| Kaynak kodu 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 matplotlib.ticker import FuncFormatter
# In[2]:
from pandas.plotting import register_matplotlib_converters
register_matplotlib_converters()
# In[3]:
# Set plotting style
plt.style.use("seaborn-white")
WIDTH = 12
HEIGHT = 9
prop_cycle = plt.rcParams['axes.prop_cycle']
DEFAULT_COLORS = prop_cycle.by_key()['color']
get_ipython().run_line_magic('matplotlib', 'inline')
# # Helper functions
# In[4]:
def number_formatter(number, pos=None):
"""Convert a number into a human readable format.
Via https://flynn.gg/blog/better-matplotlib-charts/"""
magnitude = 0
while abs(number) >= 1000:
magnitude += 1
number /= 1000.0
return "€%.0f %s" % (number, ["", "K", "M", "B", "T", "Q"][magnitude])
# In[5]:
def draw_bands(ax, ticks=None):
"""Add grey bands to the plot.
Args:
ax: a matplotlib axes object.
ticks: a list of tick postions, to use instead of the ones that come
with ax.
"""
if ticks is None:
ticks = ax.get_xticks(minor=False)
for i in range(0, len(ticks), 2):
# Check for the end of the array
if i >= len(ticks) or i + 1 >= len(ticks):
return
# Draw a band
left_tick = ticks[i]
right_tick = ticks[i + 1]
plt.axvspan(left_tick, right_tick, color="0.97", zorder=-2)
# In[6]:
def draw_legend(plt):
"""Draw the legend on the specified plot.
Args:
plt (matplotlib.pyplot): pyplot object
"""
leg = plt.legend(
loc="upper left",
fontsize=24,
ncol=1,
frameon=1,
fancybox=True,
# The bellow commands remove the lines in the legend
handlelength=0,
handletextpad=0,
markerscale=0,
)
# Turn on and theme the frame
frame = leg.get_frame()
frame.set_linewidth(1.2)
frame.set_alpha(1)
frame.set_facecolor("white")
frame.set_edgecolor("black")
# Set the legend text color to match the line color
lines = leg.get_lines()
texts = leg.get_texts()
for line, text in zip(lines, texts):
text.set_color(line.get_color())
# # Load the data
# In[7]:
df = pd.read_json("./data/tdf_prizes_dataframe.json", orient="table")
# In[8]:
x = df.index
y_tot = df["total_adjusted_euro"]
y_first = df["first_prize_adjusted_euro"]
# # Make the plot
# In[9]:
fig, ax = plt.subplots(figsize=(WIDTH, HEIGHT))
# Plot the data
LINEWIDTH = 3
STEP_WHERE = "post"
plt.step(x, y_tot, where=STEP_WHERE, linewidth=LINEWIDTH, label="Total prize money")
plt.step(x, y_first, where=STEP_WHERE, linewidth=LINEWIDTH, label="Winner's prize money")
plt.yscale("log")
# Set titles
plt.figtext(0.5, 0.95, "Tour de France Prize Money", fontsize=34, ha="center")
plt.figtext(0.5, 0.9, "In 2013 Euro", fontsize=24, ha="center")
ax.set_ylabel(None)
ax.set_xlabel(None)
ax.set_xlim("1901", "2015")
ax.tick_params(axis="y", which="major", labelsize=28)
ax.tick_params(axis="x", which="major", labelsize=22)
ax.yaxis.set_major_formatter(FuncFormatter(number_formatter))
ax.yaxis.grid() # horizontal lines
plt.xticks(ticks=[str(yr) for yr in range(1910, 2020, 20)])
draw_bands(ax, [str(yr) for yr in range(1900, 2020, 10)])
draw_legend(plt)
# Save to disk
for ext in ("png", "svg"):
fig.savefig(
"/tmp/tdf_prize_money_in_2013_euro.{ext}".format(ext=ext), bbox_inches="tight"
)
Data
| Data (collapsed)
|
{
"schema": {
"fields": [
{
"name": "index",
"type": "datetime"
},
{
"name": "first_prize",
"type": "number"
},
{
"name": "total",
"type": "number"
},
{
"name": "first_prize_adjusted_euro",
