From 5bdf58f9346e539ada853e88ea3fc1178b0fc114 Mon Sep 17 00:00:00 2001 From: igerber Date: Sat, 18 Jul 2026 21:00:51 -0400 Subject: [PATCH 1/2] docs: CiC launch carousel - "The effect your DiD can't see" (Tide deck) 11-slide LinkedIn deck announcing ChangesInChanges, grounded in Athey & Imbens (2006). Villain-first narrative: real programs move parts of the distribution and the mean averages them away ($0.22 p=0.90 verdict vs a $3.01 known truth) -> dark twist (same data in logs: +14.0% p=0.001 - the scale choice IS the assumption) -> the paper's answer (ranks, not scales; verbatim abstract pull quote; equivariance receipt: dollars fit == exp(logs fit)) -> the math (Theorem 3.1 composition annotated step by step + QTE definition) -> the QTE-profile payoff -> sup-t uniform bands ("the bottom half moved" as one claim) -> the code (sklearn-style fit()) -> covariates (confidently-wrong 9.38 -> truth-covering 6.53) -> production grid + qte-1.3.1 validation strip -> CTA (single Tutorial 27 mention). "Tide" palette: ocean navy / teal / seafoam on a light aqua gradient, coral kickers, amber significant-band; distribution-as-water cover motif. Every number is Tutorial 27's seed-locked value (simulated example, truth known by construction - stated on-slide). Claim discipline in the module docstring: parity wording scoped per the parity-suite header (golden files matched to 1e-10; "bit-exact" reserved for the type-1 quantile arithmetic at atol=0), equivariance qualified to unconditional fits, power-law (never "multiplicative") trend framing, bootstrap + fixed-95% sup-t bands framed as qte-parity conventions, no speed claims, QDiD not mentioned. tests/test_cic_carousel_claims.py (10 tests) closes the sync chain: the deck's constants are parsed via ast (no carousel deps in CI) and compared against values PARSED FROM THE COMMITTED Tutorial 27 notebook surface (which the T27 drift test in turn locks against the library), plus visible-slide-surface phrase locks on every load-bearing qualifier with a negative lock on "multiplicative". PDF regenerated in the same commit per carousel/README.md's contract. Co-Authored-By: Claude Fable 5 Claude-Session: https://claude.ai/code/session_01W75ea3yFYQbjVhB2evhRiZ --- carousel/diff-diff-cic-carousel.pdf | Bin 0 -> 371431 bytes carousel/generate_cic_carousel.py | 1302 +++++++++++++++++++++++++++ tests/test_cic_carousel_claims.py | 243 +++++ 3 files changed, 1545 insertions(+) create mode 100644 carousel/diff-diff-cic-carousel.pdf create mode 100644 carousel/generate_cic_carousel.py create mode 100644 tests/test_cic_carousel_claims.py diff --git a/carousel/diff-diff-cic-carousel.pdf b/carousel/diff-diff-cic-carousel.pdf new file mode 100644 index 0000000000000000000000000000000000000000..7e8aa3c6305dbd100a90a10d6a7d8fea1c448976 GIT binary patch literal 371431 zcmeFZWl)@5);3BKTm!*_C0K9`PLn`z2<{uMf{qaqmI#pkOPxJctYe zW;UkQBuq?*4C01gtVq;Yz-_XKZy)}$Km6r<_{(%ZNEVR^(#{0wzy#^R1nI&I>B9Wb zMIDhrQum9Y7QdN2i5eq#EIZp6d$v zn87{&5>3in*Yv%PwV|2mqgW&iLWb5NB&IgT#^4F=he~KUnAup9Fi4r|3YZz&n3zJo zwjzOu^07|vG6H6%*1D$FRwS$sJ7f^HG_x@$;o*544Ee|)N5UX) 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z`|XJHk9Y$UBO!>tIm18aQh&#?(c7`-AF%_s{L4Jvjz9k?9{=0$^HvA|mnaBAE!@B5 zByR^FOEBJs_z?+K9wFY4Emo$6Fhdj!4L5Fkl$!|jX5PqY<(Ev3|XohG2*(Ee1_2sqHwyY=8kNC3HaX@+Px=+zRM zG4efGj9|$3+B1TiyjKs2f&q7aw>>0U9bVq0p^Ra`8<)^bjNX$4Z2|{od$*o3?0xx6 z;A#(hx1Nb1YAFvm424?S9vlW5Tyihm5N`5bJwt@r3E$xXN0=a&_6=?XGg&GN90^A) z)gKaRsP@Ts+A}sXMlI0+93abNNk8Cd6b!jUK0_1=zEnO0${2xKA|Id`p_bqP(2z^9 z256|IvH%)-sZIgS7`3DyfM&8(&j^&sdwKyhL)d%rnIPaxFa+uusmHjtbp>ch= 13pt, headlines 38-52) with the "Tide" palette: deep +ocean navy / teal / seafoam on a light aqua gradient, coral kickers, amber +highlight band for the significant quantile range. Cover motif: +distribution-as-water - the counterfactual and treated spend densities, the +lower tail visibly lifting. + +Narrative spine (villain-first: the effect mean DiD cannot see; grounded in +the Athey-Imbens 2006 paper): + +1. Cover -- "The effect your DiD can't see." Real programs move + parts of the distribution; the mean averages them away +2. The problem -- a real effect, averaged into nothing: mean DiD $0.22 + (p = 0.90) vs a known true effect of $3.01 +3. Twist (DARK) -- it gets worse: same data in logs reads +14.0% + (p = 0.001); the scale choice IS the assumption +4. The paper -- Athey & Imbens (2006): compare ranks, not scales; + verbatim abstract pull quote + the equivariance + receipt (dollars fit == exp(logs fit)) +5. The math -- the Theorem 3.1 composition, annotated step by step, + plus the QTE definition +6. The payoff -- the QTE profile: the same program, now visible +7. Joint claims -- sup-t uniform bands: "the bottom half moved" as one + simultaneous claim +8. The code -- fit() to the whole distribution in three lines +9. Covariates -- confidently wrong 9.38 -> truth-covering 6.53 with + covariates=['tenure'] +10. Production -- feature grid + validation strip (qte 1.3.1 parity) +11. CTA -- pip install; the ONE tutorial mention; GitHub, RTD + +Claim discipline (verified against docs/methodology/REGISTRY.md, the parity +suite header in tests/test_changes_in_changes_parity.py, and Tutorial 27 + +its drift test): + +- EVERY number on the deck is the tutorial's seed-locked value (simulated + example with truth known by construction - stated on-slide). Values + marked "pin" below are asserted by + tests/test_t27_cic_distributional_effects_drift.py; values marked + "surface" are quoted from the committed executed notebook output. + tests/test_cic_carousel_claims.py syncs the deck constants against that + committed notebook surface. +- Tutorial 27 is referenced ONCE, on the CTA slide - never as the framing + device of earlier slides (user decision, 2026-07-19). +- The equivariance claim carries "(unconditional fits)" ON the slide; the + covariate branch's linear quantile regressions are not equivariant, and + ATT/means are never claimed transform-invariant (means do not commute + with transforms for any estimator). +- Parity wording: unconditional end-to-end point estimates MATCH the R qte + 1.3.1 golden files to 1e-10 (means/type-7 interpolation differ from R by + ~1 ulp); "bit-exact" is used ONLY for the type-1 quantile arithmetic + pinned at atol=0. The covariate branch is layered parity per the REGISTRY + Deviation note: conventions exact given R inputs, LP solver proven + optimal per tau - never called an "exact port" end to end. +- The market trend in the simulated example is a POWER-LAW transform + (y -> e^a * y^1.06): additive on neither scale across differently + composed groups. Never described as "multiplicative" (that would be + log-parallel). +- The QTE profile fades to "nothing distinguishable from zero above the + 70th percentile" (inference-scoped; the