update

app.py

@@ -85,16 +85,25 @@ def show_info(topic):
     }
     return responses.get(topic, "Select a category to see the corresponding careers.")
 
-# Resources Page Info
+# Resources Page Info - UPDATED
 def resource_block(career):
     resources = {
         "AI/Machine Learning Engineer": {
             "links": [
                 ("Neural Networks – DeepLearning.AI", "https://www.deeplearning.ai"),
                 ("Build ML Models – Fast.ai", "https://www.fast.ai"),
-                ("ML Theory – Stanford CS229", "https://cs229.stanford.edu/")
+                ("Machine Learning – Stanford CS229", "https://cs229.stanford.edu/")
             ],
-            "video": "https://www.youtube.com/embed/5NgNicANyqM"
+            "college": {
+                "major": "Computer Science, Data Science",
+                "classes": [
+                    "CS50: Introduction to Computer Science (Harvard)",
+                    "Linear Algebra",
+                    "Probability and Statistics",
+                    "Machine Learning (Stanford CS229)",
+                    "Algorithms"
+                ]
+            }
         },
         "Data Scientist": {
             "links": [
@@ -102,31 +111,67 @@ def resource_block(career):
                 ("R Programming – Harvard Data Science", "https://online-learning.harvard.edu/series/data-science"),
                 ("Project Practice – DataCamp", "https://www.datacamp.com")
             ],
-            "video": "https://www.youtube.com/embed/xC-c7E5PK0Y"
+            "college": {
+                "major": "Data Science, Statistics, Computer Science",
+                "classes": [
+                    "Introduction to Data Science",
+                    "Statistics and Probability",
+                    "Data Mining",
+                    "Machine Learning",
+                    "Database Systems"
+                ]
+            }
         },
         "Cloud Solutions Architect": {
             "links": [
                 ("AWS Skills – AWS Training", "https://aws.amazon.com/training/"),
-                ("Azure Certs – Microsoft Learn", "https://learn.microsoft.com/en-us/certifications/"),
-                ("GCP Labs – Google Cloud Boost", "https://cloudskillsboost.google/")
+                ("Azure Certifications – Microsoft Learn", "https://learn.microsoft.com/en-us/certifications/"),
+                ("Google Cloud Labs – Google Cloud Boost", "https://cloudskillsboost.google/")
             ],
-            "video": "https://www.youtube.com/embed/Y1OVgGIGvfc"
+            "college": {
+                "major": "Computer Science, Information Technology",
+                "classes": [
+                    "Cloud Computing Fundamentals",
+                    "Computer Networks",
+                    "Systems Design",
+                    "Information Security",
+                    "Operating Systems"
+                ]
+            }
         },
         "Cybersecurity Analyst": {
             "links": [
                 ("Network Security – Cybrary", "https://www.cybrary.it"),
-                ("Threat Intel – MITRE ATT&CK", "https://attack.mitre.org/"),
+                ("Threat Intelligence – MITRE ATT&CK", "https://attack.mitre.org/"),
                 ("Ethical Hacking – TryHackMe", "https://tryhackme.com")
             ],
-            "video": "https://www.youtube.com/embed/9fWjKkFvQxg"
+            "college": {
+                "major": "Cybersecurity, Computer Science, Information Security",
+                "classes": [
+                    "Network Security",
+                    "Cryptography",
+                    "Ethical Hacking",
+                    "Operating Systems",
+                    "Incident Response"
+                ]
+            }
         },
-        "Statisticians": {
+        "Statistician": {
             "links": [
-                ("Intro to Stats – Coursera (R)", "https://www.coursera.org/specializations/statistics"),
+                ("Intro to Statistics – Coursera (R)", "https://www.coursera.org/specializations/statistics"),
                 ("Probability – Khan Academy", "https://www.khanacademy.org/math/statistics-probability"),
                 ("Statistical Tools – OpenIntro", "https://www.openintro.org/book/os/")
             ],
-            "video": "https://www.youtube.com/embed/xxpc-HPKN28"
+            "college": {
+                "major": "Statistics, Mathematics",
+                "classes": [
+                    "Probability Theory",
+                    "Statistical Inference",
+                    "Regression Analysis",
+                    "Experimental Design",
+                    "Data Analysis with R"
+                ]
+            }
         },
         "Biomedical Engineer": {
             "links": [
@@ -134,7 +179,237 @@ def resource_block(career):
                 ("Medical Devices – edX Courses", "https://www.edx.org/learn/biomedical-engineering"),
                 ("Clinical Trials – NIH", "https://www.nih.gov/")
             ],
