About Us
Here You Are Going to know Few things About WebSyt!
WebSyt is just a name given to a freelancers team. This team consists of a Web Developer and a Graphic Designer.
We provide a full package of website creation with no extra charges except the freelancing fee.
- Website Designing
- Website Creation
- Graphics elements in Website
- Creative content for descriptions of each sub-headings
Services
Excellent customer service is the number one job in any company! It is the personality of the company and the reason customers come back. Without customers there is no company!
Website Devlopment
We develop best customised and fully resonpsive website solutions and mobile friendly websites.
Gharphic Designs
User Interface designing with all graphic Elements in the website like different icons, transition graphics and gifs.
Creative Content
In additional We provide you with creative content in your website like description of different sections in website and SEO optimized Content
Search Engine Optimization
We provide excellent support and guidance for your all SEO and Cloud related problems and give you the best solution.
Vedio Editing and Motion Graphics
Devloping graphics and editing vedio is our hobby. We can edit all your memories and provide you best graphics editing for your vedio gallaery.
Software Testing and Bugs Fixing
We test your IT software fix minor and major bugs also we provide best consultancy for outshining your buinesss.
Why choose us?
Our Approach. To us, it's not just work - we take pride in the solutions we deliver
We provide best solutions in IT industry. We provide the affordable website solutions, expert technicians, friendly knowledgeable support, top-of-the-line graphics and technology, and state-of-the-art 24x7 support.
We focus on the quality of our services.
We are proud to provide our clients with support to solve your problems and to ensure the continuous networking of your business.
We provide a high level of support.
We provide support for all our website related problems and development.We contribute towards hand-carrying best support for graphics and IT solutions which can outshine your business globaly.
We listen to your feedback.
We are highly confident in our promise to serve you better. Our focus is to build long term relationships with our customers.
Clients
Live Projects
MOD Projects
Hours Of Support
HIRE US
Hire us to get exclusive solutions for your work. We provide the best solutions for commercial websites and graphics. Hire us and get web-based business solutions and spread it virtually.
Portfolios
A career is a portfolio of projects that teach you new skills, gain you new expertise, develop new capabilities, grow your colleague set, and constantly reinvent you as a brand.
www.dealdelight.in
Deal Delight is a simple gifting gallery for all the your loved onces.
www.saibabamandirchhatribagindore.com
It is a trust, temple website which provides visitors room booking management system.
www.efarmindia.tech
E farm is providing great help to farmers and other agricultural-based people and is introducing a great way of healthy and natural consumption.
Medi-Caps Innovation And Incubation Cell
Incubation Cell fund and support start-ups for successful.
www.abrarchitect.com
We at ABR Architect are drawn to construction as a tradition of craft.
Testimonials
Archit Badjatya
CEO eFarm
Efarm appreciates your work and is really greatful for your web development and app development for Efarm.
Devjeeet Choudary
Ceo & Founder Dealdelight
Dealdelight thanks for providing best ecommerce solution and for excilant guidance and help throught the website development.
Team
Teamwork is the ability to work together toward a common vision. The ability to direct individual accomplishments toward organizational objectives. It is the fuel that allows common people to attain uncommon results.


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Example:
class Foo { native public final void foo(); }
After the quick-fix is applied, the result looks like this:
class Foo { public final native void foo(); }
Use the first checkbox below to report when annotations are misplaced:
annotations with ElementType.TYPE_USE
not directly before the type after the modifier keywords,
other annotations not before the modifier keywords.
When the checkbox is unchecked any annotation can be positioned before or after the modifier keywords.
Modifier lists with annotations in between modifier keywords will always be reported.
Use the second checkbox below to warn when an ElementType.TYPE_USE
annotation is not positioned directly before
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Helper-class to execute test in a specific target path.
More...
Helper-class to execute test in a specific target path.
Input
- rel_path_work_folder: String Relative path of the target dir from the calling script
- file_path: String Absolute path of the calling script
- add_to_path: Bool "False" (default) if no need to add the target dir to the path, "True" otherwise.
◆ __init__()
| def KratosUnittest.WorkFolderScope.__init__ |
( |
|
self, |
|
|
|
rel_path_work_folder, |
|
|
|
file_path, |
|
|
|
add_to_path = False |
|
) |
| |
◆ __enter__()
| def KratosUnittest.WorkFolderScope.__enter__ |
( |
|
self | ) |
|
◆ __exit__()
| def KratosUnittest.WorkFolderScope.__exit__ |
( |
|
self, |
|
|
|
exc_type, |
|
|
|
exc_value, |
|
|
|
traceback |
|
) |
| |
◆ add_to_path
| KratosUnittest.WorkFolderScope.add_to_path |
◆ currentPath
| KratosUnittest.WorkFolderScope.currentPath |
◆ currentPythonpath
| KratosUnittest.WorkFolderScope.currentPythonpath |
◆ scope
| KratosUnittest.WorkFolderScope.scope |
The documentation for this class was generated from the following file:
- /home/runner/work/Documentation/Documentation/master/kratos/python_scripts/KratosUnittest.py


Recently in Twittory I moved from Java to Scala. Well, to be honest I just switched from Java to Scala syntax and will move on to adapt to functional programming principles.
There was one glitch during the process. I am using Spring Data for MongoDb and to ease up a few queries I used statics to define field names of objects I store.
Here’s an example: very simple class that I use to store tweet scanning bookmarks:
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 |
|
Storing this thing with Spring Data. The static fields defining field names are here so that somewhere else I can define a query using those fields. The @Field annotations allow customization of field names in collections and while here they are the same as actual field names, they could be set differently.
Now when I was rewriting this to Scala, it’s quite obvious I ended up with a case class.
1
|
|
But the problem with case class is that adding @Field annotations doesn’t work anymore. This is because writing like this:
1 2 |
|
places the @Field annotation on constructor arguments, fields and Scala accessors which probably makes Spring Data scanner fail. The result is that these fields are no longer customizable and I wanted to somehow remedy that.
Playing with @BeanProperty annotation didn’t solve the problem because apparently the @Field annotation is then also placed on generated accessors. But solution to this problem is actually quite easy. In Scala there are target meta-annotations that can be put on the annotation type when instantiating the annotation. There are six of those: @beanGetter, @beanSetter, @field, @getter, @setter, @param. Consult the target package for more info.
The solution? It’s very simple:
1 2 |
|
And that’s it! But there’s one last thing to make it behave like Java version. In Java I used statics to define field values (so that there’s no problem when some name changes). So I want something like this:
1 2 3 4 5 |
|
But this is not how things work in Scala and it took a while to learn that :) But this is for another short post.


PAM_SEPERMIT
Section: Linux\-PAM Manual (8)Updated: 11/04/2009
Index Return to Main Contents
NAME
pam_sepermit - PAM module to allow/deny login depending on SELinux enforcement stateSYNOPSIS
- pam_sepermit.so [debug] [conf=/path/to/config/file]
DESCRIPTION
When the user which is logging in matches an entry in the config file he is allowed access only when the SELinux is in enforcing mode. Otherwise he is denied access. For users not matching any entry in the config file the pam_sepermit module returns PAM_IGNORE return value.
The config file contains a list of user names one per line with optional arguments. If the name is prefixed with @ character it means that all users in the group name match. If it is prefixed with a % character the SELinux user is used to match against the name instead of the account name. Note that when SELinux is disabled the SELinux user assigned to the account cannot be determined. This means that such entries are never matched when SELinux is disabled and pam_sepermit will return PAM_IGNORE.
See sepermit.conf(5) for details.
OPTIONS
debug
- Turns on debugging via syslog(3).
conf=/path/to/config/file
- Path to alternative config file overriding the default.
MODULE TYPES PROVIDED
The auth and account module types are provided.
RETURN VALUES
PAM_AUTH_ERR
- SELinux is disabled or in the permissive mode and the user matches.
PAM_SUCCESS
- SELinux is in the enforcing mode and the user matches.
PAM_IGNORE
- The user does not match any entry in the config file.
PAM_USER_UNKNOWN
- The module was unable to determine the user's name.
PAM_SERVICE_ERR
- Error during reading or parsing the config file.
FILES
/etc/security/sepermit.conf
- Default configuration file
EXAMPLES
-
auth [success=done ignore=ignore default=bad] pam_sepermit.so auth required pam_unix.so account required pam_unix.so session required pam_permit.so
SEE ALSO
sepermit.conf(5), pam.conf(5), pam.d(5), pam(8) selinux(8)
AUTHOR
pam_sepermit and this manual page were written by Tomas Mraz<EMAIL_ADDRESS>Index
- NAME
- SYNOPSIS
- DESCRIPTION
- OPTIONS
- MODULE TYPES PROVIDED
- RETURN VALUES
- FILES
- EXAMPLES
- SEE ALSO
- AUTHOR
This document was created by man2html, using the manual pages.
Time: 05:34:28 GMT, December 24, 2015


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[§6D-5] Sale. It shall be unlawful for any person to sell or offer for sale speleothems and speleogens removed from caves. [L 2002, c 241, pt of §2]


PixieDust lets you download the data from your notebook. If you've been playing with some charts, you can also save and download in SVG format.
You can save a data set to a number of different file formats, including CSV, JSON, XML, and more. You do so within the user interface controls that the display API generates. Read how to run and work with display() .
Above the table and charts display, click the Download dropdown arrow. You see the following menu:
Choose Download as File Choose the format you want, and specify the number of records to download.
Click OK .
PixieDust also lets you save directly to a Cloudant database.
Above the table and charts display, click the Download dropdown arrow. You see the following menu:
Choose Stash to Cloudant .
To the right of the Cloudant Connection field, click the + plus button.
Enter your Cloudant database credentials and click OK .
 The only way to raise limits, is to upgrade your Cloudant plan.
NoteIf you get an error that a library is missing, install the cloudant-spark library. This is a manual one-time step that requires a kernel restart. Download the cloudant-spark jar for your Spark version.
For Spark 1.6:
https://github.com/cloudant-labs/spark-cloudant/releases/download/v1.6.4/cloudant-spark-v1.6.4-167.jar
...For Spark 2.0:
https://github.com/cloudant-labs/spark-cloudant/releases/download/v2.0.0/cloudant-spark-v2.0.0-185.jar
Then create a directory named jars under the home directory with
mkdir jars
. Copy the cloudant-spark jar file into the newly created directory. Then locate kernel.json file under the directory listing by running commandjupyter pixiedust list
. Edit kernel.json file and update the variable PYSPARK_SUBMIT_ARGS under env by adding --jars <local_home_directory>/jars/cloudant-spark.jar."PYSPARK_SUBMIT_ARGS": "--jars /Users/USERNAME/jars/cloudant-spark-v1.6.4-167.jar ....
If you've created a sweet chart that you want to save, click the Download SVG button.
Install cloudant-spark library
You can export the data to a Cloudant database. A supporting library cloudant-spark jar is required for the export. This is a manual one-time step that requires a kernel restart. Download cloudant-spark jar file for respective Spark version from:
Spark 1.6: https://github.com/cloudant-labs/spark-cloudant/releases/download/v1.6.4/cloudant-spark-v1.6.4-167.jar
Spark 2.0: https://github.com/cloudant-labs/spark-cloudant/releases/download/v2.0.0/cloudant-spark-v2.0.0-185.jar
Create a directory of your choice for example jars under the home directory.
mkdir jars
Copy the cloudant-spark jar file into the newly created directory.
Locate kernel.json file under the directory listing by running command.
jupyter pixiedust list
Edit kernel.json file and update the variable PYSPARK_SUBMIT_ARGS under env by adding --jars <local_home_directory>/jars/cloudant-spark.jar.
"PYSPARK_SUBMIT_ARGS": "--jars /Users/USERNAME/jars/cloudant-spark-v1.6.4-167.jar ....


