From fdb70acdb48fbc2d8ad107ebcbfdd719776145b0 Mon Sep 17 00:00:00 2001 From: igerber Date: Wed, 1 Jul 2026 16:30:17 -0400 Subject: [PATCH 01/13] Add LPDiD launch carousel (one-regression-to-rule-them-all narrative) 11-slide LinkedIn deck for the LP-DiD estimator (Dube, Girardi, Jorda & Taylor 2025). Horizon palette (violet/cyan/amber), spillover-deck architecture. Claim discipline: CS/Cengiz-stacked equivalences marked exact (Sec. 3.7), BJS scoped to exact-single-cohort (fn. 10-11), no speed claims (paper's Table 2 speedups are Stata artifacts; diff-diff's vectorized CS outbenchmarks LPDiD, verified empirically). Co-Authored-By: Claude Fable 5 --- carousel/diff-diff-lpdid-carousel.pdf | Bin 0 -> 251186 bytes carousel/generate_lpdid_carousel.py | 1200 +++++++++++++++++++++++++ 2 files changed, 1200 insertions(+) create mode 100644 carousel/diff-diff-lpdid-carousel.pdf create mode 100644 carousel/generate_lpdid_carousel.py diff --git a/carousel/diff-diff-lpdid-carousel.pdf b/carousel/diff-diff-lpdid-carousel.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2eeb46dad3553c29a73d46e53d51147b122600b0 GIT binary patch literal 251186 zcmeFZWmsIx)-6mz2tg9uHNoB80t9!r;O_1o+}+(Bg1cLA3l5DtG_H+&o$S5Od(LLn(SqTRCX9bHVf@`h z6P8ZO(7;qzz}kgSgC2Y>8!HPf6AK{+3o9)v2e?+z)y9yJPFC00&>ohT7uL|q;Mb5C z!7cw9nv9L16~DfNskPOg!y=>;Hgymsv~skt0N>!(rINa?){YK@bTU?kg4Py}mR5iK zY)|;dQ2y*hP}f1%!rJ(sy7@K4zq%2$wsJ7EaX@*)D@34q4~t^qIQA9s;Aw6}J&(>JsyWcu^I z|1;r#8pyA@zXl>~YT;mL2cD#bu7lwhLw#!lLs&XVLn~tk6GCC&Gk0T(jj{C4=B-`4T4p_!zTU)Pb8f0!rDzPw-& zsuOODq{vC^)>jmL?Q+5DVCJc9dF3xY;*&@(eP$ZL??g)Jrv>318>jCQkCH1ybw)z) 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+"""Generate LinkedIn carousel PDF for LPDiD (Dube, Girardi, Jorda & Taylor 2025) launch. + +Mirrors the architecture of ``generate_spillover_carousel.py`` (magazine +sidebar with progress tick, light gradient background, split-color logo, +footer wordmark) but introduces the "Horizon" palette: violet primary / +sky-cyan clean-control accent / amber impact accent on a lavender -> white +gradient. The temporal-forward identity signals LP-DiD's horizon-by-horizon +local-projection nature. + +Narrative spine ("one regression to rule them all"): + +1. Cover -- the estimator zoo, then the punchline (single LOTR nod) +2. Shelf -- fragmentation problem: four fixes, four frameworks +3. Real world -- four scenarios of tool-choice anxiety +4. Introducing -- "It's just a regression" (3 capability cards) +5. Mechanism -- clean-control panel schematic at one horizon +6. The math -- LP-DiD equation + the proven equivalence map +7. Output -- native event-study plot (pre-trends = negative horizons) +8. Code -- sklearn-like fit(); reweight=True == Callaway-Sant'Anna +9. Production -- 2x3 feature grid (incl. non-absorbing + survey designs) +10. Validated -- authors' tooling, fixest, svyglm, tested equivalences +11. CTA -- pip install + GitHub + +Claim discipline (verified against docs/methodology/papers/dube-2025-review.md): +- CS and Cengiz-stacked equivalences are EXACT (paper Section 3.7). +- BJS equality holds only for PMD k=t-1 single-cohort (fn. 10-11); phrased + as "BJS-style / exact single-cohort" everywhere. Never a bare "==". +- NO speed claims: the paper's Table 2 speedups are Stata-implementation + artifacts; diff-diff's own vectorized CS is faster than LPDiD (verified + empirically 2026-07-01), so speed is omitted from the narrative. + +Run with:: + + python carousel/generate_lpdid_carousel.py + +Produces ``carousel/diff-diff-lpdid-carousel.pdf``. +""" + +import os +import tempfile +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.patches as patches # noqa: E402 +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +from fpdf import FPDF # noqa: E402 +from PIL import Image as PILImage # noqa: E402 + +# Computer Modern for math +plt.rcParams["mathtext.fontset"] = "cm" + +# Page dimensions (4:5 portrait -- same as spillover/HAD) +WIDTH = 270 # mm +HEIGHT = 337.5 # mm + +# Version label -- single source of truth for the footer wordmark +VERSION_LABEL = "v3.6.0" + +TOTAL_SLIDES = 11 + +# ------------------------------------------------------------------------- +# "Horizon" palette +# ------------------------------------------------------------------------- +# Primary palette (RGB) +VIOLET = (109, 40, 217) # #6d28d9 primary accent +VIOLET_DARK = (91, 33, 182) # #5b21b6 +VIOLET_LIGHT = (196, 181, 253) # #c4b5fd treated-cell tint +CYAN = (8, 145, 178) # #0891b2 clean-control / forward accent +CYAN_LIGHT = (165, 243, 252) # #a5f3fc +AMBER = (245, 158, 11) # #f59e0b impact / event-time pop +LAVENDER = (245, 243, 255) # #f5f3ff gradient start + +# Text + structural (shared with the spillover deck for legibility) +NAVY = (15, 23, 42) # #0f172a primary text +GRAY = (100, 116, 139) # #64748b secondary text +LIGHT_GRAY = (148, 163, 184) # #94a3b8 fine print +WHITE = (255, 255, 255) +DARK_SLATE = (30, 41, 59) # #1e293b code block bg +AMBER_CODE = (252, 211, 77) # #fcd34d code string literals +SLATE_CODE = (148, 163, 184) # #94a3b8 code keyword tone + +# Hex equivalents for matplotlib +VIOLET_HEX = "#6d28d9" +VIOLET_DARK_HEX = "#5b21b6" +VIOLET_LIGHT_HEX = "#c4b5fd" +CYAN_HEX = "#0891b2" +CYAN_LIGHT_HEX = "#a5f3fc" +AMBER_HEX = "#f59e0b" +NAVY_HEX = "#0f172a" +GRAY_HEX = "#64748b" +LIGHT_GRAY_HEX = "#94a3b8" + + +class LPDiDCarouselPDF(FPDF): + def __init__(self): + super().__init__(orientation="P", unit="mm", format=(WIDTH, HEIGHT)) + self.set_auto_page_break(False) + self._temp_files = [] + + def cleanup(self): + for f in self._temp_files: + try: + os.unlink(f) + except OSError: + pass + + # ----------------------------------------------------------------- + # Magazine vertical sidebar -- drawn on every slide. The tick + # advances from near-top (slide 1) to near-bottom (slide 11). Bar is + # VIOLET; tick is AMBER so the accent reads as a deliberate progress + # marker. + # ----------------------------------------------------------------- + + def _draw_vertical_sidebar(self, slide_number, total=TOTAL_SLIDES): + bar_x = 14 # mm from left edge + bar_y_top = 45 + bar_y_bottom = 275 + self.set_draw_color(*VIOLET) + self.set_line_width(0.6) + self.line(bar_x, bar_y_top, bar_x, bar_y_bottom) + + if total > 1: + ratio = (slide_number - 1) / (total - 1) + else: + ratio = 0.0 + tick_y = bar_y_top + ratio * (bar_y_bottom - bar_y_top) + self.set_draw_color(*AMBER) + self.set_line_width(0.9) + self.line(bar_x - 4, tick_y, bar_x + 7, tick_y) + + # ----------------------------------------------------------------- + # Background + footer + # ----------------------------------------------------------------- + + def light_gradient_background(self): + """Lavender #f5f3ff fading to white. Interpolates all 3 RGB channels.""" + steps = 50 + r0, g0, b0 = LAVENDER + r1, g1, b1 = 255, 255, 255 + for i in range(steps): + ratio = i / steps + r = int(r0 + (r1 - r0) * ratio) + g = int(g0 + (g1 - g0) * ratio) + b = int(b0 + (b1 - b0) * ratio) + self.set_fill_color(r, g, b) + y = i * HEIGHT / steps + self.rect(0, y, WIDTH, HEIGHT / steps + 1, "F") + + def add_footer(self): + """Centered split-color ``diff-diff vX.Y.Z`` wordmark.""" + self.set_font("Helvetica", "B", 12) + dd_text = "diff-diff " + v_text = VERSION_LABEL + dd_w = self.get_string_width(dd_text) + v_w = self.get_string_width(v_text) + start_x = (WIDTH - dd_w - v_w) / 2 + + self.set_xy(start_x, HEIGHT - 18) + self.set_text_color(*GRAY) + self.cell(dd_w, 10, dd_text) + self.set_text_color(*VIOLET) + self.cell(v_w, 10, v_text) + + # ----------------------------------------------------------------- + # Text helpers + # ----------------------------------------------------------------- + + def centered_text(self, y, text, size=28, bold=True, color=NAVY, italic=False): + self.set_xy(0, y) + style = "" + if bold: + style += "B" + if italic: + style += "I" + self.set_font("Helvetica", style, size) + self.set_text_color(*color) + self.cell(WIDTH, size * 0.5, text, align="C") + + def draw_split_logo(self, y, size=18): + """Split-color diff-diff logo with VIOLET middle dash.""" + self.set_xy(0, y) + self.set_font("Helvetica", "B", size) + self.set_text_color(*NAVY) + self.cell(WIDTH / 2 - 5, 10, "diff", align="R") + self.set_text_color(*VIOLET) + self.cell(10, 10, "-", align="C") + self.set_text_color(*NAVY) + self.cell(WIDTH / 2 - 5, 10, "diff", align="L") + + # ----------------------------------------------------------------- + # Equation rendering (matplotlib mathtext -> PNG -> fpdf image) + # ----------------------------------------------------------------- + + def _render_equations(self, latex_lines, fontsize=26, color=NAVY_HEX): + n = len(latex_lines) + fig_h = max(0.7, 0.55 * n + 0.15) + fig = plt.figure(figsize=(10, fig_h)) + for i, line in enumerate(latex_lines): + y_frac = 1.0 - (2 * i + 1) / (2 * n) + fig.text(0.5, y_frac, line, fontsize=fontsize, ha="center", va="center", color=color) + fig.patch.set_alpha(0) + fd, path = tempfile.mkstemp(suffix=".png") + os.close(fd) + fig.savefig(path, dpi=250, bbox_inches="tight", pad_inches=0.06, transparent=True) + plt.close(fig) + with PILImage.open(path) as img: + pw, ph = img.size + self._temp_files.append(path) + return path, pw, ph + + def _place_equation_centered(self, path, pw, ph, y, max_w=200): + aspect = ph / pw + display_w = min(max_w, WIDTH * 0.75) + display_h = display_w * aspect + eq_x = (WIDTH - display_w) / 2 + self.image(path, eq_x, y, display_w) + return display_h + + # ----------------------------------------------------------------- + # Slide-6 weight equation with annotation arrow pointing at the + # omega >= 0 condition specifically (the paper's central result). + # ----------------------------------------------------------------- + + def _render_weights_equation(self): + fig = plt.figure(figsize=(10, 3.4)) + fig.patch.set_alpha(0) + ax = fig.add_axes((0.0, 0.0, 1.0, 1.0)) + ax.axis("off") + ax.set_xlim(0, 1) + ax.set_ylim(0, 1) + + # The per-horizon regression (paper Eq. 4 restricted by Eq. 8) + ax.text( + 0.5, + 0.82, + r"$y_{i,t+h} - y_{i,t-1} \;=\; \beta_h\,\Delta D_{it} \;+\; \delta_t^h \;+\; e_{it}^h$", + fontsize=25, + ha="center", + va="center", + color=NAVY_HEX, + ) + + # The estimand (paper Eqs. 9-10): non-negative cohort weights + ax.text( + 0.5, + 0.52, + r"$E(\beta_h) \;=\; \sum_{g}\,\omega_{g,h}\,\tau_h^g\,," + r"\qquad \omega_{g,h} \,\geq\, 0$", + fontsize=25, + ha="center", + va="center", + color=NAVY_HEX, + ) + + # Arrow + label pointing UP at the omega >= 0 condition, which + # sits right of center in the rendered line. + ax.annotate( + "always non-negative -- no forbidden comparisons", + xy=(0.735, 0.42), + xytext=(0.60, 0.10), + fontsize=14, + color=AMBER_HEX, + fontweight="bold", + ha="center", + va="bottom", + arrowprops=dict(arrowstyle="->", color=AMBER_HEX, lw=1.5, shrinkA=2, shrinkB=4), + ) + + fd, path = tempfile.mkstemp(suffix=".png") + os.close(fd) + fig.savefig(path, dpi=250, bbox_inches="tight", pad_inches=0.06, transparent=True) + plt.close(fig) + with PILImage.open(path) as img: + pw, ph = img.size + self._temp_files.append(path) + return path, pw, ph + + # ----------------------------------------------------------------- + # Slide-5 mechanism schematic -- panel grid (units x time), colored + # by treatment status, with the horizon-h=+2 regression's sample + # highlighted: newly-treated entry cells (violet outline), clean + # controls (cyan outline), already-treated cohort greyed out. + # ----------------------------------------------------------------- + + def _render_clean_control_grid(self): + fig, ax = plt.subplots(figsize=(10, 6.6)) + fig.patch.set_facecolor("white") + ax.set_facecolor("white") + + n_t = 12 # periods 1..12 + groups = [ + ("Cohort A\n(enters t=3)", 3, range(8, 12)), + ("Cohort B\n(enters t=6)", 6, range(4, 8)), + ("Never\ntreated", None, range(0, 4)), + ] + t_entry = 6 # the regression under focus: cohort B entry + h = 2 # horizon +2 + + cell = 0.86 # cell side (leaves gutters) + for label, entry, rows in groups: + for r in rows: + for t in range(1, n_t + 1): + treated = entry is not None and t >= entry + face = VIOLET_LIGHT_HEX if treated else "#eef2f7" + rect = patches.Rectangle( + (t - cell / 2, r - cell / 2), + cell, + cell, + facecolor=face, + edgecolor="white", + linewidth=0.8, + zorder=2, + ) + ax.add_patch(rect) + + # Grey-out overlay on cohort A (already treated at t_entry) -- + # excluded from the h=+2 regression at t=6. + overlay = patches.Rectangle( + (1 - cell / 2 - 0.07, 8 - cell / 2 - 0.07), + n_t - 1 + cell + 0.14, + 4 - 1 + cell + 0.14, + facecolor="white", + alpha=0.62, + edgecolor="none", + zorder=3, + ) + ax.add_patch(overlay) + ax.text( + (1 + n_t) / 2, + 9.5, + "already treated at t=6 -> EXCLUDED", + ha="center", + va="center", + fontsize=13, + color=GRAY_HEX, + fontweight="bold", + zorder=4, + ) + + # Newly-treated entry cells (cohort B at t=6): bold violet outline + for r in range(4, 8): + rect = patches.Rectangle( + (t_entry - cell / 2, r - cell / 2), + cell, + cell, + facecolor="none", + edgecolor=VIOLET_HEX, + linewidth=2.4, + zorder=5, + ) + ax.add_patch(rect) + + # Clean controls (never-treated at t=6): bold cyan outline + for r in range(0, 4): + rect = patches.Rectangle( + (t_entry - cell / 2, r - cell / 2), + cell, + cell, + facecolor="none", + edgecolor=CYAN_HEX, + linewidth=2.4, + zorder=5, + ) + ax.add_patch(rect) + + # Long-difference bracket ABOVE the whole grid (kept clear of the + # cohort-A EXCLUDED overlay): y(t+2) - y(t-1), spanning t=5..8. + brace_y = 12.1 + ax.annotate( + "", + xy=(t_entry + h, brace_y), + xytext=(t_entry - 1, brace_y), + arrowprops=dict(arrowstyle="->", color=AMBER_HEX, lw=2.0), + zorder=6, + ) + ax.text( + t_entry + (h - 1) / 2, + brace_y + 0.35, + r"long difference: $y_{t+2} - y_{t-1}$", + ha="center", + va="bottom", + fontsize=13, + color=AMBER_HEX, + fontweight="bold", + zorder=6, + ) + + # Group labels on the left + for label, _, rows in groups: + mid = (min(rows) + max(rows)) / 2 + ax.text( + -0.4, + mid, + label, + ha="right", + va="center", + fontsize=11, + color=NAVY_HEX, + fontweight="bold", + ) + + # Legend -- 2x2 grid so nothing clips at the right axis limit + legend_items = [ + (VIOLET_LIGHT_HEX, None, "treated cell", 1.0, -1.5), + ("#eef2f7", None, "untreated cell", 7.0, -1.5), + ("none", VIOLET_HEX, "newly treated (enters regression)", 1.0, -2.7), + ("none", CYAN_HEX, "clean control (enters regression)", 7.0, -2.7), + ] + for face, edge, txt, lx, ly in legend_items: + sq = patches.Rectangle( + (lx, ly - 0.28), + 0.55, + 0.55, + facecolor=face if face != "none" else "white", + edgecolor=edge if edge else "white", + linewidth=2.0 if edge else 0.8, + zorder=5, + ) + ax.add_patch(sq) + ax.text(lx + 0.75, ly, txt, ha="left", va="center", fontsize=10.5, color=NAVY_HEX) + + ax.set_xlim(-3.2, n_t + 0.8) + ax.set_ylim(-3.6, 13.6) + ax.set_xticks(range(1, n_t + 1)) + ax.set_xticklabels([f"{t}" for