update transcript that was used for final tut

docs/video_transcripts/viewer

@@ -8,7 +8,7 @@ To start off, I'm going to create a simple Mesmerize project. You don't need to
 
 So let's click this to start a new project. Let's create it here, and I will name it "tutorial_example". The "finished" version of this project will be available for you to download, it's linked in the video description and on the docs website.
 
-The stimuli in this dataset are sinusoidal grating that have 3 different features, the orientation of the gratings, a spatial frequency and temporal frequency. So I will create 3 Stimulus Type columns called "ori", "sf", and "tf". You can create as many `Stimulus Type` columns as you want.
+The stimuli in this dataset are sinusoidal grating that have 3 different features, the orientation of the gratings, a spatial frequency and temporal frequency. So I will create 3 Stimulus Type columns called "ori", "sf", and "tf". You can create as many `Stimulus or Behavior Type` columns as you want.
 
 To later illustrate how ROIs can be annotated, I will add two ROI Type columns.
 Let's add one column named "cell_type" and another named "anatomical_position". You can have as many of these "ROI Type columns" as you want, and they would usually carry categorical data.
@@ -50,9 +50,9 @@ There are a few simple tools that you can use with the image.
 
 So from scrolling this video you can notice that our cells are on the left, we can crop this out.
 
-As I mentioned earlier this dataset contains stimulus information. We can use the `Stimulus Mapping` Module to add the stimulus data to the Viewer Work Environment. Data entered through the Stimulus Mapping Module carries over in downstream analysis.
+As I mentioned earlier this dataset contains stimulus information. We can use the `Stimulus Mapping` Module to add the stimulus data to the Viewer Work Environment. Data entered through the Stimulus Mapping Module carries over in downstream analysis. The `Stimulus Mapping` module can also be used for mapping behavioral periods. You can of course just skip this if you're recording doesn't contain any stimulus or behavior information.
 
-When you open the stimulus mapping module you get 3 tabs. These tabs correspond to the "Stimulus Type" columns you set in you `Project Configuration`.
+When you open the stimulus mapping module you get 3 tabs. These tabs correspond to the "Stimulus or Behavior Type" columns you set in you `Project Configuration`.
 You can add stimulus periods manually by clicking the "Add Row" button. For example let's add one called "90" for "90 degrees" in the "orientation" page. You can choose a color for visualization in the Viewer plot.
 Let's add two stimuli for "sf"...
 And two for "tf".
@@ -112,6 +112,8 @@ So if you look closely at the motion corrected imaged mean & the input image mea
 
 Let's check out our other batch items...
 
+You may need to play around a bit with parameter combinations to determine what works best for your recordings. But as I mentioned previously, I highly recommend looking at the official Caiman documentation as well as their papers to really understand it.
+
 So I'm going to pick this one and use it for CNMF.
 Let's open the CNMF GUI, and again I highly recommend looking at the official Caiman demos and their documentation for details on the parameters.