Markers in matplotlib

Abstract

Using markers to improve matplotlib layout.

Some checks on system configuration

s1 = Sys.which("python")
print(s1)
##            python 
## "/usr/bin/python"

Making Graphs Expressive

Make your markers (points) expressive

Being able to show individual data points is a powerful way to communicate. Being able to change their appearance can make the story they tell much richer.

A note on terminology: In Matplotlib, plotted points are called “markers”. In plotting, “points” already refers to a unit of measure, so calling data points “markers” disambiguates them. Also, as we’ll see, markers can be far richer than a dot, which earns them a more expressive name.

# ```{python setup_matplotlib, python.reticulate=TRUE, echo=TRUE, cache=TRUE}
# ```{python setup_matplotlib, python.reticulate=FALSE, echo=TRUE, cache=FALSE}

import matplotlib
matplotlib.use("agg")
## /usr/lib/python2.7/dist-packages/matplotlib/__init__.py:1352: UserWarning:  This call to matplotlib.use() has no effect
## because the backend has already been chosen;
## matplotlib.use() must be called *before* pylab, matplotlib.pyplot,
## or matplotlib.backends is imported for the first time.
## 
##   warnings.warn(_use_error_msg)
import matplotlib.pyplot as plt
import numpy as np

x = np.linspace(-1, 1)
y = x + np.random.normal(size=x.size)

fig = plt.figure()
ax = fig.gca()

Change the size

Using the s argument, you can set the size of your markers, in points squared. If you want a marker 10 points high, choose s=100.

ax.scatter(x, y, s=80)  
plt.show()

Make every marker a different size

The real power of the scatter() function somes out when we want to modify markers individually.

Here we created an array of sizes, one for each marker.

Change the marker style

Using the marker argument and the right character code, you can choose whichever style you like. Here are a few of the common ones.

".": point
"o": circle
"s": square
"^": triangle
"v": upside down triangle
"+": plus
"x": X

Make multiple marker types

Having differently shaped markers is a great way to distinguish between different groups of data points. If your control group is all circles and your experimental group is all X’s the difference pops out, even to colorblind viewers.

There’s no way to specify multiple marker styles in a single scatter() call, but we can separate our data out into groups and plot each marker style separately. Here we chopped our data up into three equal groups.

Change the color

Another great way to make your markers express your data story is by changing their color.

The c argument, together with any of the color names lets you change your markers to whatever color you like.

Change the color of each marker

If you want to get extra fancy, you can control the color of each point individually. This is what makes scatter() special.

One way to go about this is to specify a set of numerical values for the color, one for each data point. Matplotlib automatically takes them and translates them to a nice color scale.

Make markers transparent

This is particularly useful when you have lots of overlapping markers and you would like to get a sense of their density.

Then by setting the alpha argument to something small, each individual point only contributes a small about of digital ink to the picture. Only in places where lots of points overlap is the result a solid color. alpha=1 represents no transparency and is the default.

The edgecolors=“none” is necessary to remove the marker outlines. For some marker types at least, the alpha argument doesn’t apply to the outlines, only the solid fill.

Summary

We illustrated the use of markers to create more expressive graphs using matplotlib.

Linestyles in matplotlib

Example for SMOTE

# Redo the original x and y
x = np.linspace(-1, 1)
y = x + np.random.normal(size=x.size)

fig = plt.figure()
ax = fig.gca()
ax.scatter(x, y, c="orange")

x1 = [1.5, 2.5]
y1 = [-1.0, -2.0]
ax.scatter(x1, y1, c="blue", s=40)
print(type(x1))
## <type 'list'>
deltax = x1[1] - x1[0]
deltay = y1[1] - y1[0]
#x1[2] = x1[0] + 0.3*deltax
#y1[2] = y1[0] + 0.3*deltay
x1.append(x1[0] + 0.3*deltax)
y1.append(y1[0] + 0.3*deltay)
ax.scatter(x1[2], y1[2], c="red", s=80)

plt.plot(x1, y1, 'r--')

Setting the line colour and style using a string

Matplotlib has an additional parameter to control the colour and style of the plot.

plt.plot(xa, ya ‘g’)

This will make the line green. You can use any colour of red, green, blue, cyan, magenta, yellow, white or black just by using the first character of the colour name in lower case (use “k” for black, as “b” means blue).

You can also alter the linestyle, for example two dashes – makes a dashed line. This can be used added to the colour selector, like this:

plt.plot(xa, ya ‘r–’)

You can use “-” for a solid line (the default), “-.” for dash-dot lines, or “:” for a dotted line. Here is an example:

xc = np.linspace(0, 5, 20)

yc = xc**2
plt.plot(xc, yc, 'g')

yc = 3*xc
plt.plot(xc, yc, 'r--')

plt.show()

Demo NLP

urllib not abailable in python 2.7 - so we try the six package.

It is also possible to use six package module to make code for both python2 & python3.

