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View contracts and agreements
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Contracts and agreements View Sign
Funding claims View Sign
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Roles assigned to you:
- View contracts and agreements
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- View funding claims and reconciliation statements
- Sign funding claims
Requesting roles
You can request more roles by contacting your super user through DfE sign-in.
Your account settings
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- update your contact information
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Manage your users
If you are a super user for your organisation you can:
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Something that is untested is broken.
The origin of this quote is unknown and while it is not entirely correct, it is also not far from the truth. Untested applications make it hard to improve existing code and developers of untested applications tend to become pretty paranoid. If an application has automated tests, you can safely make changes and instantly know if anything breaks.
Flask provides a way to test your application by exposing the Werkzeug test Client and handling the context locals for you. You can then use that with your favourite testing solution. In this documentation we will use the unittest package that comes pre-installed with Python.
First, we need an application to test; we will use the application from the Tutorial. If you don’t have that application yet, get the sources from the examples.
In order to test the application, we add a second module (flaskr_tests.py) and create a unittest skeleton there:
import os
import flaskr
import unittest
import tempfile
class FlaskrTestCase(unittest.TestCase):
def setUp(self):
self.db_fd, flaskr.app.config['DATABASE'] = tempfile.mkstemp()
flaskr.app.config['TESTING'] = True
self.app = flaskr.app.test_client()
flaskr.init_db()
def tearDown(self):
os.close(self.db_fd)
os.unlink(flaskr.app.config['DATABASE'])
if __name__ == '__main__':
unittest.main()
The code in the setUp() method creates a new test client and initializes a new database. This function is called before each individual test function is run. To delete the database after the test, we close the file and remove it from the filesystem in the tearDown() method. Additionally during setup the TESTING config flag is activated. What it does is disabling the error catching during request handling so that you get better error reports when performing test requests against the application.
This test client will give us a simple interface to the application. We can trigger test requests to the application, and the client will also keep track of cookies for us.
Because SQLite3 is filesystem-based we can easily use the tempfile module to create a temporary database and initialize it. The mkstemp() function does two things for us: it returns a low-level file handle and a random file name, the latter we use as database name. We just have to keep the db_fd around so that we can use the os.close() function to close the file.
If we now run the test suite, we should see the following output:
$ python flaskr_tests.py
----------------------------------------------------------------------
Ran 0 tests in 0.000s
OK
Even though it did not run any actual tests, we already know that our flaskr application is syntactically valid, otherwise the import would have died with an exception.
Now it’s time to start testing the functionality of the application. Let’s check that the application shows “No entries here so far” if we access the root of the application (/). To do this, we add a new test method to our class, like this:
class FlaskrTestCase(unittest.TestCase):
def setUp(self):
self.db_fd, flaskr.app.config['DATABASE'] = tempfile.mkstemp()
self.app = flaskr.app.test_client()
flaskr.init_db()
def tearDown(self):
os.close(self.db_fd)
os.unlink(flaskr.DATABASE)
def test_empty_db(self):
rv = self.app.get('/')
assert 'No entries here so far' in rv.data
Notice that our test functions begin with the word test; this allows unittest to automatically identify the method as a test to run.
By using self.app.get we can send an HTTP GET request to the application with the given path. The return value will be a response_class object. We can now use the data attribute to inspect the return value (as string) from the application. In this case, we ensure that 'No entries here so far' is part of the output.
Run it again and you should see one passing test:
$ python flaskr_tests.py
.
----------------------------------------------------------------------
Ran 1 test in 0.034s
OK
The majority of the functionality of our application is only available for the administrative user, so we need a way to log our test client in and out of the application. To do this, we fire some requests to the login and logout pages with the required form data (username and password). And because the login and logout pages redirect, we tell the client to follow_redirects.
Add the following two methods to your FlaskrTestCase class:
def login(self, username, password):
return self.app.post('/login', data=dict(
username=username,
password=password
), follow_redirects=True)
def logout(self):
return self.app.get('/logout', follow_redirects=True)
Now we can easily test that logging in and out works and that it fails with invalid credentials. Add this new test to the class:
def test_login_logout(self):
rv = self.login('admin', 'default')
assert 'You were logged in' in rv.data
rv = self.logout()
assert 'You were logged out' in rv.data
rv = self.login('adminx', 'default')
assert 'Invalid username' in rv.data
rv = self.login('admin', 'defaultx')
assert 'Invalid password' in rv.data
We should also test that adding messages works. Add a new test method like this:
def test_messages(self):
self.login('admin', 'default')
rv = self.app.post('/add', data=dict(
title='<Hello>',
text='HTML allowed here'
), follow_redirects=True)
assert 'No entries here so far' not in rv.data
assert '<Hello>' in rv.data
assert 'HTML allowed here' in rv.data
Here we check that HTML is allowed in the text but not in the title, which is the intended behavior.
Running that should now give us three passing tests:
$ python flaskr_tests.py
...
----------------------------------------------------------------------
Ran 3 tests in 0.332s
OK
For more complex tests with headers and status codes, check out the MiniTwit Example from the sources which contains a larger test suite.
Besides using the test client as shown above, there is also the test_request_context() method that can be used in combination with the with statement to activate a request context temporarily. With this you can access the request, g and session objects like in view functions. Here is a full example that demonstrates this approach:
app = flask.Flask(__name__)
with app.test_request_context('/?name=Peter'):
assert flask.request.path == '/'
assert flask.request.args['name'] == 'Peter'
All the other objects that are context bound can be used in the same way.
If you want to test your application with different configurations and there does not seem to be a good way to do that, consider switching to application factories (see Application Factories).
Note however that if you are using a test request context, the before_request() functions are not automatically called same for after_request() functions. However teardown_request() functions are indeed executed when the test request context leaves the with block. If you do want the before_request() functions to be called as well, you need to call preprocess_request() yourself:
app = flask.Flask(__name__)
with app.test_request_context('/?name=Peter'):
app.preprocess_request()
...
This can be necessary to open database connections or something similar depending on how your application was designed.
If you want to call the after_request() functions you need to call into process_response() which however requires that you pass it a response object:
app = flask.Flask(__name__)
with app.test_request_context('/?name=Peter'):
resp = Response('...')
resp = app.process_response(resp)
...
This in general is less useful because at that point you can directly start using the test client.
New in version 0.4.
Sometimes it is helpful to trigger a regular request but still keep the context around for a little longer so that additional introspection can happen. With Flask 0.4 this is possible by using the test_client() with a with block:
app = flask.Flask(__name__)
with app.test_client() as c:
rv = c.get('/?tequila=42')
assert request.args['tequila'] == '42'
If you were to use just the test_client() without the with block, the assert would fail with an error because request is no longer available (because you are trying to use it outside of the actual request).
New in version 0.8.
Sometimes it can be very helpful to access or modify the sessions from the test client. Generally there are two ways for this. If you just want to ensure that a session has certain keys set to certain values you can just keep the context around and access flask.session:
with app.test_client() as c:
rv = c.get('/')
assert flask.session['foo'] == 42
This however does not make it possible to also modify the session or to access the session before a request was fired. Starting with Flask 0.8 we provide a so called “session transaction” which simulates the appropriate calls to open a session in the context of the test client and to modify it. At the end of the transaction the session is stored. This works independently of the session backend used:
with app.test_client() as c:
with c.session_transaction() as sess:
sess['a_key'] = 'a value'
# once this is reached the session was stored
Note that in this case you have to use the sess object instead of the flask.session proxy. The object however itself will provide the same interface.


