say first, I want my dogs to be able to bark. I can create a method that has them do just that and tells me by printing that they barked to the console. If I wanted to feed them, I could write a method for this too (with the parameter of number of cups of food). Maybe my dogs need more than 2 cups to be full? I can let whoever uses my feed method on a dog they've created from my class know this AND give them a chance to give the dog more. When my dog has been given more than two cups, he or she won't be hungry anymore and I can print this to the console as well. I've done all this in the sample code below:
Now let's see my dog class in action! I can create a bunch of dogs and feed them without having to write individual methods for them. See below!
Code:
Output to the console (note I had to type in 3 myself once prompted to feed Nuni):
Now you might think to yourself: wow you wrote a ton of code in that class just to save yourself a little bit of space and time re: feeding my dogs. BUT imagine if I wanted to feed 100 dogs or have all 100 of my dogs bark. Think about how much time I saved putting those methods in a new class instead of recreating them over and over again for each dog.

So remember ... if you have a lot of code to write and methods that may repeat on objects you create that also share qualities --- think of creating a class instead!


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Avoid unnecessarily creating local variables
This rule is deprecated, use {rule:squid:S1488} instead.


[title]
[Host]
[Port]
[Ciphersuites]
[Ciphersuites]
[Ciphersuites]
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pg_dumpall is a utility for writing out ("dumping") all PostgreSQL databases of a cluster into one script file. The script file contains SQL commands that can be used as input to psql to restore the databases. It does this by calling pg_dump for each database in a cluster. pg_dumpall also dumps global objects that are common to all databases. (pg_dump does not save these objects.) This currently includes information about database users and groups, tablespaces, and properties such as access permissions that apply to databases as a whole.
Since pg_dumpall reads tables from all databases you will most likely have to connect as a database superuser in order to produce a complete dump. Also you will need superuser privileges to execute the saved script in order to be allowed to add users and groups, and to create databases.
The SQL script will be written to the standard output. Use the [-f|file] option or shell operators to redirect it into a file.
pg_dumpall needs to connect several times to the PostgreSQL server (once per database). If you use password authentication it will ask for a password each time. It is convenient to have a ~/.pgpass file in such cases. See Section 31.14 for more information.
The following command-line options control the content and format of the output.
Dump only the data, not the schema (data definitions).
Include SQL commands to clean (drop) databases before recreating them. DROP commands for roles and tablespaces are added as well.
Send output to the specified file. If this is omitted, the standard output is used.
Dump only global objects (roles and tablespaces), no databases.
A deprecated option that is now ignored.
Dump object identifiers (OIDs) as part of the data for every table. Use this option if your application references the OID columns in some way (e.g., in a foreign key constraint). Otherwise, this option should not be used.
Do not output commands to set ownership of objects to match the original database. By default, pg_dumpall issues ALTER OWNER or SET SESSION AUTHORIZATION statements to set ownership of created schema elements. These statements will fail when the script is run unless it is started by a superuser (or the same user that owns all of the objects in the script). To make a script that can be restored by any user, but will give that user ownership of all the objects, specify -O.
Do not wait forever to acquire shared table locks at the beginning of the dump. Instead, fail if unable to lock a table within the specified timeout. The timeout may be specified in any of the formats accepted by SET statement_timeout. Allowed values vary depending on the server version you are dumping from, but an integer number of milliseconds is accepted by all versions since 7.3. This option is ignored when dumping from a pre-7.3 server.
Do not output commands to create tablespaces nor select tablespaces for objects. With this option, all objects will be created in whichever tablespace is the default during restore.
Dump only roles, no databases or tablespaces.
Dump only the object definitions (schema), not data.
Specify the superuser user name to use when disabling triggers. This is only relevant if --disable-triggers is used. (Usually, it's better to leave this out, and instead start the resulting script as superuser.)
Dump only tablespaces, no databases or roles.
Specifies verbose mode. This will cause pg_dumpall to output start/stop times to the dump file, and progress messages to standard error. It will also enable verbose output in pg_dump.
Print the pg_dumpall version and exit.
Prevent dumping of access privileges (grant/revoke commands).
This option is for use by in-place upgrade utilities. Its use for other purposes is not recommended or supported. The behavior of the option may change in future releases without notice.
Dump data as INSERT commands (rather than COPY). This will make restoration very slow; it is mainly useful for making dumps that can be loaded into non-PostgreSQL databases. Note that the restore might fail altogether if you have rearranged column order. The --column-inserts option is safer, though even slower.
Dump data as INSERT commands with explicit column names (INSERT INTO table (column, ...) VALUES ...). This will make restoration very slow; it is mainly useful for making dumps that can be loaded into non-PostgreSQL databases.
This option disables the use of dollar quoting for function bodies, and forces them to be quoted using SQL standard string syntax.
This option is only relevant when creating a data-only dump. It instructs pg_dumpall to include commands to temporarily disable triggers on the target tables while the data is reloaded. Use this if you have referential integrity checks or other triggers on the tables that you do not want to invoke during data reload.
Presently, the commands emitted for --disable-triggers must be done as superuser. So, you should also specify a superuser name with -S, or preferably be careful to start the resulting script as a superuser.
Output SQL-standard SET SESSION AUTHORIZATION commands instead of ALTER OWNER commands to determine object ownership. This makes the dump more standards compatible, but depending on the history of the objects in the dump, might not restore properly.
Show help about pg_dumpall command line arguments, and exit.
The following command-line options control the database connection parameters.
Specifies the host name of the machine on which the database server is running. If the value begins with a slash, it is used as the directory for the Unix domain socket. The default is taken from the PGHOST environment variable, if set, else a Unix domain socket connection is attempted.
Specifies the name of the database to connect to to dump global objects and discover what other databases should be dumped. If not specified, the postgres database will be used, and if that does not exist, template1 will be used.
Specifies the TCP port or local Unix domain socket file extension on which the server is listening for connections. Defaults to the PGPORT environment variable, if set, or a compiled-in default.
User name to connect as.
Never issue a password prompt. If the server requires password authentication and a password is not available by other means such as a .pgpass file, the connection attempt will fail. This option can be useful in batch jobs and scripts where no user is present to enter a password.
Force pg_dumpall to prompt for a password before connecting to a database.
This option is never essential, since pg_dumpall will automatically prompt for a password if the server demands password authentication. However, pg_dumpall will waste a connection attempt finding out that the server wants a password. In some cases it is worth typing -W to avoid the extra connection attempt.
Note that the password prompt will occur again for each database to be dumped. Usually, it's better to set up a ~/.pgpass file than to rely on manual password entry.
Specifies a role name to be used to create the dump. This option causes pg_dumpall to issue a SET ROLE rolename command after connecting to the database. It is useful when the authenticated user (specified by -U) lacks privileges needed by pg_dumpall, but can switch to a role with the required rights. Some installations have a policy against logging in directly as a superuser, and use of this option allows dumps to be made without violating the policy.
Default connection parameters
This utility, like most other PostgreSQL utilities, also uses the environment variables supported by libpq (see Section 31.13).
Since pg_dumpall calls pg_dump internally, some diagnostic messages will refer to pg_dump.
Once restored, it is wise to run ANALYZE on each database so the optimizer has useful statistics. You can also run vacuumdb -a -z to analyze all databases.
pg_dumpall requires all needed tablespace directories to exist before the restore; otherwise, database creation will fail for databases in non-default locations.
To dump all databases:
$ pg_dumpall > db.out
To reload database(s) from this file, you can use:
$ psql -f db.out postgres
(It is not important to which database you connect here since the script file created by pg_dumpall will contain the appropriate commands to create and connect to the saved databases.)