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##       <p>For source downloads of PHP 7.3.16 please visit our <a href="https://www.php.net/downloads.php">downloads page</a>,
##       Windows source and binaries can be found on <a href="https://windows.php.net/download/">windows.php.net/download/</a>.
##       The list of changes is recorded in the <a href="https://www.php.net/ChangeLog-7.php#7.3.16">ChangeLog</a>.
##       </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2019-11-14T19:01:18+00:00">14 Nov 2019</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2019.php#2019-11-14-1" id="2019-11-14-1">PHP 7.4.0RC6 Released!</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      The PHP team is glad to announce the sixth release candidate of PHP 7.4:
##      PHP 7.4.0RC6. This continues the PHP 7.4 release cycle, the rough outline of
##      which is specified in the <a href="https://wiki.php.net/todo/php74">PHP
##      Wiki</a>.
##      </p>
##      
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test
##      version.</b>
##      </p>
##      
##      <p>
##      For source downloads of PHP 7.4.0RC6 please visit the
##      <a href="https://downloads.php.net/~derick">download page</a>.
##      </p>
##      
##      <p>
##      Please carefully test this version and report any issues found in the <a href="https://bugs.php.net">bug reporting system</a>.
##      </p>
##      
##      <p>
##      For more information on the new features and other changes, you can read the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0RC6/NEWS">NEWS</a>
##      file, or the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0RC6/UPGRADING">UPGRADING</a>
##      file for a complete list of upgrading notes. These files can also be found in
##      the release archive.
##      </p>
##      
##      <p>
##      The next release would be <b>7.4.0</b>, planned for November 28th.
##      </p>
##      
##      <p>
##      The signatures for the release can be found in
##      <a href="https://gist.github.com/derickr/75073b820cef83190094d34b7b04d322">the
##      manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##      </p>
##      
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2019-10-31T10:22:30+00:00">31 Oct 2019</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2019.php#2019-10-31-2" id="2019-10-31-2">PHP 7.4.0RC5 released!</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      The PHP team is glad to announce the fifth release candidate of PHP 7.4:
##      PHP 7.4.0RC5. This continues the PHP 7.4 release cycle, the rough outline of
##      which is specified in the <a href="https://wiki.php.net/todo/php74">PHP
##      Wiki</a>.
##      </p>
##      
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test
##      version.</b>
##      </p>
##      
##      <p>
##      For source downloads of PHP 7.4.0RC5 please visit the
##      <a href="https://downloads.php.net/~derick">download page</a>.
##      </p>
##      
##      <p>
##      Please carefully test this version and report any issues found in the <a href="https://bugs.php.net">bug reporting system</a>.
##      </p>
##      
##      <p>
##      For more information on the new features and other changes, you can read the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0RC5/NEWS">NEWS</a>
##      file, or the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0RC5/UPGRADING">UPGRADING</a>
##      file for a complete list of upgrading notes. These files can also be found in
##      the release archive.
##      </p>
##      
##      <p>
##      The next release would be <b>7.4.0RC6</b>, planned for November 14th.
##      </p>
##      
##      <p>
##      The signatures for the release can be found in
##      <a href="https://gist.github.com/derickr/6a19c62d892995c311bb299c739adee8">the
##      manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##      </p>
##      
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2019-10-18T08:46:40+00:00">18 Oct 2019</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2019.php#2019-10-18-1" id="2019-10-18-1">PHP 7.4.0RC4 Released!</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      The PHP team is glad to announce the fourth release candidate of PHP 7.4:
##      PHP 7.4.0RC4. This continues the PHP 7.4 release cycle, the rough outline of
##      which is specified in the <a href="https://wiki.php.net/todo/php74">PHP
##      Wiki</a>.
##      </p>
##      
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test
##      version.</b>
##      </p>
##      
##      <p>
##      For source downloads of PHP 7.4.0RC4 please visit the
##      <a href="https://downloads.php.net/~derick">download page</a>.
##      </p>
##      
##      <p>
##      Please carefully test this version and report any issues found in the <a href="https://bugs.php.net">bug reporting system</a>.
##      </p>
##      
##      <p>
##      For more information on the new features and other changes, you can read the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0RC4/NEWS">NEWS</a>
##      file, or the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0RC4/UPGRADING">UPGRADING</a>
##      file for a complete list of upgrading notes. These files can also be found in
##      the release archive.
##      </p>
##      
##      <p>
##      The next release would be <b>7.4.0RC5</b>, planned for October 31st.
##      </p>
##      
##      <p>
##      The signatures for the release can be found in
##      <a href="https://gist.github.com/derickr/5ad9dc1e880c8797a6f4af414d084c0f">the
##      manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##      </p>
##      
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2019-10-03T14:28:25+00:00">03 Oct 2019</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2019.php#2019-10-03-1" id="2019-10-03-1">PHP 7.4.0RC3 Released!</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      The PHP team is glad to announce the third release candidate of PHP 7.4:
##      PHP 7.4.0RC3. This continues the PHP 7.4 release cycle, the rough outline of
##      which is specified in the <a href="https://wiki.php.net/todo/php74">PHP
##      Wiki</a>.
##      </p>
##      
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test
##      version.</b>
##      </p>
##      
##      <p>
##      For source downloads of PHP 7.4.0RC3 please visit the
##      <a href="https://downloads.php.net/~derick">download page</a>.
##      </p>
##      
##      <p>
##      Please carefully test this version and report any issues found in the <a href="https://bugs.php.net">bug reporting system</a>.
##      </p>
##      
##      <p>
##      For more information on the new features and other changes, you can read the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0RC3/NEWS">NEWS</a>
##      file, or the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0RC3/UPGRADING">UPGRADING</a>
##      file for a complete list of upgrading notes. These files can also be found in
##      the release archive.
##      </p>
##      
##      <p>
##      The next release would be <b>7.4.0RC4</b>, planned for October 17th.
##      </p>
##      
##      <p>
##      The signatures for the release can be found in
##      <a href="https://gist.github.com/derickr/4eaedc5dfd3bc9ddfbff6f81e8c53ec1">the
##      manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##      </p>
##      
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2019-09-19T09:07:27+00:00">19 Sep 2019</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2019.php#2019-09-19-1" id="2019-09-19-1">PHP 7.4.0RC2 Released!</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      The PHP team is glad to announce the second release candidate of PHP 7.4:
##      PHP 7.4.0RC2. This continues the PHP 7.4 release cycle, the rough outline of
##      which is specified in the <a href="https://wiki.php.net/todo/php74">PHP
##      Wiki</a>.
##      </p>
##      
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test