"type": "number"
},
{
"name": "total_adjusted_euro",
"type": "number"
},
{
"name": "first_prize_adjusted_usd",
"type": "number"
},
{
"name": "total_adjusted_usd",
"type": "number"
}
],
"primaryKey": [
"index"
],
"pandas_version": "0.20.0"
},
"data": [
{
"index": "1903-12-31T00:00:00.000Z",
"first_prize": 3000.0,
"total": 20000.0,
"first_prize_adjusted_euro": 11828.0,
"total_adjusted_euro": 78851.0,
"first_prize_adjusted_usd": 15471.0,
"total_adjusted_usd": 103138.0
},
{
"index": "1904-12-31T00:00:00.000Z",
"first_prize": 5000.0,
"total": 21000.0,
"first_prize_adjusted_euro": 19993.0,
"total_adjusted_euro": 83969.0,
"first_prize_adjusted_usd": 26151.0,
"total_adjusted_usd": 109833.0
},
{
"index": "1905-12-31T00:00:00.000Z",
"first_prize": 4000.0,
"total": 25000.0,
"first_prize_adjusted_euro": 16010.0,
"total_adjusted_euro": 100063.0,
"first_prize_adjusted_usd": 20941.0,
"total_adjusted_usd": 130884.0
},
{
"index": "1906-12-31T00:00:00.000Z",
"first_prize": 5000.0,
"total": 25000.0,
"first_prize_adjusted_euro": 19756.0,
"total_adjusted_euro": 98779.0,
"first_prize_adjusted_usd": 25841.0,
"total_adjusted_usd": 129204.0
},
{
"index": "1907-12-31T00:00:00.000Z",
"first_prize": 4000.0,
"total": 25000.0,
"first_prize_adjusted_euro": 15586.0,
"total_adjusted_euro": 97415.0,
"first_prize_adjusted_usd": 20387.0,
"total_adjusted_usd": 127420.0
},
{
"index": "1908-12-31T00:00:00.000Z",
"first_prize": 4000.0,
"total": 30000.0,
"first_prize_adjusted_euro": 15236.0,
"total_adjusted_euro": 114270.0,
"first_prize_adjusted_usd": 19929.0,
"total_adjusted_usd": 149467.0
},
{
"index": "1909-12-31T00:00:00.000Z",
"first_prize": 5000.0,
"total": 25000.0,
"first_prize_adjusted_euro": 19083.0,
"total_adjusted_euro": 95416.0,
"first_prize_adjusted_usd": 24961.0,
"total_adjusted_usd": 124805.0
},
{
"index": "1910-12-31T00:00:00.000Z",
"first_prize": 5000.0,
"total": 25000.0,
"first_prize_adjusted_euro": 18509.0,
"total_adjusted_euro": 92547.0,
"first_prize_adjusted_usd": 24211.0,
"total_adjusted_usd": 121053.0
},
{
"index": "1911-12-31T00:00:00.000Z",
"first_prize": 5000.0,
"total": 30000.0,
"first_prize_adjusted_euro": 16842.0,
"total_adjusted_euro": 101052.0,
"first_prize_adjusted_usd": 22030.0,
"total_adjusted_usd": 132177.0
},
{
"index": "1912-12-31T00:00:00.000Z",
"first_prize": 5000.0,
"total": 32500.0,
"first_prize_adjusted_euro": 17029.0,
"total_adjusted_euro": 110691.0,
"first_prize_adjusted_usd": 22275.0,
"total_adjusted_usd": 144785.0
},
{
"index": "1913-12-31T00:00:00.000Z",
"first_prize": 5000.0,
"total": 39900.0,
"first_prize_adjusted_euro": 16469.0,
"total_adjusted_euro": 131426.0,
"first_prize_adjusted_usd": 21542.0,
"total_adjusted_usd": 171907.0
},
{
"index": "1914-12-31T00:00:00.000Z",
"first_prize": 5000.0,
"total": 45000.0,
"first_prize_adjusted_euro": 16469.0,
"total_adjusted_euro": 148224.0,
"first_prize_adjusted_usd": 21542.0,
"total_adjusted_usd": 193880.0
},
{
"index": "1915-12-31T00:00:00.000Z",
"first_prize": null,
"total": null,
"first_prize_adjusted_euro": null,
"total_adjusted_euro": null,
"first_prize_adjusted_usd": null,
"total_adjusted_usd": null
},
{
"index": "1916-12-31T00:00:00.000Z",
"first_prize": null,
"total": null,
"first_prize_adjusted_euro": null,
"total_adjusted_euro": null,
"first_prize_adjusted_usd": null,