pinned point estimate at + tau = 0.75 is +$0.59, so "~0 above the median" would overstate). +- Above the median the uniform bands are silent, not exonerating; the + tau = 0.55 pointwise blip (p = 0.044, surface) is named as what joint + bands protect against. +- The pull quote is VERBATIM from the paper's abstract (Econometrica + 74(2), p. 431), checked word-for-word against the published PDF. +- Bootstrap-only inference and the fixed-95% sup-t band level are stated + as qte-parity conventions. NO speed claims. QDiD is deliberately not + mentioned anywhere on this deck (user decision, 2026-07-18). + +Run with:: + + python carousel/generate_cic_carousel.py + +Produces ``carousel/diff-diff-cic-carousel.pdf``. Generation requires +``fpdf2``, ``Pillow``, and ``matplotlib`` (carousel-only dependencies, not +part of the library's install extras) plus ``scipy`` (already a library +runtime dependency) for the cover-density KDE. +""" + +import os +import re +import tempfile +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +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 + +plt.rcParams["mathtext.fontset"] = "cm" + +# Page dimensions (4:5 portrait -- same as the other decks) +WIDTH = 270 # mm +HEIGHT = 337.5 # mm + +# Version label derived from pyproject.toml (regex, not tomllib: py>=3.9). +_PYPROJECT = Path(__file__).parent.parent / "pyproject.toml" +_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 + +# ------------------------------------------------------------------------- +# "Tide" palette +# ------------------------------------------------------------------------- +TEAL = (13, 148, 136) # #0d9488 primary accent (after / CiC) +TEAL_DARK = (15, 118, 110) # #0f766e +TEAL_BRIGHT = (45, 212, 191) # #2dd4bf accents on the dark slide +SEAFOAM = (153, 246, 228) # #99f6e4 light fills / dark-slide text pop +OCEAN = (22, 66, 91) # #16425b deep ocean navy (before / counterfactual) +CORAL = (225, 29, 72) # #e11d48 kickers + warning accents +AMBER = (245, 158, 11) # #f59e0b significant-band highlight +AQUA_TINT = (236, 254, 255) # #ecfeff gradient start +SHADOW = (203, 213, 225) # #cbd5e1 soft card shadow + +# Text + structural (shared with the other decks for legibility) +NAVY = (15, 23, 42) # #0f172a primary text; dark-slide gradient start +GRAY = (100, 116, 139) # #64748b +LIGHT_GRAY = (148, 163, 184) # #94a3b8 +WHITE = (255, 255, 255) +DARK_OCEAN = (22, 46, 66) # #162e42 dark-slide gradient end +AMBER_CODE = (252, 211, 77) # #fcd34d code string literals +SLATE_CODE = (148, 163, 184) # #94a3b8 + +TEAL_HEX = "#0d9488" +TEAL_BRIGHT_HEX = "#2dd4bf" +SEAFOAM_HEX = "#99f6e4" +OCEAN_HEX = "#16425b" +CORAL_HEX = "#e11d48" +AMBER_HEX = "#f59e0b" +NAVY_HEX = "#0f172a" +GRAY_HEX = "#64748b" +LIGHT_GRAY_HEX = "#94a3b8" + +# ------------------------------------------------------------------------- +# Seed-locked numbers from Tutorial 27 (docs/tutorials/ +# 27_cic_distributional_effects.ipynb, seed 27, n=901/cell). +# +# "pin" = asserted by tests/test_t27_cic_distributional_effects_drift.py +# "surface" = quoted from the committed executed notebook output (the same +# rendered surface the drift test cross-checks) +# ------------------------------------------------------------------------- +SEED_LABEL = 27 # pin (tutorial DGP seed) +N_CELL_LABEL = 901 # pin (obs per group x period cell) +BLIP_TAU, BLIP_P = 0.55, 0.044 # surface (pointwise blip the bands kill) +MAX_REL_DIFF_LABEL = "0.00e+00" # surface (receipt slide, this run) +QR_GRID_TAUS = 99 # pin (covariate-branch QR tau grid size) +DID_ATT = 0.22 # pin (mean DiD, dollars) +DID_P = 0.90 # pin +DID_CI = (-3.18, 3.62) # surface (tutorial prose + summary output) +TRUE_MEAN_EFFECT = 3.01 # pin (Monte-Carlo truth, known by construction) +CIC_ATT = 3.05 # pin (3.0476 in the output table) +CIC_ATT_P = 0.004 # surface +LOG_DID_PCT = 14.0 # pin (att_log 0.1307 -> +14.0%) +LOG_DID_P = 0.001 # surface (tutorial prose; drift pin is p < 0.005) + +# Full 19-point QTE profile: (tau, qte, conf_low, conf_high) -- surface +# (summary() table in the committed output; taus 0.05/0.25/0.50/0.75 pinned). +QTE_ROWS = [ + (0.05, 4.9087, 3.2914, 6.5260), + (0.10, 5.4037, 3.6154, 7.1920), + (0.15, 5.4575, 3.5787, 7.3364), + (0.20, 5.3724, 3.7483, 6.9965), + (0.25, 5.4433, 3.6953, 7.1913), + (0.30, 5.5808, 3.5504, 7.6112), + (0.35, 4.2059, 2.1936, 6.2181), + (0.40, 4.1270, 2.2871, 5.9668), + (0.45, 4.1575, 2.4318, 5.8831), + (0.50, 3.8598, 1.6632, 6.0564), + (0.55, 2.9191, 0.0782, 5.7599), + (0.60, 1.7319, -0.9116, 4.3755), + (0.65, 0.7939, -1.9821, 3.5699), + (0.70, 0.3729, -2.7341, 3.4799), + (0.75, 0.5906, -2.5447, 3.7258), + (0.80, 1.3649, -1.8030, 4.5327), + (0.85, 1.0424, -3.7510, 5.8357), + (0.90, -0.3910, -5.0450, 4.2631), + (0.95, 2.7981, -3.8035, 9.3997), +] +QTE_SES = [ + 0.8252, + 0.9124, + 0.9586, + 0.8286, + 0.8918, + 1.0359, + 1.0267, + 0.9387, + 0.8804, + 1.1207, + 1.4494, + 1.3488, + 1.4164, + 1.5852, + 1.5996, + 1.6163, + 2.4456, + 2.3746, + 3.3682, +] # surface (summary() table) +SUP_T_CRIT = 3.260 # surface ("sup-t critical value: 3.260" in the output) +# Uniform bands exclude zero for EXACTLY tau = 0.05..0.50 -- pin. + +# Receipt (levels-fit vs exp(log-fit) counterfactual quantiles) -- surface. +RECEIPT_ROWS = [ + (0.15, 13.9021), + (0.50, 20.3166), + (0.75, 29.9053), + (0.95, 45.2715), +] + + +# Covariate section -- pins. +COV_TRUTH = 6.0 +COV_UNC = (9.38, 8.32, 10.45) # ATT, CI low, CI high (CI excludes truth) +COV_COND = (6.53, 5.35, 7.70) # ATT, CI low, CI high (CI covers truth) + +# DGP shape constants for the cover density motif ONLY (same values as the +# tutorial's locked DGP; the motif is illustrative art, not a data claim). +_MU_LOG, _SIGMA_LOG = 3.4, 0.75 +_GAMMA, _ALPHA = 1.06, -0.17 +_U_LO, _U_HI = 0.05, 0.90 +_BETA_A, _BETA_B = 1.2, 2.2 +_LIFT_MAX, _LIFT_MID, _LIFT_SCALE = 0.65, 0.22, 0.07 + + +class CiCCarouselPDF(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 -- TEAL bar, CORAL progress tick. + # ----------------------------------------------------------------- + def _draw_vertical_sidebar(self, slide_number, total=TOTAL_SLIDES, dark=False): + bar_x = 14 + bar_y_top = 45 + bar_y_bottom = 275 + self.set_draw_color(*(TEAL_BRIGHT if dark else TEAL)) + self.set_line_width(0.6) + self.line(bar_x, bar_y_top, bar_x, bar_y_bottom) + + ratio = (slide_number - 1) / (total - 1) if total > 1 else 0.0 + tick_y = bar_y_top + ratio * (bar_y_bottom - bar_y_top) + self.set_draw_color(*CORAL) + self.set_line_width(1.2) + self.line(bar_x - 4, tick_y, bar_x + 7, tick_y) + + # ----------------------------------------------------------------- + # Backgrounds + footer + # ----------------------------------------------------------------- + def light_gradient_background(self): + """Aqua #ecfeff fading to