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Source code for kollacli.common.sshutils
# Copyright(c) 2016, Oracle and/or its affiliates. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"); you may
# not use this file except in compliance with the License. You may obtain
# a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
# License for the specific language governing permissions and limitations
# under the License.
import logging
import os.path
import paramiko
import traceback
from kollacli.common.utils import get_admin_user
from kollacli.common.utils import get_kolla_cli_etc
from kollacli.common.utils import get_setup_user
import kollacli.i18n as u
MIN_DOCKER_VERSION = '1.8.1'
LOG = logging.getLogger(__name__)
[docs]def ssh_connect(net_addr, username, password):
try:
ssh_client = paramiko.SSHClient()
ssh_client.set_missing_host_key_policy(paramiko.AutoAddPolicy())
ssh_client.connect(hostname=net_addr, username=username,
password=password)
return ssh_client
except Exception:
_close_ssh_client(ssh_client)
raise Exception(traceback.format_exc())
[docs]def ssh_setup_host(net_addr, password, setup_user=None):
admin_user = get_admin_user()
if setup_user is None:
setup_user = get_setup_user()
public_key = ssh_get_public_key()
ssh_client = None
try:
ssh_client = ssh_connect(net_addr, setup_user, password)
# before modifying the host, check that it meets requirements
# TODO(bmace) pre / post checks should be done with ansible
# populate authorized keys file w/ public key
key_dir = os.path.join(os.path.expanduser('~kolla'),
'.ssh', 'authorized_keys')
cmd = ('/usr/bin/sudo su - %s -c "echo \'%s\' >> %s"'
% (admin_user, public_key, key_dir))
_exec_ssh_cmd(cmd, ssh_client)
# TODO(bmace) verify ssh connection to the new account
except Exception as e:
raise e
finally:
_close_ssh_client(ssh_client)
def _close_ssh_client(ssh_client):
if ssh_client:
try:
ssh_client.close()
except Exception: # nosec
pass
def _exec_ssh_cmd(cmd, ssh_client):
LOG.debug(cmd)
_, stdout, stderr = ssh_client.exec_command(cmd, get_pty=True) # nosec
msg = stdout.read()
errmsg = stderr.read()
LOG.debug('%s : %s' % (msg, errmsg))
if errmsg:
LOG.warn(
u._LW('WARNING: command : {command})\nmessage : {message}')
.format(command=cmd, message=errmsg.strip()))
return msg, errmsg
[docs]def ssh_get_public_key():
keyfile_path = os.path.join(get_kolla_cli_etc(), 'id_rsa.pub')
with open(keyfile_path, "r") as public_key_file:
public_key = public_key_file.read()
return public_key


presented by Arindam Kalita
What comes to your mind??
- Envisioning
- Energizing
- Enabling
All of these leads to...
Thank You
&
Good Luck!


