text:
This article introduces Weka and simple classification methods for data science. It starts with an introduction to basic data mining and classification principles and provides an overview of Weka, including the development of simple classification models with sample data. Then it will introduce the Java™ programming environment with Weka and show how to store and load models, manipulate them, and use them to evaluate data. Finally, this article will discuss some applications and implementation strategies suitable for the enterprise environment. With this basic information, a data analyst should be able to turn a collection of training data into a functioning model for real-time prediction.
"Weka is an open source program for machine learning written in the Java programming language .... Weka has a utilitarian feel and is simple to operate. "
James Howard
Real-time classification of data, the goal of predictive analytics, relies on insight and intelligence based on historical patterns discoverable in data. These patterns are presumed to be causal and, as such, assumed to have predictive power. That predictive power, coupled with a flow of new data, makes it possible to analyze and categorize data in an online transaction processing (OLTP) environment.
Machine learning, at the heart of data science, uses advanced statistical models to analyze past instances and to provide the predictive engine in many application spaces. These statistical models include traditional logistic regression (also known as logit), neural networks, and newer modeling techniques like RandomForest. These models are trained on the sample data provided, which should include a variety of classes and relevant data, called factors, believed to affect the classification. Models like this are evaluated using a variety of techniques, and each type can serve a different purpose, depending on the application. The simplest application domains use classification to turn these factors into a class prediction of the outcome for new cases. The prediction can be true or false, or membership among multiple classes.
Classification methods address these class prediction problems. The most familiar of these is probably the logit model taught in many graduate-level statistics courses. The example in this article will use the RandomTree classifier, included in Weka. The RandomTree is a tree-based classifier that considers a random set of features at each branch. It has few options, so it is simpler to operate and very fast. The RandomTree classifier will be demonstrated with Fisher's iris dataset. Fisher used a sample of 150 petal and sepal measurements to classify the sample into three species. This dataset is a classic example frequently used to study machine learning algorithms and is used as the example here.
Using Weka
Weka is an open source program for machine learning written in the Java programming language developed at the University of Waikato. Coming from a research background, Weka has a utilitarian feel and is simple to operate. Upon opening the Weka, the user is given a small window with four buttons labeled Applications. Everything in this article is under Explorer.
Figure 1. The Weka startup box
After selecting Explorer, the Weka Explorer opens and six tabs across the top of the window describe various data modeling processes. In addition to the graphical interface, Weka includes a primitive command-line interface and can also be accessed from the R command line with an add-on package. Start with the Preprocess tab at the left to start the modeling process.
Figure 2. Opening a data file in Weka
The iris dataset consists of five variables. Two describe the observed petal of the iris flowers: the length, and the width. Two describe the observed sepal of the iris flowers: also the length and the width. The last variable in the dataset is one of three species identifiers: setosa, versicolor, or virginica. There are 50 observations of each species. Generally, the setosa observations are distinct from versicolor and virginica, which are less distinct from each other. However, many machine learning algorithms and classifiers can distinguish all three with a high accuracy. The iris dataset is available from many sources, including Wikipedia, and is included with the example source code with this article.
Weka can read in a variety of file types, including CSV files, and can directly open databases. Because Weka is a Java application, it can open any database there is a Java driver available for. It also includes a simple file format, called ARFF, which is arranged as a CSV file, with a header that describes the variables (see Resources). The iris dataset is available as an ARFF file. To read in a file, start Weka, click Explorer and select Open file. This will make the file the current dataset in Weka. Only one dataset can be in memory at a time.
In the case of the iris dataset, the species is the classification of the data. Weka automatically assigns the last column of an ARFF file as the class variable, and this dataset stores the species in the last column. Therefore, no adjustments need to be made initially. To train an initial model, select Classify at the top of the screen. The model type, by default, is ZeroR, a classifier that only predicts the base case, and is therefore not very usable. To change the model to train, click Choose from the top left-hand side of the screen, which presents a hierarchical list of classifier types. Choose from trees the type RandomTree to train a basic tree model. Click Start to start the modeling process.
Figure 3. Starting the modeling process
After a few seconds, Weka will produce a classifier. The classifier is
listed under Results List as
trees.RandomTree with the time the modeling process
started. Weka will keep multiple models in memory for quick comparisons.
It will also display in the box Classifier output some
model performance metrics, including the area under the ROC curve and a
confusion matrix for the classifier. The example uses 10-fold
cross-validation for testing. Each classifier has distinct options that can be
applied, but for this purpose, the model is good enough in that it can
correctly classify 93 percent of the examples given. Save the model by
right-clicking on the classifier result and selecting Save
model. The default model extension is .model
when saved. The entire process can be clicked through for exploratory or
experimental work or can be automated from R through the RWeka
Figure 4. Saving a model
Working with the Classifier
From here, the saved model can be reloaded in Weka and run against new data. The more interesting option, however, is to load the model into Weka through a Java program and use that program to control the execution of the model independent of the Weka interface. This gives Weka a distinct advantage since Java is usually available within database and OLTP environments, such as Oracle, without modification. Additionally, Weka provides a JAR file with the distribution, called weka.jar that provides access to all of Weka's internal classes and methods.
This process begins with creating a Weka classifier object and loading the
model into it. The classifier object is an abstract interface within Java,
and any of the Weka model types can be loaded in to it. This advantage
means the same code can execute a logistic regression, a support vector
machine, a RandomForest, or any other classifier type supported by Weka.
These models can also be exchanged at runtime as models are rebuilt and
improved from new data. After the model is loaded into the
object, it is fully functional and ready for
classification tasks.
This process is shown in the constructor for the Iris
The class includes an instance variable of type Classifier
called classModel
to hold the classifier
The class also includes an instance variable of type string
called classModelFile
that includes the full path to the
stored model file. This model is stored as a serialized Java object. The
stored model file can be deployed as a JAR file, the file is
opened with getResourceAsStream()
, and it is read using Weka's
static function: SerializationHelper.read()
. This returns the
model file as a Java Object that can be cast to Classifier
and stored in classModel
. At this point, the classifier needs
no further initialization.
Using the Classifier
With the classifier loaded, the process for using it can depart from the
general approach for programming in Java. Weka is designed to be a
high-speed system for classification, and in some areas, the design
deviates from the expectations of a traditional object-oriented system. It
provides its own implementation of vectors (FastVector) and measurement
sets for classification (Instance). These objects are not compatible with
similar objects available in the Java Class Library. That complicates
using them. In the provided example, the classifySpecies()
method of the Iris
class takes as a single argument a
object (from the Java Class Library) with both
keys and values of type String
. This structure allows callers
to use standard Java object structures in the classification process and
isolates Weka-specific implementation details within the Iris class.
The classifySpecies()
method must convert the
object it receives from the caller into an object
Weka can understand and process. Weka operates on objects called
s, provided within the weka.core package. The
object includes a set of values that the classifier
can operate on. Alternatively, the classifier can be trained on a
collection of Instance
objects if the training is happening
through Java instead of the GUI. However, the relationship between the
feature metadata, such as names, and the values are not stored in the
object. The particulars of the features, including
type, are stored in a separate object, called Instances
which can contain multiple Instance
objects. An Instance must
be contained within an Instances
object in order for the
classifier to work with it. The Instances
object is also
available in weka.core.
A major caveat to working with model files and classifiers of type
, or any of its subclasses, is that models may
internally store the data structure used to train model. However, there is
no API for restoring that information. So a class working with a
object cannot effectively do so naively, but
rather must have been programmed with certain assumptions about the data
and data structure the Classifier
object is to be applied to.
This caveat underlies the design of the classifySpecies()
method in the Iris
class. Several design approaches
are possible. For instance, the class may initialize the data structure as
part of the Iris
class constructor. In this example, the
setup takes place at the time of classification. This is reasonable if the
implementation does not require a high-speed response and it will only be
called a few times.
The classifySpecies()
method begins by creating a list of
possible classification outcomes. In the case of the iris dataset, this is
a list of three species included in the original dataset: setosa,
versicolor, and virginica. These are each added to a
object by using the FastVector's
method. Then, once the potential outcomes are
stored in a FastVector
object, this list is converted into a
nominal variable by creating a new Attribute
object with an
attribute name of species
and the FastVector of potential values as the
two arguments to the Attribute
constructor. The
must contain
the outcomes list in the same order they were presented in the training
set. From the ARFF file storing the initial iris measurements, these are:
@attribute Species {'setosa','versicolor','virginica'}
And in Java, the potential species values are loaded in the same order:
dataClasses.addElement("setosa"); dataClasses.addElement("versicolor"); dataClasses.addElement("virginica");
After the species classes are prepared, the classifySpecies()
method will loop over the Dictionary
object and perform two
tasks with each iteration:
- It will assemble a collection of keys,
which are aggregated into a second
object, using theFastVector's addElement()
method. ThatFastVector
object contains all the feature names to be supplied to theClassifier
object. - It will get the value associated with each key. The values are
floating-point numbers stored as strings, so they must be converted to a
floating-point type, double in this case. An array of doubles holds each
value as it is returned from the
The array needs to hold the number of elements in the Dictionary
object, plus one that will eventually hold the calculated class.
Similarly, after the loop executes, the species Attribute
created at the start of the function, is added as the final element of the
attributes FastVector
The next step is to create the final object the classifier will operate on.
This is a two-step process involving the Instances
class and
class, as described above. The process begins with
creating the Instances
object. The first argument to the
constructor is the name of the relationship. For a data instance to be
classified, it is arbitrary and this example calls it classify. The
second argument to the constructor is the FastVector
containing the attributes list. The final argument is the capacity of the
dataset. In this example, the capacity is set to 0. After the
object is created, the setClass()
method adds the species
object as a new attribute that will
contain the class of the instances.
Finally, the data should be added to the Instances
This example will only classify one instance at a time, so a single
instance, stored in the array of double values, is added to the
object through the add()
method. The
example adds an anonymous Instance
object that is created
inline. The first argument to the Instance
constructor is the weight of
this instance. The weight may be necessary if a weighted dataset is to be
used for training. On classification tasks, the weight is irrelevant. So
it is set to 1. The second and final argument to the constructor is the
double array containing the values of the measurements. The class of the
instance must be set to missing, using the setClassMissing()
method to Instance
With the classifier and instance prepared and ready, the classification
process is provided by two potential classification methods of the
object. One, classifyInstance()
returns a double representing the class of an object, either true or
false, numerically. The second is distributionForInstance()
which returns an array of doubles, representing the likelihood of the
instance being a member of each class in a multi-class classifier. Because
this is a multi-class classifier, the example uses
, which is called on the instance
within the Instances
object at index 0. With the
distribution stored in a new double array, the classification is selected
by finding the distribution with the highest value and determining what
species that represents, returned as a String
Implementation specifics
The implementation of the classifier included herein is designed for
demonstration. As such, it operates on a standard Java object type
) and returns the classification in a simplistic
form: a String
object. Two drivers are provided. The class
provides a command-line interface to the
classifier with the feature set specified on the command line with the
name followed by an equal sign and the value. In addition, a JUnit
regression test is provided that looks at six combinations of iris
measurements to classify them correctly. Specific examples known to
predict correctly with this classifier were used. Both drivers, however,
provide an opportunity to examine how one of these processes can operate
in real time. These iris measurements were created at random based on the
original training measurements.