white.""" + steps = 50 + r0, g0, b0 = AQUA_TINT + for i in range(steps): + ratio = i / steps + self.set_fill_color( + int(r0 + (255 - r0) * ratio), + int(g0 + (255 - g0) * ratio), + int(b0 + (255 - b0) * ratio), + ) + y = i * HEIGHT / steps + self.rect(0, y, WIDTH, HEIGHT / steps + 1, "F") + + def dark_gradient_background(self): + """Near-black navy #0f172a fading to dark ocean #162e42 (twist).""" + steps = 50 + r0, g0, b0 = NAVY + r1, g1, b1 = DARK_OCEAN + for i in range(steps): + ratio = i / steps + self.set_fill_color( + int(r0 + (r1 - r0) * ratio), + int(g0 + (g1 - g0) * ratio), + int(b0 + (b1 - b0) * ratio), + ) + 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 " + 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(*(LIGHT_GRAY if dark else GRAY)) + self.cell(dd_w, 10, dd_text) + self.set_text_color(*(TEAL_BRIGHT if dark else TEAL)) + 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 = ("B" if bold else "") + ("I" if italic else "") + self.set_font("Helvetica", style, size) + self.set_text_color(*color) + self.cell(WIDTH, size * 0.5, text, align="C") + + def _kicker(self, y, text, color=CORAL): + """Editorial section label: letter-spaced 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=0.70, dark=False): + """Serif pull quote (verbatim paper text) with an oversized coral mark.""" + qw = WIDTH * width_frac + qx = (WIDTH - qw) / 2 + + self.set_xy(qx - 6, y - 7) + self.set_font("Helvetica", "B", 46) + self.set_text_color(*CORAL) + 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 TEAL 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(*TEAL) + self.cell(10, 10, "-", align="C") + 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 _stat_card(self, x, y, w, h, headline, sub_lines, accent, headline_size=34): + """One shadowed stat card: big number + small caption lines.""" + self._shadow_rect(x, y, w, h) + self.set_fill_color(*WHITE) + self.set_draw_color(220, 220, 220) + self.set_line_width(0.5) + self.rect(x, y, w, h, "DF") + self.set_fill_color(*accent) + self.rect(x, y, w, 3.2, "F") + + self.set_xy(x, y + 12) + self.set_font("Helvetica", "B", headline_size) + self.set_text_color(*accent) + self.cell(w, 14, headline, align="C") + + ly = y + 32 + for line, emphasize in sub_lines: + self.set_xy(x + 6, ly) + self.set_font("Helvetica", "B" if emphasize else "", 13) + self.set_text_color(*(NAVY if emphasize else GRAY)) + self.cell(w - 12, 7, line, align="C") + ly += 9.5 + + # ----------------------------------------------------------------- + # Figure helpers (matplotlib -> PNG -> fpdf image) + # ----------------------------------------------------------------- + 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 + + def _place_image_centered(self, path, pw, ph, y, max_w=200): + aspect = ph / pw + display_w = min(max_w, WIDTH * 0.8) + display_h = display_w * aspect + self.image(path, (WIDTH - display_w) / 2, y, display_w) + return display_h + + # ----------------------------------------------------------------- + # Cover motif -- counterfactual (ocean) vs treated (teal) spend + # densities from the tutorial's locked DGP; the lower tail lifts. + # Illustrative art (smoothed population densities), not a data claim. + # ----------------------------------------------------------------- + def _render_cover_densities(self): + from scipy import stats as sps + + rng = np.random.default_rng(27) + u = _U_LO + (_U_HI - _U_LO) * rng.beta(_BETA_A, _BETA_B, 200_000) + y_cf = np.exp(_ALPHA + _GAMMA * (_MU_LOG + _SIGMA_LOG * sps.norm.ppf(u))) + lift = _LIFT_MAX / (1.0 + np.exp((u - _LIFT_MID) / _LIFT_SCALE)) + y_tr = y_cf * (1.0 + lift) + + grid = np.linspace(np.log(5), np.log(120), 300) + kde_cf = sps.gaussian_kde(np.log(y_cf), bw_method=0.45)(grid) + kde_tr = sps.gaussian_kde(np.log(y_tr), bw_method=0.45)(grid) + + fig, ax = plt.subplots(figsize=(10, 3.2)) + fig.patch.set_alpha(0) + ax.set_facecolor("none") + + # Amber wash under the region where the lift lives (lower half of + # the treated distribution -- up to its median). + med_tr = np.log(np.median(y_tr)) + ax.axvspan(grid[0], med_tr, color=AMBER_HEX, alpha=0.07, linewidth=0) + + ax.plot(grid, kde_cf, color=OCEAN_HEX, linewidth=3.2, alpha=0.55) + ax.fill_between(grid, 0, kde_cf, color=OCEAN_HEX, alpha=0.08, linewidth=0) + ax.plot(grid, kde_tr, color=TEAL_HEX, linewidth=3.4, alpha=0.85) + ax.fill_between(grid, 0, kde_tr, color=TEAL_HEX, alpha=0.10, linewidth=0) + + ax.text( + grid[30], + kde_cf.max() * 0.92, + "without the program", + fontsize=13, + color=OCEAN_HEX, + alpha=0.9, + ) + ax.text( + med_tr, + kde_tr.max() * 1.04, + "with it", + fontsize=13, + color=TEAL_HEX, + fontweight="bold", + ) + + ax.set_xlim(grid[0], grid[-1]) + ax.set_ylim(0, max(kde_cf.max(), kde_tr.max()) * 1.18) + 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) + + # ----------------------------------------------------------------- + # QTE profile figure (slide 5) -- pointwise CIs. + # ----------------------------------------------------------------- + def _render_qte_profile(self): + taus = np.array([r[0] for r in QTE_ROWS]) + qte = np.array([r[1] for r in QTE_ROWS]) + lo = np.array([r[2] for r in QTE_ROWS]) + hi = np.array([r[3] for r in QTE_ROWS]) + + fig, ax = plt.subplots(figsize=(10, 4.6)) + ax.axvspan(0.03, 0.50, color=AMBER_HEX, alpha=0.10, linewidth=0) + ax.fill_between( + taus, lo, hi, color=SEAFOAM_HEX, alpha=0.75, linewidth=0, label="pointwise 95% CI" + ) + ax.plot( + taus, + qte, + "o-", + color=TEAL_HEX, + linewidth=2.6, + markersize=6, + label="CiC quantile treatment effect", + ) + ax.axhline(0, color=GRAY_HEX, linewidth=1) + ax.axhline( + DID_ATT, + color=CORAL_HEX, + linewidth=1.4, + linestyle=":", + label=f"mean DiD (${DID_ATT:.2f})", + ) + + for tau, val in ((0.05, 4.91), (0.25, 5.44), (0.50, 3.86)): + ax.annotate( + f"+${val:.2f}", + xy=(tau, val), + xytext=(tau - 0.012, val + 2.1), + fontsize=12.5, + fontweight="bold", + color=NAVY_HEX, + ) + + ax.set_xlabel("spend quantile (tau)", fontsize=13, color=NAVY_HEX) + ax.set_ylabel("effect ($ / month)", fontsize=13, color=NAVY_HEX) + ax.set_xlim(0.02, 0.98) + ax.set_ylim(-5.8, 11.2) + ax.tick_params(labelsize=11, colors=GRAY_HEX) + for s in ("top", "right"): + ax.spines[s].set_visible(False) + for s in ("left", "bottom"): + ax.spines[s].set_color(LIGHT_GRAY_HEX) + ax.legend(loc="upper right", fontsize=11, frameon=False) + fig.tight_layout(pad=0.3) + return self._save_fig(fig, facecolor="white") + + # ----------------------------------------------------------------- + # Uniform-bands figure (slide 6) -- sup-t bands + exclusion strip. + # Bands = qte +/- SUP_T_CRIT * se (the results object's uniform_bands() + # construction; crit value from the committed output). + # ----------------------------------------------------------------- + def _render_uniform_bands(self): + taus = np.array([r[0] for r in QTE_ROWS]) + qte = np.array([r[1] for r in QTE_ROWS]) + ses = np.array(QTE_SES) + blo = qte - SUP_T_CRIT * ses + bhi = qte + SUP_T_CRIT * ses + excluded = (blo > 0) | (bhi < 0) + + fig, (ax, strip) = plt.subplots( + 2, 1, figsize=(10, 4.9), height_ratios=[5, 0.7], sharex=True + ) + ax.axvspan(0.03, 0.50, color=AMBER_HEX, alpha=0.10, linewidth=0) + ax.plot(taus, blo, color=OCEAN_HEX, linewidth=1.8) + ax.plot(taus, bhi, color=OCEAN_HEX, linewidth=1.8, label="sup-t uniform band (fixed 95%)") + ax.fill_between(taus, blo, bhi, color=OCEAN_HEX, alpha=0.06, linewidth=0) + ax.plot(taus, qte, "o-", color=TEAL_HEX, linewidth=2.4, markersize=5.5, label="CiC QTE") + ax.axhline(0, color=GRAY_HEX, linewidth=1) + ax.set_ylim(-10.5, 15.0) + ax.tick_params(labelsize=11, colors=GRAY_HEX) + ax.set_ylabel("effect ($ / month)", fontsize=13, color=NAVY_HEX) + for s in ("top", "right"): + ax.spines[s].set_visible(False) + from matplotlib.lines import Line2D + + extra = [ + Line2D( + [], + [], + marker="s", + linestyle="none", + markersize=9, + color=TEAL_HEX, + label="band excludes zero", + ), + Line2D( + [], + [], + marker="s", + linestyle="none", + markersize=9, + color="#d8e2ea", + label="band includes zero", + ), + ] + handles, labels = ax.get_legend_handles_labels() + ax.legend( + handles + extra, + labels + [e.get_label() for e in extra], + loc="upper right", + fontsize=10.5, + frameon=False, + ) + + strip.scatter( + taus[excluded], + np.zeros(excluded.sum()), + marker="s", + s=110, + color=TEAL_HEX, + label="band excludes zero", + ) + strip.scatter( + taus[~excluded], + np.zeros((~excluded).sum()), + marker="s", + s=110, + color="#d8e2ea", + label="band includes zero", + ) + strip.set_ylim(-1, 1) + strip.set_yticks([]) + strip.set_xlabel("spend quantile (tau)", fontsize=13, color=NAVY_HEX) + strip.tick_params(labelsize=11, colors=GRAY_HEX) + for s in strip.spines.values(): + s.set_visible(False) + fig.tight_layout(pad=0.3) + return self._save_fig(fig, facecolor="white") + + # ----------------------------------------------------------------- + # Code-block helper (dark panel with token-colored lines) + # ----------------------------------------------------------------- + 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(*NAVY) + 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 + + # ----------------------------------------------------------------- + # Math-slide figure: the Theorem 3.1 composition, annotated step by + # step, plus the QTE definition line. + # ----------------------------------------------------------------- + def _render_math_composition(self): + fig = plt.figure(figsize=(10, 4.4)) + 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) + + ax.text( + 0.5, + 0.80, + r"$F^{N}_{11}(y) \;=\; F_{10}\left(F_{00}^{-1}\left(F_{01}(y)\right)\right)$", + fontsize=31, + ha="center", + va="center", + color=OCEAN_HEX, + ) + # Step annotations, inside-out (coral -> amber -> teal). + ax.annotate( + "1. the rank of y among\ncontrol-post outcomes", + xy=(0.685, 0.72), + xytext=(0.83, 0.44), + fontsize=13.5, + color=CORAL_HEX, + fontweight="bold", + ha="center", + arrowprops=dict(arrowstyle="->", color=CORAL_HEX, lw=1.5, shrinkA=2, shrinkB=4), + ) + ax.annotate( + "2. the same rank's outcome\nin control-pre", + xy=(0.545, 0.72), + xytext=(0.5, 0.40), + fontsize=13.5, + color=AMBER_HEX, + fontweight="bold", + ha="center", + arrowprops=dict(arrowstyle="->", color=AMBER_HEX, lw=1.5, shrinkA=2, shrinkB=4), + ) + ax.annotate( + "3. how many treated-pre\ncustomers sit below it", + xy=(0.40, 0.76), + xytext=(0.17, 0.44), + fontsize=13.5, + color=TEAL_HEX, + fontweight="bold", + ha="center", + arrowprops=dict(arrowstyle="->", color=TEAL_HEX, lw=1.5, shrinkA=2, shrinkB=4), + ) + ax.text( + 0.5, + 0.14, + r"$\mathrm{QTE}(\tau) \;=\; F_{11}^{-1}(\tau) \,-\, F^{N,-1}_{11}(\tau)$", + fontsize=24, + ha="center", + va="center", + color=NAVY_HEX, + ) + return self._save_fig(fig, dpi=250, transparent=True) + + # ----------------------------------------------------------------- + # Slides + # ----------------------------------------------------------------- + def slide_01_cover(self): + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(1) + + self.draw_split_logo(32, size=40) + + self.centered_text(80, "The effect your DiD", size=50) + self.centered_text(112, "can't see.", size=50, color=TEAL) + + motif_path, _pw, _ph = self._render_cover_densities() + motif_w = 222 + self.image(motif_path, (WIDTH - motif_w) / 2, 140, motif_w) + + self.centered_text( + 222, + "Real programs move parts of the distribution.", + size=21, + color=NAVY, + ) + self.centered_text(240, "The mean averages them away.", size=21, color=NAVY) + + self.set_xy(0, HEIGHT - 74) + self.set_font("Helvetica", "B", 15) + self.set_text_color(*TEAL) + self.cell(WIDTH, 8, "ChangesInChanges: distributional DiD. Now in diff-diff.", align="C") + self.set_xy(0, HEIGHT - 60) + self.set_font("Helvetica", "I", 12) + self.set_text_color(*GRAY) + self.cell(WIDTH, 8, "Athey & Imbens (2006), Econometrica 74(2), 431-497.", align="C") + self.add_footer() + + def slide_02_villain(self): + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(2) + + self._kicker(34, "The Problem") + self.centered_text(52, "A real effect,", size=38) + self.centered_text(80, "averaged into nothing.", size=38, color=CORAL) + + self.set_xy(35, 112) + self.set_font("Helvetica", "", 14.5) + self.set_text_color(*GRAY) + self.multi_cell( + WIDTH - 70, + 8, + "A loyalty program lifts low spenders by up to 65% and top spenders" + " not at all. (Simulated customer-spend 2x2, so the truth is known" + " by construction.) Run the standard playbook:", + align="C", + ) + + card_w = 100 + card_h = 66 + gap = 14 + left_x = (WIDTH - 2 * card_w - gap) / 2 + cy = 158 + self._stat_card( + left_x, + cy, + card_w, + card_h, + f"${DID_ATT:.2f}", + [ + ("mean DiD, in dollars", True), + ( + f"p = {DID_P:.2f} CI [-${abs(DID_CI[0]):.2f}, ${DID_CI[1]:.2f}]", + False, + ), + ("verdict: kill the program", False), + ], + CORAL, + ) + self._stat_card( + left_x + card_w + gap, + cy, + card_w, + card_h, + f"${TRUE_MEAN_EFFECT:.2f}", + [ + ("the TRUE mean effect", True), + ("known by construction", False), + ("", False), + ], + OCEAN, + ) + + self.centered_text(246, "The effect lives where", size=17, color=NAVY) + self.centered_text(262, "the mean isn't looking.", size=17, color=NAVY) + self.centered_text(282, "And it gets worse.", size=15, bold=False, italic=True, color=GRAY) + self.add_footer() + + def slide_03_twist(self): + self.add_page() + self.dark_gradient_background() + self._draw_vertical_sidebar(3, dark=True) + + self._kicker(38, "The Twist") + + self.centered_text(74, "Same data. One