Leila-EDA (#3)

- Added EDA (b63589c951567a03330c0a59fa7a14d0ce147cb6)


Co-authored-by: Leila A <[email protected]>

app.py

@@ -15,8 +15,8 @@ header = st.container()
 
 apps = [
     {"func": home.app, "title": "Home", "icon": "house"},
-    # {"func": eda.app, "title": "EDA", "icon": "bar-chart"},
-    {"func": models.app, "title": "Data & Model", "icon": "cpu"},
+    {"func": eda.app, "title": "Visualizations and Results", "icon": "bar-chart"},
+    # {"func": models.app, "title": "Models", "icon": "cpu"},
     {"func": demo.app, "title": "Demo", "icon": "cloud-upload"},
 ]
 

apps/eda.py

@@ -1,5 +1,185 @@
+import json
 import streamlit as st
-
+from streamlit_lottie import st_lottie
+from PIL import Image
+#import pandas as pd
 
 def app():
-    st.title("EDA")
+    #st.set_page_config(page_title="Visualizations and Results", page_icon=":flag_ghana:", layout="wide")
+
+    # ---- LOAD ASSETS ----
+
+    img_job_cat_jobs = Image.open("./visualizations/5.jpg")
+    img_job_cat_app = Image.open("./visualizations/6.jpg")
+    img_seniority_level_jobs = Image.open("./visualizations/9.jpg")
+    img_experience_level_jobs = Image.open("./visualizations/8.jpg")
+    
+    img_education_level_jobs = Image.open("./visualizations/7.jpg")
+
+    img_skills_match_level = Image.open("./visualizations/10.jpg")
+    img_skills_academy_comparison = Image.open("./visualizations/11_str.jpg")
+    img_skills_academy_industry_comparison = Image.open("./visualizations/12_str.jpg")
+
+    lottie_animation = (".\\visualizations\\lottie_animation.json")
+
+    # Use local CSS
+    def local_css(file_name):
+        with open(file_name) as f:
+            st.markdown(f"<style>{f.read()}</style>", unsafe_allow_html=True)
+
+
+    local_css("style/style.css")
+
+
+    # ---- HEADER SECTION ----
+    with st.container():
+        st.subheader("Visualizations and Results")
+        text_col, lottie_col = st.columns(([0.6, 0.4]), gap="large")
+        with text_col:
+            st.write(
+            """
+            By leveraging the power of natural language processing techniques, 
+            we have gained invaluable insights into the factors contributing to the growing gap
+            between job demands and the skills available in today's Ghanaian labor market. 
+            Through this section, we aim to highlight the key discoveries, trends, and patterns 
+            uncovered during our analysis, shedding light on the complex dynamics 
+            of this issue and offering potential avenues for bridging the divide.
+            """
+            )
+        with lottie_col:
+            with open(lottie_animation,"r") as file:
+                url = json.load(file)
+            st_lottie(url,
+            reverse=True,
+            height=200,
+            width=200,
+            speed=1,
+            loop=True,
+            quality='high',
+            key='Results'
+            )
+
+    tab1, tab2 = st.tabs(["EDA", "Gap-img"])
+    # ---- TAB 1 ----
+    with tab1:
+        st.header("Jobs and Job Applicants")
+        with st.container():
+            st.write("---")
+            st.subheader("Available Jobs Categories")
+            st.write("##")
+            app_column, jobs_column = st.columns(2)
+            with app_column:
+                st.image(img_job_cat_app)
+                expander = st.expander("See explanation")
+                expander.write('''The diagram above illustrates the distribution of job applicants by job category. 
+                                The demand for jobs is highest in the IT, Finance, and Health categories, which are 
+                                similarly the categories with the most job seekers. Other job categories with available 
+                                positions include Tourism and Hospitality, Management and Secretarial Services, and 
+                                Logistics and Transport.''')
+            with jobs_column:
+                st.image(img_job_cat_jobs)
+                expander = st.expander("See explanation")
+                expander.write('''The diagram above displays the distribution of available jobs across different categories. 
+                    The majority of available jobs fall under the following categories: Engineering, Finance, IT, Management, 
+                    and Health. Other categories are not as well represented on online job portals.''')
+
+        with st.container():
+            st.write("---")
+            st.subheader("Experience and Seniority Levels")
+            st.write("##")
+            app_column, jobs_column = st.columns(2)
+            with app_column:
+                st.image(img_seniority_level_jobs)
+                expander = st.expander("See explanation")
+                expander.write('''The above chart depicts the distribution of available jobs’ 
+                seniority levels. As expected, most of the jobs are entry-level jobs. 
+                Mid-Senior and Senior level positions represent the second and third biggest categories. 
+                The internships compose less than two per cent of jobs, making it harder for penultimate 
+                students to gain the necessary experience and enter the job market.''')
+            with jobs_column:
+                st.image(img_experience_level_jobs)
+                expander = st.expander("See explanation")
+                expander.write('''The diagram above illustrates the experience level (in years)
+                            employers typically require for available positions. 
+                            The majority of jobs (a significant percentage) require 2 to 5 years of experience, 
+                            while an additional third of positions demand 5 to 10 years of experience. 
+                            Some employers mandate more than 10 years of experience for specific roles. 
