Initial commit of AuraClima

.gitattributes

@@ -0,0 +1,3 @@
+assets/*.png filter=lfs diff=lfs merge=lfs -text
+assets/*.jpg filter=lfs diff=lfs merge=lfs -text
+models/*.keras filter=lfs diff=lfs merge=lfs -text

.idea/.gitignore

@@ -0,0 +1,3 @@
+# Default ignored files
+/shelf/
+/workspace.xml

.idea/AuraClima.iml

@@ -0,0 +1,17 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$">
+      <excludeFolder url="file://$MODULE_DIR$/venv" />
+    </content>
+    <orderEntry type="inheritedJdk" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+  <component name="PyDocumentationSettings">
+    <option name="format" value="PLAIN" />
+    <option name="myDocStringFormat" value="Plain" />
+  </component>
+  <component name="TestRunnerService">
+    <option name="PROJECT_TEST_RUNNER" value="py.test" />
+  </component>
+</module>

.idea/inspectionProfiles/Project_Default.xml

@@ -0,0 +1,12 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="PyUnresolvedReferencesInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredIdentifiers">
+        <list>
+          <option value="getters.setters.name.setter" />
+        </list>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>

.idea/inspectionProfiles/profiles_settings.xml

@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>

.idea/misc.xml

@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.10 (AuraClima)" project-jdk-type="Python SDK" />
+</project>

.idea/modules.xml

@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/AuraClima.iml" filepath="$PROJECT_DIR$/.idea/AuraClima.iml" />
+    </modules>
+  </component>
+</project>

.idea/vcs.xml

@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$/.." vcs="Git" />
+  </component>
+</project>

assets/mental_health_articles_100.csv

@@ -0,0 +1,101 @@
+title,content
+Managing Panic Disorder,"Managing Panic Disorder is an important aspect of mental well-being. Individuals experiencing panic disorder may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+Exploring Episodic Acute Stress,"Exploring Episodic Acute Stress is an important aspect of mental well-being. Individuals experiencing episodic acute stress may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Understanding Atypical Depression,"Understanding Atypical Depression is an important aspect of mental well-being. Individuals experiencing atypical depression may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Exploring Wellness,"Exploring Wellness is an important aspect of mental well-being. Individuals experiencing wellness may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+Living with Stress,"Living with Stress is an important aspect of mental well-being. Individuals experiencing stress may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+The Truth About Trauma,"The Truth About Trauma is an important aspect of mental well-being. Individuals experiencing trauma may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+Coping with Atypical Depression,"Coping with Atypical Depression is an important aspect of mental well-being. Individuals experiencing atypical depression may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Coping with Anxiety,"Coping with Anxiety is an important aspect of mental well-being. Individuals experiencing anxiety may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Healing from Panic Disorder,"Healing from Panic Disorder is an important aspect of mental well-being. Individuals experiencing panic disorder may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+Overcoming Checking OCD,"Overcoming Checking OCD is an important aspect of mental well-being. Individuals experiencing checking ocd may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+Healing from Wellness,"Healing from Wellness is an important aspect of mental well-being. Individuals experiencing wellness may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+Living with Depression,"Living with Depression is an important aspect of mental well-being. Individuals experiencing depression may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+A Guide to Mindfulness,"A Guide to Mindfulness is an important aspect of mental well-being. Individuals experiencing mindfulness may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+The Truth About Self-Care,"The Truth About Self-Care is an important aspect of mental well-being. Individuals experiencing self-care may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+Exploring OCD,"Exploring OCD is an important aspect of mental well-being. Individuals experiencing ocd may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Overcoming Anxiety,"Overcoming Anxiety is an important aspect of mental well-being. Individuals experiencing anxiety may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+Healing from OCD,"Healing from OCD is an important aspect of mental well-being. Individuals experiencing ocd may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+Healing from Developmental Trauma,"Healing from Developmental Trauma is an important aspect of mental well-being. Individuals experiencing developmental trauma may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Understanding Mindfulness,"Understanding Mindfulness is an important aspect of mental well-being. Individuals experiencing mindfulness may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+Understanding Postpartum Depression,"Understanding Postpartum Depression is an important aspect of mental well-being. Individuals experiencing postpartum depression may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+The Truth About Stress,"The Truth About Stress is an important aspect of mental well-being. Individuals experiencing stress may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+A Guide to Anxiety,"A Guide to Anxiety is an important aspect of mental well-being. Individuals experiencing anxiety may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+What to Know About Postpartum Depression,"What to Know About Postpartum Depression is an important aspect of mental well-being. Individuals experiencing postpartum depression may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Overcoming Developmental Trauma,"Overcoming Developmental Trauma is an important aspect of mental well-being. Individuals experiencing developmental trauma may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Overcoming Episodic Acute Stress,"Overcoming Episodic Acute Stress is an important aspect of mental well-being. Individuals experiencing episodic acute stress may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+Overcoming Self-Care,"Overcoming Self-Care is an important aspect of mental well-being. Individuals experiencing self-care may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Managing Therapy,"Managing Therapy is an important aspect of mental well-being. Individuals experiencing therapy may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+A Guide to Complex Trauma,"A Guide to Complex Trauma is an important aspect of mental well-being. Individuals experiencing complex trauma may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+What to Know About Trauma,"What to Know About Trauma is an important aspect of mental well-being. Individuals experiencing trauma may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Managing Generalized Anxiety Disorder,"Managing Generalized Anxiety Disorder is an important aspect of mental well-being. Individuals experiencing generalized anxiety disorder may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Overcoming Resilience,"Overcoming Resilience is an important aspect of mental well-being. Individuals experiencing resilience may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Living with Therapy,"Living with Therapy is an important aspect of mental well-being. Individuals experiencing therapy may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Living with Generalized Anxiety Disorder,"Living with Generalized Anxiety Disorder is an important aspect of mental well-being. Individuals experiencing generalized anxiety disorder may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+Living with Chronic Stress,"Living with Chronic Stress is an important aspect of mental well-being. Individuals experiencing chronic stress may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Coping with Developmental Trauma,"Coping with Developmental Trauma is an important aspect of mental well-being. Individuals experiencing developmental trauma may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+Coping with Panic Disorder,"Coping with Panic Disorder is an important aspect of mental well-being. Individuals experiencing panic disorder may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+A Guide to Acute Stress,"A Guide to Acute Stress is an important aspect of mental well-being. Individuals experiencing acute stress may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+The Truth About Developmental Trauma,"The Truth About Developmental Trauma is an important aspect of mental well-being. Individuals experiencing developmental trauma may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Coping with Self-Care,"Coping with Self-Care is an important aspect of mental well-being. Individuals experiencing self-care may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Exploring Separation Anxiety,"Exploring Separation Anxiety is an important aspect of mental well-being. Individuals experiencing separation anxiety may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+What to Know About Resilience,"What to Know About Resilience is an important aspect of mental well-being. Individuals experiencing resilience may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Understanding Checking OCD,"Understanding Checking OCD is an important aspect of mental well-being. Individuals experiencing checking ocd may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+Understanding Major Depressive Disorder,"Understanding Major Depressive Disorder is an important aspect of mental well-being. Individuals experiencing major depressive disorder may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Exploring Mindfulness,"Exploring Mindfulness is an important aspect of mental well-being. Individuals experiencing mindfulness may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+The Truth About Complex Trauma,"The Truth About Complex Trauma is an important aspect of mental well-being. Individuals experiencing complex trauma may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+What to Know About Stress,"What to Know About Stress is an important aspect of mental well-being. Individuals experiencing stress may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+The Truth About Therapy,"The Truth About Therapy is an important aspect of mental well-being. Individuals experiencing therapy may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+A Guide to Single Event Trauma,"A Guide to Single Event Trauma is an important aspect of mental well-being. Individuals experiencing single event trauma may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+The Truth About Separation Anxiety,"The Truth About Separation Anxiety is an important aspect of mental well-being. Individuals experiencing separation anxiety may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Exploring Trauma,"Exploring Trauma is an important aspect of mental well-being. Individuals experiencing trauma may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+A Guide to Self-Care,"A Guide to Self-Care is an important aspect of mental well-being. Individuals experiencing self-care may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+What to Know About Single Event Trauma,"What to Know About Single Event Trauma is an important aspect of mental well-being. Individuals experiencing single event trauma may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+Managing Mindfulness,"Managing Mindfulness is an important aspect of mental well-being. Individuals experiencing mindfulness may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+The Truth About Generalized Anxiety Disorder,"The Truth About Generalized Anxiety Disorder is an important aspect of mental well-being. Individuals experiencing generalized anxiety disorder may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+The Truth About Meditation,"The Truth About Meditation is an important aspect of mental well-being. Individuals experiencing meditation may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+Healing from Chronic Stress,"Healing from Chronic Stress is an important aspect of mental well-being. Individuals experiencing chronic stress may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+Managing Self-Care,"Managing Self-Care is an important aspect of mental well-being. Individuals experiencing self-care may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+Healing from Separation Anxiety,"Healing from Separation Anxiety is an important aspect of mental well-being. Individuals experiencing separation anxiety may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+Healing from Meditation,"Healing from Meditation is an important aspect of mental well-being. Individuals experiencing meditation may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+A Guide to Chronic Stress,"A Guide to Chronic Stress is an important aspect of mental well-being. Individuals experiencing chronic stress may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Healing from Resilience,"Healing from Resilience is an important aspect of mental well-being. Individuals experiencing resilience may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+A Guide to Depression,"A Guide to Depression is an important aspect of mental well-being. Individuals experiencing depression may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Managing Meditation,"Managing Meditation is an important aspect of mental well-being. Individuals experiencing meditation may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Coping with Mindfulness,"Coping with Mindfulness is an important aspect of mental well-being. Individuals experiencing mindfulness may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+Overcoming Postpartum Depression,"Overcoming Postpartum Depression is an important aspect of mental well-being. Individuals experiencing postpartum depression may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Understanding Panic Disorder,"Understanding Panic Disorder is an important aspect of mental well-being. Individuals experiencing panic disorder may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Overcoming Chronic Stress,"Overcoming Chronic Stress is an important aspect of mental well-being. Individuals experiencing chronic stress may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+Overcoming Therapy,"Overcoming Therapy is an important aspect of mental well-being. Individuals experiencing therapy may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Living with Symmetry OCD,"Living with Symmetry OCD is an important aspect of mental well-being. Individuals experiencing symmetry ocd may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+Healing from Acute Stress,"Healing from Acute Stress is an important aspect of mental well-being. Individuals experiencing acute stress may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Living with Separation Anxiety,"Living with Separation Anxiety is an important aspect of mental well-being. Individuals experiencing separation anxiety may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+Coping with OCD,"Coping with OCD is an important aspect of mental well-being. Individuals experiencing ocd may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+A Guide to Resilience,"A Guide to Resilience is an important aspect of mental well-being. Individuals experiencing resilience may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+What to Know About Checking OCD,"What to Know About Checking OCD is an important aspect of mental well-being. Individuals experiencing checking ocd may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+A Guide to Checking OCD,"A Guide to Checking OCD is an important aspect of mental well-being. Individuals experiencing checking ocd may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+A Guide to Symmetry OCD,"A Guide to Symmetry OCD is an important aspect of mental well-being. Individuals experiencing symmetry ocd may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+A Guide to Meditation,"A Guide to Meditation is an important aspect of mental well-being. Individuals experiencing meditation may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+Understanding Chronic Stress,"Understanding Chronic Stress is an important aspect of mental well-being. Individuals experiencing chronic stress may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+Exploring Panic Disorder,"Exploring Panic Disorder is an important aspect of mental well-being. Individuals experiencing panic disorder may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+The Truth About Acute Stress,"The Truth About Acute Stress is an important aspect of mental well-being. Individuals experiencing acute stress may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+Understanding Trauma,"Understanding Trauma is an important aspect of mental well-being. Individuals experiencing trauma may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Living with Trauma,"Living with Trauma is an important aspect of mental well-being. Individuals experiencing trauma may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Exploring Major Depressive Disorder,"Exploring Major Depressive Disorder is an important aspect of mental well-being. Individuals experiencing major depressive disorder may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+Overcoming Separation Anxiety,"Overcoming Separation Anxiety is an important aspect of mental well-being. Individuals experiencing separation anxiety may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+Managing Symmetry OCD,"Managing Symmetry OCD is an important aspect of mental well-being. Individuals experiencing symmetry ocd may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Understanding Developmental Trauma,"Understanding Developmental Trauma is an important aspect of mental well-being. Individuals experiencing developmental trauma may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+A Guide to Wellness,"A Guide to Wellness is an important aspect of mental well-being. Individuals experiencing wellness may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+Healing from Major Depressive Disorder,"Healing from Major Depressive Disorder is an important aspect of mental well-being. Individuals experiencing major depressive disorder may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+Coping with Symmetry OCD,"Coping with Symmetry OCD is an important aspect of mental well-being. Individuals experiencing symmetry ocd may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+Healing from Generalized Anxiety Disorder,"Healing from Generalized Anxiety Disorder is an important aspect of mental well-being. Individuals experiencing generalized anxiety disorder may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+What to Know About Complex Trauma,"What to Know About Complex Trauma is an important aspect of mental well-being. Individuals experiencing complex trauma may benefit from mindfulness, therapy, or medication. Mental health should be prioritized just like physical health."
+Exploring Self-Care,"Exploring Self-Care is an important aspect of mental well-being. Individuals experiencing self-care may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."
+What to Know About Atypical Depression,"What to Know About Atypical Depression is an important aspect of mental well-being. Individuals experiencing atypical depression may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Managing Depression,"Managing Depression is an important aspect of mental well-being. Individuals experiencing depression may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+Managing Stress,"Managing Stress is an important aspect of mental well-being. Individuals experiencing stress may benefit from mindfulness, therapy, or medication. Recognizing symptoms early can lead to effective recovery paths."
+Exploring Resilience,"Exploring Resilience is an important aspect of mental well-being. Individuals experiencing resilience may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+Coping with Chronic Stress,"Coping with Chronic Stress is an important aspect of mental well-being. Individuals experiencing chronic stress may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+Healing from Atypical Depression,"Healing from Atypical Depression is an important aspect of mental well-being. Individuals experiencing atypical depression may benefit from mindfulness, therapy, or medication. These strategies can improve daily functioning and emotional well-being."
+Managing Trauma,"Managing Trauma is an important aspect of mental well-being. Individuals experiencing trauma may benefit from mindfulness, therapy, or medication. Support, education, and therapy can help individuals lead better lives."
+Exploring Therapy,"Exploring Therapy is an important aspect of mental well-being. Individuals experiencing therapy may benefit from mindfulness, therapy, or medication. Healing is possible with the right guidance and support."

models/model1.keras

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e5e66e4094025d8a322aa798a768ecb3468405867608c395c5cdf4f5210bc9bf
+size 261445

models/model2.keras

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f58a956485180873b18e5b84caa3c20368f39f401afffe7188957ce45163f7b
+size 258594

models/model3.keras

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:592a4e750a683ca98b9aa1ab3d9dab41cc677538299dcc82830b6688676090c4
+size 2472674

requirements.txt

@@ -0,0 +1,7 @@
+streamlit
+tensorflow
+pandas
+scikit-learn
+joblib
+matplotlib
+numpy

streamlit/config.toml

@@ -0,0 +1,6 @@
+[theme]
+primaryColor = "#1f77b4"         # a blue shade
+backgroundColor = "#FFFFFF"      # white background
+secondaryBackgroundColor = "#FF7F0E" # orange accent
+textColor = "#000000"
+font = "Helvetica"

streamlit_app.py

@@ -0,0 +1,621 @@
+import streamlit as st
+import tensorflow as tf
+import joblib
+import pandas as pd
+import numpy as np
+import os
+import matplotlib.pyplot as plt
+import pickle
+import plotly.graph_objects as go
+import plotly.express as px
+from plotly.subplots import make_subplots
+
+# Dark theme configuration
+st.set_page_config(
+    page_title="AuraClima - AI Climate Intelligence",
+    page_icon="🌍",
+    layout="wide",
+    initial_sidebar_state="expanded"
+)
+
+# Custom CSS for dark theme and styling
+st.markdown("""
+<style>
+    .stApp {
+        background: linear-gradient(135deg, #0c1017 0%, #1a1f2e 100%);
+        color: #ffffff;
+    }
+    
+    .main-header {
+        text-align: center;
+        background: linear-gradient(135deg, #1f77b4, #FF7F0E);
+        -webkit-background-clip: text;
+        -webkit-text-fill-color: transparent;
+        background-clip: text;
+        font-size: 3.5rem;
+        font-weight: 800;
+        margin-bottom: 1rem;
+        text-shadow: 0 0 30px rgba(31, 119, 180, 0.3);
+    }
+    
+    .subtitle {
+        text-align: center;
+        color: #FF7F0E;
+        font-size: 1.5rem;
+        font-style: italic;
+        margin-bottom: 2rem;
+        text-shadow: 0 0 20px rgba(255, 127, 14, 0.2);
+    }
+    
+    .model-card {
+        background: linear-gradient(145deg, #1e2530, #2a3441);
+        border-radius: 15px;
+        padding: 20px;
+        margin: 15px 0;
+        border: 1px solid rgba(31, 119, 180, 0.3);
+        box-shadow: 0 8px 32px rgba(0, 0, 0, 0.3);
+        backdrop-filter: blur(10px);
+    }
+    
+    .metric-container {
+        background: linear-gradient(135deg, #1f77b4, #2a9fd6);
+        border-radius: 12px;
+        padding: 15px;
+        text-align: center;
+        margin: 10px 0;
+        box-shadow: 0 4px 20px rgba(31, 119, 180, 0.4);
+    }
+    
+    .metric-value {
+        font-size: 2rem;
+        font-weight: bold;
+        color: #ffffff;
+    }
+    
+    .metric-label {
+        color: #e0e6ed;
+        font-size: 0.9rem;
+        margin-top: 5px;
+    }
+    
+    .ai-badge {
+        background: linear-gradient(45deg, #FF7F0E, #ff9a3c);
+        color: white;
+        padding: 5px 15px;
+        border-radius: 20px;
+        font-size: 0.8rem;
+        font-weight: bold;
+        display: inline-block;
+        margin: 5px;
+        box-shadow: 0 2px 10px rgba(255, 127, 14, 0.3);
+    }
+    
+    .sidebar .sidebar-content {
+        background: linear-gradient(180deg, #1a1f2e, #0c1017);
+    }
+    
+    .stSelectbox > div > div {
+        background-color: #2a3441;
+        border: 1px solid #1f77b4;
+        border-radius: 8px;
+    }
+    
+    .stSlider > div > div {
+        background: linear-gradient(90deg, #1f77b4, #FF7F0E);
+    }
+    
+    .stButton > button {
+        background: linear-gradient(135deg, #1f77b4, #FF7F0E);
+        color: white;
+        border: none;
+        border-radius: 8px;
+        padding: 10px 20px;
+        font-weight: bold;
+        transition: all 0.3s ease;
+    }
+    
+    .stButton > button:hover {
+        transform: translateY(-2px);
+        box-shadow: 0 5px 20px rgba(31, 119, 180, 0.4);
+    }
+    
+    .forecast-section {
+        background: rgba(31, 119, 180, 0.1);
+        border-radius: 15px;
+        padding: 20px;
+        margin: 20px 0;
+        border-left: 4px solid #1f77b4;
+    }
+</style>
+""", unsafe_allow_html=True)
+
+
+@st.cache_resource
+def load_all():
+    base = os.path.dirname(__file__)
+    models_dir = os.path.join(base, "models")
+    data_dir = os.path.join(base, "data")
+
+    # Load models
+    model1 = tf.keras.models.load_model(os.path.join(models_dir, "model1.keras"))
+    model2 = tf.keras.models.load_model(os.path.join(models_dir, "model2.keras"))
+    model3 = tf.keras.models.load_model(os.path.join(models_dir, "model3.keras"))
+
+    # Load scalers
+    scaler1 = joblib.load(os.path.join(models_dir, "scaler1.save"))
+    scalerX2 = joblib.load(os.path.join(models_dir, "scalerX2.save"))
+    scalerY2 = joblib.load(os.path.join(models_dir, "scalerY2.save"))
+    scaler3 = joblib.load(os.path.join(models_dir, "scaler3.save"))
+
+    # Load feature columns list for model2
+    with open(os.path.join(models_dir, "feature_cols2.list"), "rb") as f:
+        feature_cols2 = pickle.load(f)
+
+    # Load CSV data if present
+    df_agri = None
+    agri_path = os.path.join(data_dir, "Agrofood_co2_emission.csv")
+    if os.path.exists(agri_path):
+        df_agri = pd.read_csv(agri_path)
+
+    df_co2 = None
+    co2_path = os.path.join(data_dir, "CO2_Emissions_1960-2018.csv")
+    if os.path.exists(co2_path):
+        df_co2 = pd.read_csv(co2_path)
+        if 'Country Name' not in df_co2.columns:
+            st.error(f"Expected 'Country Name' in CO2 CSV, found: {df_co2.columns.tolist()}")
+            df_co2 = None
+        else:
+            dummies = pd.get_dummies(df_co2['Country Name'], prefix='Country')
+            country_features = dummies.columns.tolist()
+            df_co2 = pd.concat([df_co2, dummies], axis=1)
+    else:
+        country_features = None
+
+    return {
+        "model1": model1, "model2": model2, "model3": model3,
+        "scaler1": scaler1, "scalerX2": scalerX2, "scalerY2": scalerY2, "scaler3": scaler3,
+        "feature_cols2": feature_cols2, "df_agri": df_agri, "df_co2": df_co2,
+        "country_features": country_features,
+    }
+
+
+def forecast_model1(model, scaler, recent_values):
+    arr = np.array(recent_values).reshape(-1, 1)
+    scaled = scaler.transform(arr).flatten()
+    inp = scaled.reshape((1, len(scaled), 1))
+    scaled_pred = model.predict(inp, verbose=0)[0, 0]
+    pred = scaler.inverse_transform([[scaled_pred]])[0, 0]
+    return pred
+
+
+def predict_model2(model, scalerX, scalerY, feature_array):
+    X = np.array(feature_array).reshape(1, -1)
+    Xs = scalerX.transform(X)
+    ys = model.predict(Xs, verbose=0)
+    ypred = scalerY.inverse_transform(ys.reshape(-1, 1)).flatten()[0]
+    return ypred
+
+
+def forecast_model3(model, scaler, recent_series, country_vec):
+    window = len(recent_series)
+    co2_scaled = scaler.transform(np.array(recent_series).reshape(-1, 1)).flatten()
+    co2_col = co2_scaled.reshape(window, 1)
+    country_mat = np.tile(country_vec.reshape(1, -1), (window, 1))
+    seq = np.concatenate([co2_col, country_mat], axis=1)
+    inp = seq.reshape(1, window, seq.shape[1])
+    ypred_scaled = model.predict(inp, verbose=0).flatten()
+    ypred = scaler.inverse_transform(ypred_scaled.reshape(-1, 1)).flatten()
+    return ypred
+
+
+def create_animated_metric(label, value, icon="🎯"):
+    st.markdown(f"""
+    <div class="metric-container">
+        <div style="font-size: 1.2rem;">{icon}</div>
+        <div class="metric-value">{value}</div>
+        <div class="metric-label">{label}</div>
+    </div>
+    """, unsafe_allow_html=True)
+
+
+def sidebar_nav():
+    st.sidebar.markdown("""
+    <div style="text-align: center; padding: 20px;">
+        <div style="font-size: 4rem;">🌍</div>
+        <h1 style="color: #1f77b4; margin: 10px 0;">AuraClima</h1>
+        <p style="color: #FF7F0E; font-style: italic; margin-bottom: 20px;">
+            "See the unseen, act on the future"
+        </p>
+        <div class="ai-badge">🤖 AI-Powered</div>
+        <div class="ai-badge">⚡ Real-time</div>
+    </div>
+    """, unsafe_allow_html=True)
+
+    st.sidebar.markdown("---")
+    page = st.sidebar.radio("🚀 Navigate", ["🏠 Home", "🌍 Climate Intelligence", "ℹ️ About"],
+                            label_visibility="collapsed")
+    return page
+
+
+def home_page():
+    # Centered title
+    st.markdown('<h1 class="main-header">🌍 AuraClima</h1>', unsafe_allow_html=True)
+
+    # AI Features showcase
+    col1, col2, col3 = st.columns(3)
+
+    with col1:
+        st.markdown("""
+        <div class="model-card">
+            <div style="text-align: center;">
+                <div style="font-size: 3rem; margin-bottom: 10px;">🌱</div>
+                <h3 style="color: #1f77b4;">Agricultural AI</h3>
+                <p style="color: #e0e6ed;">LSTM Time Series Forecasting</p>
+                <div class="ai-badge">Neural Network</div>
+            </div>
+        </div>
+        """, unsafe_allow_html=True)
+
+    with col2:
+        st.markdown("""
+        <div class="model-card">
+            <div style="text-align: center;">
+                <div style="font-size: 3rem; margin-bottom: 10px;">📊</div>
+                <h3 style="color: #FF7F0E;">Feature Analysis</h3>
+                <p style="color: #e0e6ed;">Multi-variate Regression</p>
+                <div class="ai-badge">Deep Learning</div>
+            </div>
+        </div>
+        """, unsafe_allow_html=True)
+
+    with col3:
+        st.markdown("""
+        <div class="model-card">
+            <div style="text-align: center;">
+                <div style="font-size: 3rem; margin-bottom: 10px;">💨</div>
+                <h3 style="color: #1f77b4;">CO₂ Intelligence</h3>
+                <p style="color: #e0e6ed;">Sequence-to-Sequence</p>
+                <div class="ai-badge">Advanced LSTM</div>
+            </div>
+        </div>
+        """, unsafe_allow_html=True)
+
+    st.markdown("---")
+
+    st.markdown("""
+    <div style="text-align: center; padding: 30px;">
+        <h3 style="color: #1f77b4;">🚀 Advanced AI Climate Modeling</h3>
+        <p style="color: #e0e6ed; font-size: 1.1rem; max-width: 600px; margin: 0 auto;">
+            Leverage cutting-edge machine learning to forecast climate patterns, emissions, and environmental trends. 
+            Our AI models process complex data to provide actionable insights for a sustainable future.
+        </p>
+    </div>
+    """, unsafe_allow_html=True)
+
+
+def create_enhanced_plot(hist_years, series_co2, fut_years, pred3, country):
+    # Create subplot with secondary y-axis for better visualization
+    fig = make_subplots(
+        rows=1, cols=1,
+        subplot_titles=[f"🌍 AI Climate Intelligence: {country}"],
+        specs=[[{"secondary_y": False}]]
+    )
+
+    # Historical data
+    fig.add_trace(
+        go.Scatter(
+            x=hist_years,
+            y=series_co2,
+            mode='lines+markers',
+            name='Historical Emissions',
+            line=dict(color='#1f77b4', width=3),
+            marker=dict(size=6, color='#1f77b4'),
+            hovertemplate='<b>Year:</b> %{x}<br><b>CO₂:</b> %{y:.2f}<extra></extra>'
+        )
+    )
+
+    # Forecast data
+    fig.add_trace(
+        go.Scatter(
+            x=fut_years,
+            y=pred3,
+            mode='lines+markers',
+            name='AI Forecast',
+            line=dict(color='#FF7F0E', width=4, dash='dash'),
+            marker=dict(size=8, color='#FF7F0E', symbol='diamond'),
+            hovertemplate='<b>Year:</b> %{x}<br><b>Predicted CO₂:</b> %{y:.2f}<extra></extra>'
+        )
+    )
+
+    # Connection line
+    fig.add_trace(
+        go.Scatter(
+            x=[hist_years[-1], fut_years[0]],
+            y=[series_co2[-1], pred3[0]],
+            mode='lines',
+            name='Transition',
+            line=dict(color='#2ca02c', width=2, dash='dot'),
+            showlegend=False
+        )
+    )
+
+    # Update layout with dark theme
+    fig.update_layout(
+        title=dict(
+            text=f"<b>CO₂ Emissions Forecast for {country}</b>",
+            x=0.5,
+            font=dict(size=18, color='white')
+        ),
+        xaxis_title="Year",
+        yaxis_title="CO₂ Emissions",
+        plot_bgcolor='rgba(0,0,0,0)',
+        paper_bgcolor='rgba(0,0,0,0)',
+        font=dict(color='white'),
+        legend=dict(
+            bgcolor='rgba(30, 37, 48, 0.8)',
+            bordercolor='#1f77b4',
+            borderwidth=1
+        ),
+        hovermode='x unified'
+    )
+
+    # Update axes
+    fig.update_xaxes(
+        gridcolor='rgba(31, 119, 180, 0.2)',
+        griddash='dash',
+        showgrid=True
+    )
+    fig.update_yaxes(
+        gridcolor='rgba(31, 119, 180, 0.2)',
+        griddash='dash',
+        showgrid=True
+    )
+
+    return fig
+
+
+def forecast_by_country(data):
+    st.markdown('<h2 style="color: #1f77b4; text-align: center;">🌍 Climate Intelligence Dashboard</h2>',
+                unsafe_allow_html=True)
+
+    model1, scaler1 = data["model1"], data["scaler1"]
+    model2, scalerX2, scalerY2, feature_cols2 = data["model2"], data["scalerX2"], data["scalerY2"], data[
+        "feature_cols2"]
+    model3, scaler3 = data["model3"], data["scaler3"]
+    df_agri, df_co2 = data["df_agri"], data["df_co2"]
+
+    if df_agri is None:
+        st.error("🚨 Agricultural dataset not found. Climate Intelligence unavailable.")
+        return
+
+    countries = sorted(df_agri['Area'].dropna().unique())
+
+    # Enhanced country selector
+    st.markdown("""
+    <div style="text-align: center; margin: 20px 0;">
+        <h4 style="color: #FF7F0E;">🎯 Select Country for AI Analysis</h4>
+    </div>
+    """, unsafe_allow_html=True)
+
+    country = st.selectbox("", countries, label_visibility="collapsed")
+
+    if not country:
+        return
+
+    df_ct = df_agri[df_agri['Area'] == country].sort_values('Year')
+    latest_year = int(df_ct['Year'].max())
+
+    # Create three columns for models
+    st.markdown("---")
+    st.markdown('<h3 style="color: #1f77b4; text-align: center;">🤖 AI Model Predictions</h3>', unsafe_allow_html=True)
+
+    col1, col2, col3 = st.columns(3)
+
+    # Model 1 - LSTM Forecast
+    with col1:
+        st.markdown("""
+        <div class="forecast-section">
+            <h4 style="color: #1f77b4;">🌱 LSTM Time Series</h4>
+            <p style="color: #e0e6ed; font-size: 0.9rem;">Neural network analyzing temporal patterns</p>
+        </div>
+        """, unsafe_allow_html=True)
+
+        inp1 = model1.input_shape
+        window1 = inp1[1]
+        series1 = df_ct.set_index('Year')['total_emission']
+        years1 = sorted(series1.index)
+
+        if len(years1) >= window1:
+            recent_vals = series1.loc[years1[-window1:]].values
+            with st.spinner("🔄 AI Processing..."):
+                pred1 = forecast_model1(model1, scaler1, recent_vals)
+            create_animated_metric("Next Year Emission", f"{pred1:.2f}", "🌱")
+        else:
+            st.info(f"⚠️ Need ≥{window1} years of data")
+
+    # Model 2 - Feature Analysis
+    with col2:
+        st.markdown("""
+        <div class="forecast-section">
+            <h4 style="color: #FF7F0E;">📊 Feature Analysis</h4>
+            <p style="color: #e0e6ed; font-size: 0.9rem;">Multi-variate regression modeling</p>
+        </div>
+        """, unsafe_allow_html=True)
+
+        row_latest = df_ct[df_ct['Year'] == latest_year].iloc[0]
+        feature_array = []
+        for col in feature_cols2:
+            if col.startswith("Area_"):
+                feature_array.append(1.0 if col == f"Area_{country}" else 0.0)
+            else:
+                val = row_latest.get(col, 0.0)
+                feature_array.append(float(val))
+
+        try:
+            with st.spinner("🔄 Analyzing features..."):
+                pred2 = predict_model2(model2, scalerX2, scalerY2, feature_array)
+            create_animated_metric("Feature Prediction", f"{pred2:.2f}", "📊")
+        except Exception as e:
+            st.error(f"❌ Model error: {e}")
+
+    # Model 3 - CO2 Intelligence
+    with col3:
+        st.markdown("""
+        <div class="forecast-section">
+            <h4 style="color: #1f77b4;">💨 CO₂ Intelligence</h4>
+            <p style="color: #e0e6ed; font-size: 0.9rem;">Advanced sequence modeling</p>
+        </div>
+        """, unsafe_allow_html=True)
+
+        if df_co2 is not None:
+            dfc = df_co2[df_co2['Country Name'] == country]
+            country_features = data["country_features"]
+            country_vec = np.zeros(len(country_features))
+
+            for i, name in enumerate(country_features):
+                if name == f"Country_{country}":
+                    country_vec[i] = 1
+                    break
+
+            if not dfc.empty:
+                year_cols = [c for c in dfc.columns if c.isdigit()]
+                series_co2 = dfc.iloc[0][year_cols].astype(float).values
+                inp3 = model3.input_shape
+                window3 = inp3[1]
+
+                if len(series_co2) >= window3:
+                    recent3 = series_co2[-window3:]
+                    with st.spinner("🔄 CO₂ forecasting..."):
+                        pred3 = forecast_model3(model3, scaler3, recent3, country_vec)
+
+                    avg_forecast = np.mean(pred3)
+                    create_animated_metric("Avg CO₂ Forecast", f"{avg_forecast:.2f}", "💨")
+                else:
+                    st.info(f"⚠️ Need ≥{window3} years")
+        else:
+            st.error("❌ CO₂ data unavailable")
+
+    # Interactive Parameter Tuning
+    st.markdown("---")
+    st.markdown('<h3 style="color: #FF7F0E; text-align: center;">⚙️ Interactive Parameter Tuning</h3>',
+                unsafe_allow_html=True)
+
+    with st.expander("🎛️ Adjust Model Parameters", expanded=False):
+        st.markdown("**Modify features to explore different scenarios:**")
+
+        tweaked = []
+        cols_numeric = [c for c in feature_cols2 if not c.startswith("Area_")]
+
+        cols = st.columns(2)
+        for i, col in enumerate(feature_cols2):
+            if col.startswith("Area_"):
+                tweaked.append(feature_array[i])
+            else:
+                series_col = df_agri[col].dropna().astype(float)
+                if not series_col.empty:
+                    mn, mx = float(series_col.min()), float(series_col.max())
+                    default = feature_array[i]
+                    slider_val = cols[i % 2].slider(f"🔧 {col}", mn, mx, default, key=f"slider_{col}")
+                    tweaked.append(slider_val)
+                else:
+                    tweaked.append(feature_array[i])
+
+        if st.button("🚀 Run Enhanced Prediction"):
+            try:
+                with st.spinner("🤖 AI recalculating..."):
+                    pred2b = predict_model2(model2, scalerX2, scalerY2, tweaked)
+                create_animated_metric("Adjusted Prediction", f"{pred2b:.2f}", "🎯")
+            except Exception as e:
+                st.error(f"❌ Error: {e}")
+
+    # Enhanced CO2 Visualization
+    if df_co2 is not None and not dfc.empty and len(series_co2) >= window3:
+        st.markdown("---")
+        st.markdown('<h3 style="color: #1f77b4; text-align: center;">📈 Advanced CO₂ Visualization</h3>',
+                    unsafe_allow_html=True)
+
+        hist_years = list(map(int, year_cols))
+        last_year = hist_years[-1]
+        fut_years = [last_year + i + 1 for i in range(len(pred3))]
+
+        # Create enhanced interactive plot
+        fig = create_enhanced_plot(hist_years, series_co2, fut_years, pred3, country)
+        st.plotly_chart(fig, use_container_width=True)
+
+        # Forecast summary table
+        st.markdown('<h4 style="color: #FF7F0E;">📋 Detailed Forecast Summary</h4>', unsafe_allow_html=True)
+        forecast_df = pd.DataFrame({
+            '🗓️ Year': fut_years,
+            '💨 Predicted CO₂': [f"{val:.2f}" for val in pred3],
+            '📈 Trend': ['↗️' if i == 0 or pred3[i] > pred3[i - 1] else '↘️' for i in range(len(pred3))]
+        })
+        st.dataframe(forecast_df, use_container_width=True)
+
+
+def about_page():
+    st.markdown('<h1 class="main-header">🌍 AuraClima</h1>', unsafe_allow_html=True)
+    st.markdown('<p class="subtitle">Advanced AI Climate Intelligence Platform</p>', unsafe_allow_html=True)
+
+    st.markdown("""
+    <div class="model-card">
+        <h3 style="color: #1f77b4;">🎯 Mission</h3>
+        <p style="color: #e0e6ed;">
+            AuraClima leverages cutting-edge artificial intelligence to forecast climate patterns and emissions,
+            empowering decision-makers to "See the unseen, act on the future."
+        </p>
+    </div>
+    """, unsafe_allow_html=True)
+
+    col1, col2 = st.columns(2)
+
+    with col1:
+        st.markdown("""
+        <div class="model-card">
+            <h4 style="color: #FF7F0E;">🤖 Technology Stack</h4>
+            <div class="ai-badge">TensorFlow</div>
+            <div class="ai-badge">LSTM Networks</div>
+            <div class="ai-badge">Neural Networks</div>
+            <div class="ai-badge">Time Series</div>
+        </div>
+        """, unsafe_allow_html=True)
+
+    with col2:
+        st.markdown("""
+        <div class="model-card">
+            <h4 style="color: #1f77b4;">🎨 Brand Identity</h4>
+            <p style="color: #e0e6ed;">
+                <strong>Primary:</strong> <span style="color: #1f77b4;">Blue (#1f77b4)</span><br>
+                <strong>Secondary:</strong> <span style="color: #FF7F0E;">Orange (#FF7F0E)</span>
+            </p>
+        </div>
+        """, unsafe_allow_html=True)
+
+    st.markdown("""
+    <div style="text-align: center; margin-top: 30px;">
+        <p style="color: #e0e6ed;">
+            <strong>Developed by:</strong> Abdullah Imran<br>
+            <strong>Contact:</strong> [email protected]
+        </p>
+    </div>
+    """, unsafe_allow_html=True)
+
+
+# Main Application
+def main():
+    # Load resources once
+    data = load_all()
+
+    # Sidebar navigation
+    page = sidebar_nav()
+
+    # Page routing
+    if page == "🏠 Home":
+        home_page()
+    elif page == "🌍 Climate Intelligence":
+        forecast_by_country(data)
+    elif page == "ℹ️ About":
+        about_page()
+
+
+if __name__ == "__main__":
+    main()