diff --git a/Bank Customer Churn Prediction/Banking.ipynb b/Bank Customer Churn Prediction/Banking.ipynb
index 55b7d3d..5bf566d 100644
--- a/Bank Customer Churn Prediction/Banking.ipynb	
+++ b/Bank Customer Churn Prediction/Banking.ipynb	
@@ -12252,16 +12252,122334 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 100,
    "metadata": {},
-   "outputs": [],
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+    "def create_box_plots(df, features, target):\n",
+    "    rows = (len(features) // 2) + (len(features) % 2)  \n",
+    "    fig = make_subplots(rows=rows, cols=2, subplot_titles=features)  \n",
+    "\n",
+    "    for i, feature in enumerate(features):\n",
+    "        row = (i // 2) + 1   \n",
+    "        col = (i % 2) + 1  \n",
+    "\n",
+    "        for value in df[target].unique():\n",
+    "            trace = go.Box(y=df[df[target] == value][feature], x=df[df[target] == value][target], name=str(value))\n",
+    "            fig.add_trace(trace, row=row, col=col)\n",
+    "\n",
+    "    fig.update_layout(height=rows*300, showlegend=False)\n",
+    "    fig.show()\n",
+    "\n",
+    "features = [\"CreditScore\", \"Age\", \"Tenure\", \"Balance\", \"NumOfProducts\", \"EstimatedSalary\"]\n",
+    "target = \"Exited\"\n",
+    "create_box_plots(df, features, target)\n",
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+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
+            [
+             1,
+             "#f0f921"
+            ]
+           ],
+           "sequentialminus": [
+            [
+             0,
+             "#0d0887"
+            ],
+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
+            [
+             0.3333333333333333,
+             "#9c179e"
+            ],
+            [
+             0.4444444444444444,
+             "#bd3786"
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+            [
+             0.5555555555555556,
+             "#d8576b"
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+            [
+             0.6666666666666666,
+             "#ed7953"
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+            [
+             0.7777777777777778,
+             "#fb9f3a"
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+            [
+             0.8888888888888888,
+             "#fdca26"
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+            [
+             1,
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+          "colorway": [
+           "#636efa",
+           "#EF553B",
+           "#00cc96",
+           "#ab63fa",
+           "#FFA15A",
+           "#19d3f3",
+           "#FF6692",
+           "#B6E880",
+           "#FF97FF",
+           "#FECB52"
+          ],
+          "font": {
+           "color": "#2a3f5f"
+          },
+          "geo": {
+           "bgcolor": "white",
+           "lakecolor": "white",
+           "landcolor": "#E5ECF6",
+           "showlakes": true,
+           "showland": true,
+           "subunitcolor": "white"
+          },
+          "hoverlabel": {
+           "align": "left"
+          },
+          "hovermode": "closest",
+          "mapbox": {
+           "style": "light"
+          },
+          "paper_bgcolor": "white",
+          "plot_bgcolor": "#E5ECF6",
+          "polar": {
+           "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#2a3f5f"
+           }
+          },
+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "title": {
+         "text": "Card Usage By Age"
+        },
+        "xaxis": {
+         "anchor": "y",
+         "domain": [
+          0,
+          0.45
+         ],
+         "title": {
+          "text": "Age"
+         }
+        },
+        "xaxis2": {
+         "anchor": "y2",
+         "domain": [
+          0.55,
+          1
+         ],
+         "title": {
+          "text": "Age"
+         }
+        },
+        "yaxis": {
+         "anchor": "x",
+         "domain": [
+          0,
+          1
+         ],
+         "title": {
+          "text": "Not Exited"
+         }
+        },
+        "yaxis2": {
+         "anchor": "x2",
+         "domain": [
+          0,
+          1
+         ],
+         "title": {
+          "text": "Exited"
+         }
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "fig = px.box()"
+    "df_age_card = df[df[\"Exited\"] == 0].groupby(\"Age\").size().reset_index(name=\"Count\")\n",
