Staples Team Supervisor/Software Engineering Graduate of @flatiron-school
Published Dec 22, 2019
Named Scopes or scopes are just methods that you can use to define custom queries inside your Rails models with the scope
method. They can be used to grab a subset of objects from your database and are a great way to reduce redundant code as well as long and frequently used queries. Let’s look at an example of a scope method with a name of most_recent
in a model called Event
.
/app/models/event.rb
scope :most_recent, ->(limit){ order("created_at desc").limit(limit) }
This example shows a simple way to get the most recently created Event objects and allows a limit to be passed in as an argument in order to specify how many records we want returned. To get the most recent event objects created you would be able to call it like this @recently_created_events = Event.most_recent(5)
.
There are a few reasons why you would want to use scopes:
It’s true that you can do essentially the same thing by creating a class method, for instance you could implement the previous example as a class method like this
def self.most_recent(limit)
order("created_at desc").limit(limit)
end
You may be asking what is the point if you can just get away with using class methods? Well, you can chain them with other methods and implement certain code in a much more DRY way. An example of something like this is chaining scopes with other methods and not having to worry about edge cases breaking things, like when you get a nil
value returned back from a method call. Take this example where we want to be able to search for all of the records created since a certain date/time, and if we don’t provide a date at all then the method simply returns all the records.
scope :created_since, -> (time){where("events.created_at > ?", time) if time.present?}
This is much more DRY than the alternative class method which in this case would look similar to this example
def self.created_since(time)
if time_present?
self.where("events.created_at > ?", time)
else
self.all
end
end
So that way we can just call Event.created_since(7.days.ago)
to all event objects created within the last 7 days.
Another example could be if we wanted to get all the events that take place inside the US then we could create a named scope like this
scope :in_usa, -> {where(country: "US")}
So then we can call it like Event.in_usa
to get all the events taking place in the US, or to improve this a bit and abstract one more level we can code it like this
scope :location(country), ->(country){where(country: country)}
Now we can pass whatever country in as a argument and we can get the events by country. And if we had the previous example scope defined too we could chain them together like this Event.location("US").created_since(5.days.ago).limit(5)
without having to worry about getting a nil
response from any one of the methods called potentially preventing a lot of head aches.
A situation where scope becomes very useful is in the case where you have a database of users that does a soft-delete
when a user deletes their account and instead of deleting the data it just changes the user status to ‘inactive’ and the database still holds the account record. So now as your user database grows it can take significantly more time to search through ALL the user records, when in realistically for most tasks you only really want to be searching through the currently ‘active’ users. So you could improve the speed of your app by defining some scopes like this within a user model.
/app/models/user.rb
scope :active, -> {where(status: 'active')}
scope :inactive, -> {where(status: 'inactive')}
So then when you want to do a search within the active user set you would use this code User.all.active
and inversely User.all.inactive
to use the inactive user set.
Another good reason to use them is because scopes express intent, it’s a good idea to use them whenever your chaining simple scopes that are already built in to rails like limit
or where
into more complicated scopes. This is essentially what scope was designed for.
So in review you should use scopes when your chaining the built in methods of selecting, sorting, joining, and filtering code. Default scopes can be useful, but be careful because of the possible issues debugging them in the future. You can DRY out your code, make it easier to understand and possibly increase your apps efficiency if used in the proper way. It’s just another great tool that Ruby on Rails gives you to make your code better and your life easier, but you have to understand it first to really take advantage of all that named scopes can offer.