Transactions can be isolated from each other to different degrees. Serializable provides the most isolation, and means that, for the life of the transaction, every time a thread of control reads a data item, it will be unchanged from its previous value (assuming, of course, the thread of control does not itself modify the item). By default, Berkeley DB enforces serializability whenever database reads are wrapped in transactions. This is also known as degree 3 isolation.
Most applications do not need to enclose all reads in transactions, and when possible, transactionally protected reads at serializable isolation should be avoided as they can cause performance problems. For example, a serializable cursor sequentially reading each key/data pair in a database, will acquire a read lock on most of the pages in the database and so will gradually block all write operations on the databases until the transaction commits or aborts. Note, however, that if there are update transactions present in the application, the read operations must still use locking, and must be prepared to repeat any operation (possibly closing and reopening a cursor) that fails with a return value of DB_LOCK_DEADLOCK. Applications that need repeatable reads are ones that require the ability to repeatedly access a data item knowing that it will not have changed (for example, an operation modifying a data item based on its existing value).
Snapshot isolation also guarantees repeatable reads, but avoids read locks by using multiversion concurrency control (MVCC). This makes update operations more expensive, because they have to allocate space for new versions of pages in cache and make copies, but avoiding read locks can significantly increase throughput for many applications. Snapshot isolation is discussed in detail below.
A transaction may only require cursor stability, that is only be guaranteed that cursors see committed data that does not change so long as it is addressed by the cursor, but may change before the reading transaction completes. This is also called degree 2 isolation. Berkeley DB provides this level of isolation when a transaction is started with the DB_READ_COMMITTED flag. This flag may also be specified when opening a cursor within a fully isolated transaction.
Berkeley DB optionally supports reading uncommitted data; that is, read operations may request data which has been modified but not yet committed by another transaction. This is also called degree 1 isolation. This is done by first specifying the DB_READ_UNCOMMITTED flag when opening the underlying database, and then specifying the DB_READ_UNCOMMITTED flag when beginning a transaction, opening a cursor, or performing a read operation. The advantage of using DB_READ_UNCOMMITTED is that read operations will not block when another transaction holds a write lock on the requested data; the disadvantage is that read operations may return data that will disappear should the transaction holding the write lock abort.
To make use of snapshot isolation, databases must first be configured for multiversion access by calling DB->open() with the DB_MULTIVERSION flag. Then transactions or cursors must be configured with the DB_TXN_SNAPSHOT flag.
When configuring an environment for snapshot isolation, it is important to realize that having multiple versions of pages in cache means that the working set will take up more of the cache. As a result, snapshot isolation is best suited for use with larger cache sizes.
If the cache becomes full of page copies before the old copies can be discarded, additional I/O will occur as pages are written to temporary "freezer" files. This can substantially reduce throughput, and should be avoided if possible by configuring a large cache and keeping snapshot isolation transactions short. The amount of cache required to avoid freezing buffers can be estimated by taking a checkpoint followed by a call to DB_ENV->log_archive(). The amount of cache required is approximately double the size of logs that remains.
The environment should also be configured for sufficient transactions using DB_ENV->set_tx_max(). The maximum number of transactions needs to include all transactions executed concurrently by the application plus all cursors configured for snapshot isolation. Further, the transactions are retained until the last page they created is evicted from cache, so in the extreme case, an additional transaction may be needed for each page in the cache. Note that cache sizes under 500MB are increased by 25%, so the calculation of number of pages needs to take this into account.
So when should applications use snapshot isolation?
The simplest way to take advantage of snapshot isolation is for queries: keep update transactions using full read/write locking and set DB_TXN_SNAPSHOT on read-only transactions or cursors. This should minimize blocking of snapshot isolation transactions and will avoid introducing new DB_LOCK_DEADLOCK errors.
If the application has update transactions which read many items and only update a small set (for example, scanning until a desired record is found, then modifying it), throughput may be improved by running some updates at snapshot isolation as well.


