| Source code InfoField |
Python code
#!/usr/bin/env python
# coding: utf-8
# In[1]:
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
from collections import namedtuple
from scipy.interpolate import interp1d
import numpy as np
from itertools import cycle
import matplotlib.patches as mpatches
# In[2]:
# Set plotting style
plt.style.use("seaborn-white")
WIDTH = 12
HEIGHT = 7
# Hardcoded Colors
YELLOW_JERSEY_COLOR = "gold"
GREEN_JERSEY_COLOR = "#2ca02c"
POLKADOT_JERSEY_COLOR = "#d62728"
WHITE_JERSEY_COLOR = "black"
LANTERNE_ROUGE_COLOR = "darkred"
OTHER_RIDER_COLOR = "grey"
# Default colors
prop_cycle = plt.rcParams['axes.prop_cycle']
DEFAULT_COLORS = cycle(prop_cycle.by_key()['color'])
get_ipython().run_line_magic('matplotlib', 'inline')
# In[3]:
def reset_color_cycle():
return cycle(prop_cycle.by_key()['color'])
# In[4]:
DNF = 999
LAST_STAGE = 21
TOUR_YEAR = 2019
# # Helper functions
# In[5]:
RiderRow = namedtuple("RiderRow", ["rider", "final_place", "x", "y"])
# In[6]:
RiderPlotProp = namedtuple("RiderPlotProp", ["color", "y_nudge"], defaults=[OTHER_RIDER_COLOR, 0.])
# In[7]:
def make_plot_tuples(df, x_col="stage", y_col="gap_seconds"):
"""Creates a `rider_row` with riders, place, x, and y arrays."""
# Get stage and final ranks
finished_riders_by_rank = df[]["stage"]==LAST_STAGE][["rider", "rank"]]
merged_df = pd.merge(left=df, right=finished_riders_by_rank, how="left", on="rider")
merged_df = merged_df.rename(columns={"rank_x": "stage_rank", "rank_y": "final_rank"})
merged_df["final_rank"] = merged_df["final_rank"].fillna(DNF)
ordered_riders = merged_df[]["stage"]==1].sort_values(["final_rank"])[["rider", "final_rank"]].to_numpy()
# Get the X, Y values for each rider
rider_rows = []
for rider, rank in ordered_riders:
sub_df = merged_df[]["rider"]==rider]
x = sub_df[x_col].to_numpy()
y = sub_df[y_col].to_numpy()
rider_rows.append(RiderRow(rider, rank, x, y))
return rider_rows
# In[8]:
def get_zorder_alpha(color):
alpha = 1
zorder = 0
if color == OTHER_RIDER_COLOR:
zorder = -1
alpha = 0.3
elif color == YELLOW_JERSEY_COLOR:
zorder = 1
return zorder, alpha
# In[9]:
def plot_lines(x, y, color=OTHER_RIDER_COLOR, label=None):
zorder, alpha = get_zorder_alpha(color)
xnew = np.linspace(1, LAST_STAGE, num=1000, endpoint=True)
cubic = interp1d(x, y, kind='cubic')
if label is None or color == OTHER_RIDER_COLOR:
label = None
plt.plot(
x, y, "-",
#xnew, cubic(xnew), "-",
alpha=alpha,
zorder=zorder,
color=color,
markersize=7.5,
linewidth=5,
label=label,
)
# In[10]:
def draw_left_legend(ax, special_riders):
for line in ax.lines:
label = line.get_label()
if label.startswith("_"):
continue
try:
y_nudge = special_riders[label].y_nudge
except KeyError:
y_nudge = 0
color = line.get_color()
y = line.get_ydata()[-1]
# Hard-code to the end of the current plot, even if they dropped out
x = LAST_STAGE
ax.annotate(
s=label,
xy=(x, y),
xytext=(x+.3, y+y_nudge),
color=color,
size=20,
weight="bold",
va="center"
)
# In[11]:
def make_plot(
rider_rows,
top_n=None,
max_minute=None,
special_riders={},
title=f"Tour de France {TOUR_YEAR}",
plot_mountains=False,
plot_mountain_lines=False,
):
fig, ax = plt.subplots(figsize=(WIDTH, HEIGHT))
# Set titles
plt.title(title, fontsize=30)
ax.set_ylabel("Minutes Behind the Leader", fontsize=20)
ax.set_xlabel("Stage", fontsize=20)
# Set the ticks to be every stage
stages = tuple(range(1, 22))
ax.set_xticks(stages)
ax.tick_params(axis='both', which='major', labelsize=15)