Tic-tac-toe online
© Mark van de Vries 2016
The board is divided into nine pieces in the below arrangement. My pieces are crosses; yours are circles. The goal is to get three pieces in a row, like this:


--- layout: post title: Fab india spice soap tags: - Fabindia status: publish type: post published: true meta: _edit_last: '2' _graphene_slider_img: global _graphene_slider_imgurl: '' _graphene_show_addthis: global al2fb_facebook_image_id: '1346' al2fb_facebook_link_id: '218440691518395_288460214516442' al2fb_facebook_link_time: '2011-10-12T06:00:49+00:00' al2fb_facebook_link_picture: meta=http://missenchanted.com/wp-content/uploads/2011/08/IMG_1367-150x150.jpg _aioseop_title: Fab india spice soap _aioseop_keywords: Fab india spice soap review, fabindia soap review _yoast_wpseo_linkdex: '0' _thumbnail_id: '1346' --- I was on a Fabindia roll for quite sometime, I love trying their vast variety of soap range. This time its their Simulating spice soap. Claims : Stimulating and clarifying bathing bar with a combination of invigorating ginger oil, rosemary oil, nutmeg oil, cinnamon oil , crushed cloves and crushed cardamom seeds. Price: Rs.65 Its same for all bars :) Contains: Sodium Laureth Sulphate, Cocobetaine, Saponified Castor Oil, Cotton Seed Oil, Coconut Oil, Glycerine, Propylene Glycol, Sodium Stearate, Sodium Laurate, Ginger Oil, Rosemary Oil, Nutmeg Oil, Cinnamon Oil, Crushed Cloves, Crushed Cardamom Seeds. Pros:


{{client.last_state}}
Broker Connection
{% extends "base.html" %} {% block main %}
{{client.last_state}}
Broker Connection
{{ total_group }}
Total Groups
{{ total_device }}
Total Devices
{{ total_user }}
Total Users
{{ total_group }}
Total Groups
{{ total_broker }}
Total Brokers
{{ total_device }}
Total Devices


person(1) buys a basket of plural(fruit(1)) on sale for $DOLLARS. The sales tax is SALES_TAX%. What is the total price person(1) pays for the basket of plural(fruit(1))? (Round to the nearest hundredth or cent.)
TOTAL_PRICE
In order to find the total price, first find the amount of sales tax paid by multiplying the sales tax by the original price of the basket of plural(fruit(1)).
SALES_TAX\%
\times
$DOLLARS
=
Percent means "out of one hundred," so SALES_TAX\%
is equivalent to \displaystyle\frac{SALES_TAX}{100}
which is also equal to SALES_TAX \div 100
.
SALES_TAX \div 100 = (SALES_TAX/100).toFixed(2)
Multiply the sales tax you just converted into a decimal by the original price to find the amount of sales tax that must be paid.
SALES_TAX/100
\times
$DOLLARS
=
$((SALES_TAX/100) * DOLLARS).toFixed(2)
Add the sales tax you just found to the original price to find the final price person(1) paid.
$((SALES_TAX/100) * DOLLARS).toFixed(2)
+ $DOLLARS
=
$TOTAL_PRICE
person(1) needs to pay $TOTAL_PRICE.
If the sales tax in your city is TAX%, how much tax would you pay for an item that costs $PRICE? Round to the nearest cent.
TOTAL_TAX
In order to find the amount of sales tax you would pay, multiply the sales tax by the original price of the item.
TAX\%
\times
$PRICE
=
Percent means "out of one hundred," so TAX\%
is equivalent to TAX \div 100
.
TAX \div 100 = (TAX/100).toFixed(3)
Multiply the sales tax you just converted into a decimal by the original price to find the amount of sales tax that must be paid. Round to the nearest cent.
(TAX/100).toFixed(3)
\times
$PRICE
= $TOTAL_TAX
You would pay $TOTAL_TAX
in sales tax.
person(1) bought a new clothing( 1 ) at the store when they were having a DISCOUNT% off sale. If the regular price of the clothing( 1 ) was $PRICE, how much did person(1) pay with the discount?
DISCOUNT_PRICE
First, find the amount of the discount by multiplying the original price of the of the item by the discount.
$PRICE
\times
DISCOUNT\%
=
Percent means "out of one hundred," so DISCOUNT\%
is equivalent to \displaystyle\frac{DISCOUNT}{100}
which is also equal to DISCOUNT \div 100
.
DISCOUNT \div 100 = (DISCOUNT/100).toFixed(2)
Multiply the discount you just converted into a decimal by the original price to find the amount of money saved.
(DISCOUNT/100).toFixed(2)
\times
$PRICE
=
$((DISCOUNT/100) * PRICE).toFixed(2)
Subtract the discount you just found from the original price to get the final price person(1) paid.
$PRICE
-
$(DISCOUNT/100*PRICE).toFixed(2)
=
$DISCOUNT_PRICE
,
person(1) paid $DISCOUNT_PRICE
for the clothing(1).
The pizza(1) store is having a DISCOUNT% off sale on all of its plural(pizza(1)). If the pizza(1) you want regularly costs $PRICE, how much would you save with the discount?
TOTAL_DISCOUNT
In order to find the amount saved with the discount, multiply the discount by the original price.
DISCOUNT\%
\times
$PRICE
=
Percent means "out of one hundred," so DISCOUNT\%
is equivalent to \displaystyle\frac{DISCOUNT}{100}
which is also equal to DISCOUNT \div 100
.
DISCOUNT \div 100 = (DISCOUNT/100).toFixed(2)
Multiply the discount you just converted into a decimal by the original price to find the amount of money saved.
(DISCOUNT/100).toFixed(2)
\times
$PRICE
= $TOTAL_DISCOUNT
You would save $TOTAL_DISCOUNT
because of the discount.
person(1) {has {breakfast|lunch|dinner}|eats} at a {restaurant|cafe} and the cost of his(1) meal is $BILL_FORMAT. He(1) would like to leave a TIP_PERCENT% tip. What is his(1) total bill including tip?
TOTAL
The tip amount is equal to TIP_PERCENT\% \times \$BILL_FORMAT
.
We can find the tip by first calculating a 10\%
tip and then dividing that number by two. and then multiplying that number by two. and a 5\%
tip, and then adding those two numbers together.
To calculate a 10\%
tip, move the decimal point in \$BILL_FORMAT
one place to the left.
10\%
\times \$BILL_FORMAT
= \$TIP_TEN_PERCENT
To calculate a 5\%
tip, divide the 10\%
tip amount in half.
5\%
\times \$BILL_FORMAT =
\$TIP_TEN_PERCENT
\div 2 =
\$TIP_FIVE_PERCENT
.
To calculate a 20\%
tip, multiply the 10\%
tip amount by two.
20\%
\times \$BILL_FORMAT
= \$TIP_TEN_PERCENT
\times 2 =
\$TIP_AMOUNT_FORMAT
.
Adding the two amounts together gives us \$TIP_TEN_PERCENT
+ \$TIP_FIVE_PERCENT =
\$TIP_AMOUNT_FORMAT
.
The cost of the meal plus the amount of the tip will equal the total bill amount.
\$BILL_FORMAT + \$TIP_AMOUNT_FORMAT =
\$TOTAL_FORMAT
.
The total cost of the bill is \$TOTAL_FORMAT
.


Rajan Sawhney
Projects
Essays
CV
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Perhaps you were looking for one of the following:
Essays
Ten ways to integrate software engineering throughout the curriculum
Cheating in ICS: Insights from Students
CS @ UHM @ 2025: Stakeholder Perspectives
Computer Science Education as a High Performance, Multi-Generational Community of Practice
I heard companies don't look at portfolios
How to get a good letter of recommendation
A perspective on the ICS Software Engineering Curriculum
Why and how to create a high quality Ph.D. portfolio site
Teaching software engineering with Meteor: Lessons learned after three years
A newbie guide to organizing your first demonstration
Athletic Software Engineering (2017)
HACC 2016
Five tips for bootstrapping a research software development team
Reflections on my first use of the Morea Framework
Energy Excelerator: 2014
Athletic Software Engineering--Initial Results
Athletic Software Engineering
Public key authentication for Git users
Setting up a UH WordPress Site
Renewable energy is the new high tech for Hawaii
Kahala Challenge 2010
How to attract good students from the ICS department
How to guarantee that you will not be considered for a student internship
Projects
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FIRE INSURANCE CLAIMS:
BASIC DOCUMENTS:
1.Policy Copy
2.Claim Form duly filled and signed by the insured
3.Incident Report
4.Estimate of loss
5.Salvage quote
6.Repair bills with payment receipts
FIRE/EXPLOSION CLAIMS: ADDITIONAL DOCUMENTS:
1.Police FIR
2.Fire Brigade Report
3.Lab test reports, if any
4.Report from Inspector of factories
5.Newspaper cuttings
AOG PERILS: ADDITIONAL DOCUMENTS:
1.Metrological Report
2.Newspaper cuttings
STRIKES/RIOTS/TERRORISM/MALICIOUS: ADDITIONAL DOCUMENTS
1.Police FIR
2.Newspaper cuttings
DETERIRATION OF STOCKS: ADDITIONAL DOCUMENTS
1.Stock Registers
2.Electricity Board Certificate
FIRE LOSS OF PROFITS (FLOP): BASIC DOCUMENTS
1.Policy Copy
2.Claim Form duly filled and signed by the insured
3.Books of Accounts
4.Activities carried out at other places
5.Production Details
6.Savings in Standing charges
7.Increased cost details
MARINE INSURANCE CLAIMS: BASIC DOCUMENTS:
1.Insurance Policy copy
2.Declaration/ Certificate of insurance
3.Claim Form duly filled and signed
4.Invoice
5.Packing list
6.Transport documents like BL/LR/Railway receipt/Airway bill/Postal receipt/Courier receipt etc.
7.Damage certificate
8.Monetary claim lodged on carriers/concerned
9.Communication had with the transporter/carrier/concerned
10.Subrogation letter
11.Indemnity bond
12.Anything specific towards the claim will be advised by the surveyor/Insurer based on the type and nature of claim.
ENGINEERING INSURANCE CLAIMS:
BASIC DOCUMENTS:
1.Policy Copy
2.Claim Form duly filled and signed by the insured
3.Log Book
4.Supervisor/Engineer remarks
5.Supplier /Manufacturer's report on the cause of loss and findings.
6.Estimate of loss
7.Repair bills and payment receipts original
8.Immediate photographs, if any
CONTRACTOR'S ALL RISK POLICY:
1.Policy copy
2.Claim Form duly filled and signed by the insured
3.Inventory of loss/Estimate of loss
4.Books of Accounts
5.Running bills towards the project completion
6.Repair bills and payment receipts original
7.Reinstatement certificate
BOILER AND PRESSURE VESSEL INSURANCE:
1.Policy copy
2.Claim Form duly filled and signed by the insured
3.Boilers inspector's report
4.Estimate of loss
5.Details of third party claims
6.Repair bills and payment receipts original
ELECTRONICS EQUIPEMENT INSURANCE POLICY:
1.Policy Copy
2.Claim Form duly filled and signed by the insured
3.AMC
4.Supplier/Manufacturers report on the loss
5.Estimate of loss
6.Repair bills and payment receipts original
MACHINERY LOSS OF PROFITS: (MLOP)
1.Policy Copy
2.Claim Form duly filled and signed by the insured
v3.Books of Accounts
4.Details of standing charges
5.Production details
MISCELLANEOUS INSURANCE CLAIMS:
BURGLARY INSURANCE:
1.Policy copy
2.Claim Form duly filled and signed by the insured
3.Police FIR
4.Claim bill with supporting documents
5.Books of Accounts
6.Stock Registers
7.Subrogation and indemnity bond
ALL RISK INSURANCE POLICY:
1.Policy Copy
2.Claim Form duly filled and signed by the insured
3.AMC details
4.Invoice and present replacement value
5.Warranty/Guarantee details
6.Estimate of loss
7.Repair bills and payment receipts original
PERSONAL ACCIDENT INSURANCE:
1.Policy Copy
2.Claim Form duly filled and signed by the insured
3.Police FIR
4.Physician's attendance report
5.Hospital records
6.Leave certificate
7.Salary certificate
8.Disability certificate
9.Death certificate - for death cases
10.Post Mortem report - for death cases


