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Python script to construct a snow depth figure
"""
Snow depth figure
version 6 April 2018
by Antti Lipponen
Copyright (c) 2018 Antti Lipponen
Permission is hereby granted, free of charge, to any person obtaining
a copy of this software and associated documentation files (the
"Software"), to deal in the Software without restriction, including
without limitation the rights to use, copy, modify, merge, publish,
distribute, sublicense, and/or sell copies of the Software, and to
permit persons to whom the Software is furnished to do so, subject to
the following conditions:
The above copyright notice and this permission notice shall be included
in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY
CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
"""
# imports
import numpy as np
import pandas as pd
from seaborn import cubehelix_palette
import matplotlib.pyplot as plt
import matplotlib as mpl
# from imageio import imread # uncomment if you have a "background image"
from datetime import datetime
# default font: Lato
mpl.rc('font', family='Lato')
# Data I have used here is the Finnish Meteorological Institute snow depth open data
# downloaded from: http://ilmatieteenlaitos.fi/havaintojen-lataus/
# English web site: http://en.ilmatieteenlaitos.fi/download-observations
# options & title texts
case = 'Helsinki' # in this case the data should be in snowHelsinki.csv
stationFI = 'Kaisaniemi, Helsinki' # otsikkoteksti suomeksi
stationEN = 'Kaisaniemi, Helsinki' # otsikkoteksti englanniksi
#########################
# If you have a "background image" for the figure
# bgImg = imread('bg.png') # a png image of size 1920 x 1080
# colormap from Seaborn cubehelix palette
cmap = cubehelix_palette(n_colors=19, start=2.85, rot=.1, as_cmap=True, reverse=False)
norm = mpl.colors.Normalize(vmin=0, vmax=19)
# get data
s = pd.read_csv('snow{}.csv'.format(case))
# snow depth (all days, limit to 0 - 9999 cm)
snowDepth = np.clip(np.array(s['Lumensyvyys (cm)']), a_min=0, a_max=9999) # if you use English data change (Lumensyvyys = snow depth)
# load dates (there are better ways to do this but this works as well)
vv, kk, pp = np.array(s['Vuosi']), np.array(s['Kk']), np.array(s['Pv'])
dates = []
for ii in range(len(vv)):
dates.append(datetime(int(vv[ii]), int(kk[ii]), int(pp[ii])))
# Create figure
fig = plt.figure(figsize=(19.2, 10.8))
# Axis for background
axBG = fig.add_axes([0.0, 0.0, 1.0, 1.0])
axBG.axis('off')
# axBG.imshow(bgImg, origin='upper', aspect='auto', extent=[0, 1, 0, 1]) # uncomment if you have a background image
axBG.set_xlim([0, 1])
axBG.set_ylim([0, 1])
# title texts
axBG.text(0.006 + 0.0015, 0.987 - 0.0015, 'Lumensyvyys – {}'.format(stationFI),
fontsize=48, color='#4D4D4D', horizontalalignment='left',