E-scooter rider jailed after crash causes 6-year-old to suffer brief hearing loss
by Lydia LamSINGAPORE: An electric scooter rider, who collided into a six-year-old boy near Punggol Park and caused the child to suffer fractures and temporary loss of hearing, was sentenced to five days' jail on Thursday (Nov 7).
Neo Wei Chia, 42, pleaded guilty to one charge of causing grievous hurt by a negligent act.
He admitted to failing to keep a proper lookout while riding his e-scooter along a section of Punggol Park Connector along Upper Serangoon Road on the evening of Apr 12, 2018.
The court heard that Neo was riding his device "speedily" on the right side of the park connector at about 6.30pm that day.
READ: E-scooters banned from Singapore's footpaths
READ: PMD retailers worried about impact of footpath ban that came without warning"
The boy was riding pillion on the back of a bicycle with his grandmother in front when they neared the Riversails condominium where he lived.
He told his grandmother he wanted to get off the bike and he did so. The elderly woman continued cycling as the child ran along.
Neo had a clear view of the path that the boy was running on, but did not slow down, said Deputy Public Prosecutor R Arvindren.
Suddenly, the boy crossed over from the left side of the park connector to the right.

READ: E-scooter ban on footpaths - 5 things you need to know
He applied the emergency brakes, but collided with the boy from behind.
Both of them fell to the ground and were injured, with the boy bleeding from his left ear.
The elderly woman rushed to her grandson as Neo waited with the boy.
They were each taken to hospital. The boy suffered fractures and multiple abrasions on his shoulder, arm and knee.
He also suffered a laceration on his ear and suffered temporary hearing loss, and was given 14 days of hospitalisation leave.
Neo had abrasions on his elbows, fingers and knee.
The prosecution asked for a week's jail, citing the need for pedestrian safety.
PARLIAMENT JUST DISCUSSED PMD ISSUES: PROSECUTOR
"The recent spate of accidents involving personal mobility devices (PMDs) knocking down hapless pedestrians or members of public would indicate to the courts that such negligent riding offences are prevalent," he said, adding that parliament had discussed PMD issues just this week.
"As such, there must be a sufficient measure of deterrence to ensure that PMD users who share the same space as pedestrians take extra care to ensure that they are doing so in a lawful and safe manner."
Defence lawyer K Jayakumar Naidu said he agreed to a week's jail as asked for by the prosecution.
READ: Commentary - What's next for e-scooters after the footpath ban?
He said his client had tried to compensate for the boy's injuries, but was told that the family would be making claims from their own insurers.
His client was riding his e-scooter along a shared path and Neo was travelling along the designated lane.
"The accused was maintaining his lane when all of a sudden the child dashed across his right of way," said the lawyer.
He maintained that Neo was not speeding and did not see the boy's grandmother nearby, claiming that the child had "dashed out from the grass verge".
The court heard that the victim had since recovered from his injuries and hearing loss.
The judge agreed that there is a need for general deterrence in cases involving PMDs, with concern and public interest in such cases.
He ordered the e-scooter to be forfeited.
For causing grievous hurt by a negligent act, Neo could have been jailed for up to two years, fined up to S$5,000, or both.


The Auther
This website is created on April 2021 by Engineer M.Roaa
This website collect different subjects of books and there will be more of subject on it be sure
This website is created on April 2021 by Engineer M.Roaa
This website collect different subjects of books and there will be more of subject on it be sure


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Hypothesis testing with normal distribution in an AB test
AB test is one of the integral parts that a data scientist need to master. One of the goals of doing AB test is to better inform the team to help them make decision. How can we do that? In a hypothetical scenario, let’s say that we have done an AB test and we have gathered two experiment data: one for variant A (baseline) and one for variant B. One of the things that we had to consider is how to analyze the data after the test had run? How do we decide which variant is better? Deciding which variants are better is crucial because ultimately this information is going to influence the team decisions. In this post we are going to see an overview on how we can derive conclusion of an experiment based on the frequentist school of statistic. We will use normal distribution as a distribution to work with as it is one of the most common distribution that we might encounter in a real life AB test.
Before hypothesis testing
Before doing hypothesis testing, the first thing that we need to understand is that we only have samples from our AB test, not the true underlying distribution. Ideally, we want to do the hypothesis testing using the true underlying distribution. In reality, we do not know anything about the true underlying distribution. We do not know their distribution, let alone the parameters of the distribution. All we can do is to make an assumption about: 1) the form of the true distribution and 2) the approximation of the true parameter of the assumed distribution. The former is mostly decided by looking at the problem and data format, whereas the latter is based on the data samples. For example. if we are working with a normal distribution, then we need to know the true mean. We can then make an assumption that the mean can be approximated with our samples. Same thing can also be said for the standard deviation.
Samples
Say that we are making an intervention to our systems and our metric of interest are a continuous value, such as response time of a customer, time it takes for customer to complete an order, etc. We have gathered the experiment data and we assume that the true baseline has mean=0.1 and the true variant b has mean=-0.1.
Inferring the parameter: standard error
First we need to infer the parameter of the distribution. In real life we do not know the true parameter, so here we just take the mean and calculate the standard deviation and assume that these values are the true parameter:
With the parameter information at hand, we can plot both distribution with their confidence interval:
Since we only have one mean, which is our sample mean, we use standard error to create a confidence interval around the sample mean. The confidence interval relies on a theory called central limit theorem. This theorem states that means of experiments are normally distributed. The standard error of the mean serves as our estimate of the distribution of the experiment means. So, if we multiply it by 2 and add and subtract it from the mean of one of our experiments, we will construct a 95% confidence interval for the true mean. Note that we don’t need to restrict ourselves to the 95% confidence interval.
What we can see from Figure 2 is that the 95% CI of the variants don’t overlap. The lower end of the CI for variant b is above the upper end of the CI for baseline. This is evidence that our result is not by chance, and that the true mean for variant b is higher than the true mean for baseline. In other words, we can conclude that there is a significant increase in our metric when switching from baseline to variant b.
Inferring the parameter: bootstrap
There is another way to estimate the interval of the true mean. Ideally when we want to estimate the interval of the true mean, we would like to be able to simulate an experiment with multiple datasets. In other words, we would like to be able to get multiple sample means from different samples to get the mean of means. Using this mean of means, we can then create a confidence interval. This technique is commonly known as bootstrap. I am not going into the bootstrap detail in this post.
Concluding the test using hypothesis testing
To solidify our conclusion regarding confidence interval, we can state a hypothesis test: is the difference in means statistically different from zero (or any other value)? To achieve this, we need to test our the difference between the two distributions against a null hypothesis. The null hypothesis in this case is a zero difference in mean, represented by a zero-centered normal distribution. To calculate the difference between the two distributions, we recall that the sum or difference of 2 independent normal distributions is also a normal distribution. The resulting mean will be the sum or difference between the two distributions, while the variance will always be the sum of the variance.
With this at hand, we can say that we are 95% confident that the true difference between the baseline and variant b group falls between -0.22 and -0.17. We can also construct a z statistic by dividing the difference in mean by the standard error of the differences. The z statistic is a measure of how extreme the observed difference is. To further test our hypothesis that the difference between the two means is statistically different, we will assume that the opposite is true, that is, the difference is zero. This is our assumed null hypothesis. Under the null hypothesis, if the difference is indeed zero, we will see the z statistic falls between 2 standard deviations of the mean 95% of the time. If the z statistic falls outside the 2 standard deviations, then we can reject the null hypothesis and conclude that there is a difference between our two distributions.
This looks like a highly extreme value. It is below -2 which means there is less than a 5% chance that we would see such an extreme value if there were no difference in the groups. The probability of the z statistic plus the probability of observing more extreme values under the null hypothesis are mostly known as p-values. P-values measure how unlikely it is that we are seeing a measurement if the null hypothesis is true. In our case above, we can see from the graph that our p-value is extremely low (\(2.5*10^{-45}\) to be exact). This again leads us to conclude that switching from baseline to variant b causes a statistically significant improvement in our metric.
Closing
To the naked eye, this might shock us as the sample distribution highly overlaps in Figure 1. Personally. I think that p-value is just one component that we can calculate to help make a decision. It should not be the sole reason to decide on a problem. There may be a case where getting an improvement from -0.01 to 0.01 is not necessarily a good thing. So please be careful and know the downside of using p-value.
Thanks for reading my blog post. In the next post, I will talk about frequentist hypothesis testing using a bernoulli distribution. Stay tuned!
Contact me on twitter @rezkaaufar


{%extends 'base.html'%} {%load bootstrap4%} {% block content %} {{block.super}} {% include "navbar.html" %}
VOTE NOW
{{project.description}}
By:Ezekiel Njavi
Rated: {{random}}


Who is Zerek Cover?
My Top 4 Attributes!
- Family Oriented
-
Meet our house!
Loving Life
See what I do
- picture3
What are my hobbies?
- picture1
Whave have I accomplished?
My Top 4 Attributes!
Meet our house!
See what I do
What are my hobbies?
Whave have I accomplished?