However, there is no reason the Iris
object must expect a
object. Since it includes a translation process as
part of the classification method, the object containing the item to be
classified can be any structure convenient to the implementation or the
programmer, provided the internal structure of the object to be classified
can be recreated from the storage form. If speed is a concern, a caller
can operate with the Classifier
object directly and pass it
values directly. However, the architecture of the caller will suffer from
reduced abstraction, making it harder to use different models from within
Weka, or to use a different classification engine, entirely. Finding the
right balance between abstraction and speed is difficult across many
problem domains. This application is no exception and abstraction was
selected for demonstration purposes.
This article has provided an overview of the Weka classification engine and shows the steps to take to create a simple classifier for programmatic use. This example can be refined and deployed to an OLTP environment for real-time classification if the OLTP environment supports Java technology. It can also be used offline over historical data to test patterns and mark instances for future processing. The basic example's abstraction can be reduced in favor of speed if the final application calls for it. With the information included, it is possible to create a solid classifier and make any necessary changes to fit the final application.
Description | Name | Size |
iris dataset to demonstrate RandomTree classifier | Irises.zip | 16KB |
- Learn more about the Weka data mining software in the Java language.
- Find resources about the simple file format ARFF.
- Data mining is the talk of the tech industry, as companies are generating millions of data points about their users and looking for a way to turn that information into increased revenue. Check out Data mining with Weka.
- Weka requests that all publications about it cite the paper titled "The Weka Data Mining Software: An Update," by Mark Hall, Eibe Frank, Geoffrey Holmes, Bernhard Pfahringer, Peter Reutemann, and Ian H. Witten.
- Read the details about ARFF, so you can load your data into Weka.
- Learn more about big data in the developerWorks big data content area. Find technical documentation, how-to articles, education, downloads, product information, and more.
- Find resources to help you get started with InfoSphere BigInsights, IBM's Hadoop-based offering that extends the value of open source Hadoop with features like Big SQL, text analytics, and BigSheets.
- Follow these self-paced tutorials (PDF) to learn how to manage your big data environment, import data for analysis, analyze data with BigSheets, develop your first big data application, develop Big SQL queries to analyze big data, and create an extractor to derive insights from text documents with InfoSphere BigInsights.
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text:
The older ones with "4th layer" technology had it written on the box, "4th layer", quite prominent and good to see on the box.
On the boxes of the new films there is no hint to this technology any more.
Best regards,
Printable View
I can confirm what Gerhard Popp said, having been myself, involved in the work on green spectral sensitization and coating of negative films. Although he was not head of that division when I was in it, we were working with that problem many years ago and found it to be quite correctable without an extra layer.
However, some Kodak films did have what was essentially an extra layer in the sense that the fast and slow components of the C and M layer were coated in separate operations to improve speed and grain.
Fuji was constrained from some of these approaches due to existing Kodak and Agfa patents.
Dear Ron,
thanks for the additional information, very interesting.
I quoted from the interview, which was published short after he had retired. They wrote he was head of this division before. But you surely know that much better.
So perhaps some of these patents have now ended, and Fuji can go in this direction?
Best regards,
IDK the specific patents, but knowing the approximate dates were in the 80s, I would assume they are expired now.
Kodak Ektapress 1600 (Gold II?) gave natural results with sodium vapor lighting, fluorescent illumination and also compact fluorescent lamps, as my recent scans of negatives from 1996 have shown. It is a pity that this film has been discontinued.
The new Fujicolor films give essentially the same results with such light sources as the earlier 4-layer types. But I assume that of the 4th-layer technology, initially integrated into Reala 100, the patent has expired now.
hmm, i have a lot of rolls of Superia XTRA 800 (4th layer tech), works great exposed @ 640.
Very interesting. Now, what about Fuji Super HG 200? I always assumed it was the same as Superia, but it's all I can ever find locally.
So can someone point out this extra layer they call/called "4th layer"? I don't see the difference in the structure they list on data sheets from one to the other.http://i49.photobucket.com/albums/f2...g?t=1246031878
So the gist of this, is that the 4th layer, solved some problems with the existing chemistry, and was used as an interim solution whilst the emulsion chemistry improved to a point that this layer was redundant.