##      version.</b>
##      </p>
##      
##      <p>
##      For source downloads of PHP 7.4.0RC2 please visit the
##      <a href="https://downloads.php.net/~derick">download page</a>.
##      </p>
##      
##      <p>
##      Please carefully test this version and report any issues found in the <a href="https://bugs.php.net">bug reporting system</a>.
##      </p>
##      
##      <p>
##      For more information on the new features and other changes, you can read the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0RC2/NEWS">NEWS</a>
##      file, or the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0RC2/UPGRADING">UPGRADING</a>
##      file for a complete list of upgrading notes. These files can also be found in
##      the release archive.
##      </p>
##      
##      <p>
##      The next release would be <b>7.4.0RC3</b>, planned for October 3rd.
##      </p>
##      
##      <p>
##      The signatures for the release can be found in
##      <a href="https://gist.github.com/derickr/4f8a617b73e471ee4cbbbde1862a9448">the
##      manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##      </p>
##      
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2019-09-05T08:39:13+00:00">05 Sep 2019</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2019.php#2019-09-05-1" id="2019-09-05-1">PHP 7.4.0RC1 Released!</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      The PHP team is glad to announce the first release candidate of PHP 7.4:
##      PHP 7.4.0RC1. This continues the PHP 7.4 release cycle, the rough outline of
##      which is specified in the <a href="https://wiki.php.net/todo/php74">PHP
##      Wiki</a>.
##      </p>
##      
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test
##      version.</b>
##      </p>
##      
##      <p>
##      For source downloads of PHP 7.4.0RC1 please visit the
##      <a href="https://downloads.php.net/~derick">download page</a>.
##      </p>
##      
##      <p>
##      Please carefully test this version and report any issues found in the <a href="https://bugs.php.net">bug reporting system</a>.
##      </p>
##      
##      <p>
##      For more information on the new features and other changes, you can read the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0RC1/NEWS">NEWS</a>
##      file, or the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0RC1/UPGRADING">UPGRADING</a>
##      file for a complete list of upgrading notes. These files can also be found in
##      the release archive.
##      </p>
##      
##      <p>
##      The next release would be <b>7.4.0RC2</b>, planned for September 19th.
##      </p>
##      
##      <p>
##      The signatures for the release can be found in
##      <a href="https://gist.github.com/derickr/eb4025dd8f09f0e4af0bdf462ada14c2">the
##      manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##      </p>
##      
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2019-08-22T14:51:16+00:00">22 Aug 2019</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2019.php#2019-08-22-1" id="2019-08-22-1">PHP 7.4.0beta4 released!</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      The PHP team is glad to announce the third and last beta release of PHP 7.4:
##      PHP 7.4.0beta4. This continues the PHP 7.4 release cycle, the rough outline of
##      which is specified in the <a href="https://wiki.php.net/todo/php74">PHP
##      Wiki</a>.
##      </p>
##      
##      <p>
##      For source downloads of PHP 7.4.0beta4 please visit the
##      <a href="https://downloads.php.net/~derick">download page</a>.
##      </p>
##      
##      <p>
##      Please carefully test this version and report any issues found in the <a href="https://bugs.php.net">bug reporting system</a>.
##      </p>
##      
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test
##      version.</b>
##      </p>
##      
##      <p>
##      For more information on the new features and other changes, you can read the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0beta4/NEWS">NEWS</a>
##      file, or the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0beta4/UPGRADING">UPGRADING</a>
##      file for a complete list of upgrading notes. These files can also be found in
##      the release archive.
##      </p>
##      
##      <p>
##      The next release would be <b>RC 1</b>, planned for September 5th.
##      </p>
##      
##      <p>
##      The signatures for the release can be found in
##      <a href="https://gist.github.com/derickr/3c8d6ca0c4ec904fd5a3c47dbf9bf637">the
##      manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##      </p>
##      
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2019-08-08T08:15:01+00:00">08 Aug 2019</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2019.php#2019-08-08-1" id="2019-08-08-1">PHP 7.4.0beta2 released!</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      The PHP team is glad to announce the second beta release of PHP 7.4: PHP
##      7.4.0beta2. This continues the PHP 7.4 release cycle, the rough outline of
##      which is specified in the <a href="https://wiki.php.net/todo/php74">PHP
##      Wiki</a>.
##      </p>
##      
##      <p>
##      For source downloads of PHP 7.4.0beta2 please visit the
##      <a href="https://downloads.php.net/~derick">download page</a>.
##      </p>
##      
##      <p>
##      Please carefully test this version and report any issues found in the <a href="https://bugs.php.net">bug reporting system</a>.
##      </p>
##      
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test
##      version.</b>
##      </p>
##      
##      <p>
##      For more information on the new features and other changes, you can read the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0beta2/NEWS">NEWS</a>
##      file, or the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0beta2/UPGRADING">UPGRADING</a>
##      file for a complete list of upgrading notes. These files can also be found in
##      the release archive.
##      </p>
##      
##      <p>
##      The next release would be <b>Beta 3</b>, planned for August 22nd.
##      </p>
##      
##      <p>
##      The signatures for the release can be found in
##      <a href="https://gist.github.com/derickr/4cec1996b1110f6127b51b90d9426bf9">the
##      manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##      </p>
##      
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2019-07-25T09:39:51+00:00">25 Jul 2019</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2019.php#2019-07-25-1" id="2019-07-25-1">PHP 7.4.0beta1 released!</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      The PHP team is glad to announce the first beta release of PHP 7.4: PHP
##      7.4.0beta1. This continues the PHP 7.4 release cycle, the rough outline of
##      which is specified in the <a href="https://wiki.php.net/todo/php74">PHP
##      Wiki</a>.
##      </p>
##      
##      <p>
##      For source downloads of PHP 7.4.0beta1 please visit the
##      <a href="https://downloads.php.net/~derick">download page</a>.
##      </p>
##      
##      <p>
##      Please carefully test this version and report any issues found in the <a href="http://bugs.php.net">bug reporting system</a>.
##      </p>
##      
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test
##      version.</b>
##      </p>
##      
##      <p>
##      For more information on the new features and other changes, you can read the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0beta1/NEWS">NEWS</a>
##      file, or the
##      <a href="https://github.com/php/php-src/blob/php-7.4.0beta1/UPGRADING">UPGRADING</a>
##      file for a complete list of upgrading notes. These files can also be found in
##      the release archive.
##      </p>
##      
##      <p>
##      The next release would be <b>Beta 2</b>, planned for August 8th.
##      </p>
##      
##      <p>
##      The signatures for the release can be found in
##      <a href="https://gist.github.com/derickr/6062a94c900289397130deb562ed17e1">the
##      manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##      </p>
##      
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2019-07-11T10:15:12+00:00">11 Jul 2019</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2019.php#2019-07-11-1" id="2019-07-11-1">PHP 7.4.0 alpha 3 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      PHP team is glad to announce the release of the third PHP 7.4.0 version, PHP
##      7.4.0 Alpha 3. This continues the PHP 7.4 release cycle, the rough outline of
##      which is specified in the <a href="https://wiki.php.net/todo/php74">PHP
##      Wiki</a>.
##      </p>
##      
##      <p>For source downloads of PHP 7.4.0 Alpha 3 please visit the <a href="https://downloads.php.net/~derick">download page</a>.</p>
##      
##      <p>
##      Please carefully test this version and report any issues found in the <a href="http://bugs.php.net">bug reporting system</a>.
##      </p>
##      
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test