-            "video": "https://www.youtube.com/embed/NM5EekDaF3g"
+            "college": {
+                "major": "Biomedical Engineering, Bioengineering",
+                "classes": [
+                    "Biomaterials",
+                    "Human Physiology",
+                    "Medical Instrumentation",
+                    "Biomechanics",
+                    "Tissue Engineering"
+                ]
+            }
+        },
+        "Mechanical Engineer": {
+            "links": [
+                ("CAD Design – Coursera", "https://www.coursera.org/learn/cad-design"),
+                ("Thermodynamics – MIT OpenCourseWare", "https://ocw.mit.edu/courses/thermodynamics"),
+                ("Materials Science Basics – edX", "https://www.edx.org/course/material-science")
+            ],
+            "college": {
+                "major": "Mechanical Engineering",
+                "classes": [
+                    "Thermodynamics",
+                    "Fluid Mechanics",
+                    "Materials Science",
+                    "Computer-Aided Design (CAD)",
+                    "Dynamics and Control"
+                ]
+            }
+        },
+        "Environmental Scientist": {
+            "links": [
+                ("Environmental Science – Khan Academy", "https://www.khanacademy.org/science/biology/ecology"),
+                ("GIS Basics – Esri Training", "https://www.esri.com/training/catalog/57630435851d31e02a43f1c5/gis-basics/"),
+                ("Data Analysis – Coursera", "https://www.coursera.org/learn/data-analysis")
+            ],
+            "college": {
+                "major": "Environmental Science, Ecology",
+                "classes": [
+                    "Ecology",
+                    "Environmental Chemistry",
+                    "Geographic Information Systems (GIS)",
+                    "Data Analysis",
+                    "Environmental Policy"
+                ]
+            }
+        },
+        "Operations Research Analyst": {
+            "links": [
+                ("Linear Programming – Khan Academy", "https://www.khanacademy.org/computing/computer-science/algorithms"),
+                ("Optimization – MIT OpenCourseWare", "https://ocw.mit.edu/courses/optimization-methods"),
+                ("Statistics – Harvard Online", "https://online-learning.harvard.edu/course/statistics-and-r")
+            ],
+            "college": {
+                "major": "Operations Research, Applied Mathematics",
+                "classes": [
+                    "Optimization Theory",
+                    "Linear Programming",
+                    "Probability",
+                    "Statistics",
+                    "Simulation Modeling"
+                ]
+            }
+        },
+        "Mathematician": {
+            "links": [
+                ("Abstract Algebra – MIT OpenCourseWare", "https://ocw.mit.edu/courses/abstract-algebra"),
+                ("Calculus – Khan Academy", "https://www.khanacademy.org/math/calculus-1"),
+                ("Proof Techniques – Coursera", "https://www.coursera.org/learn/proofs")
+            ],
+            "college": {
+                "major": "Mathematics",
+                "classes": [
+                    "Algebra",
+                    "Calculus",
+                    "Real Analysis",
+                    "Abstract Algebra",
+                    "Proof Writing"
+                ]
+            }
+        },
+        "Chemical Engineer": {
+            "links": [
+                ("Chemical Process Principles – MIT OCW", "https://ocw.mit.edu/courses/chemical-engineering"),
+                ("Organic Chemistry – Khan Academy", "https://www.khanacademy.org/science/organic-chemistry"),
+                ("Thermodynamics – Coursera", "https://www.coursera.org/learn/thermodynamics")
+            ],
+            "college": {
+                "major": "Chemical Engineering",
+                "classes": [
+                    "Organic Chemistry",
+                    "Thermodynamics",
+                    "Process Design",
+                    "Fluid Mechanics",
+                    "Chemical Reaction Engineering"
+                ]
+            }
+        },
+        "Civil Engineer": {
+            "links": [
+                ("Structural Analysis – Coursera", "https://www.coursera.org/learn/structural-analysis"),
+                ("Construction Management – edX", "https://www.edx.org/course/construction-management"),
+                ("AutoCAD – LinkedIn Learning", "https://www.linkedin.com/learning/topics/autocad")
+            ],
+            "college": {
+                "major": "Civil Engineering",
+                "classes": [
+                    "Structural Analysis",
+                    "Construction Materials",
+                    "Soil Mechanics",
+                    "AutoCAD",
+                    "Hydraulics"
+                ]
+            }
+        },
+        "Electrical Engineer": {
+            "links": [
+                ("Circuits and Electronics – MIT OCW", "https://ocw.mit.edu/courses/electrical-engineering-and-computer-science"),