CCLD libnspv.la
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make: *** [all-recursive] Error 1
Satinders-MacBook-Pro:libnspv satinder$


Research
Laboratories - Natural Language Processing
Learn about Natural Language Processing Research
Human Language Technologies Laboratory
100 Elkton Road, Professors Sandra Carberry and Kathy McCoy.
The Human Language Technology Laboratory is an umbrella for two language-related laboratories: disabilities technology and discourse. The laboratory closely collaborates with the Statistical Information Retrieval Laboratory and the Text Mining Laboratory.
The Disabilities Technology Laboratory, directed by Kathy McCoy, develops intelligent interfaces for people with disabilities that affect their ability to communicate. The ICICLE System is an intelligent English grammar checker and tutor for people who are deaf. Other projects assist people who have special communication needs. We make "talking with" a computer faster and more natural. Another project is to help a person who has visual impairments "scan" a text to find the area relevant to answering a question.
The Discourse Laboratory, under the direction of Sandra Carberry, addresses problems related to discourse and dialogue. The Graphs project treats information graphics (bar charts, line graphs, etc.) as a form of discourse with a communicative goal. We are applying language understanding and generation techniques to index, store, and retrieve graphics from a digital library, to develop an interactive dialogue system that conveys the content of graphics via speech to individuals with sight impairments, and to develop an interactive graph design assistant that will critique graphs with the objective of improving them so that they achieve their communicative goal. Current collaborators include Dr. Stephanie Elzer (Millersville University), Dr. Dan Chester, and graduate students.
Statistical Information Retrieval Laboratory
77/79 East Delaware Ave, Professor Ben Carterette.
The Statistical Information Retrieval Laboratory pursues novel models of information organization, storage, access, retrieval, and integration using statistical and information-theoretic approaches. One of the key problems in developing such models is that optimizing and evaluating their utility requires human input. We aim to minimize the human cost, or to accomplish much more with an allotted cost, thereby allowing research and development to proceed much faster.
Text Mining Laboratory
102 Smith Hall, Professor Vijay Shanker.
The Text Mining Laboratory, directed by Vijay Shanker, is concerned with the development of language technology algorithms to assist scientists to rapidly access relevant information from research literature. Projects include the extraction of targeted information, retrieval of relevant textual passages, and assistance in the knowledge discovery process. A related project involves rapid adaptation of language processing tools that were developed for a general domain to be used in a specific domain. A third project involves multi-disciplinary effort that integrates natural language cues found in large software programs and program analysis for multiple software development and maintenance tasks.


|
VirtualSCADA
1.0
VirtualSCADA Senior Design Project
|
Public Member Functions | |
| __construct ($templatePath, $generator, $date, $lowUpperBound, $highLowerBound) | |
Protected Member Functions | |
| renderItemTemplate (Text_Template $template, array $data) | |
| setCommonTemplateVariables (Text_Template $template, PHP_CodeCoverage_Report_Node $node) | |
| getBreadcrumbs (PHP_CodeCoverage_Report_Node $node) | |
| getActiveBreadcrumb (PHP_CodeCoverage_Report_Node $node) | |
| getInactiveBreadcrumb (PHP_CodeCoverage_Report_Node $node, $pathToRoot) | |
| getPathToRoot (PHP_CodeCoverage_Report_Node $node) | |
| getCoverageBar ($percent) | |
| getColorLevel ($percent) | |
Protected Attributes | |
| $templatePath | |
| $generator | |
| $date | |
| $lowUpperBound | |
| $highLowerBound | |
| $version | |
Definition at line 24 of file Renderer.php.
| __construct | ( | $templatePath, | |
| $generator, | |||
| $date, | |||
| $lowUpperBound, | |||
| $highLowerBound | |||
| ) |
Constructor.
| string | $templatePath | |
| string | $generator | |
| string | $date | |
| integer | $lowUpperBound | |
| integer | $highLowerBound |
Definition at line 65 of file Renderer.php.
|
protected |
Definition at line 208 of file Renderer.php.
|
protected |
Definition at line 179 of file Renderer.php.
|
protected |
|
protected |
Definition at line 244 of file Renderer.php.
|
protected |
Definition at line 222 of file Renderer.php.
|
protected |
Definition at line 231 of file Renderer.php.
|
protected |
| Text_Template | $template | |
| array | $data |
Definition at line 82 of file Renderer.php.
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Be Careful! Each image will upload with the name, caption, etc. you last edited. Therefore, it is recommended that you input information for each image ONE AT A TIME, IN ORDER. Including choosing the art or photography page. Then hit upload and continue.
{{property.value.custom.name | json}} ({{response.file.name}}) was uploaded successfully!
You have 10 minutes to delete the image from this page. After 10 minutes, you have to delete it through Cloudinary.