##      version.</b>
##      </p>
##      
##      <p>
##       For more information on the new features and other changes, you can read the
##       <a href="https://github.com/php/php-src/blob/php-7.4.0alpha3/NEWS">NEWS</a> file,
##       or the <a href="https://github.com/php/php-src/blob/php-7.4.0alpha3/UPGRADING">UPGRADING</a>
##       file for a complete list of upgrading notes. These files can also be found in the release archive.
##      </p>
##      
##      <p>
##      The next release would be <b>Beta 1</b>, planned for July 25th.
##      </p>
##      
##      <p>The signatures for the release can be found in <a href="https://gist.github.com/derickr/dc86e4edfedf69bd121026cbf3db8643">the
##      manifest</a> or on <a href="https://qa.php.net/">the QA site</a>. </p>
##      
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2019-06-26T23:34:49+00:00">26 Jun 2019</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2019.php#id2019-06-26-1" id="id2019-06-26-1">PHP 7.4.0 alpha 2 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      PHP team is glad to announce the release of the second PHP 7.4.0 version, PHP 7.4.0 Alpha 2.
##      This continues the PHP 7.4 release cycle, the rough outline of which is specified in the
##      <a href="https://wiki.php.net/todo/php74">PHP Wiki</a>.
##      </p>
##      
##      <p>For source downloads of PHP 7.4.0 Alpha 2 please visit the <a href="https://downloads.php.net/~derick">download page</a>.</p>
##      
##      <p>
##      Please carefully test this version and report any issues found in the <a href="http://bugs.php.net">bug reporting system</a>.
##      </p>
##      
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test version.</b>
##      </p>
##      
##      <p>
##          For more information on the new features and other changes, you can read the
##          <a href="https://github.com/php/php-src/blob/php-7.4.0alpha2/NEWS">NEWS</a> file,
##          or the <a href="https://github.com/php/php-src/blob/php-7.4.0alpha2/UPGRADING">UPGRADING</a>
##          file for a complete list of upgrading notes. These files can also be found in the release archive.
##      </p>
##      
##      <p>
##      The next release would be Alpha 3, planned for July 11th.
##      </p>
##      
##      <p>The signatures for the release can be found in <a href="https://gist.github.com/derickr/0cb88c72a785ae8642ae1d81cc2e96f8">the manifest</a> or on <a href="https://qa.php.net/">the
##      QA site</a>.
##      </p>
##      
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2019-06-13T11:24:11+00:00">13 Jun 2019</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2019.php#id2019-06-13-1" id="id2019-06-13-1">PHP 7.4.0 alpha 1 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      PHP team is glad to announce the release of the first PHP 7.4.0 version, PHP 7.4.0 Alpha 1.
##      This starts the PHP 7.4 release cycle, the rough outline of which is specified in the
##      <a href="https://wiki.php.net/todo/php74">PHP Wiki</a>.
##      </p>
##      
##      <p>For source downloads of PHP 7.4.0 Alpha 1 please visit the <a href="https://downloads.php.net/~derick">download page</a>.</p>
##      
##      <p>
##      Please carefully test this version and report any issues found in the <a href=" http://bugs.php.net">bug reporting system</a>.
##      </p>
##      
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test version.</b>
##      </p>
##      
##      <p>
##          For more information on the new features and other changes, you can read the
##          <a href="https://github.com/php/php-src/blob/php-7.4.0alpha1/NEWS">NEWS</a> file,
##          or the <a href="https://github.com/php/php-src/blob/php-7.4.0alpha1/UPGRADING">UPGRADING</a>
##          file for a complete list of upgrading notes. These files can also be found in the release archive.
##      </p>
##      
##      <p>
##      The next release would be Alpha 2, planned for June 27.
##      </p>
##      
##      <p>The signatures for the release can be found in <a href="https://gist.github.com/derickr/000139654a28966ae0bb74560f51f2a7">the manifest</a> or on <a href="https://qa.php.net/">the
##      QA site</a>.
##      </p>
##      
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-11-22T12:22:47+01:00">22 Nov 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-11-22-1" id="id2018-11-22-1">PHP 7.3.0RC6 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>
##         The PHP team is glad to announce the presumably last PHP 7.3.0 pre-release, PHP 7.3.0RC6.
##         The rough outline of the PHP 7.3 release cycle is specified in the
##         <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##       </p>
## 
##       <p>
##         For source downloads of PHP 7.3.0RC6 please visit the <a href="https://downloads.php.net/~cmb/">download page</a>.
##         Windows sources and binaries can be found on <a href="https://windows.php.net/qa/">windows.php.net/qa/</a>.
##       </p>
## 
##       <p>
##         Please carefully test this version and report any issues found in the <a href=" https://bugs.php.net">bug reporting system</a>.
##       </p>
## 
##       <p>
##         <b>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</b>
##       </p>
## 
##       <p>
##         For more information on the new features and other changes, you can read the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0RC6/NEWS">NEWS</a> file,
##         or the <a href="https://github.com/php/php-src/blob/php-7.3.0RC6/UPGRADING">UPGRADING</a>
##         file for a complete list of upgrading notes. Internal changes are listed in the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0RC6/UPGRADING.INTERNALS">UPGRADING.INTERNALS</a> file.
##         These files can also be found in the release archive.
##       </p>
## 
##       <p>
##         The next release would be 7.3.0 (GA), planned for December 6th.
##       </p>
## 
##       <p>
##         The signatures for the release can be found in <a href="https://gist.github.com/cmb69/6d9574612d0fb78b8549e42ec096a5a6">the manifest</a>
##         or on <a href="https://qa.php.net/">the QA site</a>.
##       </p>
## 
##       <p>
##         Thank you for helping us make PHP better.
##       </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-11-08T11:11:26+01:00">08 Nov 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-11-08-1" id="id2018-11-08-1">PHP 7.3.0RC5 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>
##         The PHP team is glad to announce the next PHP 7.3.0 pre-release, PHP 7.3.0RC5.
##         The rough outline of the PHP 7.3 release cycle is specified in the
##         <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##       </p>
## 
##       <p>
##         For source downloads of PHP 7.3.0RC5 please visit the <a href="https://downloads.php.net/~cmb/">download page</a>.
##         Windows sources and binaries can be found on <a href="https://windows.php.net/qa/">windows.php.net/qa/</a>.
##       </p>
## 
##       <p>
##         Please carefully test this version and report any issues found in the <a href=" https://bugs.php.net">bug reporting system</a>.
##       </p>
## 
##       <p>
##         <b>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</b>
##       </p>
## 
##       <p>
##         For more information on the new features and other changes, you can read the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0RC5/NEWS">NEWS</a> file,
##         or the <a href="https://github.com/php/php-src/blob/php-7.3.0RC5/UPGRADING">UPGRADING</a>
##         file for a complete list of upgrading notes. Internal changes are listed in the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0RC5/UPGRADING.INTERNALS">UPGRADING.INTERNALS</a> file.
##         These files can also be found in the release archive.
##       </p>
## 
##       <p>
##         The next release would be RC6, planned for November 22nd.
##       </p>
## 
##       <p>
##         The signatures for the release can be found in <a href="https://gist.github.com/cmb69/a14634afdd52b7f69d65d2bd5a79ac99">the manifest</a>
##         or on <a href="https://qa.php.net/">the QA site</a>.
