diff --git a/README.md b/README.md
index ad765a9..dfc6ee0 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,7 @@ The csv file *classification_labelled_corrected.csv* contains 1497 labeled news
 * **Support Vector Machines Classifier (SVM):**  
 F1 score: 0.8944166649330559  
 Best parameters set found on development set:
-{'SVC__C': 0.1, 'SVC__gamma': 0.01, 'SVC__kernel': 'linear', 'perc__percentile': 50}
+{'SVC\__C': 0.1, 'SVC\__gamma': 0.01, 'SVC\__kernel': 'linear', 'perc\__percentile': 50}
 
 * **Naive Bayes Classifier**:  
 F1 score: 0.8324014738144634 (average)  
@@ -34,7 +34,7 @@ scikit_learn==0.19.2
 The scripts can be called separately.
 You need to enter a valid personal key for *webhose.io* before you call *Requester.py*.
 To run *NER.py* you need to change the path to the JAVAHOME environment variable in *find_companies* method. 
----
+
 
 **Author:** Anne Lorenz / Datavard AG