15 DOST-aided startups showcased at Philippine Startup Week 2019
Check out these 15 young companies who have benefited from the DOST's Startup Research Grant in 2017
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{{ profile_details }}
Jack
@jack
Followers: 678403094
Uh, oh!
We looked at 1,725 tweets.
72% of them looked negative.
Donald Trump
88% of his tweets are negative!


@(inputForm: Form[GenericCSVForm])(implicit messages: Messages) @import helper._ @main(title = "Logistic Regression") {
Logistic regression is a method for classifying data into discrete outcomes.
Enter your training data as (input1, input2...., output) with each training example on a different line.


Lync Plug-In Demo
If you're not running and signed in to Lync, move along, there's nothing to see here.
Email/SIP address:
Add


- id - Variable in class
intermediate_rep.CypNode
-
- id - Variable in class
intermediate_rep.CypRel
-
- insertDataForLabels(StringBuilder, String, JsonObject)
- Static method in class database.postgres.InsertSchemaPostgres
-
For each 'label' relation, insert the appropriate values.
- insertEachLabel()
- Static method in class database.postgres.InsertSchemaPostgres
-
If there is a label which is applied to a node only ever on its own in isolation, then
store this as a
relation to remove unnecessary NULLs which slow execution of SQL down.
- insertEachRelType()
- Static method in class database.postgres.InsertSchemaPostgres
-
Create each relationship table in the relational schema.
- insertEdges()
- Static method in class database.postgres.InsertSchemaPostgres
-
Insert relationships into SQL.
- insertNodes()
- Static method in class database.postgres.InsertSchemaPostgres
-
Insert all nodes into relational database.
- insertOrDelete(String, String)
- Static method in class database.postgres.PostgresDriver
-
Method for executing an SQL statement which will either insert or delete records.
- InsertSchemaPostgres - Class in database.postgres
-
Class containing all methods required to store the results of the schema conversion from
Neo4j to Postgres.
- InsertSchemaPostgres()
- Constructor for class database.postgres.InsertSchemaPostgres
-
- insertTableDataEdges(StringBuilder)
- Static method in class database.postgres.InsertSchemaPostgres
-
Insert properties of the relationships to SQL.
- insertTableDataNodes(StringBuilder)
- Static method in class database.postgres.InsertSchemaPostgres
-
Data/properties of the nodes to store.
- InsertUtils -
Class in query_translation.sql.utilities_sql
-
Class of helpful utilities for translation classes that edit the database (such as
inserting new data).
- InsertUtils() -
Constructor for class query_translation.sql.utilities_sql.InsertUtils
-
- intermediate_rep - package intermediate_rep
-
- internalID
- Variable in class intermediate_rep.MatchClause
-
- invertOp(String)
- Static method in class translator.CypherTranslator
-
Inverts the operator in cases of NOT being used.
- isUnix() - Static
method in class production.C2SMain
-
Returns true if the user is running some Unix based OS.
- isVarRel()
- Method in class intermediate_rep.MatchClause
-
- isWindows() -
Static method in class production.C2SMain
-
Returns true if the user is running a Windows OS.
- items -
Variable in class intermediate_rep.OrderClause
-
- items -
Variable in class intermediate_rep.ReturnClause
-
- Iterate_Cypher
- Class in query_translation.sql.conversion_types
-
Class for dealing with the ITERATE keyword.
- Iterate_Cypher()
- Constructor for class query_translation.sql.conversion_types.Iterate_Cypher
-


The live Hypergrid (right)
- The data in the grid corresponds to the contents of the Data tab’s editor.
- The state of the grid corresponds to the contents of the State tab’s editor.
- The global variable
grid
is a reference to the instance, for access from your browser’s dev console.
For your convenience, the Workbench persists your work between sessions in local storage (which does not expire).


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Welcome!
Chef World Summit
The Chefs World Summit is an innovative and targeted concept, with a unique format!
The Chefs World Summit is an innovative concept, with a unique format: 3 days of conferences and interactive workshops will be led by the greatest Chefs and experts in the field - 5500sqm dedicated to exceptional products.
Main Program
Interactive workshops
New training methods adapted to the new generation.
Eco-responsibility
at the heart of our concerns.
New catering concepts.
From conception to financing and communication.
Featured Speakers
Julien DUMAS
Chef
Lucas carton Paris, France
Alixe BORNON,
Fondatrice
Les belles envies Paris, France
Fanny REY
Cheffe
L'auberge de saint-rémy Saint-rémy-de-provence, France
Christophe BACQUIE,
Chef Executif
Restaurant christophe bacquié Le Castellet, France
Rosalie BOJOLY,
Formatrice-Coaching
Quallista Guenviller, France
Eric BRIFFARD
Chef Exécutif et Directeur des Arts Culinaires
Le cordon bleu Paris, France


{% extends 'email_base.html' %} {% load i18n %} {% block email_con %}
{% trans "Hi," %}
{% blocktrans with task=history.kanban_task %}{{ task }} was modified:{% endblocktrans%} {{ history.audit }} {{ link }}


Thanks for running login-with-token sample from our fsm-extension-sample repository.
This extension has been designed to run within SAP Field Service Management and now needs to be installed as describe within the FSM Help Portal - Extensions.