#plot_2d_hist(rider_rows)
for rider, place, x, y in rider_rows:
color = OTHER_RIDER_COLOR
if place == 1:
color = YELLOW_JERSEY_COLOR
elif rider in special_riders:
color = special_riders[rider].color
elif top_n is not None and place > top_n and color == OTHER_RIDER_COLOR:
continue
plot_lines(x, y, color, label=rider)
# Set ticks on the y axis
if max_minute is not None:
ax.set_ylim(-0.25, max_minute)
plt.gca().invert_yaxis()
draw_left_legend(ax, special_riders)
sns.despine(trim=True)
if plot_mountains:
Y_MAX=0.97
if plot_mountain_lines:
y=277
ax.axvline(18, color="black", linestyle="--", linewidth=2, ymax=Y_MAX, zorder=-2)
ax.axvline(20, color="black", linestyle="--", linewidth=2, ymax=Y_MAX, zorder=-2)
ax.axvline(12, color="black", linestyle="--", linewidth=2, ymax=Y_MAX, zorder=-2)
ax.axvline(15, color="black", linestyle="--", linewidth=2, ymax=Y_MAX, zorder=-2)
else:
y=4.1
ax.axvspan(18, 20, alpha=0.1, color="grey", zorder=-2, ymax=Y_MAX)
ax.axvspan(12, 15, alpha=0.1, color="grey", zorder=-2, ymax=Y_MAX)
ax.annotate(
s="Alps",
xy=(19, y),
color="black",
size=20,
va="center",
ha="center",
)
ax.annotate(
s="Pyrenees",
xy=(13.5, y),
color="black",
size=20,
va="center",
ha="center",
)
if top_n is not None:
filename = f"/tmp/{TOUR_YEAR}_tour_de_france_top_{top_n}."
else:
filename = f"/tmp/{TOUR_YEAR}_tour_de_france."
# Save to disk
for ext in ("png", "svg"):
fig.savefig(
f"{filename}{ext}", bbox_inches="tight"
)
# # Load the data
# In[12]:
df = pd.read_json(f"./data/{TOUR_YEAR}-tdf-dataframe.json", orient="table")
# In[13]:
df["gap_minutes"] = df["gap_seconds"] / 60
df["gap_hours"] = df["gap_seconds"] / 3600
# In[14]:
rider_rows = make_plot_tuples(df, x_col="stage", y_col="gap_minutes")
# # Make the plots
# In[15]:
DEFAULT_COLORS = reset_color_cycle()
TOP_SPECIAL_RIDERS = {
"Geraint Thomas": RiderPlotProp(next(DEFAULT_COLORS)),
"Julian Alaphilippe": RiderPlotProp(next(DEFAULT_COLORS)),
"Steven Kruijswijk": RiderPlotProp(next(DEFAULT_COLORS)),
"Emanuel Buchmann": RiderPlotProp(next(DEFAULT_COLORS), +0.05),
"Thibaut Pinot": RiderPlotProp(next(DEFAULT_COLORS), -0.07),
}
# In[16]:
make_plot(
rider_rows,
top_n=5,
max_minute=4.251,
special_riders=TOP_SPECIAL_RIDERS,
title="Tour de France 2019: Top Contenders",
plot_mountains=True,
)
# In[17]:
DEFAULT_COLORS = reset_color_cycle()
SPECIAL_RIDERS = {
"Peter Sagan": RiderPlotProp(GREEN_JERSEY_COLOR),
"Romain Bardet": RiderPlotProp(POLKADOT_JERSEY_COLOR, +3),
"Yoann Offredo": RiderPlotProp(next(DEFAULT_COLORS), -10),
"Sebastian Langeveld": RiderPlotProp(LANTERNE_ROUGE_COLOR),
"Julian Alaphilippe": RiderPlotProp(next(DEFAULT_COLORS), +13),
}
# In[18]:
make_plot(
rider_rows,
special_riders=SPECIAL_RIDERS,
plot_mountains=True,
plot_mountain_lines=True,
)
Data
| Data (collapsed)
|
{
"schema": {
"fields": [
{
"name": "index",
"type": "integer"
},
{
"name": "rank",
"type": "integer"
},
{
"name": "rider",
"type": "string"
},
{
"name": "rider no.",
"type": "integer"
},
{
"name": "team",
"type": "string"
},
{
"name": "times",
"type": "string"
},
{
"name": "gap",
"type": "string"
},
{
"name": "b",
"type": "string"
},
{
"name": "p",
"type": "string"
},
{
"name": "stage",
"type": "integer"
},
{
"name": "gap_seconds",
"type": "number"
},
{
"name": "times_seconds",
"type": "number"
}
],
"primaryKey": [
"index"
],
"pandas_version": "0.20.0"
},
"data": [
{
"index": 0,
"rank": 1,
"rider": "Mike Teunissen",
"rider no.": 87,
"team": "Team Jumbo - Visma",
"times": "04h 22' 37''",