verticalalignment='top', clip_on=False)
axBG.text(0.006, 0.987, 'Lumensyvyys – {}'.format(stationFI), fontsize=48,
color='#E5E5E5', horizontalalignment='left', verticalalignment='top', clip_on=False)
axBG.text(0.006 + 0.0015, 0.92 - 0.0015, 'Snow depth – {}, Finland'.format(stationEN),
fontsize=38, color='#4D4D4D', horizontalalignment='left',
verticalalignment='top', clip_on=False)
axBG.text(0.006, 0.92, 'Snow depth – {}, Finland'.format(stationEN), fontsize=38,
color='#E5E5E5', horizontalalignment='left', verticalalignment='top', clip_on=False)
# names of months
monthsFIN = ['Tam', 'Hel', 'Maa', 'Huh', 'Tou', 'Kes', 'Hei', 'Elo', 'Syy', 'Lok', 'Mar', 'Jou']
monthsENG = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']
# axis for months
axTimes = fig.add_axes([0.1, 0.1, 0.85, 0.8])
axTimes.axis('off')
axTimes.set_xlim([90, 340]) # show days 90-340 (day 0 = July 1st)
axTimes.set_ylim([0, 1])
# axis according to winter 2017 - 2018
N = (datetime(2018, 6, 1) - datetime(2017, 7, 1)).days # days to 1st of June
axTimes.plot([N, N], [0.05, 0.9], c='#BBBBBB', linewidth=0.5, linestyle='-', zorder=ii, clip_on=False)
for ii in [10, 11, 12, 1, 2, 3, 4, 5]:
if ii < 7:
N = (datetime(2018, ii, 1) - datetime(2017, 7, 1)).days
else:
N = (datetime(2017, ii, 1) - datetime(2017, 7, 1)).days
axTimes.plot([N, N], [0.05, 0.9], c='#BBBBBB', linewidth=0.5, linestyle='-', clip_on=False, zorder=1)
# write the name of the month at 15. day
axTimes.text(N + 15, 0.035, monthsFIN[ii - 1], fontsize=16, color='#DEDEDE', horizontalalignment='center', verticalalignment='top', clip_on=False, zorder=1)
axTimes.text(N + 15, 0.005, monthsENG[ii - 1], fontsize=16, color='#DEDEDE', horizontalalignment='center', verticalalignment='top', clip_on=False, zorder=1)
# axis for the scale
axScale = fig.add_axes([0.1, 0.85, 0.85, 0.125])
axScale.axis('off')
axScale.set_xlim([90, 340])
axScale.set_ylim([0, 100])
axScale.plot([322, 322], [0, 100], linestyle='-', c='#dedede', linewidth=1.5, clip_on=False)
axScale.plot([322 - 1.75, 322 + 1.75], [0, 0], linestyle='-', c='#dedede', linewidth=1.5, clip_on=False)
axScale.plot([322 - 1.75, 322 + 1.75], [100, 100], linestyle='-', c='#dedede', linewidth=1.5, clip_on=False)
axScale.text(322 + 5, 50, '100 cm', fontsize=17, color='#DEDEDE', horizontalalignment='left', verticalalignment='center', clip_on=False)
for ii in range(1, 10):
axScale.plot([322 - 0.35, 322 + 0.35], [ii * 10, ii * 10], linestyle='-', c='#dedede', linewidth=1.5, clip_on=False)
# draw snow depths
for ii, yy in enumerate(range(2006, 2017 + 1)):
axSnow = fig.add_axes([0.1, 0.78 - 0.058 * ii, 0.85, 0.125])
axSnow.axis('off')
axSnow.set_xlim([90, 340]) # days 90 - 340
axSnow.set_ylim([0, 100]) # 0 - 100 cm
axSnow.plot([90, 340], [0, 0], c='#DEDEDE', linewidth=1.5, linestyle='-', zorder=100 + ii, clip_on=False) # draw level 0 cm