change:", size=34, color=WHITE) + self.centered_text(102, "log(spend).", size=34, color=SEAFOAM) + + self.centered_text(146, f"+{LOG_DID_PCT:.1f}%", size=64, color=TEAL_BRIGHT) + self.centered_text(184, f"p = {LOG_DID_P:.3f}", size=16, bold=False, color=LIGHT_GRAY) + + self.centered_text(212, "Your scale choice just became", size=22, color=WHITE) + self.centered_text(230, "your conclusion.", size=22, color=WHITE) + + self.set_xy(30, 252) + self.set_font("Helvetica", "I", 12) + self.set_text_color(*LIGHT_GRAY) + self.multi_cell( + WIDTH - 60, + 6.5, + f"And neither verdict is right (truth: ${TRUE_MEAN_EFFECT:.2f}). The" + " simulated market trend is a power-law transform of spend - additive" + " on neither scale across groups with different customer mixes.", + align="C", + ) + + self.centered_text( + 285, "Choosing a scale IS choosing the assumption.", size=19, color=AMBER + ) + self.add_footer(dark=True) + + def slide_04_paper(self): + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(4) + + self._kicker(34, "The Idea") + self.centered_text(52, "Athey & Imbens (2006):", size=36) + self.centered_text(80, "compare ranks, not scales.", size=36, color=TEAL) + + # VERBATIM from the abstract (Econometrica 74(2), p. 431). + self._pull_quote( + 116, + "The assumptions of the proposed model are invariant" " to the scaling of the outcome.", + "- Athey & Imbens (2006), Econometrica 74(2), p. 431", + size=16, + ) + + self.set_xy(32, 168) + self.set_font("Helvetica", "", 15) + self.set_text_color(*NAVY) + self.multi_cell( + WIDTH - 64, + 8.2, + "Their Changes-in-Changes model swaps parallel trends in means for a" + " rank story: a treated customer's counterfactual is the outcome move" + " of a control customer at the same rank. No scale enters the" + " assumptions - and none enters the answer.", + align="C", + ) + + # The receipt: dollars fit vs exp(logs fit), identical. + chip_y = 224 + self.set_xy(0, chip_y) + self.set_font("Helvetica", "B", 14) + self.set_text_color(*GRAY) + self.cell(WIDTH, 8, "The receipt (median counterfactual quantile):", align="C") + + pair_y = chip_y + 14 + chip_w = 92 + gap = 10 + left_x = (WIDTH - 2 * chip_w - gap) / 2 + for i, (label, color) in enumerate( + (("fit in dollars", OCEAN), ("exp( fit in logs )", TEAL)) + ): + cx = left_x + i * (chip_w + gap) + self._shadow_rect(cx, pair_y, chip_w, 26) + self.set_fill_color(*WHITE) + self.set_draw_color(220, 220, 220) + self.rect(cx, pair_y, chip_w, 26, "DF") + self.set_xy(cx, pair_y + 3) + self.set_font("Helvetica", "B", 17) + self.set_text_color(*color) + self.cell(chip_w, 10, f"${RECEIPT_ROWS[1][1]:,.4f}", align="C") + self.set_xy(cx, pair_y + 15) + self.set_font("Helvetica", "", 11) + self.set_text_color(*GRAY) + self.cell(chip_w, 6, label, align="C") + + self.set_xy(30, pair_y + 34) + self.set_font("Helvetica", "I", 12) + self.set_text_color(*GRAY) + self.multi_cell( + WIDTH - 60, + 6.2, + f"Identical across all 19 quantiles - max relative difference" + f" {MAX_REL_DIFF_LABEL} on this run (unconditional fits; means and" + " ATTs stay scale-specific for every estimator).", + align="C", + ) + self.add_footer() + + def slide_05_math(self): + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(5) + + self._kicker(34, "The Math") + self.centered_text(52, "One composition builds", size=36) + self.centered_text(80, "the whole counterfactual.", size=36, color=TEAL) + + eq_path, epw, eph = self._render_math_composition() + eq_h = self._place_image_centered(eq_path, epw, eph, 110, max_w=210) + + base_y = 110 + eq_h + 10 + self.set_xy(30, base_y) + self.set_font("Helvetica", "", 14) + self.set_text_color(*NAVY) + self.multi_cell( + WIDTH - 60, + 7.6, + "Read inside-out: rank a treated outcome among control-post, walk" + " that rank back to control-pre, and count the treated-pre customers" + " below it. The result is the treated group's entire no-program" + " outcome distribution (Theorem 3.1) - quantile treatment effects at" + " every tau, and the ATT as its mean. Nonparametrically identified;" + " panel or repeated cross-sections.", + align="C", + ) + self.add_footer() + + def slide_06_payoff(self): + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(6) + + self._kicker(32, "The Payoff") + self.centered_text(50, "Same program.", size=38) + self.centered_text(78, "Now visible.", size=38, color=TEAL) + + plot_path, ppw, pph = self._render_qte_profile() + plot_h = self._place_image_centered(plot_path, ppw, pph, 104, max_w=212) + + base_y = 104 + plot_h + 8 + self.set_xy(30, base_y) + self.set_font("Helvetica", "", 14) + self.set_text_color(*NAVY) + self.multi_cell( + WIDTH - 60, + 7.6, + "Gains of about +$5/month across the bottom half of the spend" + " distribution, fading to nothing distinguishable from zero above" + f" the 70th percentile. And the ATT - ${CIC_ATT:.2f}" + f" (p = {CIC_ATT_P:.3f}) - lands on the ${TRUE_MEAN_EFFECT:.2f}" + " truth the mean missed.", + align="C", + ) + self.add_footer() + + def slide_07_bands(self): + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(7) + + self._kicker(32, "One Claim") + self.centered_text(50, '"The bottom half moved."', size=34) + self.centered_text(78, "One test, nineteen quantiles.", size=34, color=TEAL) + + plot_path, ppw, pph = self._render_uniform_bands() + plot_h = self._place_image_centered(plot_path, ppw, pph, 102, max_w=208) + + base_y = 102 + plot_h + 7 + self.set_xy(28, base_y) + self.set_font("Helvetica", "", 13.5) + self.set_text_color(*NAVY) + self.multi_cell( + WIDTH - 56, + 7.2, + "Nineteen pointwise intervals over-reject when read together. Sup-t" + " uniform bands (fixed 95%, a qte-parity convention) exclude zero for" + " every quantile from 0.05 through 0.50 - and none above. The" + f" pointwise blip at tau = {BLIP_TAU:.2f} (p = {BLIP_P:.3f})" + " evaporates under the bands: exactly the trap they exist to" + " prevent. Above the median the bands are silent, not exonerating.", + align="C", + ) + self.add_footer() + + def slide_08_code(self): + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(8) + + self._kicker(34, "The Code") + self.centered_text(52, "Three lines to the", size=40) + self.centered_text(80, "whole distribution.", size=40, color=TEAL) + + margin = 30 + code_y = 108 + token_lines = [ + [ + ("from", SLATE_CODE), + (" diff_diff ", WHITE), + ("import", SLATE_CODE), + (" ChangesInChanges", WHITE), + ], + [], + [ + ("results", WHITE), + (" = ", SLATE_CODE), + ("ChangesInChanges", AMBER_CODE), + ("(", WHITE), + ("n_bootstrap", WHITE), + ("=", SLATE_CODE), + ("999", AMBER_CODE), + (", ", SLATE_CODE), + ("seed", WHITE), + ("=", SLATE_CODE), + ("27", AMBER_CODE), + (").fit(", WHITE), + ], + [ + (" df, ", WHITE), + ("outcome", WHITE), + ("=", SLATE_CODE), + ("'spend'", AMBER_CODE), + (", ", SLATE_CODE), + ("treatment", WHITE), + ("=", SLATE_CODE), + ("'treated'", AMBER_CODE), + (", ", SLATE_CODE), + ("time", WHITE), + ("=", SLATE_CODE), + ("'post'", AMBER_CODE), + (",", SLATE_CODE), + ], + [(")", WHITE)], + [], + [ + ("results.att", WHITE), + (" # $3.05 (p = 0.004)", LIGHT_GRAY), + ], + [ + ("results.quantile_effects", WHITE), + (" # QTE at 19 quantiles", LIGHT_GRAY), + ], + [ + ("results.uniform_bands()", WHITE), + (" # sup-t joint bands", LIGHT_GRAY), + ], + [], + [("# customer mix differs? fit(..., covariates=['tenure'])", LIGHT_GRAY)], + [("# same units both periods? ChangesInChanges(panel=True)", LIGHT_GRAY)], + ] + code_h = self._add_code_block( + margin, code_y, WIDTH - margin * 2, token_lines, font_size=12, line_height=10 + ) + + self.centered_text( + code_y + code_h + 12, + "Same sklearn-style API as every diff-diff estimator.", + size=14, + bold=False, + color=GRAY, + ) + self.add_footer() + + def slide_09_covariates(self): + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(9) + + self._kicker(34, "Composition") + self.centered_text(52, "When the mix differs,", size=38) + self.centered_text(80, "condition.", size=38, color=TEAL) + + self.set_xy(32, 110) + self.set_font("Helvetica", "", 14) + self.set_text_color(*GRAY) + self.multi_cell( + WIDTH - 64, + 7.6, + "If the treated group's mix differs on something that also drives" + " the trend, the unconditional comparison is confounded. Here:" + " treated customers skew longer-tenure, tenure drives engagement" + f" growth, and the true effect is {COV_TRUTH:.1f} points - for" + " everyone.", + align="C", + ) + + card_w = 104 + card_h = 70 + gap = 12 + left_x = (WIDTH - 2 * card_w - gap) / 2 + cy = 152 + self._stat_card( + left_x, + cy, + card_w, + card_h, + f"{COV_UNC[0]:.2f}", + [ + ("unconditional CiC", True), + (f"CI [{COV_UNC[1]:.2f}, {COV_UNC[2]:.2f}]", False), + ("excludes the truth:", False), + ("confidently wrong", False), + ], + CORAL, + headline_size=30, + ) + self._stat_card( + left_x + card_w + gap, + cy, + card_w, + card_h, + f"{COV_COND[0]:.2f}", + [ + ("covariates=['tenure']", True), + (f"CI [{COV_COND[1]:.2f}, {COV_COND[2]:.2f}]", False), + (f"covers the truth ({COV_TRUTH:.1f})", False), + ("", False), + ], + TEAL, + headline_size=30, + ) + + self.set_xy(30, 244) + self.set_font("Helvetica", "", 13.5) + self.set_text_color(*NAVY) + self.multi_cell( + WIDTH - 60, + 7.2, + "The conditional fit compares within covariate values: per-cell" + f" linear quantile regressions on a {QR_GRID_TAUS}-tau grid," + " following R qte's xformla conventions verbatim - with a" + " conditional support diagnostic standing guard.", + align="C", + ) + self.add_footer() + + def slide_10_production(self): + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(10) + + self._kicker(30, "Production-Ready") + self.centered_text(46, "Built for real pipelines.", size=34) + + features = [ + ( + "Panel + repeated cross-sections", + "panel=True enforces balanced units + unit-block bootstrap", + ), + ( + "Bootstrap + sup-t uniform bands", + "seeded, reproducible; fixed-95% bands (qte parity)", + ), + ("Covariates", "quantile-regression conditioning via covariates=[...]"), + ( + "Loud guardrails", + "support, interior range + ties warnings; NaN, never a guess", + ), + ( + "practitioner_next_steps()", + "distributional next-step guidance, built in", + ), + ( + "sklearn-style API", + "fit() / summary() / to_dataframe(), like every estimator", + ), + ] + col_w = 104 + row_h = 40 + gap_x = 12 + gap_y = 7 + start_x = (WIDTH - 2 * col_w - gap_x) / 2 + start_y = 78 + for i, (title, desc) in enumerate(features): + cx = start_x + (i % 2) * (col_w + gap_x) + cy = start_y + (i // 2) * (row_h + gap_y) + self._shadow_rect(cx, cy, col_w, row_h) + self.set_fill_color(*WHITE) + self.set_draw_color(220, 220, 220) + self.set_line_width(0.5) + self.rect(cx, cy, col_w, row_h, "DF") + self.set_fill_color(*TEAL) + self.rect(cx, cy, 4, row_h, "F") + self.set_xy(cx + 10, cy + 7) + self.set_font("Helvetica", "B", 13.5) + self.set_text_color(*NAVY) + self.cell(col_w - 16, 7, title) + self.set_xy(cx + 10, cy + 19) + self.set_font("Helvetica", "", 11.5) + self.set_text_color(*GRAY) + self.multi_cell(col_w - 16, 5.6, desc, align="L") + + vy = start_y + 3 * (row_h + gap_y) + 8 + self.set_fill_color(*OCEAN) + self.rect(34, vy, WIDTH - 68, 54, "F") + self.set_xy(0, vy + 6) + self.set_font("Helvetica", "B", 15) + self.set_text_color(*SEAFOAM) + self.cell(WIDTH, 8, "Validated against R qte 1.3.1", align="C") + self.set_xy(34 + 8, vy + 18) + self.set_font("Helvetica", "", 12.5) + self.set_text_color(*WHITE) + self.multi_cell( + WIDTH - 68 - 16, + 6.4, + "Unconditional point estimates match the qte golden files to 1e-10;" + " the type-1 quantile arithmetic is pinned bit-exactly (atol=0)." + " Covariate branch: conventions exact given R inputs; the LP solver" + " is proven optimal at every tau.", + align="C", + ) + self.add_footer() + + def slide_11_cta(self): + self.add_page() + self.light_gradient_background() + self._draw_vertical_sidebar(11) + + self.draw_split_logo(52, size=44) + self.centered_text(92, "Ask your 2x2 who moved -", size=30) + self.centered_text(114, "not just how much on average.", size=30, color=TEAL) + + chip_w = 150 + chip_x = (WIDTH - chip_w) / 2 + chip_y = 152 + self._shadow_rect(chip_x, chip_y, chip_w, 24) + self.set_fill_color(*NAVY) + self.rect(chip_x, chip_y, chip_w, 24, "F") + self.set_xy(chip_x, chip_y + 6) + self.set_font("Courier", "B", 17) + self.set_text_color(*AMBER_CODE) + self.cell(chip_w, 12, "pip install diff-diff", align="C") + + self.set_xy(35, 196) + self.set_font("Helvetica", "", 14) + self.set_text_color(*NAVY) + self.multi_cell( + WIDTH - 70, + 7.8, + "Want the full walkthrough? Tutorial 27 in the docs reproduces this" + " example end to end - and every number in this deck is locked by" + " drift tests in CI.", + align="C", + ) + + self.centered_text(238, "github.com/igerber/diff-diff", size=16, color=OCEAN) + self.centered_text(256, "diff-diff.readthedocs.io", size=16, color=OCEAN) + + self.set_xy(0, 280) + self.set_font("Helvetica", "I", 12) + self.set_text_color(*GRAY) + self.cell( + WIDTH, + 6, + "ChangesInChanges - Athey & Imbens (2006). Now in diff-diff.", + align="C", + ) + self.add_footer() + + +def main(): + pdf = CiCCarouselPDF() + try: + pdf.slide_01_cover() + pdf.slide_02_villain() + pdf.slide_03_twist() + pdf.slide_04_paper() + pdf.slide_05_math() + pdf.slide_06_payoff() + pdf.slide_07_bands() + pdf.slide_08_code() + pdf.slide_09_covariates() + pdf.slide_10_production() + pdf.slide_11_cta() + + output_path = Path(__file__).parent / "diff-diff-cic-carousel.pdf" + pdf.output(str(output_path)) + print(f"PDF saved to: {output_path}") + finally: + pdf.cleanup() + + +if __name__ == "__main__": + main() diff --git a/tests/test_cic_carousel_claims.py