t in range(1, n_t + 1)], fontsize=9, color=GRAY_HEX) + ax.set_yticks([]) + ax.set_xlabel("time", fontsize=11, color=GRAY_HEX) + ax.tick_params(length=0) + for spine in ax.spines.values(): + spine.set_visible(False) + + fig.tight_layout(pad=0.4) + fd, path = tempfile.mkstemp(suffix=".png") + os.close(fd) + fig.savefig(path, dpi=200, bbox_inches="tight", pad_inches=0.12, facecolor="white") + plt.close(fig) + with PILImage.open(path) as img: + pw, ph = img.size + self._temp_files.append(path) + return path, pw, ph + + # ----------------------------------------------------------------- + # Slide-7 event-study plot -- flat pre-trends, dynamic post path, + # violet CI band, amber treatment line. Values are illustrative + # (styled after the staggered DGP used in the library benchmarks). + # ----------------------------------------------------------------- + + def _render_event_study(self): + fig, ax = plt.subplots(figsize=(10, 5.6)) + fig.patch.set_facecolor("white") + ax.set_facecolor("white") + + pre_h = np.array([-5, -4, -3, -2]) + pre_b = np.array([0.03, -0.04, 0.05, -0.02]) + pre_ci = np.array([0.16, 0.15, 0.14, 0.13]) + post_h = np.arange(0, 9) + post_b = np.array([1.50, 1.72, 1.90, 2.05, 2.18, 2.29, 2.38, 2.45, 2.50]) + post_ci = np.array([0.14, 0.15, 0.16, 0.17, 0.18, 0.19, 0.20, 0.22, 0.24]) + + hs = np.concatenate([pre_h, [-1], post_h]) + bs = np.concatenate([pre_b, [0.0], post_b]) + cis = np.concatenate([pre_ci, [0.0], post_ci]) + + ax.axhline(0, color=LIGHT_GRAY_HEX, linewidth=0.9, zorder=1) + ax.axvline(-0.5, color=AMBER_HEX, linewidth=1.6, linestyle=(0, (5, 4)), zorder=2) + ax.text( + -0.62, + 2.72, + "treatment", + ha="right", + va="top", + fontsize=11, + color=AMBER_HEX, + fontweight="bold", + ) + + ax.fill_between( + hs, + bs - cis, + bs + cis, + color=VIOLET_HEX, + alpha=0.13, + linewidth=0, + zorder=2, + ) + ax.plot(hs, bs, color=VIOLET_HEX, linewidth=2.2, zorder=4) + ax.scatter( + hs, + bs, + s=52, + color=VIOLET_HEX, + edgecolors="white", + linewidths=1.0, + zorder=5, + ) + # Reference period h = -1: open marker, coefficient fixed at 0 + ax.scatter( + [-1], + [0], + s=64, + facecolors="white", + edgecolors=VIOLET_HEX, + linewidths=1.8, + zorder=6, + ) + ax.annotate( + "h = -1 reference", + xy=(-1, 0), + xytext=(-3.4, 0.85), + fontsize=10.5, + color=GRAY_HEX, + arrowprops=dict(arrowstyle="->", color=GRAY_HEX, lw=0.9), + zorder=6, + ) + ax.text( + -3.5, + -0.55, + "pre-trends: flat", + ha="center", + fontsize=11, + color=CYAN_HEX, + fontweight="bold", + ) + ax.text( + 5.4, + 1.15, + "dynamic ATT, one\ncoefficient per horizon", + ha="center", + fontsize=11, + color=VIOLET_HEX, + fontweight="bold", + ) + + ax.set_xlabel("event time h (periods since treatment)", fontsize=12, color=NAVY_HEX) + ax.set_ylabel(r"$\beta_h$", fontsize=13, color=NAVY_HEX) + ax.set_xticks(list(range(-5, 9))) + ax.tick_params(colors=GRAY_HEX, labelsize=9) + ax.set_ylim(-0.8, 3.0) + for spine in ax.spines.values(): + spine.set_color(LIGHT_GRAY_HEX) + ax.spines["top"].set_visible(False) + ax.spines["right"].set_visible(False) + + fig.tight_layout(pad=0.4) + fd, path = tempfile.mkstemp(suffix=".png") + os.close(fd) + fig.savefig(path, dpi=200, bbox_inches="tight", pad_inches=0.12, facecolor="white") + plt.close(fig) + with PILImage.open(path) as img: + pw, ph = img.size + self._temp_files.append(path) + return path, pw, ph + + # ----------------------------------------------------------------- + # Code block (dark-slate bg with token highlighting) + # ----------------------------------------------------------------- + + def _add_code_block(self, x, y, w, token_lines, font_size=13, line_height=12): + n_lines = len(token_lines) + total_h = n_lines * line_height + 24 + + self.set_fill_color(*DARK_SLATE) + self.rect(x, y, w, total_h, "F") + + self.set_font("Courier", "", font_size) + char_w = self.get_string_width("M") + + pad_x = 15 + pad_y = 12 + + for i, tokens in enumerate(token_lines): + cx = x + pad_x + cy = y + pad_y + i * line_height + for text, color in tokens: + if not text: + continue + self.set_xy(cx, cy) + self.set_text_color(*color) + self.cell(char_w * len(text), 10, text) + cx += char_w * len(text) + + return total_h + + # ----------------------------------------------------------------- + # Card row helper (title + one-line description, accent left bar) + # ----------------------------------------------------------------- + + def _card_stack(self, items, start_y, box_h=40, accent=VIOLET, margin=30): + box_w = WIDTH - margin * 2 + gap = 5 + bar_w = 4 + for i, (title, desc) in enumerate(items): + by = start_y + i * (box_h + gap) + self.set_fill_color(*WHITE) + self.set_draw_color(220, 220, 220) + self.set_line_width(0.5) + self.rect(margin, by, box_w, box_h, "DF") + self.set_fill_color(*accent) + self.rect(margin, by, bar_w, box_h, "F") + + self.set_xy(margin + bar_w + 12, by + 8) + self.set_font("Helvetica", "B", 15) + self.set_text_color(*NAVY) + self.cell(box_w - bar_w - 24, 10, title) + + self.set_xy(margin + bar_w + 12, by + 25) + self.set_font("Helvetica", "", 12) + self.set_text_color(*GRAY) + self.cell(box_w - bar_w - 24, 10, desc) + return start_y + len(items) * (box_h + gap) + + # ================================================================= + # SLIDES + # ================================================================= + + def slide_01_cover(self): + """Slide 1: the zoo, then the punchline (the single LOTR nod).""" + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(1) + + self.draw_split_logo(38, size=42) + + # The zoo -- four estimator names as the setup + self.centered_text(104, "Callaway-Sant'Anna. Sun-Abraham.", size=27) + self.centered_text(128, "Borusyak-Jaravel-Spiess. Stacked DiD.", size=27) + + # Punchline + self.centered_text(186, "One regression", size=50, color=VIOLET) + self.centered_text(216, "to rule them all.", size=50, color=VIOLET) + + # Byline + self.set_xy(0, HEIGHT - 72) + self.set_font("Helvetica", "B", 13) + self.set_text_color(*VIOLET) + self.cell(WIDTH, 8, "LP-DiD: Local Projections DiD.", align="C") + self.set_xy(0, HEIGHT - 60) + self.set_font("Helvetica", "I", 11) + self.set_text_color(*GRAY) + self.cell(WIDTH, 8, "Now in diff-diff.", align="C") + self.set_xy(0, HEIGHT - 48) + self.set_font("Helvetica", "I", 11) + self.set_text_color(*GRAY) + self.cell(WIDTH, 8, "Dube, Girardi, Jordà & Taylor (2025).", align="C") + self.set_xy(0, HEIGHT - 37) + self.set_font("Helvetica", "", 10) + self.set_text_color(*LIGHT_GRAY) + self.cell(WIDTH, 8, "Journal of Applied Econometrics 40(5)", align="C") + + self.add_footer() + + def slide_02_shelf(self): + """Slide 2: fragmentation -- four fixes, four frameworks, one shelf.""" + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(2) + + self.centered_text(40, "The staggered revolution", size=36) + self.centered_text(72, "left you with a shelf.", size=42, color=VIOLET) + + # 2x2 grid of estimator "boxes" sitting on literal shelf lines + margin = 32 + grid_gap = 10 + card_w = (WIDTH - margin * 2 - grid_gap) / 2 + card_h = 52 + start_y = 122 + + boxes = [ + ("Callaway-Sant'Anna", "Group-time ATTs.\nIts own aggregation layer."), + ("Sun-Abraham", "Interaction-weighted ES.\nIts own saturated model."), + ("Borusyak-Jaravel-Spiess", "Imputation.\nIts own two-step machinery."), + ("Stacked DiD", "Dataset duplication.\nIts own weighting scheme."), + ] + + for idx, (title, desc) in enumerate(boxes): + row = idx // 2 + col = idx % 2 + cx = margin + col * (card_w + grid_gap) + cy = start_y + row * (card_h + 22) + + self.set_fill_color(*WHITE) + self.set_draw_color(*VIOLET) + self.set_line_width(0.6) + self.rect(cx, cy, card_w, card_h, "DF") + + self.set_xy(cx + 10, cy + 8) + self.set_font("Helvetica", "B", 15) + self.set_text_color(*NAVY) + self.cell(card_w - 20, 10, title) + + for j, line in enumerate(desc.split("\n")): + self.set_xy(cx + 10, cy + 24 + j * 11) + self.set_font("Helvetica", "", 11) + self.set_text_color(*GRAY) + self.cell(card_w - 20, 10, line) + + # Shelf line under each row of boxes + shelf_y = cy + card_h + 6 + self.set_draw_color(*NAVY) + self.set_line_width(1.4) + self.line(margin - 6, shelf_y, WIDTH - margin + 6, shelf_y) + + cap_y = start_y + 2 * (card_h + 22) + 12 + self.centered_text( + cap_y, + "Every fix for TWFE's negative weights brought its own framework.", + size=14, + bold=False, + italic=True, + color=GRAY, + ) + self.centered_text( + cap_y + 16, + "Same target. Four mental models.", + size=16, + bold=True, + color=NAVY, + ) + + self.add_footer() + + def slide_03_real_world(self): + """Slide 3: four scenarios of tool-choice anxiety.""" + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(3) + + self.centered_text(40, "Same question.", size=38) + + # Second line with "Four different machines." accented + self.set_font("Helvetica", "B", 38) + text_b = "Four different " + text_c = "machines." + w_b = self.get_string_width(text_b) + w_c = self.get_string_width(text_c) + start_x = (WIDTH - w_b - w_c) / 2 + self.set_xy(start_x, 70) + self.set_text_color(*NAVY) + self.cell(w_b, 20, text_b) + self.set_text_color(*VIOLET) + self.cell(w_c, 20, text_c) + + scenarios = [ + ( + "Staggered State Policy", + "Minimum wage rolls out state by state. CS? Stacked? Which aggregation?", + ), + ( + "Phased Product Rollout", + "The feature ships to markets in waves. Sun-Abraham? Which saturation?", + ), + ( + "Programs That Switch Off", + "The retention treatment ends. Absorbing-only estimators don't apply.", + ), + ( + "Survey-Weighted Panels", + "CPS-style pweights, strata, PSUs. Which estimator takes a design?", + ), + ] + self._card_stack(scenarios, start_y=130, accent=AMBER) + + self.add_footer() + + def slide_04_introducing(self): + """Slide 4: LP-DiD intro -- 'It's just a regression.'""" + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(4) + + self.centered_text(40, "LP-DiD.", size=44) + self.centered_text( + 78, "It's just a regression.", size=22, bold=False, italic=True, color=VIOLET + ) + + self.centered_text( + 114, "A local projection per horizon: long difference,", size=14, bold=False, color=GRAY + ) + self.centered_text( + 128, "time fixed effects, clean controls. Plain OLS.", size=14, bold=False, color=GRAY + ) + + items = [ + ( + "One long difference per horizon.", + "OLS on clean controls. You can read every comparison it makes.", + ), + ( + "Weights provably non-negative.", + "The TWFE negative-weighting pathology cannot come back (Eqs. 9-10).", + ), + ( + "The estimand is a dial.", + "Variance-weighted for precision, or equal-weighted - your call.", + ), + ] + end_y = self._card_stack(items, start_y=164) + + self.set_xy(0, end_y + 8) + self.set_font("Helvetica", "I", 10) + self.set_text_color(*LIGHT_GRAY) + self.cell(WIDTH, 8, "Local projections (Jordà 2005), pointed at DiD.", align="C") + + self.add_footer() + + def slide_05_mechanism(self): + """Slide 5: clean-control panel schematic at horizon h=+2.""" + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(5) + + self.centered_text(40, "Clean controls,", size=36) + self.centered_text(64, "horizon by horizon.", size=36, color=VIOLET) + + plot_path, ppw, pph = self._render_clean_control_grid() + plot_w = WIDTH * 0.80 + plot_aspect = pph / ppw + plot_h = plot_w * plot_aspect + plot_x = (WIDTH - plot_w) / 2 + plot_y = 104 + self.image(plot_path, plot_x, plot_y, plot_w) + + cap_y = plot_y + plot_h + 10 + self.centered_text( + cap_y, + "Each horizon is one regression you could run by hand.", + size=16, + bold=True, + color=VIOLET, + ) + self.centered_text( + cap_y + 16, + "Already-treated units never serve as controls.", + size=13, + bold=False, + italic=True, + color=GRAY, + ) + + self.add_footer() + + def slide_06_math(self): + """Slide 6: the unification slide -- equation + equivalence map.""" + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(6) + + self.centered_text(38, "The zoo was one regression", size=32) + self.centered_text(62, "all along.", size=32, color=VIOLET) + + eq_path, epw, eph = self._render_weights_equation() + eq_y = 88 + eq_h = self._place_equation_centered(eq_path, epw, eph, eq_y, max_w=225) + + # Equivalence map -- each row: LPDiD setting == estimator (source) + rows = [ + ("reweight=True", "== Callaway-Sant'Anna", "exact (Sec. 3.7)"), + ("default (variance-weighted)", "== Cengiz et al. stacked", "exact (Sec. 3.7)"), + ("h=0, single cohort", "== classic 2x2 DiD", "exact (Sec. 2.2)"), + ("pmd='max'", "-> BJS imputation", "exact single-cohort (fn. 10-11)"), + ] + + margin = 34 + box_w = WIDTH - margin * 2 + row_h = 24 + gap = 4 + start_y = eq_y + eq_h + 14 + col1_w = 82 + + for i, (setting, target, source) in enumerate(rows): + by = start_y + i * (row_h + gap) + self.set_fill_color(*WHITE) + self.set_draw_color(220, 220, 220) + self.set_line_width(0.5) + self.rect(margin, by, box_w, row_h, "DF") + self.set_fill_color(*CYAN) + self.rect(margin, by, 4, row_h, "F") + + self.set_xy(margin + 12, by + 7) + self.set_font("Courier", "B", 12) + self.set_text_color(*VIOLET_DARK) + self.cell(col1_w, 10, setting) + + self.set_xy(margin + 12 + col1_w, by + 7) + self.set_font("Helvetica", "B", 13) + self.set_text_color(*NAVY) + self.cell(84, 10, target) + + self.set_xy(margin + 12 + col1_w + 84, by + 7) + self.set_font("Helvetica", "I", 10) + self.set_text_color(*GRAY) + self.cell(box_w - col1_w - 84 - 24, 10, source, align="R") + + cap_y = start_y + len(rows) * (row_h + gap) + 8 + self.centered_text( + cap_y, + "Numerical equivalences proven in the paper - not analogies.", + size=13, + bold=False, + italic=True, + color=GRAY, + ) + + self.add_footer() + + def slide_07_output(self): + """Slide 7: native event study.""" + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(7) + + self.centered_text(40, "Pre-trends are just", size=36) + self.centered_text(64, "negative horizons.", size=36, color=VIOLET) + + plot_path, ppw, pph = self._render_event_study() + plot_w = WIDTH * 0.86 + plot_aspect = pph / ppw + plot_h = plot_w * plot_aspect + plot_x = (WIDTH - plot_w) / 2 + plot_y = 112 + self.image(plot_path, plot_x, plot_y, plot_w) + + cap_y = plot_y + plot_h + 12 + self.centered_text( + cap_y, + "The event study is native - not a post-hoc aggregation.", + size=16, + bold=True, + color=VIOLET, + ) + + self.add_footer() + + def slide_08_code(self): + """Slide 8: code example -- fit() + the reweight dial.""" + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(8) + + self.centered_text(38, "The Code.", size=46) + self.centered_text( + 78, + "Same sklearn-like API as every diff-diff estimator.", + size=14, + bold=False, + color=GRAY, + ) + + margin = 22 + code_y = 98 + + token_lines = [ + [ + ("from", SLATE_CODE), + (" diff_diff ", WHITE), + ("import", SLATE_CODE), + (" LPDiD", WHITE), + ], + [], + [ + ("result", WHITE), + (" = ", SLATE_CODE), + ("LPDiD", AMBER_CODE), + ("(", WHITE), + ], + [ + (" ", WHITE), + ("pre_window", WHITE), + ("=", SLATE_CODE), + ("5", AMBER_CODE), + (", ", SLATE_CODE), + ("post_window", WHITE), + ("=", SLATE_CODE), + ("10", AMBER_CODE), + (",", SLATE_CODE), + ], + [ + (").", WHITE), + ("fit(", WHITE), + ], + [ + (" ", WHITE), + ("data,", WHITE), + ], + [ + (" ", WHITE), + ("outcome", WHITE), + ("=", SLATE_CODE), + ("'revenue'", AMBER_CODE), + (", ", SLATE_CODE), + ("unit", WHITE), + ("=", SLATE_CODE), + ("'store'", AMBER_CODE), + (",", SLATE_CODE), + ], + [ + (" ", WHITE), + ("time", WHITE), + ("=", SLATE_CODE), + ("'week'", AMBER_CODE), + (", ", SLATE_CODE), + ("treatment", WHITE), + ("=", SLATE_CODE), + ("'treated'", AMBER_CODE), + (",", SLATE_CODE), + ], + [(")", WHITE)], + [], + [ + ("print(", WHITE), + ("result.att", WHITE), + (")", WHITE), + (" # pooled post ATT = 2.31", LIGHT_GRAY), + ], + [ + ("result.event_study", WHITE), + (" # one beta per horizon", LIGHT_GRAY), + ], + [], + [ + ("# flip one switch:", LIGHT_GRAY), + ], + [ + ("# reweight=True -> Callaway-Sant'Anna", LIGHT_GRAY), + ], + [ + ("# non_absorbing= -> treatments that switch off", LIGHT_GRAY), + ], + [ + ("# survey_design= -> pweights + strata + PSUs", LIGHT_GRAY), + ], + ] + + code_h = self._add_code_block( + margin, + code_y, + WIDTH - margin * 2, + token_lines, + font_size=11, + line_height=9, + ) + + sub_y = code_y + code_h + 10 + self.centered_text( + sub_y, "The whole zoo is a keyword argument.", size=13, bold=False, color=GRAY + ) + + self.add_footer() + + def slide_09_production_ready(self): + """Slide 9: production-ready feature grid (2x3).""" + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(9) + + self.centered_text(40, "Production-ready.", size=48, color=CYAN) + + margin = 26 + grid_gap = 8 + card_w = (WIDTH - margin * 2 - grid_gap) / 2 + card_h = 56 + start_y = 90 + + features = [ + ("Cluster-Robust SEs", "Unit-level by default,\nmatches Stata lpdid"), + ("Covariates, Two Ways", "RA path (BJS-style) or\ndirect with guardrails"), + ("PMD Baselines", "Premean differencing +\npooled pre/post ATTs"), + ("Non-Absorbing Treatment", "First-entry & effect-\nstabilization (Eq. 12/13)"), + ("Survey Designs", "pweights, strata, PSU,\nFPC via Binder TSL"), + ("Composition Control", "no_composition fixes the\nsample across horizons"), + ] + + for idx, (title, desc) in enumerate(features): + row = idx // 2 + col = idx % 2 + cx = margin + col * (card_w + grid_gap) + cy = start_y + row * (card_h + grid_gap) + + self.set_fill_color(*WHITE) + self.set_draw_color(*VIOLET) + self.set_line_width(0.6) + self.rect(cx, cy, card_w, card_h, "DF") + + self.set_xy(cx + 10, cy + 8) + self.set_font("Helvetica", "B", 14) + self.set_text_color(*CYAN) + self.cell(card_w - 20, 10, title) + + for j, line in enumerate(desc.split("\n")): + self.set_xy(cx + 10, cy + 24 + j * 12) + self.set_font("Helvetica", "", 11) + self.set_text_color(*GRAY) + self.cell(card_w - 20, 10, line) + + comp_y = start_y + 3 * (card_h + grid_gap) + 4 + self.set_xy(0, comp_y) + self.set_font("Helvetica", "I", 10) + self.set_text_color(*LIGHT_GRAY) + self.cell(WIDTH, 8, "All composable on the basic fit() call.", align="C") + + self.add_footer() + + def slide_10_validated(self): + """Slide 10: validation story -- authors' tooling + tested equivalences.""" + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(10) + + self.centered_text(40, "Validated.", size=42, color=VIOLET) + self.centered_text( + 82, + "Against the authors' own tooling - and against our own shelf.", + size=13, + bold=False, + italic=True, + color=GRAY, + ) + + items = [ + ( + "Authors' R recipes (danielegirardi/lpdid)", + "Event-study and pooled estimands match to ~1e-13.", + ), + ( + "Independent fixest reconstruction", + "Non-absorbing Eq. 12/13: point + SE parity to ~1e-13.", + ), + ( + "survey::svyglm, end to end", + "Survey path: per-horizon point, SE, and df all pinned.", + ), + ( + "Equivalences tested, not cited", + "reweight == our CallawaySantAnna; PMD == our ImputationDiD (1 cohort).", + ), + ] + self._card_stack(items, start_y=105) + + self.add_footer() + + def slide_11_cta(self): + """Slide 11: CTA -- pip install + GitHub.""" + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(11) + + self.centered_text(58, "Now in diff-diff.", size=24, bold=False, italic=True, color=GRAY) + self.centered_text(88, "LP-DiD.", size=52, color=VIOLET) + + badge_w = 230 + badge_h = 42 + badge_x = (WIDTH - badge_w) / 2 + badge_y = 158 + self.set_fill_color(*VIOLET) + self.rect(badge_x, badge_y, badge_w, badge_h, "F") + + self.set_xy(badge_x, badge_y + 12) + self.set_font("Courier", "B", 16) + self.set_text_color(*WHITE) + self.cell(badge_w, 16, "$ pip install --upgrade diff-diff", align="C") + + self.centered_text(222, "github.com/igerber/diff-diff", size=18, color=VIOLET) + + self.draw_split_logo(258, size=28) + + self.centered_text( + 284, "Difference-in-Differences for Python", size=14, bold=False, color=GRAY + ) + + self.add_footer() + + +def main(): + pdf = LPDiDCarouselPDF() + try: + pdf.slide_01_cover() + pdf.slide_02_shelf() + pdf.slide_03_real_world() + pdf.slide_04_introducing() + pdf.slide_05_mechanism() + pdf.slide_06_math() + pdf.slide_07_output() + pdf.slide_08_code() + pdf.slide_09_production_ready() + pdf.slide_10_validated() + pdf.slide_11_cta() + + output_path = Path(__file__).parent / "diff-diff-lpdid-carousel.pdf" + pdf.output(str(output_path)) + print(f"PDF saved to: {output_path}") + finally: + pdf.cleanup() + + +if __name__ == "__main__": + main() From cb59232bca69d620e95b3ea5c1bce44256612a98 Mon Sep 17 00:00:00 2001 From: igerber Date: Wed, 1 Jul 2026 16:38:09 -0400 Subject: [PATCH 02/13] Scope carousel unification claims to the four documented equivalences Cover/shelf/equivalence-map now name exactly the estimators the paper proves LP-DiD nests (CS, Cengiz stacked, classic 2x2, single-cohort BJS); Sun-Abraham removed from the unification arc (no documented equivalence). "Whole zoo is a keyword argument" scoped to CS. Footer version derived from pyproject.toml (was hard-coded, stale at v3.6.0). Non-absorbing/survey code comments made caveat-precise. 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CTA -- pip install + GitHub Claim discipline (verified against docs/methodology/papers/dube-2025-review.md): +- The "zoo" named on the cover / shelf / equivalence map is EXACTLY the four + estimators the paper proves LP-DiD nests: Callaway-Sant'Anna, Cengiz-style + stacking, classic 2x2 DiD, and (single-cohort) BJS. Sun-Abraham has no + documented LP-DiD equivalence and is deliberately absent from the + unification arc. - CS and Cengiz-stacked equivalences are EXACT (paper Section 3.7). - BJS equality holds only for PMD k=t-1 single-cohort (fn. 10-11); phrased as "BJS-style / exact single-cohort" everywhere. Never a bare "==". @@ -42,6 +47,7 @@ from pathlib import Path import matplotlib +import tomllib matplotlib.use("Agg") import matplotlib.patches as patches # noqa: E402 @@ -57,8 +63,11 @@ WIDTH = 270 # mm HEIGHT = 337.5 # mm -# Version label -- single source of truth for the footer wordmark -VERSION_LABEL = "v3.6.0" +# Version label for the footer wordmark -- derived from pyproject.toml so the +# carousel can never drift from the release it advertises. +_PYPROJECT = Path(__file__).parent.parent / "pyproject.toml" +with open(_PYPROJECT, "rb") as _f: + VERSION_LABEL = "v" + tomllib.load(_f)["project"]["version"] TOTAL_SLIDES = 11 @@ -625,9 +634,10 @@ def slide_01_cover(self): self.draw_split_logo(38, size=42) - # The zoo -- four estimator names as the setup - self.centered_text(104, "Callaway-Sant'Anna. Sun-Abraham.", size=27) - self.centered_text(128, "Borusyak-Jaravel-Spiess. Stacked DiD.", size=27) + # The zoo -- exactly the four estimators LP-DiD provably nests + # (paper Secs. 2.2 / 3.7, fn. 10-11), so the punchline is cashable. + self.centered_text(104, "Callaway-Sant'Anna. Stacked DiD.", size=27) + self.centered_text(128, "Borusyak-Jaravel-Spiess. The classic 2x2.", size=27) # Punchline self.centered_text(186, "One regression", size=50, color=VIOLET) @@ -669,11 +679,13 @@ def slide_02_shelf(self): card_h = 52 start_y = 122 + # Same four estimators as the cover and the slide-6 equivalence map: + # the shelf we show is exactly the shelf LP-DiD provably nests. boxes = [ + ("Classic 2x2 DiD", "Where you started.\nOne clean comparison."), ("Callaway-Sant'Anna", "Group-time ATTs.\nIts own aggregation layer."), - ("Sun-Abraham", "Interaction-weighted ES.\nIts own saturated model."), + ("Stacked DiD (Cengiz et al.)", "Dataset duplication.\nIts own weighting scheme."), ("Borusyak-Jaravel-Spiess", "Imputation.\nIts own two-step machinery."), - ("Stacked DiD", "Dataset duplication.\nIts own weighting scheme."), ] for idx, (title, desc) in enumerate(boxes): @@ -707,7 +719,7 @@ def slide_02_shelf(self): cap_y = start_y + 2 * (card_h + 22) + 12 self.centered_text( cap_y, - "Every fix for TWFE's negative weights brought its own framework.", + "Three fixes for TWFE's negative weights - plus the textbook case they outgrew.", size=14, bold=False, italic=True, @@ -751,7 +763,7 @@ def slide_03_real_world(self): ), ( "Phased Product Rollout", - "The feature ships to markets in waves. Sun-Abraham? Which saturation?", + "The feature ships to markets in waves. Event study? Which estimator?", ), ( "Programs That Switch Off", @@ -1028,10 +1040,10 @@ def slide_08_code(self): ("# reweight=True -> Callaway-Sant'Anna", LIGHT_GRAY), ], [ - ("# non_absorbing= -> treatments that switch off", LIGHT_GRAY), + ("# non_absorbing= -> on/off treatments (entry effects)", LIGHT_GRAY), ], [ - ("# survey_design= -> pweights + strata + PSUs", LIGHT_GRAY), + ("# survey_design= -> pweights + strata + PSUs (default path)", LIGHT_GRAY), ], ] @@ -1046,7 +1058,11 @@ def slide_08_code(self): sub_y = code_y + code_h + 10 self.centered_text( - sub_y, "The whole zoo is a keyword argument.", size=13, bold=False, color=GRAY + sub_y, + "Callaway-Sant'Anna is literally a keyword argument.", + size=13, + bold=False, + color=GRAY, ) self.add_footer() From 6f240588e3d52d728a829f31960844840979fb82 Mon Sep 17 00:00:00 2001 From: igerber Date: Wed, 1 Jul 2026 16:42:59 -0400 Subject: [PATCH 03/13] Polish carousel claim precision (Cengiz qualifier, covariate caveat, default-path survey) Cover names Cengiz-style stacking (the paper's actual equivalence target, not StackedDiD generically); non-negative-weights card scoped to the clean-control baseline with RA-preferred note; survey cards on slides 9/10 marked default-path. Version parse switched from tomllib (3.11+) to a stdlib regex so the generator runs on Python >=3.9. 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z|6bxaSPugea0tQ=3X%9jjt>|bekhp(hC%&X@ULF%pGF9{Ka(NgaewQH|HB=DfdAJ9 zfx{2BDgus+``N>wY=gmQsGY+T5Snm20e=pG!)qYa32GP(BocYBQ`NC5O8;+#)!)C0 YS3SM`J?$O9f2m_pU=3.9). _PYPROJECT = Path(__file__).parent.parent / "pyproject.toml" -with open(_PYPROJECT, "rb") as _f: - VERSION_LABEL = "v" + tomllib.load(_f)["project"]["version"] +_m = re.search(r'^version\s*=\s*"([^"]+)"', _PYPROJECT.read_text(encoding="utf-8"), re.MULTILINE) +if _m is None: + raise RuntimeError(f"could not parse project version from {_PYPROJECT}") +VERSION_LABEL = "v" + _m.group(1) TOTAL_SLIDES = 11 @@ -636,8 +639,10 @@ def slide_01_cover(self): # The zoo -- exactly the four estimators LP-DiD provably nests # (paper Secs. 2.2 / 3.7, fn. 10-11), so the punchline is cashable. - self.centered_text(104, "Callaway-Sant'Anna. Stacked DiD.", size=27) - self.centered_text(128, "Borusyak-Jaravel-Spiess. The classic 2x2.", size=27) + # "Cengiz-style" qualifier: the paper's equivalence target is the + # Cengiz et al. (2019) stacked design, not any stacked variant. + self.centered_text(104, "Callaway-Sant'Anna. Borusyak-Jaravel-Spiess.", size=27) + self.centered_text(128, "Cengiz-style stacking. The classic 2x2.", size=27) # Punchline self.centered_text(186, "One regression", size=50, color=VIOLET) @@ -803,7 +808,7 @@ def slide_04_introducing(self): ), ( "Weights provably non-negative.", - "The TWFE negative-weighting pathology cannot come back (Eqs. 9-10).", + "Clean-control baseline result (Eqs. 9-10). With covariates, prefer RA.", ), ( "The estimand is a dial.", @@ -1086,7 +1091,7 @@ def slide_09_production_ready(self): ("Covariates, Two Ways", "RA path (BJS-style) or\ndirect with guardrails"), ("PMD Baselines", "Premean differencing +\npooled pre/post ATTs"), ("Non-Absorbing Treatment", "First-entry & effect-\nstabilization (Eq. 12/13)"), - ("Survey Designs", "pweights, strata, PSU,\nFPC via Binder TSL"), + ("Survey Designs", "pweights, strata, PSU, FPC;\nBinder TSL (default path)"), ("Composition Control", "no_composition fixes the\nsample across horizons"), ] @@ -1147,7 +1152,7 @@ def slide_10_validated(self): ), ( "survey::svyglm, end to end", - "Survey path: per-horizon point, SE, and df all pinned.", + "Default-path survey: per-horizon point, SE, and df all pinned.", ), ( "Equivalences tested, not cited", From fd9b3ca40cd87fa5e39d2a4ea15d2f60684a9150 Mon Sep 17 00:00:00 2001 From: igerber Date: Wed, 1 Jul 2026 16:47:05 -0400 Subject: [PATCH 04/13] Fix slide-6 estimand sum to treated cohorts only; scope composability claim E(beta_h) now sums over g != 0 (paper Eq. 9; never-treated is the control cohort, not an ATT recipient). Slide-9 footer scoped: survey_design composes on the default path only (rejects reweight=True). 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zXwL}j_L7%T#(mjVdb&Vq~?l>E+X2e|KHj>5$E2)wbSd z?THGQQ}ag!MISnOcP7Cpr}IZHLCQXmdu|X=fZD$Wk5rH_G2~Us81-m2 zI5{XY6@pGQX!b{6q7mF|IG4iuy{sc+c1Lx-#%vZ5&<_r`xyExQNw!`N%$RGbG;J;F z(8&HMDgI=GvaG;;qZ<01_)yczK1BbG7Wh3qzY{uTyYV`%WGMq3^1 zXpsHdP3Vmv07JnJK={uAzXKwxFHk5Prm+^&Kp?f&VOmh+S`3Cj!vBduAy6a& zx(3tG)Pk?