import logging
logging.getLogger("matplotlib.font_manager").setLevel(logging.ERROR)
import os
import re
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from matplotlib.patches import Circle, Ellipse, FancyArrowPatch, Rectangle, RegularPolygon
from gridiron import Play, Player, Field, offense, technique, style
from gridiron.play import draw_marker
GREEN = "#0f7a55" # darker step of the aqua highlight, for text on the light field
OL_KEYS = ("LT", "LG", "C", "RG", "RT")
def pdf_build():
return os.environ.get("RTG_FORMAT", "").lower() in ("pdf", "typst", "print")
def O(key, pos, d, w, label):
return Player(key, pos, "off", d, w, label=label)
def D(key, pos, d, w, label):
return Player(key, pos, "def", d, w, label=label)
def line(labels="full"):
"""The five offensive linemen, labelled LT..RT ("full") or with one letter, T G C G T ("short")."""
short = {"LT": "T", "LG": "G", "C": "C", "RG": "G", "RT": "T"}
return [p.moved(label=(p.key if labels == "full" else short[p.key])) for p in offense("singleback")
if p.key in OL_KEYS]
def te(side=1, key=None, label=None):
"""An in-line tight end: Y on the right, U on the left."""
key = key or ("Y" if side > 0 else "U")
return O(key, "TE", -0.7, side * 4.8, label or key)
def T(t, side=1):
"""Width of technique t on the offense's right (side=+1) or left (side=-1)."""
return technique(t, side)
def gun11(y_attached=True):
"""Shotgun, 11 personnel: Y attached on the right (or flexed to a slot), H in the left slot, X and Z wide."""
sk = [O("QB", "QB", -5.0, 0.0, "Q"), O("RB", "RB", -5.0, -1.6, "R"),
O("X", "WR", -0.7, -15.0, "X"), O("H", "WR", -1.5, -9.0, "H"), O("Z", "WR", -1.5, 15.0, "Z")]
sk.append(O("Y", "TE", -0.7, 4.8, "Y") if y_attached else O("Y", "TE", -1.5, 9.0, "Y"))
return line("full") + sk
def go_to(p, key, end, kind="block", delay=0.0, speed=None, via=()):
"""Move `key` through absolute (d, w) points `via` to `end`, as a block, path, run or motion."""
start = np.array(p._cur(key))
pts = [tuple(np.array(q) - start) for q in (*via, end)]
if kind == "block":
return p.block(key, pts=pts, delay=delay, speed=speed)
if kind == "pull":
return p.pull(key, pts, delay=delay, speed=speed)
if kind == "motion":
return p.motion(key, pts=pts, speed=speed)
return {"path": p.path, "run": p.run}[kind](key, pts, delay=delay, speed=speed)
def _P(fld, p, d, w):
return fld.xy(*p.to_abs(d, w))
def say(fld, p, d, w, text, color=style.INK_2, fontsize=7.5, ha="center", weight="normal"):
"""A short on-field label at (d, w)."""
x, y = _P(fld, p, d, w)
fld.ax.text(x, y, text, fontsize=fontsize, color=color, ha=ha, va="center", zorder=9, fontweight=weight,
bbox=dict(boxstyle="round,pad=0.18", fc=style.SURFACE, ec="none", alpha=0.9))
def point_to(fld, p, text_at, target, text, color=style.INK_2, fontsize=7, shrink=7):
"""A label with a thin leader line to the player or spot it names."""
(xt, yt), (xp, yp) = _P(fld, p, *text_at), _P(fld, p, *target)
fld.ax.annotate(text, (float(xp), float(yp)), xytext=(float(xt), float(yt)), fontsize=fontsize,
color=color, ha="center", va="center", zorder=9,
arrowprops=dict(arrowstyle="-", color=color, lw=0.7, shrinkA=2, shrinkB=shrink),
bbox=dict(boxstyle="round,pad=0.18", fc=style.SURFACE, ec="none", alpha=0.9))
def gap_tag(fld, p, d, w, text, color=GREEN, fontsize=8.5):
"""A gap letter in a small rounded box."""
x, y = _P(fld, p, d, w)
fld.ax.text(x, y, text, fontsize=fontsize, color=color, ha="center", va="center", zorder=9,
fontweight="bold", bbox=dict(boxstyle="round,pad=0.2", fc=style.SURFACE, ec=color, lw=1.0))
def spot(fld, p, d, w, color=style.DEFENSE_DARK, ms=10):
"""Mark a point (a tackle, a meeting point) with an X."""
x, y = _P(fld, p, d, w)
fld.ax.plot([x], [y], marker="X", ms=ms, color=color, mec="white", mew=0.8, zorder=12)
def lane(fld, p, w0, w1, d0, d1, color=style.OFFENSE, alpha=0.10, ls=(0, (3, 2))):
"""Shade a rectangular lane (a run lane, a gap) from width w0 to w1 and depth d0 to d1."""