Sounds like a plan to me

subset: commoncrawl


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Puma Suede Classic Trainer $83.50
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text:
Unlock the entire Houzz
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text:
Definition of ABR testABR test: Auditory brainstem response test. An automated test for hearing and brain (neurological) functioning that is performed by applying wires to the skin around the ear. ABR may be used in the evaluation of:
The ABR test involves attaching electrodes to the head to record electrical activity from the auditory nerve (the hearing nerve) and other parts of the brain. Also known as brainstem auditory evoked potentials (BAEP). Source: MedTerms™ Medical Dictionaryhttp://www.medicinenet.com/script/main/art.asp?articlekey=10755 Last Editorial Review: 9/20/2012 Medical Dictionary Definitions A - ZSearch Medical Dictionary
From WebMD
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text: Pregnancy > Labor & Delivery Shocking Confessions From the Delivery Room What happens in the delivery room, stays in the delivery room. Except for these uncensored and wild labor stories Bumpies fessed up to! Photo: Thinkstock / The Bump "I projectile-vomited on my midwife -- we all laughed hard. It's gross, I know, but to this day she says I laughed the baby out." -- hungouttobuy"During delivery my husband and my doctor were talking about sports and breakfast. I wanted to say, 'Hello! Delivering here. I'm hungry too, so shut up!'" -- Kristi O."There was a 5.7 earthquake happening when I was in the middle of labor!" -- momversation"I had to fight with the nurses to keep my bra on -- I won, by the way." -- Karen B."I was given sleeping pills, and instead of falling asleep, I started hallucinating -- Harry Potter and Dumbledore wouldn't leave me alone." -- Darlene L."The doctors were talking about their vacations while they stitched me up after my c-section -- like I wasn't there." -- Katie"My husband fell asleep while holding up one of my legs when I was pushing." -- Jen"There was a tornado warning, and the doctors had my bed pushed away from the windows and positioned near an open doorway in case I had to go into an interior hallway to deliver." -- Diane F."As soon as the baby came out, I had a very desperate craving for cake!" -- Salma Z."My baby peed on the nurse as they were prepping to cut the cord -- it was a perfect arch that went over me and onto the nurse." -- Tabitha Plus, more from The Bump: Craziest Places Moms Went Into Labor He Said WHAT in the Delivery Room? Incredible Photos of Childbirth! -- Sarah Yang See More: Labor and Delivery , Pregnancy Health Previous Article: Natural Birth Stories Next Article: Surprise! Good Things Happen During Labor Saving up for Baby Get the lowdown on just how much baby's going to cost -- and learn how to save up now. Craziest Places Moms Went Into Labor Where will you be when you realize it's time? Bumpies share their crazy stories. Workouts You'll Love Fun (yes, fun!) exercises to help you stay in shape during your pregnancy. popular questions Q&A: Morning sickness tips? Q&A: Do I need a birth plan? Q&A: Registering for baby? recently added questions Plus-Size Maternity Clothing Q&A What Happens at Baby's One-Month Checkup? When Can I Switch Baby From the Infant Car Seat to a Convertible?


text:
Association against poverty in Belgium: Coat
People who have less than 777 euros a month can't afford to follow the latest fashion trends. And in our society people are often excluded because off their appearance. The Flemish Network of associations for the poor is doing everything possible to raise the minimum w age. Visit www.vlaams-netwerk-armoede.be for more information.
Advertising Agency: VVL BBDO, Belgium
Creative Directors: Jan Baert, Jan Dejonghe
Art Director: Henry Verstraete
Copywriter: Sam De Win
Typographer: Christophe Malotaux
Published: December 2007
11 comments
what?! who cares about being on the forefront of fashion trends if you're really poor? Is a moderately priced t-shirt going to ostracize you from society if it's not an expensive designer brand or something?
trying to raise the minimum wage is good,
but for the sake of keeping trendy?
i know.. its a terrible message.
we will race minimun wage so you can enjoy the power of the red tags!
Boring. And there's no call to action - it's simply chest-beating for the mentioned company.


text:
July 2011
This page has been automatically translated from French into English by a translation software. Automatic translations are not as accurate as translations made by professional human translators. Nevertheless these pages can help you understand information published by the City of Brussels.
- Discovering Brussels for children
- Brusseleir from July-August 2011 available
- Book 'Bruxelles - Brussels - Brussel'
- City destroys giant hogweed at Heysel
Boulevard Jacqmain and Max in one-way direction
Since 9 December 2014, the Boulevard Emile Jacqmain and the Boulevard Adolphe Max are only accessible in one-way direction.


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Concertgebouw and Liu, Tonight at 7
Hear the orchestra voted the world's finest with the rising Taiwanese conductor Shoa-Chia Liu in Stravinsky's Rite of Spring and Debussy's Images at 7 pm on IPR Classical. Liu, who was music director of the Hannover State Opera and now heads the National Symphony Orchestra of Taiwan, has been called "exceptionally gifted" and a "master of nuance" by the German press. As for the Royal Concertgebouw, it came in #1 in a 2010 Gramophone poll of international critics. The concert comes to us from SymphonyCast.
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Junior Member
Lee Alphonse
Jungle kitty is best kitty and building bonetooth out of other items sounds awesome. Really hoping that my favorite champion becomes jungle viable after these reworks, keep it up!
Senior Member
I really like that out of the box idea of giving your teammate a bola strike to snare your enemy (b^_^)b. I do have an idea for a rework of rengar's ult, why not have rengar's ult reworked to have an invisible net trap that can be placed anywhere on the ground (with a max of 3 traps). These traps can be destroyed with 5 auto-attacks (by trapped target or teammate), gives rengar a global ability to jump to target location ( which can also be used against him for counter-ganks).
