Update README.md

README.md

@@ -119,8 +119,8 @@ a folder of the scene images they had to draw (stimuli), and a excel file with t
 score data.
 The excel file had 117 rows and the 2 folders for aphantasia and control had 115 subject folders total.
 Subject 168 did not fill out the demographic information or take the VVIQ and OSIQ test and 
-subjects 160, 161, and 162 did not have any drawings. These 4 were removed during the data
-cleaning process and the final JSON has 114 participants.
+subjects 160, 161, and 162 did not have any drawings. 160, 161, and 162 were removed during the data
+cleaning process and the final parquet file has 115 participants.
 
 #### Data Collection and Processing
 
@@ -137,12 +137,15 @@ and 1,2, or 3 depending on the order in which the participant did the drawings.
 
 For perception: sub{subid}-pic{1,2,or 3}-{room}.png
 These files were matched with the excel file rows by subject ID,
-so each participant typically had 6 drawings total (some participants
-did not label what they were drawing and the file name was not in the normal 
-format and therefore did not have all their drawings).
+so each participant typically had 6 drawings total. Some of the drawings were blank white images or
+had a question mark drawn indicating the participant could not recall the image.
 The actual image folder had 3 images (kitchen, living room, bedroom) that 
-were replicated to go with each of the 114 participants.
-The final format of the data is linked above.
+were replicated to go with each of the 115 participants.
+The final format of the data is shown above.
+
+For a look at the code used to process the data follow this google colab link: 
+
+https://colab.research.google.com/drive/1Oz1QL0mD9g3lVBgtmqHa-QiwwIJ2JaX5?usp=drive_link 
 
 
 #### Example Analysis
@@ -159,11 +162,6 @@ The contributors of the original dataset and authors of the paper are:
 - Alison Eardley (Department of Psychology, University of Westminster, London, UK)
 - Chris Baker (Laboratory of Brain and Cognition, National Institute of Mental Health, Bethesda, MD, USA)
 
-### Recommendations
-
-<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
-
-Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.
 
 ## Citation