+                ("Signals and Systems – Coursera", "https://www.coursera.org/learn/signals-systems"),
+                ("Electromagnetics – Khan Academy", "https://www.khanacademy.org/science/electrical-engineering")
+            ],
+            "college": {
+                "major": "Electrical Engineering",
+                "classes": [
+                    "Circuits",
+                    "Signals and Systems",
+                    "Electromagnetics",
+                    "Control Systems",
+                    "Digital Logic Design"
+                ]
+            }
+        },
+        "Software Developer": {
+            "links": [
+                ("CS50 – Harvard", "https://cs50.harvard.edu"),
+                ("Learn to Code – Codecademy", "https://www.codecademy.com/catalog/subject/all"),
+                ("Algorithms – Coursera", "https://www.coursera.org/learn/algorithms-part1")
+            ],
+            "college": {
+                "major": "Computer Science, Software Engineering",
+                "classes": [
+                    "Introduction to Computer Science (CS50)",
+                    "Data Structures and Algorithms",
+                    "Operating Systems",
+                    "Software Engineering",
+                    "Databases"
+                ]
+            }
+        },
+        "Pharmacist": {
+            "links": [
+                ("Pharmacology Basics – Coursera", "https://www.coursera.org/learn/pharmacology"),
+                ("Drug Development – edX", "https://www.edx.org/course/drug-development"),
+                ("Pharmacy Practice – FutureLearn", "https://www.futurelearn.com/courses/pharmacy-practice")
+            ],
+            "college": {
+                "major": "Pharmacy, Pharmaceutical Sciences",
+                "classes": [
+                    "Pharmacology",
+                    "Medicinal Chemistry",
+                    "Pharmaceutical Calculations",
+                    "Pharmaceutics",
+                    "Clinical Pharmacy"
+                ]
+            }
+        },
+        "Physicist": {
+            "links": [
+                ("Classical Mechanics – MIT OCW", "https://ocw.mit.edu/courses/physics"),
+                ("Quantum Mechanics – edX", "https://www.edx.org/course/quantum-mechanics"),
+                ("Thermodynamics – Khan Academy", "https://www.khanacademy.org/science/physics/thermodynamics")
+            ],
+            "college": {
+                "major": "Physics",
+                "classes": [
+                    "Classical Mechanics",
+                    "Quantum Mechanics",
+                    "Thermodynamics",
+                    "Electromagnetism",
+                    "Mathematical Methods for Physicists"
+                ]
+            }
+        },
+        "Astronomer": {
+            "links": [
+                ("Introduction to Astronomy – Coursera", "https://www.coursera.org/learn/astronomy"),
+                ("Astrophysics – edX", "https://www.edx.org/course/astrophysics"),
+                ("Cosmology – Khan Academy", "https://www.khanacademy.org/science/cosmology-and-astronomy")
+            ],
+            "college": {
+                "major": "Astronomy, Astrophysics, Physics",
+                "classes": [
+                    "Introduction to Astronomy",
+                    "Astrophysics",
+                    "Cosmology",
+                    "Observational Astronomy",
+                    "Data Analysis in Astronomy"
+                ]
+            }
+        },
+        "Geologist": {
+            "links": [
+                ("Physical Geology – OpenStax", "https://openstax.org/details/books/physical-geology"),
+                ("Geochemistry – Coursera", "https://www.coursera.org/learn/geochemistry"),
+                ("GIS Mapping – Esri Training", "https://www.esri.com/training/catalog/57630435851d31e02a43f1c5/gis-basics/")
+            ],
+            "college": {
+                "major": "Geology, Earth Science",
+                "classes": [
+                    "Physical Geology",
+                    "Mineralogy and Petrology",
+                    "Geochemistry",
+                    "GIS and Remote Sensing",
+                    "Structural Geology"
+                ]
+            }
+        },
+        "Biochemist": {
+            "links": [
+                ("Biochemistry – MIT OCW", "https://ocw.mit.edu/courses/biochemistry"),
+                ("Molecular Biology – Coursera", "https://www.coursera.org/learn/molecular-biology"),
+                ("Enzymology – Khan Academy", "https://www.khanacademy.org/science/biology")
+            ],
+            "college": {
+                "major": "Biochemistry, Molecular Biology",
+                "classes": [
+                    "General Biochemistry",
+                    "Molecular Biology",
+                    "Enzymology",
+                    "Cell Biology",
+                    "Genetics"
+                ]
+            }
         }
     }
 