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Getting Started with Qiskit Terra¶
First let’s start by importing some basic features of Qiskit Terra.
import numpy as np
from qiskit import QuantumCircuit, ClassicalRegister, QuantumRegister
from qiskit import execute
The basic concept of Qiskit Terra is an array of quantum circuits. The workflow consists of two stages: Build, and Execute. Build allows you to make different quantum circuits that represent the problem you are solving; Execute allows you to run them on different backends. After the jobs have been run, the data is collected. There are methods for putting this data together, depending on the program. This either gives you the answer you wanted, or allows you to make a better program for the next instance.
Building the circuit¶
The basic elements needed for your first program are the QuantumCircuit, and QuantumRegister.
# Create a Quantum Register with 3 qubits.
q = QuantumRegister(3, 'q')
# Create a Quantum Circuit acting on the q register
circ = QuantumCircuit(q)
Note
Naming the QuantumRegister is optional and not required..
After you create the circuit with its registers, you can add gates to manipulate the registers. As you proceed through the documentation you will find more gates and circuits but the below is an example of a quantum circuit that makes a GHZ state, \((|000>+|111>)/\sqrt{2}\). The circuit that does this consists of a quantum register of three qubits and a gate sequence \(H\) on qubit 0 (making a superposition), followed by \(C_X\) between qubit 0 and 1 and a \(C_X\) between qubit 0 and 2. In Qiskit Terra this is done using
# Add a H gate on qubit 0, putting this qubit in superposition.
circ.h(q[0])
# Add a CX (CNOT) gate on control qubit 0 and target qubit 1, putting
# the qubits in a Bell state.
circ.cx(q[0], q[1])
# Add a CX (CNOT) gate on control qubit 0 and target qubit 2, putting
# the qubits in a GHZ state.
circ.cx(q[0], q[2])
Visualize Circuit¶
You can visualize your circuit using Qiskit Terra circuit_drawer
,
which plots circuit in the form found in many textbooks.
from qiskit.tools.visualization import circuit_drawer
circuit_drawer(circ)
Qiskit Aer backends¶
Statevector backend¶
In Qiskit Aer we have many simulator backends that allow the simulation
of quantum circuits. The most common is the statevector_simulator
.
This simulator returns the quantum state which is a complex vector of
dimensions \(2^n\) where \(n\) is the number of qubits (so be
careful using this as it will quickly get too large to run on your
machine).
Note
The tensor order used in qiskit goes \(Q_n\otimes \cdots \otimes Q_1\otimes Q_0\) which is not the standard used in many physics textbooks and results is the \(C_X\) between the control qubit 0 and target qubit 1 having the form
To run the above circuit using the statevector simulator first you need
to import Aer and then set the backend to statevector_simulator
.
# Import Aer
from qiskit import Aer
# Run the quantum circuit on a statevector simulator backend
backend = Aer.get_backend('statevector_simulator')
Now we have chosen the backend its time to compile and run the quantum
circuit. In Qiskit Terra we provide the execute
function for this
which returns a job object
Note
You can obtain the above parameters in Jupyter. Simply place the text cursor on a function and press Shift+Tab.
# Create a Quantum Program for execution
job = execute(circ, backend)
When you run a program a job object is made that has the following two
useful methods job.status()
and job.result()
which returns the
status of the job a result object respectiviely.
Note
Jobs run asynchronous but when the result method is called it switches to synchronous and waits for it to finish before moving on to another task.
result = job.result()
The results object contains the data and Qiskit Terra provides the
method result.get_statevector(circ)
to return the statevector for
the quantum circuit.
outputstate = result.get_statevector(circ)
print("simulation: ", result )
print(np.around(outputstate,3))
simulation: COMPLETED
[0.707+0.j 0. +0.j 0. +0.j 0. +0.j 0. +0.j 0. +0.j 0. +0.j
0.707+0.j]
Qiskit Terra also provides a visualization toolbox to allow you to view these results.
from qiskit.tools.visualization import plot_state
plot_state(outputstate)
Unitary backend¶
Qiskit Aer also includes a unitary_simulator
that works provided all
the elements in the circuit are unitary operations. This backend
calculates the \(2^n \times 2^n\) matrix representing the gates in
the quantum circuit.
# Run the quantum circuit on a unitary simulator backend
backend = Aer.get_backend('unitary_simulator')
job = execute(circ, backend)
result = job.result()
# Show the results
print("simulation: ", result )
print(np.around(result.get_unitary(circ), 3))
simulation: COMPLETED
[[ 0.707+0.j 0.707-0.j 0. +0.j 0. +0.j 0. +0.j 0. +0.j
0. +0.j 0. +0.j]
[ 0. +0.j 0. +0.j 0. +0.j 0. +0.j 0. +0.j 0. +0.j
0.707+0.j -0.707+0.j]
[ 0. +0.j 0. +0.j 0.707+0.j 0.707-0.j 0. +0.j 0. +0.j
0. +0.j 0. +0.j]
[ 0. +0.j 0. +0.j 0. +0.j 0. +0.j 0.707+0.j -0.707+0.j
0. +0.j 0. +0.j]
[ 0. +0.j 0. +0.j 0. +0.j 0. +0.j 0.707+0.j 0.707-0.j
0. +0.j 0. +0.j]
[ 0. +0.j 0. +0.j 0.707+0.j -0.707+0.j 0. +0.j 0. +0.j
0. +0.j 0. +0.j]
[ 0. +0.j 0. +0.j 0. +0.j 0. +0.j 0. +0.j 0. +0.j
0.707+0.j 0.707-0.j]
[ 0.707+0.j -0.707+0.j 0. +0.j 0. +0.j 0. +0.j 0. +0.j
0. +0.j 0. +0.j]]
OpenQASM backend¶
The above while useful for understanding a quantum circuit scales exponential with the number of qubits and as such is not physical (cannot be obtained from a single shot in a real quantum experiment). In a real device we need to have a measurement otherwise no information is extracted from the quantum computer and the above is simply internal representations. The measurements cause the quantum system to collapse into classical bits. For example, when independent measurements are made on each qubit the GHZ state \((|000>+|111>)/\sqrt{2}\). will collapse into either \(|000>\) or \(|111>\) with equal probability.
To see this, we can make a second circuit representing the measurements and use the addion operation to add these circuits together.
# Create a Classical Register with 3 bits.
c = ClassicalRegister(3, 'c')
# Create a Quantum Circuit
meas = QuantumCircuit(q, c)
meas.barrier(q)
# map the quantum measurement to the classical bits
meas.measure(q,c)
# combining the circuits
qc = circ+meas
#drawing the circuit
circuit_drawer(qc)
This circuit consists of an additional classical register and three measurements that are used to map the outcome of qubits to this classical bits.
Note
The classical bits are ordered so that the MSB is to the left and the LSB is to the right. This is the standard binary sequence order. For example in 01 the MSB is 0 and the LSB is 1 and is why in Qiskit we use the non-standard tensor product order.
To simulate this circuit Qiskit Aer has a qasm_simulator
which is
designed to mimic an ideal quantum device.
backend_sim = Aer.get_backend('qasm_simulator')
job_sim = execute(qc, backend_sim)
result_sim = job_sim.result()
Once you have a result object you can access the counts via the function
get_counts(circuit)
. This gives you the binary outcomes of the
circuit you have run.
counts = result_sim.get_counts(qc)
print(counts)
{'111': 524, '000': 500}
Here we see that approximately 50 percent of the time it is in the 000
state and 111. Qiskit Terra also provides a function plot_histogram
which allows you to view the outcomes.
from qiskit.tools.visualization import plot_histogram
plot_histogram(counts)
IBMQ Backends¶
Real devices¶
This is the important part of Qiskit. You can use it to run your circuits on real quantum computers using the IBMQ provider. They are small and noisy but are advancing at a fast pace. In the next section we will go into more details about the provider but for now we will outline the basic functions.
To access IBMQ devices, you’ll need an API token. For the public IBM Q devices, you can generate an API token here (create an account if you don’t already have one). For Q Network devices, login to the q-console, click your hub, group, and project, and expand “Get Access” to generate your API token and access url.
from qiskit import IBMQ
After generating your API token, call,
IBMQ.save_account('MY_TOKEN')
. For Q Network users, you’ll also need
to include your access url: IBMQ.save_account('MY_TOKEN', 'URL')
This will store your IBMQ credentials in a local file. Unless your registration information has changed, you only need to do this once. You may now load your accounts by calling,
IBMQ.load_accounts()
Now view the list of backends available to you.
print("Available backends:")
IBMQ.backends()
Available backends:
[<IBMQBackend('ibmqx4') from IBMQ()>,
<IBMQBackend('ibmqx5') from IBMQ()>,
<IBMQBackend('ibmqx2') from IBMQ()>,
<IBMQBackend('ibmq_16_melbourne') from IBMQ()>,
<IBMQBackend('ibmq_qasm_simulator') from IBMQ()>]
We now choose a device with the least busy queue which can support our program (has at least 3 qubits).
from qiskit.backends.ibmq import least_busy
large_enough_devices = IBMQ.backends(
filters=lambda x: x.configuration()['n_qubits'] > 3 and
not x.configuration()['simulator'])
backend = least_busy(large_enough_devices)
print("The best backend is " + backend.name())
The best backend is ibmqx4
shots = 1024 # Number of shots to run the program (experiment); maximum is 8192 shots.
max_credits = 3 # Maximum number of credits to spend on executions.
job_exp = execute(qc, backend=backend, shots=shots, max_credits=max_credits)
result_exp = job_exp.result()
Like before, the counts from the execution can be obtained using
get_counts(qc)
counts_exp = result_exp.get_counts(qc)
plot_histogram(counts_exp)
HPC Simulator¶
The IBMQ provider also comes with a remote optimized simulator called
ibmq_qasm_simulator
. This remote simulator is capable of simulating
up to 32 qubits. It can be used the same way as the remote real
backends.
backend = IBMQ.get_backend('ibmq_qasm_simulator')
shots = 1024 # Number of shots to run the program (experiment); maximum is 8192 shots.
max_credits = 3 # Maximum number of credits to spend on executions.
job_hpc = execute(qc, backend=backend, shots=shots, max_credits=max_credits)
result_hpc = job_hpc.result()
counts_hpc = result_hpc.get_counts(qc)
plot_histogram(counts_hpc)
Retrieving a previously ran job¶
If your experiment takes longer to run then you have time to wait around, or if you simply want to retrieve old jobs back, the IBMQ backends allow you to do that. First you would need to save your job’s ID:
jobID = job_exp.job_id()
print('JOB ID: {}'.format(jobID))
JOB ID: 5be8ae5e17436b0052751909
Given a job ID, that job object can be later reconstructed from the backend using retrieve_job:
job_get=backend.retrieve_job(jobID)
and then the results can be obtained from the new job object.
job_get.result().get_counts(qc)
{'00000': 367,
'00001': 10,
'00010': 30,
'00011': 27,
'00100': 22,
'00101': 83,
'00110': 50,
'00111': 435}


