andwati/student-retention
1
0
Fork 0
mirror of https://github.com/andwati/student-retention.git synced 2026-10-18 00:42:53 +00:00
Code Issues Packages Projects Releases Wiki Activity

yolo

Browse Source
This commit is contained in:
andwati
2025-09-28 21:28:13 +03:00
parent a8eba6d56e
commit 149333930c
5 changed files with 120 additions and 31 deletions
Download Patch File Download Diff File Expand all files Collapse all files
app.py
+2 -2
View File
@@ -51,10 +51,10 @@ def collect_user_input():
academic_bg = render_academic_background_section(preset, feature_maps)
# Family background
family_bg = render_family_background_section(feature_maps)
family_bg = render_family_background_section(preset, feature_maps)
# Financial and social factors
financial_social = render_financial_social_section()
financial_social = render_financial_social_section(preset)
# Academic performance
academic_performance = render_academic_performance_section(preset)
data/Data_Dictionary.xlsx
BIN
View File
Binary file not shown.
data/~$Data_Dictionary.xlsx
BIN
View File
Binary file not shown.
src/components/form_components.py
+22 -7
View File
@@ -58,7 +58,8 @@ def render_personal_info_section(preset: str, feature_maps: Dict) -> Dict[str, A
nationality = st.selectbox(
"Nationality",
[1, 2, 6, 11, 13, 14, 17, 21, 22, 24, 25, 26, 32, 41, 62, 100, 101, 103, 105, 108, 109],
options=list(feature_maps['nationality'].keys()),
format_func=lambda x: feature_maps['nationality'][x],
index=0
)
@@ -143,34 +144,40 @@ def render_academic_background_section(preset: str, feature_maps: Dict) -> Dict[
}
def render_family_background_section(feature_maps: Dict) -> Dict[str, Any]:
def render_family_background_section(preset: str, feature_maps: Dict) -> Dict[str, Any]:
"""Render family background input section"""
st.markdown('<div class="section-divider"></div>', unsafe_allow_html=True)
st.markdown("### 👨‍👩‍👧‍👦 Family Background")
st.markdown('<div class="info-box">Parent education and occupation information</div>', unsafe_allow_html=True)
defaults = PRESET_CONFIGURATIONS[preset]
mothers_qualification = st.selectbox(
"Mother's Qualification",
options=list(feature_maps['qualification'].keys()),
format_func=lambda x: feature_maps['qualification'].get(x, f"Qualification {x}")
format_func=lambda x: feature_maps['qualification'].get(x, f"Qualification {x}"),
index=list(feature_maps['qualification'].keys()).index(defaults["mothers_qualification"]) if defaults["mothers_qualification"] in feature_maps['qualification'] else 0
)
fathers_qualification = st.selectbox(
"Father's Qualification",
options=list(feature_maps['qualification'].keys()),
format_func=lambda x: feature_maps['qualification'].get(x, f"Qualification {x}")
format_func=lambda x: feature_maps['qualification'].get(x, f"Qualification {x}"),
index=list(feature_maps['qualification'].keys()).index(defaults["fathers_qualification"]) if defaults["fathers_qualification"] in feature_maps['qualification'] else 0
)
mothers_occupation = st.selectbox(
"Mother's Occupation",
options=list(feature_maps['occupation'].keys()),
format_func=lambda x: feature_maps['occupation'].get(x, f"Occupation {x}")
format_func=lambda x: feature_maps['occupation'].get(x, f"Occupation {x}"),
index=list(feature_maps['occupation'].keys()).index(defaults["mothers_occupation"]) if defaults["mothers_occupation"] in feature_maps['occupation'] else 0
)
fathers_occupation = st.selectbox(
"Father's Occupation",
options=list(feature_maps['occupation'].keys()),
format_func=lambda x: feature_maps['occupation'].get(x, f"Occupation {x}")
format_func=lambda x: feature_maps['occupation'].get(x, f"Occupation {x}"),