-0RC1CMZh2^&3_7laxmn2OcS|AF@HU+HI9H7LTim;5JPJHw{xI=2nd4c zI>jh0)LIM$1LPTN4@Zw{TD7`UMf|JwYMYM+Sw0tX&We zfj|*!41`0Vu#BCbg>)|(Ahk5LP8z_`S`ah@Vu(gVPa>c&1DF94f-us6p3>F%zY@+O ey1F8P*M7rZ3&nbRiD-a}qclYn6^$&=BL4<~zszp{ diff --git a/carousel/generate_lpdid_carousel.py b/carousel/generate_lpdid_carousel.py index af4585e7..da1d658e 100644 --- a/carousel/generate_lpdid_carousel.py +++ b/carousel/generate_lpdid_carousel.py @@ -256,11 +256,12 @@ def _render_weights_equation(self): color=NAVY_HEX, ) - # The estimand (paper Eqs. 9-10): non-negative cohort weights + # The estimand (paper Eqs. 9-10): non-negative weights over TREATED + # cohorts only (g != 0; the never-treated cohort is the control). ax.text( 0.5, 0.52, - r"$E(\beta_h) \;=\; \sum_{g}\,\omega_{g,h}\,\tau_h^g\,," + r"$E(\beta_h) \;=\; \sum_{g \neq 0}\,\omega_{g,h}\,\tau_h^g\,," r"\qquad \omega_{g,h} \,\geq\, 0$", fontsize=25, ha="center", @@ -1121,7 +1122,12 @@ def slide_09_production_ready(self): self.set_xy(0, comp_y) self.set_font("Helvetica", "I", 10) self.set_text_color(*LIGHT_GRAY) - self.cell(WIDTH, 8, "All composable on the basic fit() call.", align="C") + self.cell( + WIDTH, + 8, + "Composable where validated - survey_design runs the default path only.", + align="C", + ) self.add_footer() From 1977c2eba8f14ff39785c04fe8f2c7d3dc4852c6 Mon Sep 17 00:00:00 2001 From: igerber Date: Wed, 1 Jul 2026 16:52:10 -0400 Subject: [PATCH 05/13] Scope fixest-parity card to VW variants; precision + cleanup polish Slide-10 fixest card scoped to variance-weighted point+SE parity (the reweighted effect-stabilization SE is pinned, not parity). Composition card says post-window sample; shelf caption "Same causal question." Removed unused _render_equations helper; documented carousel-only generation deps (fpdf2/Pillow/matplotlib) in the docstring. Co-Authored-By: Claude Fable 5 --- carousel/diff-diff-lpdid-carousel.pdf | Bin 252590 -> 252598 bytes carousel/generate_lpdid_carousel.py | 27 ++++++-------------------- 2 files changed, 6 insertions(+), 21 deletions(-) diff --git a/carousel/diff-diff-lpdid-carousel.pdf b/carousel/diff-diff-lpdid-carousel.pdf index 3a4d865a734666fd29047cc0bb919b1025b9e102..fe99797a4651e06b9d95d7e7a89497157691dfbf 100644 GIT binary patch delta 4270 zcmai!2{e@b+s9*&eNSXhXc;xT8KI0US;mrV*+nS(zIA7hL0L-3UT9>^Qd!0tLiX%p zXgsnD+51nu&-*{mqxYQmKIcB?KA&^_e&6f*UibMHRj^f7u$2hWQK1ur=`H~!XP$}^ z<>j!v%+Wl~FWnSg@{#v;H$5NG1ia(ON8WSd^=lG%h_10$l8ltaQKne~Z=)8!SN7Y%9FZCq26XUB~0#uj>p zi*easZRurMWe7qoMO$-fQU?IexajEyfdy^?O@{O*6Ljg`-H$W{%u(flzTxdlYjIgB z0iC+c2@gJCJkBK*_RKx_u$|=xO=;;9pgW`Z=$N?56R#1MphoekilnxL05Ww(<#{9Q z9#?Nq4wrEjKSaTye4hO-j(Vou@v9Vp=B>Aeg7aX5fX#$9!#T|q{;3xec^;R1mzU(7l$egxJ2UY2?!*vwh zk?Bn{Yg~SE3qOvfVr$1tKJx8ls>3hD`w2O`17cd8TUW>AB&C$NTH)L1x*gW?wpXZ_ 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da1d658e..7b7cb021 100644 --- a/carousel/generate_lpdid_carousel.py +++ b/carousel/generate_lpdid_carousel.py @@ -39,7 +39,9 @@ python carousel/generate_lpdid_carousel.py -Produces ``carousel/diff-diff-lpdid-carousel.pdf``. +Produces ``carousel/diff-diff-lpdid-carousel.pdf``. Generation requires +``fpdf2``, ``Pillow``, and ``matplotlib`` (carousel-only dependencies, not +part of the library's install or dev extras). """ import os @@ -207,23 +209,6 @@ def draw_split_logo(self, y, size=18): # Equation rendering (matplotlib mathtext -> PNG -> fpdf image) # ----------------------------------------------------------------- - def _render_equations(self, latex_lines, fontsize=26, color=NAVY_HEX): - n = len(latex_lines) - fig_h = max(0.7, 0.55 * n + 0.15) - fig = plt.figure(figsize=(10, fig_h)) - for i, line in enumerate(latex_lines): - y_frac = 1.0 - (2 * i + 1) / (2 * n) - fig.text(0.5, y_frac, line, fontsize=fontsize, ha="center", va="center", color=color) - fig.patch.set_alpha(0) - fd, path = tempfile.mkstemp(suffix=".png") - os.close(fd) - fig.savefig(path, dpi=250, bbox_inches="tight", pad_inches=0.06, transparent=True) - plt.close(fig) - with PILImage.open(path) as img: - pw, ph = img.size - self._temp_files.append(path) - return path, pw, ph - def _place_equation_centered(self, path, pw, ph, y, max_w=200): aspect = ph / pw display_w = min(max_w, WIDTH * 0.75) @@ -733,7 +718,7 @@ def slide_02_shelf(self): ) self.centered_text( cap_y + 16, - "Same target. Four mental models.", + "Same causal question. Four mental models.", size=16, bold=True, color=NAVY, @@ -1093,7 +1078,7 @@ def slide_09_production_ready(self): ("PMD Baselines", "Premean differencing +\npooled pre/post ATTs"), ("Non-Absorbing Treatment", "First-entry & effect-\nstabilization (Eq. 12/13)"), ("Survey Designs", "pweights, strata, PSU, FPC;\nBinder TSL (default path)"), - ("Composition Control", "no_composition fixes the\nsample across horizons"), + ("Composition Control", "no_composition fixes the\npost-window sample"), ] for idx, (title, desc) in enumerate(features): @@ -1154,7 +1139,7 @@ def slide_10_validated(self): ), ( "Independent fixest reconstruction", - "Non-absorbing Eq. 12/13: point + SE parity to ~1e-13.", + "Non-absorbing Eq. 12/13, variance-weighted: point + SE to ~1e-13.", ), ( "survey::svyglm, end to end", From d4860856d93faafcfbd20c22604b02f5d244ccba Mon Sep 17 00:00:00 2001 From: igerber Date: Wed, 1 Jul 2026 16:57:07 -0400 Subject: [PATCH 06/13] Qualify BJS as BJS-style on cover/shelf; add carousel README (regen contract) The single-cohort-PMD equivalence scope now travels with the name on every user-visible surface ("BJS-style imputation"), matching the slide-6 and slide-10 qualifiers. carousel/README.md documents the regenerate-with-the-script contract, generation-only deps, and the claim-discipline convention for methodology copy. Co-Authored-By: Claude Fable 5 --- carousel/README.md | 33 ++++++++++++++++++++++++++ carousel/diff-diff-lpdid-carousel.pdf | Bin 252598 -> 252601 bytes carousel/generate_lpdid_carousel.py | 12 ++++++---- 3 files changed, 40 insertions(+), 5 deletions(-) create mode 100644 carousel/README.md diff --git a/carousel/README.md b/carousel/README.md new file mode 100644 index 00000000..a43833b5 --- /dev/null +++ b/carousel/README.md @@ -0,0 +1,33 @@ +# Carousel decks + +LinkedIn launch carousels for diff-diff estimators. Each deck is a +`generate_*.py` script that renders its committed PDF; the PDF is a build +artifact of the script and must never be edited independently. + +## Regenerating + +```bash +python carousel/generate_lpdid_carousel.py # -> diff-diff-lpdid-carousel.pdf +python carousel/generate_spillover_carousel.py # -> diff-diff-spillover-carousel.pdf +# ... one generator per deck, same pattern +``` + +**Whenever a generator changes, regenerate its PDF in the same commit.** The +decks carry methodology claims (equivalences, parity tolerances, validation +scope), so a stale PDF can ship an overclaim that the script no longer makes. + +## Dependencies + +Generation-only dependencies, intentionally NOT part of the library's install +or dev extras: `fpdf2`, `Pillow`, `matplotlib` (plus Python >= 3.9). + +## Claim discipline + +Slide copy that states methodology facts (equivalence targets, tolerances, +validated scope) must match `docs/methodology/REGISTRY.md` and the paper +review under `docs/methodology/papers/`. Qualifiers are part of the claim -- +e.g. "Cengiz-style" stacking, "BJS-style" imputation (exact only in the +single-cohort PMD case), "default path" for LPDiD survey support. See the +"Claim discipline" section in each generator's module docstring for the +deck-specific rules, and keep footer version labels derived from +`pyproject.toml` (never hard-coded). diff --git a/carousel/diff-diff-lpdid-carousel.pdf b/carousel/diff-diff-lpdid-carousel.pdf index fe99797a4651e06b9d95d7e7a89497157691dfbf..dcc8fc9ac8b83c08da07126d758547c3d3182b5a 100644 GIT binary patch delta 2968 zcmai$c~BF17RR}jASj5yNR%TYH+1I?V7LYp0zqI$4s}rOYd`@tXq*PQFByR)1W-gq zE|GIM1-V5ANI*a?#Q<`MTp@##6~)cYuC-;@s_m+->iYDz-}k-m`~A^%wfh@u_g8iZ z3gZd*^lm{V_^NKga6biU>-v64Lfam8kRGPlSk4LHI3_;yO%pl-P3l4pur$unL6P-A zyt8kI?0wyf!)`edjJ`41p~Gy0!f02qRC^V1R`1kc$(DKT&_OL-Vb>0PXAwqhf?mAu zy5J{!^6eQba=hH*HX8L0rZfD@4`~O=PU>#UhnZ|4h;jxj$4Czip^plnwcei9!iedj zMk@O@$Ch zNEpM4{w738{N1c#`B+aZo@Vy)^1#4`3(?c3%$um~rmY7E8diRyGbvHz z1yrVl&DCeV>c@N1;Y6{JjFU24hqn${&P&fR>ZC#9g?-RwZHmIrT|GS!cD%NRejS8S zHQ)INXi6U@bjdcfjTl`ZibXK)r=36UvEUFN|H$gC2UDHen=gN2O_HmCooLJrId@42 zqE!_8P)Vmc8fpyQPMd~b&`iF~O8wI(+LXP4InPXPs(BhYX9pA1Y?CS{cTPC|ZhOvU znEw71X&qvQIc?Z2oMSPJcKR2BGdGr zm3*qqxN+l24ChMiM03QvJT~UdjX74xj8saIp7&JuIIuOnWA}18$!Kdo9xO4t>sQ;#rq}`%GsAw%Tw+UWgPl@rLpXziXU3K?|9BSEpiRlIYPim z_QGaqPiaulx>R?*zkl@nqRg2m?yVJP?tdA=U;e$M$}t?32!ERqH)IoL{8G(lyiWJK z=8~SKaLTbYaU&7OTyp|?aJp)#b8%A)Z|xZ4X$iwrh$SwPrw@FBe~7b7N?M+k=MI)7 z9-%`1Ir{TjabEjBh1+ypv7OVIzZ*AvH`hEM_4|eKYh^X`=M(qd)h`?^JsdKrvzf<6 zEss2ezY8kJGH+_wuAz#rKdSQ`8znUaPHtV}if49rmix_oJg2={?v~umaaL$8VCdgh z@mfI?7)t%b?5BzhNCbH|2d+(K&kYB%wpLdS%eBTff<{LMY{PvYjowp#zeR8)zwvSy zf$M#^m7}At8A>F^h#wcV4qrX0Z1klP;us`{A$R0gvq~PPJBxNhNF0nvgoTEMcwPJn zM#*h)>I<2|%D&##UeoI})0j^6g7?rV!+sCxfz_sJr`&Dtz?9C6RIH0ySS0HVCKe5+ z;6+Q=`e<0S%GDGv!!@v%|@q6p+_wRi5NoL6Va2Qs0z!}8pWJH0Xn_joVK8dfXu z;%3t6QdRC6K<2AV#sRv(wM^@!#|Csn$`NgqlGC9Gs*IAK&#{w4`gEa2rAR}~xcKz~ zyO*%O1TsflH{O~fo*+arL^N2-_3RJb0D(CF4jC%rf$Y7zEIAAf8yR3;W)(~#^^>Sv zg^kM)?u>q}z3M?KgDnx!530UU@fH)c>=B&v5GWSO_oLAdc&K$Llxp^l**(tV=BgUJ zW7mLVn2D-v2aN_1$f+VamAkN)lx)~*yK+QFO2@ivSqwzP&gROUXa3e~*b>>Pjfw?? 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(2019) stacked design, not any stacked variant. - self.centered_text(104, "Callaway-Sant'Anna. Borusyak-Jaravel-Spiess.", size=27) - self.centered_text(128, "Cengiz-style stacking. The classic 2x2.", size=27) + # Qualified names carry the equivalence scope on the user-visible + # surface: "Cengiz-style" (the paper's stacked target, not any + # stacked variant) and "BJS-style" (exact only single-cohort PMD). + self.centered_text(104, "Callaway-Sant'Anna. Cengiz-style stacking.", size=27) + self.centered_text(128, "BJS-style imputation. The classic 2x2.", size=27) # Punchline self.centered_text(186, "One regression", size=50, color=VIOLET) @@ -672,11 +673,12 @@ def slide_02_shelf(self): # Same four estimators as the cover and the slide-6 equivalence map: # the shelf we show is exactly the shelf LP-DiD provably nests. + # "BJS-Style" keeps the single-cohort equivalence scope visible. boxes = [ ("Classic 2x2 DiD", "Where you started.\nOne clean comparison."), ("Callaway-Sant'Anna", "Group-time ATTs.\nIts own aggregation layer."), ("Stacked DiD (Cengiz et al.)", "Dataset duplication.\nIts own weighting scheme."), - ("Borusyak-Jaravel-Spiess", "Imputation.\nIts own two-step machinery."), + ("BJS-Style Imputation", "Borusyak-Jaravel-Spiess.\nIts own two-step machinery."), ] for idx, (title, desc) in enumerate(boxes): From bd02679ab915977ef8965d102774a29a08ecd6f6 Mon Sep 17 00:00:00 2001 From: igerber Date: Wed, 1 Jul 2026 17:01:21 -0400 Subject: [PATCH 07/13] Correct parity tolerance to ~1e-12 (registry B2 bundle); fix README deps wording The authors'-recipes card claimed ~1e-13; the registry records the absorbing R-parity bundle at ~1e-12 (only pooled specifically ~1e-13). README: matplotlib is already in dev/docs extras; only fpdf2/Pillow are carousel-only. Co-Authored-By: Claude Fable 5 --- carousel/README.md | 6 ++++-- carousel/diff-diff-lpdid-carousel.pdf | Bin 252601 -> 252604 bytes carousel/generate_lpdid_carousel.py | 2 +- 3 files changed, 5 insertions(+), 3 deletions(-) diff --git a/carousel/README.md b/carousel/README.md index a43833b5..53909b31 100644 --- a/carousel/README.md +++ b/carousel/README.md @@ -18,8 +18,10 @@ scope), so a stale PDF can ship an overclaim that the script no longer makes. ## Dependencies -Generation-only dependencies, intentionally NOT part of the library's install -or dev extras: `fpdf2`, `Pillow`, `matplotlib` (plus Python >= 3.9). +Carousel generation additionally requires `fpdf2` and `Pillow`, which are +intentionally NOT part of the library's install or dev extras; `matplotlib` +is already available through the dev/docs extras but is not a runtime +install dependency. Python >= 3.9. ## Claim discipline diff --git a/carousel/diff-diff-lpdid-carousel.pdf b/carousel/diff-diff-lpdid-carousel.pdf index dcc8fc9ac8b83c08da07126d758547c3d3182b5a..92448efd93503fad272bcf19e32506531b87cfcf 100644 GIT binary patch delta 855 zcmdnFm4DAx{td3WOcsWl-F5#l)icXptWobf6dQ5zvg_Nwe&V6KI4rbYJvZWB-4LJ3 z{rQh{n&{EB8z#N_y5{WaPj`d7a%5~+dOUx+hx+}!zHHV0W4rcNs&JH@Ji?k&Gxv9q z*s|Lb^rzi$4A&^`n^M)X0NZtgH_?=WNpVy5jKhRm;*uo@Z|8X0V_xW@d7(cav^P{9BM6!H|fzzjnp3ljr$ zF=I1J3sfpV8`yPE@`6I&yaS)7?v_+_0$NkeK|bf7P5{>wQD(drPZ7dkDOl)X9D0ht>C| zIzHPK<8?MRuM2o4qxqL(yZQTxVVCmc=IP|VFW2XNm;!9?)tAyvRTQ}?MKQ^Tmo=T+5##Z`eMEWnWLig%du#L8m_btdZLPKy<}{X7+veY=6(s{qVPI!@qea{~Mon zf70A-*xqf(2*ga=yA7FNFJUz>H8VBbUVV-E6=S`brGPk>^kSj5asFfBGWL-R3EucZNodBE_( z@Q9(I9Y)ZY8X6g67-(p0f)*vfkTx;1oUU+-+1AO$%+1)q*ud4m*wW0|z`)Yd!qCao h85m`b#+HsI299<%gj7tQe~Vd^!<0)^)z#mP3jkGNBs2g3 diff --git a/carousel/generate_lpdid_carousel.py b/carousel/generate_lpdid_carousel.py index 96b9d0e2..a4390426 100644 --- a/carousel/generate_lpdid_carousel.py +++ b/carousel/generate_lpdid_carousel.py @@ -1137,7 +1137,7 @@ def slide_10_validated(self): items = [ ( "Authors' R recipes (danielegirardi/lpdid)", - "Event-study and pooled estimands match to ~1e-13.", + "Event-study and pooled estimands match to ~1e-12.", ), ( "Independent fixest reconstruction", From 3d07721dc43e978be040e187500c42c422fcc452 Mon Sep 17 00:00:00 2001 From: igerber Date: Wed, 1 Jul 2026 17:05:03 -0400 Subject: [PATCH 08/13] Scope slide-5 clean-control caption to the absorbing path Eq. 13 effect-stabilization admits stabilized already-treated units as clean controls, so the unqualified "never serve as controls" was too broad. Co-Authored-By: Claude Fable 5 --- carousel/diff-diff-lpdid-carousel.pdf | Bin 252604 -> 252634 bytes carousel/generate_lpdid_carousel.py | 2 +- 2 files changed, 1 insertion(+), 1 deletion(-) diff --git a/carousel/diff-diff-lpdid-carousel.pdf b/carousel/diff-diff-lpdid-carousel.pdf index 92448efd93503fad272bcf19e32506531b87cfcf..64d908b36b6ef6a3fbaa4072bc3c8dc42d14ed89 100644 GIT binary patch delta 1573 zcmdn9mH*aO{tf=3^=6h_c6MCFB}J);xm*=P?baHeIOvjkf%`$VWhFmp?|mqJl2 zD!o=+r}ZTLN;=Qae^`95OLNQj`V&s0n@Sf=X@QAbfI?KqWZ;Z(krsp2{ASgeZalT*j&qbZmdk##WWXJ5$d7=J9 zv`-_qPcL(tF+&O4R2d^l<7rMVF}_Oj?sbQz%TyUYy4QGi!^ys=}9$%hvFSZ5Y{zGv6xx~97moE*3|w8gidz8QSVHzxA(&ewOm!kP ze5{NW6ScW^b=k`6Z?CHQ)EjgCc~Mxz{kVGa_qL~{7SHcV6l`2G`|AE(P3_??{y!2} z_5LYWk@CX_$@M|Aq;nK1YMN$SH|d+!-)VO_t{7+_;Sb0D^^eP z&$>7zclV?Enb)gMKg_#soUzS%udAta$J-y4oM#R9U;pXq9P@SM{h-a-La%e4m2VR- z2tSw>>Gbi!wX=s;MIHEibj=*`+h3pk6Z$7I`>CkN>t#A=>#s|j%`RfQowYS{q1OD< zY_~R5roI36HlXk5$7e5;3)|xP&z$>u{QLD8+iqsr?LTK#;nX(Z)&Pw00Ihm3S3}@ftj(T z3A&iMsi`@Jn3<&+x|oHDxg~~}nV|)mn4y7zxgl7r9$~SefsvsBxod-2eap delta 1457 zcmcb$m4DAx{tf=3^~RQ5c6MCFB}J);xm*=G~Jm?+~(W* zETKi*C#q^DD$lz9!{tTCd6$z5xg>%PEoqgxIiI<0!tz(D70q!Es~JTWDm&a3-@@h5 zGv`X~{Iw#xj*07i`1#_BkX41q!g^)?_XfTm8{`(xOY*;zuq1D{%tg%ymXhqvs}{?M zUk>54)VDQ1`25I=gBD_T%k!l(4Onf|XRhRd*`E>G$^FKBnU*KkA(ILrybLFg0mkPM*{M6`3@8-SM(<6VGJl^-P_Ql!e zGd5qoeTcYYf9ByYV^4k2&d;KE&ZO5nh~4ylU%9jXdeZ)lIw$Nz>@X1E^DX=nQBlYr3NHkXS@TWZBUdVM^0M&7w6?{Z*Q^RjhM zmb|;Q>h-lvpYGJZQMq$Bjq`2Z`tm@1_oV7NO{eN?4)oKlVzq z?76??YSPb|t)iRPPTR2h`fa{fuQp~aTz%^}m)KqJWBxN$i|i7&eack0a4Dw9(pOOb z`s%BpKN}|}Z!zL{Qk>mVU|HJ#NwTG+o*qf42anVF%BS(unuVu+bq zOjo=CG{VFXP0G-~(82&+%+SOD-6}&vQ Date: Wed, 1 Jul 2026 17:41:16 -0400 Subject: [PATCH 09/13] Rename shelf card to Cengiz-Style Stacking (never the library's StackedDiD name) diff-diff's StackedDiD implements Wing-Freedman-Hollingsworth (2024) Q-weights, a different (corrected) scheme LP-DiD does not nest; the paper's Sec. 3.7 equivalence target is the Cengiz et al. (2019) literature design. The shelf card previously juxtaposed the library estimator name with the Cengiz citation, inviting a false identification. Claim-discipline docstring now carries the rule. Co-Authored-By: Claude Fable 5 --- carousel/diff-diff-lpdid-carousel.pdf | Bin 252634 -> 252628 bytes carousel/generate_lpdid_carousel.py | 9 ++++++++- 2 files changed, 8 insertions(+), 1 deletion(-) diff --git a/carousel/diff-diff-lpdid-carousel.pdf b/carousel/diff-diff-lpdid-carousel.pdf index 64d908b36b6ef6a3fbaa4072bc3c8dc42d14ed89..33f94189ae6e60238e6f9b01aadc86317343a964 100644 GIT binary patch delta 2056 zcmai#2~ZPv6vjR9iYO?N!)QfEKoDWi>@HQVaHyaX${|N80Z}|a1W_(oR1UdSLMVtx zq#z&)w15I~7}RhUPzD4go&m;-ND*U2ZCdSg+;pZpvokxtegE%!?