---
layout: property
title: Beverly Hills
background: "/forestryImages/Beverly Hills Top Photo Test-1.jpg"
isVacancy: false
vacancyAvailable: 'Space Available! '
propertyHeader: Since 2007, GTL/KG has led the transformation of South Robertson Boulevard
in Beverly Hills.
propertyDescription: When we acquired properties on Robertson in 2007, the area was
best known for its abundance of beauty service practitioners. However, we recognized
that this easily walkable and central location was an untapped market with the potential
to become the hub of Southeast Beverly Hills. Our team set about actively recruiting
top dining and retail tenants that today anchor the dynamic South Robertson neighborhood.
We’re proud to lead the way on South Robertson as we turn this corner of
Beverly Hills into a 21st century hotspot.
propertyImages:
- "/img/beverlyHills/BH_1.jpg"
- "/img/beverlyHills/BH_2.jpg"
- "/img/beverlyHills/BH_3.jpg"
- "/img/beverlyHills/BH_4.jpg"
- "/img/beverlyHills/BH_5.jpg"
- "/img/beverlyHills/BH_6.jpg"
- "/img/beverlyHills/BH_7.jpg"
- "/img/beverlyHills/BH_8.jpg"
- "/forestryImages/Arax JPG.jpg"
- "/forestryImages/BH Page_Skincare.jpg"
facts:
- number: 100%
description: occupied
- number: 50k
description: UNIQUE CAR VISITS PER DAY
- number: "#1"
description: Dining establishment on South Robertson
- number: "$109k"
description: average household income
background_stories: "/img/beverlyHills/stories_bg.jpg"
storiesHeader: Tenant Stories
storiesDescription: Stop by Greendoor Powered by Intelligentsia for an artisanal coffee,
freshly-prepared snack, and a lively atmosphere with plenty of (indoor and outdoor!)
seating and complimentary wifi. Or try a juice, bowl, or smoothie prepared just
to your liking at Juice Crafters. Shop darling dresses for your favorite little
ones at Sweet Pea—where you can also get a 4D ultrasound to see a lifelike image
of your future child. Still a devotee of Robertson’s hair, makeup, and skin services?
Don’t worry—GTL/KG has you covered with A-list specialists at Hair by Arax, Beverly
Hills Skincare, and Express Nails. You can even get a Beverly Hills address of your
very own at BH Mailbox.
Visit these tenants and more to see how we’re turning
South Robertson into Beverly Hills’ newest hotspot.
storiesImage: "/img/tenant_stories.jpg"
contactText: For questions or rental inquiries please contact us.
buttonText: Contact Us!
buttonEmail<EMAIL_ADDRESS>page_sections: []
---


You can find your user page from the top of any Wikipedia page. You may see that your username link is red. In Wikipedia, red links mean that a page doesn’t exist.
To create your user page, just click on the red link, and you will be prompted to create it.
To create your user page, click on Start the User:*YourUserName*page.
Have a look at my my user page :D
Copy relevant content to your user page.


zoom on one node
zoom on two nodes
highlight on
highlight off
toggle highlight
show
hide
toggle hidden
pan to one node
pan to two nodes
zoom on two nodes and highlight off
zoom on and highlight on
show and highlight
double hide
double highlight
double pan
triple hide
quadruple hide
pan on one and some text in between highlight.
no namespace
Kuse double quotes


DoubleConstantLoader(constants: List<String>)
An implementation of ConstantLoader that loads constants as a collection of Doubles.
We get around having to implement a lot of this ourselves by subclassing GenericConstantLoader with a parsing function suitable for converting the raw strings to doubles.
constants
- A collection of raw constants.
See Also