index=list(feature_maps['occupation'].keys()).index(defaults["fathers_occupation"]) if defaults["fathers_occupation"] in feature_maps['occupation'] else 0
)
return {
@@ -181,31 +188,36 @@ def render_family_background_section(feature_maps: Dict) -> Dict[str, Any]:
}
def render_financial_social_section() -> Dict[str, Any]:
def render_financial_social_section(preset: str) -> Dict[str, Any]:
"""Render financial and social factors input section"""
st.markdown('<div class="section-divider"></div>', unsafe_allow_html=True)
st.markdown("### 💰 Financial & Social")
st.markdown('<div class="info-box">Student financial status and special circumstances</div>',
unsafe_allow_html=True)
defaults = PRESET_CONFIGURATIONS[preset]
col1, col2 = st.columns(2)
with col1:
displaced = st.radio(
"Displaced Student",
[0, 1],
format_func=lambda x: "No" if x == 0 else "Yes",
index=defaults["displaced"],
horizontal=True
)
educational_special_needs = st.radio(
"Educational Special Needs",
[0, 1],
format_func=lambda x: "No" if x == 0 else "Yes",
index=defaults["educational_special_needs"],
horizontal=True
)
debtor = st.radio(
"Has Outstanding Debts",
[0, 1],
format_func=lambda x: "No" if x == 0 else "Yes",
index=defaults["debtor"],
horizontal=True
)
with col2:
@@ -213,18 +225,21 @@ def render_financial_social_section() -> Dict[str, Any]:
"Tuition Fees Up to Date",
[0, 1],
format_func=lambda x: "No" if x == 0 else "Yes",
index=defaults["tuition_fees_up_to_date"],
horizontal=True
)
scholarship_holder = st.radio(
"Scholarship Holder",
[0, 1],
format_func=lambda x: "No" if x == 0 else "Yes",
index=defaults["scholarship_holder"],
horizontal=True
)
international = st.radio(
"International Student",
[0, 1],
format_func=lambda x: "No" if x == 0 else "Yes",
index=defaults["international"],
horizontal=True
)
src/config/mappings.py
+96 -22
View File
@@ -17,19 +17,19 @@ def create_feature_mappings():
6: "Legally Separated",
}
# Application mode mapping
# Application mode mapping (from data dictionary)
application_mode_map = {
1: "1st Phase - General Contingent",
1: "1st phase - general contingent",
2: "Ordinance No. 612/93",
5: "1st Phase - Special Contingent (Azores)",
7: "Holders of Other Higher Courses",
5: "1st phase - special contingent (Azores Island)",
7: "Holders of other higher courses",
10: "Ordinance No. 854-B/99",
15: "International Student (Bachelor)",
16: "1st Phase - Special Contingent (Madeira)",
17: "2nd Phase - General Contingent",
18: "3rd Phase - General Contingent",
26: "Ordinance No. 533-A/99, item b2",
27: "Ordinance No. 533-A/99, item b3",
15: "International student (bachelor)",
16: "1st phase - special contingent (Madeira Island)",
17: "2nd phase - general contingent",
18: "3rd phase - general contingent",
26: "Ordinance No. 533-A/99, item b2 (Different Plan)",
27: "Ordinance No. 533-A/99, item b3 (Other Institution)",
39: "Over 23 years old",
42: "Transfer",
43: "Change of course",
@@ -60,7 +60,7 @@ def create_feature_mappings():
9991: "Management (evening attendance)",
}
# Previous qualification mapping
# Previous qualification mapping (from data dictionary)
qualification_map = {
1: "Secondary education",
2: "Higher education - bachelor's degree",
@@ -77,7 +77,7 @@ def create_feature_mappings():
38: "Basic education 2nd cycle (6th/7th/8th year) or equiv.",
39: "Technological specialization course",
40: "Higher education - degree (1st cycle)",
42: "Professional course",
42: "Professional higher technical course",
43: "Higher education - master (2nd cycle)",
}
@@ -117,12 +117,38 @@ def create_feature_mappings():
194: "Meal preparation assistants",
}
# Nationality mapping (from data dictionary)
nationality_map = {