b/tests/test_cic_carousel_claims.py new file mode 100644 index 000000000..247f396b1 --- /dev/null +++ b/tests/test_cic_carousel_claims.py @@ -0,0 +1,243 @@ +"""Claim-sync guard for the CiC launch carousel. + +The deck (``carousel/generate_cic_carousel.py``) hardcodes Tutorial 27's +seed-locked numbers as module constants. The synchronization chain is: + +- library <-> notebook: ``tests/test_t27_cic_distributional_effects_drift.py`` + re-derives the tutorial's numbers from the public API and cross-checks the + committed notebook surface; +- notebook <-> carousel: THIS file parses the deck's constants (via ``ast`` - + the generator imports ``fpdf2``, a carousel-only dependency deliberately + absent from CI) and compares them against values PARSED FROM THE COMMITTED + NOTEBOOK SURFACE, not restated here. If Tutorial 27 is ever retuned and the + carousel is forgotten, the notebook surface changes and this file fails. + +Skips cleanly when ``carousel/`` or ``docs/`` is absent (the isolated-install +CI jobs copy only ``tests/``). +""" + +from __future__ import annotations + +import ast +import re +from pathlib import Path + +import pytest + +from tests._tutorial_drift import notebook_markdown, notebook_output_text + +GENERATOR = Path(__file__).resolve().parents[1] / "carousel" / "generate_cic_carousel.py" +NB = "docs/tutorials/27_cic_distributional_effects.ipynb" + + +@pytest.fixture(scope="module") +def deck_constants(): + if not GENERATOR.exists(): + pytest.skip(f"{GENERATOR} not available in this CI environment.") + tree = ast.parse(GENERATOR.read_text(encoding="utf-8")) + consts = {} + for node in tree.body: + if isinstance(node, ast.Assign) and len(node.targets) == 1: + target = node.targets[0] + if isinstance(target, ast.Name): + try: + consts[target.id] = ast.literal_eval(node.value) + except (ValueError, TypeError): + pass + elif isinstance(target, ast.Tuple) and all( + isinstance(el, ast.Name) for el in target.elts + ): + # e.g. ``_MU_LOG, _SIGMA_LOG = 3.4, 0.75`` + try: + values = ast.literal_eval(node.value) + except (ValueError, TypeError): + continue + if isinstance(values, tuple) and len(values) == len(target.elts): + for el, val in zip(target.elts, values): + consts[el.id] = val + return consts + + +@pytest.fixture(scope="module") +def nb_output(): + return notebook_output_text(NB) + + +@pytest.fixture(scope="module") +def nb_markdown(): + return notebook_markdown(NB) + + +@pytest.fixture(scope="module") +def nb_code(): + import json + + nb_path = Path(__file__).resolve().parents[1] / NB + if not nb_path.exists(): + pytest.skip(f"Notebook not found at {nb_path}.") + return "\n".join( + "".join(c["source"]) if isinstance(c["source"], list) else c["source"] + for c in json.loads(nb_path.read_text())["cells"] + if c["cell_type"] == "code" + ) + + +class TestDeckMatchesNotebookSurface: + """Every visible deck number is derived from the committed notebook.""" + + def test_headline_effects_quoted_in_notebook(self, deck_constants, nb_markdown, nb_output): + c = deck_constants + surface = nb_markdown + nb_output + # Needles are BUILT from the deck constants, then located on the + # notebook surface - never restated as independent literals here. + for needle in ( + f"{c['DID_ATT']:.2f}, p = {c['DID_P']:.2f}", # "$0.22, p = 0.90" (md) + f"[-\\${abs(c['DID_CI'][0]):.2f}, \\${c['DID_CI'][1]:.2f}]", # md, escaped $ + f"{c['TRUE_MEAN_EFFECT']:.2f} mean effect", # "$3.01 mean effect" (md) + f"+{c['LOG_DID_PCT']:.1f}%", + f"(p = {c['LOG_DID_P']:.3f})", + f"p = {c['BLIP_P']:.3f}", # the tau=0.55 pointwise blip + ): + assert needle in surface, f"deck value not on notebook surface: {needle!r}" + # SEED_LABEL / N_CELL_LABEL live on the notebook's CODE surface and + # are checked in test_dgp_motif_constants_match_notebook_code. + + def test_cic_att_matches_summary_row(self, deck_constants, nb_output): + m = re.search( + r"^\s+ATT\s+(\d+\.\d{4})\s+\d+\.\d{4}\s+[\d.]+\s+(0\.\d{3})", + nb_output, + re.MULTILINE, + ) + assert m, "CiC ATT summary row not found in notebook output" + assert round(float(m.group(1)), 2) == deck_constants["CIC_ATT"] + assert float(m.group(2)) == deck_constants["CIC_ATT_P"] + + def test_qte_table_matches_summary_verbatim(self, deck_constants, nb_output): + # Parse the 19-row quantile table from the committed summary() + # output: tau, qte, se, [conf_low, conf_high]. + rows = re.findall( + r"^\s+(0\.\d{2})\s+(-?\d+\.\d{4})\s+(\d+\.\d{4})\s+-?[\d.]+\s+[\d.]+" + r"\s+\[\s*(-?\d+\.\d{4}),\s+(-?\d+\.\d{4})\]", + nb_output, + re.MULTILINE, + ) + assert len(rows) == 19, f"expected 19 QTE rows in notebook output, found {len(rows)}" + nb_rows = [(float(t), float(q), float(lo), float(hi)) for t, q, _s, lo, hi in rows] + nb_ses = [float(s) for _t, _q, s, _lo, _hi in rows] + assert deck_constants["QTE_ROWS"] == nb_rows + assert deck_constants["QTE_SES"] == nb_ses + + def test_sup_t_crit_matches_notebook(self, deck_constants, nb_output): + assert f"sup-t critical value: {deck_constants['SUP_T_CRIT']:.3f}" in nb_output + + def test_uniform_band_split_reproduced(self, deck_constants): + # Self-contained reproduction of the headline joint claim from the + # deck's own constants: bands (qte +/- crit*se) exclude zero for + # EXACTLY tau = 0.05..0.50. + rows = deck_constants["QTE_ROWS"] + ses = deck_constants["QTE_SES"] + crit = deck_constants["SUP_T_CRIT"] + assert len(ses) == len(rows) + for (tau, qte, _lo, _hi), se in zip(rows, ses): + excluded = (qte - crit * se) > 0 or (qte + crit * se) < 0 + assert excluded == (tau <= 0.50), f"band split breaks at tau={tau}" + + def test_covariate_section_matches_notebook(self, deck_constants, nb_output): + c = deck_constants + assert f"true effect: {c['COV_TRUTH']:.1f} points" in nb_output + unc, cov = c["COV_UNC"], c["COV_COND"] + assert f"ATT = {unc[0]:.2f} CI [{unc[1]:.2f}, {unc[2]:.2f}]" in nb_output + assert f"ATT = {cov[0]:.2f} CI [{cov[1]:.2f}, {cov[2]:.2f}]" in nb_output + # Structural facts of the story: unconditional CI excludes the + # truth, conditional CI covers it. + assert unc[1] > c["COV_TRUTH"] + assert cov[1] < c["COV_TRUTH"] < cov[2] + + def test_receipt_max_rel_diff_label_matches_notebook(self, deck_constants, nb_output): + # The "0.00e+00" label is a visible numeric claim - sync it to the + # committed notebook output line it quotes. + needle = ( + "max relative difference across all 19 quantiles: " + f"{deck_constants['MAX_REL_DIFF_LABEL']}" + ) + assert needle in nb_output + + def test_receipt_rows_match_notebook(self, deck_constants, nb_output): + rows = re.findall( + r"^\s*(0\.\d{2})\s+(\d+\.\d{6})\s+(\d+\.