(x0, y0), (x1, y1) = _P(fld, p, d0, w0), _P(fld, p, d1, w1)
fld.ax.add_patch(Rectangle((min(x0, x1), min(y0, y1)), abs(x1 - x0), abs(y1 - y0), fc=color, alpha=alpha,
ec=color, lw=0.9, ls=ls, zorder=0.8))
def dashed(fld, p, pts, color=style.THIRD, lw=1.5, dash=(0, (3, 2.2)), end="arrow"):
"""A dashed 'what if' or 'intent' path through absolute (d, w) points."""
xs, ys = _P(fld, p, np.array([q[0] for q in pts]), np.array([q[1] for q in pts]))
xs, ys = np.asarray(xs, float), np.asarray(ys, float)
if end == "arrow":
hx, hy = xs[-2] + 0.75 * (xs[-1] - xs[-2]), ys[-2] + 0.75 * (ys[-1] - ys[-2])
xs = np.concatenate([xs[:-1], [hx, xs[-1]]]); ys = np.concatenate([ys[:-1], [hy, ys[-1]]])
fld.ax.plot(xs[:-1], ys[:-1], color=color, lw=lw, ls=dash, zorder=6)
fld.ax.add_patch(FancyArrowPatch((xs[-2], ys[-2]), (xs[-1], ys[-1]), arrowstyle="-|>",
mutation_scale=10, color=color, lw=lw, zorder=6))
else:
fld.ax.plot(xs, ys, color=color, lw=lw, ls=dash, zorder=6)
def bracket(fld, p, d, w0, w1, color=style.DEFENSE_DARK, lw=2.0):
"""A bar spanning the gaps a defender owns, with end ticks."""
(xa, ya), (xb, yb) = _P(fld, p, d, w0), _P(fld, p, d, w1)
fld.ax.plot([xa, xb], [ya, yb], color=color, lw=lw, solid_capstyle="butt", zorder=5)
for w in (w0, w1):
(x0, y0), (x1, y1) = _P(fld, p, d - 0.32, w), _P(fld, p, d + 0.32, w)
fld.ax.plot([x0, x1], [y0, y1], color=color, lw=lw, zorder=5)
def hand(fld, p, d, w, half=0.66):
"""A hand on the ground: a dark knob on the front edge of a defender's square marker."""
x, y = _P(fld, p, d - half, w)
fld.ax.add_patch(Circle((float(x), float(y)), 0.26, fc=style.DEFENSE_DARK, ec="white", lw=0.5, zorder=11))
def hands(fld, p, keys, t=None, half=0.66):
for k in keys:
d, w = (p.players[k].d, p.players[k].w) if t is None else p.position(k, t)
hand(fld, p, d, w, half)
def clean(ax):
"""Box-zoomed diagrams: drop hash ticks and yard numbers, clip anything outside the window."""
for ln in list(ax.lines):
xs, ys = ln.get_data()
if len(xs) == 2 and ln.get_linewidth() == 0.5 and np.hypot(xs[1] - xs[0], ys[1] - ys[0]) < 1.0:
ln.remove()
for t in list(ax.texts):
if t.get_text().isdigit() and t.get_alpha() == 0.55: # yard numbers, not technique labels
t.remove()
else:
t.set_clip_on(True)
def draw(p, width_in=5.8, ax=None, keep_numbers=False, **kw):
"""Play.draw, sized for the page, cleaned for a box-sized window."""
fld = p.draw(width_in=width_in, ax=ax, **kw)
if not keep_numbers:
clean(fld.ax)
return fld
def front(spec, lbs=(), others=()):
"""Defensive linemen from (key, technique, side) triples, labelled with their technique number,
plus (key, d, w, label) linebackers / edges and any other defenders."""