|n17gH+Nd^+m5rW#HS=7US*lpZp47=O&oFMV_nLOgQg~*& zebmwL80lhukGHFVhEq1Tp{%YkDp@J=x>^zXa!fP4c^QB_V1xrY#MB$p%Ms1o&_F+z zH1e&x?CxTpM^zS2Z!Ar5Y_ijSTix;K#C*nMwHf|mEz#<1Wm#(uz1cRn^oJrSQj7;nZoVla)JmZ>+3C(;bZlIbRAmp$whh_Z+d?JjAUZGrSzOrTS6 zm|9H5=>8}VqO$8v&(q{>vWiG@QI4QZ8fJWDT2L2znANdvi6&!?eHv`O?zDt6?3h}h zI^wj&t%1AuV^Y^X#4YW7a!o^Ps)Sc~yj}Y4eWLeGENwmfnpa+YM2eJanhdFUr}BGp z_(!`AT`;RZ_H^x4^_tklg#(0Xau`UDT+zSa?fTyFiR{#eU5_%4B7QQhXI#8%lWC`qh=Y-_kW|$&asn5Ms@#KR&QSX-?yL zoOkV6AYCcDn8&yLj>xrH#pWFxxFHbVXc+BN&EtrI64I15HCYHN9Kz%Hcb&Y7pDV?l z3fd!dF4NaPNJ6|9b}Va>#I)^uy%EhuzQ8|;IC)@(n0~;>+r0kR?!02grr;R9sEzHe zqfxo^xOC5!>96z6dje{&;q#ja-Z-s>5&OsGM8Mdm$m_=g)dKy&S`${?^X0MZLf+6r zw=7}tXstlGfG7CQg0(ButngW=CByx_mKI$HPRCkR+n|@tToPK~{O(DJbL>b4E-)** z`Jqtkug9rKkcKn&8HZ>_2XsGX^;_1LMJHZNxOA#yc3a@d&d<8HD^}m}8-BTav!x?z zCnf7I!fAedY!CAy3USKP_OSJUKnhdyc?LHsuJsHfwBiir?5Da4_8< zsXLbMpi$@V))7I5L^)}!{9yd^SgrCHrqQ}>F1+*M0^tKPXJJX?z5Pcx*X~sQ?i+N% z=v~OK`&1scKlAYuvJCa^`Y*cgSu+(43^n9davlhEJNm7coNXqH?8Y$8%3fd7Hq%MZ z)pk@xs@>L%IeIa7Tf-THTU zZPm(jS?DlkvX>SS3E8}t6sfPCmBOxljuQql#6grD&tYtq)h79$?~z^+qvZ+CwwKO^ zFKVBpjYvlMy|&}MchApnYJX7$Z1B|&ZAuS+{XoA&nu0O1HuWiY{1U zsdXr%Scf72My+E)2=RrH{~9x4T)_lGQH2IECIL_daRh@E7!!mj3~15JWMmF$iJMw}SGs5YAN4gE5HG33$TH#089DmnesQL>;Jcc^W_iE4LTGWDU_B#@SGAjPO2~U^%Ct4L?DY!MCWS+TvM6My zFy&Dxd2EkEBO#9>dZ|{zY-QJK_qMfXk2`zL-gE9b_k8Z}|NZ{I|L;BL_S7yOtX*8a zT$#XWc6K!0-q^6A-_B7jF2OCG;s^@I!-g# z+*9>tfs4x#^Sg)3yEB+dDZGha9;(Ii8%Ece^$+4efA7RDbFQ4 z)>_Z?noS&K=Ok^)k6h@=FxK{D(j^Ydwi5$fHRl{}F3djdwkvQ<#V0wCt;$ZYvG9sG zw<;h8rRS8(o6z^AWb#7pNw%y__f9alBLHoMp`z7L^Vr2+U2pvl`B1Z)7k|*cRlV41 zs<>FuE*eO6ci3rBW0t4x*C}7SFZ6B6vWzni~^2exuTguW9yew7r;JrpeBE#X@e5sSCx`E^IU~}#OAiw_)2pPa}UugWssiw zxKL+n=fy^wtBI`)I2BN2d1mt(4Wx~_ak_o#?`%ujrqESQC!4wN7ZJ7EUWFE;PsX3? zjTpBM_9%?yzr=Jj{ReJ2ugnmH)ztej_%?wHEA*NI4y`r6TUrir3q_M(;=Uu%y=t!EudUolgc z#6-31$lKJ>_PWcrOhTwX8yb=W1&>RcXO7KYmOQ`S#A|4ukc1>$O*HwjMo%?9L1*DJ zHQ-^jYxPv3p(*EeZd`c{z{j4Jo!wve*NmB@_kdmEyu$TPmH@j#IFhi9Jp zT|ttz@=8v9_LmQo`1S?8V+UR&p1;*PR+bv;CwI7<#xVFs@zSHTR|NZpqt+e-{(XhJ z3dc0vF87D1Cu5oYU-)WFzI~nMD-sii$Ov!x?NG0RW@KVnX;-5(qe_$CwM)twc7csF zSG^hjqq1k*sV;!P{cDmAUehR;{7E=kGVA*Lap8x#Xknu<8b7!7c>aU5mpcZ>rE*31 zgSsi*!F>UyemkDli3Sh8F<7(s+O&^Rk!QVs#ipd+4vCN}u^aJVH9h;F2$za?e+F-} zZkp0E>SS!#TNAOdjoo=dc;VY+yTuWYoYmXKNdtMancQeoYa+w`(6x%_6W1|rOyuq) zZ1g*+pTAv;ehl;ccrizhqh>SBIVP3{-vO5~-KNB$KR4)n^-gq&8&lL;kM*2%9l6F~ z^rw_G_j+AYIS`*HjpM6vz!#R=`WsfL-!KleTr;&$a?cW&o>8@TXt13tn(WT6?j9xN zJ9@>hX<@r|BnxP10-8K|E7S{Uipm{I01Ci)+4mJi1a1g?ybO04(*Aw`ASQ}X8O*|E z7y^P2bq8oAkLyBCK(Hs5d;C*BxEPlQ$RrolhFfVCZ!Sx1<81Zd8|Q2+aMTbx`0mPm*5IG wvT!HTejS3c)?o Date: Thu, 2 Jul 2026 07:56:49 -0400 Subject: [PATCH 10/13] Rebuild carousel on the paper's own novelty spine (IRF crossover narrative) New arc per Dube-Girardi-Jorda-Taylor (2025) pp. 741-742, quotes verbatim: macro built LPs for dynamic effects of shocks (cover, IRF motif) -> negative weighting via contamination schematic + pull quote -> dark twist slide (naive LP inherits the bias, Eqs. 6-7) -> the "underappreciated feature" fusion (LP + clean controls) -> "unclean" mechanism grid -> non-negative weights + "subsumes" equivalence map -> symmetric pre-trends (Roth 2024, authors' claim) -> code/production/ validated/CTA. Visual flair: amber kickers, serif pull quotes, card shadows, one dark slide; type floored at ~13pt body / 38-52pt headlines for phone-width legibility. All prior claim discipline retained (BJS-style single-cohort, Cengiz-style literature naming, default-path survey, ~1e-12 tolerance, no speed claims, Sum over g != 0). 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clean-control accent / amber impact accent on a lavender -> white -gradient. The temporal-forward identity signals LP-DiD's horizon-by-horizon -local-projection nature. - -Narrative spine ("one regression to rule them all"): - -1. Cover -- the estimator zoo, then the punchline (single LOTR nod) -2. Shelf -- fragmentation problem: four fixes, four frameworks -3. Real world -- four scenarios of tool-choice anxiety -4. Introducing -- "It's just a regression" (3 capability cards) -5. Mechanism -- clean-control panel schematic at one horizon -6. The math -- LP-DiD equation + the proven equivalence map -7. Output -- native event-study plot (pre-trends = negative horizons) +footer wordmark) with the "Horizon" palette: violet primary / sky-cyan +clean-control accent / amber impact accent on a lavender -> white gradient. +Adds editorial flair: amber section kickers, serif pull-quotes lifted +verbatim from the paper, soft card shadows, a cover impulse-response motif, +and a single dark "twist" slide at the narrative pivot. Type sizes are +floored for phone-width LinkedIn rendering (body >= 13pt, headlines 38-52). + +Narrative spine (the paper's own novelty argument, JAE 2025 pp. 741-742): + +1. Cover -- macro built LPs to read dynamic effects of shocks; + your event study is one +2. Problem -- negative weighting: previously treated units are + implicitly used as controls (pull quote + schematic) +3. Twist (DARK) -- naive LP inherits the same bias (Eqs. 6-7); the + comparisons are the fix, not the estimator +4. Insight -- the "underappreciated feature": LP makes restricting + comparisons easy; LP + clean controls = LP-DiD +5. Mechanism -- "unclean" observations leave the control group + (clean-control panel schematic) +6. The math -- non-negative weights (Eqs. 9-10) + "subsumes": + recent estimators as specific subcases (Sec. 3.7) +7. Output -- native event study; pre/post estimated symmetrically + (avoids Roth 2024 interpretation difficulties) 8. Code -- sklearn-like fit(); reweight=True == Callaway-Sant'Anna 9. Production -- 2x3 feature grid (incl. non-absorbing + survey designs) 10. Validated -- authors' tooling, fixest, svyglm, tested equivalences 11. CTA -- pip install + GitHub -Claim discipline (verified against docs/methodology/papers/dube-2025-review.md): -- The "zoo" named on the cover / shelf / equivalence map is EXACTLY the four +Claim discipline (verified against docs/methodology/papers/dube-2025-review.md +and the JAE 2025 PDF, pp. 741-742): +- All pull quotes are VERBATIM from the paper (abstract + Section 1-2 intro); + "..." marks elisions. No invented or paraphrased-as-quoted text. +- The "zoo" named on the slide-6 equivalence map is EXACTLY the four estimators the paper proves LP-DiD nests: Callaway-Sant'Anna, Cengiz-style stacking, classic 2x2 DiD, and (single-cohort) BJS. Sun-Abraham has no - documented LP-DiD equivalence and is deliberately absent from the - unification arc. + documented LP-DiD equivalence and is deliberately absent. - CS and Cengiz-stacked equivalences are EXACT (paper Section 3.7). - The stacking equivalence target is the Cengiz et al. (2019) LITERATURE design. Never call it "Stacked DiD": this library's `StackedDiD` estimator implements @@ -35,6 +46,10 @@ scheme that LP-DiD does NOT nest (see the CE-4 note in tests/test_lpdid.py). - BJS equality holds only for PMD k=t-1 single-cohort (fn. 10-11); phrased as "BJS-style / exact single-cohort" everywhere. Never a bare "==". +- Naive-LP-bias twist cites the paper's own statement (Sec. 2 intro, Eqs. 6-7): + a naive LP implementation incurs negative weighting analogous to TWFE. +- The Roth (2024) symmetric-pretrends point is the authors' claim (Sec. 1), + attributed to the paper, not asserted independently. - NO speed claims: the paper's Table 2 speedups are Stata-implementation artifacts; diff-diff's own vectorized CS is faster than LPDiD (verified empirically 2026-07-01), so speed is omitted from the narrative. @@ -45,7 +60,7 @@ Produces ``carousel/diff-diff-lpdid-carousel.pdf``. Generation requires ``fpdf2``, ``Pillow``, and ``matplotlib`` (carousel-only dependencies, not -part of the library's install or dev extras). +part of the library's install extras; matplotlib ships in dev/docs extras). """ import os @@ -87,17 +102,19 @@ VIOLET = (109, 40, 217) # #6d28d9 primary accent VIOLET_DARK = (91, 33, 182) # #5b21b6 VIOLET_LIGHT = (196, 181, 253) # #c4b5fd treated-cell tint +VIOLET_BRIGHT = (167, 139, 250) # #a78bfa accents on the dark slide CYAN = (8, 145, 178) # #0891b2 clean-control / forward accent CYAN_LIGHT = (165, 243, 252) # #a5f3fc AMBER = (245, 158, 11) # #f59e0b impact / event-time pop LAVENDER = (245, 243, 255) # #f5f3ff gradient start +SHADOW = (203, 213, 225) # #cbd5e1 soft card shadow # Text + structural (shared with the spillover deck for legibility) NAVY = (15, 23, 42) # #0f172a primary text GRAY = (100, 116, 139) # #64748b secondary text LIGHT_GRAY = (148, 163, 184) # #94a3b8 fine print WHITE = (255, 255, 255) -DARK_SLATE = (30, 41, 59) # #1e293b code block bg +DARK_SLATE = (30, 41, 59) # #1e293b code block bg / dark-slide gradient end AMBER_CODE = (252, 211, 77) # #fcd34d code string literals SLATE_CODE = (148, 163, 184) # #94a3b8 code keyword tone @@ -106,7 +123,6 @@ VIOLET_DARK_HEX = "#5b21b6" VIOLET_LIGHT_HEX = "#c4b5fd" CYAN_HEX = "#0891b2" -CYAN_LIGHT_HEX = "#a5f3fc" AMBER_HEX = "#f59e0b" NAVY_HEX = "#0f172a" GRAY_HEX = "#64748b" @@ -129,15 +145,14 @@ def cleanup(self): # ----------------------------------------------------------------- # Magazine vertical sidebar -- drawn on every slide. The tick # advances from near-top (slide 1) to near-bottom (slide 11). Bar is - # VIOLET; tick is AMBER so the accent reads as a deliberate progress - # marker. + # VIOLET (VIOLET_BRIGHT on the dark slide); tick is AMBER. # ----------------------------------------------------------------- - def _draw_vertical_sidebar(self, slide_number, total=TOTAL_SLIDES): + def _draw_vertical_sidebar(self, slide_number, total=TOTAL_SLIDES, dark=False): bar_x = 14 # mm from left edge bar_y_top = 45 bar_y_bottom = 275 - self.set_draw_color(*VIOLET) + self.set_draw_color(*(VIOLET_BRIGHT if dark else VIOLET)) self.set_line_width(0.6) self.line(bar_x, bar_y_top, bar_x, bar_y_bottom) @@ -147,11 +162,11 @@ def _draw_vertical_sidebar(self, slide_number, total=TOTAL_SLIDES): ratio = 0.0 tick_y = bar_y_top + ratio * (bar_y_bottom - bar_y_top) self.set_draw_color(*AMBER) - self.set_line_width(0.9) + self.set_line_width(1.2) self.line(bar_x - 4, tick_y, bar_x + 7, tick_y) # ----------------------------------------------------------------- - # Background + footer + # Backgrounds + footer # ----------------------------------------------------------------- def light_gradient_background(self): @@ -168,7 +183,21 @@ def light_gradient_background(self): y = i * HEIGHT / steps self.rect(0, y, WIDTH, HEIGHT / steps + 1, "F") - def add_footer(self): + def dark_gradient_background(self): + """Navy #0f172a fading to dark slate #1e293b (the twist slide).""" + steps = 50 + r0, g0, b0 = NAVY + r1, g1, b1 = DARK_SLATE + for i in range(steps): + ratio = i / steps + r = int(r0 + (r1 - r0) * ratio) + g = int(g0 + (g1 - g0) * ratio) + b = int(b0 + (b1 - b0) * ratio) + self.set_fill_color(r, g, b) + y = i * HEIGHT / steps + self.rect(0, y, WIDTH, HEIGHT / steps + 1, "F") + + def add_footer(self, dark=False): """Centered split-color ``diff-diff vX.Y.Z`` wordmark.""" self.set_font("Helvetica", "B", 12) dd_text = "diff-diff " @@ -178,9 +207,9 @@ def add_footer(self): start_x = (WIDTH - dd_w - v_w) / 2 self.set_xy(start_x, HEIGHT - 18) - self.set_text_color(*GRAY) + self.set_text_color(*(LIGHT_GRAY if dark else GRAY)) self.cell(dd_w, 10, dd_text) - self.set_text_color(*VIOLET) + self.set_text_color(*(VIOLET_BRIGHT if dark else VIOLET)) self.cell(v_w, 10, v_text) # ----------------------------------------------------------------- @@ -198,6 +227,48 @@ def centered_text(self, y, text, size=28, bold=True, color=NAVY, italic=False): self.set_text_color(*color) self.cell(WIDTH, size * 0.5, text, align="C") + def _kicker(self, y, text, color=AMBER): + """Editorial section label: letter-spaced small caps with flanking rules.""" + spaced = " ".join(text.upper()) + self.set_font("Helvetica", "B", 13) + tw = self.get_string_width(spaced) + mid_y = y + 3 + rule = 20 + gap = 8 + self.set_draw_color(*color) + self.set_line_width(0.7) + self.line(WIDTH / 2 - tw / 2 - gap - rule, mid_y, WIDTH / 2 - tw / 2 - gap, mid_y) + self.line(WIDTH / 2 + tw / 2 + gap, mid_y, WIDTH / 2 + tw / 2 + gap + rule, mid_y) + self.set_xy(0, y) + self.set_text_color(*color) + self.cell(WIDTH, 6, spaced, align="C") + + def _pull_quote(self, y, text, attribution, size=15, width_frac=0.76, dark=False): + """Serif pull quote (verbatim paper text) with an oversized amber mark. + + Returns the y coordinate after the attribution line. + """ + qw = WIDTH * width_frac + qx = (WIDTH - qw) / 2 + + # Oversized opening quotation mark + self.set_xy(qx - 13, y - 7) + self.set_font("Helvetica", "B", 46) + self.set_text_color(*AMBER) + self.cell(14, 14, '"') + + self.set_xy(qx, y) + self.set_font("Times", "I", size) + self.set_text_color(*(WHITE if dark else NAVY)) + self.multi_cell(qw, size * 0.52, text, align="C") + end_y = self.get_y() + 4 + + self.set_xy(0, end_y) + self.set_font("Helvetica", "", 12) + self.set_text_color(*(LIGHT_GRAY if dark else GRAY)) + self.cell(WIDTH, 6, attribution, align="C") + return end_y + 8 + def draw_split_logo(self, y, size=18): """Split-color diff-diff logo with VIOLET middle dash.""" self.set_xy(0, y) @@ -209,21 +280,175 @@ def draw_split_logo(self, y, size=18): self.set_text_color(*NAVY) self.cell(WIDTH / 2 - 5, 10, "diff", align="L") + # ----------------------------------------------------------------- + # Shadowed card helpers + # ----------------------------------------------------------------- + + def _shadow_rect(self, x, y, w, h): + self.set_fill_color(*SHADOW) + self.rect(x + 1.4, y + 1.4, w, h, "F") + + def _card_stack( + self, items, start_y, box_h=42, accent=VIOLET, margin=30, title_size=16, desc_size=13 + ): + """Stacked cards: soft shadow, accent left bar, title + one-line desc.""" + box_w = WIDTH - margin * 2 + gap = 6 + bar_w = 5 + for i, (title, desc) in enumerate(items): + by = start_y + i * (box_h + gap) + self._shadow_rect(margin, by, box_w, box_h) + self.set_fill_color(*WHITE) + self.set_draw_color(220, 220, 220) + self.set_line_width(0.5) + self.rect(margin, by, box_w, box_h, "DF") + self.set_fill_color(*accent) + self.rect(margin, by, bar_w, box_h, "F") + + self.set_xy(margin + bar_w + 12, by + 8) + self.set_font("Helvetica", "B", title_size) + self.set_text_color(*NAVY) + self.cell(box_w - bar_w - 24, 10, title) + + self.set_xy(margin + bar_w + 12, by + 26) + self.set_font("Helvetica", "", desc_size) + self.set_text_color(*GRAY) + self.cell(box_w - bar_w - 24, 10, desc) + return start_y + len(items) * (box_h + gap) + # ----------------------------------------------------------------- # Equation