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This project was undertaken by Kylie Nicholson as her senior thesis for a BA in Media Arts + Practice at the University of Southern California.
This project serves to combine the creative with the technical.


{% extends "site_base.html" %} {% load cards_extras %} {% load bootstrap_tags %} {% load django_select2_tags %} {%block extra_script%} {%endblock extra_script%} {# payments = PaymentEvent objects #} {# inv = Invoice object #} {% block head_title %}Payments{%endblock head_title%} {%block body%}
Processed Payments have been: sent to SABO, put in the safe or forwarded to AR.
Received Payments have shown up on our account statement.


Number of table rows that are shown on one page. If you do not want to limit the number of rows displayed
simultaneously, clear the checkbox.
Also, you can change the page size by clicking the Change page size list of the
pagination toolbar.
Consider the following example where Limit page size to is set to 2:


Shawn O'Neil s a Bioinformatics
Trainer and Manager of the Advanced Cyberinfrastructure Teaching
Facility at the Center for Genome Research and Biocomputing at
Oregon State University. With a background in computer science,
his research focuses on bioinformatics, including ecological
informatics, transcriptomics, algorithms, and software
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|
Bitstream Interpretation Library (BIL)
0.1
|
Files | |
| file | bitextract.cpp [code] |
| Contains the main method of the bitextract program. | |
| file | bitextractArgs.cpp [code] |
| Contains definition of bitextract command line parsing function. | |
| file | bitextractArgs.hpp [code] |
| Contains declaration of bitextract command line parsing function. | |
| file | bitextractMsgs.cpp [code] |
| Contains definition of text message constants for bitextract. | |
| file | bitextractMsgs.hpp [code] |
| Contains declaration of text message constants for bitextract. |


May 26, 2016
1.0.0
Better documentation
Allow using metalsmith.json to configure plugin. (Breaking change!)
March 2, 2016
0.2.0
Allow using callback function. Added tests.
March 2, 2016
0.1.2
Added babel-polyfill as a dependency
March 1, 2016
0.1.1
Added files section to package.json
March 1, 2016
0.1.0
Iniital release


Netizens LOL at fan account of Seventeen
by olmalNetizens are LOLing at a fan account of Seventeen. This Twitter account named "Best dancing Kpop Groups" seems like a regular rating/ranking account, but it was closed after just posting Seventeen's video.
Netizens are loving this witty account. Some of the comments include: "Honestly, this is a whole mood.","I love how he/she created an account just to say that Seventeen is the best K-pop group at dancing", "Carats are so creative at idolizing their group"
What are your thoughts?


| bind {dplyr} | R Documentation |
This is an efficient implementation of the common pattern of
do.call(rbind, dfs)
or do.call(cbind, dfs)
for binding many
data frames into one.
bind_rows(..., .id = NULL) bind_cols( ..., .name_repair = c("unique", "universal", "check_unique", "minimal") )
... |
Data frames to combine. Each argument can either be a data frame, a list that could be a data frame, or a list of data frames. When row-binding, columns are matched by name, and any missing columns will be filled with NA. When column-binding, rows are matched by position, so all data frames must have the same number of rows. To match by value, not position, see mutate-joins. |
.id |
Data frame identifier. When |
.name_repair |
One of |
The output of bind_rows()
will contain a column if that column
appears in any of the inputs.
bind_rows()
and bind_cols()
return the same type as
the first input, either a data frame, tbl_df
, or grouped_df
.
one <- starwars[1:4, ] two <- starwars[9:12, ] # You can supply data frames as arguments: bind_rows(one, two) # The contents of lists are spliced automatically: bind_rows(list(one, two)) bind_rows(split(starwars, starwars$homeworld)) bind_rows(list(one, two), list(two, one)) # In addition to data frames, you can supply vectors. In the rows # direction, the vectors represent rows and should have inner # names: bind_rows( c(a = 1, b = 2), c(a = 3, b = 4) ) # You can mix vectors and data frames: bind_rows( c(a = 1, b = 2), tibble(a = 3:4, b = 5:6), c(a = 7, b = 8) ) # When you supply a column name with the `.id` argument, a new # column is created to link each row to its original data frame bind_rows(list(one, two), .id = "id") bind_rows(list(a = one, b = two), .id = "id") bind_rows("group 1" = one, "group 2" = two, .id = "groups") # Columns don't need to match when row-binding bind_rows(tibble(x = 1:3), tibble(y = 1:4)) ## Not run: # Rows do need to match when column-binding bind_cols(tibble(x = 1:3), tibble(y = 1:2)) # even with 0 columns bind_cols(tibble(x = 1:3), tibble()) ## End(Not run) bind_cols(one, two) bind_cols(list(one, two))


