ephemere/python/cohort/generate_member_files.py

import json

BLOCK_EMOJIS = {"mornings": "🌅", "afternoons": "☀️", "evenings": "🌆", "nights": "🌙"}


def load_all_data():
    """Load all evaluation data files"""
    with open("discord_verification.json") as f:
        verification = json.load(f)

    with open("proficiency_evaluations.json") as f:
        proficiency = json.load(f)

    with open("availability_analysis.json") as f:
        availability = json.load(f)

    with open("leadership_candidates.json") as f:
        candidates = json.load(f)

    with open("leadership_evaluations.json") as f:
        leadership = json.load(f)

    return verification, proficiency, availability, candidates, leadership


def build_lookup_dicts(verification, proficiency, availability, leadership):
    """Build lookup dictionaries by discord_id"""
    verified_usernames = {v[0]: v[1] for v in verification["verified"]}

    prof_by_id = {p["discord_id"]: p for p in proficiency}

    avail_by_id = {a["discord_id"]: a for a in availability}

    lead_by_id = {l["discord_id"]: l for l in leadership}

    return verified_usernames, prof_by_id, avail_by_id, lead_by_id


def format_availability_blocks(blocks):
    """Format availability blocks with emojis"""
    if not blocks:
        return "No consistent availability"

    formatted = []
    for block in ["mornings", "afternoons", "evenings", "nights"]:
        if block in blocks:
            formatted.append(f"{BLOCK_EMOJIS[block]} {block.capitalize()}")
    return ", ".join(formatted)


def format_tech_stack(tech_stack):
    """Format tech stack list"""
    if not tech_stack:
        return "Not specified"
    return ", ".join(sorted(tech_stack))


def generate_participants_md(
    non_leader_ids, verified_usernames, prof_by_id, avail_by_id
):
    """Generate participants.md for non-leaders"""
    lines = [
        "# Cohort Participants",
        "",
        f"**Total Participants**: {len(non_leader_ids)}",
        "",
        "---",
        "",
    ]

    beginner_count = 0
    intermediate_count = 0
    advanced_count = 0

    for discord_id in sorted(non_leader_ids):
        if discord_id not in verified_usernames:
            continue

        username = verified_usernames.get(discord_id, "Unknown")
        prof = prof_by_id.get(discord_id, {})
        avail = avail_by_id.get(discord_id, {})

        proficiency = prof.get("final_proficiency", "unknown")
        tech_stack = prof.get("tech_stack", [])
        blocks = avail.get("available_blocks", [])
        notes = prof.get("notes", [])

        if proficiency == "beginner":
            beginner_count += 1
        elif proficiency == "intermediate":
            intermediate_count += 1
        elif proficiency == "advanced":
            advanced_count += 1

        lines.append(f"## {discord_id}")
        lines.append(f"**Username**: @{username}")
        lines.append(f"**Technical Proficiency**: {proficiency.capitalize()}")
        lines.append(f"**Tech Stack**: {format_tech_stack(tech_stack)}")
        lines.append(f"**Availability**: {format_availability_blocks(blocks)}")
        if notes:
            lines.append(f"**Notes**: {', '.join(notes)}")
        lines.append("")

    verified_count = len([d for d in non_leader_ids if d in verified_usernames])
    summary = [
        "# Cohort Participants",
        "",
        f"**Total Participants**: {verified_count}",
        "",
        "### Proficiency Breakdown",
        f"- Beginner: {beginner_count}",
        f"- Intermediate: {intermediate_count}",
        f"- Advanced: {advanced_count}",
        "",
        "---",
        "",
    ]

    return "\n".join(summary + lines[6:])


def leadership_fit_label(score):
    """Convert leadership score to label"""
    if score >= 6:
        return "Excellent"
    elif score >= 4:
        return "Good"
    elif score >= 2:
        return "Adequate"
    else:
        return "Needs Review"


def generate_leaders_md(
    leader_ids, verified_usernames, prof_by_id, avail_by_id, lead_by_id
):
    """Generate leaders.md for leadership candidates"""
    verified_leaders = [id for id in leader_ids if id in verified_usernames]

    lines = [
        "# Cohort Leaders",
        "",
        f"**Total Leaders**: {len(verified_leaders)}",
        "",
        "---",
        "",
    ]

    sorted_leaders = sorted(
        verified_leaders,
        key=lambda x: lead_by_id.get(x, {}).get("leadership_score", 0),
        reverse=True,
    )

    for discord_id in sorted_leaders:
        username = verified_usernames.get(discord_id, "Unknown")
        prof = prof_by_id.get(discord_id, {})
        avail = avail_by_id.get(discord_id, {})
        lead = lead_by_id.get(discord_id, {})

        proficiency = prof.get("final_proficiency", "unknown")
        tech_stack = prof.get("tech_stack", [])
        blocks = avail.get("available_blocks", [])

        leadership_score = lead.get("leadership_score", 0)
        leadership_fit = lead.get("leadership_fit", "unknown")
        leadership_notes = lead.get("notes", [])
        prof_notes = prof.get("notes", [])

        lines.append(f"## {discord_id}")
        lines.append(f"**Username**: @{username}")
        fit = leadership_fit.capitalize()
        lines.append(f"**Leadership Fit**: {fit} (Score: {leadership_score})")
        lines.append(f"**Technical Proficiency**: {proficiency.capitalize()}")
        lines.append(f"**Tech Stack**: {format_tech_stack(tech_stack)}")
        lines.append(f"**Availability**: {format_availability_blocks(blocks)}")
        if leadership_notes:
            lines.append(f"**Leadership Notes**: {', '.join(leadership_notes)}")
        if prof_notes:
            lines.append(f"**Technical Notes**: {', '.join(prof_notes)}")
        lines.append("")

    excellent = sum(
        1
        for id in verified_leaders
        if lead_by_id.get(id, {}).get("leadership_fit") == "excellent"
    )
    good = sum(
        1
        for id in verified_leaders
        if lead_by_id.get(id, {}).get("leadership_fit") == "good"
    )
    adequate = sum(
        1
        for id in verified_leaders
        if lead_by_id.get(id, {}).get("leadership_fit") == "adequate"
    )

    summary = [
        "# Cohort Leaders",
        "",
        f"**Total Leaders**: {len(verified_leaders)}",
        "",
        "### Leadership Fit Breakdown",
        f"- Excellent: {excellent}",
        f"- Good: {good}",
        f"- Adequate: {adequate}",
        "",
        "---",
        "",
    ]

    return "\n".join(summary + lines[6:])


def main():
    verification, proficiency, availability, candidates, leadership = load_all_data()

    verified_usernames, prof_by_id, avail_by_id, lead_by_id = build_lookup_dicts(
        verification, proficiency, availability, leadership
    )

    leader_ids = set(candidates["leaders"])
    non_leader_ids = set(candidates["non_leaders"])

    verified_ids = set(verified_usernames.keys())
    leader_ids = leader_ids & verified_ids
    non_leader_ids = non_leader_ids & verified_ids

    participants_md = generate_participants_md(
        non_leader_ids, verified_usernames, prof_by_id, avail_by_id
    )
    with open("participants.md", "w") as f:
        f.write(participants_md)
    print(f"Generated participants.md with {len(non_leader_ids)} participants")

    leaders_md = generate_leaders_md(
        leader_ids, verified_usernames, prof_by_id, avail_by_id, lead_by_id
    )
    with open("leaders.md", "w") as f:
        f.write(leaders_md)
    print(f"Generated leaders.md with {len(leader_ids)} leaders")


if __name__ == "__main__":
    main()