From aa48bdce4b8607a0bad1932867d7630a4e7775bd Mon Sep 17 00:00:00 2001
From: "Shekwoyeyilo2.gado@live.uwe.ac.uk" <sarah.y.gado@gmail.com>
Date: Mon, 21 Apr 2025 13:09:06 +0100
Subject: [PATCH] [add] edit later, for now its ok

---
 .../__pycache__/filtered.cpython-312.pyc      | Bin 2362 -> 2167 bytes
 .../__pycache__/overview.cpython-312.pyc      | Bin 7486 -> 7436 bytes
 dashboard/__pycache__/visuals.cpython-312.pyc | Bin 4645 -> 3737 bytes
 dashboard/categorical_f.png                   | Bin 0 -> 146312 bytes
 dashboard/filtered.py                         |   9 +--
 dashboard/numerical_f.png                     | Bin 0 -> 109485 bytes
 dashboard/overview.py                         |   2 +-
 dashboard/visuals.py                          |  19 -----
 models.ipynb                                  |  67 ++++++++++++++++++
 9 files changed, 71 insertions(+), 26 deletions(-)
 create mode 100644 dashboard/categorical_f.png
 create mode 100644 dashboard/numerical_f.png

diff --git a/dashboard/__pycache__/filtered.cpython-312.pyc b/dashboard/__pycache__/filtered.cpython-312.pyc
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HcmV?d00001

diff --git a/dashboard/filtered.py b/dashboard/filtered.py
index b04db93..4026c58 100644
--- a/dashboard/filtered.py
+++ b/dashboard/filtered.py
@@ -4,7 +4,7 @@ import numpy as np
 import matplotlib.pyplot as plt
 import seaborn as sns
 import pickle
-from visuals import plot_corr_matrix, plot_feature_distributions_by_diagnosis
+from visuals import plot_corr_matrix
 
 df_filtered = pd.read_csv("filtered_selected_features.csv")
 df_full = pd.read_csv("alzheimers_disease_data.csv")  # assuming this is your original dataset
@@ -30,8 +30,5 @@ def selected_data():
         st.pyplot(fig)
 
     st.subheader(" Feature Distributions by Diagnosis (Filtered Dataset)")
-    with st.expander("Show all feature distribution plots"):
-        plots = plot_feature_distributions_by_diagnosis(df_filtered)
-        for fig in plots:
-            st.pyplot(fig)
-
+    st.image(image= "categorical_f.png")
+    st.image(image="numerical_f.png")
\ No newline at end of file
diff --git a/dashboard/numerical_f.png b/dashboard/numerical_f.png
new file mode 100644
index 0000000000000000000000000000000000000000..d62812212e824ad060a5ff1bd89739da7e566f3a
GIT binary patch
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HcmV?d00001

diff --git a/dashboard/overview.py b/dashboard/overview.py
index f858942..993f4e6 100644
--- a/dashboard/overview.py
+++ b/dashboard/overview.py
@@ -5,7 +5,7 @@ import numpy as np
 import matplotlib.pyplot as plt
 import seaborn as sns
 import pickle
-from visuals import load_full_data, create_grouped_features, plot_correlation_with_diagnosis, plot_distribution, plot_corr_matrix, plot_feature_distributions_by_diagnosis
+from visuals import load_full_data, create_grouped_features, plot_correlation_with_diagnosis, plot_distribution, plot_corr_matrix
 
 df_filtered = pd.read_csv("filtered_selected_features.csv")
 df_full = pd.read_csv("alzheimers_disease_data.csv")  # assuming this is your original dataset
diff --git a/dashboard/visuals.py b/dashboard/visuals.py
index 32c4acf..97a85c0 100644
--- a/dashboard/visuals.py
+++ b/dashboard/visuals.py
@@ -50,22 +50,3 @@ def plot_corr_matrix(df):
     ax.set_title("Correlation Matrix")
     return fig
 
-def plot_feature_distributions_by_diagnosis(df):
-    # Identify features (everything except 'Diagnosis')
-    features = [col for col in df.columns if col != "Diagnosis"]
-
-    plots = []
-    for feature in features:
-        fig, ax = plt.subplots(figsize=(8, 5))
-        
-        if df[feature].nunique() > 10:
-            # Assume it's continuous — use violinplot
-            sns.violinplot(x='Diagnosis', y=feature, data=df, ax=ax, palette='Set2')
-        else:
-            # Categorical or few unique values — use countplot
-            sns.countplot(x=feature, hue='Diagnosis', data=df, ax=ax, palette='Set2')
-
-        ax.set_title(f"{feature} Distribution by Diagnosis")
-        plots.append(fig)
-    
-    return plots
\ No newline at end of file
diff --git a/models.ipynb b/models.ipynb
index 4a53da3..1f6421d 100644
--- a/models.ipynb
+++ b/models.ipynb
@@ -832,6 +832,66 @@
     "plt.show()\n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x500 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "numerical_cols = ['FunctionalAssessment', 'ADL', 'MMSE']\n",
+    "\n",
+    "plt.figure(figsize=(15, 5))\n",
+    "for i, col in enumerate(numerical_cols):\n",
+    "    plt.subplot(1, 3, i + 1)\n",
+    "    sns.boxplot(x= 'Diagnosis', y= col, data = df_filtered)\n",
+    "    plt.title(f'{col} by Diagnosis')\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.savefig(\"numerical_f.png\", dpi=300)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x400 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "categorical_cols = ['Gender', 'BehavioralProblems', 'MemoryComplaints']\n",
+    "\n",
+    "plt.figure(figsize=(12, 4))\n",
+    "for i, col in enumerate(categorical_cols):\n",
+    "    plt.subplot(1, 3, i+1)\n",
+    "    sns.countplot(x=col, hue='Diagnosis', data=df_filtered, palette='Set1')\n",
+    "    plt.title(f'{col} vs Diagnosis')\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.savefig(\"categorical_f.png\", dpi=300)\n",
+    "plt.show()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1541,6 +1601,13 @@
    "source": [
     "metrics"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
-- 
GitLab