Awesome! Why don't you tell your friends you'll be drawing ?
Here's some liks to get an idea
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|
jubilant-funicular
|
#include <SpriteBatch.h>
Public Member Functions | |
| SpriteBatch () | |
| constructor and destructor | |
| void | init () |
| initializes the batch | |
| void | begin () |
| begins collection of glyphs for the batch | |
| void | end () |
| ends collection of glyphs and prepares to render | |
| void | addGlyph (crvec4 posRect, GLuint texture=0, crvec4 uvRect=glm::vec4(0, 0, 1, 1), crvec4 color=glm::vec4(1), float depth=0.5) |
| void | addGlyph (crvec4 posRect, crvec4 uvRect, GLuint texture, float depth=0.5, crvec4 color=glm::vec4(1)) |
| void | addGlyph (crvec2 corner1, crvec2 corner2, crvec4 uvRect, GLuint texture, float depth=0.5, crvec4 color=glm::vec4(1)) |
| void | addGlyph (crvec4 posRect, crvec4 uvRect, GLuint texture, crvec4 color, float angle=0.0f, float depth=0.5) |
| void | addGlyph (crvec2 corner1, crvec2 corner2, crvec4 uvRect, GLuint texture, crvec4 color, float angle=0.0f, float depth=0.5) |
| void | render () const |
| renders the batch | |
Private Member Functions | |
| void | createVertexArrayObject () |
| creates the vertex array object | |
| void | createRenderBatches () |
| creates the render batches | |
| void | sortGlyphs () |
| sorts the glyphs | |
Static Private Member Functions | |
| static bool | compareTexture (Glyph *lhs, Glyph *rhs) |
| comparers used to sort | |
| static bool | compareDepth (Glyph *lhs, Glyph *rhs) |
Private Attributes | |
| std::vector< Glyph * > | m_glyphPointers |
| pointers to the glyphs to be rendered (used for sorting) | |
| std::vector< Glyph > | m_glyphs |
| the glyphs to be rendered (used for fast vector operations) | |
| std::vector< RenderBatch > | m_renderBatches |
| the render batches used for rendering the glyphs | |
| GLuint | m_vao = 0 |
| ids of the vertex buffer object and vertex array object used to render the glyphs | |
| GLuint | m_vbo = 0 |
represents a collection of sprites to be drawn
If you want to draw a shape other than a square, use PrimitiveBatch instead
Allow for custom vertex types (Important)
Rewrite to use glDrawElements instead of glDrawArrays
Definition at line 87 of file SpriteBatch.h.
| void nta::SpriteBatch::addGlyph | ( | crvec4 | posRect, |
| GLuint | texture = 0 , |
||
| crvec4 | uvRect = glm::vec4(0,0,1,1) , |
||
| crvec4 | color = glm::vec4(1) , |
||
| float | depth = 0.5 |
||
| ) |
adds a glyph to the batch
Definition at line 100 of file SpriteBatch.cpp.
Referenced by nta::ParticleBatch2D::draw(), nta::SpriteFont::drawText(), and nta::SpriteFont::drawTexture().


| DOSE: |
repeated |
insufflated |
Cocaine |
(powder / crystals) |
I had always told myself that I would not touch cocaine. My experiences with most things in life lead me to believe that I have an addictive personality, so I always considered cocaine off limits. This held true until some of my close friends began to use cocaine on a regular basis.
One night I decided to give into my curiosity and try it. That night I must have snorted 5-7 lines of what my friends called 'good cocaine,' and truthfully do not see a point in taking the drug. I felt good for about the first five minutes, by that I mean a little more talkative or energetic. Then the feeling lessened and I started to feel really tired. So I did lines until they did not really affect me anymore. I sat there, unable to sleep but feeling very tired, and wondered to myself why people like this drug so much. Why would I want to risk anything for such a relatively boring high?
In the past I have done drugs such as ecstasy, or mushrooms, among other things. These drugs always produced an experience like nothing sobriety could provide. They were strongly visual or physically enjoyable, and lasted for an extended period of time. I can not say the same for cocaine. I do not believe that I will ever waste my time, or money, on that drug again, especially with it being so costly.
Experience Reports are the writings and opinions of the individual authors who submit them.
Some of the activities described are dangerous and/or illegal and none are recommended by Erowid.


batbelt
`Prev `__
B
`Next `__
--------------
**batbelt**: n.
Many hackers routinely hang numerous devices such as pagers,
cell-phones, personal organizers, leatherman multitools, pocket knives,
flashlights, walkie-talkies, even miniature computers from their belts.
When many of these devices are worn at once, the hacker's belt somewhat
resembles Batman's utility belt; hence it is referred to as a batbelt.
--------------
+--------------------------+----------------------------+--------------------------+
| `Prev `__ | `Up <../B.html>`__ | `Next `__ |
+--------------------------+----------------------------+--------------------------+
| BASIC | `Home <../index.html>`__ | batch |
+--------------------------+----------------------------+--------------------------+


