I am trying to plot timeseries with subplots, and my index is a datetime object with daily values in one column.
My DataFrame is:
close
date
2009-12-16 147237.339062
2009-12-17 143635.850193
2009-12-18 143328.664378
2009-12-21 141941.031902
2009-12-22 144366.740581
... ...
2020-07-27 104150.000000
2020-07-28 103900.000000
2020-07-29 105400.000000
2020-07-30 105850.000000
2020-07-31 103100.000000
2627 rows × 1 columns
And my code is:
import numpy as np, pandas as pd
from statsmodels.graphics.tsaplots import plot_acf, plot_pacf
import matplotlib.pyplot as plt
plt.rcParams.update({'figure.figsize':(9,7), 'figure.dpi':120})
# Original Series
fig, axes = plt.subplots(3, 2, sharex=True)
axes[0, 0].plot(df.close); axes[0, 0].set_title('Original Series')
plot_acf(df.close, ax=axes[0, 1])
# 1st Differencing
axes[1, 0].plot(df.close.diff()); axes[1, 0].set_title('1st Order Differencing')
plot_acf(df.close.diff().dropna(), ax=axes[1, 1])
# 2nd Differencing
axes[2, 0].plot(df.close.diff().diff()); axes[2, 0].set_title('2nd Order Differencing')
plot_acf(df.close.diff().diff().dropna(), ax=axes[2, 1])
plt.show()
index is:
DatetimeIndex(['2009-12-16', '2009-12-17', '2009-12-18', '2009-12-21',
'2009-12-22', '2009-12-23', '2009-12-28', '2009-12-29',
'2009-12-30', '2010-01-04',
...
'2020-07-20', '2020-07-21', '2020-07-22', '2020-07-23',
'2020-07-24', '2020-07-27', '2020-07-28', '2020-07-29',
'2020-07-30', '2020-07-31'],
dtype='datetime64[ns]', name='date', length=2627, freq=None)
The error:
ValueError: view limit minimum -36881.85 is less than 1 and is an invalid Matplotlib date value. This often happens if you pass a non-datetime value to an axis that has datetime units
Full error stack:
---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
/usr/local/lib/python3.6/dist-packages/IPython/core/formatters.py in __call__(self, obj)
332 pass
333 else:
--> 334 return printer(obj)
335 # Finally look for special method names
336 method = get_real_method(obj, self.print_method)
14 frames
/usr/local/lib/python3.6/dist-packages/IPython/core/pylabtools.py in <lambda>(fig)
239
240 if 'png' in formats:
--> 241 png_formatter.for_type(Figure, lambda fig: print_figure(fig, 'png', **kwargs))
242 if 'retina' in formats or 'png2x' in formats:
243 png_formatter.for_type(Figure, lambda fig: retina_figure(fig, **kwargs))
/usr/local/lib/python3.6/dist-packages/IPython/core/pylabtools.py in print_figure(fig, fmt, bbox_inches, **kwargs)
123
124 bytes_io = BytesIO()
--> 125 fig.canvas.print_figure(bytes_io, **kw)
126 data = bytes_io.getvalue()
127 if fmt == 'svg':
/usr/local/lib/python3.6/dist-packages/matplotlib/backend_bases.py in print_figure(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, **kwargs)
2098 else suppress())
2099 with ctx:
-> 2100 self.figure.draw(renderer)
2101 bbox_artists = kwargs.pop("bbox_extra_artists", None)
2102 bbox_inches = self.figure.get_tightbbox(renderer,
/usr/local/lib/python3.6/dist-packages/matplotlib/artist.py in draw_wrapper(artist, renderer, *args, **kwargs)
36 renderer.start_filter()
37
---> 38 return draw(artist, renderer, *args, **kwargs)
39 finally:
40 if artist.get_agg_filter() is not None:
/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py in draw(self, renderer)
1734 self.patch.draw(renderer)
1735 mimage._draw_list_compositing_images(
