From b362c7e273bde632fbc3baf415a73dba480496fb Mon Sep 17 00:00:00 2001
From: Yusuf Okunlola <yusufokunlola@gmail.com>
Date: Wed, 17 May 2023 02:00:39 +0100
Subject: [PATCH 1/4] Update README.md

---
 README.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 3708b92..efffdfc 100644
--- a/README.md
+++ b/README.md
@@ -2,6 +2,8 @@ This project is outlined to data inspection, transformation/pre-processing, mode
 
 To run the app locally, you need to initiate the following command from your terminal:
 
-`streamlit run app.py`
+```bash
+streamlit run app.py
+```
 
 To run the app online, click [Malaria Predictor App](https://yusufokunlola-teamflask-notebook-app-c7gl4z.streamlit.app/)

From 39931f044f8ff15cc79ebc9700b2c9571f5125f0 Mon Sep 17 00:00:00 2001
From: yusufokunlola <yusufokunlola@gmail.com>
Date: Wed, 17 May 2023 02:35:42 +0100
Subject: [PATCH 2/4] Updated dropdown for Region

---
 app.py | 21 ++-------------------
 1 file changed, 2 insertions(+), 19 deletions(-)

diff --git a/app.py b/app.py
index 4c9e04c..6cab2b0 100644
--- a/app.py
+++ b/app.py
@@ -11,26 +11,9 @@
 
 st.header("")
 
-st.markdown("<h4 style='text-align: center; color: Black;'>Select variables to predict malaria incidence</h4>", unsafe_allow_html=True)
-st.text('')
-
-st.markdown('<p> <strong>Region:</strong> \
-            <ul> \
-            <li>Central Africa == 0 </li> \
-            <li>East Africa == 1</li> \
-            <li>North Africa == 2</li> \
-            <li>Southern Africa == 3</li> \
-            <li>West Africa == 4 </li> \
-            </ul> \
-        </p>' , unsafe_allow_html=True)
-
-st.text('')
-st.text('')
-region = st.selectbox(
-    'Select Region',
-    ('0', '1', '2', '3', '4'))
+region = st.selectbox('Region', ('Central Africa', 'East Africa', 'North Africa', 'Southern Africa', 'West Africa'))
+region = 0 if region == 'Central Africa' else 1 if region == 'East Africa' else 2 if region == 'North Africa' else 3 if region == 'Southern Africa' else 4
 
-st.write('You selected:', region)
 
 st.text('')
 

From 2affc702185210e00a1dba2e0e73c12e9247ba58 Mon Sep 17 00:00:00 2001
From: Yusuf Okunlola <yusufokunlola@gmail.com>
Date: Sat, 19 Oct 2024 10:35:30 +0100
Subject: [PATCH 3/4] Update requirements.txt

---
 requirements.txt | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/requirements.txt b/requirements.txt
index aa091db..1a8da64 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,3 @@
-streamlit==1.7.0
-scikit-learn==1.1.1
-numpy==1.22.4
\ No newline at end of file
+streamlit
+scikit-learn
+numpy

From 1f776dcd263b8a34904afd10dc06999bdc80be26 Mon Sep 17 00:00:00 2001
From: Yusuf Okunlola <yusufokunlola@gmail.com>
Date: Sat, 19 Oct 2024 10:36:56 +0100
Subject: [PATCH 4/4] Update app.py

---
 app.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/app.py b/app.py
index 6cab2b0..0dd90bd 100644
--- a/app.py
+++ b/app.py
@@ -2,7 +2,7 @@
 import numpy as np
 import pickle
 
-st.set_option('deprecation.showfileUploaderEncoding',False) 
+#st.set_option('deprecation.showfileUploaderEncoding',False) 
 model = pickle.load(open('finalized_model.sav','rb'))
 
 
@@ -47,4 +47,4 @@
 st.markdown('`Code:` [GitHub](https://github.com/yusufokunlola/TeamFlask_notebook)')
 
 # Reference: Santiago Víquez (2023). How to Deploy Machine Learning Models with Python & Streamlit. 
-# Accessed on 29/4/2023. https://365datascience.com/tutorials/machine-learning-tutorials/how-to-deploy-machine-learning-models-with-python-and-streamlit/
\ No newline at end of file
+# Accessed on 29/4/2023. https://365datascience.com/tutorials/machine-learning-tutorials/how-to-deploy-machine-learning-models-with-python-and-streamlit/