I really like the VO part of the ulti, but like other people pointed out I really think the mark is a bad choice. The VO should be enough, the whole point of Rengar is that you can ulti and get past wards and gank a lane, but unlike Nocturne or Eve, who can close this gap fast this might take 3~4 seconds to get in range of the enemy, and with these current changes once the enemy hears/sees the warnings he has those 3~4 seconds to back off and run to his turret. I think having a Global VO is enough, this way everyone knows that Rengar is "on the hunt" and if you are over extended this is your time to back off, but if its kept as it is now you are just pointing a huge sign over the persons head screaming RENGAR IS COMING TO GET YOU, BACK OFF. Also if these current changes play out, it will be super easy to counter Rengar. Once you see the sign just plant a pink ward where you stand and run back to your turret, this way you have 3~4 seconds to run back and you can see him before he gets in range to grab you. Edit: Another thing that came to me, Rengar is the UNSEEN predator, those changes will ruin it. The whole point of the UNSEEN predator is the feeling of jumping innocent people out of no where, the VO is a nice while its global because it strikes fear into people, but once you put a huge sign over someones head telling him RENGAR IS COMING you are kinda taking the whole jump by surprise unseen and unknown part of Rengar. This change will really ruin the FEEL of rengar for me and will make his stealth less of a go-around-enemy-team-strike-the-squishy and more of a use to get more ferocity/run away/chase someone who already knows your are chasing him.


text:
Dungeon Siege III: Treasures of the Sun
missing cover art |
Published by Developed by Released Platforms |
Treasures of the Sun is downloadable content (DLC) for Dungeon Siege III. It adds new content that supplements the main quest. You get to travel to an all-new environment: the Aranoi Desert with an all new quest line, characters, items, monsters, and dungeons to explore. The DLC also has features that can be used in the main game including enchanting and three new ultimate abilities. The quest of Treasures of the Sun brings you to an abbey in the middle of the desert to solve the mystery of the greatest treasure of the Azunite faith.The DLC is accessed from the main story path (in the Stonebridge Chapterhouse or before the final boss area), and can take around 3-5 hours to complete.
There are no screenshots for this game
Part of the Following Groups
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text:
Calendar by Location
City Center
Green Gulch
Full Calendar
Classes & Extended Courses
Dharma Talks
Practice Groups
Practice Periods
Saturday Program
Sitting Meditation & Sesshins
Special Events & Exhibits
Art Exhibit, January 2015: Observations
Art Exhibit, February 2015: Reflections on the Middle Way
Art Exhibit Reception: Reflections on the Middle Way, by Jenny Lynn Hall, CC 2/6
How Clinging to Gender Identity Subverts Enlightenment (Advanced Buddhist Studies Lecture Series), CC 2/13
Presidents' Day Holiday, 2/16
Just This Is It: Dongshan and the Practice of Suchness (Advanced Buddhist Studies Lecture Series), CC 3/19
Spring Interim, CC 3/30 - 4/4
Painting Enlightenment: The Art and Science of the Heart Sutra (Advanced Buddhist Studies Lecture Series), CC 4/24
Memorial Day Holiday, 5/25
Mindfulness and Compassion: The Art and Science of Contemplative Practice (SFSU Conference), 6/3 - 6/7
What Does Buddhism Have to Do with Black People? (MoAD lecture, 6/6)
Three-Day Interim, CC 6/15 - 6/17
Independence Day Holiday, July 3 & 4
Summer Residents' Retreat: Changes to Public Schedule, CC 7/25 - 8/1
Summer Interim, CC 8/24 - 8/29
Labor Day Holiday, 9/7
Thanksgiving Holiday Schedule, CC 11/25 - 11/27
Three-Day Interim, CC 12/7 - 12/9
Winter Interim, CC 12/24 - 12/31
Christmas Holiday, 12/25
New Year's Eve at City Center
About Us
Apprenticeship Programs
Bienvenidos a City Center
Conference Center
Outreach & Volunteers
Visits & Stays
Zen Meditation & Practice
City Center
Special Events & Exhibits
Summer Solstice Ceremony, CC 6/21, 11:15 am
Saturday, June 21, 2014
11:15 am
Ceremony follows the morning dharma talk and is open to everyone.
Words of the season are offered in the equinox and solstice ceremonies, usually outdoors in the courtyard.


text:
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Maria Smith (Age: 27)
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Kenai Library adds Spanish language storytime
21.10.2012 [Kenai Peninsula Online] - This material may not be published, broadcast, rewritten or redistributed. Faby Peck leaned forward, putting herself at eye level with Maria Smith. She waved the hands of a brightly colored puppet and coaxed a verbal 'Hello' from the girl "Can you wave
Google News: Romeo brings energy and spirit to its Homecoming
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Main draw begins at USTA Tennis Classic of Troy
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USTA Tennis Classic of Troy honored for 10 years
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Twitter Posts: Vicki Fleming (MannersTalk)
2012.07.22 RT @your15minradio: Join us on Your15Minutes Radio Network Weekend Rewind with 85% Niche Author Miriam Muley and Maria Smith of La... http://t.co/SnnhJQI0
Wikipedia: Granny Smith - Wikipedia, the free encyclopedia
The Granny Smith is a tip-bearing apple cultivar, which originated in Australia in 1868. It is named after Maria Ann Smith, who propagated the cultivar from a chance
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Rugby player hospitalised after fall
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Lokala band tolkar The Beatles
05.10.2012 [Helsingborgs Dagblad] - När Maria Smith och Victor Thell letade sig igenom The Beatles repertoar fastnade de direkt för "Here comes the sun". – Det är en väldigt hoppfull låt, säger Maria Smith. Beatles-medlemmen George Harrison plitade ner texten sittandes under ett träd i
Pinned driver dies in late night accident
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Shrewsbury High School hosts All-Class Reunion
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Smith Eileen Maria | lifenews.ca
SMITH, Eileen Maria Peacefully at Billings Court Manor on July 12, 2011. Beloved mother of Eileen Svensson (David), Larry (Trudy), Brian, ...