page.test.Rd
Given N
replications of k
different treatments/conditions,
tests whether the median ordinal ranks \(m_i\) of the treatments
are identical $$m_1 = m_2 = \ldots = m_k$$ against the alternative
hypothesis $$m_1 \leq m_2 \leq \ldots \leq m_k$$ where at least
one of the inequalities is a strict inequality (Siegel and Castellan
1988, p.184). Given that even a single point change in the distribution of
ranks across conditions represents evidence against the null hypothesis,
the Page test is simply a test for some ordered differences in
ranks, but not a 'trend test' in any meaningful way (see also the
Page test tutorial).
page.test(data, verbose = TRUE) page.L(data, verbose = TRUE, ties.method = "average") page.compute.exact(k, N, L)
| data | a matrix with the different conditions along its |
|---|---|
| verbose | whether to print the final rankings based on which the L statistic is computed |
| ties.method | how to resolve tied ranks. Passed on to
|
| k | number of conditions/generations |
| N | number of replications/chains |
| L | value of the Page L statistic |
page.test
returns a list of class pagetest
(and
htest
) containing the following elements:
statistic
value of the L statistic for the data set
parameter
a named vector specifying the number of conditions (k) and replications (N) of the data (which is the number of columns and rows of the data set, respectively)
p.value
significance level
p.type
whether the computed p-value is "exact"
or
"approximate"
Tests the given matrix for monotonically increasing ranks across k
linearly ordered conditions (along columns) based on N
replications
(along rows). To test for monotonically decreasing ranks, either reverse
the order of columns, or simply invert the rank ordering by calling -
on
the entire dataset.
Exact p-values are computed for k
up to 22, using the pre-computed null
distributions from the
pspearman package. For
larger k
, p-values are computed based on a Normal distribution
approximation (Siegel and Castellan, 1988).
page.test
: See above.
page.L
: Calculate Page's L statistic for the given dataset.
page.compute.exact
: Calculate exact significance levels of the Page L
statistic. Returns a single numeric indicating the null probability of
the Page statistic with the given k
, N
being greater or equal than the
given L
.
Siegel, S., and N. J. Castellan, Jr. (1988). Nonparametric Statistics for the Behavioral Sciences. McGraw-Hill.
# exact p value computation for N=4, k=4 page.test(t(replicate(4, sample(4))))#> Ranking used: #> [,1] [,2] [,3] [,4] #> N=1 2 4 3 1 #> N=2 3 4 2 1 #> N=3 1 4 3 2 #> N=4 4 2 1 3#> #> Page test of monotonicity of ranks #> #> data: t(replicate(4, sample(4))) #> L = 93, k = 4, N = 4, p-value = 0.8992 #> alternative hypothesis: at least one difference in ranks #># exact p value computation for N=4, k=10 page.test(t(replicate(4, sample(10))))#> Ranking used: #> [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] #> N=1 6 2 1 3 10 7 5 8 4 9 #> N=2 3 7 8 4 2 10 9 6 1 5 #> N=3 2 7 1 4 5 6 3 8 9 10 #> N=4 9 10 8 2 3 1 5 6 7 4#> #> Page test of monotonicity of ranks #> #> data: t(replicate(4, sample(10))) #> L = 1269, k = 10, N = 4, p-value = 0.146 #> alternative hypothesis: at least one difference in ranks #># approximate p value computation for N=4, k=23 result <- page.test(t(replicate(4, sample(23))), verbose = FALSE)#>print(result)#> #> Page test of monotonicity of ranks #> #> data: t(replicate(4, sample(23))) #> L = 12581, k = 23, N = 4, p-value = 0.9389 #> alternative hypothesis: at least one difference in ranks #># raw calculation of the significance levels page.compute.exact(6, 4, 322)#> [1] 0.03932265


This tests blur filters canvas.triangleBlur(), canvas.zoomBlur(), and canvas.tiltShift(). The image above has a transparent red center, but the red color should not leak into the surrounding image when blurred in any of the images below.
canvas.triangleBlur()
canvas.zoomBlur()
canvas.tiltShift()


PLANET SICK-BOY: http://www.sick-boy.com
A silly little action flick, The Chill Factor preaches that `Keeping Cool is a Matter of Life and Death.' But they don't mean `cool' like the Fonz - they mean literally cool, like Hillary Clinton. In the worst and most unintentionally hysterical rip-off of Speed yet, the film's two stars race across Montana to get a deadly biological weapon to an Army base before – get this – the temperature of the chemical hits fifty degrees.
The weapon, called Elvis, was created over ten years ago by an Army scientist, played by David Paymer (Payback). I think his name is actually Dr. Richard Long (or directory style - Long, Dick), but I'm not sure. While isolated on a tiny desert island, Long tested a very small amount of Elvis before his computer was done compiling data on the deadly agent. Originally intended to affect a 200-yard radius around the test site, Elvis instead engulfs the entire five-mile island, killing all eighteen men that were not located within the safety of the control building.
Long escaped with a slap on the wrist, but his Colonel (played by Peter Firth, Mighty Joe Young) is tossed in Leavenworth for ten years. Of course when he gets out of the clink, he wants to kill Long, steal Elvis and sell it to foreign countries for - insert Dr. Evil voice here - 100 million dollars. So Firth heads to Long's current research facility in Jerome, Montana with a group of ninja-types. Long story short, the doctor lives long enough to get Elvis out of there, and Elvis ends up with Long's fishing buddy Mason (played by Skeet Ulrich, The Newton Boys), who works the late shift at Darlene's Diner.
Learning about Elvis' temperature restrictions, Mason commandeers an ice cream delivery truck and, together with its driver (played by Cuba Gooding Jr., Instinct), the two spend the remaining hour and a half running from the Colonel and his garrison of black-clad foot soldiers. Ulrich has the charisma of an orange and Gooding is like Martin Lawrence turned up to eleven. Shouldn't Oscar winners be held to higher standards than the slop he's been pushing? The only way this could have been worse is if Jared Leto and Master P were cast in the leading roles.
Among the film's highlights are Ulrich and Gooding, Jr. using a rowboat to sled down the face of a mountain, which at first sight is a straight drop-off, but when they're actually hurtling down the hill it has somehow transformed into a less dangerous forty-five-degree angle. And there is the obligatory fight on the roof of the ice cream truck as it races in and out of tunnels bored into the mountain, which relegates the bad guy to a Wile-E.-Coyote-type fate. Are people still entertained by this? Thanks to the weapon being nicknamed Elvis, there are also quite a few witty lines like `Elvis has entered the building' and snappy comebacks to questions like `Where's Elvis?': `Dead, last time I checked.'
Not to be confused with the 1990 Gary Crosby pic of the same name, or the short-lived 1972 Robert Culp/Eli Wallach televison series, Factor is the directorial debut of Hugh Johnson (insert additional penis joke here), who was previously the cinematographer on G.I. Jane. The film was scripted by Drew Gitlin and Mike Cheda, the former in his debut and the latter the screenwriter for something called The Shape of Things to Come, a sci-fi thriller that only played in Canadian theaters when released in 1979. Plus, his name is almost a type of cheese, so that should tell you something, too. (1:42 - R for violence and language)
The review above was posted to the
rec.arts.movies.reviews newsgroup (de.rec.film.kritiken for German reviews).
The Internet Movie Database accepts no responsibility for the contents of the
review and has no editorial control. Unless stated otherwise, the copyright
belongs to the author.
Please direct comments/criticisms of the review to relevant newsgroups.
Broken URLs inthe reviews are the responsibility of the author.
The formatting of the review is likely to differ from the original due
to ASCII to HTML conversion.
Related links: index of all rec.arts.movies.reviews reviews


Bikeablebrews.com is a guide for Washington, D.C. trail users searching for craft beer along their walk, run, or ride. This site aims to compliment Bikeablebrews.com with a collection of beer trail web maps.
Current trail maps include Custis, Fairfax County Parkway, Mt. Vernon, and the W&OD. Maps have get current location tool and searchable list of craft beer places.


