| |
| """Render the Substack-ready lexical pivots card from curated excerpt rows.""" |
|
|
| from __future__ import annotations |
|
|
| import argparse |
| import json |
| import sys |
| from pathlib import Path |
| from typing import Any |
|
|
| from PIL import Image, ImageDraw, ImageFont |
|
|
| WIDTH = 1500 |
| SCALE = 2 |
|
|
| FONT_PATHS = { |
| "georgia": "/System/Library/Fonts/Supplemental/Georgia.ttf", |
| "georgia_bold": "/System/Library/Fonts/Supplemental/Georgia Bold.ttf", |
| "arial": "/System/Library/Fonts/Supplemental/Arial.ttf", |
| "arial_bold": "/System/Library/Fonts/Supplemental/Arial Bold.ttf", |
| } |
|
|
| DISPLAY_ROWS = [ |
| { |
| "rank": "1", |
| "ticker": "NKE", |
| "display_name": "Nike", |
| "rows": [ |
| ("Pricing", "pricing_power", "reduced promotional activity", "digital is still too promotional"), |
| ("Inventory", "inventory", "clean marketplace inventory levels", "Markdowns across the marketplace remain elevated"), |
| ("Inventory", "inventory", "clean marketplace inventory levels", "elevated inventory"), |
| ], |
| }, |
| { |
| "rank": "2", |
| "ticker": "IR", |
| "display_name": "Ingersoll Rand", |
| "rows": [ |
| ("Demand", "demand", "finished the year strong", "longer cycle projects being delayed"), |
| ("Pricing", "pricing_power", "targeted pricing actions", "demand elasticity based on price"), |
| ("Guidance", "guidance_answer_drop", "we expect Q1 organic to be", "order recovery throughout the year"), |
| ], |
| }, |
| { |
| "rank": "3", |
| "ticker": "ALGN", |
| "display_name": "Align Technology", |
| "rows": [ |
| ("Demand", "demand", "strong growth", "retail channel continued to be mixed"), |
| ("Demand", "demand", "continued strength", "less patient traffic"), |
| ("Guidance", "guidance", "future events and product outlook", "puts and takes as you go through any quarter"), |
| ], |
| }, |
| ] |
|
|
|
|
| def load_jsonl(path: Path) -> list[dict[str, Any]]: |
| rows: list[dict[str, Any]] = [] |
| with path.open("r", encoding="utf-8") as handle: |
| for line in handle: |
| line = line.strip() |
| if line: |
| rows.append(json.loads(line)) |
| return rows |
|
|
|
|
| def find_excerpt(rows: list[dict[str, Any]], ticker: str, finding: str, prior: str, latest: str) -> dict[str, Any]: |
| for row in rows: |
| if ( |
| row.get("ticker") == ticker |
| and row.get("finding") == finding |
| and row.get("prior_excerpt") == prior |
| and row.get("latest_excerpt") == latest |
| ): |
| return row |
| raise RuntimeError(f"Missing excerpt row for {ticker} {finding}: {prior!r} -> {latest!r}") |
|
|
|
|
| def font(name: str, size: int) -> ImageFont.FreeTypeFont: |
| path = FONT_PATHS[name] |
| if not Path(path).exists(): |
| raise RuntimeError(f"Required font missing: {path}") |
| return ImageFont.truetype(path, size * SCALE) |
|
|
|
|
| def draw_wrapped( |
| draw: ImageDraw.ImageDraw, |
| text: str, |
| x: int, |
| y: int, |
| font_obj: ImageFont.FreeTypeFont, |
| fill: str, |
| width: int, |
| line_gap: int = 5, |
| max_lines: int = 2, |
| ) -> int: |
| words = text.split() |