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esta pocion de terreno de 2440metros cuadrados pertenese a maria smiths frente pepillos garsia al lado el mocano y detras antonio tal otro lado la careterra...
Maria Smith & Brian Meade - Wedding Registry
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Oops! The Economist Fixes Its New Ranking | Poets and Quants
05.10.2012 Anyways, i respect both of y'all's opinion. MBA over 30- would be nice to be classmates with you next fall :). http://www.facebook.com/profile.php?id=100001984920680 Maria Smith. Nice post about MBA. Follow Us Twitter ...
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I would like to thank you for the wedding band that I purchased earlier this month. My fiance almost cried when she saw it. The band fits perfectly with...Read More ->
Dear Joshua's crew, We just received our matching wedding bands (hhsd-215) and they are beautiful!!!! Thank You so much for getting them here on time and...Read More ->
I wear a size 14 ring-not easy to find. Joshua's gave me a perfect fit and the attention to detail was so great that I just ordered a second ring for my...Read More ->
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European Cetacean Society:ecology and feeding
From OpenWetWare
Contents |
Ecology and Feeding
This is the page for research on XXX for members of European Cetacean Society (or ECS for short) and anybody else, who is interested or knowledgeable in this topic.
Topics in this community
Any can be added by you, if you feel the need.
Current procedures
Running questions
Any unsolved questions, mysteries
Labs | Post-Docs | Grad Students | Research Assistants |
Here should be any announcement for this group
Techniques should be described on the relevant pages and linked TO FROM here


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- China, Beijing, Shanghai, Guangzhou, Shenzhen, other Chinese cities
TEACH ANYWHERE IN CHINA. 60 cities, 205 schools, great package, 14 ESL certifications, and more.
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- Positions: 15
Details of Position
EF English First is the worlds leading privately owned education company. Founded in 1965, EF operates in over 50 countries around the world. We have vacancies for teaching positions across China so if you prefer the fast paced city life like Shanghai, or want to be immersed in the more traditional culture of a smaller city, we probably have the position for you. We have both Kids & Teens schools and Adult schools in over 60 Cities in China.
Teaching at English First
At English First, youll be provided the resources to become the best teacher you can be. Our new and colorful classrooms offer state-of-the-art technology including internet connected computers, Interactive Whiteboards and iPads. We also offer a world-class teaching development program with certification courses exclusively for our teachers.
Join the EF Teacher Network today.
Join a supportive community of EF staff and teachers from day 1. Were here to provide the support you need every step of the way, from preparing your legal work visa to airport pickup. Learn how to order food in Chinese with our free language classes or attend a teacher social at a downtown bar. Theres so much to experience living abroad and youll experience it to the fullest with EF.
A TEFL Certification (EF TEFL Sponsorship available)
Native English speaker
The ability to obtain a clear background check
Salary and Benefits
12,000 - 13,500 RMB monthly, based on qualifications
8,000 RMB annual flight allowance
Sponsored legal Z work visa
10,000 RMB salary advance available
Health insurance
10 paid annual leave days plus 11 national holidays
Airport pick-up upon arrival
Free hotel accommodation during your first two weeks at EF English First
ESL certification programs including Cambridge TKT, Trinity CertTESOL, Trinity, DipTESOL and Cambridge IDLTM
Free Mandarin Chinese lessons
Company Details
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EF English First
More Company InformationCompany Information
EF English First is part of EF Education First, the world's largest privately owned educational organisation. EF Education was founded by Bertil Hult in Lund, Sweden in 1965. Since 1965 our mission has remained the same: to bridge cultural gaps and tear down language barriers by providing quality language instruction and educational travel. Today, EF Education First is a multi-national company with over 100 offices in 51 countries. Today 3,000 staff and 23,000 teachers help people of all ages and nationalities explore the world in which they live. Every year we encourage about two million people to expand their own personal horizons and learn a language with EF.
- Address:
258 Tongren Road
- Telephone:
- (8621) 6133 6422
- Fax:
- (8621) 6133 6080
- Website:
Click here to visit the EF English First website
- Contact person:
- EF English First, Teacher Recruiter
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Medical Marijuana Dispensary To Open In Eloy, Arizona
ELOY, Ariz., March 22, 2013 /PRNewswire/ -- Jamestown Center, located at 3755 W. Houser Rd., Eloy, Arizona 85131, is an Arizona state approved medical cannabis dispensary opening soon. Located between Phoenix and Tucson off I-10 at Exit 203 Toltec Rd, Jamestown Center will serve the surrounding areas of Eloy, Casa Grande, Maricopa, Coolidge, Florence, Marana as well as the Phoenix and Tucson areas. Jamestown Center will dispense lab tested cannabis to qualifying patients in Arizona. The ownership of Jamestown Center consists of 3 pharmacists and a biochemist. "Our mission is to treat our patients like our friends and family," states Edward, President of Jamestown Center.
(Photo: http://photos.prnewswire.com/prnh/20130322/LA82188)
Working closely with Jamestown Center's medical director, a specific cannabis strain will be recommended based on each patient's medical condition. Patients will be followed to ensure correct dosing, route of administration and desired affects are achieved. Side effects will also be monitored. Alex, the Vice President of Jamestown Center, comments, "We, as pharmacists, are already in the business of patient care. Our group has a combined 60+ years of caring for patients."
Our Eloy general manager, Susan, adds, "We are excited to be the first dispensary in Pinal County to receive Approval to Operate from Arizona Department of Health Services."
Arizona patients - Jamestown Center looks forward to serving you and hopes you will look to us as your dispensary for your medical cannabis. Go to Jamestowncenter.com for details of our opening. SOURCE Jamestown CenterCheck Out Our Best Services for Investors
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The state Board of Elections on Friday approved language for a redistricting amendment in the November elections, with good-government advocates expressing disappointment in the result.
"This language is intended to be confusing and misleading, which is in direct violation of the statutory directive to offer a 'concise' explanation," said Susan Lerner, executive director of Common Cause of New York, in a statement released by the organization.
"When they go to the polls in November, voters will unfortunately be subjected to another year of political manipulation."
Changes were submitted by elections board member Andrew Spano, on behalf of Citizens Union and the League of Women Voters, Common Cause representatives said.
Spano was appointed to the board by Gov. Andrew Cuomo in April.
A phrase establishing the state Legislature as the default redistricting body if the redistricting commission's plan is not legislatively enacted was removed because of the word "default," the statement said.
The commission ignored Common Cause's objections to describing the legislatively appointed commission as independent because eight of the appointments are made by legislative leaders and two appointments are made by legislative appointees.
Common Cause, the New York Public Interest Research Group, Effective NY and Make the Road New York say the language should be neutral and not slanted toward a yes or no vote.
(c) 2014 Rochester Business Journal. To obtain permission to reprint this article, call 585-546-8303 or email email@example.com.
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Rochester's business leaders have highest overall, future confidence.
Matthew Flanigan aims to build Flower City Habitat for Humanity.
When will downtown retail development gain momentum like the office and housing sectors?
Tender Loving Family Care follows a different model than most of its home care agency peers.
Taren Greenidge says helping Littler Mendelson clients do the right thing is rewarding.
See the 20th anniversary edition of the Forty under 40 supplement.


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Gang Related Review: Crossing the Line
It's getting crazy on Gang Related! Lines are being crossed by gangsters and officers, is anyone in the right?
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How do you create a powerful experience that leaves a mark on your customers? It's an important question that drives large brands and companies to seminar after seminar about experiential marketing and purchasing. Sometimes they get it right and sometimes, despite substantial financial investment, they don't. Which is why we love it when we stumbled on a small, independent that has nailed it. In the crowded market of luxury/boutique travel emerges Pretty Beach House, an exclusive food-lovers Hamptons-esque private beach house resort just outside of Sydney that takes the concept of 'weekend' getaway to a new level.
The resort is made up of three private pavilions; relaxed, non-pretencious and homely beach villas nestled discreetly into a landscape full of hundreds of old gum trees which stand there like living art sculptures. A sense of peace and quiet descends upon you as soon as you arrive, ushering you into instant relaxation-mode. The villas interiors are luxurious but not over the top and feature raw, natural materials which blend in with the more 'designer' elements. Privacy is paramount which is why, we guess, each villa also has its own private swimming pool. There are no TVs in the villas, just a Bose Soundock with iPod and wireless internet (for online-junkies) so there's nothing else to do but slide from day bed to pool and back again in a haze of sedation, facilitated by attentive staff who materialise at your every whim.
The setting may be beautiful but the real thrill begins when it's time to eat. Renowned Sydney chef Steve Manfredi is in charge of the kitchen and largely responsible for the best part of the trip, exporting sophisticated, city fine dining into this laid-back environment. Manfredi often serves guests himself. If anything, the trip to Pretty Beach House is worth it just for this. Where else can you experience one of Sydney's top chefs cooking just for you and a tiny handful of others?
Aside from sleeping (in extraordinary beds, we must note), lazing, eating and drinking, you can wander down to Tallow Beach for a swim and a dose of dolphin watching. Or if you're in search of a slice of adventure you hop into the Pretty Beach House boat or take out a helicopter ride over the area.
For more information check out the site prettybeachhouse.com.au. Mention The Cool Hunter to receive a free upgrade to the tree house villa. - Bill Tikos
Engines, interactive displays, Porsche memorabilia and 80 cars – including prototypes and icons like the 911, all polished to a mirror-sheen – are parked on two floors of pristine, white galleries.
The collection includes a 550 Spyder – the model James Dean was driving when he died in a collision with a Studebaker in 1955.
Other models, like the 917 type Hollywood star Steve McQueen made famous in "Le Mans" and the 928 version Tom Cruise's character in "Risky Business" used to elude trouble, are parked bumper-to-bumper under dazzling spotlights.
Three dramatic concrete pillars support the museum building, designed by the Viennese architecture firm Delugan Meissl, which seems to float above its industrial surroundings.
A handcrafted aluminum recreation of the very first Porsche, a Type 64 'VW Aerocoupe,' shines in the center of the first floor.
Prototypes on display include a 928 model almost long enough for four doors, a 1989 "Panamericana" with odd, frog-like curves and the darling of the museum staff: the 1992 Boxster prototype that won Best in Show at the 1993 Detroit Auto Show.
hopes to lure 200,000 visitors a year to the museum – competition for
the rival Mercedes museum, located a half-hour away in Untertuerkheim,
a Stuttgart suburb. (more visuals over at Autoblog )
For years now we've been hitting the pub with our mates - ordering pint upon pint of beer - and although many of us have a preference for a local brew or a dark malt or an amber, plenty of us have been quite happy ordering the old fallback, a green-necked Heine - and almost everywhere we go, from the smallest desert roadside watering holes to the cosmopolitan lounges and clubs, we can almost be certain Heineken will be available.
