diff --git a/Notebook.ipynb b/Notebook.ipynb
index 05308c16ccd1a69645c41d5a5e7ce67118e1e13c..4f19d8e1421244f94d2e6fc7f819288e7dcab3f9 100644
--- a/Notebook.ipynb
+++ b/Notebook.ipynb
@@ -21,14 +21,10 @@
    "metadata": {},
    "outputs": [
     {
-     "ename": "ModuleNotFoundError",
-     "evalue": "No module named 'src.Dataset'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
-      "Cell \u001b[1;32mIn[1], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msrc\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mDataset\u001b[39;00m \u001b[39mimport\u001b[39;00m Dataset \n\u001b[0;32m      3\u001b[0m dataset \u001b[39m=\u001b[39m Dataset(\u001b[39m\"\u001b[39m\u001b[39mdata\u001b[39m\u001b[39m\\\u001b[39m\u001b[39mGamingStudy_data.csv\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m      4\u001b[0m \u001b[39mprint\u001b[39m(dataset)\n",
-      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'src.Dataset'"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<src.Dataset.Dataset object at 0x000002836CA9DC60>\n"
      ]
     }
    ],
@@ -62,15 +58,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\n4 Plots/Way to shows the distribution of \\nGender, \\nPlatform (where they found the survey)\\nGames Top 5 \\nand Console\\n\\n'"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# BAR PLOTS for Gender distribution \n",
-    "# BAR PLOTS FOR Plattform \n",
-    "# BAR PLOTS for GAMES\n",
+    "\"\"\"\n",
+    "4 Plots/Way to shows the distribution of \n",
+    "Gender, \n",
+    "Platform (where they found the survey)\n",
+    "Games Top 5 \n",
+    "and Console\n",
     "\n",
-    "# DIFFERENT Colored Bars "
+    "\"\"\""
    ]
   },
   {
@@ -163,14 +173,13 @@
     "+ Accept \n",
     "## Normalizing the Data \n",
     "\n",
-    "### \"Is_narcissist,\n",
-    "### \"Anxiety_score\"\n",
-    "### \"Is_competetive"
+    "### Creating [\"Is_narcissist\"]\n",
+    "### Creating [\"Anxiety_score\"]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -187,10 +196,10 @@
        "13461    0.125210\n",
        "13462    0.591783\n",
        "13463    0.243231\n",
-       "Length: 13050, dtype: float64"
+       "Length: 12838, dtype: float64"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -200,6 +209,13 @@
     "dataset.get_combined_anxiety_score(dataset.get_dataframe())"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Creating [\"Is_competetive\"]"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -218,18 +234,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'# SIDE BY SIDE PLOTS \\n# LEFT = LINE Graph distribution of Anxiety Score Related to Group\\n# RIGHT = Stacked Bars comparing the GROUP with = \\n# 1.[Work] - 4 Bars\\n# 2.[Degree] - 5 Bars\\n# 3.[Whyplay ] - 4 Bars (Everything until \"All of them\")\\n'"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "\n",
-    "# SIDE BY SIDE PLOTS \n",
+    "\"\"\"# SIDE BY SIDE PLOTS \n",
     "# LEFT = LINE Graph distribution of Anxiety Score Related to Group\n",
     "# RIGHT = Stacked Bars comparing the GROUP with = \n",
     "# 1.[Work] - 4 Bars\n",
     "# 2.[Degree] - 5 Bars\n",
     "# 3.[Whyplay ] - 4 Bars (Everything until \"All of them\")\n",
-    "\n",
+    "\"\"\"\n",
     "#"
    ]
   },
@@ -243,16 +270,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'# SIDE BY SIDE PLOTS \\n# LEFT = LINE Graph distribution of Anxiety Score Related to Group\\n# RIGHT = Stacked Bars comparing the GROUP with = \\n# 1.[Work] - 4 Bars\\n# 2.[Degree] - 5 Bars\\n# 3.[Whyplay ] - 4 Bars (Everything until \"All of them\")'"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# SIDE BY SIDE PLOTS \n",
+    "\"\"\"# SIDE BY SIDE PLOTS \n",
     "# LEFT = LINE Graph distribution of Anxiety Score Related to Group\n",
     "# RIGHT = Stacked Bars comparing the GROUP with = \n",
     "# 1.[Work] - 4 Bars\n",
     "# 2.[Degree] - 5 Bars\n",
-    "# 3.[Whyplay ] - 4 Bars (Everything until \"All of them\")"
+    "# 3.[Whyplay ] - 4 Bars (Everything until \"All of them\")\"\"\""
    ]
   },
   {
@@ -264,16 +302,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "SyntaxError",
+     "evalue": "unterminated string literal (detected at line 6) (3054853027.py, line 6)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;36m  Cell \u001b[1;32mIn[6], line 6\u001b[1;36m\u001b[0m\n\u001b[1;33m    # 3.[Whyplay ] - 4 Bars (Everything until \"All of them\")\"\"\"\"\u001b[0m\n\u001b[1;37m                                                               ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m unterminated string literal (detected at line 6)\n"
+     ]
+    }
+   ],
    "source": [
-    "# SIDE BY SIDE PLOTS \n",
+    "\"\"\"\"# SIDE BY SIDE PLOTS \n",
     "# LEFT = LINE Graph distribution of Anxiety Score Related to Group\n",
     "# RIGHT = Stacked Bars comparing the GROUP with = \n",
     "# 1.[Work] - 4 Bars\n",
     "# 2.[Degree] - 5 Bars\n",
-    "# 3.[Whyplay ] - 4 Bars (Everything until \"All of them\")"
+    "# 3.[Whyplay ] - 4 Bars (Everything until \"All of them\")\"\"\"\""
    ]
   },
   {
@@ -305,8 +352,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Horizontal bar chart, one row for every reason for with top width\n",
-    "# Anxiety colored in for the amount of anxiety in that group \n"
+    "\"\"\" Horizontal bar chart, one row for every reason for with top width\n",
+    "# Anxiety colored in for the amount of anxiety in that group \n",
+    "\"\"\""
    ]
   },
   {
@@ -322,11 +370,12 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#Overlaying Histogram \n",
+    "\n",
+    "\"\"\"#Overlaying Histogram \n",
     "\n",
     "# Histogram for the income level Y = %, X = low to high \n",
     "# One in Green for the income \n",
-    "# One in Red for the Anxiety for those people "
+    "# One in Red for the Anxiety for those people \"\"\""
    ]
   },
   {
@@ -358,14 +407,14 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#### Analyze the countries amounting to Top 7 or 90% of the survey. \n",
+    "\"\"\"#### Analyze the countries amounting to Top 7 or 90% of the survey. \n",
     "\n",
     "\n",
     "#Q4.MAP PLOT = Most played game per country (Dont do it if its League everywhere. )\n",
     "#Q4 MAP PLOT = Heat Map with redder areas for more Anxiety in the country. \n",
     "#Q1.2 Grouped Bar Chart with the top game next to the \"Anxiety Score\"\n",
     "\n",
-    "#2 Scatter PLot like in the example "
+    "#2 Scatter PLot like in the example \"\"\""
    ]
   }
  ],