import os
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
PURPLE = style.SERIES[6] # a ring colour that is neither offense blue nor defense orange
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 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 or run."""
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)
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=9):
"""A gap letter or hole number 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=0.22", fc=style.SURFACE, ec=color, lw=1.0))
def pair_oval(fld, p, d, w, width, height=2.5, color=GREEN):
"""A faint oval around a double team (two blockers and their defender)."""
x, y = _P(fld, p, d, w)
fld.ax.add_patch(Ellipse((float(x), float(y)), width, height, fc=color, alpha=0.22, ec="none", zorder=1.5))
fld.ax.add_patch(Ellipse((float(x), float(y)), width, height, fc="none", ec=color, lw=1.6,
ls=(0, (4, 2)), zorder=1.6))
def spot(fld, p, d, w, color=style.THIRD, ms=9):
"""Mark a point (the point of attack, an aiming 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=9)
def shade_box(fld, p, w0, w1, d1=6.5, d0=-0.2, color=style.THIRD, alpha=0.08, label=None):
"""Shade the box (or any rectangle) 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=(0, (3, 2)), zorder=0.8))
def dashed(fld, p, pts, color=style.THIRD, lw=1.6, dash=(0, (3, 2.2)), end="arrow"):
"""A dashed 'option' 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]))
fld.ax.plot(xs[:-1] if end == "arrow" else xs, ys[:-1] if end == "arrow" else ys, color=color, lw=lw,
ls=dash, zorder=6)
if end == "arrow":
fld.ax.add_patch(FancyArrowPatch((xs[-2], ys[-2]), (xs[-1], ys[-1]), arrowstyle="-|>",
mutation_scale=10, color=color, lw=lw, zorder=6))
def play_arrow(fld, p, d, w0, w1, text, fontsize=7.5):
"""A broad 'the play goes this way' arrow at depth d, from w0 to w1."""
(x0, y0), (x1, y1) = _P(fld, p, d, w0), _P(fld, p, d, w1)
fld.ax.add_patch(FancyArrowPatch((x0, y0), (x1, y1), arrowstyle="-|>", mutation_scale=14,
color=style.OFFENSE, lw=2.0, zorder=3))
xm, ym = _P(fld, p, d + 0.9, (w0 + w1) / 2)
fld.ax.text(xm, ym, text, fontsize=fontsize, color=style.OFFENSE_DARK, ha="center", va="center", zorder=4,
fontweight="bold")
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, **kw):
"""Play.draw, sized for the page, cleaned for a box-sized window."""
fld = p.draw(width_in=width_in, ax=ax, **kw)
clean(fld.ax)
return fld
# --- a front, labelled by technique number ---------------------------------------------------------
def front(spec, lbs=(), safeties=()):
"""Defensive linemen from (key, technique, side) triples, labelled with their technique number,
plus (key, d, w, label) linebackers and safeties."""
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 safeties]
return out
def cov_labels(fld, p, status, d=-2.0, fontsize=6.6):
"""'covered' / 'uncovered' under each offensive lineman."""
for k, v in status.items():
say(fld, p, d - (0.95 if v == "uncovered" else 0.0), p.players[k].w, v, fontsize=fontsize,
color=style.DEFENSE_DARK if v == "covered" else GREEN)
# --- frame strips (PDF) and video (web) for the simulated combo block --------------------------------
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=()):
"""One moment of a simulated play on `ax`: markers, trails of on-screen players, rings."""
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)] # players whose marker fits whole at the snap ...
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) # players allowed to walk into the picture
shown = cur[cur["_id"].isin(ids) | (cur["side"] == "ball")] # ... stay in every frame (clipped at the edge)
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 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)), 0.95, fc="none", ec=col, lw=1.6, zorder=7))
for patch in ax.patches:
patch.set_clip_on(True)
return fld
def strip(play, times, lateral, window, notes=None, rings=(), ncols=4, width_in=6.5, after=None, enter=()):
"""Numbered frame strip with a fixed, box-sized window, so markers stay legible in print."""
df = tracking(play)
nrows = int(np.ceil(len(times) / 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 + (0.55 if notes else 0.25))))
for ax in axes.flat[len(times):]:
ax.axis("off")
for i, (ax, t) in enumerate(zip(axes.flat, times)):
fld = panel(ax, play, df, t, lateral, window, rings, enter)
if after:
after(fld, t)
ax.set_title(f"{i + 1}. " + ("snap" if abs(t) < 1e-6 else f"{t:+.2f} s".rstrip("0")),
fontsize=8.5, color=style.INK_2, loc="left")
if notes:
ax.text(0.5, -0.03, notes[i], transform=ax.transAxes, ha="center", va="top",
fontsize=7.2, color=style.INK)
fig.tight_layout(h_pad=1.3 if notes else 0.6, w_pad=0.5)
return fig
def video(play, times, lateral, window, notes=None, rings=(), width_in=5.2, after=None, enter=()):
"""Web version of the strip: the same panel at every frame, with the strip's notes as captions."""
import shutil
from matplotlib import animation
from IPython.display import HTML, display
df = tracking(play)
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 + 0.4))
tmap = df.groupby("frameId")["time"].first()
def update(fid):
ax.clear()
t = float(tmap[fid])
fld = panel(ax, play, df, t, lateral, window, rings, enter)
if after:
after(fld, t)
txt = ("snap" if abs(t) < 0.05 else f"{t:+.1f} s")
if notes:
cur = [n for tt, n in zip(times, notes) if tt <= t + 1e-6]
txt += (" " + cur[-1]) if cur else ""
ax.set_title(txt, fontsize=9, color=style.INK, loc="left")
return []
anim = animation.FuncAnimation(fig, update, frames=sorted(df["frameId"].unique()), 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(play, times, **kw):
"""Video on the website; a numbered, captioned frame strip in the PDF."""
if pdf_build():
strip(play, times, **kw)
plt.show()
else:
kw.pop("ncols", None)
video(play, times, **kw)