Week 2 technical blog:
The differences between margins, border, and padding:The difference between those is:Margins are outside the box.Borders simply draw a line around the area considered the div dashed or solid colors.Padding is inside the box between the text and the edge.
Best practices when using classes vs ids:
Classes are more widely appliccable, id's are unique and more specific. Giving and id is like naming one human being, and classes are more of a demographic label in that regard. Many different people can be in the same class, but my driver's license only represents me in the whole world.
The differences between relative, aboslute, and fixed positioning:Fixed means that as the page scrolls, the element remains in the same place on the screen AS YOU SCROLL. It follows the 'viewport' meaning it is constantly on the screen and cannot be escaped through scrolling in any direction.Absolute is the most straightforward. Pros: it goes EXACTLY where you tell it to go. Cons: it no longer cares about where any of the other elements on the page are or are trying to be.Relative is the squirreliest positioning. When you tell relative positioning to offset by a number of pixels, it moves away from where it would otherwise naturally sit. By naturally, i mean that all relative elements try to flow to the top left, and politely make room for other relative elements.
What it means to display blocks vs inline blocks: Blocks will fill the screen to the edge despite its content, while inline elements will only consume the space they need to display the entirety of their text/content.Blocks by default consume the entire line as well as making a new line before and after itself.


CrashBurnFree is an open-source project for error reporting from deployed applications back to the deployer's website. If you are seeing this page, the people who run an application you use have probably deployed CrashBurnFree, but there is not a web-based interface to the received crash reports yet; the demo can only be accessed via the REST API that is installed as part of the client library.


ListenableFutureMaker()
MockspressoGuavaPluginsJavaSupport#automaticListenableFutures()
This class will be marked internal/protected in a future release
Special object maker for guava's ListenableFuture
. Uses param type and ident annotation to look up actual dependency, and returns an immediate future.


Ensemble is a casting Agency which models a company that is responsible for creating movies and managing and assigning actors to those movies.


--- layout: page title: Projects permalink: /projects order: 1 ---
Hide code, prompt and results in Jupyter Notebook.
Simple post-it note, to do list app.
Control to your Emmerson Sensi Wi-Fi with Ruby!
Use your Amazon Echo to control Roku Player, Fire TV, Kodi and more.
Solutions to Cal Tech's Learn From Data class on edx.


BEN-HUR A film review by Christopher Null Copyright 2001 filmcritic.com filmcritic.com
To hell with Gladiator.
Scratch that.  As the title sequence tells us, this is "A tale of our Christ," an unabashed religious fable, albeit one that only shows its hero from the back.
Of course, Jesus is not the real subject of this tale, it's Judah Ben-Hur, a Jewish prince living in Judea, played by the incomparable Charlton Heston. Ben-Hur lives high on the hog, here in the year 26, as we're told. And he's a good guy, nice to his slaves and everything. But woe be unto Judah when the Romans step up their military presence in his territory. Despite their being led by his old friend Massala (Stephen Boyd, who never starred in another big hit after Ben-Hur), tensions run high, and when some tiles accidentally fall from Ben-Hur's roof, nearly hitting the new Governor of Judea, Judah is quickly sentenced without trial to hard labor, rowing in the galleys of the Roman navy.
>From prince to slave he goes, and because of his endless compassion, Ben-Hur finds himself legally adopted by a Roman nobleman whose life he has saved years later. He practices his charioteering, and soon enough he is at liberty to avenge not only his imprisonment, but that of his mother and sister as well. That vengeance, as any moviegoer knows, takes place on the chariot course in a sequence so famous, dramatic, and long it consumes 10 chapters of the film's 61-chapter DVD release.
At 3 1/2 full hours of running time, you aren't likely to find another G-rated film that kids will hate more than Ben-Hur. Even as an (ostensible) adult, I'm torn on the film. It's not particularly well-written. The music is heavy-handed and grates on the ears. The story is far-fetched and lacks proper editing. And it's 3 1/2 hours long.
But don't mind me. Nominated for 12 Oscars, Ben-Hur won 11, a record. Shot on 65mm super-widescreen film, it is one of the most resplendent films you'll ever see (check out the new DVD release if you don't believe me -- it also includes a documentary about the making of the film and a commentary track by Heston). And Heston is unforgettable (the rest of the cast is another story). Moviegoers agreed, when Ben-Hur's grosses saved MGM from bankruptcy. (Warner Brothers has the rights now.)
All told, I'm content to let the overly dramatic theatrics of Ben-Hur fall by the wayside (case in point: after four years in prison, Ben-Hur's sister and mother develop leprosy -- and who do we know that can cure leprosy, hmmmmm).  Hell, that's better than a cruddy, overrated gladiator picture any day.