Dutch authorities find 25 migrants in refrigerated container aboard ship
by Louis CasianoDutch authorities said Tuesday they found 25 migrants stowed away in a refrigerated container on a United Kingdom-bound ferry.
The ferry -- the Britannia Seaways, which is owned by Danish operator DFDS -- left the Netherlands on Tuesday and quickly turned around to the Dutch port of Vlaardingen after the migrants made a hole in a trailer, the shipping company said in a statement.
"Police officers entered the ship from a police boat that met them as soon as Britannia entered the port," DFDS said.
The ship was on its way to Felixstowe in southern England. Two of the migrants were taken to a hospital to be treated for hypothermia. Their conditions were unknown.
The others received medical treatment at the port and were taken to a police location, emergency coordination organization Rijnmond Veilig said in a statement. It was not clear where the migrants were from or how they got aboard the ship.
CLICK HERE TO GET THE FOX NEWS APP
A police dog was used to comb the ship for other migrants but didn't find any, the group said.
The discovery comes weeks after 39 Vietnamese migrants were found dead in a refrigerated truck near London. Two people in Britain and eight in Vietnam have been in their deaths.


Tim Cook Celebrates Coding And Computer Science Education Week in Japan
by Charlotte HenryApple CEO Tim Cook probably hasn’t coded for many a year. However, it was a key part of how he got into the tech industry.
The Importance of Coding
No surprise then that Mr. Cook publicly marked Computer Science Education Week. Mr. Cook visited Apple Marunouchi in Japan. There, he was joined by Rikkyo Primary School. The appeared to have taken part in a Today at Apple course to start learning some computer science skills. Mr. Cook tweeted that “coding is one of the most important skills you can learn.”
Today at Apple sessions include one called “Getting Started with Swift Playgrounds.” Another is focussed on children. It is called “Coding Lab for Kids” and teaches them using a Sphero Robot.


I had heard that the best way to experience a full Salvia journey was a really hot burn and a *huge* lung-full. Well, I did just this using a simple homemade hooka. I cleared the entire bowl (packed tight) and held it in my lungs for about 10 seconds. I was thinking 'mmmm.. I bet nothing happens' when WHAM! All of a sudden my entire reality was twisting, bending, warping around some invisible point in space of importance. I have no words to explain what happened over the next few minutes. All I can remember is alien words inside amazing swirling, geometric patterns, and extreme heat - I was sweating profusely apparently.
What is of greater significance to me was what it left. As I was 'unwinding,' I was explaining to my girlfriend how I felt. I was transfixed on a candle sitting on a coffee table. I was completely convinced that this was not 'real' and everthing 'is the same.' I knew I could bend the candle flame with my mind. The greatest suprise came as I explained this ... in my own words...
'Everything is not real. The flame, the candle, the tree. It is all the same. It is nothing, and everything.'
Well, I did not notice straight away but my girlfriend said 'What tree?' ...
I had not 'seen' the coffee table as a tree... but somehow my mind knew it was NOT a coffee table... it was a tree...
It is amazing how we take things of nature and change them, mold them, break them... and then completely insult their entire being, my 'forgetting' what they are. From this day forth every such piece of nature is clear to me, and I am ashamed of how I have been.
Needless to say, this experience was INTENSE. I was very frightened, yet did not fear the plant itself. What I feared most was myself... and I felt guilty at my own being and the plant let me know that.
This plant is wonderful, and I know it is FAR from finished with me.... but I do have advice. When done properly this experience is EXTREMELY intense. If you do not have experience with the mind-altering effects of plants other that marijuana, I would be VERY careful - even my experiences with LSD and Mushrooms were nothing compared to this (albeit much longer).
Experience Reports are the writings and opinions of the individual authors who submit them.
Some of the activities described are dangerous and/or illegal and none are recommended by Erowid.


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Renault Triber RxZ now gets 15-inch wheels as standard
by Jaiveer MehraTop-spec Triber RxZ now gets 15-inch rims and meatier 185/65 section tyres; prices hiked by around Rs 4,000.
Renault has quietly updated the top-spec Triber RxZ with larger wheels and meatier tyres. Initially available with 14-inch steel wheels wrapped in 165/80 section tyres across all trim levels, Renault is now offering larger 15-inch units and meatier 185/65 section tyres as standard on the fully-loaded RxZ variant.
As with the 14-inch units previously offered on the top trim level, the 15-inchers are steel wheels cleverly dressed-up to resemble alloy wheels; 14-inch alloys remain a paid accessory.
The update has also seen a marginal revision in prices, with the RxZ now priced at Rs 6.53 lakh – around Rs 4,000 more than before. There are no other changes to the line-up.
Renault launched the Triber earlier this year in a choice of four trim levels and with a single engine option – an upgraded version of the 1.0-litre unit from the Kwid, developing 72hp and 96Nm of torque and paired to a 5-speed manual gearbox as standard.
The compact seven-seater – only the second such model in India after the Datsun Go+ – rivals the likes of the Hyundai Grand i10, Maruti Suzuki Wagon R, Ford Figo and the aforementioned Datsun Go+.
Renault Triber
Rs 5.48 lakh * On Road Price (New Delhi)


Lately I am not feeling like I am using time wisely when it is quite often I can see myself wasting a huge amount of time on consuming a large amount of information, among which were mostly garbage. I have done several contemplations regarding to this matter to see how I would done to improve such situation. And I come up with an idea of building a hub of filtered news. It would be exactly the same as Google Reader, which is already shut down for a period of time, but the difference is that this hub will be self-hosted.
At the moment there are some open source applications that can be alternatives to Google Reader, among them I think Tiny Tiny RSS would be a top candidate. TTS is lightweight, and easy-to-set-up. I have started to use it for a couple of hours, and I couldn’t say how satisfied I am.
It can be downloaded here.


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Malacañang backtracks, says Robredo's ICAD post not part of Cabinet
The latest statement is a departure from President Rodrigo Duterte's previous promise to make Robredo a Cabinet member
by Sofia TomacruzSubscribe
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Here at island resorts we're confident in quality of service we provide. That said, if you ever feel the need to contact us, please do no hesitate to~!
- Phone: (1232)456-9871
- email<EMAIL_ADDRESS>- fax:<PHONE_NUMBER>
- mailing adressess:
- resort: 1232 imaginary island lane, flordia, Flordia, USA 111111
- mainland office: 4321 new oreleans, lousiana, texas, USA 11122


It's interesting to see how the shape and appearance of a person's face will change with growing age.   Finally I make a mid-way morphing face with both faces respectively, so it contains morphing on both shape and apperance. The result look much better than the previous two single manipulations!
warpped to mean shape
original
Morph to an older face!
Upper left: face to morph to
Upper right: only morph the shape
Lower left: only morph the apperance/color
Lower right: morph both
Morph to a younger face!
Upper left: face to morph to
Upper right: only morph the shape
Lower left: only morph the apperance/color
Lower right: morph both
To see the change process from a baby to an elder......
created with
Website Builder Software .