1: "Portuguese",
2: "German",
6: "Spanish",
11: "Italian",
13: "Dutch",
14: "English",
17: "Lithuanian",
21: "Angolan",
22: "Cape Verdean",
24: "Guinean",
25: "Mozambican",
26: "Santomean",
32: "Turkish",
41: "Brazilian",
62: "Romanian",
100: "Moldova (Republic of)",
101: "Mexican",
103: "Ukrainian",
105: "Russian",
108: "Cuban",
109: "Colombian",
}
return {
"marital_status": marital_status_map,
"application_mode": application_mode_map,
"course": course_map,
"qualification": qualification_map,
"occupation": occupation_map,
"nationality": nationality_map,
}
@@ -136,15 +162,39 @@ PRESET_CONFIGURATIONS = {
"course": 9254,
"prev_grade": 120,
"adm_grade": 120,
# Family background
"mothers_qualification": 1, # Secondary education
"fathers_qualification": 1, # Secondary education
"mothers_occupation": 4, # Administrative staff
"fathers_occupation": 7, # Skilled workers
# Financial & social
"displaced": 0,
"educational_special_needs": 0,
"debtor": 0,
"tuition_fees_up_to_date": 1,
"scholarship_holder": 0,
"international": 0,
},
"Typical Graduate Student": {
"age": 19,
"gender": 1,
"marital": 1,
"app_mode": 15,
"course": 9254,
"prev_grade": 160,
"adm_grade": 142,
"age": 18, # Slightly younger, traditional student age
"gender": 0, # Female students often have slightly higher graduation rates
"marital": 1, # Single
"app_mode": 1, # 1st phase general contingent (most competitive)
"course": 9500, # Nursing (typically high graduation rate)
"prev_grade": 170, # Higher previous qualification grade
"adm_grade": 150, # Higher admission grade
# Family background
"mothers_qualification": 2, # Higher education - bachelor's degree
"fathers_qualification": 2, # Higher education - bachelor's degree
"mothers_occupation": 2, # Specialists in intellectual activities
"fathers_occupation": 2, # Specialists in intellectual activities
# Financial & social
"displaced": 0,
"educational_special_needs": 0,
"debtor": 0,
"tuition_fees_up_to_date": 1,
"scholarship_holder": 1, # Has scholarship (positive factor)
"international": 0,
},
"At-Risk Student": {
"age": 22,
@@ -154,15 +204,39 @@ PRESET_CONFIGURATIONS = {
"course": 171,
"prev_grade": 100,
"adm_grade": 110,
# Family background
"mothers_qualification": 19, # Basic education 3rd cycle
"fathers_qualification": 19, # Basic education 3rd cycle
"mothers_occupation": 9, # Unskilled workers
"fathers_occupation": 9, # Unskilled workers
# Financial & social
"displaced": 0,
"educational_special_needs": 0,
"debtor": 1, # Has debts (risk factor)
"tuition_fees_up_to_date": 0, # Behind on tuition
"scholarship_holder": 0,
"international": 0,
},
"International Student": {
"age": 21,
"gender": 0,
"marital": 1,
"app_mode": 1,
"app_mode": 15, # International student (bachelor)
"course": 9238,
"prev_grade": 135,
"adm_grade": 130,
# Family background
"mothers_qualification": 2, # Higher education - bachelor's degree
"fathers_qualification": 2, # Higher education - bachelor's degree
"mothers_occupation": 2, # Specialists in intellectual activities
"fathers_occupation": 2, # Specialists in intellectual activities
# Financial & social
"displaced": 0,
"educational_special_needs": 0,
"debtor": 0,
"tuition_fees_up_to_date": 1,
"scholarship_holder": 0,
"international": 1, # Is international student
},
}
@@ -190,7 +264,7 @@ ACADEMIC_DEFAULTS = {
"1st_sem": {
"enrolled": 6,
"approved": 6,
"grade": 14,
"grade": 16, # Higher grade (closer to maximum of 20)
"credited": 0,
"evaluations": 6,
"without": 0,
@@ -198,7 +272,7 @@ ACADEMIC_DEFAULTS = {
"2nd_sem": {
"enrolled": 6,
"approved": 6,
"grade": 14,
"grade": 16, # Higher grade (closer to maximum of 20)
"credited": 0,
"evaluations": 6,
"without": 0,