Guaris tar qa (#1477)

* [NEW] Install R on Debian and Ubuntu and NEW] Deploy RStudio on Debian and Ubuntu (#1457) * [New] Install R on Ubuntu and Debian * Added RStudio Server reverse proxy guide * Tech edit * Finish tech edit * SOA = Start Of Authority (#1451) ref. https://tools.ietf.org/html/rfc1035 * Rebuild theme * Guaris jails update (#1458) * Update the SFTP guide * Update limiting-access-with-sftp-jails-on-debian-and-ubuntu.md * travis * Final check * [NEW] How to Install Go on Ubuntu (#1459) * Added new Guide on Installing Go * Travis-senpai pls no * Update install-go-on-ubuntu.md * Tech and copy edit * [NEW] Deploying microservices with docker (#1364) * Tech Edit and rewrite done * Tech check and copy edit * backup copy edit to microservices guide, Bob (#1369) * Removed deprecated shortcodes * [update]Fulll-virt disclaimer to block storage guide. (#1460) [update] Block storage update * Update install-alpine-linux-on-your-linode.md * Update how-to-use-block-storage-with-your-linode.md * [NEW] Thingsboard Guide (#1374) * Fix Roundcube alias and image * Draft of IoT guide * Initial draft. * Moved Java install to /java * Rebased; passed checks to nginx section * Update nginx to conf.d; finished rasp pi section * Copy Edit * Travis-kun, pls stop * Update install-java-jdk.md * Update install-thingsboard-iot-dashboard.md * [UPDATE] Create Physical Backups of a MySQL Database [UPDATE] Use mysqldump to Back Up MariaDB and MySQL Databases * Fix spelling errors from Vale initial fix (#1470) * Rebuild theme * Fix indentation for code blocks in sublists * [NEW] Elasticsearch plugins -Tylerjl (#1368) * WIP: elasticsearch plugins * some better style for the prelude section of the ES plugin guide * draft es plugin tutorial attachment section * draft phonetic analyzer section for es plugin guide * draft geoip section for es plugin guide * draft of user-agent section for es plugin guide * revise es plugin guide from initial draft * es plugin guide conclusion * Copy edit * Finish copy edit * [COPY] Elasticsearch plugins guides (#1410) * copy edit check on elasticsearch plugins * copy edits to elasticsearch shorts * Update index * Tech edit
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diff --git a/...ata/big-data-in-the-linode-cloud-streaming-data-processing-with-apache-storm.md b/...ata/big-data-in-the-linode-cloud-streaming-data-processing-with-apache-storm.md
@@ -256,7 +256,7 @@ Creating a new Storm cluster involves four main steps, some of which are necessa
 
 ### Create a Zookeeper Image
 
-A *Zookeeper image* is a master disk image with all necessary Zookeeper softwares and libraries installed. We'll create our using [Linode Images](/docs/platform/linode-images) The benefits of using a Zookeeper image include:
+A *Zookeeper image* is a master disk image with all necessary Zookeeper software and libraries installed. We'll create our using [Linode Images](/docs/platform/linode-images) The benefits of using a Zookeeper image include:
 
 -  Quick creation of a Zookeeper cluster by simply cloning it to create as many nodes as required, each a perfect copy of the image
 -  Distribution packages and third party software packages are identical on all nodes, preventing version mismatch errors

diff --git a/docs/applications/big-data/how-to-scrape-a-website-with-beautiful-soup.md b/docs/applications/big-data/how-to-scrape-a-website-with-beautiful-soup.md
@@ -146,7 +146,7 @@ rec = {
 
         'pid': result['data-pid']
 
-4.  Other data attributes may be nested deeper in the HTML strucure, and can be accessed using a combination of dot and array notation. For example, the date a result was posted is stored in `datetime`, which is a data attribute of the `time` element, which is a child of a `p` tag that is a child of `result`. To access this value use the following format:
+4.  Other data attributes may be nested deeper in the HTML structure, and can be accessed using a combination of dot and array notation. For example, the date a result was posted is stored in `datetime`, which is a data attribute of the `time` element, which is a child of a `p` tag that is a child of `result`. To access this value use the following format:
 
         'date': result.p.time['datetime']
 

diff --git a/docs/applications/configuration-management/creating-your-first-chef-cookbook.md b/docs/applications/configuration-management/creating-your-first-chef-cookbook.md
@@ -131,7 +131,7 @@ end
 
         knife cookbook upload lamp-stack
 
-5.  Add the recipe to a node's run-list, replaceing `nodename` with your chosen node's name:
+5.  Add the recipe to a node's run-list, replacing `nodename` with your chosen node's name:
 
         knife node run_list add nodename "recipe[lamp-stack::apache]"
 

diff --git a/...s/configuration-management/install-a-chef-server-workstation-on-ubuntu-14-04.md b/...s/configuration-management/install-a-chef-server-workstation-on-ubuntu-14-04.md
diff --git a/...ions/configuration-management/learn-how-to-install-ansible-and-run-playbooks.md b/...ions/configuration-management/learn-how-to-install-ansible-and-run-playbooks.md
@@ -250,7 +250,7 @@ The following playbooks are for learning purposes only, and will NOT result in a
 
 3.  Write a playbook that creates a new normal user, adds in our public key, and adds the new user to the `sudoers` file.
 
-    We're introducing a new aspect of Ansible here: *variables*. Note the `vars:` entry and the `NORMAL_USER_NAME` line. You'll notice that it is reused twice in the file so that we only have to change it once. Replace `yourusername` with your choosen username, `localusername` in the path for the `authorized_key`, and the password hash.
+    We're introducing a new aspect of Ansible here: *variables*. Note the `vars:` entry and the `NORMAL_USER_NAME` line. You'll notice that it is reused twice in the file so that we only have to change it once. Replace `yourusername` with your chosen username, `localusername` in the path for the `authorized_key`, and the password hash.
 
     {{< file "initialize_basic_user.yml" yaml >}}
 ---

diff --git a/docs/applications/configuration-management/vagrant-linode-environments.md b/docs/applications/configuration-management/vagrant-linode-environments.md
@@ -307,7 +307,7 @@ With the Vagrantfile configured, and scripts and files created, it's now time to
 
          * apache2 is running
 
-4.  To see that the environment is accesible online, check for the IP address:
+4.  To see that the environment is accessible online, check for the IP address:
 
         hostname -i