So how does a brand, which is recognised worldwide, reengage its consumers and reinvent its story? The US-based BRC Imagination Arts, one of the world's leaders in experiential marketing, has developed the New Heineken Experience - an interactive journey through the history of the brand and the brewing process. The experience is housed in the former Heineken Brewery in Amsterdam.
Visitors to the restored brewery push their senses to the extreme as they see, smell, touch and taste everything that goes into the production - brewing and bottling Heineken beer. A special effects ride allows visitors to immerse themselves into the entire process from conception to completion with interactive exhibits as well as interpretive graphics. With the New Heineken Experience, the company hopes to develop renewed, enduring and personal connections with those of us who have always loved Heineken. - Andrew J Wiener
Following the hugely successful launch of the consulting arm of the site, The Cool Hunter Platinum, the team is excited to announce our newest venture, The Cool Hunter Design, a graphic design studio. For more information contact [email protected]
This one's for all you bike enthusiasts — or those of you who maybe don't know much about the ins and outs of motorcycles, but share a passion for fascinating imagery and maybe even dream every once in awhile about speeding relentlessly down the highway on two wheels.
Australia-based designer, Chris Hunter compiles a daily dose of cool bike images on bikeexif.com.
From BMW airheads to Goldwing bobbers, Hunter pulls together the most interesting biker photographs from around the world. Bike EFIX is the place to see all the best bespoke, custom and even vintage motorcycles for all you design-obsessed bike fan out there.
And Hunter, who has a particular liking for the Italian dream — the Moto Guzzi — is on the right track for attracting those who appreciate new and classic design on two wheels. - Andrew J Wiener


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Study of third-order optical nonlinearities of substituted hydrazones in PMMA
Article first published online: 27 JUL 2010
DOI: 10.1002/app.32691
Copyright © 2010 Wiley Periodicals, Inc.
Additional Information
How to Cite
Vijayakumar, S., Adhikari, A., Kalluraya, B., Sharafudeen, K. N. and Chandrasekharan, K. (2011), Study of third-order optical nonlinearities of substituted hydrazones in PMMA. J. Appl. Polym. Sci., 119: 595–601. doi: 10.1002/app.32691
Publication History
- Issue published online: 27 JUL 2010
- Article first published online: 27 JUL 2010
- Manuscript Accepted: 21 APR 2010
- Manuscript Received: 17 APR 2009
- Abstract
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Fine Art America is one of the largest, most-respected giclee printing companies in the world with over 40 years of experience producing museum-quality posters and prints. All of our posters are produced on state-of-the-art, professional-grade Epson printers.
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As an avid photographer for many years, my tendency is to choose subjects with potential rather than things that look good to begin with and therein lies my challenge. I often look for an odd angle or composition and like most photographers, have become a keen observer. Seeking the unusual and putting a different slant on the very usual are important concepts to me. You are welcome to visit my photography website CHROMATIC VISTA PHOTOGRAPHY ©wdphotografics 2007-2015. All rights reserved. Use of my images for any purpose without written permission is illegal.
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ILR offers many opportunities for alumni and friends to stay connected and participate in the life of the school. Return to campus for an ILR event whenever you can. Take advantage of ILR events in your area—from presentations and panel discussions to receptions, dinners and tailgate parties. Get updates on the latest research and happenings in the field from industry experts, and pursue career-long learning. Meet and hear from current students and ILR faculty. Reconnect with old friends and make some new ones.
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Genre/Form: | Pictorial works |
Additional Physical Format: | Online version: Wright, G.N. (George Newenham), 1790?-1877. Ireland illustrated. London, H. Fisher, Son, and Jackson, 1831 (OCoLC)647016456 |
Document Type: | Book |
All Authors / Contributors: |
G N Wright |
OCLC Number: | 788633 |
Description: | 80 pages 40 plates 30 cm |
Responsibility: | by G. Petrie, R.H.A., W.H. Bartlett, & T.M. Baynes. With descriptions, by G.N. Wright. |
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Grand Forks man injured in Beltrami County accident
A 24-year-old Grand Forks, N.D., man suffered minor injuries in a Saturday night accident off of state Highway 89 east of Grygla.
According to the Minnesota State Patrol out of Thief River Falls:
Shawn A. Klamar was driving a 1967 Ford pickup west on Highway 89 when he swerved to avoid a deer and went off the road into the southern ditch.
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text: Tim McGraw & Faith Hill List Nashville Home For $20M Previous Next « Back to Story Replay 1/19 The superstar duo are selling their 753 acre Tennessee estate for a hefty $20M. The main home has 3 bedrooms and 4.5 baths. « Back to Photos Share Tweet By Stephanie Baghai


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This is a big, dark, rich stout, slightly sweet with hints of chocolate and a slight roast character. And of course the taste of pumpkin and spice. Brewed with TONS of grain and over a bushel of pie pumpkins roasted in house by our own kitchen. This could very well be your new favorite pumpkin beer.
Brewer: C.H. Evans Brewing Company at the Albany Pump Station
Style: Imperial Stout
Alcohol Content: 8.2%
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Definition of InflammationInflammation: A localized reaction that produces redness, warmth, swelling, and pain as a result of infection, irritation, or injury. Inflammation can be external or internal. Source: MedTerms™ Medical Dictionaryhttp://www.medicinenet.com/script/main/art.asp?articlekey=3979 Last Editorial Review: 3/19/2012 Medical Dictionary Definitions A - ZSearch Medical Dictionary
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