Documentation and examples for how to use Bootstrap’s included navigation components.
Base nav
Navigation available in Bootstrap share general markup and styles, from the base .nav class to the active and disabled states. Swap modifier classes to switch between each style.
The base .nav component is built with flexbox and provide a strong foundation for building all types of navigation components. It includes some style overrides (for working with lists), some link padding for larger hit areas, and basic disabled styling.
The base .nav component does not include any .active state. The following examples include the class, mainly to demonstrate that this particular class does not trigger any special styling.
Classes are used throughout, so your markup can be super flexible. Use
s like above, or roll your own with say a  element. Because the .nav uses display: flex, the nav links behave the same as nav items would, but without the extra markup.
Change the style of .navs component with modifiers and utilities. Mix and match as needed, or build your own.
Horizontal alignment
Change the horizontal alignment of your nav with flexbox utilities. By default, navs are left-aligned, but you can easily change them to center or right aligned.
Stack your navigation by changing the flex item direction with the .flex-column utility. Need to stack them on some viewports but not others? Use the responsive versions (e.g., .flex-sm-column).
Takes the basic nav from above and adds the .nav-tabs class to generate a tabbed interface. Use them to create tabbable regions with our tab JavaScript plugin.
Force your .nav’s contents to extend the full available width one of two modifier classes. To proportionately fill all available space with your .nav-items, use .nav-fill. Notice that all horizontal space is occupied, but not every nav item has the same width.
For equal-width elements, use .nav-justified. All horizontal space will be occupied by nav links, but unlike the .nav-fill above, every nav item will be the same width.
<navclass="nav nav-pills nav-justified"><aclass="nav-link active"href="#">Active<aclass="nav-link"href="#">Longer nav link<aclass="nav-link"href="#">Link<aclass="nav-link disabled"href="#">Disabled
Similar to the .nav-fill example using a -based navigation, be sure to include .nav-item on the anchors.
If you need responsive nav variations, consider using a series of flexbox utilities. While more verbose, these utilities offer greater customization across responsive breakpoints. In the example below, our nav will be stacked on the lowest breakpoint, then adapt to a horizontal layout that fills the available width starting from the small breakpoint.
If you’re using navs to provide a navigation bar, be sure to add a role="navigation" to the most logical parent container of the
, or wrap a  element around the whole navigation. Do not add the role to the
 itself, as this would prevent it from being announced as an actual list by assistive technologies.
Note that navigation bars, even if visually styled as tabs with the .nav-tabs class, should not be given role="tablist", role="tab" or role="tabpanel" attributes. These are only appropriate for dynamic tabbed interfaces, as described in the WAI ARIA Authoring Practices. See JavaScript behavior for dynamic tabbed interfaces in this section for an example.
Use the tab JavaScript plugin—include it individually or through the compiled bootstrap.js file—to extend our navigational tabs and pills to create tabbable panes of local content, even via dropdown menus.
If you’re building our JavaScript from source, it requires util.js.
Dynamic tabbed interfaces, as described in the WAI ARIA Authoring Practices, require role="tablist", role="tab", role="tabpanel", and additional aria- attributes in order to convey their structure, functionality and current state to users of assistive technologies (such as screen readers).
Note that dynamic tabbed interfaces should not contain dropdown menus, as this causes both usability and accessibility issues. From a usability perspective, the fact that the currently displayed tab’s trigger element is not immediately visible (as it’s inside the closed dropdown menu) can cause confusion. From an accessibility point of view, there is currently no sensible way to map this sort of construct to a standard WAI ARIA pattern, meaning that it cannot be easily made understandable to users of assistive technologies.
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Food truck fixie locavore, accusamus mcsweeney's marfa nulla single-origin coffee squid. Exercitation +1 labore velit, blog sartorial PBR leggings next level wes anderson artisan four loko farm-to-table craft beer twee. Qui photo booth letterpress, commodo enim craft beer mlkshk aliquip jean shorts ullamco ad vinyl cillum PBR. Homo nostrud organic, assumenda labore aesthetic magna delectus mollit. Keytar helvetica VHS salvia yr, vero magna velit sapiente labore stumptown. Vegan fanny pack odio cillum wes anderson 8-bit, sustainable jean shorts beard ut DIY ethical culpa terry richardson biodiesel. Art party scenester stumptown, tumblr butcher vero sint qui sapiente accusamus tattooed echo park.
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To help fit your needs, this works with
-based markup, as shown above, or with any arbitrary “roll your own” markup. Note that if you’re using , you shouldn’t add role="tablist" directly to it, as this would override the element’s native role as a navigation landmark. Instead, switch to an alternative element (in the exammple below, a simple
) and wrap the  around it.
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Nulla est ullamco ut irure incididunt nulla Lorem Lorem minim irure officia enim reprehenderit. Magna duis labore cillum sint adipisicing exercitation ipsum. Nostrud ut anim non exercitation velit laboris fugiat cupidatat. Commodo esse dolore fugiat sint velit ullamco magna consequat voluptate minim amet aliquip ipsum aute laboris nisi. Labore labore veniam irure irure ipsum pariatur mollit magna in cupidatat dolore magna irure esse tempor ad mollit. Dolore commodo nulla minim amet ipsum officia consectetur amet ullamco voluptate nisi commodo ea sit eu.
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Est quis nulla laborum officia ad nisi ex nostrud culpa Lorem excepteur aliquip dolor aliqua irure ex. Nulla ut duis ipsum nisi elit fugiat commodo sunt reprehenderit laborum veniam eu veniam. Eiusmod minim exercitation fugiat irure ex labore incididunt do fugiat commodo aliquip sit id deserunt reprehenderit aliquip nostrud. Amet ex cupidatat excepteur aute veniam incididunt mollit cupidatat esse irure officia elit do ipsum ullamco Lorem. Ullamco ut ad minim do mollit labore ipsum laboris ipsum commodo sunt tempor enim incididunt. Commodo quis sunt dolore aliquip aute tempor irure magna enim minim reprehenderit. Ullamco consectetur culpa veniam sint cillum aliqua incididunt velit ullamco sunt ullamco quis quis commodo voluptate. Mollit nulla nostrud adipisicing aliqua cupidatat aliqua pariatur mollit voluptate voluptate consequat non.
Cillum ad ut irure tempor velit nostrud occaecat ullamco aliqua anim Lorem sint. Veniam sint duis incididunt do esse magna mollit excepteur laborum qui. Id id reprehenderit sit est eu aliqua occaecat quis et velit excepteur laborum mollit dolore eiusmod. Ipsum dolor in occaecat commodo et voluptate minim reprehenderit mollit pariatur. Deserunt non laborum enim et cillum eu deserunt excepteur ea incididunt minim occaecat.
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Using data attributes
You can activate a tab or pill navigation without writing any JavaScript by simply specifying data-toggle="tab" or data-toggle="pill" on an element. Use these data attributes on .nav-tabs or .nav-pills.
Via JavaScript
Enable tabbable tabs via JavaScript (each tab needs to be activated individually):
You can activate individual tabs in several ways:
Fade effect
To make tabs fade in, add .fade to each .tab-pane. The first tab pane must also have .show to make the initial content visible.
Methods
Asynchronous methods and transitions
All API methods are asynchronous and start a transition. They return to the caller as soon as the transition is started but before it ends. In addition, a method call on a transitioning component will be ignored.
Activates a tab element and content container. Tab should have either a data-target or an href targeting a container node in the DOM.
.tab(‘show’)
Selects the given tab and shows its associated pane. Any other tab that was previously selected becomes unselected and its associated pane is hidden. Returns to the caller before the tab pane has actually been shown (i.e. before the shown.bs.tab event occurs).
.tab(‘dispose’)
Destroys an element’s tab.
Events
When showing a new tab, the events fire in the following order:
hide.bs.tab (on the current active tab)
show.bs.tab (on the to-be-shown tab)
hidden.bs.tab (on the previous active tab, the same one as for the hide.bs.tab event)
shown.bs.tab (on the newly-active just-shown tab, the same one as for the show.bs.tab event)
If no tab was already active, then the hide.bs.tab and hidden.bs.tab events will not be fired.
Event Type
Description
show.bs.tab
This event fires on tab show, but before the new tab has been shown. Use event.target and event.relatedTarget to target the active tab and the previous active tab (if available) respectively.
shown.bs.tab
This event fires on tab show after a tab has been shown. Use event.target and event.relatedTarget to target the active tab and the previous active tab (if available) respectively.
hide.bs.tab
This event fires when a new tab is to be shown (and thus the previous active tab is to be hidden). Use event.target and event.relatedTarget to target the current active tab and the new soon-to-be-active tab, respectively.
hidden.bs.tab
This event fires after a new tab is shown (and thus the previous active tab is hidden). Use event.target and event.relatedTarget to target the previous active tab and the new active tab, respectively.
Navbar
Documentation and examples for Bootstrap’s powerful, responsive navigation header, the navbar. Includes support for branding, navigation, and more, including support for our collapse plugin.
How it works
Here’s what you need to know before getting started with the navbar:
Navbars require a wrapping .navbar with .navbar-expand{-sm|-md|-lg|-xl} for responsive collapsing and color scheme classes.
Navbars and their contents are fluid by default. Use optional containers to limit their horizontal width.
Use our spacing and flex utility classes for controlling spacing and alignment within navbars.
Navbars are responsive by default, but you can easily modify them to change that. Responsive behavior depends on our Collapse JavaScript plugin.
Navbars are hidden by default when printing. Force them to be printed by adding .d-print to the .navbar. See the display utility class.
Ensure accessibility by using a  element or, if using a more generic element such as a
, add a role="navigation" to every navbar to explicitly identify it as a landmark region for users of assistive technologies.
Read on for an example and list of supported sub-components.
Supported content
Navbars come with built-in support for a handful of sub-components. Choose from the following as needed:
.navbar-brand for your company, product, or project name.
.navbar-nav for a full-height and lightweight navigation (including support for dropdowns).
.navbar-toggler for use with our collapse plugin and other navigation toggling behaviors.
.form-inline for any form controls and actions.
.navbar-text for adding vertically centered strings of text.
.collapse.navbar-collapse for grouping and hiding navbar contents by a parent breakpoint.
Here’s an example of all the sub-components included in a responsive light-themed navbar that automatically collapses at the lg (large) breakpoint.
This example uses color (bg-light) and spacing (my-2, my-lg-0, mr-sm-0, my-sm-0) utility classes.
Brand
The .navbar-brand can be applied to most elements, but an anchor works best as some elements might require utility classes or custom styles.
<navclass="navbar navbar-light bg-light"><aclass="navbar-brand"href="#">Navbar<navclass="navbar navbar-light bg-light"><spanclass="navbar-brand mb-0 h1">Navbar
Adding images to the .navbar-brand will likely always require custom styles or utilities to properly size. Here are some examples to demonstrate.
<navclass="navbar navbar-light bg-light"><aclass="navbar-brand"href="#"><imgsrc="/assets/brand/bootstrap-solid.svg"width="30"height="30"alt="">
<navclass="navbar navbar-light bg-light"><aclass="navbar-brand"href="#"><imgsrc="/assets/brand/bootstrap-solid.svg"width="30"height="30"class="d-inline-block align-top"alt="">
Bootstrap