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The review above was posted to the
rec.arts.movies.reviews newsgroup (de.rec.film.kritiken for German reviews).
The Internet Movie Database accepts no responsibility for the contents of the
review and has no editorial control. Unless stated otherwise, the copyright
belongs to the author.
Please direct comments/criticisms of the review to relevant newsgroups.
Broken URLs inthe reviews are the responsibility of the author.
The formatting of the review is likely to differ from the original due
to ASCII to HTML conversion.
Related links: index of all rec.arts.movies.reviews reviews


USPS kicks off annual Santa Claus letter campaign 'Operation Santa'
by WLSCHICAGO -- The United States Post Office's annual Santa letter program Operation Santa kicks off Monday, November 18.
The goal of the campaign is to give kids who may not be able to otherwise, the happy holiday they deserve.
Started in 1912, Postmaster General Frank Hitchcock authorized local Postmasters to allow postal employees and citizens to respond to the letters - a program that eventually became known as Operation Santa.
To celebrate 107 years, USPS launched a new website for Operation Santa which will feature letters from children in across the country.
This year letters from Chicago along with 14 other cities will be displayed on the website through the holiday season.
Residents in Chicago will have a choice of browsing and adopting letters to Santa online or in person.
Letters for Operation Santa can be sent
Santa Claus
123 Elf Road, North Pole 88888
For people who wish to adopt some of the Christmas letters, find a post office that offers "Label Broker" as an on-site service to send the gift.
For more information on how to get involved visit the USPS FAQ.
For more information on how to adopt a letter or how to write a letter to Santa visit uspsoperationsanta.com


Connor Clark
Objective
My goal is to help the team however I can and in whatever ways I'm needed.
Summary of Skillsets
- Hard worker
- Dependable
- Fast learner
- Good critical thinking skills that help me make the smartest decisions in every situation
Work Experience
Brown Bear Car Wash
- February 2018 - August 2019
- Essential team member at the car wash as a part time employee. Was trusted to carry out tasks and be relied upon as a full time employee.
Corner Bakery
- September 2017 - January 2018
- Worked as a salad and sandwich cook at corner bakery cafe.
Education
Issaquah High School
- High School Diploma, Grad. 2019
- GPA: 3.01
- Graduated doing Running Start at Bellevue College for 2 years, finsihed with 84 transferrable college credits when graduating with my diploma.
Bellevue College
- September 2017 - Present
- Cum. GPA: 2.76
- Have been attending since the Fall of 2017 doing the Running Start program until the Spring Quarter in 2019 when I graduated highschool. After that I decided to stay there and take classes during the Fall Quarter in 2019 that I just needed to complete my Associated Degree.


October 20th:
Don't forgot to check free website templates every day, because we add at least one free website template daily.
This is a template designed by Profesional Design for you for free you can replace all the text by your own text. This is just a place holder so you can see how the site would look like.
You can remove any link to our websites from this template you're free to use the template without linking back to us. Don't want your boss to know you used a free website template ;) .
If you're having problems editing the template please don't hesitate to ask for help on the forum.
If you're looking for beautiful and professionally made templates you can find them at Template Beauty.
To find great hosting providers visit Web Hosting Zoom
October 15th:
If you're looking for beautiful and professionally made templates you can find them at Template Beauty.
If you're looking for beautiful and professionally made templates you can find them at Template Beauty.
Events Scheduled
Tue Dec 2 04:00 PM
- KIVFD Advisory Council Monthly Meeting of Advisory Council regarding
the Capital Compaign.
Events Scheduled
Tue Dec 2 04:00 PM
- KIVFD Advisory Council Monthly Meeting of Advisory Council regarding
the Capital Compaign.
| Firefighter | Number Of Calls | |
| Mike Evans | 326 | 69% |
| Dave Evans Jr | 300 | 65% |
| Brian Harris Jr | 268 | 57% |
| Pat Byrne | 260 | 55% |
| Cordon Pippin | 259 | 49% |
| Loreen Zoffinger | 233 | 66% |
| Jim Ayers Sr | 218 | 64% |


The action to be performed when purchasing the item, if it's not just "buy".
The index into the DestinyVendorDefinition.categories array, so you can find the category associated with this item.
The Default level at which the item will spawn. Almost always driven by an adjusto these days. Ideally should be singular. It's a long story how this ended up as a list, but there is always either going to be 0:1 of these entities.
This is a pre-compiled aggregation of item value and priceOverrideList, so that we have one place to check for what the purchaser must pay for the item. Use this instead of trying to piece together the price separately.
The somewhat crappy part about this is that, now that item quantity overrides have dynamic modifiers, this will not necessarily be statically true. If you were using this instead of live data, switch to using live data.
The string identifier for the category selling this item.
This is an index specifically into the display category, as opposed to the server-side Categories (which do not need to match or pair with each other in any way: server side categories are really just structures for common validation. Display Category will let us more easily categorize items visually)
If this item can only be purchased by a given platform, this indicates the platform to which it is restricted.
If this item can expire, this is the tooltip message to show with its expiration info.
An list of indexes into the DestinyVendorDefinition.failureStrings array, indicating the possible failure strings that can be relevant for this item.
The inventory bucket into which this item will be placed upon purchase.
If this sale can only be performed as the result of receiving a CRM offer, this is true.
If this sale can only be performed as the result of an offer check, this is true.
The hash identifier of the item being sold (DestinyInventoryItemDefinition).
Note that a vendor can sell the same item in multiple ways, so don't assume that itemHash is a unique identifier for this entity.
Mapped to DestinyInventoryItemDefinition in the manifest.
The maximum character level at which this item is available for sale.
The minimum character level at which this item is available for sale.
Same as above, but for the original category indexes.
Similar to visibilityScope, it represents the most restrictive scope that determines whether the item can be purchased. It will at least be as restrictive as visibilityScope, but could be more restrictive if the item has additional purchase requirements beyond whether it is merely visible or not.
See DestinyGatingScope's documentation for more information.
The amount you will recieve of the item described in itemHash if you make the purchase.
If this is populated, the purchase of this item should redirect to purchasing these other items instead.
If this item can be refunded, this is the policy for what will be refundd, how, and in what time period.
The amount of time before refundability of the newly purchased item will expire.
if the category this item is in supports non-default sorting, this value should represent the sorting value to use, pre-processed and ready to go.
The index into the DestinyVendorDefinition.saleList. This is what we use to refer to items being sold throughout live and definition data.
The most restrictive scope that determines whether the item is available in the Vendor's inventory. See DestinyGatingScope's documentation for more information.
This can be determined by Unlock gating, or by whether or not the item has purchase level requirements (minimumLevel and maximumLevel properties).
This represents an item being sold by the vendor.


