diff --git a/transcripts/495-osmnx-python-and-openstreetmap.txt b/transcripts/495-osmnx-python-and-openstreetmap.txt
index 9783a6d0..852fc177 100644
--- a/transcripts/495-osmnx-python-and-openstreetmap.txt
+++ b/transcripts/495-osmnx-python-and-openstreetmap.txt
@@ -64,7 +64,7 @@
 
 00:02:44 Who are you?
 
-00:02:44 - My name is Jeff Bowen.
+00:02:44 - My name is Jeff Boeing.
 
 00:02:45 I'm an assistant professor at the University of Southern California in Los Angeles. I'm in its Department of Urban Planning and Spatial Analysis. And
 
@@ -180,7 +180,7 @@
 
 00:06:56 And it's got some pretty wild graphics.
 
-00:07:00 You wanna tell people about this and kinda try to describe it for the folks listening?
+00:07:00 You wanna tell people about this and kind of try to describe it for the folks listening?
 
 00:07:04 Yeah, so what these show is the orientation of your city streets.
 
@@ -220,7 +220,7 @@
 
 00:08:30 but it's 90 degrees.
 
-00:08:32 - Yeah, so in Barcelona, you see that 19th century and early 20th century, Eixample development.
+00:08:32 - Yeah, so in Barcelona, you see that 19th century and early 20th century, Example development.
 
 00:08:40 So around medieval old Barcelona, El Defensor de la Dada laid out his grand city plan
 
@@ -446,11 +446,11 @@
 
 00:15:38 - Yeah, yeah, absolutely.
 
-00:15:40 One of the apps that I use a lot is OnX.
+00:15:40 One of the apps that I use a lot is onX.
 
-00:15:43 You know OnX?
+00:15:43 You know onX?
 
-00:15:44 - Yeah, OnX is cool.
+00:15:44 - Yeah, onX is cool.
 
 00:15:46 You can, I do a lot of off-road motorcycle riding and it'll show you all the little trails and stuff,
 
@@ -518,7 +518,7 @@
 
 00:17:56 So because of that, I just wanted to call it, yeah, you can see it on screen here.
 
-00:18:00 So I mentioned OpenStreetMaps open data license requires that derivative works provide proper attribution,
+00:18:00 So I mentioned OpenStreetMap's open data license requires that derivative works provide proper attribution,
 
 00:18:06 which is really nice 'cause it's a very easy thing to do for the cornucopia of data that they make available.
 
@@ -700,7 +700,7 @@
 
 00:24:13 - So we count from zero 'cause we're in the Python world.
 
-00:24:16 So notebook zero zero is a good place to start.
+00:24:16 So notebook zero is a good place to start.
 
 00:24:19 That kind of steps through some of the basic functionality that most users would be interested in starting with.
 
@@ -834,7 +834,7 @@
 
 00:28:23 There's this new project I ought to do, so we'll just build it into the package.
 
-00:28:27 - Right, we need to be able to answer new questions, so we gotta have new ways to get to the data, yeah?
+00:28:27 - Right, we need to be able to answer new questions, so we got to have new ways to get to the data, yeah?
 
 00:28:32 - Yeah, exactly.
 
@@ -910,7 +910,7 @@
 
 00:31:15 Challenge with the Overpass API--
 
-00:31:18 you can see a little bit of it here on screen-- is that the OverpassQL, it's query language,
+00:31:18 you can see a little bit of it here on screen-- is that the Overpass QL, it's query language,
 
 00:31:23 can be really hard to work with to do complex stuff.
 
@@ -1012,7 +1012,7 @@
 
 00:34:09 - Yeah.
 
-00:34:10 - Yeah, so for something like this, what OSMNX does is it puts that kind of overpatch query
+00:34:10 - Yeah, so for something like this, what OSMNX does is it puts that kind of over patch query
 
 00:34:16 into much more natural language.
 
@@ -1868,7 +1868,7 @@
 
 01:01:05 We should be right at the top.
 
-01:01:06 You can also find the iTunes feed at /itunes, the Google Play feed at /play, and the Direct
+01:01:06 You can also find the iTunes feed at /iTunes, the Google Play feed at /play, and the Direct
 
 01:01:12 RSS feed at /rss on talkpython.fm.
 
@@ -1885,4 +1885,3 @@
 01:01:30 I really appreciate it.
 
 01:01:31 Now get out there and write some Python code.
-