Hierarchical Modeling: Modeling and Animating Quadruped Animals
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Test Control
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Example demonstrates how to list all supported DeployR APIs
Open the browser's debug window to view print logs for this example.
View
documentation
for more information.


Storj is a distributed cloud storage platform, suitable for static content.This page is an example of hosting and serving assets from Storj.


The < a class ="breed" href="http://en.wikipedia.org/widiBriard"> Briard, or berger de brie, is a largge breed of all dog traditionally used as a herder and guardian of sheep
The briard, which is believed to have originiated in France, has been bred for centuries to herd and to protect sheep. The breed was used by the French Army as sentries, messengers and to search for wounded soldiers because of its fine sense of hearing. Briards were used in the First World War almost to the point of extention. Currently the population of briards is slowly recovering Charlemagne, Napoleon, thomas Jefferson and Lafayette all owend briards
by Ivy Duckettt


Turn up Lagos! Boom concert is coming to Lagos live, Trust me you dont want to miss out on this.The aim is to create a legacy that will last for countless years to come and we are determined on creating a festival that won’t fail to introduce fresh talents to the music scene in Nigeria. The Boom festival is known to be one the biggest festival in lagos and Nigeria. It is a show tha cater for all talent, we different hunt show such as rap battle, dance competition, gamer and so much.
The logo of the Boom Festival was initated by the founder Mr Williams in 2016, the letter B represent BreakThrough. A breakthrough in the world of entertainment.
You can check out our two major event in Lagos and abuja


Lucienne Rosner
Democrat
Assistant Property Manager - Prime West
I have my BA in International Affairs from the University of Colorado at Boulder and my MA in International Development from the University of Denver
80211
I worked for a congressman from July 2014 - Jan 2015. Previous to that I had volunteered and interned for a few candidates but have not been involved in politics beyond voting since Jan 2015
I volunteered with refugee communities in France from Jan 2015 - July 2015. I have also volunteered with the Red Cross Colorado/Wyoming Division working on preparedness, the International Rescue Committee focusing on Female Empowerment and current volunteer with Watson Institute assisting social entrepreneurs from mainly developing countries start businesses.
I have volunteered/worked in a variety of roles to ensure that voices are equally heard and represented regardless of the inherent power balances and systemic issues that do not set up all equally for success or opportunities. This ranges from working on creating an inclusive preparedness strategy for the Red Cross of Colorado/Wyoming to assisting refugees both within the US and abroad in navigating unfamiliar systems.
I am a firm believer in the fact that it is important that communities are fully represented and have a voice. Redistricting is an important piece of the democratic process to which I would be proud to contribute. I would dedicate myself to this commission and ensure that my contributions were a fair representation of myself and my community.
I have worked in a variety of careers (possibly too many!) where I have used conflict resolution skills and practice impartiatility and fairness. My education created a strong foundation in learning how to separate facts from emotions to best analyze and understand information in an impartial manner. This was then further cemented through career experiences that required the ability to be fair or impartial from my role assisting Veterans with VA claims to leading operations for a non-profit focused on social entrepreneurship.
As discussed above, my educational experiences created a strong foundation for this skillset - I have a background in research and statistics. Moreover, when working as a Director of Operations at a small start-up it was necessary to apply logic and reason to problems ranging from roommate issues to budgetary issues. My analytical skills are currently used in my commercial property management role to identify a problem, develop solutions, communicate logically to stakeholders, and balance priorities such as budgets and tenant requests.
Female


I am
Sanchi Rastogi
About me
Hello,
I am a senior, pursuing my Bachelors in Technology in Computer Science at KIET Group of Institutions (affiliated to AKTU), India. I am deeply passionate about software development and have majorly worked on building native Android applications.
Right now I am also exploring the world of Open Source.
My Education and Experiene
B.Tech in Computer Science
KIET GROUP OF INSTITUTIONS, GHAZIABAD
Abdul Kalam Technical University (Formerly UPTU)
Senior Secondary (XII)
NEW ERA PUBLIC SCHOOL, NEW DELHI
CBSE
Secondary (X)
NEW ERA PUBLIC SCHOOL, NEW DELHI
CBSE
Software Engineering Intern
DEMUX ACADEMY
• Prototyped the application in an Agile environment, working
effectively with offshore cross-functional teams.
• Wrote Python scripts to facilitate automation of data fetch/upload
to Firestore.
• Worked on Flutter Application, evaluated alternate processes
and new designs to improve functionality and quality.
Open Source Hacks Mentor
ANITAB.ORG
• Selected as one of the 20 mentors from 50+ applicants based
on past contributions, community involvement and possessed
skills.
• Mentored 25+ participants on Mentorship Android Application
& VCS.
• Participated in peer Code Reviews to suggest improvements
and ensure code quality.
• Awarded as the top OSH Mentor for active participation.
Android Dev Intern
DWARFSTAR STUDIOS
• Worked independently on two phases of Application: Customer
& Admin.
• Built the UI/UX of the application using Material Design
guidelines.
• Integrated Firebase Database to Authenticate user and store
details.
Skills
Projects
Achievements
GHC Scholar
GHC'21 Scholarship
AnitaB.org
Amongst 1300 scholars globally for a fully-funded USA conference based on Technical Skills & Achievements.
Grand Finalist
Smart India Hackathon 2020
MHRD
Amongst Top 5/0.2M teams in the project under the Bureau of Police Research and Development.
SLoP 2020
DSC DACIIT
Devfolio
Ranked #19/100+ contributors. Contributed to CodersCalendar App (500+ Downloads)
Grand Finalist
Dishathon 2020
DishTV
Managed the team and stood in Top 10 amongst 1000+ teams.
Winner
Mobility Hackathon 2019
NITI Aayog
Led a team of 5 and Competed with 75+ teams in competition by Nissan and Ricardo.
Best Girls’ Team
NASA Space Apps 2019
NASA
Competed with 100+ teams in qualifying round of NASA’s Global Hackathon