Nav
Navbar navigation links build on our .nav options with their own modifier class and require the use of toggler classes for proper responsive styling. Navigation in navbars will also grow to occupy as much horizontal space as possible to keep your navbar contents securely aligned.
Active states—with .active—to indicate the current page can be applied directly to .nav-links or their immediate parent .nav-items.
You may also utilize dropdowns in your navbar nav. Dropdown menus require a wrapping element for positioning, so be sure to use separate and nested elements for .nav-item and .nav-link as shown below.
Various buttons are supported as part of these navbar forms, too. This is also a great reminder that vertical alignment utilities can be used to align different sized elements.
Navbars may contain bits of text with the help of .navbar-text. This class adjusts vertical alignment and horizontal spacing for strings of text.
<navclass="navbar navbar-light bg-light"><spanclass="navbar-text">
Navbar text with an inline element

Mix and match with other components and utilities as needed.
<navclass="navbar navbar-expand-lg navbar-light bg-light"><aclass="navbar-brand"href="#">Navbar w/ text<buttonclass="navbar-toggler"type="button"data-toggle="collapse"data-target="#navbarText"aria-controls="navbarText"aria-expanded="false"aria-label="Toggle navigation"><spanclass="navbar-toggler-icon"></button><divclass="collapse navbar-collapse"id="navbarText"><ulclass="navbar-nav mr-auto"><liclass="nav-item active"><aclass="nav-link"href="#">Home <spanclass="sr-only">(current)
<liclass="nav-item"><aclass="nav-link"href="#">Features
<liclass="nav-item"><aclass="nav-link"href="#">Pricing