"total_adjusted_usd": null
},
{
"index": "1917-12-31T00:00:00.000Z",
"first_prize": null,
"total": null,
"first_prize_adjusted_euro": null,
"total_adjusted_euro": null,
"first_prize_adjusted_usd": null,
"total_adjusted_usd": null
},
{
"index": "1918-12-31T00:00:00.000Z",
"first_prize": null,
"total": null,
"first_prize_adjusted_euro": null,
"total_adjusted_euro": null,
"first_prize_adjusted_usd": null,
"total_adjusted_usd": null
},
{
"index": "1919-12-31T00:00:00.000Z",
"first_prize": 5000.0,
"total": 50000.0,
"first_prize_adjusted_euro": 6378.0,
"total_adjusted_euro": 63783.0,
"first_prize_adjusted_usd": 8343.0,
"total_adjusted_usd": 83428.0
},
{
"index": "1920-12-31T00:00:00.000Z",
"first_prize": 15000.0,
"total": 80765.0,
"first_prize_adjusted_euro": 13926.0,
"total_adjusted_euro": 74984.0,
"first_prize_adjusted_usd": 18216.0,
"total_adjusted_usd": 98080.0
},
{
"index": "1921-12-31T00:00:00.000Z",
"first_prize": 15000.0,
"total": 80000.0,
"first_prize_adjusted_euro": 15898.0,
"total_adjusted_euro": 84787.0,
"first_prize_adjusted_usd": 20794.0,
"total_adjusted_usd": 110903.0
},
{
"index": "1922-12-31T00:00:00.000Z",
"first_prize": 10000.0,
"total": 80000.0,
"first_prize_adjusted_euro": 11029.0,
"total_adjusted_euro": 88228.0,
"first_prize_adjusted_usd": 14425.0,
"total_adjusted_usd": 115404.0
},
{
"index": "1923-12-31T00:00:00.000Z",
"first_prize": 10000.0,
"total": 100000.0,
"first_prize_adjusted_euro": 9936.0,
"total_adjusted_euro": 99356.0,
"first_prize_adjusted_usd": 12996.0,
"total_adjusted_usd": 129959.0
},
{
"index": "1924-12-31T00:00:00.000Z",
"first_prize": 10000.0,
"total": 100000.0,
"first_prize_adjusted_euro": 8723.0,
"total_adjusted_euro": 87231.0,
"first_prize_adjusted_usd": 11410.0,
"total_adjusted_usd": 114099.0
},
{
"index": "1925-12-31T00:00:00.000Z",
"first_prize": 15000.0,
"total": 99000.0,
"first_prize_adjusted_euro": 12194.0,
"total_adjusted_euro": 80483.0,
"first_prize_adjusted_usd": 15951.0,
"total_adjusted_usd": 105273.0
},
{
"index": "1926-12-31T00:00:00.000Z",
"first_prize": 15000.0,
"total": 109000.0,
"first_prize_adjusted_euro": 9373.0,
"total_adjusted_euro": 68111.0,
"first_prize_adjusted_usd": 12260.0,
"total_adjusted_usd": 89091.0
},
{
"index": "1927-12-31T00:00:00.000Z",
"first_prize": 12000.0,
"total": 100000.0,
"first_prize_adjusted_euro": 7182.0,
"total_adjusted_euro": 59854.0,
"first_prize_adjusted_usd": 9395.0,
"total_adjusted_usd": 78290.0
},
{
"index": "1928-12-31T00:00:00.000Z",
"first_prize": 12000.0,
"total": 100000.0,
"first_prize_adjusted_euro": 7197.0,
"total_adjusted_euro": 59974.0,
"first_prize_adjusted_usd": 9414.0,
"total_adjusted_usd": 78447.0
},
{
"index": "1929-12-31T00:00:00.000Z",
"first_prize": 10000.0,
"total": 150000.0,
"first_prize_adjusted_euro": 5647.0,
"total_adjusted_euro": 84709.0,
"first_prize_adjusted_usd": 7387.0,
"total_adjusted_usd": 110800.0
},
{
"index": "1930-12-31T00:00:00.000Z",
"first_prize": 72000.0,
"total": 606000.0,
"first_prize_adjusted_euro": 40338.0,
"total_adjusted_euro": 339508.0,
"first_prize_adjusted_usd": 52762.0,
"total_adjusted_usd": 444081.0
},
{
"index": "1931-12-31T00:00:00.000Z",
"first_prize": 25000.0,
"total": 650000.0,
"first_prize_adjusted_euro": 14575.0,
"total_adjusted_euro": 378938.0,
"first_prize_adjusted_usd": 19064.0,
"total_adjusted_usd": 495655.0
