Update README.md

README.md

@@ -13,7 +13,6 @@ pretty_name: Aphantasic Drawing Dataset
 
 This dataset contains data from an online memory drawing experiment conducted with individuals with aphantasia and normal imagery.
 
-## Dataset Details
 
 ### Dataset Description
 
@@ -21,10 +20,10 @@ This dataset contains data from an online memory drawing experiment conducted wi
 This dataset comes from the Brain Bridge Lab from the University of Chicago. 
 It is from an online memory drawing experiment with 61 individuals with aphantasia 
 and 52 individuals with normal imagery. In the experiment participants 1) studied 3 
-separate scene photographs presented one after the other, 2)  then drew them from memory, 3) 
-completed a recognition task, 4) copied the images while viewing them, 5) filled out a VVIQ 
+separate scene photographs presented one after the other 2) drew them from memory, 3) 
+completed a recognition task 4) copied the images while viewing them 5) filled out a VVIQ 
 and OSIQ questionnaire and also demographics questions. The scenes the participants were asked
-to draw were of a kitchen, bedroom, and living room. The control (normal imagerty) and 
+to draw were of a kitchen, bedroom, and living room. The control (normal imagery) and 
 treatment group (aphantasia) were determined by VVIQ scores. Those with a score >=40 were control
 and those with scores <=25 were in the aphantasia group. For more info on the experiment and design
 follow the paper linked below.
@@ -40,7 +39,6 @@ It was created July 31, 2020 and last updated September 27, 2023.
 <!-- Provide the basic links for the dataset. -->
 
 - **Original Repository:** https://osf.io/cahyd/
-- **Cleaned Data (JSON):** https://drive.google.com/file/d/1aRhQlKPDk29yYPkx2kPhqaMwec5QZ4JE/view?usp=sharing
 - **Paper:** https://doi.org/10.1016/j.cortex.2020.11.014
 
 ## Dataset Structure
@@ -120,7 +118,7 @@ The orignal repository for the data included a folder for the participant's draw
 a folder of the scene images they had to draw (stimuli), and a excel file with the demographic survey and test
 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 file out the demographic information or take the VVIQ and OSIQ test and 
+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.
 
@@ -149,7 +147,7 @@ The final format of the data is linked above.
 
 
 
-#### Who are the source data producers?
+#### Data Producers
 
 <!-- This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. -->
 The contributors of the original dataset and authors of the paper are: