diff --git a/Liver Disorders/README.md b/Liver Disorders/README.md
index fb587c2..e96662d 100644
--- a/Liver Disorders/README.md
+++ b/Liver Disorders/README.md
@@ -5,11 +5,11 @@ Copyright (c) 2016 - 2019
**Level:** Intermediate
**Recommended Use:** Classification/Regression/Clustering Models
-**Domain:** Healthcare
+**Domain:** Healthcare
-## Liver Disorders Data Set
+## Liver Disorders Data Set
-### Patterns relating liver disorder and alcohol consumption
+### Patterns relating liver disorder and alcohol consumption
---
@@ -18,15 +18,15 @@ Copyright (c) 2016 - 2019
This *intermediate* level data set has 345 rows and 7 columns, where the 7th column is not a variable but just a train/test selector. The headers have to be manually placed in the data set.
The dataset does not contain any variable representing presence or absence of a liver disorder.
-This data set is recommended for learning and practicing your skills in **exploratory data analysis**, **data visualization**, **regression**, **classification** and **clustering** modelling techniques.
-Feel free to explore the data set with multiple **supervised** and **unsupervised** learning techniques.
+This data set is recommended for learning and practicing your skills in **exploratory data analysis**, **data visualization**, **regression**, **classification** and **clustering** modelling techniques.
+Feel free to explore the data set with multiple **supervised** and **unsupervised** learning techniques.
The Following data dictionary gives more details on this data set:
---
### Data Dictionary
-| Column Position | Atrribute Name | Definition | Data Type | Example | % Null Ratios |
+| Column Position | Attribute Name | Definition | Data Type | Example | % Null Ratios |
|------------------- |--------------------------- |---------------------------------------------------------------------- |-------------- |--------------- |--------------- |
| 1 | Mcv | Mean Corpuscular Volume (Blood Test) | Quantitative | 85, 91, 96 | 0 |
| 2 | Alkphos | Alkaline Phosphotase (Blood Test) | Quantitative | 78, 55, 70 | 0 |
@@ -38,5 +38,5 @@ The Following data dictionary gives more details on this data set:
### Acknowledgement
-This data set has been sourced from the Machine Learning Repository of University of California, Irvine [Liver Disorders Data Set (UC Irvine)](https://archive.ics.uci.edu/ml/datasets/Liver+Disorders).
-The UCI page mentions BUPA Medical Research Ltd as the original source of the data set.
\ No newline at end of file
+This data set has been sourced from the Machine Learning Repository of University of California, Irvine [Liver Disorders Data Set (UC Irvine)](https://archive.ics.uci.edu/ml/datasets/Liver+Disorders).
+The UCI page mentions BUPA Medical Research Ltd as the original source of the data set.