diff --git a/003/requirements.txt b/003/requirements.txt
index c40dd4a..c6aef4f 100644
--- a/003/requirements.txt
+++ b/003/requirements.txt
@@ -1,4 +1,4 @@
 imageio==2.1.2
 numpy==1.12.1
 olefile==0.44
-Pillow==4.0.0
+Pillow==6.2.0
diff --git a/011/data.txt b/011/data.txt
new file mode 100644
index 0000000..0a50cb4
--- /dev/null
+++ b/011/data.txt
@@ -0,0 +1,2 @@
+This is the text that will be emailed out.
+The main emailer script should point to this file (or another data file of your choice).
\ No newline at end of file
diff --git a/011/generic_emailer.py b/011/generic_emailer.py
index 6e73c21..de6fc80 100644
--- a/011/generic_emailer.py
+++ b/011/generic_emailer.py
@@ -9,7 +9,7 @@
 
 from email_list import EMAILS
 
-DATA_FILE = 'scraped_data_file'
+DATA_FILE = 'data.txt'
 from_addr = 'your_email@gmail.com'
 to_addr = 'some_recipient@gmail.com'
 bcc = EMAILS
diff --git a/013/requirements.txt b/013/requirements.txt
index 168c40b..9437de8 100644
--- a/013/requirements.txt
+++ b/013/requirements.txt
@@ -1,8 +1,4 @@
-click==6.7
-Flask==0.12.1
-itsdangerous==0.24
-Jinja2==2.9.6
-MarkupSafe==1.0
-pytz==2017.2
-requests==2.13.0
-Werkzeug==0.12.1
+click
+Flask
+pytz
+requests
diff --git a/016/requirements.txt b/016/requirements.txt
index 51f1ad1..4d7747f 100644
--- a/016/requirements.txt
+++ b/016/requirements.txt
@@ -3,7 +3,7 @@ cffi==1.9.1
 cryptography==1.8.1
 idna==2.5
 packaging==16.8
-paramiko==2.1.2
+paramiko
 pyasn1==0.2.3
 pycparser==2.17
 pyparsing==2.2.0
diff --git a/022/genlink.py b/022/genlink.py
index 153328e..07999a7 100644
--- a/022/genlink.py
+++ b/022/genlink.py
@@ -9,7 +9,7 @@
 LINK = 'http://www.amazon.com/dp/{}/?tag={}'
 # https://pybit.es/mastering-regex.html
 URL = re.compile(r"""
-    ^https://(?:www.)?amazon.com/
+    ^https://(?:www.)?amazon.[^/]+?/
     [^/]+/
     dp/
     (?P<asin>[^/]+)  # the numberic asin follows the dp/
diff --git a/032/requirements.txt b/032/requirements.txt
index 28a0761..8be1c9f 100644
--- a/032/requirements.txt
+++ b/032/requirements.txt
@@ -1,7 +1,3 @@
-click==6.7
-Flask==0.12.1
-Flask-JSGlue==0.3.1
-itsdangerous==0.24
-Jinja2==2.9.6
-MarkupSafe==1.0
-Werkzeug==0.12.1
+click
+Flask
+Flask-JSGlue
diff --git a/051/requests_login.py b/051/requests_login.py
index a07c382..9a188f8 100644
--- a/051/requests_login.py
+++ b/051/requests_login.py
@@ -5,10 +5,10 @@
 import requests
 
 #This URL will be the URL that your login form points to with the "action" tag.
-POST-LOGIN-URL = 'https://my.freecycle.org/login'
+POST_LOGIN_URL = 'https://my.freecycle.org/login'
 
 #This URL is the page you actually want to pull down with requests.
-REQUEST-URL = 'https://my.freecycle.org/home/posts'
+REQUEST_URL = 'https://my.freecycle.org/home/posts'
 
 
 #username-input-name is the "name" tag associated with the username input field of the login form.
@@ -19,6 +19,6 @@
 }
 
 with requests.Session() as session:
-    post = session.post(POST-LOGIN-URL, data=payload)
-	r = session.get(REQUEST-URL)
+    post = session.post(POST_LOGIN_URL, data=payload)
+	r = session.get(REQUEST_URL)
 	print(r.text)   #or whatever else you want to do with the request data!
diff --git a/070/requirements.txt b/070/requirements.txt
index 8d822a4..0141fdc 100644
--- a/070/requirements.txt
+++ b/070/requirements.txt
@@ -1,4 +1,4 @@
 html5lib==0.999999999
 ipykernel==4.6.1
-lxml==3.8.0
+lxml==4.6.2
 pandas==0.20.2
diff --git a/074/requirements.txt b/074/requirements.txt
index e61d74e..dbf4f3a 100644
--- a/074/requirements.txt
+++ b/074/requirements.txt
@@ -2,6 +2,6 @@ certifi==2017.4.17
 chardet==3.0.4
 idna==2.5
 olefile==0.44
-Pillow==4.1.1
+Pillow==6.2.0
 requests==2.17.3
 urllib3==1.21.1
diff --git a/076/requirements.txt b/076/requirements.txt
index 13b2383..24f62f8 100644
--- a/076/requirements.txt
+++ b/076/requirements.txt
@@ -4,4 +4,4 @@ certifi==2017.4.17
 chardet==3.0.4
 idna==2.5
 requests==2.17.3
-urllib3==1.21.1
+urllib3==1.26.5
diff --git a/094/requirements.txt b/094/requirements.txt
index bc4dceb..c4002c1 100644
--- a/094/requirements.txt
+++ b/094/requirements.txt
@@ -1,9 +1,9 @@
 asn1crypto==0.22.0
 bcrypt==3.1.3
 cffi==1.10.0
-cryptography==1.9
+cryptography==2.3
 idna==2.5
-paramiko==2.2.1
+paramiko
 pyasn1==0.2.3
 pycparser==2.17
 PyNaCl==1.1.2
diff --git a/099/requirements.txt b/099/requirements.txt
index 6aee249..a62870b 100644
--- a/099/requirements.txt
+++ b/099/requirements.txt
@@ -3,4 +3,4 @@ Flask==0.12.2
 itsdangerous==0.24
 Jinja2==2.9.6
 MarkupSafe==1.0
-Werkzeug==0.12.2
+Werkzeug==0.15.3
diff --git a/README.md b/README.md
index dd75f21..629ea5d 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,15 @@
-## PyBites 100 Days Of Code Challenge
+## PyBites 100 Days Of Code Challenge (Mar 30, 2017 - Jul 07, 2017)
 
-* See our article: [100 Days of PyBites, 100 Days of Code](https://pybit.es/special-100days).
+* Kicking off the challenge: [100 Days of PyBites, 100 Days of Code](https://pybit.es/articles/special-100days/).
 
-* We will update this [progress log](LOG.md) as we go and [tweet](https://twitter.com/pybites) with the #100DaysOfCode hashtag.
+* Our review article at the end: [200 Days of PyBites, 100 Days of Code and our Next Project](https://pybit.es/articles/special-100days-of-code).
 
-* Inspiration by [Free Code Camp / Alexander Kallaway](https://medium.freecodecamp.com/join-the-100daysofcode-556ddb4579e4#.qmiel1bhd).
+* See all we coded in our [progress log](LOG.md) which we [tweeted out](https://twitter.com/pybites) daily with the #100DaysOfCode hashtag.
+
+* After doing the challenge we spoke about our experiece on the [Talk Python podcast](https://talkpython.fm/episodes/show/140/level-up-your-python-with-100daysofcode-challenge)
+
+* After this podcast we collaborated with Talk Python on a dedicated course, released in March 2018: [100 Days of Code in Python](talkpython.fm/100days?s=pybites).
+
+-- 
+
+* Original 100 Days idea by [Alexander Kallaway](https://medium.freecodecamp.org/join-the-100daysofcode-556ddb4579e4).