out = [D(k, "DL", 1.0, T(t, s), t) for k, t, s in spec]
out += [D(k, "LB", d, w, lab) for k, d, w, lab in lbs]
out += [D(k, "S", d, w, lab) for k, d, w, lab in others]
return out
def secondary(nickel_w=None, high=11.5, safety_w=7.5):
"""Two corners on X and Z, two deep safeties and (optionally) a nickel back at apex width."""
out = [D("LCB", "CB", 7.0, -15.0, "C"), D("RCB", "CB", 7.0, 15.0, "C"),
D("FS", "FS", high, -safety_w, "FS"), D("SS", "SS", high, safety_w, "SS")]
if nickel_w is not None:
out.append(D("NB", "NB", 4.6, nickel_w, "$"))
return out
def box_outline(fld, p, w0, w1, d0=-0.2, d1=6.6, text=None, text_at=None):
"""The box, as a faint dashed outline, with an optional count label."""
(x0, y0), (x1, y1) = _P(fld, p, d0, w0), _P(fld, p, d1, w1)
fld.ax.add_patch(Rectangle((min(x0, x1), min(y0, y1)), abs(x1 - x0), abs(y1 - y0), fc="none",
ec=style.MUTED, lw=1.0, ls=(0, (4, 2.5)), zorder=1.5))
if text:
say(fld, p, *(text_at or (d1 + 0.9, (w0 + w1) / 2)), text, color=style.INK, fontsize=7.2, weight="bold")
# --- frame strips (PDF) and video (web) for the simulated plays --------------------------------------
MARK_R = 0.62
def tracking(play):
df = play.to_tracking()
df["_id"] = df["displayName"].astype(str)
return df
def panel(ax, play, df, t, lateral, window, rings=(), enter=(), ring_r=0.85, relabel=None):
"""One moment of a simulated play on `ax`: markers, trails of on-screen players, rings.
`relabel(key, t)` may return a new label for a player at time t (a lineman who changes technique)."""
tmap = df.groupby("frameId")["time"].first()
fid = int((tmap - t).abs().idxmin())
ylo, yhi = sorted((play.ball_y - lateral[0], play.ball_y - lateral[1]))
fld = Field(ax=ax, orient="vertical", los=play.los, window=window, numbers=False, hashes=False,
lateral=(ylo, yhi), to_go=play.to_go)
cur = df[df["frameId"] == fid]
snap = df[df["frameId"] == int((tmap - 0.0).abs().idxmin())]
first = snap[snap["x"].between(play.los + window[0] + 0.8, play.los + window[1] - 0.8)
& snap["y"].between(ylo + 0.8, yhi - 0.8)]
ids = set(first["_id"]) | {"football"}
inside = cur[cur["x"].between(play.los + window[0], play.los + window[1]) & cur["y"].between(ylo, yhi)]
ids |= set(inside["_id"]) & set(enter)
shown = cur[cur["_id"].isin(ids) | (cur["side"] == "ball")]
trails = df[(df["frameId"] <= fid) & df["_id"].isin(ids) & (df["side"] != "ball")]
for (_, side), g in trails.groupby(["_id", "side"]):
xs, ys = fld.xy(g["x"].values, g["y"].values)
ax.plot(xs, ys, color=style.OFFENSE if side == "off" else style.DEFENSE, lw=0.9, alpha=0.4, zorder=3)
ppy = fld.pts_per_yard()
for _, r in shown.iterrows():
x, y = (float(v) for v in fld.xy(r["x"], r["y"]))
if r["side"] == "ball":
ax.add_patch(Ellipse((x, y + 0.45), 0.7, 0.42, fc=style.BALL, ec="white", lw=0.5, zorder=9))
continue
lab = str(r.get("label", "") or "")
if relabel is not None and r["side"] == "def":
lab = relabel(str(r["displayName"]), t) or lab
if r["side"] == "off":
ax.add_patch(Circle((x, y), MARK_R, fc=style.OFFENSE, ec="white", lw=0.6, zorder=8))
tc = "white"
else:
ax.add_patch(RegularPolygon((x, y), 4, radius=MARK_R * 1.3, orientation=np.pi / 4,
fc=style.DEFENSE_TINT, ec=style.DEFENSE, lw=1.0, zorder=8))
tc = style.INK
fs = max(4.0, min(8.0, ppy * (0.85 if len(lab) <= 1 else 0.62)))
ax.text(x, y, lab, ha="center", va="center", fontsize=fs, color=tc, fontweight="bold", zorder=10)
for key, col in rings:
r = cur[cur["displayName"] == key].iloc[0]
x, y = fld.xy(r["x"], r["y"])
ax.add_patch(Circle((float(x), float(y)), ring_r, fc="none", ec=col, lw=1.6, zorder=7))
for patch in ax.patches:
patch.set_clip_on(True)
return fld
def strip(moments, lateral, window, notes=None, rings=(), ncols=2, width_in=5.2, after=None, enter=(),
relabel=None):
"""Numbered frame strip. `moments` is a list of (play, t, tag)."""