| lines: list[str] = [] |
| line = "" |
| for word in words: |
| test = (line + " " + word).strip() |
| if draw.textlength(test, font=font_obj) <= width: |
| line = test |
| else: |
| if line: |
| lines.append(line) |
| line = word |
| if line: |
| lines.append(line) |
| lines = lines[:max_lines] |
| yy = y |
| bbox = draw.textbbox((0, 0), "Ag", font=font_obj) |
| line_height = bbox[3] - bbox[1] + line_gap * SCALE |
| for line in lines: |
| draw.text((x, yy), line, font=font_obj, fill=fill) |
| yy += line_height |
| return yy |
|
|
|
|
| def render(input_path: Path, output_path: Path) -> None: |
| excerpts = load_jsonl(input_path) |
|
|
| height = 1800 |
| image = Image.new("RGB", (WIDTH * SCALE, height * SCALE), "#fbfaf7") |
| draw = ImageDraw.Draw(image) |
|
|
| title_font = font("georgia_bold", 54) |
| sub_font = font("arial", 23) |
| company_font = font("georgia_bold", 31) |
| label_font = font("arial_bold", 16) |
| theme_font = font("arial_bold", 15) |
| quote_font = font("georgia", 24) |
| footer_font = font("arial", 15) |
| rank_font = font("arial_bold", 19) |
|
|
| colors = { |
| "bg": "#fbfaf7", |
| "ink": "#151515", |
| "muted": "#6a655e", |
| "line": "#dedbd4", |
| "prior": "#2f5b72", |
| "latest": "#9c2f2f", |
| "prior_bg": "#f1f7fa", |
| "latest_bg": "#fff2ef", |
| "card": "#ffffff", |
| } |
|
|
| def rounded(box: tuple[int, int, int, int], fill: str, outline: str | None = None, radius: int = 18) -> None: |
| draw.rounded_rectangle( |
| [int(value) for value in box], |
| radius=radius * SCALE, |
| fill=fill, |
| outline=outline, |
| width=SCALE if outline else 1, |
| ) |
|
|
| draw.rectangle([0, 0, WIDTH * SCALE, height * SCALE], fill=colors["bg"]) |
| draw.rectangle([0, 0, 14 * SCALE, height * SCALE], fill=colors["latest"]) |
|
|
| x0 = 78 * SCALE |
| y = 58 * SCALE |
| draw.text((x0, y), "Example lexical pivots from recent calls", font=title_font, fill=colors["ink"]) |
| y += 66 * SCALE |
| draw.text( |
| (x0, y), |
| "Prior-quarter language on the left. Latest-quarter language on the right.", |
| font=sub_font, |
| fill=colors["muted"], |
| ) |
| y += 58 * SCALE |
|
|
| rounded((x0, y, x0 + 138 * SCALE, y + 36 * SCALE), colors["prior_bg"], None, 12) |
| draw.text((x0 + 18 * SCALE, y + 10 * SCALE), "PRIOR CALL", font=label_font, fill=colors["prior"]) |
| arrow_x = x0 + 160 * SCALE |
| draw.line((arrow_x, y + 18 * SCALE, arrow_x + 44 * SCALE, y + 18 * SCALE), fill=colors["muted"], width=2 * SCALE) |
| draw.polygon( |
| [ |
| (arrow_x + 44 * SCALE, y + 18 * SCALE), |
| (arrow_x + 34 * SCALE, y + 11 * SCALE), |
| (arrow_x + 34 * SCALE, y + 25 * SCALE), |
| ], |
| fill=colors["muted"], |
| ) |
| rounded((x0 + 226 * SCALE, y, x0 + 390 * SCALE, y + 36 * SCALE), colors["latest_bg"], None, 12) |
| draw.text((x0 + 244 * SCALE, y + 10 * SCALE), "LATEST CALL", font=label_font, fill=colors["latest"]) |
| y += 64 * SCALE |
|
|
| card_x = x0 |
| card_width = (WIDTH - 156) * SCALE |
| card_height = 460 * SCALE |
| for company in DISPLAY_ROWS: |