Placido Domingo pulls out of Tokyo Olympics cultural event
Opera star Placido Domingo has decided not to perform at a pre-Olympics cultural event in Japan, according to the Tokyo games organising committee.
The event scheduled for April is meant to bring together opera and traditional Japanese Kabuki theatre.
Neither Domingo nor the organisers mentioned sexual harassment allegations against him in relation to his decision.
Domingo said in a statement released through the Tokyo organising committee: “After thoughtful consideration I have made the decision not to participate in the kabuki-Opera event due to the complexity of the project.”
The singer gave no further details. He passed on his best wishes for the event, while expressing his hope for a new opportunity in the future, according to the Tokyo organisers.
The Associated Press reported in August on extensive sexual harassment allegations against Domingo from decades ago.
Multiple women accused Domingo of using his power to pressure them into sexual relationships, including at the Los Angeles Opera, where he was the longtime general director.
US opera houses have cancelled Domingo’s appearances following the allegations.
Domingo has called the allegations “deeply troubling” and “inaccurate”, saying he believed all his relationships were welcomed and consensual.
The April event planned by the Tokyo organisers was to feature star Kabuki actor Ebizo Ichikawa as part of its Nippon Festival to promote Japanese culture and diversity.
The #MeToo movement has not caught on in Japan with the intensity it has in the US and other Western countries, in part because victims tend to remain silent due to widespread fears about backlash in a society where gender inequality is still evident.


All apps follow Google's Material Design guidelines and take advantage of the latest SDK and API's.
GalleryHub is a free app for displaying image gallery websites in a mobile friendly format. Get Notified when your favorite site has a new gallery available. Add and remove websites to personalize the app to your liking.
Repost is a free app for displaying a subreddit's images in a mobile friendly format. View images and gif's on your TV using a Chromecast. Add and remove subreddits to personalize the app to your liking.


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Change me into a different font! Change font!


---
layout: page
title: About Us
background: '/img/bg-about.jpg'
---
Community
Moose is a community. Get involved.
The Moose project started in 1996 at the University of Bern.
Its original goal was to build a language independent meta-model for software analysis.
Since then, it grew to become an open platform for various types of software and data analyses.
Its development is currently supported by several research groups, startups and contributors.


Quantitative Pathology
Advancing pathology research and practice by machine learning algorithms.
---
title: The Yu Lab
description: Machine Learning-Empowered Pathology.
image: ../images/research/55-6972-DX.png
bottom_image: https://unsplash.it/2000/1322?a=.png
---
Machine Learning-Empowered Pathology
The Yu Lab
Advancing pathology research and practice by machine learning algorithms.
Incorporating cancer pathology with multi-omics and clinical profiles.


