diff --git a/BHPD/02-DNN-Regression-Premium.ipynb b/BHPD/02-DNN-Regression-Premium.ipynb
index 2aff5c5a448e8f9ff353fb64dcd1911981dd2d6e..f515933d133e8c88a3421ea43e0bb46aadda27a7 100644
--- a/BHPD/02-DNN-Regression-Premium.ipynb
+++ b/BHPD/02-DNN-Regression-Premium.ipynb
@@ -15,8 +15,22 @@
     " - Understanding the principle and the architecture of a regression with a dense neural network with backup and restore of the trained model. \n",
     "\n",
     "The **[Boston Housing Dataset](https://www.cs.toronto.edu/~delve/data/boston/bostonDetail.html)** consists of price of houses in various places in Boston.  \n",
-    "Alongside with price, the dataset also provide information such as Crime, areas of non-retail business in the town,  \n",
-    "age of people who own the house and many other attributes...\n",
+    "Alongside with price, the dataset also provide these information :\n",
+    "\n",
+    " - CRIM: This is the per capita crime rate by town\n",
+    " - ZN: This is the proportion of residential land zoned for lots larger than 25,000 sq.ft\n",
+    " - INDUS: This is the proportion of non-retail business acres per town\n",
+    " - CHAS: This is the Charles River dummy variable (this is equal to 1 if tract bounds river; 0 otherwise)\n",
+    " - NOX: This is the nitric oxides concentration (parts per 10 million)\n",
+    " - RM: This is the average number of rooms per dwelling\n",
+    " - AGE: This is the proportion of owner-occupied units built prior to 1940\n",
+    " - DIS: This is the weighted distances to five Boston employment centers\n",
+    " - RAD: This is the index of accessibility to radial highways\n",
+    " - TAX: This is the full-value property-tax rate per 10,000 dollars\n",
+    " - PTRATIO: This is the pupil-teacher ratio by town\n",
+    " - B: This is calculated as 1000(Bk — 0.63)^2, where Bk is the proportion of people of African American descent by town\n",
+    " - LSTAT: This is the percentage lower status of the population\n",
+    " - MEDV: This is the median value of owner-occupied homes in 1000 dollars\n",
     "\n",
     "## What we're going to do :\n",
     "\n",