Teacher Promotion Flask API

FLASK PROJECTS/Teacher Promotion Flask API/Pipfile

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+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+
+[dev-packages]
+
+[requires]
+python_version = "3.8"

FLASK PROJECTS/Teacher Promotion Flask API/README.md

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+# teacher-promotion-flask-api
+Flask API for teacher promotion. Due to confidentiality agreements, I am unable to disclose the data used for training the model or the three promotion parameters labeled as 1, 2 and 3. However, you are welcome to utilize the API or customize it as needed. Thank you.
+
+## Install Requirements
+```bash
+pip install -r requirements.txt
+```
+
+
+
+## Setup
+- open the terminal
+- clone the repository
+	```bash
+	git clone https://github.com/saeedahmadicp/teacher-promotion-flask-api.git
+	```
+- change the directory
+
+	```bash
+	cd teacher-promotion-flask-api
+	```
+- execute the below commands
+ 	```bash
+	pip3 install pipenv
+	```
+	```bash
+	pipenv install
+	```
+	```bash
+	pipenv shell
+	```
+
+- install the requirements 
+	```bash
+	pip install -r requirements.txt
+	```
+
+- execute the following commands
+	```bash
+	set FLASK_APP=main.py
+	```
+	```bash
+ 	set FLASK_ENV=development
+	```
+	```bash
+ 	flask run
+	```
+
+- **If you are using Linux or Mac, use `export` instead of `set` in the above commands**

FLASK PROJECTS/Teacher Promotion Flask API/learn.md

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+hello

FLASK PROJECTS/Teacher Promotion Flask API/load_process_prediction.py

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+import numpy as np
+from sklearn.ensemble import RandomForestClassifier
+import joblib
+
+def label_encoder(x):
+    if x == 'M':
+        return 1
+    elif x == 'E':
+        return 2
+    elif x == 'E+':
+        return 3
+    elif x == 'S':
+        return 4
+
+
+def process_and_predict(data):
+    #process the data
+    data = (np.array(data)).reshape(1, -1)
+
+    #load the model
+    model = joblib.load('model')
+
+    #model prediction
+    prediction = list(model.predict(data))[0]
+
+    if prediction == 0:
+        text = "Not Eligible"
+    elif prediction == 1:
+        text = "Eligible"
+
+    return text

FLASK PROJECTS/Teacher Promotion Flask API/main.py

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+from flask import Flask, render_template, request, redirect
+from load_process_prediction import label_encoder, process_and_predict
+
+#Declaring the flask object
+app = Flask(__name__)
+
+
+#defining the home route
+@app.route('/')
+def home():
+    return render_template('index.html')
+
+
+#defing the result route
+@app.route('/result', methods=['GET', 'POST'])
+def result():
+    if request.method == 'POST':               #use args if using get method
+        firstName = request.form['fname']
+        lastName = request.form['lname']
+        age = request.form['age']
+        experience = request.form['experience']
+        grade = request.form['grade']
+        lastPromotion = request.form['lpromotion']
+        promo1 = request.form['promo1']
+        promo2 = request.form['promo2']
+        promo3 = request.form['promo3']
+        data = [age, experience, grade, lastPromotion, label_encoder(promo1), label_encoder(promo2), label_encoder(promo3)]
+        prediction = process_and_predict(data)
+
+        #redirecting the user to the  page    
+        return render_template('result.html', firstName=firstName, lastName=lastName, prediction=prediction)
+    else:
+        return redirect('/')
+

FLASK PROJECTS/Teacher Promotion Flask API/manual.txt

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+pip install -r requirements.txt
+
+1) open the terminal
+2) change the working directory to the flask_api
+3) execute the below commands
+	pip3 install pipenv
+	pipenv install
+	pipenv shell
+
+4) install the following packages 
+	pip install -r requirements.txt
+
+5) execute the following commands
+	set FLASK_APP=main.py
+ 	set FLASK_ENV=development
+ 	flask run

FLASK PROJECTS/Teacher Promotion Flask API/requirements.txt

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+click==8.1.3
+colorama==0.4.5
+et-xmlfile==1.1.0
+flashtext==2.7
+Flask==2.1.3
+importlib-metadata==4.12.0
+itsdangerous==2.1.2
+Jinja2==3.1.2
+joblib==1.1.0
+MarkupSafe==2.1.1
+numpy==1.23.1
+openpyxl==3.0.10
+scikit-learn==1.1.1
+scipy==1.8.1
+threadpoolctl==3.1.0
+Werkzeug==2.1.2
+zipp==3.8.1