##       </p>
## 
##       <p>
##         Thank you for helping us make PHP better.
##       </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-10-25T11:07:32+02:00">25 Oct 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-10-25-1" id="id2018-10-25-1">PHP 7.3.0RC4 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>
##         The PHP team is glad to announce the next PHP 7.3.0 pre-release, PHP 7.3.0RC4.
##         The rough outline of the PHP 7.3 release cycle is specified in the
##         <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##       </p>
## 
##       <p>
##         For source downloads of PHP 7.3.0RC4 please visit the <a href="https://downloads.php.net/~cmb/">download page</a>.
##         Windows sources and binaries can be found on <a href="https://windows.php.net/qa/">windows.php.net/qa/</a>.
##       </p>
## 
##       <p>
##         Please carefully test this version and report any issues found in the <a href=" https://bugs.php.net">bug reporting system</a>.
##       </p>
## 
##       <p>
##         <b>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</b>
##       </p>
## 
##       <p>
##         For more information on the new features and other changes, you can read the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0RC4/NEWS">NEWS</a> file,
##         or the <a href="https://github.com/php/php-src/blob/php-7.3.0RC4/UPGRADING">UPGRADING</a>
##         file for a complete list of upgrading notes. Internal changes are listed in the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0RC4/UPGRADING.INTERNALS">UPGRADING.INTERNALS</a> file.
##         These files can also be found in the release archive.
##       </p>
## 
##       <p>
##         The next release would be RC5, planned for November 8th.
##       </p>
## 
##       <p>
##         The signatures for the release can be found in <a href="https://gist.github.com/cmb69/594d9a18290f1b019b2ba68a098413c6">the manifest</a>
##         or on <a href="https://qa.php.net/">the QA site</a>.
##       </p>
## 
##       <p>
##         Thank you for helping us make PHP better.
##       </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-10-11T13:47:50+02:00">11 Oct 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-10-11-1" id="id2018-10-11-1">PHP 7.3.0RC3 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>
##         The PHP team is glad to announce the next PHP 7.3.0 pre-release, PHP 7.3.0RC3.
##         The rough outline of the PHP 7.3 release cycle is specified in the
##         <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##       </p>
## 
##       <p>
##         For source downloads of PHP 7.3.0RC3 please visit the <a href="https://downloads.php.net/~cmb/">download page</a>.
##         Windows sources and binaries can be found on <a href="https://windows.php.net/qa/">windows.php.net/qa/</a>.
##       </p>
## 
##       <p>
##         Please carefully test this version and report any issues found in the <a href=" https://bugs.php.net">bug reporting system</a>.
##       </p>
## 
##       <p>
##         <b>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</b>
##       </p>
## 
##       <p>
##         For more information on the new features and other changes, you can read the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0RC3/NEWS">NEWS</a> file,
##         or the <a href="https://github.com/php/php-src/blob/php-7.3.0RC3/UPGRADING">UPGRADING</a>
##         file for a complete list of upgrading notes. Internal changes are listed in the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0RC3/UPGRADING.INTERNALS">UPGRADING.INTERNALS</a> file.
##         These files can also be found in the release archive.
##       </p>
## 
##       <p>
##         The next release would be RC4, planned for October 25th.
##       </p>
## 
##       <p>
##         The signatures for the release can be found in <a href="https://gist.github.com/cmb69/3b521933b5524c92e880fc96559a5f5c">the manifest</a>
##         or on <a href="https://qa.php.net/">the QA site</a>.
##       </p>
## 
##       <p>
##         Thank you for helping us make PHP better.
##       </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-09-28T10:31:16+02:00">28 Sep 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-09-28-1" id="id2018-09-28-1">PHP 7.3.0RC2 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>
##         The PHP team is glad to announce the next PHP 7.3.0 pre-release, PHP 7.3.0RC2.
##         The rough outline of the PHP 7.3 release cycle is specified in the
##         <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##       </p>
## 
##       <p>
##         For source downloads of PHP 7.3.0RC2 please visit the <a href="https://downloads.php.net/~cmb/">download page</a>.
##         Windows sources and binaries can be found on <a href="https://windows.php.net/qa/">windows.php.net/qa/</a>.
##       </p>
## 
##       <p>
##         Please carefully test this version and report any issues found in the <a href=" https://bugs.php.net">bug reporting system</a>.
##       </p>
## 
##       <p>
##         <b>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</b>
##       </p>
## 
##       <p>
##         For more information on the new features and other changes, you can read the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0RC2/NEWS">NEWS</a> file,
##         or the <a href="https://github.com/php/php-src/blob/php-7.3.0RC2/UPGRADING">UPGRADING</a>
##         file for a complete list of upgrading notes. Internal changes are listed in the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0RC2/UPGRADING.INTERNALS">UPGRADING.INTERNALS</a> file.
##         These files can also be found in the release archive.
##       </p>
## 
##       <p>
##         The next release would be RC3, planned for October 11th.
##       </p>
## 
##       <p>
##         The signatures for the release can be found in <a href="https://gist.github.com/cmb69/ffe9373d127254a19e73e73251e4ff7d">the manifest</a>
##         or on <a href="https://qa.php.net/">the QA site</a>.
##       </p>
## 
##       <p>
##         Thank you for helping us make PHP better.
##       </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-09-13T10:57:40+02:00">13 Sep 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-09-13-2" id="id2018-09-13-2">PHP 7.3.0RC1 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>
##         The PHP team is glad to announce the release of the next PHP 7.3.0 pre-release, PHP 7.3.0RC1.
##         The rough outline of the PHP 7.3 release cycle is specified in the
##         <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##       </p>
## 
##       <p>
##         For source downloads of PHP 7.3.0RC1 please visit the <a href="https://downloads.php.net/~cmb/">download page</a>.
##         Windows sources and binaries can be found on <a href="https://windows.php.net/qa/">windows.php.net/qa/</a>.
##       </p>
## 
##       <p>
##         Please carefully test this version and report any issues found in the <a href=" https://bugs.php.net">bug reporting system</a>.
##       </p>
## 
##       <p>
##         <b>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</b>
##       </p>
## 
##       <p>
##         For more information on the new features and other changes, you can read the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0RC1/NEWS">NEWS</a> file,
##         or the <a href="https://github.com/php/php-src/blob/php-7.3.0RC1/UPGRADING">UPGRADING</a>
##         file for a complete list of upgrading notes. Internal changes are listed in the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0RC1/UPGRADING.INTERNALS">UPGRADING.INTERNALS</a> file.
##         These files can also be found in the release archive.
##       </p>
## 
##       <p>
##         The next release would be RC2, planned for September 27th.
##       </p>
## 
##       <p>
##         The signatures for the release can be found in <a href="https://gist.github.com/cmb69/224ae1ef28b1e3f2e0a62a4ab50966e4">the manifest</a>
##         or on <a href="https://qa.php.net/">the QA site</a>.
##       </p>
## 
##       <p>
##         Thank you for helping us make PHP better.
##       </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-08-30T17:37:34+02:00">30 Aug 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-08-30-1" id="id2018-08-30-1">PHP 7.3.0.beta3 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>
##         The PHP team is glad to announce the release of the seventh PHP 7.3.0 version, PHP 7.3.0beta3.