+                            A mere 3 percent of available jobs are open to employees with less than 2 years of experience. 
+                            This leaves new graduates with limited job opportunities and forces them to expend additional 
+                            effort to secure their first job.''')
+                
+        with st.container():
+            st.write("---")
+            st.subheader("Education level of job seekers and employers")
+            st.write("##")
+            st.image(img_education_level_jobs)
+            expander = st.expander("See explanation")
+            expander.write('''The graph above displays a comparison between the level of education that job 
+            providers require and the level of education held by job seekers. The number of job seekers with 
+            Bachelor's degrees is twice the number of employers requiring this level of education. This trend 
+            is also evident for job seekers with Master's degrees and Doctorates. Employers rarely require 
+            college diplomas, but approximately a quarter of job seekers mention holding them on their resumes. 
+            High school certificates and Technical and Vocational diplomas are not required by employers, 
+            but job seekers tend to list them on their resumes.''')
+                
+    with tab2:
+        st.header("Gap Analysis")
+        st.write("##")
+        with st.container():
+            st.write('''The following charts depict the skills gap between the top five
+                universities in Ghana and the industry. As a case study, we selected Computer Science programs 
+                at each university. We then compared the taught skills to the top 1000 skills required in 
+                the IT jobs market.''')
+            st.write("---")
+            st.subheader("Skills match level of the top five universities in Ghana to IT industry requirements")
+            st.write("##")
+            st.image(img_skills_match_level)
+            expander = st.expander("See explanation")
+            expander.write('''Based on the chart provided, it appears that the educational curriculums 
+            being taught are not meeting the needs of the job market. Even the most closely aligned program 
+            from the University of Mines and Technology is lacking in nearly 50% of the necessary skills. 
+            The Bachelor of Science program in Computer Science from KNUST university has the least amount of 
+            required skills covered, with less than 10% matching up.''')
+
+        with st.container():
+            st.write("---")
+            st.subheader("Skills comparison between the top five universities in Ghana for IT programs")
+            st.write("##")
+            st.image(img_skills_academy_comparison)
+            expander = st.expander("See explanation")
+            expander.write('''The visualization above illustrates the comparison of the 25 most commonly 
+            taught skills among various universities. The University of Mines and Technology has the most 
+            comprehensive curriculum, followed by the University of Ghana. As demonstrated in the previous graph, 
+            KNUST University has the least favourable outcomes regarding available skills. While subjects 
+            such as Math, Operating Systems, and Software Engineering are included in every curriculum, 
+            not all universities offer courses in Embedded Systems, Robotics, Artificial Intelligence, 
+            and Networking. Therefore, students who are interested in these areas of study should carefully 
+            plan their enrollment accordingly.''')
+            st.write("---")
+            st.subheader("Skills gap between the top five universities in Ghana and IT jobs market")
+            st.write("##")
+            st.image(img_skills_academy_industry_comparison)
+            expander = st.expander("See explanation")
+            expander.write('''The chart above displays the discrepancy between the skills taught in university 
+            curriculums and those required by the IT job market. The analysis focuses on the top 20 skills in 
+            demand. Among these skills, Operating Systems is the only one taught in all five universities, with 
+            Computer Science and Software Engineering following closely behind. Project Management ranks as the 
+            second most sought-after skill in the IT industry, but only the Ghana Institute of Management offers 
+            it as a course for Computer Science students. Additionally, risk management, a crucial component of 
+            project management, is not currently included in any Ghanaian university curriculum, which differs 
+            from the standards in the United States, where most CS programs cover these topics. Web development 
+            skills, including HTML and CSS, are also highly valued in the job market but are rarely included in 
+            university programs, if at all.''')
+
+    '''
+    with tab3:
+        st.header("Gap - interactive")
+        st.write("##")
+
+        #read data
+        uni_skills = pd.read_csv("data/univercities_skills_comparison.csv")
+        uni_ind_skills = pd.read_csv("data/univercities_industry_skills_comparison.csv")
+
+        with st.container():
+    '''
+

requirements.txt

@@ -17,4 +17,5 @@ PyPDF2
 python-docx
 
 # nltk
-# Unidecode
+# Unidecode
+streamlit_lottie

style/style.css

@@ -0,0 +1,19 @@
+/* Hide Streamlit Branding */
+#MainMenu {visibility: hidden;}
+footer {visibility: hidden;}
+header {visibility: hidden;}
+
+/*Enlarge images on hover*/
+img {
+    cursor: pointer;
+    transition: all .2s ease-in-out;
+}
+img:hover {
+    
+    background-color: azure;
+    
+    transform: scale(1.5);
+    margin-left: auto;
+    margin-right: auto;
+        
+}

visualizations/lottie_animation.json

@@ -0,0 +1 @@
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