Fixes to avoid incorrect dictionary generation

Author: Sam Foo

docs/applications/big-data/how-to-move-machine-learning-model-to-production.md

@@ -4,7 +4,7 @@ author:
   email: docs@linode.com
 description: 'This guide shows how to use an existing deep learning model as part of a production application. A pre-trained model is included as an API endpoint for a Flask app.'
 keywords: ["deep learning", "big data", "python", "keras", "flask", "machine learning", "neural networks"]
-og_description: 'Use an pre-trained deep learning model as part of a production application.'
+og_description: 'Use a pre-trained deep learning model as part of a production application.'
 license: '[CC BY-ND 4.0](https://creativecommons.org/licenses/by-nd/4.0)'
 published: 2017-10-09
 modified: 2017-10-10
@@ -43,7 +43,7 @@ You will be using Python both to create a model and to deploy the model to a Fla
 1.  Download and install Miniconda, a lightweight version of Anaconda. Follow the instructions in the terminal and allow Anaconda to add a PATH location to `.bashrc`:
 
         wget https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh
-        bash Anaconda3-5.0.0.1-Linux-x86_64.sh
+        bash Miniconda3-latest-Linux-x86_64.sh
         source .bashrc
 
 2.  Create and activate a new Python virtual environment:
@@ -218,7 +218,7 @@ Apache modules are typically installed with the system installation of Apache. H
     The output should be similar to:
 
         LoadModule wsgi_module "/home/linode/miniconda3/envs/deeplearning/lib/python3.6/site-packages/mod_wsgi-4.5.20-py3.6-linux-x86_64.egg/mod_wsgi/server/mod_wsgi-py36.cpython-36m-x86_64-linux-gnu.so"
-WSGIPythonHome "/home/linode/miniconda3/envs/deeplearning"
+        WSGIPythonHome "/home/linode/miniconda3/envs/deeplearning"
 
 4.  Create a `wsgi.load` file in the Apache `mods-available` directory. Copy the `LoadModule` directive from above and paste it into the file:
 

docs/applications/cloud-storage/how-to-install-a-turtl-server-on-ubuntu.md

@@ -45,22 +45,22 @@ The Turtl server has to be built from source. Download all of the dependencies a
 
 Download the Libuv package from the official repository:
 
-	wget https://dist.libuv.org/dist/v1.13.0/libuv-v1.13.0.tar.gz
-	tar -xvf libuv-v1.13.0.tar.gz
+    wget https://dist.libuv.org/dist/v1.13.0/libuv-v1.13.0.tar.gz
+    tar -xvf libuv-v1.13.0.tar.gz
 
 Build the package from source:
 
     cd libuv-v1.13.0
     sudo sh autogen.sh
-	sudo ./configure
-	sudo make
-	sudo make install
+    sudo ./configure
+    sudo make
+    sudo make install
 
 After the package is built, run `sudo ldconfig` to maintain the shared libracy cache.
 
 #### RethinkDB
 
-[RethinkDB](https://rethinkdb.com/faq/) is a flexible JSON datbase. According to the Turtl [documentation](https://turtlapp.com/docs/server/), RethinkDB just needs to be installed; Turtl will take care of the rest.
+[RethinkDB](https://rethinkdb.com/faq/) is a flexible JSON database. According to the Turtl [documentation](https://turtlapp.com/docs/server/), RethinkDB just needs to be installed; Turtl will take care of the rest.
 
 RehinkDB has community-maintained packages on most distributions. On Ubuntu, you have to add the RethinkDB to your list of repositories:
 
@@ -98,13 +98,13 @@ According to the CCL [documentation](https://ccl.clozure.com/download.html), you
 Quickly check if CCL has been installed correctly by updating the sources:
 
     cd ccl
-	svn update
+    svn update
 
 Move `ccl` to `/usr/bin` so `ccl` can run from the command line:
 
     cd ..
     sudo cp -r ccl/ /usr/local/src
-	sudo cp /usr/local/src/ccl/scripts/ccl64 /usr/local/bin
+    sudo cp /usr/local/src/ccl/scripts/ccl64 /usr/local/bin
 
 Now, running `ccl64`, or `ccl` depending on your system, will launch a Lisp environment:
 
@@ -163,8 +163,8 @@ Download ASDF:
 Load and install `asdf.lisp` in your CCL environment:
 
     ccl64 --load quicklisp.lisp
-	(load (compile-file "asdf.lisp"))
-	(quit)
+    (load (compile-file "asdf.lisp"))
+    (quit)
 
