diff --git a/README.md b/README.md
index ae81c08..ec79fc6 100644
--- a/README.md
+++ b/README.md
@@ -40,11 +40,11 @@ Please customize your Makefile as you need. You may want to change
 ## What should my data look like?
 In order to perform brute-force statistical 3-way interaction tests on SNP data with kleEpistasis you will have to provide your genotype data in PLINK binary format and a phenotype in PLINK alternate phenotype format. Please see
 
-- [PLINK bed file documentation]("http://pngu.mgh.harvard.edu/~purcell/plink/data.shtml#bed")
+- [PLINK bed file documentation](http://pngu.mgh.harvard.edu/~purcell/plink/data.shtml#bed)
 
 and
 
-- [PLINK phenotype file documentation]("http://pngu.mgh.harvard.edu/~purcell/plink/data.shtml#pheno")
+- [PLINK phenotype file documentation](http://pngu.mgh.harvard.edu/~purcell/plink/data.shtml#pheno)
 
 for more information regarding file formats.
 
@@ -54,7 +54,7 @@ for more information regarding file formats.
 
 `-path [path]` Absolute or relative path to plink files in binary format (.bed .bim .fam) *without* file extension
 
-`-pathPheno [path]` Absolute or relative path to plink alternate phenotype file *with* file extension\
+`-pathPheno [path]` Absolute or relative path to plink alternate phenotype file *with* file extension
 
 `-outPath [path]` Absolute or relative path to file where results will be written *with* file extension (.csv)
 
@@ -95,8 +95,8 @@ This program will altogether create n+2 threads with n as the number passed via
 
 #### Memory:
 Doing a run on 5k SNPs and 1k Individuals, you need at least 20GB of RAM  
-####Execution time:  
-We were able to perform a run on 5k SNPs and 1k Individuals, on an Intel(R) Xeon(R) CPU E5-2630 v3 @ 2.40GHz combined with a NVIDIA Tesla K40 in approx. "2 hours"
+#### Execution time:  
+We were able to perform a run on 5k SNPs and 1k Individuals, on an Intel(R) Xeon(R) CPU E5-2630 v3 @ 2.40GHz combined with a NVIDIA Tesla K40 in approx. 2 hours
 
 
 ### Result file: