diff --git a/06 Lesson Numpy/Numpy Test.ipynb b/06 Lesson Numpy/Numpy Test.ipynb
index c6898d9c..3c48c373 100644
--- a/06 Lesson Numpy/Numpy Test.ipynb	
+++ b/06 Lesson Numpy/Numpy Test.ipynb	
@@ -36,7 +36,7 @@
     "id": "UelVcRZ-sAlh"
    },
    "outputs": [],
-   "source": []
+   "source": [import numpy as np]
   },
   {
    "cell_type": "markdown",
@@ -44,7 +44,7 @@
     "colab_type": "text",
     "id": "bu2Riq11sAlm"
    },
-   "source": [
+   "source": [np.zeros(10)
     "#### Create an array of 10 zeros "
    ]
   },
@@ -77,7 +77,7 @@
     "colab_type": "text",
     "id": "qOm0No5tsAlt"
    },
-   "source": [
+   "source": [np.ones(10)
     "#### Create an array of 10 ones"
    ]
   },
@@ -110,7 +110,7 @@
     "colab_type": "text",
     "id": "PmtViTmxsAly"
    },
-   "source": [
+   "source": [ np.ones(10)*5
     "#### Create an array of 10 fives"
    ]
   },
@@ -132,7 +132,7 @@
     "colab_type": "text",
     "id": "o3GE-RG2sAl2"
    },
-   "source": [
+   "source": [np.arange(10,51)
     "#### Create an array of the integers from 10 to 50"
    ]
   },
@@ -167,7 +167,7 @@
     "colab_type": "text",
     "id": "8W693KT0sAmA"
    },
-   "source": [
+   "source": [np.arange(10,51,2)
     "#### Create an array of all the even integers from 10 to 50"
    ]
   },
@@ -201,7 +201,8 @@
     "colab_type": "text",
     "id": "O1WwNPlXsAmN"
    },
-   "source": [
+   "source": [a = np.array([[0,1,2],[3,4,5],[6,7,8]])
+              np.transpose (a)
     "#### Create a 3x3 matrix with values ranging from 0 to 8"
    ]
   },
@@ -236,7 +237,8 @@
     "colab_type": "text",
     "id": "p3ch73fusAma"
    },
-   "source": [
+   "source": [x = np.eye(3)
+              print(x)
     "#### Create a 3x3 identity matrix"
    ]
   },
@@ -271,7 +273,7 @@
     "colab_type": "text",
     "id": "TwNdLZ8LsAml"
    },
-   "source": [
+   "source": [np.random.rand(1)
     "#### Use NumPy to generate a random number between 0 and 1"
    ]
   },
@@ -304,7 +306,7 @@
     "colab_type": "text",
     "id": "mqAJJt1FsAmr"
    },
-   "source": [
+   "source": [np.random.randn(25)
     "#### Use NumPy to generate an array of 25 random numbers sampled from a standard normal distribution"
    ]
   },
@@ -341,7 +343,8 @@
     "colab_type": "text",
     "id": "L1iG-GdnsAmw"
    },
-   "source": [
+   "source": [X_test = np.linespace(0,1,100)
+              X_test
     "#### Create the following matrix:"
    ]
   },
@@ -393,7 +396,7 @@
     "colab_type": "text",
     "id": "KBZEt6tlsAm2"
    },
-   "source": [
+   "source": [np.linspace(0,1,20)
     "#### Create an array of 20 linearly spaced points between 0 and 1:"
    ]
   },
@@ -429,7 +432,8 @@
     "colab_type": "text",
     "id": "AC2rcInYsAnB"
    },
-   "source": [
+   "source": [mat = np.arange(1,26).reashape(5,5)
+              mat
     "## Numpy Indexing and Selection\n",
     "\n",
     "Now you will be given a few matrices, and be asked to replicate the resulting matrix outputs:"
@@ -471,7 +475,7 @@
     "id": "_6ok-tAysAnG"
    },
    "outputs": [],
-   "source": [
+   "source": [ mat[2:,1:]
     "# WRITE CODE HERE THAT REPRODUCES THE OUTPUT OF THE CELL BELOW\n",
     "# BE CAREFUL NOT TO RUN THE CELL BELOW, OTHERWISE YOU WON'T\n",
     "# BE ABLE TO SEE THE OUTPUT ANY MORE"
@@ -506,7 +510,7 @@
     "id": "B4Mtdoj6sAnR"
    },
    "outputs": [],
-   "source": [
+   "source": [ 
     "# WRITE CODE HERE THAT REPRODUCES THE OUTPUT OF THE CELL BELOW AS AN ARRAY\n",
     "# BE CAREFUL NOT TO RUN THE CELL BELOW, OTHERWISE YOU WON'T\n",
     "# BE ABLE TO SEE THE OUTPUT ANY MORE"
@@ -528,7 +532,7 @@
      "output_type": "execute_result"
     }
    ],
-   "source": []
+   "source": [mat [3][4]]
   },
   {
    "cell_type": "code",
@@ -539,7 +543,7 @@
     "id": "h8AJ_bd-sAna"
    },
    "outputs": [],
-   "source": [
+   "source": [ mat [0:3,1].reshape(3,1)
     "# WRITE CODE HERE THAT REPRODUCES THE OUTPUT OF THE CELL BELOW\n",
     "# BE CAREFUL NOT TO RUN THE CELL BELOW, OTHERWISE YOU WON'T\n",
     "# BE ABLE TO SEE THE OUTPUT ANY MORE"
@@ -581,7 +585,7 @@
     "id": "ngFWEzPPsAnp"
    },
    "outputs": [],
-   "source": [
+   "source": [ mat [4]
     "# WRITE CODE HERE THAT REPRODUCES THE OUTPUT OF THE CELL BELOW\n",
     "# BE CAREFUL NOT TO RUN THE CELL BELOW, OTHERWISE YOU WON'T\n",
     "# BE ABLE TO SEE THE OUTPUT ANY MORE"
@@ -621,7 +625,7 @@
     "id": "y0JlER1WsAnx"
    },
    "outputs": [],
-   "source": [
+   "source": [mat [3]
     "# WRITE CODE HERE THAT REPRODUCES THE OUTPUT OF THE CELL BELOW\n",
     "# BE CAREFUL NOT TO RUN THE CELL BELOW, OTHERWISE YOU WON'T\n",
     "# BE ABLE TO SEE THE OUTPUT ANY MORE"
@@ -669,7 +673,7 @@
     "colab_type": "text",
     "id": "jBIAJoezsAn3"
    },
-   "source": [
+   "source": [np.sum(mat)
     "#### Get the sum of all the values in mat"
    ]
   },
@@ -734,7 +738,7 @@
     "colab_type": "text",
     "id": "UKEr75mxsAn_"
    },
-   "source": [
+   "source": [mat.sum(axis=0)
     "#### Get the sum of all the columns in mat"
    ]
   },