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update for WhisperX, include some notes on plans

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26
README.md
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@ -1,17 +1,6 @@
# WhisperBenchmarks
This repository provides easy-to-use benchmarks using audio and video content from the Internet Archive, specifically targeting various challenging scenarios in audio recordings.
Based on https://gitlab.com/aadnk/whisper-webui
## Models
| Model | Command |
|-|-|
|faster-large-v3| --whisper_implementation faster-whisper --model large-v3 |
|faster-medium| --whisper_implementation faster-whisper --model medium |
|faster-small| --whisper_implementation faster-whisper --model small |
|faster-tiny| --whisper_implementation faster-whisper --model tiny |
This repo has been alterted to aid in my process of understanding the process of benchmarking WhisperX, after I take the time to do a bit more research I can start refocusing the idea to a simple script.
## Videos
@ -27,7 +16,10 @@ Videos are chosen for being short and matching their given category
## How to Run Whisper Benchmarks
-- TODO --
Two tools are recommended, [Hyperfine](https://github.com/sharkdp/hyperfine) is a shell benchmarking tool written in rust, and [WhisperX](https://github.com/m-bain/whisperX) a re-implementation of whisper that boasts a 70x increase in performance.
To use WhisperX I would recommend having a HuggingFace account and agreeing to these two repos (https://huggingface.co/pyannote/speaker-diarization-3.1/tree/main) (https://huggingface.co/pyannote/segmentation-3.0).
Then, you'll have to include your HF token in every WhisperX command.
## Results
@ -42,13 +34,5 @@ Results are for the complete run which includes loading the model, running VAD,
| GPU Model | Poor mic placement (m:s:ms) | Thick accents (m:s:ms) | Artifacts in audio (m:s:ms) | Ideal audio (m:s:ms) | Long form (m:s:ms) | (Docker/Native) | Model |
|-|-|-|-|-|-|-|-|
| RTX 2060S | [00:11:12](https://git.myco.systems/brooke/whisperbenchmarks/src/branch/main/benchmark-outputs/2060S/Body_camera_footage_from_July_10_traffic_stop.mp4-subs.srt) | [00:06:96](https://git.myco.systems/brooke/whisperbenchmarks/src/branch/main/benchmark-outputs/2060S/Moonshine%20for%20Medicine%20Popcorn%20Sutton.mp4-subs.srt) | [00:04:40](https://git.myco.systems/brooke/whisperbenchmarks/src/branch/main/benchmark-outputs/2060S/2002%20007%20Movie%20Trailer%20Commercial%20Bad%20Video.mp4-subs.srt) | [00:08:31](https://git.myco.systems/brooke/whisperbenchmarks/src/branch/main/benchmark-outputs/2060S/36%20-%20ANNOUNCEMENT%20SUMMER%20HIATUS.mp3-subs.srt) | [03:34:00](https://git.myco.systems/brooke/whisperbenchmarks/src/branch/main/benchmark-outputs/2060S/Black%20Magic-NA_x264.mp4-subs.srt) | Native | faster-medium |
| RTX A5000 | [00:10:86](https://git.myco.systems/brooke/whisperbenchmarks/src/branch/main/benchmark-outputs/A5000/Body_camera_footage_from_July_10_traffic_stop.mp4-subs.srt) | [00:07.84](https://git.myco.systems/brooke/whisperbenchmarks/src/branch/main/benchmark-outputs/A5000/Moonshine%20for%20Medicine%20Popcorn%20Sutton.mp4-subs.srt) | [00:07:75](https://git.myco.systems/brooke/whisperbenchmarks/src/branch/main/benchmark-outputs/A5000/2002%20007%20Movie%20Trailer%20Commercial%20Bad%20Video.mp4-subs.srt) | [00:08:91](https://git.myco.systems/brooke/whisperbenchmarks/src/branch/main/benchmark-outputs/A5000/36%20-%20ANNOUNCEMENT%20SUMMER%20HIATUS.mp3-subs.srt) | [03:17:10](https://git.myco.systems/brooke/whisperbenchmarks/src/branch/main/benchmark-outputs/A5000/Black%20Magic-NA_x264.mp4-subs.srt) | Native | faster-large-v3 |
## Todo:
- [ ] Write easy bash scripts for running a set of benchmarks with an easy cleanup
- [ ] Finalize a standard format for exporting the data into a spreadsheet
- [ ] Some outputs seem to be presenting artifacts when using faster-whisper, there should be some kind of easy review process so that batches can quickly be re-run, maybe a link to open vlc with the new subtitles loaded?
## Notes:
From running multiple benchmarks the resulting time it takes seems to vary a lot more than I would have expected for shorter clips, "Poor Mic placement" tested anywhere from 8s to 20s on an A5000.