##         The rough outline of the PHP 7.3 release cycle is specified in the
##         <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##       </p>
## 
##       <p>
##         For source downloads of PHP 7.3.0beta3 please visit the <a href="https://downloads.php.net/~cmb/">download page</a>.
##         Windows sources and binaries can be found on <a href="https://windows.php.net/qa/">windows.php.net/qa/</a>.
##       </p>
## 
##       <p>
##         Please carefully test this version and report any issues found in the <a href=" https://bugs.php.net">bug reporting system</a>.
##       </p>
## 
##       <p>
##         <b>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</b>
##       </p>
## 
##       <p>
##         For more information on the new features and other changes, you can read the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0beta3/NEWS">NEWS</a> file,
##         or the <a href="https://github.com/php/php-src/blob/php-7.3.0beta3/UPGRADING">UPGRADING</a>
##         file for a complete list of upgrading notes. Internal changes are listed in the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0beta3/UPGRADING.INTERNALS">UPGRADING.INTERNALS</a> file.
##         These files can also be found in the release archive.
##       </p>
## 
##       <p>
##         The next release would be RC1, planned for September 13th.
##       </p>
## 
##       <p>
##         The signatures for the release can be found in <a href="https://gist.github.com/cmb69/aeef8c8877a451ba6fce6f990dd3860b">the manifest</a>
##         or on <a href="https://qa.php.net/">the QA site</a>.
##       </p>
## 
##       <p>
##         Thank you for helping us make PHP better.
##       </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-08-16T14:11:38+02:00">16 Aug 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-08-16-1" id="id2018-08-16-1">PHP 7.3.0.beta2 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>
##         The PHP team is glad to announce the release of the sixth PHP 7.3.0 version, PHP 7.3.0beta2.
##         The rough outline of the PHP 7.3 release cycle is specified in the
##         <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##       </p>
## 
##       <p>
##         For source downloads of PHP 7.3.0beta2 please visit the <a href="https://downloads.php.net/~cmb/">download page</a>.
##         Windows sources and binaries can be found on <a href="https://windows.php.net/qa/">windows.php.net/qa/</a>.
##       </p>
## 
##       <p>
##         Please carefully test this version and report any issues found in the <a href=" https://bugs.php.net">bug reporting system</a>.
##       </p>
## 
##       <p>
##         <b>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</b>
##       </p>
## 
##       <p>
##         For more information on the new features and other changes, you can read the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0beta2/NEWS">NEWS</a> file,
##         or the <a href="https://github.com/php/php-src/blob/php-7.3.0beta2/UPGRADING">UPGRADING</a>
##         file for a complete list of upgrading notes. Internal changes are listed in the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0beta2/UPGRADING.INTERNALS">UPGRADING.INTERNALS</a> file.
##         These files can also be found in the release archive.
##       </p>
## 
##       <p>
##         The next release would be Beta 3, planned for August 30th.
##       </p>
## 
##       <p>
##         The signatures for the release can be found in <a href="https://gist.github.com/cmb69/4bfd2f4d54ebc01cd37ba3dc86f1f814">the manifest</a>
##         or on <a href="https://qa.php.net/">the QA site</a>.
##       </p>
## 
##       <p>
##         Thank you for helping us make PHP better.
##       </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-08-02T11:44:58+02:00">02 Aug 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-08-02-1" id="id2018-08-02-1">PHP 7.3.0.beta1 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>
##         The PHP team is glad to announce the release of the fifth PHP 7.3.0 version, PHP 7.3.0beta1.
##         The rough outline of the PHP 7.3 release cycle is specified in the
##         <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##       </p>
## 
##       <p>
##         For source downloads of PHP 7.3.0beta1 please visit the <a href="https://downloads.php.net/~cmb/">download page</a>.
##         Windows sources and binaries can be found on <a href="https://windows.php.net/qa/">windows.php.net/qa/</a>.
##       </p>
## 
##       <p>
##         Please carefully test this version and report any issues found in the <a href=" https://bugs.php.net">bug reporting system</a>.
##       </p>
## 
##       <p>
##         <b>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</b>
##       </p>
## 
##       <p>
##         For more information on the new features and other changes, you can read the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0beta1/NEWS">NEWS</a> file,
##         or the <a href="https://github.com/php/php-src/blob/php-7.3.0beta1/UPGRADING">UPGRADING</a>
##         file for a complete list of upgrading notes. These files can also be found in the release archive.
##       </p>
## 
##       <p>
##         The next release would be Beta 2, planned for August 16th.
##       </p>
## 
##       <p>
##         The signatures for the release can be found in <a href="https://gist.github.com/cmb69/e666c3f1622321f868de9282bee67e43">the manifest</a>
##         or on <a href="https://qa.php.net/">the QA site</a>.
##       </p>
## 
##       <p>
##         Thank you for helping us make PHP better.
##       </p>
## 
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-07-19T11:02:21+02:00">19 Jul 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-07-19-1" id="id2018-07-19-1">PHP 7.3.0alpha4 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>
##         The PHP team is glad to announce the release of the fourth PHP 7.3.0 version, PHP 7.3.0alpha4.
##         The rough outline of the PHP 7.3 release cycle is specified in the
##         <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##       </p>
## 
##       <p>
##         For source downloads of PHP 7.3.0alpha4 please visit the <a href="https://downloads.php.net/~cmb/">download page</a>.
##         Windows sources and binaries can be found on <a href="https://windows.php.net/qa/">windows.php.net/qa/</a>.
##       </p>
## 
##       <p>
##         Please carefully test this version and report any issues found in the <a href=" https://bugs.php.net">bug reporting system</a>.
##       </p>
## 
##       <p>
##         <b>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</b>
##       </p>
## 
##       <p>
##         For more information on the new features and other changes, you can read the
##         <a href="https://github.com/php/php-src/blob/php-7.3.0alpha4/NEWS">NEWS</a> file,
##         or the <a href="https://github.com/php/php-src/blob/php-7.3.0alpha4/UPGRADING">UPGRADING</a>
##         file for a complete list of upgrading notes. These files can also be found in the release archive.
##       </p>
## 
##       <p>
##         The next release would be Beta 1, planned for August 2nd.
##       </p>
## 
##       <p>
##         The signatures for the release can be found in <a href="https://gist.github.com/cmb69/b30366855341382046687ce7adb20f69">the manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##       </p>
## 
##       <p>
##         Thank you for helping us make PHP better.
##       </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-07-05T11:41:41+02:00">05 Jul 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-07-05-1" id="id2018-07-05-1">PHP 7.3.0 alpha 3 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##       The PHP team is glad to announce the release of the third PHP 7.3.0 version, PHP 7.3.0 Alpha 3.
##       The rough outline of the PHP 7.3 release cycle is specified in the
##       <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##      </p>
## 
##      <p>
##       For source downloads of PHP 7.3.0 Alpha 3 please visit the <a href="https://downloads.php.net/~cmb/">download page</a>.
##       Windows sources and binaries can be found on <a href="https://windows.php.net/qa/">windows.php.net/qa/</a>.
##      </p>
## 
##      <p>
##       Please carefully test this version and report any issues found in the <a href=" http://bugs.php.net">bug reporting system</a>.