FLASK PROJECTS/Teacher Promotion Flask API/static/css/style.css

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+body {
+  font-family: "Roboto", sans-serif;
+  background-color: #fff; }
+
+p {
+  color: #b3b3b3;
+  font-weight: 300; }
+
+h1, h2, h3, h4, h5, h6,
+.h1, .h2, .h3, .h4, .h5, .h6 {
+  font-family: "Roboto", sans-serif; }
+
+a {
+  -webkit-transition: .3s all ease;
+  -o-transition: .3s all ease;
+  transition: .3s all ease; }
+  a:hover {
+    text-decoration: none !important; }
+
+.content {
+  padding: 7rem 0; }
+
+h2 {
+  font-size: 20px; }
+
+.half, .half .container > .row {
+  height: 100vh;
+  min-height: 900px; }
+
+@media (max-width: 991.98px) {
+  .half .bg {
+    height: 200px; } }
+
+.half .contents {
+  background: #f6f7fc; }
+
+.half .contents {
+  width: 80%; }
+
+.half .bg {
+  width: 20%; }
+
+@media (max-width: 991.98px) {
+  .half .contents, .half .bg {
+    width: 100%; } }
+
+.half .contents .form-control, .half .bg .form-control {
+  border: none;
+  -webkit-box-shadow: 0 1px 2px 0 rgba(0, 0, 0, 0.1);
+  box-shadow: 0 1px 2px 0 rgba(0, 0, 0, 0.1);
+  border-radius: 4px;
+  height: 54px;
+  background: #fff; }
+  .half .contents .form-control:active, .half .contents .form-control:focus, .half .bg .form-control:active, .half .bg .form-control:focus {
+    outline: none;
+    -webkit-box-shadow: 0 1px 2px 0 rgba(0, 0, 0, 0.1);
+    box-shadow: 0 1px 2px 0 rgba(0, 0, 0, 0.1); }
+
+.half .bg {
+  background-size: cover;
+  background-position: center; }
+
+.half a {
+  color: #888;
+  text-decoration: underline; }
+
+.half .btn {
+  height: 54px;
+  padding-left: 30px;
+  padding-right: 30px; }
+
+.half .forgot-pass {
+  position: relative;
+  top: 2px;
+  font-size: 14px; }
+
+.control {
+  display: block;
+  position: relative;
+  padding-left: 30px;
+  margin-bottom: 15px;
+  cursor: pointer;
+  font-size: 14px; }
+  .control .caption {
+    position: relative;
+    top: .2rem;
+    color: #888; }
+
+.control input {
+  position: absolute;
+  z-index: -1;
+  opacity: 0; }
+
+.control__indicator {
+  position: absolute;
+  top: 2px;
+  left: 0;
+  height: 20px;
+  width: 20px;
+  background: #e6e6e6;
+  border-radius: 4px; }
+
+.control--radio .control__indicator {
+  border-radius: 50%; }
+
+.control:hover input ~ .control__indicator,
+.control input:focus ~ .control__indicator {
+  background: #ccc; }
+
+.control input:checked ~ .control__indicator {
+  background: #fb771a; }
+
+.control:hover input:not([disabled]):checked ~ .control__indicator,
+.control input:checked:focus ~ .control__indicator {
+  background: #fb8633; }
+
+.control input:disabled ~ .control__indicator {
+  background: #e6e6e6;
+  opacity: 0.9;
+  pointer-events: none; }
+
+.control__indicator:after {
+  font-family: 'icomoon';
+  content: '\e5ca';
+  position: absolute;
+  display: none;
+  font-size: 16px;
+  -webkit-transition: .3s all ease;
+  -o-transition: .3s all ease;
+  transition: .3s all ease; }
+
+.control input:checked ~ .control__indicator:after {
+  display: block;
+  color: #fff; }
+
+.control--checkbox .control__indicator:after {
+  top: 50%;
+  left: 50%;
+  margin-top: -1px;
+  -webkit-transform: translate(-50%, -50%);
+  -ms-transform: translate(-50%, -50%);
+  transform: translate(-50%, -50%); }
+
+.control--checkbox input:disabled ~ .control__indicator:after {
+  border-color: #7b7b7b; }
+
+.control--checkbox input:disabled:checked ~ .control__indicator {
+  background-color: #7e0cf5;
+  opacity: .2; }

FLASK PROJECTS/Teacher Promotion Flask API/static/fonts/icomoon/Read Me.txt

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+Open *demo.html* to see a list of all the glyphs in your font along with their codes/ligatures.
+
+To use the generated font in desktop programs, you can install the TTF font. In order to copy the character associated with each icon, refer to the text box at the bottom right corner of each glyph in demo.html. The character inside this text box may be invisible; but it can still be copied. See this guide for more info: https://icomoon.io/#docs/local-fonts
+
+You won't need any of the files located under the *demo-files* directory when including the generated font in your own projects.
+
+You can import *selection.json* back to the IcoMoon app using the *Import Icons* button (or via Main Menu → Manage Projects) to retrieve your icon selection.