rendering (matplotlib mathtext -> PNG -> fpdf image) # ----------------------------------------------------------------- def _place_equation_centered(self, path, pw, ph, y, max_w=200): aspect = ph / pw - display_w = min(max_w, WIDTH * 0.75) + display_w = min(max_w, WIDTH * 0.78) display_h = display_w * aspect eq_x = (WIDTH - display_w) / 2 self.image(path, eq_x, y, display_w) return display_h + def _save_fig(self, fig, dpi=200, transparent=False, facecolor="white"): + fd, path = tempfile.mkstemp(suffix=".png") + os.close(fd) + fig.savefig( + path, + dpi=dpi, + bbox_inches="tight", + pad_inches=0.1, + transparent=transparent, + facecolor=None if transparent else facecolor, + ) + plt.close(fig) + with PILImage.open(path) as img: + pw, ph = img.size + self._temp_files.append(path) + return path, pw, ph + + # ----------------------------------------------------------------- + # Cover motif -- a soft impulse-response curve: flat, then a shock + # (amber dash), then the dynamic response rising. Sits behind the + # punchline at low alpha. + # ----------------------------------------------------------------- + + def _render_cover_irf(self): + fig, ax = plt.subplots(figsize=(10, 3.4)) + fig.patch.set_alpha(0) + ax.set_facecolor("none") + + x_pre = np.linspace(-3.5, 0, 60) + x_post = np.linspace(0, 8, 160) + y_pre = np.zeros_like(x_pre) + y_post = 2.0 * (1 - np.exp(-x_post / 2.2)) + + ax.axvline(0, color=AMBER_HEX, linewidth=2.4, linestyle=(0, (5, 4)), alpha=0.6) + ax.plot(x_pre, y_pre, color=VIOLET_HEX, linewidth=3.2, alpha=0.45) + ax.plot(x_post, y_post, color=VIOLET_HEX, linewidth=3.2, alpha=0.45) + ax.fill_between(x_post, 0, y_post, color=VIOLET_HEX, alpha=0.09, linewidth=0) + # "shock" label sits low-left so it can't collide with the punchline + ax.text(-3.3, 0.18, "shock", fontsize=14, color=AMBER_HEX, fontweight="bold", alpha=0.75) + + ax.set_xlim(-3.5, 8) + ax.set_ylim(-0.4, 2.4) + ax.set_xticks([]) + ax.set_yticks([]) + for spine in ax.spines.values(): + spine.set_visible(False) + fig.tight_layout(pad=0.2) + return self._save_fig(fig, transparent=True) + + # ----------------------------------------------------------------- + # Slide-2 schematic -- contamination: an early-treated unit is still + # responding to its own treatment when TWFE drafts it as a "control" + # for a later cohort. + # ----------------------------------------------------------------- + + def _render_contamination(self): + fig, ax = plt.subplots(figsize=(10, 4.8)) + fig.patch.set_facecolor("white") + ax.set_facecolor("white") + + x = np.linspace(1, 12, 240) + early_entry, late_entry = 3.0, 8.0 + y_early = np.where(x < early_entry, 0.0, 2.2 * (1 - np.exp(-(x - early_entry) / 2.6))) + y_never = np.zeros_like(x) + + ax.plot(x, y_never, color=LIGHT_GRAY_HEX, linewidth=2.6, label="never treated") + ax.plot(x, y_early, color=VIOLET_HEX, linewidth=3.4, label="treated at t=3") + + ax.axvline(late_entry, color=AMBER_HEX, linewidth=2.2, linestyle=(0, (5, 4)), zorder=3) + ax.text( + late_entry + 0.15, + -0.42, + "new cohort\ntreated at t=8", + fontsize=13, + color=AMBER_HEX, + fontweight="bold", + va="top", + ) + + # The contaminated stretch: still responding when drafted as control + mask = x >= late_entry + ax.fill_between( + x[mask], y_never[mask], y_early[mask], color=VIOLET_HEX, alpha=0.12, linewidth=0 + ) + ax.annotate( + "still responding to its OWN treatment...", + xy=(9.8, float(2.2 * (1 - np.exp(-(9.8 - early_entry) / 2.6)))), + xytext=(4.6, 2.62), + fontsize=14, + color=VIOLET_HEX, + fontweight="bold", + arrowprops=dict(arrowstyle="->", color=VIOLET_HEX, lw=1.6), + ) + ax.text( + 9.95, + 1.02, + '...yet TWFE drafts it\nas a "control"', + fontsize=14, + color=NAVY_HEX, + fontweight="bold", + ha="center", + ) + + ax.set_xlim(1, 12) + ax.set_ylim(-1.15, 3.0) + ax.set_xlabel("time", fontsize=13, color=GRAY_HEX) + ax.set_xticks(range(1, 13)) + ax.set_yticks([]) + ax.tick_params(colors=GRAY_HEX, labelsize=11) + for spine in ax.spines.values(): + spine.set_visible(False) + ax.spines["bottom"].set_visible(True) + ax.spines["bottom"].set_color(LIGHT_GRAY_HEX) + ax.legend(loc="upper left", fontsize=12, frameon=False, labelcolor=NAVY_HEX) + + fig.tight_layout(pad=0.3) + return self._save_fig(fig) + # ----------------------------------------------------------------- # Slide-6 weight equation with annotation arrow pointing at the - # omega >= 0 condition specifically (the paper's central result). + # omega >= 0 condition (weights over TREATED cohorts only, g != 0). # ----------------------------------------------------------------- def _render_weights_equation(self): @@ -234,58 +459,42 @@ def _render_weights_equation(self): ax.set_xlim(0, 1) ax.set_ylim(0, 1) - # The per-horizon regression (paper Eq. 4 restricted by Eq. 8) ax.text( 0.5, 0.82, r"$y_{i,t+h} - y_{i,t-1} \;=\; \beta_h\,\Delta D_{it} \;+\; \delta_t^h \;+\; e_{it}^h$", - fontsize=25, + fontsize=27, ha="center", va="center", color=NAVY_HEX, ) - - # The estimand (paper Eqs. 9-10): non-negative weights over TREATED - # cohorts only (g != 0; the never-treated cohort is the control). ax.text( 0.5, 0.52, r"$E(\beta_h) \;=\; \sum_{g \neq 0}\,\omega_{g,h}\,\tau_h^g\,," r"\qquad \omega_{g,h} \,\geq\, 0$", - fontsize=25, + fontsize=27, ha="center", va="center", color=NAVY_HEX, ) - - # Arrow + label pointing UP at the omega >= 0 condition, which - # sits right of center in the rendered line. ax.annotate( "always non-negative -- no forbidden comparisons", xy=(0.735, 0.42), xytext=(0.60, 0.10), - fontsize=14, + fontsize=15, color=AMBER_HEX, fontweight="bold", ha="center", va="bottom", - arrowprops=dict(arrowstyle="->", color=AMBER_HEX, lw=1.5, shrinkA=2, shrinkB=4), + arrowprops=dict(arrowstyle="->", color=AMBER_HEX, lw=1.6, shrinkA=2, shrinkB=4), ) - - fd, path = tempfile.mkstemp(suffix=".png") - os.close(fd) - fig.savefig(path, dpi=250, bbox_inches="tight", pad_inches=0.06, transparent=True) - plt.close(fig) - with PILImage.open(path) as img: - pw, ph = img.size - self._temp_files.append(path) - return path, pw, ph + return self._save_fig(fig, dpi=250, transparent=True) # ----------------------------------------------------------------- - # Slide-5 mechanism schematic -- panel grid (units x time), colored - # by treatment status, with the horizon-h=+2 regression's sample - # highlighted: newly-treated entry cells (violet outline), clean - # controls (cyan outline), already-treated cohort greyed out. + # Slide-5 mechanism schematic -- panel grid (units x time) with the + # horizon-h=+2 regression's sample highlighted; the already-treated + # ("unclean") cohort is greyed out of the control group. # ----------------------------------------------------------------- def _render_clean_control_grid(self): @@ -293,17 +502,17 @@ def _render_clean_control_grid(self): fig.patch.set_facecolor("white") ax.set_facecolor("white") - n_t = 12 # periods 1..12 + n_t = 12 groups = [ ("Cohort A\n(enters t=3)", 3, range(8, 12)), ("Cohort B\n(enters t=6)", 6, range(4, 8)), ("Never\ntreated", None, range(0, 4)), ] - t_entry = 6 # the regression under focus: cohort B entry - h = 2 # horizon +2 + t_entry = 6 + h = 2 - cell = 0.86 # cell side (leaves gutters) - for label, entry, rows in groups: + cell = 0.86 + for _, entry, rows in groups: for r in rows: for t in range(1, n_t + 1): treated = entry is not None and t >= entry @@ -319,8 +528,8 @@ def _render_clean_control_grid(self): ) ax.add_patch(rect) - # Grey-out overlay on cohort A (already treated at t_entry) -- - # excluded from the h=+2 regression at t=6. + # Grey-out overlay: cohort A is "unclean" at t=6 (still potentially + # responding to its own entry) -> excluded from the control group. overlay = patches.Rectangle( (1 - cell / 2 - 0.07, 8 - cell / 2 - 0.07), n_t - 1 + cell + 0.14, @@ -334,49 +543,47 @@ def _render_clean_control_grid(self): ax.text( (1 + n_t) / 2, 9.5, - "already treated at t=6 -> EXCLUDED", + '"unclean" at t=6 -> EXCLUDED', ha="center", va="center", - fontsize=13, + fontsize=15, color=GRAY_HEX, fontweight="bold", zorder=4, ) - # Newly-treated entry cells (cohort B at t=6): bold violet outline for r in range(4, 8): - rect = patches.Rectangle( - (t_entry - cell / 2, r - cell / 2), - cell, - cell, - facecolor="none", - edgecolor=VIOLET_HEX, - linewidth=2.4, - zorder=5, + ax.add_patch( + patches.Rectangle( + (t_entry - cell / 2, r - cell / 2), + cell, + cell, + facecolor="none", + edgecolor=VIOLET_HEX, + linewidth=2.6, + zorder=5, + ) ) - ax.add_patch(rect) - - # Clean controls (never-treated at t=6): bold cyan outline for r in range(0, 4): - rect = patches.Rectangle( - (t_entry - cell / 2, r - cell / 2), - cell, - cell, - facecolor="none", - edgecolor=CYAN_HEX, - linewidth=2.4, - zorder=5, + ax.add_patch( + patches.Rectangle( + (t_entry - cell / 2, r - cell / 2), + cell, + cell, + facecolor="none", + edgecolor=CYAN_HEX, + linewidth=2.6, + zorder=5, + ) ) - ax.add_patch(rect) - # Long-difference bracket ABOVE the whole grid (kept clear of the - # cohort-A EXCLUDED overlay): y(t+2) - y(t-1), spanning t=5..8. + # Long-difference bracket above the grid: y(t+2) - y(t-1) brace_y = 12.1 ax.annotate( "", xy=(t_entry + h, brace_y), xytext=(t_entry - 1, brace_y), - arrowprops=dict(arrowstyle="->", color=AMBER_HEX, lw=2.0), + arrowprops=dict(arrowstyle="->", color=AMBER_HEX, lw=2.2), zorder=6, ) ax.text( @@ -385,13 +592,12 @@ def _render_clean_control_grid(self): r"long difference: $y_{t+2} - y_{t-1}$", ha="center", va="bottom", - fontsize=13, + fontsize=15, color=AMBER_HEX, fontweight="bold", zorder=6, ) - # Group labels on the left for label, _, rows in groups: mid = (min(rows) + max(rows)) / 2 ax.text( @@ -400,17 +606,16 @@ def _render_clean_control_grid(self): label, ha="right", va="center", - fontsize=11, + fontsize=13, color=NAVY_HEX, fontweight="bold", ) - # Legend -- 2x2 grid so nothing clips at the right axis limit legend_items = [ (VIOLET_LIGHT_HEX, None, "treated cell", 1.0, -1.5), ("#eef2f7", None, "untreated cell", 7.0, -1.5), - ("none", VIOLET_HEX, "newly treated (enters regression)", 1.0, -2.7), - ("none", CYAN_HEX, "clean control (enters regression)", 7.0, -2.7), + ("none", VIOLET_HEX, "newly treated (enters regression)", 1.0, -2.8), + ("none", CYAN_HEX, "clean control (enters regression)", 7.0, -2.8), ] for face, edge, txt, lx, ly in legend_items: sq = patches.Rectangle( @@ -419,40 +624,32 @@ def _render_clean_control_grid(self): 0.55, facecolor=face if face != "none" else "white", edgecolor=edge if edge else "white", - linewidth=2.0 if edge else 0.8, + linewidth=2.2 if edge else 0.8, zorder=5, ) ax.add_patch(sq) - ax.text(lx + 0.75, ly, txt, ha="left", va="center", fontsize=10.5, color=NAVY_HEX) + ax.text(lx + 0.75, ly, txt, ha="left", va="center", fontsize=12, color=NAVY_HEX) ax.set_xlim(-3.2, n_t + 0.8) - ax.set_ylim(-3.6, 13.6) + ax.set_ylim(-3.7, 13.6) ax.set_xticks(range(1, n_t + 1)) - ax.set_xticklabels([f"{t}" for t in range(1, n_t + 1)], fontsize=9, color=GRAY_HEX) + ax.set_xticklabels([f"{t}" for t in range(1, n_t + 1)], fontsize=11, color=GRAY_HEX) ax.set_yticks([]) - ax.set_xlabel("time", fontsize=11, color=GRAY_HEX) + ax.set_xlabel("time", fontsize=13, color=GRAY_HEX) ax.tick_params(length=0) for spine in ax.spines.values(): spine.set_visible(False) fig.tight_layout(pad=0.4) - fd, path = tempfile.mkstemp(suffix=".png") - os.close(fd) - fig.savefig(path, dpi=200, bbox_inches="tight", pad_inches=0.12, facecolor="white") - plt.close(fig) - with PILImage.open(path) as img: - pw, ph = img.size - self._temp_files.append(path) - return path, pw, ph + return self._save_fig(fig) # ----------------------------------------------------------------- - # Slide-7 event-study plot -- flat pre-trends, dynamic post path, - # violet CI band, amber treatment line. Values are illustrative - # (styled after the staggered DGP used in the library benchmarks). + # Slide-7 event-study plot -- symmetric pre/post estimation, flat + # pre-trends, dynamic post path, violet CI band. Values illustrative. # ----------------------------------------------------------------- def _render_event_study(self): - fig, ax = plt.subplots(figsize=(10, 5.6)) + fig, ax = plt.subplots(figsize=(10, 5.4)) fig.patch.set_facecolor("white") ax.set_facecolor("white") @@ -468,103 +665,80 @@ def _render_event_study(self): cis = np.concatenate([pre_ci, [0.0], post_ci]) ax.axhline(0, color=LIGHT_GRAY_HEX, linewidth=0.9, zorder=1) - ax.axvline(-0.5, color=AMBER_HEX, linewidth=1.6, linestyle=(0, (5, 4)), zorder=2) + ax.axvline(-0.5, color=AMBER_HEX, linewidth=1.8, linestyle=(0, (5, 4)), zorder=2) ax.text( - -0.62, + -0.66, 2.72, "treatment", ha="right", va="top", - fontsize=11, + fontsize=13, color=AMBER_HEX, fontweight="bold", ) - ax.fill_between( - hs, - bs - cis, - bs + cis, - color=VIOLET_HEX, - alpha=0.13, - linewidth=0, - zorder=2, - ) - ax.plot(hs, bs, color=VIOLET_HEX, linewidth=2.2, zorder=4) - ax.scatter( - hs, - bs, - s=52, - color=VIOLET_HEX, - edgecolors="white", - linewidths=1.0, - zorder=5, - ) - # Reference period h = -1: open marker, coefficient fixed at 0 + ax.fill_between(hs, bs - cis, bs + cis, color=VIOLET_HEX, alpha=0.13, linewidth=0, zorder=2) + ax.plot(hs, bs, color=VIOLET_HEX, linewidth=2.4, zorder=4) + ax.scatter(hs, bs, s=62, color=VIOLET_HEX, edgecolors="white", linewidths=1.1, zorder=5) ax.scatter( [-1], [0], - s=64, + s=76, facecolors="white", edgecolors=VIOLET_HEX, - linewidths=1.8, + linewidths=2.0, zorder=6, ) ax.annotate( "h = -1 reference", xy=(-1, 0), - xytext=(-3.4, 0.85), - fontsize=10.5, + xytext=(-3.6, 0.9), + fontsize=12, color=GRAY_HEX, - arrowprops=dict(arrowstyle="->", color=GRAY_HEX, lw=0.9), + arrowprops=dict(arrowstyle="->", color=GRAY_HEX, lw=1.0), zorder=6, ) ax.text( -3.5, - -0.55, - "pre-trends: flat", + -0.62, + "placebos: the same\nregressions, run at h < 0", ha="center", - fontsize=11, + fontsize=12.5, color=CYAN_HEX, fontweight="bold", ) ax.text( 5.4, - 1.15, + 1.10, "dynamic ATT, one\ncoefficient per horizon", ha="center", - fontsize=11, + fontsize=12.5, color=VIOLET_HEX, fontweight="bold", ) - ax.set_xlabel("event time h (periods since treatment)", fontsize=12, color=NAVY_HEX) - ax.set_ylabel(r"$\beta_h$", fontsize=13, color=NAVY_HEX) + ax.set_xlabel("event time h (periods since treatment)", fontsize=13, color=NAVY_HEX) + ax.set_ylabel(r"$\beta_h$", fontsize=14, color=NAVY_HEX) ax.set_xticks(list(range(-5, 9))) - ax.tick_params(colors=GRAY_HEX, labelsize=9) - ax.set_ylim(-0.8, 3.0) + ax.tick_params(colors=GRAY_HEX, labelsize=11) + ax.set_ylim(-1.0, 3.0) for spine in ax.spines.values(): spine.set_color(LIGHT_GRAY_HEX) ax.spines["top"].set_visible(False) ax.spines["right"].set_visible(False) fig.tight_layout(pad=0.4) - fd, path = tempfile.mkstemp(suffix=".png") - os.close(fd) - fig.savefig(path, dpi=200, bbox_inches="tight", pad_inches=0.12, facecolor="white") - plt.close(fig) - with PILImage.open(path) as img: - pw, ph = img.size - self._temp_files.append(path) - return path, pw, ph + return self._save_fig(fig) # ----------------------------------------------------------------- # Code block (dark-slate bg with token highlighting) # ----------------------------------------------------------------- - def _add_code_block(self, x, y, w, token_lines, font_size=13, line_height=12): + def _add_code_block(self, x, y, w, token_lines, font_size=12, line_height=10): n_lines = len(token_lines) total_h = n_lines * line_height + 24 + self._shadow_rect(x, y, w, total_h) self.set_fill_color(*DARK_SLATE) self.rect(x, y, w, total_h, "F") @@ -587,267 +761,242 @@ def _add_code_block(self, x, y, w, token_lines, font_size=13, line_height=12): return total_h - # ----------------------------------------------------------------- - # Card row helper (title + one-line description, accent left bar) - # ----------------------------------------------------------------- - - def _card_stack(self, items, start_y, box_h=40, accent=VIOLET, margin=30): - box_w = WIDTH - margin * 2 - gap = 5 - bar_w = 4 - for i, (title, desc) in enumerate(items): - by = start_y + i * (box_h + gap) - self.set_fill_color(*WHITE) - self.set_draw_color(220, 220, 220) - self.set_line_width(0.5) - self.rect(margin, by, box_w, box_h, "DF") - self.set_fill_color(*accent) - self.rect(margin, by, bar_w, box_h, "F") - - self.set_xy(margin + bar_w + 12, by + 8) - self.set_font("Helvetica", "B", 15) - self.set_text_color(*NAVY) - self.cell(box_w - bar_w - 24, 10, title) - - self.set_xy(margin + bar_w + 12, by + 25) - self.set_font("Helvetica", "", 12) - self.set_text_color(*GRAY) - self.cell(box_w - bar_w - 24, 10, desc) - return start_y + len(items) * (box_h + gap) - # ================================================================= # SLIDES # ================================================================= def slide_01_cover(self): - """Slide 1: the zoo, then the punchline (the single LOTR nod).""" + """Slide 1: macro built LPs for shocks; your event study is one.""" self.add_page() self.light_gradient_background() self._draw_vertical_sidebar(1) - self.draw_split_logo(38, size=42) + self.draw_split_logo(34, size=40) - # The zoo -- exactly the four estimators LP-DiD provably nests - # (paper Secs. 2.2 / 3.7, fn. 10-11), so the punchline is cashable. - # Qualified names carry the equivalence scope on the user-visible - # surface: "Cengiz-style" (the paper's stacked target, not any - # stacked variant) and "BJS-style" (exact only single-cohort PMD). - self.centered_text(104, "Callaway-Sant'Anna. Cengiz-style stacking.", size=27) - self.centered_text(128, "BJS-style imputation. The classic 2x2.", size=27) + self.centered_text(88, "Macro built local projections to read", size=30) + self.centered_text(112, "the dynamic effects of shocks.", size=30) - # Punchline - self.centered_text(186, "One regression", size=50, color=VIOLET) - self.centered_text(216, "to rule them all.", size=50, color=VIOLET) + # IRF motif behind the punchline + irf_path, _ipw, _iph = self._render_cover_irf() + motif_w = 222 + self.image(irf_path, (WIDTH - motif_w) / 2, 148, motif_w) - # Byline - self.set_xy(0, HEIGHT - 72) - self.set_font("Helvetica", "B", 13) + self.centered_text(168, "Your event study", size=52, color=VIOLET) + self.centered_text(200, "is one.", size=52, color=VIOLET) + + self.set_xy(0, HEIGHT - 78) + self.set_font("Helvetica", "B", 15) self.set_text_color(*VIOLET) - self.cell(WIDTH, 8, "LP-DiD: Local Projections DiD.", align="C") - self.set_xy(0, HEIGHT - 60) - self.set_font("Helvetica", "I", 11) - self.set_text_color(*GRAY) - self.cell(WIDTH, 8, "Now in diff-diff.", align="C") - self.set_xy(0, HEIGHT - 48) - self.set_font("Helvetica", "I", 11) + self.cell(WIDTH, 8, "LP-DiD: Local Projections meet DiD. Now in diff-diff.", align="C") + self.set_xy(0, HEIGHT - 64) + self.set_font("Helvetica", "I", 12) self.set_text_color(*GRAY) - self.cell(WIDTH, 8, "Dube, Girardi, Jordà & Taylor (2025).", align="C") - self.set_xy(0, HEIGHT - 37) - self.set_font("Helvetica", "", 10) + self.cell( + WIDTH, + 8, + "Dube, Girardi, Jordà & Taylor (2025), J. of Applied Econometrics 40(5).", + align="C", + ) + self.set_xy(0, HEIGHT - 51) + self.set_font("Helvetica", "", 11.5) self.set_text_color(*LIGHT_GRAY) - self.cell(WIDTH, 8, "Journal of Applied Econometrics 40(5)", align="C") + self.cell( + WIDTH, 8, "Co-author Ã’scar Jordà introduced local projections in 2005.", align="C" + ) self.add_footer() - def slide_02_shelf(self): - """Slide 2: fragmentation -- four fixes, four frameworks, one shelf.""" + def slide_02_problem(self): + """Slide 2: negative weighting -- contamination schematic + pull quote.""" self.add_page() self.light_gradient_background() self._draw_vertical_sidebar(2) - self.centered_text(40, "The staggered revolution", size=36) - self.centered_text(72, "left you with a shelf.", size=42, color=VIOLET) - - # 2x2 grid of estimator "boxes" sitting on literal shelf lines - margin = 32 - grid_gap = 10 - card_w = (WIDTH - margin * 2 - grid_gap) / 2 - card_h = 52 - start_y = 122 - - # Same four estimators as the cover and the slide-6 equivalence map: - # the shelf we show is exactly the shelf LP-DiD provably nests. - # "BJS-Style" keeps the single-cohort equivalence scope visible. - # "Cengiz-Style Stacking" (literature name) -- NEVER "Stacked DiD", - # which is this library's WFH-2024 Q-weighted estimator, a different - # scheme LP-DiD does not nest (tests/test_lpdid.py CE-4 note). - boxes = [ - ("Classic 2x2 DiD", "Where you started.\nOne clean comparison."), - ("Callaway-Sant'Anna", "Group-time ATTs.\nIts own aggregation layer."), - ("Cengiz-Style Stacking", "Cengiz et al. (2019).\nIts own dataset duplication."), - ("BJS-Style Imputation", "Borusyak-Jaravel-Spiess.\nIts own two-step machinery."), - ] - - for idx, (title, desc) in enumerate(boxes): - row = idx // 2 - col = idx % 2 - cx = margin + col * (card_w + grid_gap) - cy = start_y + row * (card_h + 22) - - self.set_fill_color(*WHITE) - self.set_draw_color(*VIOLET) - self.set_line_width(0.6) - self.rect(cx, cy, card_w, card_h, "DF") - - self.set_xy(cx + 10, cy + 8) - self.set_font("Helvetica", "B", 15) - self.set_text_color(*NAVY) - self.cell(card_w - 20, 10, title) - - for j, line in enumerate(desc.split("\n")): - self.set_xy(cx + 10, cy + 24 + j * 11) - self.set_font("Helvetica", "", 11) - self.set_text_color(*GRAY) - self.cell(card_w - 20, 10, line) + self._kicker(34, "The Problem") + self.centered_text(52, "Already-treated units sneak", size=37) + self.centered_text(80, "into your control group.", size=37, color=VIOLET) + + self._pull_quote( + 112, + "Previously treated units, which might still be experiencing lagged" + " ... treatment effects, are implicitly used as controls for newly" + " treated ones.", + "- Dube, Girardi, Jordà & Taylor (2025)", + size=15, + ) - # Shelf line under each row of boxes - shelf_y = cy + card_h + 6 - self.set_draw_color(*NAVY) - self.set_line_width(1.4) - self.line(margin - 6, shelf_y, WIDTH - margin + 6, shelf_y) + plot_path, ppw, pph = self._render_contamination() + plot_w = WIDTH * 0.78 + plot_h = plot_w * (pph / ppw) + self.image(plot_path, (WIDTH - plot_w) / 2, 162, plot_w) - cap_y = start_y + 2 * (card_h + 22) + 12 + fact_y = 162 + plot_h + 8 self.centered_text( - cap_y, - "Three fixes for TWFE's negative weights - plus the textbook case they outgrew.", - size=14, - bold=False, - italic=True, - color=GRAY, + fact_y, + "The TWFE estimate could even lie outside the range", + size=15, + bold=True, + color=NAVY, ) self.centered_text( - cap_y + 16, - "Same causal question. Four mental models.", - size=16, + fact_y + 14, + "of group-specific treatment effects.", + size=15, bold=True, color=NAVY, ) self.add_footer() - def slide_03_real_world(self): - """Slide 3: four scenarios of tool-choice anxiety.""" + def slide_03_twist(self): + """Slide 3 (DARK): naive LP inherits the same bias -- the pivot.""" self.add_page() - self.light_gradient_background() - self._draw_vertical_sidebar(3) - - self.centered_text(40, "Same question.", size=38) - - # Second line with "Four different machines." accented - self.set_font("Helvetica", "B", 38) - text_b = "Four different " - text_c = "machines." - w_b = self.get_string_width(text_b) - w_c = self.get_string_width(text_c) - start_x = (WIDTH - w_b - w_c) / 2 - self.set_xy(start_x, 70) - self.set_text_color(*NAVY) - self.cell(w_b, 20, text_b) - self.set_text_color(*VIOLET) - self.cell(w_c, 20, text_c) + self.dark_gradient_background() + self._draw_vertical_sidebar(3, dark=True) - scenarios = [ - ( - "Staggered State Policy", - "Minimum wage rolls out state by state. CS? Stacked? Which aggregation?", - ), - ( - "Phased Product Rollout", - "The feature ships to markets in waves. Event study? Which estimator?", - ), - ( - "Programs That Switch Off", - "The retention treatment ends. Absorbing-only estimators don't apply.", - ), - ( - "Survey-Weighted Panels", - "CPS-style pweights, strata, PSUs. Which estimator takes a design?", - ), - ] - self._card_stack(scenarios, start_y=130, accent=AMBER) + self._kicker(38, "The Catch") - self.add_footer() + self.centered_text(78, "So just point macro's tool", size=38, color=WHITE) + self.centered_text(106, "at your rollout?", size=38, color=WHITE) - def slide_04_introducing(self): - """Slide 4: LP-DiD intro -- 'It's just a regression.'""" - self.add_page() - self.light_gradient_background() - self._draw_vertical_sidebar(4) + self.centered_text(152, "Not so fast.", size=58, color=VIOLET_BRIGHT) - self.centered_text(40, "LP-DiD.", size=44) self.centered_text( - 78, "It's just a regression.", size=22, bold=False, italic=True, color=VIOLET + 206, + "A naive LP implementation inherits the same", + size=17, + bold=False, + color=WHITE, ) - self.centered_text( - 114, "A local projection per horizon: long difference,", size=14, bold=False, color=GRAY + 222, + "negative-weighting bias as TWFE.", + size=17, + bold=False, + color=WHITE, ) self.centered_text( - 128, "time fixed effects, clean controls. Plain OLS.", size=14, bold=False, color=GRAY + 240, + "(Dube, Girardi, Jordà & Taylor 2025, Eqs. 6-7)", + size=12, + bold=False, + italic=True, + color=LIGHT_GRAY, ) - items = [ - ( - "One long difference per horizon.", - "OLS on clean controls. You can read every comparison it makes.", - ), - ( - "Weights provably non-negative.", - "Clean-control baseline result (Eqs. 9-10). With covariates, prefer RA.", - ), + self.centered_text(266, "The estimator isn't the fix.", size=21, color=AMBER) + self.centered_text(284, "The comparisons are.", size=21, color=AMBER) + + self.add_footer(dark=True) + + def slide_04_insight(self): + """Slide 4: the 'underappreciated feature' -- LP + clean controls.""" + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(4) + + self._kicker(34, "The Insight") + self.centered_text(52, "The underappreciated feature.", size=38) + + self._pull_quote( + 88, + "An underappreciated feature of the LP framework is that it is" + " straightforward to limit the set of permissible comparisons" + " based on a desired criterion, such as past treatment history.", + "- Dube, Girardi, Jordà & Taylor (2025)", + size=15, + ) + + # Fusion diagram: LP + clean controls = LP-DiD + card_w = 100 + card_h = 56 + y_cards = 168 + x1 = 26 + x2 = WIDTH - 26 - card_w + + for cx, title, l1, l2 in [ ( - "The estimand is a dial.", - "Variance-weighted for precision, or equal-weighted - your call.", + x1, + "Local projections", + "Jordà (2005). Built to estimate", + "dynamic average effects.", ), - ] - end_y = self._card_stack(items, start_y=164) + (x2, "Clean controls", "Cengiz et al. (2019) spirit.", '"Unclean" units stay out.'), + ]: + self._shadow_rect(cx, y_cards, card_w, card_h) + self.set_fill_color(*WHITE) + self.set_draw_color(*VIOLET) + self.set_line_width(0.7) + self.rect(cx, y_cards, card_w, card_h, "DF") + self.set_xy(cx + 8, y_cards + 9) + self.set_font("Helvetica", "B", 16) + self.set_text_color(*NAVY) + self.cell(card_w - 16, 9, title) + for j, line in enumerate((l1, l2)): + self.set_xy(cx + 8, y_cards + 27 + j * 12) + self.set_font("Helvetica", "", 12.5) + self.set_text_color(*GRAY) + self.cell(card_w - 16, 9, line) - self.set_xy(0, end_y + 8) - self.set_font("Helvetica", "I", 10) - self.set_text_color(*LIGHT_GRAY) - self.cell(WIDTH, 8, "Local projections (Jordà 2005), pointed at DiD.", align="C") + # The "+" between cards + self.set_xy(0, y_cards + card_h / 2 - 9) + self.set_font("Helvetica", "B", 40) + self.set_text_color(*VIOLET) + self.cell(WIDTH, 18, "+", align="C") + + # "=" then the result card + self.set_xy(0, y_cards + card_h + 8) + self.set_font("Helvetica", "B", 30) + self.set_text_color(*NAVY) + self.cell(WIDTH, 14, "=", align="C") + + res_y = y_cards + card_h + 26 + res_w = WIDTH - 2 * 26 + res_h = 46 + self._shadow_rect(26, res_y, res_w, res_h) + self.set_fill_color(*VIOLET) + self.rect(26, res_y, res_w, res_h, "F") + self.set_xy(26, res_y + 8) + self.set_font("Helvetica", "B", 22) + self.set_text_color(*WHITE) + self.cell(res_w, 12, "LP-DiD", align="C") + self.set_xy(26, res_y + 26) + self.set_font("Helvetica", "", 13.5) + self.set_text_color(255, 255, 255) + self.cell( + res_w, 9, "Dynamic treatment effects with provably non-negative weights.", align="C" + ) self.add_footer() def slide_05_mechanism(self): - """Slide 5: clean-control panel schematic at horizon h=+2.""" + """Slide 5: 'unclean' observations leave the control group.""" self.add_page() self.light_gradient_background() self._draw_vertical_sidebar(5) - self.centered_text(40, "Clean controls,", size=36) - self.centered_text(64, "horizon by horizon.", size=36, color=VIOLET) + self._kicker(34, "How It Works") + self.centered_text(52, '"Unclean" observations', size=37) + self.centered_text(80, "leave the control group.", size=37, color=VIOLET) plot_path, ppw, pph = self._render_clean_control_grid() - plot_w = WIDTH * 0.80 - plot_aspect = pph / ppw - plot_h = plot_w * plot_aspect - plot_x = (WIDTH - plot_w) / 2 - plot_y = 104 - self.image(plot_path, plot_x, plot_y, plot_w) + plot_w = WIDTH * 0.72 + plot_h = plot_w * (pph / ppw) + plot_y = 106 + self.image(plot_path, (WIDTH - plot_w) / 2, plot_y, plot_w) - cap_y = plot_y + plot_h + 10 + cap_y = plot_y + plot_h + 8 self.centered_text( cap_y, "Each horizon is one regression you could run by hand.", - size=16, + size=17, bold=True, color=VIOLET, ) self.centered_text( cap_y + 16, "In the absorbing (default) path, already-treated units never serve as controls.", - size=13, + size=13.5, bold=False, italic=True, color=GRAY, @@ -856,19 +1005,28 @@ def slide_05_mechanism(self): self.add_footer() def slide_06_math(self): - """Slide 6: the unification slide -- equation + equivalence map.""" + """Slide 6: non-negative weights + 'subsumes' equivalence map.""" self.add_page() self.light_gradient_background() self._draw_vertical_sidebar(6) - self.centered_text(38, "The zoo