},
{
"index": "1932-12-31T00:00:00.000Z",
"first_prize": 30000.0,
"total": 700000.0,
"first_prize_adjusted_euro": 19198.0,
"total_adjusted_euro": 447955.0,
"first_prize_adjusted_usd": 25111.0,
"total_adjusted_usd": 585931.0
},
{
"index": "1933-12-31T00:00:00.000Z",
"first_prize": 30000.0,
"total": 749000.0,
"first_prize_adjusted_euro": 19833.0,
"total_adjusted_euro": 495157.0,
"first_prize_adjusted_usd": 25941.0,
"total_adjusted_usd": 647671.0
},
{
"index": "1934-12-31T00:00:00.000Z",
"first_prize": 30000.0,
"total": 737610.0,
"first_prize_adjusted_euro": 20702.0,
"total_adjusted_euro": 509005.0,
"first_prize_adjusted_usd": 27079.0,
"total_adjusted_usd": 665785.0
},
{
"index": "1935-12-31T00:00:00.000Z",
"first_prize": null,
"total": 1092050.0,
"first_prize_adjusted_euro": null,
"total_adjusted_euro": 821804.0,
"first_prize_adjusted_usd": null,
"total_adjusted_usd": 1074931.0
},
{
"index": "1936-12-31T00:00:00.000Z",
"first_prize": 100000.0,
"total": 1000000.0,
"first_prize_adjusted_euro": 70134.0,
"total_adjusted_euro": 701336.0,
"first_prize_adjusted_usd": 91736.0,
"total_adjusted_usd": 917357.0
},
{
"index": "1937-12-31T00:00:00.000Z",
"first_prize": 200000.0,
"total": 800000.0,
"first_prize_adjusted_euro": 111500.0,
"total_adjusted_euro": 446001.0,
"first_prize_adjusted_usd": 145844.0,
"total_adjusted_usd": 583375.0
},
{
"index": "1938-12-31T00:00:00.000Z",
"first_prize": 100000.0,
"total": 900000.0,
"first_prize_adjusted_euro": 49076.0,
"total_adjusted_euro": 441682.0,
"first_prize_adjusted_usd": 64192.0,
"total_adjusted_usd": 577726.0
},
{
"index": "1939-12-31T00:00:00.000Z",
"first_prize": 100000.0,
"total": 900000.0,
"first_prize_adjusted_euro": 46037.0,
"total_adjusted_euro": 414336.0,
"first_prize_adjusted_usd": 60217.0,
"total_adjusted_usd": 541957.0
},
{
"index": "1940-12-31T00:00:00.000Z",
"first_prize": null,
"total": null,
"first_prize_adjusted_euro": null,
"total_adjusted_euro": null,
"first_prize_adjusted_usd": null,
"total_adjusted_usd": null
},
{
"index": "1941-12-31T00:00:00.000Z",
"first_prize": null,
"total": null,
"first_prize_adjusted_euro": null,
"total_adjusted_euro": null,
"first_prize_adjusted_usd": null,
"total_adjusted_usd": null
},
{
"index": "1942-12-31T00:00:00.000Z",
"first_prize": null,
"total": null,
"first_prize_adjusted_euro": null,
"total_adjusted_euro": null,
"first_prize_adjusted_usd": null,
"total_adjusted_usd": null
},
{
"index": "1943-12-31T00:00:00.000Z",
"first_prize": null,
"total": null,
"first_prize_adjusted_euro": null,
"total_adjusted_euro": null,
"first_prize_adjusted_usd": null,
"total_adjusted_usd": null
},
{
"index": "1944-12-31T00:00:00.000Z",
"first_prize": null,
"total": null,
"first_prize_adjusted_euro": null,
"total_adjusted_euro": null,
"first_prize_adjusted_usd": null,
"total_adjusted_usd": null
},
{
"index": "1945-12-31T00:00:00.000Z",
"first_prize": null,
"total": null,
"first_prize_adjusted_euro": null,
"total_adjusted_euro": null,
"first_prize_adjusted_usd": null,
"total_adjusted_usd": null
},
{
"index": "1946-12-31T00:00:00.000Z",
"first_prize": null,
"total": null,
"first_prize_adjusted_euro": null,
"total_adjusted_euro": null,
"first_prize_adjusted_usd": null,
"total_adjusted_usd": null
},
{
"index": "1947-12-31T00:00:00.000Z",
"first_prize": 500000.0,
