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pymc3.distributions

A collection of common probability distributions for stochastic nodes in PyMC.

Continuous uniform log-likelihood.

The pdf of this distribution is

f ( x l o w e r , u p p e r ) = 1 u p p e r l o w e r

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, png , hires.png , pdf )

Calculate log-probability of Uniform distribution at specified value.

Draw random values from Uniform distribution.

Uninformative log-likelihood that returns 0 regardless of the passed value.

Calculate log-probability of Flat distribution at specified value.

Raises ValueError as it is not possible to sample from Flat distribution

Improper flat prior over the positive reals.

Calculate log-probability of HalfFlat distribution at specified value.

Raises ValueError as it is not possible to sample from HalfFlat distribution

Univariate normal log-likelihood.

f ( x μ , τ ) = τ 2 π exp { τ 2 ( x μ ) 2 }

Normal distribution can be parameterized either in terms of precision or standard deviation. The link between the two parametrizations is given by

τ = 1 σ 2

Examples

Calculate log-probability of Normal distribution at specified value.

Draw random values from Normal distribution.

Univariate truncated normal log-likelihood.

f ( x ; μ , σ , a , b ) = ϕ ( x μ σ ) σ ( Φ ( b μ σ ) Φ ( a μ σ ) )

Truncated normal distribution can be parameterized either in terms of precision or standard deviation. The link between the two parametrizations is given by

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2018 07 07

A WeChat post last week from the public account XiaoJingZhiJia (@ 小警之家, which bills itself as “the most attentive police new media portal focused on the working lives of grassroots unit police officers”) offered readers a lengthy warning on the penalties that could result from improper attempts to petition government bodies. China’s system for airing grievances against government officials and bodies,overseen by the State Bureau for Letters and Visits (国家信访局) and various local bureaus, has long been Fasion NEW Men Women Soft Warm Indoor Slippers Cotton House Home Antislip Shoes Brown SFXgkf
and accused of being largely ineffective , while many Crocs Womens Winter Puff Boot Espresso/Espresso yK8Nsj
have been forcibly AIYOUMEI Womens Stretch Slipon Low Heel Autumn Winter Over The Knee Long Boots Apricot 0Bff8cqK26
, detained , mistreated , and returned to their homes. The warning posted by XiaoJingZhiJia , which has since been removed from WeChat but is ESSEX GLAM Womens Flat Sandals Diamante Ankle Strap Summer Sandals Gold BgKtot2C
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that any person who dares overstep the red tape of the official system could be jeopardizing the future of their career and their children:

CDT Chinese, spells out ten case studies where “extreme” or “abnormal” petitioning led to conviction and jail time, and warns

Going over the heads of immediate leadership to get an illegal petition meeting, extreme petitioning of higher authorities, pestering or being bothersome to get a petition meeting, and stirring up trouble to get a petition meeting

Assembling illegal groups, and related criminal offenses, can affect children and other immediate family. It could affect their ability to sit entrance exams, join the CCP, enlist in the military, or sign up for the Civil Service Employment Exam.

With the continual development and refinement of municipal and personal integrity systems, things like honesty, moral conduct, ethical self-cultivation, and behavior patterns are becoming important parts of our lives. Nowadays, criminal records can get synchronized to integrity reporting systems, municipal or personal. Individual criminal offenses can also affect children and other immediate family, in their ability to sit entrance exams, join the CCP, enlist in the military, sign up for the Civil Service Employment Exam, or find employment. Especially dangerous in this regard are: Going over the heads of immediate leadership to get an illegal petition meeting, extreme petitioning of higher authorities, pestering or being bothersome to get a petition meeting, stirring up trouble to get a petition meeting, stirring up trouble through illegal assembly, gathering for illegal demonstrations or protests , obstructing government administration, gathering a crowd to disturb public order, gathering a crowd to assault government offices or state organs, extortion, blackmailing, racketeering, framing or leveling false charges, deliberately damaging property, endangering public security, gathering a crowd to disturb public places, and gathering a crowd to disturb orderly traffic. Even a glancing brush with the law can affect close relatives such as children. More specifically as follows:

A T B 1 A C

if and only if

[ C A T A B ] 0.