"gap": "-",
"b": "B : 10''",
"p": "-",
"stage": 1,
"gap_seconds": 0.0,
"times_seconds": 15757.0
},
{
"index": 1,
"rank": 2,
"rider": "Peter Sagan",
"rider no.": 11,
"team": "Bora - Hansgrohe",
"times": "04h 22' 41''",
"gap": "+ 00h 00' 04''",
"b": "B : 6''",
"p": "-",
"stage": 1,
"gap_seconds": 4.0,
"times_seconds": 15761.0
},
{
"index": 2,
"rank": 3,
"rider": "Caleb Ewan",
"rider no.": 161,
"team": "Lotto Soudal",
"times": "04h 22' 43''",
"gap": "+ 00h 00' 06''",
"b": "B : 4''",
"p": "-",
"stage": 1,
"gap_seconds": 6.0,
"times_seconds": 15763.0
},
{
"index": 3,
"rank": 4,
"rider": "Giacomo Nizzolo",
"rider no.": 207,
"team": "Team Dimension Data",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 4,
"rank": 5,
"rider": "Sonny Colbrelli",
"rider no.": 43,
"team": "Bahrain - Merida",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 5,
"rank": 6,
"rider": "Michael Matthews",
"rider no.": 141,
"team": "Team Sunweb",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 6,
"rank": 7,
"rider": "Matteo Trentin",
"rider no.": 107,
"team": "Mitchelton - Scott",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 7,
"rank": 8,
"rider": "Oliver Naesen",
"rider no.": 37,
"team": "Ag2R La Mondiale",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 8,
"rank": 9,
"rider": "Elia Viviani",
"rider no.": 28,
"team": "Deceuninck - Quick - Step",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 9,
"rank": 10,
"rider": "Jasper Stuyven",
"rider no.": 138,
"team": "Trek - Segafredo",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 10,
"rank": 11,
"rider": "Greg Van Avermaet",
"rider no.": 111,
"team": "Ccc Team",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 11,
"rank": 12,
"rider": "Alberto Bettiol",
"rider no.": 92,
"team": "Ef Education First",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 12,
"rank": 13,
"rider": "Andrea Pasqualon",
"rider no.": 197,
"team": "Wanty - Gobert Cycling Team",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 13,
"rank": 14,
"rider": "Alexander Kristoff",
"rider no.": 126,
"team": "Uae Team Emirates",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 14,
"rank": 15,
"rider": "Amund Jansen",
"rider no.": 85,
"team": "Team Jumbo - Visma",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 15,
"rank": 16,
"rider": "Wout Van Aert",
"rider no.": 88,
"team": "Team Jumbo - Visma",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 16,
"rank": 17,
"rider": "Christophe Laporte",
"rider no.": 151,
"team": "Cofidis, Solutions Credits",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 17,
"rank": 18,
"rider": "Andr\u00e9 Greipel",
"rider no.": 215,
"team": "Team Arkea - Samsic",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 18,
"rank": 19,
"rider": "Daryl Impey",
"rider no.": 105,
"team": "Mitchelton - Scott",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 19,
"rank": 20,
"rider": "Guillaume Martin",
"rider no.": 191,
"team": "Wanty - Gobert Cycling Team",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 20,
"rank": 21,
"rider": "Julian Alaphilippe",
"rider no.": 21,
"team": "Deceuninck - Quick - Step",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 21,
"rank": 22,
"rider": "Yoann Offredo",
"rider no.": 196,
"team": "Wanty - Gobert Cycling Team",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 22,
"rank": 23,
"rider": "Simon Clarke",
"rider no.": 93,
"team": "Ef Education First",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 23,