Settings template
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Microscope components
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Sources
Click on an item to add it to the microscope.
Click on an item to remove it from the microscope.
Optical elements
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Optical elements
Excitation filters
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Dicroic Mirrors
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Abstract base class for client-managed I/O with TXMPFiles
.
More...
#include <XMP_IO.hpp>
Public Types | |
| enum | { kReadAll = true } |
| Read into a buffer, returning the number of bytes read. More... | |
Public Member Functions | |
| virtual XMP_Uns32 | Read (void *buffer, XMP_Uns32 count, bool readAll=false)=0 |
| XMP_Uns32 | ReadAll (void *buffer, XMP_Uns32 bytes) |
| virtual void | Write (const void *buffer, XMP_Uns32 count)=0 |
| Write from a buffer. More... | |
| virtual XMP_Int64 | Seek (XMP_Int64 offset, SeekMode mode)=0 |
| Set the I/O position, returning the new absolute offset in bytes. More... | |
| XMP_Int64 | Offset () |
| XMP_Int64 | Rewind () |
| XMP_Int64 | ToEOF () |
| virtual XMP_Int64 | Length ()=0 |
| Return the length of the file in bytes. More... | |
| virtual void | Truncate (XMP_Int64 length)=0 |
| Truncate the file to the given length. More... | |
| virtual XMP_IO * | DeriveTemp ()=0 |
| Create an associated temp file for use in a safe-save style operation. More... | |
| virtual void | AbsorbTemp ()=0 |
| Replace the owning file's content with that of the temp. More... | |
| virtual void | DeleteTemp ()=0 |
| Delete a temp file, leaving the original alone. More... | |
| XMP_IO () | |
| virtual | ~XMP_IO () |
Private Member Functions | |
| XMP_IO (const XMP_IO &original) | |
| void | operator= (const XMP_IO &in) |
Abstract base class for client-managed I/O with TXMPFiles
.
XMP_IO
is an abstract base class for client-managed I/O with TXMPFiles
. This allows a client to use the embedded metadata processing logic of TXMPFiles
in cases where a string file path cannot be provided, or where it is impractical to allow TXMPFiles
to separately open the file and do its own I/O. Although described in terms of files, any form of storage may be used as long as the functions operate as defined.
This is not a general purpose I/O class. It contains only the necessary functions needed by the internals of TXMPFiles
. It is intended to be used as an adaptor for an existing I/O mechanism that the client wants TXMPFiles
to use.
To use XMP_IO
, a client creates a derived class then uses the form of TCMPFiles::OpenFile
that takes an XMP_IO
parameter instead of a string file path. The derived XMP_IO
object must be ready for use when TCMPFiles::OpenFile
is called.
There are no Open or Close functions in XMP_IO
, they are specific to each implementation. The derived XMP_IO
object must be open and ready for use before being passed to TXMP_Files::OpenFile
, and remain open and ready for use until TXMP_Files::CloseFile
returns, or some other fatal error occurs. The client has final responsibility for closing and terminating the derived XMP_IO
object.
Definition at line 42 of file XMP_IO.hpp.
| anonymous enum |
Read into a buffer, returning the number of bytes read.
Read into a buffer, returning the number of bytes read. Returns the actual number of bytes read. Throws an exception if requireSuccess is true and not enough data is available. Throwing XMPError
is recommended. The buffer content and I/O position after a throw are undefined.
| buffer | A pointer to the buffer. |
| count | The length of the buffer in bytes. |
| readAll | True if reading less than the requested amount is a failure. |
| Enumerator | |
|---|---|
| kReadAll |
Definition at line 59 of file XMP_IO.hpp.
|
inline |
|
inlinevirtual |
|
private |
Copy construction and assignment are not public. That would require the implementation to share state across multiple XMP_IO objects.
|
pure virtual |
Replace the owning file's content with that of the temp.
Used at the end of a safe-save style operation to replace the original content with that from the associated temp file. The temp file must be closed and deleted after the content swap. The temporary XMP_IO
object is deleted. Throws an exception if the temp file cannot be absorbed. Throwing XMPError
is recommended.
Referenced by ToEOF().
|
pure virtual |
|
pure virtual |
Create an associated temp file for use in a safe-save style operation.
Create an associated temp file, for example in the same directory and with a related name. Returns an already existing temp with no other action. The temp must be opened for read-write access. It will be used in a safe-save style operation, using some of the original file plus new portions to write the temp, then replacing the original from the temp when done. Throws an exception if the owning object is opened for read-only access, or if the temp file cannot be created. Throwing XMPError
is recommended.
The temp file is normally closed and deleted, and the temporary XMP_IO
object deleted, by a call to AbsorbTemp
or DeleteTemp
. It must be closed and deleted by the derived XMP_IO
object's destructor if necessary.
DeriveTemp
may be called on a temporary XMP_IO
object.
XMP_IO
object. Referenced by ToEOF().
|
pure virtual |
Return the length of the file in bytes.
Return the length of the file in bytes. The I/O position is unchanged.
Referenced by ToEOF().
|
inline |
Definition at line 92 of file XMP_IO.hpp.
References kXMP_SeekFromCurrent, and Seek().
|
inlineprivate |
Definition at line 167 of file XMP_IO.hpp.
|
pure virtual |
Referenced by ReadAll().
|
inline |
Definition at line 63 of file XMP_IO.hpp.
References kReadAll, Read(), Seek(), and Write().
|
inline |
Definition at line 93 of file XMP_IO.hpp.
References kXMP_SeekFromStart, and Seek().
|
pure virtual |
Set the I/O position, returning the new absolute offset in bytes.
Set the I/O position, returning the new absolute offset in bytes. The offset parameter may be positive or negative. A seek beyond EOF is allowed when writing and extends the file, it is equivalent to seeking to EOF then writing the needed amount of undefined data. A read-only seek beyond EOF throws an exception. Throwing XMPError
is recommended.
| offset | The offset relative to the mode. |
| mode | The mode, or origin, of the seek. |
|
inline |
Definition at line 94 of file XMP_IO.hpp.
References AbsorbTemp(), DeleteTemp(), DeriveTemp(), kXMP_SeekFromEnd, Length(), Seek(), and Truncate().
|
pure virtual |
Truncate the file to the given length.
Truncate the file to the given length. The I/O position after truncation is unchanged if still valid, otherwise it is set to the new EOF. Throws an exception if the new length is longer than the file's current length. Throwing XMPError
is recommended.
| length | The new length for the file, must be less than or equal to the current length. |
Referenced by ToEOF().
|
pure virtual |
Write from a buffer.
Write from a buffer, overwriting existing data and extending the file as necesary. All data must be written or an exception thrown. Throwing XMPError
is recommended.
| buffer | A pointer to the buffer. |
| count | The length of the buffer in bytes. |
Referenced by ReadAll().


statsmodels.genmod.generalized_linear_model.GLM¶
-
class
statsmodels.genmod.generalized_linear_model.
GLM
(endog, exog, family=None, offset=None, exposure=None, missing='none', **kwargs)[source]¶ Generalized Linear Models class
GLM inherits from statsmodels.base.model.LikelihoodModel
Parameters: endog : array-like
1d array of endogenous response variable. This array can be 1d or 2d. Binomial family models accept a 2d array with two columns. If supplied, each observation is expected to be [success, failure].
exog : array-like
A nobs x k array where nobs is the number of observations and k is the number of regressors. An intercept is not included by default and should be added by the user (models specified using a formula include an intercept by default). See statsmodels.tools.add_constant.
family : family class instance
The default is Gaussian. To specify the binomial distribution family = sm.family.Binomial() Each family can take a link instance as an argument. See statsmodels.family.family for more information.
missing : str
Available options are ‘none’, ‘drop’, and ‘raise’. If ‘none’, no nan checking is done. If ‘drop’, any observations with nans are dropped. If ‘raise’, an error is raised. Default is ‘none.’
See also
statsmodels.genmod.families.family
, Families, Link FunctionsNotes
Only the following combinations make sense for family and link
+ ident log logit probit cloglog pow opow nbinom loglog logc Gaussian | x x x inv Gaussian | x x x binomial | x x x x x x x x x Poission | x x x neg binomial | x x x x gamma | x x x
Not all of these link functions are currently available.
Endog and exog are references so that if the data they refer to are already arrays and these arrays are changed, endog and exog will change.
Attributes
- df_model : float
- Model degrees of freedom is equal to p - 1, where p is the number of regressors. Note that the intercept is not reported as a degree of freedom.
- df_resid : float
- Residual degrees of freedom is equal to the number of observation n minus the number of regressors p.
- endog : array
- See above. Note that endog is a reference to the data so that if data is already an array and it is changed, then endog changes as well.
- exposure : array-like
- Include ln(exposure) in model with coefficient constrained to 1. Can only be used if the link is the logarithm function.
- exog : array
- See above. Note that endog is a reference to the data so that if data is already an array and it is changed, then endog changes as well.
- iteration : int
- The number of iterations that fit has run. Initialized at 0.
- family : family class instance
- The distribution family of the model. Can be any family in statsmodels.families. Default is Gaussian.
- mu : array
- The mean response of the transformed variable. mu is the value of the inverse of the link function at lin_pred, where lin_pred is the linear predicted value of the WLS fit of the transformed variable. mu is only available after fit is called. See statsmodels.families.family.fitted of the distribution family for more information.
- normalized_cov_params : array
- The p x p normalized covariance of the design / exogenous data. This is approximately equal to (X.T X)^(-1)
- offset : array-like
- Include offset in model with coefficient constrained to 1.
- pinv_wexog : array
- The pseudoinverse of the design / exogenous data array. Note that GLM has no whiten method, so this is just the pseudo inverse of the design. The pseudoinverse is approximately equal to (X.T X)^(-1)X.T
- scale : float
- The estimate of the scale / dispersion of the model fit. Only available after fit is called. See GLM.fit and GLM.estimate_scale for more information.
- scaletype : str
- The scaling used for fitting the model. This is only available after fit is called. The default is None. See GLM.fit for more information.
- weights : array
- The value of the weights after the last iteration of fit. Only available after fit is called. See statsmodels.families.family for the specific distribution weighting functions.
Examples
>>> import statsmodels.api as sm >>> data = sm.datasets.scotland.load() >>> data.exog = sm.add_constant(data.exog)
Instantiate a gamma family model with the default link function.
>>> gamma_model = sm.GLM(data.endog, data.exog, ... family=sm.families.Gamma())
>>> gamma_results = gamma_model.fit() >>> gamma_results.params array([-0.01776527, 0.00004962, 0.00203442, -0.00007181, 0.00011185, -0.00000015, -0.00051868, -0.00000243]) >>> gamma_results.scale 0.0035842831734919055 >>> gamma_results.deviance 0.087388516416999198 >>> gamma_results.pearson_chi2 0.086022796163805704 >>> gamma_results.llf -83.017202161073527
Attributes
df_model (float) p - 1, where p is the number of regressors including the intercept. df_resid (float) The number of observation n minus the number of regressors p. endog (array) See Parameters. exog (array) See Parameters. family (family class instance) A pointer to the distribution family of the model. mu (array) The estimated mean response of the transformed variable. normalized_cov_params (array) p x p normalized covariance of the design / exogenous data. pinv_wexog (array) For GLM this is just the pseudo inverse of the original design. scale (float) The estimate of the scale / dispersion. Available after fit is called. scaletype (str) The scaling used for fitting the model. Available after fit is called. weights (array) The value of the weights after the last iteration of fit. Methods
estimate_scale
(mu)Estimates the dispersion/scale. fit
([start_params, maxiter, method, tol, ...])Fits a generalized linear model for a given family. fit_constrained
(constraints[, start_params])fit the model subject to linear equality constraints hessian
(params[, scale, observed])Hessian, second derivative of loglikelihood function hessian_factor
(params[, scale, observed])Weights for calculating Hessian information
(params[, scale])Fisher information matrix. initialize
()Initialize a generalized linear model. loglike
(*args)Loglikelihood function. predict
(params[, exog, exposure, offset, linear])Return predicted values for a design matrix score
(params[, scale])score, first derivative of the loglikelihood function score_factor
(params[, scale])weights for score for each observation score_obs
(params[, scale])score first derivative of the loglikelihood for each observation. score_test
(params_constrained[, ...])score test for restrictions or for omitted variables Attributes
endog_names
exog_names


Nursing school today attracts many older students
who are looking to embark on new career paths. However, these mature
students often face challenges not usually encountered by their
younger associates, such as work and family.
Juggling nursing school with family responsibilities or a full-time
job (usually both) is a difficult and often overwhelming task. The
good news is that there's a vast difference between difficult and
impossible. This article is intended to help the mature student
survive and even thrive on the challenge.
First of all, flexibility is essential – and an important
part of being a nurse. Kids will fight while you're trying to figure
out a care plan. The babysitter may call in sick, your car may break
down, or you might have to work overtime on the day of your final
exam.
If you're taking your courses at college, take it slowly –
even one course a semester. You may not have the luxury of having
the time to study several courses at once. You may be able to transfer
prerequisite college level courses (English, math, or psychology,
for example). There's also a program called CLEP, which gives college
credit for life experiences, such as work, travel, or independent
study.
The student who works outside the health care field may unfortunately
encounter skepticism from classmates and even some instructors.
They may challenge you with, "You have it pretty good at your
present job. Why do you want to go into nursing?" If you wanted
to stay in your present occupation you wouldn't be attending nursing
school.
Many working students are concerned whether or not they should
let their boss or co-workers in on their secret. This is a highly
individual decision which depends greatly on your work arrangements,
how much school will affect your work, and how well you get along
with your boss. Bear in mind that a boss's job as well as yours
is to act in the best interests of the company. It's easier if your
going to school has a minimal impact on your job performance.
Bear in mind. that a boss's job as well as yours is to act in the
best interests of the company. It's easier if your going to school
has a minimal impact on your job performance.
Employers also vary greatly in their flexibility regarding time
off. Be creative in using your vacation time. You might need only
half a vacation day to attend an extended clinical or you might
skip lunch to leave an hour early for last minute exam preparations.
Save some vacation time for school activities that might otherwise
conflict with your work schedule. Use your lunch hour to study or
even to get in a little lab practice if your job is close enough
to school.
Students who are already working in the health care field have
a distinct advantage. Not only do they have related experience,
but their employer is more likely to be supportive of their educational
goals. Every job, however, has attributes that are valuable in nursing.
A salesperson or receptionist, for example, needs excellent communications
skills to deal with angry or difficult customers. Other positions
may require analytical, creative, or critical thinking skills, manual
dexterity, mathematical aptitude, attention to details, or the ability
to set priorities. all of these skills are desirable qualities for
a nurse.
Going to school will also have a profound impact on your home life.
If you pride yourself on keeping an immaculate house, you may need
to lower your standards. Family members can vacuum or run the dishwasher,
but only you can study for your exams. However, your family might
not always give you the support you need. You may come home from
clinical to a kitchen sink piled high with dirty dishes, an overflowing
laundry hamper, and two chapters you still have to study for tomorrow.
If you can afford to hire a cleaning service or send out your laundry,
the investment could well be worth it in saved time. Prepared frozen
foods are also a real time saver.
Finally, and most important of all, take time for yourself every
day. This point cannot be stressed enough! Even half an hour to
enjoy a warm bath, stroll around the block, or read something without
the word "nursing" in it can do wonders to refresh you
physically, mentally, and emotionally.
It is encouraging to see more evening nursing programs, but nursing
schools need to be more aware of and address the concerns of the
student who is trying to balance three different and often conflicting
roles. For example, the evening LPN program at our county vocational
school runs for two years as compared to one year for the daytime
program. It is unrealistic to suggest that working students cut
back to part-time or quit altogether. Most of them need the income
and benefits until they can get that first nursing job. They might
already be concerned about the possibility of having to choose between
leaving the job and facing financial hardship in order to complete
school or giving up school – and their dreams. Instructors
who treat working students with a little extra patience and emotional
support will be rewarded by these who readily give 200% to their
nursing studies.
Even half an hour to enjoy a warm bath, stroll around the block,
or read something without the word "nursing" in it can
do wonders to refresh you physically, mentally, and emotionally.
Going to nursing school while having to work and care for a family
requires stamina, self-discipline, resourcefulness, and dedication,
all of which are prerequisites for being a nurse. The demands are
numerous on nursing students in their 30s, 40s, or beyond, but their
maturity and experience are invaluable assets in helping to meet
them. Older students are highly motivated and usually of excellent
quality. They bring a wealth of backgrounds, perspectives, and life
experiences to enrich the nursing profession.
.............................................................
The author is a nursing student in the LPN program at Ocean
County Vocational Technical School in Toms River, NJ.
|