We next consider characterizations of polynomials constrained to be nonnegative on the real axis. To that end, consider a polynomial basis function

v ( t ) = ( 1 , t , , t 2 n ) .

It is then well-known that a polynomial f : R R of even degree 2 n is nonnegative on the entire real axis

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f ( t ) := x T v ( t ) = x 0 + x 1 t + + x 2 n t 2 n 0 , t

if and only if it can be written as a sum of squared polynomials of degree n (or less), i.e., for some q 1 , q 2 R n + 1

(6.21) f ( t ) = ( q T 1 u ( t ) ) 2 + ( q T 2 u ( t ) ) 2 , u ( t ) := ( 1 , t , , t n ) .

It turns out that an equivalent characterization of { x x T v ( t ) 0 , t } can be given in terms of a semidefinite variable X ,

Decrypting on the

To decrypt documents, return to your Persistent folder and double-click on the zipped file folder. After you extract the files, click on each file individually. A prompt will ask you for the application PGP key passphrase to decrypt the document.

When you decrypt the file it will have the same filename, but without “.gpg” at the end.

You can now double-click on the decrypted file to open it in its default application.

If the default application does not work, you can right-click on the document and choose Open with Other Application… to try opening the document with OpenOffice Writer, or Document Viewer. You might also need to right-click on a file and choose Rename… to rename a document with a proper file extension (for example, “.jpg” instead of “.jpeg”).

This section describes how to handle unusual file formats, safely research submissions, remove metadata, and mitigate risks from submitted malware.

SecureDrop accepts submissions of any file type. Tails comes with pre-installed applications for securely working with documents, including the Tor Browser , an office suite, graphics tools, desktop publishing tools, audio tools, and printing and scanning tools.

SecureDrop sources can optionally encrypt prior to submitting to SecureDrop. This means that once you decrypt the document as you usually do by double clicking the document in the file navigator, there will be another layer of encryption.

Most often, the file will be encrypted to the SecureDrop key. If the file is encrypted to your SecureDrop key, you should be able to double click the file as usual once more in the SVS and it should decrypt.

However, it’s also possible the file is encrypted to another key, potentially your personal key. If this occurs, you will get an error message in Tails that reads “Decryption failed. You probably do not have the decryption key”. To determine which key was used, if you are comfortable at the command line, you can open the Terminal , navigate to the file, and use:

replacing NAME_OF_FILE with the name of the file you wish to decrypt. This command will tell you what key was used to encrypt the file. If you are not comfortable at the command line, contact your SecureDrop admin or Freedom of the Press Foundation for assistance.

Warning

Do not transfer source material off the for decryption. Instead, transfer cryptographic keys the SVS device for decryption and metadata removal.

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Journalists should take care to research submissions using the Tor Browser, ideally in a new Tails session for highly sensitive submissions. For more information, visit the Tails guide to Breckelles Womens Astro11 Ankle High Belted Flats Ankle Bootie Boots Black e9dUB9
.

Tip

For detailed information about removing metadata from documents, check out this in-depth Dolce Vita Womens Loki Smoke Perforated Nubuck j15nLi
.

Tails also comes with the UGG Womens Fierce Island Floral Loafer Tropical Black Canvas BEPeAiksu
(MAT) that is used to help strip metadata from a variety of types of files, including png, jpg, OpenOffice/LibreOffice documents, Microsoft Office documents, pdf, tar, tar.bz2, tar.gz, zip, mp3, mp2, mp1, mpa, ogg, and flac. You can open MAT by clicking Applications in the top left corner, Accessories, Metadata Anonymisation Toolkit.

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