diff --git a/.ipynb_checkpoints/test_notebook-checkpoint.ipynb b/.ipynb_checkpoints/test_notebook-checkpoint.ipynb
index 761bd69..3538cb8 100644
--- a/.ipynb_checkpoints/test_notebook-checkpoint.ipynb
+++ b/.ipynb_checkpoints/test_notebook-checkpoint.ipynb
@@ -7,6 +7,10 @@
    "outputs": [],
    "source": [
     "#import necessary modules\n",
+    "# import the seaborn module\n",
+    "import seaborn as sns\n",
+    "# import the matplotlib module\n",
+    "import matplotlib.pyplot as plt\n",
     "import pandas as pd\n",
     "#store the url in a variable\n",
     "url = \"https://community.watsonanalytics.com/wp-content/uploads/2015/04/WA_Fn-UseC_-Sales-Win-Loss.csv\"\n",
@@ -170,12 +174,6 @@
     }
    ],
    "source": [
-    "# import the seaborn module\n",
-    "import seaborn as sns\n",
-    "\n",
-    "# import the matplotlib module\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
     "# set the background colour of the plot to white\n",
     "sns.set(style=\"whitegrid\", color_codes=True)\n",
     "\n",
@@ -196,7 +194,9 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "print(\"Amazing\")"
+   ]
   }
  ],
  "metadata": {
diff --git a/test_notebook.ipynb b/test_notebook.ipynb
index 761bd69..b0b4062 100644
--- a/test_notebook.ipynb
+++ b/test_notebook.ipynb
@@ -10,145 +10,7 @@
     "import pandas as pd\n",
     "#store the url in a variable\n",
     "url = \"https://community.watsonanalytics.com/wp-content/uploads/2015/04/WA_Fn-UseC_-Sales-Win-Loss.csv\"\n",
-    "sales_data = pd.read_csv(url)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Opportunity Number</th>\n",
-       "      <th>Supplies Subgroup</th>\n",
-       "      <th>Supplies Group</th>\n",
-       "      <th>Region</th>\n",
-       "      <th>Route To Market</th>\n",
-       "      <th>Elapsed Days In Sales Stage</th>\n",
-       "      <th>Opportunity Result</th>\n",
-       "      <th>Sales Stage Change Count</th>\n",
-       "      <th>Total Days Identified Through Closing</th>\n",
-       "      <th>Total Days Identified Through Qualified</th>\n",
-       "      <th>Opportunity Amount USD</th>\n",
-       "      <th>Client Size By Revenue</th>\n",
-       "      <th>Client Size By Employee Count</th>\n",
-       "      <th>Revenue From Client Past Two Years</th>\n",
-       "      <th>Competitor Type</th>\n",
-       "      <th>Ratio Days Identified To Total Days</th>\n",
-       "      <th>Ratio Days Validated To Total Days</th>\n",
-       "      <th>Ratio Days Qualified To Total Days</th>\n",
-       "      <th>Deal Size Category</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1641984</td>\n",
-       "      <td>Exterior Accessories</td>\n",
-       "      <td>Car Accessories</td>\n",
-       "      <td>Northwest</td>\n",
-       "      <td>Fields Sales</td>\n",
-       "      <td>76</td>\n",
-       "      <td>Won</td>\n",
-       "      <td>13</td>\n",
-       "      <td>104</td>\n",
-       "      <td>101</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Unknown</td>\n",
-       "      <td>0.69636</td>\n",
-       "      <td>0.113985</td>\n",
-       "      <td>0.154215</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1658010</td>\n",
-       "      <td>Exterior Accessories</td>\n",
-       "      <td>Car Accessories</td>\n",
-       "      <td>Pacific</td>\n",
-       "      <td>Reseller</td>\n",
-       "      <td>63</td>\n",
-       "      <td>Loss</td>\n",
-       "      <td>2</td>\n",
-       "      <td>163</td>\n",
-       "      <td>163</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Unknown</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Opportunity Number     Supplies Subgroup   Supplies Group     Region  \\\n",
-       "0             1641984  Exterior Accessories  Car Accessories  Northwest   \n",
-       "1             1658010  Exterior Accessories  Car Accessories    Pacific   \n",
-       "\n",
-       "  Route To Market  Elapsed Days In Sales Stage Opportunity Result  \\\n",
-       "0    Fields Sales                           76                Won   \n",
-       "1        Reseller                           63               Loss   \n",
-       "\n",
-       "   Sales Stage Change Count  Total Days Identified Through Closing  \\\n",
-       "0                        13                                    104   \n",
-       "1                         2                                    163   \n",
-       "\n",
-       "   Total Days Identified Through Qualified  Opportunity Amount USD  \\\n",
-       "0                                      101                       0   \n",
-       "1                                      163                       0   \n",
-       "\n",
-       "   Client Size By Revenue  Client Size By Employee Count  \\\n",
-       "0                       5                              5   \n",
-       "1                       3                              5   \n",
-       "\n",
-       "   Revenue From Client Past Two Years Competitor Type  \\\n",
-       "0                                   0         Unknown   \n",
-       "1                                   0         Unknown   \n",
-       "\n",
-       "   Ratio Days Identified To Total Days  Ratio Days Validated To Total Days  \\\n",
-       "0                              0.69636                            0.113985   \n",
-       "1                              0.00000                            1.000000   \n",
-       "\n",
-       "   Ratio Days Qualified To Total Days  Deal Size Category  \n",
-       "0                            0.154215                   1  \n",
-       "1                            0.000000                   1  "
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
+    "sales_data = pd.read_csv(url)\n",
     "sales_data.head()\n",
     "sales_data.head(n=2)"
    ]
@@ -191,6 +53,13 @@
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Amazing part II\n"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,