axSnow.text(85, 10, '{} – {}'.format(yy, yy + 1), fontsize=16,
color='#DEDEDE', horizontalalignment='right',
verticalalignment='center', clip_on=False) # write years
# days from 1st July, then filter out days outside range 90-340
dd = np.array([(xx - datetime(yy, 7, 1)).days for xx in dates])
MASK = np.logical_and(dd >= 90, dd <= 340)
axSnow.fill_between(dd[MASK], snowDepth[MASK], color=cmap(norm(2 + ii)), alpha=1.0, zorder=100 + ii, clip_on=False)
axSnow.plot(dd[MASK], snowDepth[MASK], color='#F3F3F3', linewidth=2.5, linestyle='-',
alpha=1.0, zorder=100 + ii * 10, clip_on=False)
# save image
plt.savefig('snowdepth_{}.png'.format(case), dpi=100, transparent=True)
# close figure
plt.close()
Vuosi Kk Pv Klo Aikavyöhyke Lumensyvyys (cm)
2006 1 1 00:00 UTC 5
2006 1 2 00:00 UTC 7
2006 1 3 00:00 UTC 7
2006 1 4 00:00 UTC 6
2006 1 5 00:00 UTC 6
2006 1 6 00:00 UTC 5
2006 1 7 00:00 UTC 5
2006 1 8 00:00 UTC 5
2006 1 9 00:00 UTC 5
2006 1 10 00:00 UTC 5
2006 1 11 00:00 UTC 4
2006 1 12 00:00 UTC 0
2006 1 13 00:00 UTC 0
2006 1 14 00:00 UTC 0
2006 1 15 00:00 UTC 0
2006 1 16 00:00 UTC 0
2006 1 17 00:00 UTC 0
2006 1 18 00:00 UTC 2
2006 1 19 00:00 UTC 3
2006 1 20 00:00 UTC 5
2006 1 21 00:00 UTC 19
2006 1 22 00:00 UTC 15
2006 1 23 00:00 UTC 13
2006 1 24 00:00 UTC 13
2006 1 25 00:00 UTC 12
2006 1 26 00:00 UTC 10
2006 1 27 00:00 UTC 10
2006 1 28 00:00 UTC 10
2006 1 29 00:00 UTC 10
2006 1 30 00:00 UTC 10
2006 1 31 00:00 UTC 9
2006 2 1 00:00 UTC 9
2006 2 2 00:00 UTC 14
2006 2 3 00:00 UTC 23
2006 2 4 00:00 UTC 22
2006 2 5 00:00 UTC 19
2006 2 6 00:00 UTC 20
2006 2 7 00:00 UTC 20
2006 2 8 00:00 UTC 21
2006 2 9 00:00 UTC 20
2006 2 10 00:00 UTC 20
2006 2 11 00:00 UTC 16
2006 2 12 00:00 UTC 20
2006 2 13 00:00 UTC 22
2006 2 14 00:00 UTC 24
2006 2 15 00:00 UTC 24
2006 2 16 00:00 UTC 23
2006 2 17 00:00 UTC 22
2006 2 18 00:00 UTC 22
2006 2 19 00:00 UTC 22
2006 2 20 00:00 UTC 23
2006 2 21 00:00 UTC 22
2006 2 22 00:00 UTC 22
2006 2 23 00:00 UTC 22
2006 2 24 00:00 UTC 22
2006 2 25 00:00 UTC 21
2006 2 26 00:00 UTC 21
2006 2 27 00:00 UTC 21
2006 2 28 00:00 UTC 22
2006 3 1 00:00 UTC 28
2006 3 2 00:00 UTC 25
2006 3 3 00:00 UTC 25
2006 3 4 00:00 UTC 24
2006 3 5 00:00 UTC 27
2006 3 6 00:00 UTC 27
2006 3 7 00:00 UTC 30
2006 3 8 00:00 UTC 29
2006 3 9 00:00 UTC 31
2006 3 10 00:00 UTC 30
2006 3 11 00:00 UTC 31
2006 3 12 00:00 UTC 29
2006 3 13 00:00 UTC 29
2006 3 14 00:00 UTC 29
2006 3 15 00:00 UTC 29
2006 3 16 00:00 UTC 29
2006 3 17 00:00 UTC 28
2006 3 18 00:00 UTC 27
2006 3 19 00:00 UTC 28
2006 3 20 00:00 UTC 29
2006 3 21 00:00 UTC 29
2006 3 22 00:00 UTC 28
2006 3 23 00:00 UTC 29
2006 3 24 00:00 UTC 29
2006 3 25 00:00 UTC 31
2006 3 26 00:00 UTC 29
2006 3 27 00:00 UTC 29
2006 3 28 00:00 UTC 29
2006 3 29 00:00 UTC 27
2006 3 30 00:00 UTC 25
2006 3 31 00:00 UTC 22