 
 ### Install Turtl
@@ -191,7 +191,7 @@ Turtl does not ship with all of its dependencies. Instead, the Turtl community p
 Edit the `/home/turtl/.ccl-init.lisp` to include:
 
     (cwd "/home/turtl/api")
-	(load "/home/turtl/api/launch")
+    (load "/home/turtl/api/launch")
 
 The first line tells Lisp to use the `cl-cwd` package that you cloned to change the current working directory to `/home/turtl/api`. You can change this to anything, but your naming conventions should be consistent. The second line loads your `launch.lisp`, loading `asdf` so that Turtl can run.
 

docs/applications/messaging/instant-messaging-services-with-ejabberd-on-ubuntu-8-04-hardy.md

@@ -16,7 +16,7 @@ title: 'Instant Messaging Services with ejabberd on Ubuntu 8.04 (Hardy)'
 
 
 
-Ejabberd is a Jabber daemon written in the Erlang programming language. It is extensible, flexible and very high performance. With a web-based interface, and broad support for [XMPP standards](http://xmpp.org/), ejabberd is a great choice for a multi-purpose XMPP server. Ejabberd can be considered "heavyweight" by critics, but mostly due to the requirements of the Erlang run-times. However, it is incredibly robust and can scale to support incredibly heavy loads: ebjabberd servers are believed to be the backbone for some of the largest Jabber servers running now.
+Ejabberd is a Jabber daemon written in the Erlang programming language. It is extensible, flexible and very high performance. With a web-based interface, and broad support for [XMPP standards](http://xmpp.org/), ejabberd is a great choice for a multi-purpose XMPP server. Ejabberd can be considered "heavyweight" by critics, but mostly due to the requirements of the Erlang run-times. However, it is incredibly robust and can scale to support incredibly heavy loads: ejabberd servers are believed to be the backbone for some of the largest Jabber servers running now.
 
 This installation process assumes that you have a working installation of Ubuntu 8.04 (Hardy) and have followed the steps in the [getting started](/docs/getting-started/) guide, and now have an up to date instance of the Ubuntu Hardy operating system and are connected to your Linode via SSH and have root access. Once you've completed these requirements we can begin with the installation process.
 

docs/applications/messaging/using-irssi-for-internet-relay-chat.md

@@ -243,7 +243,7 @@ The `hilight` command will highlight certain words used in the channels you have
 
     /hilight word
 
-To remove a hilight, use the command:
+To remove a `hilight`, use the command:
 
     /dehilight word
 

docs/development/frameworks/yesod-nginx-mysql-on-debian-7-wheezy.md

@@ -196,7 +196,7 @@ We don't need to modify this configuration file, it's acceptable as is. So you o
 
 If your Linode has a firewall, the port ``3000`` is probably inaccessible from outside, so you will not be able to see your site at http://www.yoursite.com:3000/. This port is only for testing or developing, so don't open it on your firewall. Instead, you can set up an SSH tunnel on your Linode, and view your site at http://localhost:3000/ via this tunnel. Please check [Setting up an SSH Tunnel with Your Linode for Safe Browsing](/docs/networking/ssh/setting-up-an-ssh-tunnel-with-your-linode-for-safe-browsing/) for more details.
 
-You may have noticed that we haven't configure Nginx yet. In fact, Yesod applications contain an http server called Warp, which is written in Haskell, and has a very fast run-time. Without http servers like Apache or Nginx installed, you can run Yesod applications as standalones. This feature is similar to the Express framework on Node.js.
+You may have noticed that we haven't configure Nginx yet. In fact, Yesod applications contain an http server called Warp, which is written in Haskell, and has a very fast run-time. Without http servers like Apache or Nginx installed, you can run standalone Yesod applications. This feature is similar to the Express framework on Node.js.
 
 The initial setup of your first Yesod site has been finished. To start more advanced development of your Yesod site, please read [The Yesod Book](http://www.yesodweb.com/book/) for more details.
 

docs/uptime/analytics/open-web-analytics-install-and-launch-on-your-server.md

@@ -154,7 +154,7 @@ Version 1.5.7 is the current version and may be different by the time you read t
 
 ### Configure
 
-1.  Navigate to the OWA installation page in your webbrowser. Replace `your.domain` with your Linode's IP address or FQDN:
+1.  Navigate to the OWA installation page in your web browser. Replace `your.domain` with your Linode's IP address or FQDN:
 
         http://your.domain/owa/