This is a smart, but relaxed, tourist destination on the west coast of the island. It is the island's capital.
For full details on clearing into our out of Greece see Greek Formalities.
When clearing in, moor in the Customs compound on the south side of the ferry quay.
The Port Police are reported to be friendly here. You may be asked to show the boats papers (insurance and registration documents) - they normally use these to calculate the mooring fee.
Approaching this port at the head of its inlet with a following F5/6 afternoon breeze, is "interesting" when undertaken for the first time!
There is space for at least 300 boats on the main town quay, however it can be a little bumpy as the wind gusts through the harbour causing quite a swell. This normally calms down late evening. There is limited water hoses available on the quay. Alongside mooring is allowed but there is a 45% surcharge and for catamarans 150%. The Port Police will ask for berthing fees (see comment at bottom of page re. 2014 rates).
There is an anchorage on the eastern side of the entrance but the shelter is not so good here. The bottom is mud and the holding good.
The northern pier is not a quay for yacht berthing and suffers from a dangerous swell from the predominently northerly winds. Only a few berths by the root of the southern most quay offer safe shelter and are usually occuped by local craft.
The "new" marina on the east side of the harbour is sadly rather run down and neglected (perhaps due to its isolation). Worth looking in here on your way into the harbour to see how conditions are, but you will probably find the town quay is a better option.
Last updated August 2014.


You can programmatically change the URL and the XPath of the data set. This will allow you to pull in data from another XML file without having to define a separate data set.
Just changing the values of the URL or XPath won't cause the data to reload. Use the loadData() function to load the new data.
Load Employees 2 | Load Employees 3
| Last Name | First Name | Phone |
|---|---|---|
{lastname} |
{firstname} |
{phone} |
The current URL for the data set is: "../../data/employees-01.xml"
In the above example, 'employees-3.xml' does not have a 'phone' node, so we use spry:if to hide the column if undefined.
XPath can also be set to refine the data set. Be aware that changing the XPath will change the data references that are available to the data set. Ensure that undefined data references are dealt with.
| Last Name | First Name |
|---|---|
{lastname} |
{firstname} |
Last Name only | First Name only | Original
The current XPath for the data set is "employees/employee".


Desktop publishing software
Many desktop publishing packages and web page editors now.
$406,602 Exclude Tax
$406,602 Exclude Tax
Applicant's CV
Job Description
It is a long established fact that a reader will be distracted by the readable
content of a page when looking at its layout. The point of using Lorem Ipsum is
There are many variations of passages of Lorem Ipsum available, but the majority
have suffered alteration in some form, by injected humour, or randomised words
which don't look even slightly believable.


A typical TPC for intertidal organisms. TPC is divided into different performance categories to identify the levels of thermal stress. This TPC has its sub-optimal range from 0°C to 21.2°C; optimal range is from 21.2°C to 30.1°C with optimal temperature (T opt) at 28°C; sub-lethal range from 30.1°C to 35°C and finally high lethal temperature is >35°C.


This site is a basic showcase of Twitters OAuth authentication method. If you are having issues try clearing your session.
Links: Source Code & Documentation | Contact @abraham
$u"; } } else { print_r($content); }?>


A demo site about life, universe...and JavaScript
.whole
.half
.half
.one-third
.two-thirds
.one-quarter
.three-quarters
.one-fifth
.four-fifths
.two-fifths
.three-fifths
.golden-large
.golden-small
Nested grids also work, but the markup gets gnarly pretty quickly.
Gridception!
★
Gridception!
★
★
Gridception!
★
★
★
★
★
You have two main options for using Gridism in your project.
Download the ZIP, extract the source code, and copy gridism.css
into your project’s directory.
Of course, you could also clone the repository using your terminal, or even add it as a submodule of your project.
Once you’ve acquired the Gridism source code, there’s a couple of other things you’ll probably want to do.
Add the following stylesheet to the <head>
section of your project’s HTML. If you didn’t use Bower, you may need to adjust the path to the CSS file to match your file structure.
<link rel="stylesheet" href="bower_components/gridism/gridism.css">
Set the scale of your viewport to the width of the device. Placing the following tag in the <head>
of your HTML ensures the viewport doesn’t load zoomed-out on mobiles and tablets.
<meta name="viewport" content="width=device-width,initial-scale=1">


--- layout: page title: "Archive" description: "Travel back in time" header-img: "img/archive-bg.jpg" comments: False nav: True --- {% for post in site.posts %}