"total": 4580000.0,
"first_prize_adjusted_euro": 26844.0,
"total_adjusted_euro": 245894.0,
"first_prize_adjusted_usd": 35113.0,
"total_adjusted_usd": 321633.0
},
{
"index": "1948-12-31T00:00:00.000Z",
"first_prize": 600000.0,
"total": 7000000.0,
"first_prize_adjusted_euro": 20324.0,
"total_adjusted_euro": 237111.0,
"first_prize_adjusted_usd": 26584.0,
"total_adjusted_usd": 310144.0
},
{
"index": "1949-12-31T00:00:00.000Z",
"first_prize": 1000000.0,
"total": 12000000.0,
"first_prize_adjusted_euro": 29923.0,
"total_adjusted_euro": 359078.0,
"first_prize_adjusted_usd": 39140.0,
"total_adjusted_usd": 469678.0
},
{
"index": "1950-12-31T00:00:00.000Z",
"first_prize": 1000000.0,
"total": 14000000.0,
"first_prize_adjusted_euro": 27203.0,
"total_adjusted_euro": 380840.0,
"first_prize_adjusted_usd": 35582.0,
"total_adjusted_usd": 498144.0
},
{
"index": "1951-12-31T00:00:00.000Z",
"first_prize": 1000000.0,
"total": 18278000.0,
"first_prize_adjusted_euro": 23390.0,
"total_adjusted_euro": 427527.0,
"first_prize_adjusted_usd": 30595.0,
"total_adjusted_usd": 559211.0
},
{
"index": "1952-12-31T00:00:00.000Z",
"first_prize": 1000000.0,
"total": 28000000.0,
"first_prize_adjusted_euro": 20903.0,
"total_adjusted_euro": 585279.0,
"first_prize_adjusted_usd": 27341.0,
"total_adjusted_usd": 765552.0
},
{
"index": "1953-12-31T00:00:00.000Z",
"first_prize": 2000000.0,
"total": 35000000.0,
"first_prize_adjusted_euro": 42529.0,
"total_adjusted_euro": 744251.0,
"first_prize_adjusted_usd": 55628.0,
"total_adjusted_usd": 973489.0
},
{
"index": "1954-12-31T00:00:00.000Z",
"first_prize": 2000000.0,
"total": 38445000.0,
"first_prize_adjusted_euro": 42359.0,
"total_adjusted_euro": 814249.0,
"first_prize_adjusted_usd": 55406.0,
"total_adjusted_usd": 1065048.0
},
{
"index": "1955-12-31T00:00:00.000Z",
"first_prize": 2000000.0,
"total": 36685000.0,
"first_prize_adjusted_euro": 41981.0,
"total_adjusted_euro": 770043.0,
"first_prize_adjusted_usd": 54912.0,
"total_adjusted_usd": 1007226.0
},
{
"index": "1956-12-31T00:00:00.000Z",
"first_prize": 2000000.0,
"total": 38000000.0,
"first_prize_adjusted_euro": 40289.0,
"total_adjusted_euro": 765495.0,
"first_prize_adjusted_usd": 52699.0,
"total_adjusted_usd": 1001277.0
},
{
"index": "1957-12-31T00:00:00.000Z",
"first_prize": 2000000.0,
"total": 40000000.0,
"first_prize_adjusted_euro": 39116.0,
"total_adjusted_euro": 782314.0,
"first_prize_adjusted_usd": 51164.0,
"total_adjusted_usd": 1023277.0
},
{
"index": "1958-12-31T00:00:00.000Z",
"first_prize": 2000000.0,
"total": 40000000.0,
"first_prize_adjusted_euro": 33984.0,
"total_adjusted_euro": 679682.0,
"first_prize_adjusted_usd": 44452.0,
"total_adjusted_usd": 889033.0
},
{
"index": "1959-12-31T00:00:00.000Z",
"first_prize": 2000000.0,
"total": 41710000.0,
"first_prize_adjusted_euro": 32030.0,
"total_adjusted_euro": 667991.0,
"first_prize_adjusted_usd": 41896.0,
"total_adjusted_usd": 873741.0
},
{
"index": "1960-12-31T00:00:00.000Z",
"first_prize": 20000.0,
"total": 400000.0,
"first_prize_adjusted_euro": 30887.0,
"total_adjusted_euro": 617749.0,
"first_prize_adjusted_usd": 40401.0,
"total_adjusted_usd": 808023.0
},
{
"index": "1961-12-31T00:00:00.000Z",
"first_prize": 20000.0,
"total": 500000.0,
"first_prize_adjusted_euro": 29901.0,
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