ViewControllerEvent
public enum ViewControllerEvent
An enum for events that can be notified by UIViewControllers.
-
An event that will be notified after the UIViewController was initialized.
Declaration
Swift
case didInit
-
An event that will be notified after
viewDidLoad
.See also
Apple Developer DocumentationDeclaration
Swift
case viewDidLoad
-
An event that will be notified after
viewWillAppear
.See also
Apple Developer DocumentationDeclaration
Swift
case viewWillAppear(animated: Bool)
-
An event that will be notified after
viewDidAppear
.See also
Apple Developer DocumentationDeclaration
Swift
case viewDidAppear(animated: Bool)
-
An event that will be notified after
viewWillDisappear
.See also
Apple Developer DocumentationDeclaration
Swift
case viewWillDisappear(animated: Bool)
-
An event that will be notified after
viewDidDisappear
.See also
Apple Developer DocumentationDeclaration
Swift
case viewDidDisappear(animated: Bool)
-
An event that will be notified after
viewWillLayoutSubviews
.See also
Apple Developer DocumentationDeclaration
Swift
case viewWillLayoutSubviews
-
An event that will be notified after
viewDidLayoutSubviews
.See also
Apple Developer DocumentationDeclaration
Swift
case viewDidLayoutSubviews
-
An event that will be notified after
viewLayoutMarginsDidChange
.See also
Apple Developer DocumentationDeclaration
Swift
case viewLayoutMarginsDidChange
-
An event that will be notified after
viewLayoutMarginsDidChange
.See also
Apple Developer DocumentationDeclaration
Swift
case viewSafeAreaInsetsDidChange
-
An event that will be notified after
didMove
.See also
Apple Developer DocumentationDeclaration
Swift
case didMove(parent: UIViewController?)
-
An event that will be notified after
willMove
.See also
Apple Developer DocumentationDeclaration
Swift
case willMove(parent: UIViewController?)
-
An event that will be notified after
didReceiveMemoryWarning
.See also
Apple Developer DocumentationDeclaration
Swift
case didReceiveMemoryWarning
-
An event that will be notified before the UIViewController is released.
Declaration
Swift
case willDeinit
-
Returns the event name. Returns: The event name.
Declaration
Swift
public var name: Name { get }
-
A enum for names of
See moreViewControllerEvent
.Declaration
Swift
public enum Name : String, Equatable, Hashable, CustomStringConvertible
-
Declaration
Swift
public var debugDescription: String { get }
-
Declaration
Swift
public var customMirror: Mirror { get }


I am a "full-stack" software developer. The first program I wrote was a quadratic equation solver for TI-83 in 7th grade. Since then I've moved on from programming calculators to developing websites, running machine learning experiments on computational biology data, coding Windows software, building mobile apps, and developing more websites.
GoPollGo
I am currently a developer and employee #1 at real-time polling service GoPollGo, where I've worked on everything from designing and implementing our mobile website to migrating our back-end from MySQL to MongoDB. I get to code Ruby all day and play around with fun new technologies like CoffeeScript and Backbone.js. Drew Olanoff from The Next Web says GoPollGo is the quickest way to track public opinion on the web and our users include ESPN and Netflix.
Outdrsy
For 6 months after leaving Microsoft, I worked as a solo founder on a startup called Outdrsy that was intended to be a community organizing site for outdoor recreation. It didn't pan out, and what I learned from it will be the subject of a blog post in the near future!
Microsoft
At Microsoft, I worked on a variety of projects starting with an internship in Dynamics CRM, working on the front-end of the enterprise web service. When I started full time, I moved to Windows Live where I worked first on Sync and then Messenger Companion, a social networking add-on for Internet Explorer, for which I was the primary user interface developer.
Princeton University
I graduated from Princeton in 2008 with honors in Computer Science and a certificate in Quantitative and Computational Biology. For my senior thesis, Machine Learning Methods for Predicting Functional Genomic Relationships, I explored machine learning classification algorithms for predicting relationships between genes based on ginormous aggregated gene expression "microarray" data sets and was able to improve the prediction accuracy by a few percentage points. Along the way I learned various ways to hog the CS department's Beowulf cluster.


This app looks at the top 25,000 post in the Politics subreddit on Reddit and allows you to compare phrases to see the average score they recieve.
We uses a seperate process to json query Reddit's public API to collect titles and scores for the top submission on the politics subreddit. We use this process to collect, structure, and save the data. We then uses this data in our shinny app to allow users to compare different phrases to uses in their titles. A histogram overlaying the distribution of scores is shown for both.
In the top left corner a P-value is shown to allow you to gauge the statistical significance of the difference. Bellow the graph estimates and confidnce intervals are given.
Cole Sanders


Mohamed Salah has become "obsessed by goals", says ex-Liverpool ace Michael Owen
Former Liverpool striker Michael Owen says Mohamed Salah has transformed in recent years and become "obsessed by goals"
by Rich Jones, https://www.mirror.co.uk/authors/rich-jones/Mohamed Salah has become "obsessed by goals", according to former Liverpool striker Michael Owen.
And the ex-England star believes Salah's success has transformed his mindset and style of play since he first arrived in England.
Salah has come in for criticism for being greedy in front of goal at times this season, including a high-profile row with team-mate Sadio Mane which has since been resolved.
And Owen, known for his prolific goalscoring during his stint at Anfield, outlined the "intriguing" transformation of the Egyptian ace after his performance against Genk in the Champions League.
Salah was unable to get on the scoresheet in a 2-1 win as he took a number of efforts in a bid to get back firing after scoring just five Premier League goals in 10 games so far this season, a low return by his remarkably high standards.
Owen told BT Sport: "The way I read his game is I think you can tell his game has changed over the years.
"Five years ago, watching him play, he would be beating players out wide, he'd be laying balls on.
"He got the assist tonight, but he just looks to me nowadays like a really, really hungry player for goals, almost to the state where he's obsessed by goals.
"That's definitely developed over the years with him. He never used to be obsessed with goals.
"But now he's getting a taste of it. Now he's won Golden Boots, now he's been the main man, it's almost as if he feels a huge pressure to score all the time.
"That's how I read him when I watch him play. I never, ever think he's going to pass in front of goal, it's almost as if he's got a one-track mind.
"There's nothing wrong with that, it's certainly not a criticism, it's just intriguing how he's evolved over the years into being this real hungry goal-getter now.
"Five years he certainly wasn't like that, and now you're watching him thinking 'wow, he's just zoned in on scoring goals'. He's such a goal-getter."


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