diff --git a/examples/titanic-survival-prediction-using-danfo.js-and-tensorflow.js.md b/examples/titanic-survival-prediction-using-danfo.js-and-tensorflow.js.md
index a109541..6409688 100644
--- a/examples/titanic-survival-prediction-using-danfo.js-and-tensorflow.js.md
+++ b/examples/titanic-survival-prediction-using-danfo.js-and-tensorflow.js.md
@@ -53,7 +53,7 @@ Below your import add the following lines of code:
 ```javascript
 async function load_process_data() {
 
-    let df = await dfd.redCSV("https://web.stanford.edu/class/archive/cs/cs109/cs109.1166/stuff/titanic.csv")
+    let df = await dfd.readCSV("https://web.stanford.edu/class/archive/cs/cs109/cs109.1166/stuff/titanic.csv")
     df.head().print()
 
 
@@ -145,7 +145,7 @@ let encoder = new dfd.LabelEncoder()
 let cols = ["Sex", "Name"]
 cols.forEach(col => {
   encoder.fit(df[col])
-  enc_val = encoder.transform(df[col])
+  const enc_val = encoder.transform(df[col])
   df.addColumn( col, enc_val, { inplace: true })
 })
 
@@ -225,7 +225,7 @@ async function load_process_data() {
     let cols = ["Sex", "Name"]
     cols.forEach(col => {
         encoder.fit(df[col])
-        enc_val = encoder.transform(df[col])
+        const enc_val = encoder.transform(df[col])
         df.addColumn( col, enc_val, { inplace: true })
     })