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benchmark-outputs/2060S/2002 007 Movie Trailer Commercial Bad Video.mp4-result.json
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{
"text": " Pg-148, who sent you? The only one. Who am I? My girl just doesn't like to get tied down. Live for the moment. That's good business. Does it include me? Absolutely. Die Another Day. Rated PG-13. Starts Friday.",
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benchmark-outputs/2060S/2002 007 Movie Trailer Commercial Bad Video.mp4-subs.srt
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Pg-148, who sent you?
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The only one.
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Who am I?
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My girl just doesn't like to get tied down.
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Live for the moment.
6
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That's good business.
7
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Does it include me?
8
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Absolutely.
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Die Another Day.
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Rated PG-13.
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Starts Friday.

35
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WEBVTT
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Pg-148, who sent you?
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The only one.
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Who am I?
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My girl just doesn't like to get tied down.
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Live for the moment.
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That's good business.
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Does it include me?
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Absolutely.
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Die Another Day.
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Rated PG-13.
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Starts Friday.

1
benchmark-outputs/2060S/2002 007 Movie Trailer Commercial Bad Video.mp4-transcript.txt
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@ -1 +0,0 @@
Pg-148, who sent you? The only one. Who am I? My girl just doesn't like to get tied down. Live for the moment. That's good business. Does it include me? Absolutely. Die Another Day. Rated PG-13. Starts Friday.

122
benchmark-outputs/2060S/36 - ANNOUNCEMENT SUMMER HIATUS.mp3-result.json
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{
"text": " Welcome to 8-Bit Book Club, the only book club that makes you dumber. I'm Brian Murphy, joined by no one, because this is just a boring announcement. Guys, I apologize, but I wanted to get this out ahead of time before the podcast is supposed to come out this week, but we are going to be doing a summer hiatus. There will be no new episodes of 8-Bit Book Club until the fall. Emily and I are going to be busy shooting the Hot Date series this summer away from LA and Caldwell is always very very busy with his job. So that being said, we have loved recording this and we appreciate everyone who has supported us, especially our friends on the 8-Bit Book Club subreddit. We come back in the fall, we are considering a format change, possibly switching this to a full-on D&D podcast or something else entirely. Ultimately, what is fun about this show, in my humble opinion, is me getting to talk about dumb nerd stuff with my very funny friend Caldwell and my very funny wife, Emily. We want to find a way to do a show that facilitates that, but also won't be compromised by our schedules. So, we will see you in the fall, dudes and dudettes, unless you are on the subreddit, then I will see you, like, all the time, because you know I'll be lurking and commenting there. Well, let's have a chat. about this. Do you want to see the club try a new format, or should we stick to books and maybe do seasons or something, take the occasional hiatus, so we can attack it with renewed vigor? Thank you again for your patience, and to everyone who has supported us, we will be back. Until then, I'll see you on the internet. Goodbye, everyone. Goodbye for now. Goodbye for now. See you later.",
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90
benchmark-outputs/2060S/36 - ANNOUNCEMENT SUMMER HIATUS.mp3-subs.srt
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@ -1,90 +0,0 @@
1
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Welcome to 8-Bit Book Club, the only book club that makes you dumber. I'm Brian
Murphy, joined by no one, because this is just a boring announcement.
2
00:00:08,000 --> 00:00:18,000
Guys, I apologize, but I wanted to get this out ahead of time before the podcast
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3
00:00:18,000 --> 00:00:22,000
There will be no new episodes of 8-Bit Book Club until the fall.
4
00:00:22,592 --> 00:00:28,032
Emily and I are going to be busy shooting the Hot Date series this summer away
from LA and
5
00:00:28,032 --> 00:00:32,672
Caldwell is always very very busy with his job.
6
00:00:32,672 --> 00:00:37,432
So that being said, we have loved recording this and we appreciate everyone who
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00:00:37,432 --> 00:00:42,832
us, especially our friends on the 8-Bit Book Club subreddit.
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00:00:42,832 --> 00:00:47,552
We come back in the fall, we are considering a format change, possibly switching
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9
00:00:47,552 --> 00:00:50,672
to a full-on D&D podcast or something else entirely.
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00:00:50,864 --> 00:00:56,624
Ultimately, what is fun about this show, in my humble opinion, is me getting to
talk
11
00:00:56,624 --> 00:01:02,344
about dumb nerd stuff with my very funny friend Caldwell and my very funny wife,
Emily.
12
00:01:02,344 --> 00:01:07,584
We want to find a way to do a show that facilitates that, but also won't be
compromised by our
13
00:01:07,584 --> 00:01:08,584
schedules.
14
00:01:08,584 --> 00:01:14,064
So, we will see you in the fall, dudes and dudettes, unless you are on the
subreddit,
15
00:01:14,064 --> 00:01:18,784
then I will see you, like, all the time, because you know I'll be lurking and
commenting
16
00:01:18,784 --> 00:01:19,784
there.
17
00:01:19,784 --> 00:01:20,704
Well, let's have a chat.
18
00:01:20,704 --> 00:01:31,704
about this. Do you want to see the club try a new format, or should we stick to
books and maybe do seasons or something, take the occasional hiatus, so we can
attack it with renewed vigor?
19
00:01:31,704 --> 00:01:43,704
Thank you again for your patience, and to everyone who has supported us, we will
be back. Until then, I'll see you on the internet. Goodbye, everyone. Goodbye
for now. Goodbye for now. See you later.

73
benchmark-outputs/2060S/36 - ANNOUNCEMENT SUMMER HIATUS.mp3-subs.vtt
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@ -1,73 +0,0 @@
WEBVTT
00:00.000 --> 00:08.000
Welcome to 8-Bit Book Club, the only book club that makes you dumber. I'm Brian
Murphy, joined by no one, because this is just a boring announcement.
00:08.000 --> 00:18.000
Guys, I apologize, but I wanted to get this out ahead of time before the podcast
is supposed to come out this week, but we are going to be doing a summer hiatus.
00:18.000 --> 00:22.000
There will be no new episodes of 8-Bit Book Club until the fall.
00:22.592 --> 00:28.032
Emily and I are going to be busy shooting the Hot Date series this summer away
from LA and
00:28.032 --> 00:32.672
Caldwell is always very very busy with his job.
00:32.672 --> 00:37.432
So that being said, we have loved recording this and we appreciate everyone who
has supported
00:37.432 --> 00:42.832
us, especially our friends on the 8-Bit Book Club subreddit.
00:42.832 --> 00:47.552
We come back in the fall, we are considering a format change, possibly switching
this
00:47.552 --> 00:50.672
to a full-on D&D podcast or something else entirely.
00:50.864 --> 00:56.624
Ultimately, what is fun about this show, in my humble opinion, is me getting to
talk
00:56.624 --> 01:02.344
about dumb nerd stuff with my very funny friend Caldwell and my very funny wife,
Emily.
01:02.344 --> 01:07.584
We want to find a way to do a show that facilitates that, but also won't be
compromised by our
01:07.584 --> 01:08.584
schedules.
01:08.584 --> 01:14.064
So, we will see you in the fall, dudes and dudettes, unless you are on the
subreddit,
01:14.064 --> 01:18.784
then I will see you, like, all the time, because you know I'll be lurking and
commenting
01:18.784 --> 01:19.784
there.
01:19.784 --> 01:20.704
Well, let's have a chat.
01:20.704 --> 01:31.704
about this. Do you want to see the club try a new format, or should we stick to
books and maybe do seasons or something, take the occasional hiatus, so we can
attack it with renewed vigor?
01:31.704 --> 01:43.704
Thank you again for your patience, and to everyone who has supported us, we will
be back. Until then, I'll see you on the internet. Goodbye, everyone. Goodbye
for now. Goodbye for now. See you later.

1
benchmark-outputs/2060S/36 - ANNOUNCEMENT SUMMER HIATUS.mp3-transcript.txt
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@ -1 +0,0 @@
Welcome to 8-Bit Book Club, the only book club that makes you dumber. I'm Brian Murphy, joined by no one, because this is just a boring announcement. Guys, I apologize, but I wanted to get this out ahead of time before the podcast is supposed to come out this week, but we are going to be doing a summer hiatus. There will be no new episodes of 8-Bit Book Club until the fall. Emily and I are going to be busy shooting the Hot Date series this summer away from LA and Caldwell is always very very busy with his job. So that being said, we have loved recording this and we appreciate everyone who has supported us, especially our friends on the 8-Bit Book Club subreddit. We come back in the fall, we are considering a format change, possibly switching this to a full-on D&D podcast or something else entirely. Ultimately, what is fun about this show, in my humble opinion, is me getting to talk about dumb nerd stuff with my very funny friend Caldwell and my very funny wife, Emily. We want to find a way to do a show that facilitates that, but also won't be compromised by our schedules. So, we will see you in the fall, dudes and dudettes, unless you are on the subreddit, then I will see you, like, all the time, because you know I'll be lurking and commenting there. Well, let's have a chat. about this. Do you want to see the club try a new format, or should we stick to books and maybe do seasons or something, take the occasional hiatus, so we can attack it with renewed vigor? Thank you again for your patience, and to everyone who has supported us, we will be back. Until then, I'll see you on the internet. Goodbye, everyone. Goodbye for now. Goodbye for now. See you later.

3713
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@ -1,64 +0,0 @@
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38
benchmark-outputs/2060S/Body_camera_footage_from_July_10_traffic_stop.mp4-subs.srt
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@ -1,38 +0,0 @@
1
00:00:00,000 --> 00:00:06,240
Thanks for watching!
2
00:00:19,322 --> 00:00:30,802
Thanks for watching and don't forget to like, comment, and subscribe!
3
00:00:30,842 --> 00:00:32,842
Alright, we are going to have an idea, huh?
4
00:00:32,842 --> 00:00:34,842
Yeah, this is a secret i guess
5
00:00:47,738 --> 00:00:54,738
I've been trying to call him in to get that stutter, but then they told me to
call him in and we had the office closed for a while, so I'm gonna call him in
at a later date.
6
00:01:02,880 --> 00:01:04,880
We're going for on the stop with one thing
7
00:01:29,360 --> 00:01:31,360
No
8
00:02:01,590 --> 00:02:14,260
No. No. No. No. No. No.
9
00:02:14,266 --> 00:02:16,266
Okay.

31
benchmark-outputs/2060S/Body_camera_footage_from_July_10_traffic_stop.mp4-subs.vtt
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@ -1,31 +0,0 @@
WEBVTT
00:00.000 --> 00:06.240
Thanks for watching!
00:19.322 --> 00:30.802
Thanks for watching and don't forget to like, comment, and subscribe!
00:30.842 --> 00:32.842
Alright, we are going to have an idea, huh?
00:32.842 --> 00:34.842
Yeah, this is a secret i guess
00:47.738 --> 00:54.738
I've been trying to call him in to get that stutter, but then they told me to
call him in and we had the office closed for a while, so I'm gonna call him in
at a later date.
01:02.880 --> 01:04.880
We're going for on the stop with one thing
01:29.360 --> 01:31.360
No
02:01.590 --> 02:14.260
No. No. No. No. No. No.
02:14.266 --> 02:16.266
Okay.

1
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Thanks for watching! Thanks for watching and don't forget to like, comment, and subscribe! Alright, we are going to have an idea, huh? Yeah, this is a secret i guess I've been trying to call him in to get that stutter, but then they told me to call him in and we had the office closed for a while, so I'm gonna call him in at a later date. We're going for on the stop with one thing No No. No. No. No. No. No. Okay.

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Well, you get a block of camphor at the drugstore, you can still buy a head that comes in a little block about an inch and a half square, it's white, you put it in that liquor and let it dissolve, it takes you a while. But asphidy, the only way you can get it anymore is in the liquid form, you have to order it. They don't stock it in drugstores anymore. When them drunks would come out, Mom and Dad would come out on Saturday nights to play music. Mom would bum her a pint of liquor off of them to make asphidy out of for medicine. Well, I found out it was real good medicine. You could get higher than a damn Georgia pint off of it. So I'd sneak and get it, pour me out some of the snuff glass and go out behind the barn and crash out for a while. Back then it didn't take about four tablespoons full to make me drunker than hell. Candy, a dash of black pepper, some lemon juice, and some honey. Sourwood honey is better if you can get it. It's awfully expensive. And you pour your honey and your candy and your black pepper and your lemon juice in your bottle. And then you finish filling it up with liquor. And it has to set and dissolve, eat itself up for a while. And then it's good for the flu, coughs. You can be a-coughing like one thing and take it and it'll stop it. It's better than that robotushing stuff you buy.

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"text": " Welcome to 8-Bit Book Club, the only book club that makes you dumber. I'm Brian Murphy, joined by no one, because this is just a boring announcement. Guys, I apologize, but I wanted to get this out ahead of time before the podcast is supposed to come out this week, but we are going to be doing a summer hiatus. There will be no new episodes of 8-Bit Book Club until the fall. Emily and I are going to be busy shooting the Hot Date series this summer away from L.A., and Caldwell is always very, very busy with his job. So that being said, we have loved recording this, and we appreciate everyone who has supported us, especially our friends on the 8-Bit Book Club subreddit. When we come back in the fall, we are considering a format change, possibly switching this to a full-on D&D podcast or something else entirely. Ultimately, what is fun about this show, in my humble opinion, is me getting to talk about dumb nerd stuff with my very funny friend Caldwell and my very funny wife, Emily. We want to find a way to do a show that facilitates that, but also won't be compromised by our schedules. So we will see you in the fall, dudes and dudettes. Unless you are on the subreddit, then I will see you, like, all the time, because you know I'll be lurking and commenting there. Let's have a chat. about this. Do you want to see the club try a new format, or should we stick to books and maybe do seasons or something, take the occasional hiatus so we can attack it with renewed vigor? Thank you again for your patience, and to everyone who has supported us, we will be back. Until then, I'll see you on the internet. Goodbye, everyone. Goodbye for now. Goodbye for now. See you later.",
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Welcome to 8-Bit Book Club, the only book club that makes you dumber. I'm Brian Murphy, joined by no one, because this is just a boring announcement. Guys, I apologize, but I wanted to get this out ahead of time before the podcast is supposed to come out this week, but we are going to be doing a summer hiatus. There will be no new episodes of 8-Bit Book Club until the fall. Emily and I are going to be busy shooting the Hot Date series this summer away from L.A., and Caldwell is always very, very busy with his job. So that being said, we have loved recording this, and we appreciate everyone who has supported us, especially our friends on the 8-Bit Book Club subreddit. When we come back in the fall, we are considering a format change, possibly switching this to a full-on D&D podcast or something else entirely. Ultimately, what is fun about this show, in my humble opinion, is me getting to talk about dumb nerd stuff with my very funny friend Caldwell and my very funny wife, Emily. We want to find a way to do a show that facilitates that, but also won't be compromised by our schedules. So we will see you in the fall, dudes and dudettes. Unless you are on the subreddit, then I will see you, like, all the time, because you know I'll be lurking and commenting there. Let's have a chat. about this. Do you want to see the club try a new format, or should we stick to books and maybe do seasons or something, take the occasional hiatus so we can attack it with renewed vigor? Thank you again for your patience, and to everyone who has supported us, we will be back. Until then, I'll see you on the internet. Goodbye, everyone. Goodbye for now. Goodbye for now. See you later.