<spanclass="navbar-text">
Navbar text with an inline element

Color schemes
Theming the navbar has never been easier thanks to the combination of theming classes and background-color utilities. Choose from .navbar-light for use with light background colors, or .navbar-dark for dark background colors. Then, customize with .bg-* utilities.
Containers
Although it’s not required, you can wrap a navbar in a .container to center it on a page or add one within to only center the contents of a fixed or static top navbar.
When the container is within your navbar, its horizontal padding is removed at breakpoints lower than your specified .navbar-expand{-sm|-md|-lg|-xl} class. This ensures we’re not doubling up on padding unnecessarily on lower viewports when your navbar is collapsed.
Use our position utilities to place navbars in non-static positions. Choose from fixed to the top, fixed to the bottom, or stickied to the top (scrolls with the page until it reaches the top, then stays there). Fixed navbars use position: fixed, meaning they’re pulled from the normal flow of the DOM and may require custom CSS (e.g., padding-top on the ) to prevent overlap with other elements.
Navbars can utilize .navbar-toggler, .navbar-collapse, and .navbar-expand{-sm|-md|-lg|-xl} classes to change when their content collapses behind a button. In combination with other utilities, you can easily choose when to show or hide particular elements.
For navbars that never collapse, add the .navbar-expand class on the navbar. For navbars that always collapse, don’t add any .navbar-expand class.
Toggler
Navbar togglers are left-aligned by default, but should they follow a sibling element like a .navbar-brand, they’ll automatically be aligned to the far right. Reversing your markup will reverse the placement of the toggler. Below are examples of different toggle styles.
Sometimes you want to use the collapse plugin to trigger hidden content elsewhere on the page. Because our plugin works on the id and data-target matching, that’s easily done!
Collapsed content
Toggleable via the navbar brand.
<divclass="pos-f-t"><divclass="collapse"id="navbarToggleExternalContent"><divclass="bg-dark p-4"><h4class="text-white">Collapsed content
<spanclass="text-muted">Toggleable via the navbar brand.

<navclass="navbar navbar-dark bg-dark"><buttonclass="navbar-toggler"type="button"data-toggle="collapse"data-target="#navbarToggleExternalContent"aria-controls="navbarToggleExternalContent"aria-expanded="false"aria-label="Toggle navigation"><spanclass="navbar-toggler-icon"></button>


- Usherwood, S., & Wright, K. A. (2017). Sticks and stones: Comparing Twitter campaigning strategies in the European Union referendum. The British Journal of Politics and International Relations, 19(2), 371–388.
Discuss with the person next to you (for 3 minutes):
- What kind of data are they using?
- Which methods of analysis do they use to make sense of this data?
Upload your answers to padlet.com/nikogad/seminar3c


Provides quarterly information on Housing Market Statistics. This includes average square meter prices and the number of free trades for parcel and terraced houses, condominiums and holiday homes in Denmark since 1992. Visit <http://finansdanmark.dk/toerre-tal/boligstatistik/boligmarkedsstatistikken/> and <http://rkr.statistikbank.dk/> for more information.
| Version: | 0.1.0 |
| Depends: | R (≥ 2.10) |
| Imports: | statsDK |
| Suggests: | testthat, knitr, rmarkdown, dplyr, ggplot2 |
| Published: | 2017-10-01 |
| Author: | Mikkel Freltoft Krogsholm |
| Maintainer: | Mikkel Freltoft Krogsholm <mikkel at 56n.dk> |
| BugReports: | https://github.com/mikkelkrogsholm/realestateDK/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/mikkelkrogsholm/realestateDK |
| NeedsCompilation: | no |
| Materials: | NEWS |
| CRAN checks: | realestateDK results |
| Reference manual: | realestateDK.pdf |
| Vignettes: |
realestateDK |
| Package source: | realestateDK_0.1.0.tar.gz |
| Windows binaries: | r-devel: realestateDK_0.1.0.zip, r-release: realestateDK_0.1.0.zip, r-oldrel: realestateDK_0.1.0.zip |
| OS X binaries: | r-release: realestateDK_0.1.0.tgz, r-oldrel: realestateDK_0.1.0.tgz |
Please use the canonical form https://CRAN.R-project.org/package=realestateDK to link to this page.


Setting Up
- Current version of OWL API is 5.1.7
- It depends on Java 8
- Available either as a jar or on maven central
- Javadoc for OWL API is here
Creating an Ontology
OWLOntologyManager manager = OWLManager.createOWLOntologyManager();
OWLOntology ontology = manager.createOntology();
Load Ontology from File
OWLOntologyManager manager = OWLManager.createOWLOntologyManager();
File file = new File("file_path");
OWLOntology ontology = manager.loadOntologyFromOntologyDocument(file);
Save Ontology to File
manager.saveOntology(ontology, new FunctionalSyntaxDocumentFormat(), new FileOutputStream(fileout));
SubClass Axiom
IRI baseIRI = IRI.create("http://www.iiitd.ac.in/");
OWLOntologyManager manager = OWLManager.createOWLOntologyManager();
OWLDataFactory df = manager.getOWLDataFactory();
OWLClass person = df.getOWLClass(baseIRI+"Person");
OWLClass woman = df.getOWLClass(baseIRI+"Woman");
OWLSubClassOfAxiom womanSubPerson = df.getOWLSubClassOfAxiom(woman, person);
Get All Axioms
Set<OWLLogicalAxiom> axioms = ontology.getLogicalAxioms();
Get All Classes
Set<OWLClass> classes = ontology.getClassesInSignature(false);
Get Properties
Set<OWLObjectProperty> objProperties = ontology.getObjectPropertiesInSignature(false);
Set<OWLDataProperty> dataProperties = ontology.getDataPropertiesInSignature(false);