##      </p>
## 
##      <p>
##       <b>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</b>
##      </p>
## 
##      <p>
##       For more information on the new features and other changes, you can read the
##       <a href="https://github.com/php/php-src/blob/php-7.3.0alpha3/NEWS">NEWS</a> file,
##       or the <a href="https://github.com/php/php-src/blob/php-7.3.0alpha3/UPGRADING">UPGRADING</a>
##       file for a complete list of upgrading notes. These files can also be found in the release archive.
##      </p>
## 
##      <p>
##       The next release would be Beta 1, planned for July 19th.
##      </p>
## 
##      <p>
##       The signatures for the release can be found in <a href="https://gist.github.com/cmb69/e2e76ac0072474b019b0c9f1aef249f1">the manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##      </p>
## 
##      <p>
##       Thank you for helping us make PHP better.
##      </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-06-21T11:46:20+02:00">21 Jun 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-06-21-1" id="id2018-06-21-1">PHP 7.3.0 alpha 2 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##       The PHP team is glad to announce the release of the second PHP 7.3.0 version, PHP 7.3.0 Alpha 2.
##       The rough outline of the PHP 7.3 release cycle is specified in the
##       <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##      </p>
## 
##      <p>
##       For source downloads of PHP 7.3.0 Alpha 2 please visit the <a href="https://downloads.php.net/~cmb/">download page</a>.
##       Windows sources and binaries can be found on <a href="https://windows.php.net/qa/">windows.php.net/qa/</a>.
##      </p>
## 
##      <p>
##       Please carefully test this version and report any issues found in the <a href=" http://bugs.php.net">bug reporting system</a>.
##      </p>
## 
##      <p>
##       <b>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</b>
##      </p>
## 
##      <p>
##       For more information on the new features and other changes, you can read the
##       <a href="https://github.com/php/php-src/blob/php-7.3.0alpha2/NEWS">NEWS</a> file,
##       or the <a href="https://github.com/php/php-src/blob/php-7.3.0alpha2/UPGRADING">UPGRADING</a>
##       file for a complete list of upgrading notes. These files can also be found in the release archive.
##      </p>
## 
##      <p>
##       The next release would be Alpha 3, planned for July 5.
##      </p>
## 
##      <p>
##       The signatures for the release can be found in <a href="https://gist.github.com/cmb69/2c54d0972b296a905062f52c0852e7cb">the manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##      </p>
## 
##      <p>
##       Thank you for helping us make PHP better.
##      </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-06-07T18:36:37+00:00">07 Jun 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-06-07-1" id="id2018-06-07-1">PHP 7.3.0 alpha 1 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      PHP team is glad to announce the release of the first PHP 7.3.0 version, PHP 7.3.0 Alpha 1.
##   This starts the PHP 7.3 release cycle, the rough outline of which is specified in the
##   <a href="https://wiki.php.net/todo/php73">PHP Wiki</a>.
##      </p>
## 
##      <p>For source downloads of PHP 7.3.0 Alpha 1 please visit the <a href="https://downloads.php.net/~stas/">download page</a>.</p>
## 
##      <p>
##      Please carefully test this version and report any issues found in the <a href=" http://bugs.php.net">bug reporting system</a>.
##      </p>
## 
##      <p>
##      <b>Please DO NOT use this version in production, it is an early test version.</b>
##      </p>
## 
##      <p>
##       For more information on the new features and other changes, you can read the
##       <a href="https://github.com/php/php-src/blob/php-7.3.0alpha1/NEWS">NEWS</a> file,
##       or the <a href="https://github.com/php/php-src/blob/php-7.3.0alpha1/UPGRADING">UPGRADING</a>
##       file for a complete list of upgrading notes. These files can also be found in the release archive.
##   </p>
## 
##      <p>
##      The next release would be Alpha 2, planned for June 21.
##      </p>
## 
##      <p>The signatures for the release can be found in <a href="https://gist.github.com/smalyshev/b0994d4dd138007237911429702ee040">the manifest</a> or on <a href="https://qa.php.net/">the QA site</a>.
##      </p>
## 
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2018-02-01T09:12:34+00:00">01 Feb 2018</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2018.php#id2018-02-01-1" id="id2018-02-01-1">PHP 7.2.2 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>The PHP development team announces the immediate availability of PHP
##       7.2.2. This is a bugfix release, with several bug fixes included.</p>
## 
##       <p>All PHP 7.2 users are encouraged to upgrade to this version.</p>
## 
##       <p>For source downloads of PHP 7.2.2 please visit our <a href="http://www.php.net/downloads.php">downloads page</a>,
##       Windows source and binaries can be found on <a href="http://windows.php.net/download/">windows.php.net/download/</a>.
##       The list of changes is recorded in the <a href="http://www.php.net/ChangeLog-7.php#7.2.2">ChangeLog</a>.
##       </p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2017-10-12T11:46:49+02:00">12 Oct 2017</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2017.php#id2017-10-12-1" id="id2017-10-12-1">PHP 7.2.0 Release Candidate 4 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      The PHP development team announces the immediate availability of PHP 7.2.0 RC4.
##      This release is the fourth Release Candidate for 7.2.0.
##      All users of PHP are encouraged to test this version carefully, and report any bugs
##      and incompatibilities in the <a href="https://bugs.php.net/">bug tracking system</a>.
##      </p>
## 
##      <p><strong>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</strong></p>
## 
##      <p>
##      For more information on the new features and other changes, you can read the
##      <a href="https://github.com/php/php-src/blob/php-7.2.0RC4/NEWS">NEWS</a> file,
##      or the <a href="https://github.com/php/php-src/blob/php-7.2.0RC4/UPGRADING">UPGRADING</a>
##      file for a complete list of upgrading notes. These files can also be found in the release archive.
##      </p>
## 
##      <p>
##      For source downloads of PHP 7.2.0 Release Candidate 4 please visit the
##      <a href="https://downloads.php.net/~remi/">download</a> page,
##      Windows sources and binaries can be found at
##      <a href="http://windows.php.net/qa/">windows.php.net/qa/</a>.
##      </p>
## 
##      <p>
##      The next Release Candidate will be announced on the 26th of October.
##      You can also read the full list of planned releases on
##      <a href="https://wiki.php.net/todo/php72">our wiki</a>.
##      </p>
## 
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2017-09-28T12:58:56+02:00">28 Sep 2017</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2017.php#id2017-09-28-2" id="id2017-09-28-2">PHP 7.2.0 Release Candidate 3 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>
##      The PHP development team announces the immediate availability of PHP 7.2.0 RC3.
##      This release is the third Release Candidate for 7.2.0.
##      All users of PHP are encouraged to test this version carefully, and report any bugs
##      and incompatibilities in the <a href="https://bugs.php.net/">bug tracking system</a>.
##      </p>
## 
##      <p><strong>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</strong></p>
## 
##      <p>
##      For more information on the new features and other changes, you can read the
##      <a href="https://github.com/php/php-src/blob/php-7.2.0RC3/NEWS">NEWS</a> file,
##      or the <a href="https://github.com/php/php-src/blob/php-7.2.0RC3/UPGRADING">UPGRADING</a>
##      file for a complete list of upgrading notes. These files can also be found in the release archive.
##      </p>
## 
##      <p>
##      For source downloads of PHP 7.2.0 Release Candidate 3 please visit the
##      <a href="https://downloads.php.net/~remi/">download</a> page,
##      Windows sources and binaries can be found at
##      <a href="http://windows.php.net/qa/">windows.php.net/qa/</a>.
##      </p>
## 
##      <p>
##      The next Release Candidate will be announced on the 12th of October.
##      You can also read the full list of planned releases on
##      <a href="https://wiki.php.net/todo/php72">our wiki</a>.
##      </p>
## 
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2017-08-31T10:53:58+02:00">31 Aug 2017</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2017.php#id2017-08-31-1" id="id2017-08-31-1">PHP 7.2.0 Release Candidate 1 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>