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Come on out here and make yourself at home.
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28359 Tom, Edward Victor.
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Take your health care.
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No one else in the car?
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Thank you.
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Thank you.
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Thank you.
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Thank you.
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Thank you.
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Thank you.
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Thank you.
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Thank you.
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Thank you.
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I Thank you. Come on out here and make yourself at home. I don't know. I don't know. Ah, there. This is . No, we're solving that. We don't give up. I've been calling in trying to get my tickets off. 28359 Tom, Edward Victor. So I've been trying to call in to get that settled, but they've been telling me to call in. We had an office post for a while, so I'm going to call in at the later date. And we're going to go for it on the stop with one detainee. I'm a dancer. You guys know the studio there. So please. Can you move the pay department for me? Yes. I've got to check. Of course. What kind of dance do you do? I'm a hip-hop contemporary dancer. I teach at the University of Minnesota, McAllister. A few places. We're going to go ahead and sit in the back and walk back and forth. Take your health care. I'll leave you. No one else in the car? No. Okay. Thank you. Thank you. Thank you. Thank you. Thank you. Thank you. Thank you. Thank you. Thank you. Thank you. Thank you. Okay.

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00:22.908 --> 00:26.408
When them drunks would come out, Mom and Dad on Saturday nights to play music,
00:26.408 --> 00:30.908
Mommy would bum her a pint of liquor off of them to make asafoetidae out of for
medicine.
00:30.908 --> 00:36.108
Well, I found out it was real good medicine. You could get higher than a damn
Georgie pint off of it.
00:36.108 --> 00:39.708
So I'd sneak and get it.
00:39.708 --> 00:45.488
Pull me out some of the snuff glass and go out behind the barn and crash out for
a while.
00:45.488 --> 00:50.088
Back then it didn't take but about four tablespoonfuls to make me drunker than
hell.
00:50.088 --> 00:56.488
Candy, a dash of black pepper, some lemon juice, and some honey.
00:56.488 --> 01:00.488
Sourwood honey is better if you can get it. It's awfully expensive.
01:00.488 --> 01:06.488
And you pour your honey in and your candy and your black pepper and your lemon
juice in your bottle.
01:06.488 --> 01:09.488
And then you finish filling it up with liquor.
01:09.488 --> 01:14.048
And it has to sit and dissolve, eat itself up for a while.
01:14.048 --> 01:20.508
And then it's good for the flu, coughs, you can be coughing like one thing and
take it
01:20.508 --> 01:22.508
and it'll stop it.
01:22.508 --> 01:24.348
It's better than that Robitussin stuff you buy.

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benchmark-outputs/A5000/Moonshine for Medicine Popcorn Sutton.mp4-transcript.txt
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Well you get a block of camphor at the drugstore. You can still buy it. It comes in a little block about an inch and a half square. It's white. You put it in that liquor and let it dissolve. It takes you a while. But asafoetidae, the only way you can get it anymore is in the liquid form. You have to order it. They don't stock it in drugstores anymore. When them drunks would come out, Mom and Dad on Saturday nights to play music, Mommy would bum her a pint of liquor off of them to make asafoetidae out of for medicine. Well, I found out it was real good medicine. You could get higher than a damn Georgie pint off of it. So I'd sneak and get it. Pull me out some of the snuff glass and go out behind the barn and crash out for a while. Back then it didn't take but about four tablespoonfuls to make me drunker than hell. Candy, a dash of black pepper, some lemon juice, and some honey. Sourwood honey is better if you can get it. It's awfully expensive. And you pour your honey in and your candy and your black pepper and your lemon juice in your bottle. And then you finish filling it up with liquor. And it has to sit and dissolve, eat itself up for a while. And then it's good for the flu, coughs, you can be coughing like one thing and take it and it'll stop it. It's better than that Robitussin stuff you buy.