was one regression", size=32) - self.centered_text(62, "all along.", size=32, color=VIOLET) + self._kicker(34, "The Math") + self.centered_text(52, "Non-negative weights,", size=36) + self.centered_text(80, "guaranteed.", size=36, color=VIOLET) eq_path, epw, eph = self._render_weights_equation() - eq_y = 88 - eq_h = self._place_equation_centered(eq_path, epw, eph, eq_y, max_w=225) + eq_h = self._place_equation_centered(eq_path, epw, eph, 102, max_w=205) + + intro_y = 102 + eq_h + 10 + self.centered_text( + intro_y, + 'And it "subsumes many of the recent solutions" - the abstract, verbatim:', + size=13.5, + bold=False, + italic=True, + color=GRAY, + ) - # Equivalence map -- each row: LPDiD setting == estimator (source) rows = [ ("reweight=True", "== Callaway-Sant'Anna", "exact (Sec. 3.7)"), ("default (variance-weighted)", "== Cengiz et al. stacked", "exact (Sec. 3.7)"), @@ -876,74 +1034,80 @@ def slide_06_math(self): ("pmd='max'", "-> BJS imputation", "exact single-cohort (fn. 10-11)"), ] - margin = 34 + margin = 32 box_w = WIDTH - margin * 2 - row_h = 24 - gap = 4 - start_y = eq_y + eq_h + 14 - col1_w = 82 + row_h = 25 + gap = 5 + start_y = intro_y + 14 + col1_w = 86 for i, (setting, target, source) in enumerate(rows): by = start_y + i * (row_h + gap) + self._shadow_rect(margin, by, box_w, row_h) self.set_fill_color(*WHITE) self.set_draw_color(220, 220, 220) self.set_line_width(0.5) self.rect(margin, by, box_w, row_h, "DF") self.set_fill_color(*CYAN) - self.rect(margin, by, 4, row_h, "F") + self.rect(margin, by, 5, row_h, "F") - self.set_xy(margin + 12, by + 7) - self.set_font("Courier", "B", 12) + # Line 1: setting -> target; line 2: source citation (right- + # aligned on its own line so it can never collide with line 1). + self.set_xy(margin + 13, by + 4) + self.set_font("Courier", "B", 13) self.set_text_color(*VIOLET_DARK) self.cell(col1_w, 10, setting) - self.set_xy(margin + 12 + col1_w, by + 7) - self.set_font("Helvetica", "B", 13) + self.set_xy(margin + 13 + col1_w, by + 4) + self.set_font("Helvetica", "B", 14) self.set_text_color(*NAVY) - self.cell(84, 10, target) + self.cell(box_w - col1_w - 26, 10, target) - self.set_xy(margin + 12 + col1_w + 84, by + 7) - self.set_font("Helvetica", "I", 10) + self.set_xy(margin + 13, by + 14) + self.set_font("Helvetica", "I", 11) self.set_text_color(*GRAY) - self.cell(box_w - col1_w - 84 - 24, 10, source, align="R") - - cap_y = start_y + len(rows) * (row_h + gap) + 8 - self.centered_text( - cap_y, - "Numerical equivalences proven in the paper - not analogies.", - size=13, - bold=False, - italic=True, - color=GRAY, - ) + self.cell(box_w - 26, 8, source, align="R") self.add_footer() def slide_07_output(self): - """Slide 7: native event study.""" + """Slide 7: native event study, symmetric pre/post estimation.""" self.add_page() self.light_gradient_background() self._draw_vertical_sidebar(7) - self.centered_text(40, "Pre-trends are just", size=36) - self.centered_text(64, "negative horizons.", size=36, color=VIOLET) + self._kicker(34, "What You Get") + self.centered_text(52, "Pre-trends, estimated", size=37) + self.centered_text(80, "symmetrically.", size=37, color=VIOLET) plot_path, ppw, pph = self._render_event_study() - plot_w = WIDTH * 0.86 - plot_aspect = pph / ppw - plot_h = plot_w * plot_aspect - plot_x = (WIDTH - plot_w) / 2 - plot_y = 112 - self.image(plot_path, plot_x, plot_y, plot_w) - - cap_y = plot_y + plot_h + 12 + plot_w = WIDTH * 0.84 + plot_h = plot_w * (pph / ppw) + plot_y = 106 + self.image(plot_path, (WIDTH - plot_w) / 2, plot_y, plot_w) + + cap_y = plot_y + plot_h + 10 self.centered_text( cap_y, "The event study is native - not a post-hoc aggregation.", - size=16, + size=17, bold=True, color=VIOLET, ) + self.centered_text( + cap_y + 17, + "Pre and post coefficients are estimated symmetrically - the paper notes this", + size=13, + bold=False, + color=GRAY, + ) + self.centered_text( + cap_y + 30, + "avoids the pretrend-interpretation difficulties raised in Roth (2024).", + size=13, + bold=False, + color=GRAY, + ) self.add_footer() @@ -953,17 +1117,18 @@ def slide_08_code(self): self.light_gradient_background() self._draw_vertical_sidebar(8) - self.centered_text(38, "The Code.", size=46) + self._kicker(34, "The Code") + self.centered_text(52, "It's just a regression.", size=42) self.centered_text( - 78, + 88, "Same sklearn-like API as every diff-diff estimator.", size=14, bold=False, color=GRAY, ) - margin = 22 - code_y = 98 + margin = 24 + code_y = 106 token_lines = [ [ @@ -1052,15 +1217,15 @@ def slide_08_code(self): code_y, WIDTH - margin * 2, token_lines, - font_size=11, - line_height=9, + font_size=12, + line_height=10, ) sub_y = code_y + code_h + 10 self.centered_text( sub_y, "Callaway-Sant'Anna is literally a keyword argument.", - size=13, + size=14, bold=False, color=GRAY, ) @@ -1073,13 +1238,14 @@ def slide_09_production_ready(self): self.light_gradient_background() self._draw_vertical_sidebar(9) - self.centered_text(40, "Production-ready.", size=48, color=CYAN) + self._kicker(34, "In Production") + self.centered_text(52, "Production-ready.", size=46, color=CYAN) margin = 26 - grid_gap = 8 + grid_gap = 9 card_w = (WIDTH - margin * 2 - grid_gap) / 2 card_h = 56 - start_y = 90 + start_y = 96 features = [ ("Cluster-Robust SEs", "Unit-level by default,\nmatches Stata lpdid"), @@ -1096,25 +1262,26 @@ def slide_09_production_ready(self): cx = margin + col * (card_w + grid_gap) cy = start_y + row * (card_h + grid_gap) + self._shadow_rect(cx, cy, card_w, card_h) self.set_fill_color(*WHITE) self.set_draw_color(*VIOLET) self.set_line_width(0.6) self.rect(cx, cy, card_w, card_h, "DF") self.set_xy(cx + 10, cy + 8) - self.set_font("Helvetica", "B", 14) + self.set_font("Helvetica", "B", 15) self.set_text_color(*CYAN) self.cell(card_w - 20, 10, title) for j, line in enumerate(desc.split("\n")): - self.set_xy(cx + 10, cy + 24 + j * 12) - self.set_font("Helvetica", "", 11) + self.set_xy(cx + 10, cy + 25 + j * 12) + self.set_font("Helvetica", "", 12.5) self.set_text_color(*GRAY) self.cell(card_w - 20, 10, line) - comp_y = start_y + 3 * (card_h + grid_gap) + 4 + comp_y = start_y + 3 * (card_h + grid_gap) + 6 self.set_xy(0, comp_y) - self.set_font("Helvetica", "I", 10) + self.set_font("Helvetica", "I", 12) self.set_text_color(*LIGHT_GRAY) self.cell( WIDTH, @@ -1131,11 +1298,12 @@ def slide_10_validated(self): self.light_gradient_background() self._draw_vertical_sidebar(10) - self.centered_text(40, "Validated.", size=42, color=VIOLET) + self._kicker(34, "Validated") + self.centered_text(52, "Validated.", size=44, color=VIOLET) self.centered_text( - 82, + 92, "Against the authors' own tooling - and against our own shelf.", - size=13, + size=14, bold=False, italic=True, color=GRAY, @@ -1159,7 +1327,7 @@ def slide_10_validated(self): "reweight == our CallawaySantAnna; PMD == our ImputationDiD (1 cohort).", ), ] - self._card_stack(items, start_y=105) + self._card_stack(items, start_y=114, box_h=44) self.add_footer() @@ -1170,26 +1338,27 @@ def slide_11_cta(self): self._draw_vertical_sidebar(11) self.centered_text(58, "Now in diff-diff.", size=24, bold=False, italic=True, color=GRAY) - self.centered_text(88, "LP-DiD.", size=52, color=VIOLET) + self.centered_text(88, "LP-DiD.", size=54, color=VIOLET) - badge_w = 230 - badge_h = 42 + badge_w = 232 + badge_h = 44 badge_x = (WIDTH - badge_w) / 2 - badge_y = 158 + badge_y = 156 + self._shadow_rect(badge_x, badge_y, badge_w, badge_h) self.set_fill_color(*VIOLET) self.rect(badge_x, badge_y, badge_w, badge_h, "F") - self.set_xy(badge_x, badge_y + 12) - self.set_font("Courier", "B", 16) + self.set_xy(badge_x, badge_y + 13) + self.set_font("Courier", "B", 17) self.set_text_color(*WHITE) self.cell(badge_w, 16, "$ pip install --upgrade diff-diff", align="C") - self.centered_text(222, "github.com/igerber/diff-diff", size=18, color=VIOLET) + self.centered_text(222, "github.com/igerber/diff-diff", size=19, color=VIOLET) - self.draw_split_logo(258, size=28) + self.draw_split_logo(256, size=28) self.centered_text( - 284, "Difference-in-Differences for Python", size=14, bold=False, color=GRAY + 284, "Difference-in-Differences for Python", size=15, bold=False, color=GRAY ) self.add_footer() @@ -1199,9 +1368,9 @@ def main(): pdf = LPDiDCarouselPDF() try: pdf.slide_01_cover() - pdf.slide_02_shelf() - pdf.slide_03_real_world() - pdf.slide_04_introducing() + pdf.slide_02_problem() + pdf.slide_03_twist() + pdf.slide_04_insight() pdf.slide_05_mechanism() pdf.slide_06_math() pdf.slide_07_output() From 5d14624bc68423c53268fbc7ba04242984d59614 Mon Sep 17 00:00:00 2001 From: igerber Date: Thu, 2 Jul 2026 08:01:39 -0400 Subject: [PATCH 11/13] Rename slide-9 card to Non-Absorbing Entry Effects; add README install command Card title now matches the registry's entry-effect scope (exit-event dynamics are deferred). README gains the pip install line for the carousel-only deps. Co-Authored-By: Claude Fable 5 --- carousel/README.md | 4 ++++ carousel/diff-diff-lpdid-carousel.pdf | Bin 358530 -> 358529 bytes carousel/generate_lpdid_carousel.py | 2 +- 3 files changed, 5 insertions(+), 1 deletion(-) diff --git a/carousel/README.md b/carousel/README.md index 53909b31..62c6fa5e 100644 --- a/carousel/README.md +++ b/carousel/README.md @@ -23,6 +23,10 @@ intentionally NOT part of the library's install or dev extras; `matplotlib` is already available through the dev/docs extras but is not a runtime install dependency. Python >= 3.9. +```bash +python -m pip install fpdf2 Pillow +``` + ## Claim discipline Slide copy that states methodology facts (equivalence targets, tolerances, diff --git a/carousel/diff-diff-lpdid-carousel.pdf b/carousel/diff-diff-lpdid-carousel.pdf index b200cc254be4a9fd75f88d935350b645662d7636..d144f1c335a62822ef4f0063c3a12e4c72577c9d 100644 GIT binary patch delta 1903 zcmaiydo+}39LG&)%*aS#yG&%n)(qyI>-)aBRK`pjQmsspOR2QAQ(>kxQN3;%2U{_A zDYtY%w`GJB+L`UsR5YUO+n)Sk+H>|f=XcKYe9rUzUB1r~J7^X&XjWoG z#z0a6+0G`3>qy?xNNEUbD}KA0AADgm*)`D9!?dM|n0wR;-sc=#>wAwV4I-NbJF4`h ztD7SpJ1Xau^i$jwi&mEDo-{MT^N3H3(k(*z%K*1t4fCQ~Qcu~QLjzD{xk7cl&C8=r ze6H$|pUU7x*wTi?e%TF}Hn`Ew%x$?ms1rwg(@Epcm@VrrYsc~hOQd(nZpepH67;|~ ze}T-|!GPqUNxIa~BPeaZPlJGu`sD^|Jwys3HUo)oH$OC|Op_ zKaTH-?7mQv-BanDufHZN$~8Dv8E4|pRSxzM2=gL}Z0&+ud_50>luBiGa+SQ?>TYe} zX`7eMQIP0$SV!Rx%?ndakf`QC-RLG7>8U9r4#ykCT)%}`8+%J!@0sX=qb1xoEtjPJ zE$cRIZB2Zr4~dcmc?G7n{b#a0 zii-%v%+$n=7a!jA&iJV!h{`MJ_$-L`EmzrCToG@MPk3fnk-k&dHfvi+n74Uvq~A7W z_}Whk_S-rN+?)6_5q{B;@k~S22)2P|vfU}{7f(`0*?kl5mA|naXX)K>FWOD{-QZ+h zU2zj8`~AA9?FT~3dP#msC8vI@Ox_pJewC;;H`ZY5*0oy**XKZMByzKYB-w^gnJVDS z76aE6q=tnRJS)i~s)(LHtq<;b^q%O5wq*Qwi}!K6ISRglkEKKar% z(lJqcvyCYY~z}yyFDaP~C6ie4VlmX*VHU8!Pzlvp^xz203BhxD@{qDYC_**%)MOHRr zfpM5}F7o+YO^_U%%9C(iqBUo|EJ~e5sW=}CVRs*P8Pe@_v~r2XSy7ClYv=ap+xoe! zXTBufh9B8Zd$k#2?_t~2GWSJ!)$ za<^otd7!j*^w-9{6`uQX(m~7my$|Odd&i0&<_~kkySI*Go^HU^tQzCWZS3cpHf}#_cKbmzgqEIt-TqDn|q z3>s6=&_zS<5{asR(@l>K&={8ng!)Ph!k7a#obhfsZ0fDq{44EiQ1L!aeOcv8%5QMdgpxr?LbMiepn*~fHoXE#uu^5onASh!( ztVvn~Kp_jJO@dz;TYF-Zf!YnC4Ehf(3~9N*V6jnOwQI2HED-q)GT2%ZqhcngWg*Jg zfY#HY3}k$-h1lO0hQSFf>)X3CSRept*@`k6JlQVP8IVB(GhRmMI|p&-01UEu%eY)u z2!QDj$l{9N==s3!jyE@u zUlW(H*+17iC&lw(sE*Sn3!{^i`ZXJ=JNv@|(qAaULQWWUgpH!)2c!0<=JIcf&J`$G zagQo4B3g!$vJw4(r=vN85;i9NR8r(CUDTKi&oVSAQ{3;;VI80ex-ksieP0CXeX)CX zuc>jG#Rk_h&Ut^Vy|oBUSTu$`+kUtr+Ie-q75WxVaroU1)SzVhsZT+P7da`+I#H8L zyZxg{7TfiZEU!JKP)tSRC4&-p$<@L57#;qp&0Z^3mMO3W^|?qH=XsOwK;QEHgPku7 zC-bN%`%mK0PW^p3&FMUIvZ;lk<;ztm*1?@JyT>L6WI4?0#NvA#8s=zr z$y0+|!+RZRJS66C`pCBES%>nU7^~e-s|C%(@YqH#fvC+u8&+ZXPru8$`oc2hrf3bt zx3dlvW~lJ$^m7*2x4L5%eyj>x=gOwVv&qWc6;DtsE7zCksN=Ud@3egmaJ?}mDefNO z4-^r3UDsr_DwJt=)|asI)=`1z_~n7|`^ObGXyQE{JUZ>G-s2b#t1R0W*rPmKO;df# zwf9XHt*hsLgVk6@ei_rK$rN61&F=HI!tFth$CaDb#p~0Pl>GpE{S+YM+0WUV?w+!r zo_^wA)U8uXTITc>5@|Zlyw%O>9Bky^UPPHl{e_V zM(2OuCwQt+@JsTt{A#31M;xIwN$crhZ;+Z6T}_1h?7YkA2I!?a`x7-rFW)OKa)$q0 zA~zo2J`+f_$Bx6Ud&f*<4gbm8Q8<2{>`jOB?BiM*XO!+|^_OTzx-9mx8BcVba`t+z z+z`Mvn;Z)MJlGTU_V&9ln$HNTG$9`TwrjX$pPQ6;uDHmi>|K{iihu{Mm36<93KAACb zwL}tCusLY`vMPQT(9MY7F@bIRO;`^va=QAu)9I?ajbfL1`>SIcM-ryfD_)6?@-OG~I_qS31|GRW5ff(-^ma?;VQGoYUz|1$|P{wtTcL44OsI zEQUt25^by1!qCJMNp_VVqP3b}R6BFr{4tL(*Zc2+ClCmLItJK*xCI!A01A~cS}Uj& zHHttYkk#b?g-lSx@Hhep;)M>ekOla?1+)VNM^wW|M4Y+>KqLYbKzL@}g7m!{qKF`2 z0Y*{}0_n)m7V>$Eg>sOh77iei@ap|Q7=cI;;^P(ufhaqQT5bp<;nZq}FfsrNljkke z+J`8Ryg*LIQPlbYh-5rS5_UiqFp6+EPK)a2Waj{qogDE_crt+qG6;Bp05U-)^goaz mgXu`y^1ljSJsM3f`cMG(P&_v{L=SodAlvC#S~A_7^!^1>SJTh{ diff --git a/carousel/generate_lpdid_carousel.py b/carousel/generate_lpdid_carousel.py index 53a1f510..6ec572ec 100644 --- a/carousel/generate_lpdid_carousel.py +++ b/carousel/generate_lpdid_carousel.py @@ -1251,7 +1251,7 @@ def slide_09_production_ready(self): ("Cluster-Robust SEs", "Unit-level by default,\nmatches Stata lpdid"), ("Covariates, Two Ways", "RA path (BJS-style) or\ndirect with guardrails"), ("PMD Baselines", "Premean differencing +\npooled pre/post ATTs"), - ("Non-Absorbing Treatment", "First-entry & effect-\nstabilization (Eq. 12/13)"), + ("Non-Absorbing Entry Effects", "First-entry & effect-\nstabilization (Eq. 12/13)"), ("Survey Designs", "pweights, strata, PSU, FPC;\nBinder TSL (default path)"), ("Composition Control", "no_composition fixes the\npost-window sample"), ] From 327bc4779102ceef1c9673039860f818344697e2 Mon Sep 17 00:00:00 2001 From: igerber Date: Thu, 2 Jul 2026 08:42:47 -0400 Subject: [PATCH 12/13] Cover motif polish: anchor shock dash at curve baseline, label hugs the line The dashed shock marker no longer extends below the pre-period line (read as a rendering mistake); the "shock" label sits directly beside its dash. Slide-6 lead-in rephrased to a plain sentence. 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Cover: punchline contained above the motif baseline Trimmed the below-baseline padding so the curve's flat line is the motif's bottom edge, and raised the punchline so no text hangs under the chart. Co-Authored-By: Claude Fable 5 --- carousel/diff-diff-lpdid-carousel.pdf | Bin 358326 -> 359675 bytes carousel/generate_lpdid_carousel.py | 11 +++++++---- 2 files changed, 7 insertions(+), 4 deletions(-) diff --git a/carousel/diff-diff-lpdid-carousel.pdf b/carousel/diff-diff-lpdid-carousel.pdf index 07da33681cd2d3b4e67c9e0031e94c120fab6cdd..a4e319a029a996d9ba51514dee59eabcd33771b7 100644 GIT binary patch delta 26045 zcmc$`3p~{O_cuDS%P!SaDoN;~RFX<1X^c`yDsqX45lyz_Qf|3^m0c1cw<%)el91a7 zxsIX~A$Q|8N^WBqw;9ZsndkHU&iI|@obx=d=bZm}J+CvbyUv^;v7p z>|My%#97#sTP3pWuv+97k+aZ^hB@CEy)}%38%t0gKJqy`Cx5vvd&E+~8mx+#8Ikyl z@$-b~Kc6=yW?A``92bcv84J9VtYBoe;={l9p6J=H zCaGMNnq4*@@OoQS{_Ay0W)GDYMu@p5D)#IA-JTr76+fBCUN0vuGnrm_c%um98?t3L zA;8^GlhJac{6P(K&m?9U>8D8Ijt``|grl^*mZi7C&uZ}hB8p!-@J1~7fUDK717D?9 ze!Us4MSm(CQf(i%%uM9eIsC5_+JTxUCrr+?-)pR&ysmM}_Wf-QMVzAJA@FI!UkXjO z1$*wy9wAPxi2q@GK=ma(r0L3mP;E%fXZ4@GVe*ry-?9$n{e0nlB_`3ga?2lk>BEap z!@@*}S6rA$I&U`38#L>o40ay9|8$>oK)Pq8&uUcs>D{H5zW#__x85W2TTO!Ae1w*= 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