+    "df_age_not_card = df[df[\"Exited\"] == 1].groupby(\"Age\").size().reset_index(name=\"Counts\")\n",
+    "\n",
+    "fig = make_subplots(rows=1, cols=2)\n",
+    "\n",
+    "fig.add_trace(go.Scatter(x=df_age_card[\"Age\"], y=df_age_card[\"Count\"], mode='markers', name='Not Exited', marker=dict(color='blue')), row=1, col=1)\n",
+    "fig.add_trace(go.Scatter(x=df_age_not_card[\"Age\"], y=df_age_not_card[\"Counts\"], mode='markers', name='Exited', marker=dict(color='red')), row=1, col=2)\n",
+    "\n",
+    "fig.update_layout(title=\"Card Usage By Age\")\n",
+    "fig.update_xaxes(title_text=\"Age\", row=1, col=1)\n",
+    "fig.update_yaxes(title_text=\"Not Exited\", row=1, col=1)\n",
+    "fig.update_xaxes(title_text=\"Age\", row=1, col=2)\n",
+    "fig.update_yaxes(title_text=\"Exited\", row=1, col=2)\n",
+    "\n",
+    "fig.show()\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [
     {
@@ -12272,11 +134590,88 @@
        },
        "data": [
         {
+         "hovertemplate": "Age=%{marker.color}<br>EstimatedSalary=%{y}<extra></extra>",
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+          "coloraxis": "coloraxis",
+          "symbol": "circle"
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-         "name": "Not Exited",
+         "name": "",
+         "orientation": "v",
+         "showlegend": false,
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-         "mode": "markers",
-         "name": "Exited",
-         "type": "scatter",
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        ],
        "layout": {
+        "coloraxis": {
+         "colorbar": {
+          "title": {
+           "text": "Age"
+          }
+         },
+         "colorscale": [
+          [
+           0,
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+        "legend": {
+         "tracegroupgap": 0
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+        "margin": {
+         "t": 60
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         "template": {
          "data": {
           "bar": [
@@ -13374,22 +135698,12 @@
          }
         },
         "title": {
-         "text": "Card Usage By Age"
+         "text": "Estimated Salary By Age"
         },
         "xaxis": {
          "anchor": "y",
          "domain": [
           0,
-          0.45
-         ],
-         "title": {
-          "text": "Age"
-         }
-        },
-        "xaxis2": {
-         "anchor": "y2",
-         "domain": [
-          0.55,
           1
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          "title": {
@@ -13403,17 +135717,7 @@
           1
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          "title": {
-          "text": "Not Exited"
-         }
-        },
-        "yaxis2": {
-         "anchor": "x2",
-         "domain": [
-          0,
-          1
-         ],
-         "title": {
-          "text": "Exited"
+          "text": "Estimated Salary"
          }
         }
        }
@@ -13424,21 +135728,12 @@
     }
    ],
    "source": [
-    "df_age_card = df[df[\"Exited\"] == 0].groupby(\"Age\").size().reset_index(name=\"Count\")\n",
-    "df_age_not_card = df[df[\"Exited\"] == 1].groupby(\"Age\").size().reset_index(name=\"Counts\")\n",
-    "\n",
-    "fig = make_subplots(rows=1, cols=2)\n",
-    "\n",
-    "fig.add_trace(go.Scatter(x=df_age_card[\"Age\"], y=df_age_card[\"Count\"], mode='markers', name='Not Exited', marker=dict(color='blue')), row=1, col=1)\n",
-    "fig.add_trace(go.Scatter(x=df_age_not_card[\"Age\"], y=df_age_not_card[\"Counts\"], mode='markers', name='Exited', marker=dict(color='red')), row=1, col=2)\n",
-    "\n",
-    "fig.update_layout(title=\"Card Usage By Age\")\n",
-    "fig.update_xaxes(title_text=\"Age\", row=1, col=1)\n",
-    "fig.update_yaxes(title_text=\"Not Exited\", row=1, col=1)\n",
-    "fig.update_xaxes(title_text=\"Age\", row=1, col=2)\n",
-    "fig.update_yaxes(title_text=\"Exited\", row=1, col=2)\n",
+    "df_age_salary = df.groupby(\"Age\")[\"EstimatedSalary\"].mean().reset_index()\n",
     "\n",
-    "fig.show()\n"
+    "fig = px.scatter(df_age_salary, x=\"Age\", y=\"EstimatedSalary\", color=\"Age\", color_continuous_scale=\"RdBu\")\n",
+    "fig.update_layout(title=\"Estimated Salary By Age\", xaxis_title=\"Age\", yaxis_title=\"Estimated Salary\")\n",
+    "fig.show()\n",
+    "\n"
    ]
   },
   {