@@ -147,13 +422,21 @@ def resource_block(career):
         link_html += f'<li><strong>{label}</strong>: <a href="{url}" target="_blank">{url}</a></li>'
     link_html += "</ul>"
 
-    video_iframe = (
-        f'<iframe width="560" height="315" src="{content["video"]}" '
-        'title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; '
-        'clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>'
-    )
+    college_html = ""
+    if "college" in content:
+        college = content["college"]
+        college_html += "<p><strong>College & Classes</strong></p><ul>"
+        college_html += f"<li><em>Common Major(s):</em> {college['major']}</li>"
+        classes_list = college.get("classes", [])
+        if isinstance(classes_list, list):
+            classes_html = ", ".join(classes_list)
+        else:
+            classes_html = str(classes_list)
+        college_html += f"<li><em>Helpful College Classes:</em> {classes_html}</li>"
+        college_html += "</ul>"
 
-    return link_html, video_iframe
+    # No video iframe, just empty string for second output
+    return link_html + college_html, ""
 
 # UI Layout
 with gr.Blocks(theme=theme, css=custom_css) as chatbot:
@@ -194,8 +477,21 @@ with gr.Blocks(theme=theme, css=custom_css) as chatbot:
                 "Data Scientist",
                 "Cloud Solutions Architect",
                 "Cybersecurity Analyst",
-                "Statisticians",
-                "Biomedical Engineer"
+                "Statistician",
+                "Biomedical Engineer",
+                "Mechanical Engineer",
+                "Environmental Scientist",
+                "Operations Research Analyst",
+                "Mathematician",
+                "Chemical Engineer",
+                "Civil Engineer",
+                "Electrical Engineer",
+                "Software Developer",
+                "Pharmacist",
+                "Physicist",
+                "Astronomer",
+                "Geologist",
+                "Biochemist"
             ],
             label="Choose a Career"
         )
@@ -209,3 +505,4 @@ with gr.Blocks(theme=theme, css=custom_css) as chatbot:
 
 chatbot.launch()
 
+