2006 4 1 00:00 UTC 17
2006 4 2 00:00 UTC 16
2006 4 3 00:00 UTC 18
2006 4 4 00:00 UTC 15
2006 4 5 00:00 UTC 18
2006 4 6 00:00 UTC 16
2006 4 7 00:00 UTC 14
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2006 4 14 00:00 UTC 1
2006 4 15 00:00 UTC 0
2006 4 16 00:00 UTC 0
2006 4 17 00:00 UTC 0
2006 4 18 00:00 UTC 0
2006 4 19 00:00 UTC 0
2006 4 20 00:00 UTC -1
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2006 10 1 00:00 UTC -1
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2006 11 1 00:00 UTC -1
2006 11 2 00:00 UTC 2
2006 11 3 00:00 UTC 2
2006 11 4 00:00 UTC 2
2006 11 5 00:00 UTC 2
2006 11 6 00:00 UTC 2
2006 11 7 00:00 UTC 9
2006 11 8 00:00 UTC 6
2006 11 9 00:00 UTC 5
2006 11 10 00:00 UTC 5
2006 11 11 00:00 UTC 6
2006 11 12 00:00 UTC 4
2006 11 13 00:00 UTC 5
2006 11 14 00:00 UTC 5
2006 11 15 00:00 UTC 1
2006 11 16 00:00 UTC -1
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2006 12 19 00:00 UTC 1
2006 12 20 00:00 UTC 1
2006 12 21 00:00 UTC 1
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2007 1 1 00:00 UTC -1
2007 1 2 00:00 UTC -1
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2007 1 6 00:00 UTC -1
2007 1 7 00:00 UTC -1
2007 1 8 00:00 UTC -1
2007 1 9 00:00 UTC -1
2007 1 10 00:00 UTC -1
2007 1 11 00:00 UTC 0
2007 1 12 00:00 UTC 1
2007 1 13 00:00 UTC 1
2007 1 14 00:00 UTC 2
2007 1 15 00:00 UTC 1
2007 1 16 00:00 UTC 0
2007 1 17 00:00 UTC -1
2007 1 18 00:00 UTC -1
2007 1 19 00:00 UTC -1
2007 1 20 00:00 UTC 0
2007 1 21 00:00 UTC 2
2007 1 22 00:00 UTC 4
2007 1 23 00:00 UTC 4
2007 1 24 00:00 UTC 9
2007 1 25 00:00 UTC 9
2007 1 26 00:00 UTC 8
2007 1 27 00:00 UTC 15
2007 1 28 00:00 UTC 14
2007 1 29 00:00 UTC 13
2007 1 30 00:00 UTC 13
2007 1 31 00:00 UTC 13
2007 2 1 00:00 UTC 16
2007 2 2 00:00 UTC 16
2007 2 3 00:00 UTC 11
2007 2 4 00:00 UTC 11
2007 2 5 00:00 UTC 11
2007 2 6 00:00 UTC 11
2007 2 7 00:00 UTC 11
2007 2 8 00:00 UTC 11
2007 2 9 00:00 UTC 19
2007 2 10 00:00 UTC 14
2007 2 11 00:00 UTC 15
2007 2 12 00:00 UTC 15
2007 2 13 00:00 UTC 14
2007 2 14 00:00 UTC 14
2007 2 15 00:00 UTC 13
2007 2 16 00:00 UTC 13
2007 2 17 00:00 UTC 14
2007 2 18 00:00 UTC 13
2007 2 19 00:00 UTC 13
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2007 2 24 00:00 UTC 13
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2007 2 27 00:00 UTC 13
2007 2 28 00:00 UTC 14
2007 3 1 00:00 UTC 14
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2007 3 6 00:00 UTC 15
2007 3 7 00:00 UTC 16
2007 3 8 00:00 UTC 14
2007 3 9 00:00 UTC 12
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2007 3 11 00:00 UTC 9
2007 3 12 00:00 UTC 6
2007 3 13 00:00 UTC 3
2007 3 14 00:00 UTC 1
2007 3 15 00:00 UTC 1
2007 3 16 00:00 UTC -1
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2007 3 19 00:00 UTC 4
2007 3 20 00:00 UTC 1
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