\d{6})\s*$", nb_output, re.MULTILINE + ) + assert rows, "receipt comparison table not found in notebook output" + nb_receipt = [] + for t, lvl, log in rows: + assert lvl == log, f"receipt columns differ at tau={t} in the notebook itself" + nb_receipt.append((float(t), round(float(lvl), 4))) + assert deck_constants["RECEIPT_ROWS"] == nb_receipt + + def test_dgp_motif_constants_match_notebook_code(self, deck_constants, nb_code): + # The cover-density motif reuses the tutorial's locked DGP shape - + # parse the notebook's own constant lines and compare numerically. + c = deck_constants + patterns = { + r"MU_LOG, SIGMA_LOG = ([\d.]+), ([\d.]+)": ("_MU_LOG", "_SIGMA_LOG"), + r"GAMMA, ALPHA = ([\d.]+), (-[\d.]+)": ("_GAMMA", "_ALPHA"), + r"U_LO, U_HI = ([\d.]+), ([\d.]+)": ("_U_LO", "_U_HI"), + r"BETA_A, BETA_B = ([\d.]+), ([\d.]+)": ("_BETA_A", "_BETA_B"), + r"LIFT_MAX, LIFT_MID, LIFT_SCALE = ([\d.]+), ([\d.]+), ([\d.]+)": ( + "_LIFT_MAX", + "_LIFT_MID", + "_LIFT_SCALE", + ), + r"SEED = (\d+)\n": ("SEED_LABEL",), + r"N_CELL = (\d+)": ("N_CELL_LABEL",), + } + for pattern, names in patterns.items(): + m = re.search(pattern, nb_code) + assert m, f"notebook DGP constant line not found: {pattern!r}" + for group, name in zip(m.groups(), names): + assert float(group) == float(c[name]), f"{name} drifted from the notebook" + + def test_guardrail_phrases_on_visible_slide_surface(self): + # The qualifiers ARE the claim (LP-DiD lesson): a rewording that + # drops one would ship an overclaim even with every number intact. + # Checked against the deck's USER-VISIBLE surface: every string + # literal in the generator EXCEPT docstrings (module / class / + # function first-statement strings). Slide copy lives entirely in + # such literals, so this is the rendered text without needing the + # carousel-only PDF toolchain in CI. + if not GENERATOR.exists(): + pytest.skip(f"{GENERATOR} not available in this CI environment.") + tree = ast.parse(GENERATOR.read_text(encoding="utf-8")) + docstring_nodes = set() + for node in ast.walk(tree): + if isinstance(node, (ast.Module, ast.ClassDef, ast.FunctionDef, ast.AsyncFunctionDef)): + body = node.body + if ( + body + and isinstance(body[0], ast.Expr) + and isinstance(body[0].value, ast.Constant) + and isinstance(body[0].value.value, str) + ): + docstring_nodes.add(id(body[0].value)) + visible = " ".join( + node.value + for node in ast.walk(tree) + if isinstance(node, ast.Constant) + and isinstance(node.value, str) + and id(node) not in docstring_nodes + ) + for phrase in ( + "(unconditional fits", # equivariance scope (slide-4 receipt) + "scale-specific for every estimator", # ATT/means caveat (slide 4) + "fixed 95%", # sup-t band level, slide-7 caption + "fixed-95% bands (qte parity)", # sup-t band level, slide-10 card + "silent, not exonerating", # bands above the median (slide 7) + "power-law", # trend framing (slide 3) + "to 1e-10", # unconditional golden-parity wording (slide 10) + "bit-exactly (atol=0)", # reserved for type-1 arithmetic (slide 10) + "conventions verbatim", # covariate xformla wording (slide 9) + ): + assert phrase in visible, f"load-bearing phrase missing from slides: {phrase!r}" + # Negative lock on the trend wording: a purely multiplicative trend + # WOULD be log-parallel, so the slides must never call it that. + # (The module docstring discusses the word; it is excluded above.) + assert "multiplicative" not in visible.lower() From 5beb922d3ce6d0edf3a1f6418dd6a18af99ecd25 Mon Sep 17 00:00:00 2001 From: igerber Date: Sun, 19 Jul 2026 06:21:15 -0400 Subject: [PATCH 2/2] docs(carousel): measured math-slide arrow anchors; CTA tutorial deep link - The three composition annotations now compute their arrow tips from rendered glyph widths (prefix-width measurement in display coords) instead of hand-tuned axes coordinates - arrow 3 previously landed on the equals sign rather than F_10. - CTA: dropped the drift-tests-in-CI sentence; the tutorial reference now links directly to the RTD tutorial page (URL verified live) instead of the docs root. 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a/carousel/generate_cic_carousel.py b/carousel/generate_cic_carousel.py index 720f098c1..34897bb84 100644 --- a/carousel/generate_cic_carousel.py +++ b/carousel/generate_cic_carousel.py @@ -663,19 +663,38 @@ def _render_math_composition(self): ax.set_xlim(0, 1) ax.set_ylim(0, 1) - ax.text( - 0.5, - 0.80, - r"$F^{N}_{11}(y) \;=\; F_{10}\left(F_{00}^{-1}\left(F_{01}(y)\right)\right)$", - fontsize=31, - ha="center", - va="center", - color=OCEAN_HEX, - ) - # Step annotations, inside-out (coral -> amber -> teal). + eq_y = 0.80 + fs = 31 + full = r"$F^{N}_{11}(y) \;=\; F_{10}(F_{00}^{-1}(F_{01}(y)))$" + ax.text(0.5, eq_y, full, fontsize=fs, ha="center", va="center", color=OCEAN_HEX) + + # Measure sub-expression anchors so each arrow lands on the piece it + # names (hand-tuned coordinates drifted - arrow 3 pointed at the "="). + fig.canvas.draw() + renderer = fig.canvas.get_renderer() + + def _width(s): + t = ax.text(0, -5, s, fontsize=fs, alpha=0) + w = t.get_window_extent(renderer).width + t.remove() + return w + + w_full = _width(full) + x_left_disp = ax.transAxes.transform((0.5, eq_y))[0] - w_full / 2.0 + inv = ax.transAxes.inverted() + + def _anchor(prefix, comp): + xa = x_left_disp + _width(prefix) + _width(comp) / 2.0 + return float(inv.transform((xa, 0.0))[0]) + + x_f10 = _anchor(r"$F^{N}_{11}(y) \;=\; $", r"$F_{10}$") + x_f00 = _anchor(r"$F^{N}_{11}(y) \;=\; F_{10}($", r"$F_{00}^{-1}$") + x_f01 = _anchor(r"$F^{N}_{11}(y) \;=\; F_{10}(F_{00}^{-1}($", r"$F_{01}(y)$") + tip_y = eq_y - 0.065 + ax.annotate( "1. the rank of y among\ncontrol-post outcomes", - xy=(0.685, 0.72), + xy=(x_f01, tip_y), xytext=(0.83, 0.44), fontsize=13.5, color=CORAL_HEX, @@ -685,7 +704,7 @@ def _render_math_composition(self): ) ax.annotate( "2. the same rank's outcome\nin control-pre", - xy=(0.545, 0.72), + xy=(x_f00, tip_y), xytext=(0.5, 0.40), fontsize=13.5, color=AMBER_HEX, @@ -695,7 +714,7 @@ def _render_math_composition(self): ) ax.annotate( "3. how many treated-pre\ncustomers sit below it", - xy=(0.40, 0.76), + xy=(x_f10, tip_y), xytext=(0.17, 0.44), fontsize=13.5, color=TEAL_HEX, @@ -1255,14 +1274,17 @@ def slide_11_cta(self): self.multi_cell( WIDTH - 70, 7.8, - "Want the full walkthrough? Tutorial 27 in the docs reproduces this" - " example end to end - and every number in this deck is locked by" - " drift tests in CI.", + "Want the full walkthrough? Tutorial 27 reproduces this example" " end to end:", align="C", ) + self.centered_text( + 216, + "diff-diff.readthedocs.io/en/latest/tutorials/27_cic_distributional_effects.html", + size=12.5, + color=TEAL_DARK, + ) - self.centered_text(238, "github.com/igerber/diff-diff", size=16, color=OCEAN) - self.centered_text(256, "diff-diff.readthedocs.io", size=16, color=OCEAN) + self.centered_text(244, "github.com/igerber/diff-diff", size=16, color=OCEAN) self.set_xy(0, 280) self.set_font("Helvetica", "I", 12)