| rounded((card_x, y, card_x + card_width, y + card_height), colors["card"], colors["line"], 22) |
| cx = card_x + 28 * SCALE |
| cy = y + 26 * SCALE |
| rounded((cx, cy, cx + 44 * SCALE, cy + 44 * SCALE), colors["ink"], None, 10) |
| draw.text((cx + 14 * SCALE, cy + 9 * SCALE), str(company["rank"]), font=rank_font, fill="#ffffff") |
| draw.text( |
| (cx + 62 * SCALE, cy + 2 * SCALE), |
| f"{company['ticker']} - {company['display_name']}", |
| font=company_font, |
| fill=colors["ink"], |
| ) |
| cy += 62 * SCALE |
| draw.line((cx, cy, card_x + card_width - 28 * SCALE, cy), fill=colors["line"], width=SCALE) |
| cy += 22 * SCALE |
|
|
| theme_width = 126 * SCALE |
| quote_width = 520 * SCALE |
| gap = 26 * SCALE |
| prior_x = cx + theme_width |
| latest_x = prior_x + quote_width + gap + 40 * SCALE |
|
|
| for theme, finding, prior, latest in company["rows"]: |
| row = find_excerpt(excerpts, str(company["ticker"]), finding, prior, latest) |
| row_y = cy |
| draw.text((cx, row_y + 27 * SCALE), theme.upper(), font=theme_font, fill=colors["muted"]) |
| rounded((prior_x, row_y, prior_x + quote_width, row_y + 84 * SCALE), colors["prior_bg"], None, 14) |
| rounded((latest_x, row_y, latest_x + quote_width, row_y + 84 * SCALE), colors["latest_bg"], None, 14) |
| draw_wrapped( |
| draw, |
| f"\"{row['prior_excerpt']}\"", |
| prior_x + 20 * SCALE, |
| row_y + 20 * SCALE, |
| quote_font, |
| colors["prior"], |
| quote_width - 40 * SCALE, |
| ) |
| draw_wrapped( |
| draw, |
| f"\"{row['latest_excerpt']}\"", |
| latest_x + 20 * SCALE, |
| row_y + 20 * SCALE, |
| quote_font, |
| colors["latest"], |
| quote_width - 40 * SCALE, |
| ) |
| ax = prior_x + quote_width + 12 * SCALE |
| ay = row_y + 42 * SCALE |
| draw.line((ax, ay, ax + 28 * SCALE, ay), fill=colors["muted"], width=2 * SCALE) |
| draw.polygon([(ax + 28 * SCALE, ay), (ax + 19 * SCALE, ay - 7 * SCALE), (ax + 19 * SCALE, ay + 7 * SCALE)], fill=colors["muted"]) |
| cy += 106 * SCALE |
|
|
| y += card_height + 26 * SCALE |
|
|
| draw.line((x0, y + 8 * SCALE, (WIDTH - 78) * SCALE, y + 8 * SCALE), fill=colors["line"], width=SCALE) |
| draw.text( |
| (x0, y + 32 * SCALE), |
| "Source: earnings-call transcripts. Language screen only; not investment advice.", |
| font=footer_font, |
| fill=colors["muted"], |
| ) |
|
|
| crop_height = min(height * SCALE, y + 76 * SCALE) |
| image = image.crop((0, 0, WIDTH * SCALE, int(crop_height))) |
| image = image.resize((WIDTH, int(crop_height / SCALE)), Image.Resampling.LANCZOS) |
| output_path.parent.mkdir(parents=True, exist_ok=True) |
| image.save(output_path, quality=95) |
|
|
|
|
| def parse_args() -> argparse.Namespace: |
| parser = argparse.ArgumentParser() |
| parser.add_argument("--input", default="out/best_excerpt_comparisons.jsonl") |
| parser.add_argument("--output", default="out/substack_lexical_pivots_card.png") |
| return parser.parse_args() |
|
|
|
|
| def main() -> int: |
| args = parse_args() |
| render(Path(args.input), Path(args.output)) |
| print(args.output) |
| return 0 |
|
|
|
|
| if __name__ == "__main__": |
| sys.exit(main()) |
|
|