Add example usage

Slightly change readme

README.md

@@ -9,6 +9,7 @@ pretty_name: Audio Device
 # Parallel Recordings
 This dataset is a small corpus of audio recorded in parallel.
 This data can be used to quantify the difference in recording quality between different audio devices.
+An example of this quantification using WER is [shown below](#example-of-usage).
 
 ## Organization
 There are two separate experiments.
@@ -16,14 +17,13 @@ There are two separate experiments.
 2) Speakerphone
 
 The original data for both experiments are located in the`full_length_audio` directory.
-
-## Methodology
 Each experiment was performed by recording simultaneously on multiple devices.
 Example sentences were prepared beforehand and read during the simultaneous recording.
+The recordings were cut into bits that could fit within the context of most modern ASR models (ie. < 30s).
 
 ### Personal Microphone
 **Devices:**
-* AT8: Audio Technica AT8
+* AT8: Audio Technica Digital 2.4GHz System 10 + ATW-T1007 + AT857SL
 * ATR: Audio Technica ATR4800-USB
 * bltin: Built-In microphone on unknown laptop
 * boya: Boya BY-W4, Ultracompact 2.4GHz Four-channel Wireless Microphone System
@@ -34,12 +34,24 @@ Each device was pointed in the same direction toward the speaker. The speaker re
 * Indexes 30-39: Distance = 1 yard (914.4cm)
 All other indexes correspond to user speaking to themselves at varying and inconsistent distances.
 
+#### Example of Usage
+This data was used to measure microphone quality in the context of ASR. The metric used was WER from the output of `WhisperModel` from `faster_whisper`. The follow parameters were used:
+```
+whisper = WhisperModel(
+    model_size_or_path="deepdml/faster-whisper-large-v3-turbo-ct2",
+    device="cuda",
+    compute_type="float16",
+)
+```
+
+![Image of graph showing experiment results](personal_mic_wer.png)
+
 ### Speakerphones
 **Devices:**
 * respeaker: SeeedStudio ReSpeaker USB Mic Array
-* jabra: Jabra Speakerphone
+* jabra: Jabra Speak2 75, PHS060Wa
 * sanwa: Sanwa Supply 400-MC011
-* yamaha: Yamaha Speakerphone
+* yamaha: Yamaha Unified Communications Speakerphone YVC-330
 * ntt: NTT Advanced Technology FR-1100
 
 Each device was placed in the same location in the center of the room. The speaker read sentences five at a time, moving position each time. The positions were roughly assigned and can be best described as close-rear-left, far-front-left, far-front-right, close-rear-right (in order). The final paragraph was read in the same location as the last 5 sentences (close-rear-right).