diff --git a/transcripts/491-duckdb-and-python-ducks-and-snakes-living-together.txt b/transcripts/491-duckdb-and-python-ducks-and-snakes-living-together.txt
index ef3fae0c..e5ddf2ca 100644
--- a/transcripts/491-duckdb-and-python-ducks-and-snakes-living-together.txt
+++ b/transcripts/491-duckdb-and-python-ducks-and-snakes-living-together.txt
@@ -792,7 +792,7 @@
 
 00:21:04 Oh, wow.
 
-00:21:04 There's a community extension to read BigQuery.
+00:21:04 There's a community extension to read Big Query.
 
 00:21:06 So it's really a universal Swiss Army knife in a lot of ways to read from those operational data stores, but to do those analytical tasks.
 
@@ -1010,7 +1010,7 @@
 
 00:27:42 So one key note, if folks really know a lot about SQLite, one of the defining characteristics of it is that it is very much non-typed as much as possible.
 
-00:27:50 VectDB is very much more traditional in that it does have typing.
+00:27:50 Vector DB is very much more traditional in that it does have typing.
 
 00:27:55 It does take full advantage of having nice numeric data types, date times that are true date times, not strings.
 
@@ -1046,9 +1046,9 @@
 
 00:28:46 It's worse than that.
 
-00:28:49 But DuckTB is okay and ready to handle it and making it easy.
+00:28:49 But DuckDB is okay and ready to handle it and making it easy.
 
-00:28:54 Because it really aligns with the DuckTB ethos, which is a database shouldn't be extra work.
+00:28:54 Because it really aligns with the DuckDB ethos, which is a database shouldn't be extra work.
 
 00:28:58 It should be saving you work.
 
@@ -1528,7 +1528,7 @@
 
 00:41:08 So AWS, Google, Azure, you can read individual files or actually it'll understand hierarchies of files.
 
-00:41:15 So if you have like a top level folder for a year and a folder for month and day, if you filter for I only want three days worth of data, DuckTB will only read three files.
+00:41:15 So if you have like a top level folder for a year and a folder for month and day, if you filter for I only want three days worth of data, DuckDB will only read three files.
 
 00:41:24 So it's pretty slick.
 
@@ -1774,7 +1774,7 @@
 
 00:48:57 All right.
 
-00:48:57 You gotta have fun with it.
+00:48:57 You got to have fun with it.
 
 00:48:59 Right.
 
@@ -1820,7 +1820,7 @@
 
 00:49:38 And the reason for that is you no longer need 50 servers to answer your questions.
 
-00:49:43 It turns out laptops are pretty daggone fast now.
+00:49:43 It turns out laptops are pretty Dagon fast now.
 
 00:49:45 Yeah.
 
@@ -2332,5 +2332,4 @@
 
 01:01:39 Now get out there and write some Python code.
 
-01:01:41 You You you you Thank you.
-
+01:01:41 You Thank you.