cache = {}
nrows = int(np.ceil(len(moments) / ncols))
pw = width_in / ncols
span_w, span_d = lateral[1] - lateral[0], window[1] - window[0]
fig, axes = plt.subplots(nrows, ncols, squeeze=False,
figsize=(width_in, nrows * (pw * span_d / span_w + (0.62 if notes else 0.25))))
for ax in axes.flat[len(moments):]:
ax.axis("off")
for i, (ax, (play, t, tag)) in enumerate(zip(axes.flat, moments)):
if id(play) not in cache:
cache[id(play)] = tracking(play)
fld = panel(ax, play, cache[id(play)], t, lateral, window, rings, enter, relabel=relabel)
if after:
after(fld, play, t, i)
lab = "snap" if abs(t) < 1e-6 else f"{t:+.1f} s"
ax.set_title(f"{i + 1}. {lab}" + (f" {tag}" if tag else ""), fontsize=8.3, color=style.INK_2, loc="left")
if notes:
ax.text(0.5, -0.03, notes[i], transform=ax.transAxes, ha="center", va="top",
fontsize=7.1, color=style.INK)
fig.tight_layout(h_pad=1.3 if notes else 0.6, w_pad=0.6)
return fig
def video(segments, lateral, window, rings=(), width_in=4.6, after=None, enter=(), relabel=None):
"""Web version: each (play, tag, [(t, note), ...]) segment played in turn, notes as captions."""
import shutil
from matplotlib import animation
from IPython.display import HTML, display
span_w, span_d = lateral[1] - lateral[0], window[1] - window[0]
fig, ax = plt.subplots(figsize=(width_in, width_in * span_d / span_w + 0.45))
frames = []
for play, tag, notes in segments:
df = tracking(play)
tmap = df.groupby("frameId")["time"].first()
frames += [(play, df, float(tmap[f]), tag, notes) for f in sorted(df["frameId"].unique())]
def update(k):
play, df, t, tag, notes = frames[k]
ax.clear()
fld = panel(ax, play, df, t, lateral, window, rings, enter, relabel=relabel)
if after:
after(fld, play, t, -1)
txt = ("snap" if abs(t) < 0.05 else f"{t:+.1f} s") + (f" {tag}" if tag else "")
cur = [n for tt, n in notes if tt <= t + 1e-6]
ax.set_title(txt + (("\n" + cur[-1].replace("\n", " ")) if cur else ""), fontsize=8.5, color=style.INK,
loc="left")
return []
anim = animation.FuncAnimation(fig, update, frames=range(len(frames)), interval=100)
html = (anim.to_html5_video(embed_limit=40).replace("<video ", '<video style="max-width:100%;height:auto" ')
if shutil.which("ffmpeg") else anim.to_jshtml(default_mode="once"))
plt.close(fig)
display(HTML(html))
def animation_or_strip(moments, notes, lateral, window, rings=(), after=None, enter=(), ncols=2, width_in=5.2,
relabel=None):
"""Video on the website; a numbered, captioned frame strip in the PDF."""
if pdf_build():
strip(moments, lateral, window, notes=notes, rings=rings, ncols=ncols, width_in=width_in,
after=after, enter=enter, relabel=relabel)
plt.show()
return
segs = []
for play, t, tag in moments:
if not segs or segs[-1][0] is not play:
segs.append((play, tag, []))
for (play, t, tag), n in zip(moments, notes):
for s in segs:
if s[0] is play:
s[2].append((t, n))
video(segs, lateral, window, rings=rings, after=after, enter=enter, relabel=relabel)