##       The PHP development team announces the immediate availability of PHP 7.2.0 Release
##       Candidate 1. This release is the first Release Candidate for 7.2.0.
##       All users of PHP are encouraged to test this version carefully, and report any bugs
##       and incompatibilities in the <a href="https://bugs.php.net/">bug tracking system</a>.
##       </p>
## 
##       <p><strong>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</strong></p>
## 
##       <p>
##       For more information on the new features and other changes, you can read the
##       <a href="https://github.com/php/php-src/blob/php-7.2.0RC1/NEWS">NEWS</a> file,
##       or the <a href="https://github.com/php/php-src/blob/php-7.2.0RC1/UPGRADING">UPGRADING</a>
##       file for a complete list of upgrading notes. These files can also be found in the release archive.
##       </p>
## 
##       <p>
##       For source downloads of PHP 7.2.0 Release Candidate 1 please visit the
##       <a href="https://downloads.php.net/~remi/">download</a> page,
##       Windows sources and binaries can be found at
##       <a href="http://windows.php.net/qa/">windows.php.net/qa/</a>.
##       </p>
## 
##       <p>
##       The second Release Candidate will be released on the 14th of September.
##       You can also read the full list of planned releases on
##       <a href="https://wiki.php.net/todo/php72">our wiki</a>.
##       </p>
## 
##       <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2017-08-17T10:17:44+02:00">17 Aug 2017</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2017.php#id2017-08-17-1" id="id2017-08-17-1">PHP 7.2.0 Beta 3 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##       <p>
##       The PHP development team announces the immediate availability of PHP 7.2.0 Beta 3.
##       This release is the third and final beta for 7.2.0. All users of PHP are encouraged
##       to test this version carefully, and report any bugs and incompatibilities in the
##       <a href="https://bugs.php.net/">bug tracking system</a>.
##       </p>
## 
##       <p><strong>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</strong></p>
## 
##       <p>
##       For more information on the new features and other changes, you can read the
##       <a href="https://github.com/php/php-src/blob/php-7.2.0beta3/NEWS">NEWS</a> file,
##       or the <a href="https://github.com/php/php-src/blob/php-7.2.0beta3/UPGRADING">UPGRADING</a>
##       file for a complete list of upgrading notes. These files can also be found in the release archive.
##       </p>
## 
##       <p>
##       For source downloads of PHP 7.2.0 Beta 3 please visit the
##       <a href="https://downloads.php.net/~remi/">download</a> page,
##       Windows sources and binaries can be found at
##       <a href="http://windows.php.net/qa/">windows.php.net/qa/</a>.
##       </p>
## 
##       <p>
##       The first Release Candidate will be released on the 31th of August.
##       You can also read the full list of planned releases on
##       <a href="https://wiki.php.net/todo/php72">our wiki</a>.
##       </p>
## 
##       <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><article class="newsentry">
##   <header class="title">
##     <time datetime="2017-07-06T12:25:08+02:00">06 Jul 2017</time>
##     <h2 class="newstitle">
##       <a href="https://www.php.net/archive/2017.php#id2017-07-06-2" id="id2017-07-06-2">PHP 7.2.0 Alpha 3 Released</a>
##     </h2>
##   </header>
##   <div class="newscontent">
##     <div>
##      <p>The PHP development team announces the immediate availability of PHP 7.2.0 Alpha 3.
##      This release contains fixes and improvements relative to Alpha 2.
##      All users of PHP are encouraged to test this version carefully,
##      and report any bugs and incompatibilities in the
##      <a href="https://bugs.php.net/">bug tracking system</a>.</p>
## 
##      <p><strong>THIS IS A DEVELOPMENT PREVIEW - DO NOT USE IT IN PRODUCTION!</strong></p>
## 
##      <p>For information on new features and other changes, you can read the
##      <a href="https://github.com/php/php-src/blob/php-7.2.0alpha3/NEWS">NEWS</a> file,
##      or the <a href="https://github.com/php/php-src/blob/php-7.2.0alpha3/UPGRADING">UPGRADING</a> file
##      for a complete list of upgrading notes. These files can also be found in the release archive.</p>
## 
##      <p>For source downloads of PHP 7.2.0 Alpha 3 please visit the <a href="https://downloads.php.net/~remi/">download</a> page,
##      Windows sources and binaries can be found on <a href="http://windows.php.net/qa/">windows.php.net/qa/</a>.</p>
## 
##      <p>The first beta will be released on the 20th of July. You can also read the full list of planned releases on our
##      <a href="https://wiki.php.net/todo/php72#timetable">wiki</a>.</p>
## 
##      <p>Thank you for helping us make PHP better.</p>
##     </div>
##   
##   </div>
## </article><p class="archive"><a href="/archive/">Older News Entries</a></p></div>    </section><!-- layout-content -->
##     
## <aside class="tips">
##     <div class="inner">
## <div class="panel">  <a href="/conferences" class="headline" title="Upcoming conferences">Upcoming conferences</a><div class="body"><ul><li><a href='https://www.php.net/conferences/index.php#id2020-04-14-1' title='Dutch PHP Conference 2020 – Online Edition'>Dutch PHP Conference 2020 – Online Edition</a></li><li><a href='https://www.php.net/conferences/index.php#id2020-01-30-1' title='php[tek] 2020'>php[tek] 2020</a></li><li><a href='https://www.php.net/conferences/index.php#id2020-01-11-1' title='PHP Russia 2020'>PHP Russia 2020</a></li><li><a href='https://www.php.net/conferences/index.php#id2019-12-20-1' title='Dutch PHP Conference 2020'>Dutch PHP Conference 2020</a></li></ul></div></div>
##     <p class='panel'><a href='/cal.php'>User Group Events</a></p>
##     <p class='panel'><a href='/thanks.php'>Special Thanks</a></p>
##     <p class='panel social-media'>
##       <span class='headline'>Social media</span>
##       <div class='body'>
##         <ul>
##           <li>
##             <a href="https://twitter.com/official_php">
##               <i class="icon-twitter"></i>
##               @official_php
##             </a>
##           </li>
##         </ul>
##       </div>
##     </p>
## </div>
## </aside>
## 
##   </div><!-- layout -->
## 
##   <footer>
##     <div class="container footer-content">
##       <div class="row-fluid">
##       <ul class="footmenu">
##         <li><a href="/copyright.php">Copyright &copy; 2001-2020 The PHP Group</a></li>
##         <li><a href="/my.php">My PHP.net</a></li>
##         <li><a href="/contact.php">Contact</a></li>
##         <li><a href="/sites.php">Other PHP.net sites</a></li>
##         <li><a href="/privacy.php">Privacy policy</a></li>
##       </ul>
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##     </div>
##   </footer>
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## 
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NLP Libraries

Natural language toolkit (NLTK) is the most popular library for natural language processing (NLP) which was written in Python and has a big community behind it.

Tokenize Text Using Standard Python

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u'PHP.netContactOther', u'PHP.net', u'sitesPrivacy', u'policy']

Count Word Frequency

Next we will calculate the frequency distribution of the tokens using Python NLTK.

There is a function in NLTK called FreqDist() that will do this task, then we will use matplotlib to graph the counts:

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DEBUG four

## hello world - From debug3

DEBUG three

## hello world - From debug3

DEBUG five

print(str(key) + " - " + str(val))

freq.plot(20, cumulative=False)

freq.plot(20, cumulative=False)

for key,val in freq.items(): print (str(key) + ‘:’ + str(val))

print(str(key) + ':' + str(val))

2020-04-26