"rank": 24,
"rider": "Vincenzo Nibali",
"rider no.": 41,
"team": "Bahrain - Merida",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 24,
"rank": 25,
"rider": "Patrick Bevin",
"rider no.": 112,
"team": "Ccc Team",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 25,
"rank": 26,
"rider": "Xandro Meurisse",
"rider no.": 195,
"team": "Wanty - Gobert Cycling Team",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 26,
"rank": 27,
"rider": "Sebastian Langeveld",
"rider no.": 95,
"team": "Ef Education First",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 27,
"rank": 28,
"rider": "Jasper De Buyst",
"rider no.": 163,
"team": "Lotto Soudal",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 28,
"rank": 29,
"rider": "Julien Simon",
"rider no.": 158,
"team": "Cofidis, Solutions Credits",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 29,
"rank": 30,
"rider": "Maximiliano Richeze",
"rider no.": 27,
"team": "Deceuninck - Quick - Step",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 30,
"rank": 31,
"rider": "Jens Debusschere",
"rider no.": 182,
"team": "Team Katusha Alpecin",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 31,
"rank": 32,
"rider": "Edvald Boasson Hagen",
"rider no.": 201,
"team": "Team Dimension Data",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 32,
"rank": 33,
"rider": "Kasper Asgreen",
"rider no.": 22,
"team": "Deceuninck - Quick - Step",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 33,
"rank": 34,
"rider": "Cees Bol",
"rider no.": 143,
"team": "Team Sunweb",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 34,
"rank": 35,
"rider": "Ivan Garcia Cortina",
"rider no.": 45,
"team": "Bahrain - Merida",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 35,
"rank": 36,
"rider": "Marcus Burghardt",
"rider no.": 13,
"team": "Bora - Hansgrohe",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 36,
"rank": 37,
"rider": "Niccol\u00f2 Bonifazio",
"rider no.": 172,
"team": "Total Direct Energie",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 37,
"rank": 38,
"rider": "Michael M\u00f8rk\u00f8v",
"rider no.": 26,
"team": "Deceuninck - Quick - Step",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 38,
"rank": 39,
"rider": "Jan Tratnik",
"rider no.": 48,
"team": "Bahrain - Merida",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 39,
"rank": 40,
"rider": "Nicolas Roche",
"rider no.": 148,
"team": "Team Sunweb",
"times": "04h 22' 47''",
"gap": "+ 00h 00' 10''",
"b": "-",
"p": "-",
"stage": 1,
"gap_seconds": 10.0,
"times_seconds": 15767.0
},
{
"index": 40,
"rank": 41,
"rider": "Rick Zabel",
"rider no.": 188,
"team": "Team Katusha Alpecin",
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{
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{
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{
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"team": "Uae Team Emirates",
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{
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{
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{
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{
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{
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},
{
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},
{
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}
]
}<!-- WARNING: argument omitted, expansion size too large --> |
|