This is the Big Dog Pound where you can help


"The Apostle" (USA, 1997) A Film Review by James Kendrick **** (out of ****)
Director: Robert Duvall || Screenplay: Robert Duvall || Stars: Robert Duvall (Euliss "Sonny" Dewey), Farrah Fawcett (Jessie Dewey), Miranda Richardson (Toosie), Todd Allen (Horace), John Beasley (Brother Blackwell), June Carter Cash (Sonny's Momma), Walt Goggins (Sam), Billy Joe Shaver (Joe), Billy Bob Thornton (Troublemaker) || MPAA Rating: PG-13
True faith and its expression through organized religion is a difficult subject for a motion picture to tackle head-on, which is probably why so few of them do it. Even the most religious directors - like Martin Scorsese or Ingmar Bergman - usually address issues of faith in implicit rather than explicit religious terms.
So it's not hard to see why it took Robert Duvall fifteen years to get "The Apostle" onto the big-screen. As a matter of fact, even after fifteen years he still never managed to get financial backing, and he ended up paying for it with $5 million of his own money. He also wrote the script, directed the film, and starred as the central character, a fiery Texas preacher named Euliss "Sonny" Dewey. Few filmmakers have the courage and sheer audacity to take on that kind of financial, technical, and creative responsibility single-handedly, and it's testament to what an intensely personal project this was for Duvall. And, thankfully, every bit of that personal investment translates on-screen into power and honest emotion.
Sonny is an energetic, Pentecostal preacher who has been speaking (actually shouting) from behind the pulpit since he was twelve. He spends much of his time traveling about the country, evangelizing with other preachers at tent revivals. Unlike most Hollywood characterizations of intense preachers, Sonny is not a phony or a swindler, and the film's purpose is not to unearth hypocrisy and sin in either Sonny or the church. Duvall makes it abundantly clear that Sonny truly believes in what he says, although like all humans, he has weaknesses.
One of his weaknesses become apparent when he finds out that, not only does his long-suffering wife, Jessie (Farrah Fawcett), want to leave him for another man in the congregation, but the two of them have secretly plotted to remove him as preacher. Faced with the loss of two things he loves passionately- his church and his family - that same raw power that allows Sonny to get entire congregations rocking and swaying transforms into a violent temper. At his son's baseball game, Sonny snaps and smashes his wife's lover in the face with a baseball bat, inflicting a wound that may be fatal.
Not knowing what else to do, Sonny disappears. He throws away his identification, drives his car into a lake, and takes a bus to Louisiana, hoping to start over again. In the tiny, mostly poor coastal town of Bayou Boutte, Sonny once again finds his calling. After befriending a simple auto mechanic (Walt Goggins) and tracking down the town's ex-minister (John Beasley), Sonny sets up his own church, The One Way to Heaven Temple. Re-christening himself as "The Apostle E.F.," he quickly draws together an eager congregation, and together they realize real change in each other's lives. But, always, Sonny's past is lurking a step behind him, waiting to swallow his progress.
Duvall has made his intentions in making "The Apostle" clear. In a recent article in "Newsweek," he wrote: "Filmmakers hardly ever depict spirituality with such a strong emphasis on the Holy Spirit, and when they do, it tends to be patronizing - full of charlatans and snake handlers ... But what I really wanted to do was try to understand what these preachers go through and what they believe, and to portray it in an accurate way."
The strength of Duvall's convictions turn out to be the strength of his film - "The Apostle" always rings true, even in the most painful moments, because we know he's being sincere with the subject matter. After fifteen years of traveling the country, listening to all shapes and sizes of ministers and taking studious notes on what they said, Duvall has captured the energy and vitality of what it means to be truly spiritual.
His Sonny is a man who speaks directly to God and expects to be spoken right back to. "I've always called you Jesus and you've always called me Sonny," he says. When neighbors call and complain that he is being too loud one night in one his rants with the Man Upstairs, Sonny's mother (June Carter Cash) just hangs up on them because she knows there's no sense trying to interrupt him.
The main theme to emerge from "The Apostle" is the fact that good can come from any situation. Sonny's act of violence toward another human being is inarguably a horrific thing, and Duvall never shrinks from that fact. However, that very same act of violence is what brings Sonny to Bayou Boutte, where he finds people whom he desperately needs and who desperately need him.
In his short time in Louisiana, he does a world of good, and when the police finally show up to take him away, he goes quietly, knowing that he deserves the punishment that is awaiting him. And, as a scene during the final credits shows, he even turns his punishment into a positive opportunity for change and betterment. It is that strength in Sonny's character that makes him so appealing and magnetic to others - he is flawed, but he is powerful enough to overcome those flaws. Weak men are the ones who simply accept their weaknesses and lack the desire to better themselves.
Watching Duvall on-screen, it's not hard to imagine that he would have been a magnificent preacher if he had chosen that vocation over acting. As Sonny, he completely inhabits the character, and his performance is certainly the best of the year. Because he spent so much time absorbing the traits, methods, quirks, and personalities of real preachers, Duvall was able to create a complete character who always feels indelibly human.
As a director, Duvall feels that less is more. His camera simply takes in what goes on in front of it, with very little intrusion. There are no fancy crane shots or extended dollies or excessive close-ups. Duvall knew that the power of the film's characters (enhanced by the fact that he cast mostly non-professional churchgoers and actual ministers) didn't need to be artificially enhanced. In this way, "The Apostle" almost plays out like a documentary, not only in its technical simplicity, but more importantly, in its sense of reality.
©1998 James Kendrick
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.
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Related links: index of all rec.arts.movies.reviews reviews


fun link(progsAndLibs: ProgramAndLibraries): LinkedProgram
Links together the given list of programs.
This consists of several steps: - Collect all the labels in each program. - Keep track of all the instructions which need to be relocated. - Append all the instructions together. - Append all of the debugging info together. - Append all of the data segments together Once the above is done, all the appropriate relocation is performed.
progs
- a list of programs which will be linked
Return
a LinkedProgram which can be used in the venus.simulator.Simulator
Todo
refactor this into multiple functions


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export class GuidGenerator {
public generate(): string {
let guidHolder = 'xxxxxxxx-xxxx-4xxx-yxxx-xxxxxxxxxxxx';
let hex = '0123456789abcdef';
let r = 0;
let guidResponse = '';
for (let i = 0; i < 36; i++) {
if (guidHolder[i] !== '-' && guidHolder[i] !== '4') {
// each x and y needs to be random
r = Math.random() * 16 | 0;
}
if (guidHolder[i] === 'x') {
guidResponse += hex[r];
} else if (guidHolder[i] === 'y') {
// clock-seq-and-reserved first hex is filtered and remaining hex values are random
r &= 0x3; // bit and with 0011 to set pos 2 to zero ?0??
r |= 0x8; // set pos 3 to 1 as 1???
guidResponse += hex[r];
} else {
guidResponse += guidHolder[i];
}
}
return guidResponse;
}
private decimalToHex(value: number): string {
var hex = value.toString(16);
while (hex.length < 2) {
hex = '0' + hex;
}
return hex;
}
}
|