-> 1736 renderer, self, artists, self.suppressComposite)
1737
1738 renderer.close_group('figure')
/usr/local/lib/python3.6/dist-packages/matplotlib/image.py in _draw_list_compositing_images(renderer, parent, artists, suppress_composite)
135 if not_composite or not has_images:
136 for a in artists:
--> 137 a.draw(renderer)
138 else:
139 # Composite any adjacent images together
/usr/local/lib/python3.6/dist-packages/matplotlib/artist.py in draw_wrapper(artist, renderer, *args, **kwargs)
36 renderer.start_filter()
37
---> 38 return draw(artist, renderer, *args, **kwargs)
39 finally:
40 if artist.get_agg_filter() is not None:
/usr/local/lib/python3.6/dist-packages/matplotlib/axes/_base.py in draw(self, renderer, inframe)
2588 artists.remove(spine)
2589
-> 2590 self._update_title_position(renderer)
2591
2592 if not self.axison or inframe:
/usr/local/lib/python3.6/dist-packages/matplotlib/axes/_base.py in _update_title_position(self, renderer)
2531 if (ax.xaxis.get_ticks_position() in ['top', 'unknown']
2532 or ax.xaxis.get_label_position() == 'top'):
-> 2533 bb = ax.xaxis.get_tightbbox(renderer)
2534 else:
2535 bb = ax.get_window_extent(renderer)
/usr/local/lib/python3.6/dist-packages/matplotlib/axis.py in get_tightbbox(self, renderer)
1184 return
1185
-> 1186 ticks_to_draw = self._update_ticks()
1187
1188 self._update_label_position(renderer)
/usr/local/lib/python3.6/dist-packages/matplotlib/axis.py in _update_ticks(self)
1101 the axes. Return the list of ticks that will be drawn.
1102 """
-> 1103 major_locs = self.get_majorticklocs()
1104 major_labels = self.major.formatter.format_ticks(major_locs)
1105 major_ticks = self.get_major_ticks(len(major_locs))
/usr/local/lib/python3.6/dist-packages/matplotlib/axis.py in get_majorticklocs(self)
1346 def get_majorticklocs(self):
1347 """Get the array of major tick locations in data coordinates."""
-> 1348 return self.major.locator()
1349
1350 def get_minorticklocs(self):
/usr/local/lib/python3.6/dist-packages/matplotlib/dates.py in __call__(self)
1336 def __call__(self):
1337 'Return the locations of the ticks'
-> 1338 self.refresh()
1339 return self._locator()
1340
/usr/local/lib/python3.6/dist-packages/matplotlib/dates.py in refresh(self)
1362 def refresh(self):
1363 # docstring inherited
-> 1364 dmin, dmax = self.viewlim_to_dt()
1365 self._locator = self.get_locator(dmin, dmax)
1366
/usr/local/lib/python3.6/dist-packages/matplotlib/dates.py in viewlim_to_dt(self)
1096 'often happens if you pass a non-datetime '
1097 'value to an axis that has datetime units'
-> 1098 .format(vmin))
1099 return num2date(vmin, self.tz), num2date(vmax, self.tz)
1100
ValueError: view limit minimum -36881.85 is less than 1 and is an invalid Matplotlib date value. This often happens if you pass a non-datetime value to an axis that has datetime units
Data file.csv
- Subset of data incase link dies
date,close
2009-12-16,147237.34
2009-12-17,143635.85
2009-12-18,143328.66
2009-12-21,141941.03
2009-12-22,144366.74
2009-12-23,144801.04
2009-12-28,145722.6
2009-12-29,146432.3
2009-12-30,146495.86
2010-01-04,150171.49
2010-01-05,150521.05
2010-01-06,151432.01
2010-01-07,150563.42
2010-01-08,150616.38
2010-01-11,150542.23
2010-01-12,149821.94
2010-01-13,150288.01
2010-01-14,149228.75
2010-01-15,147237.34
2010-01-18,147957.64
2010-01-19,149027.49
2010-01-20,145034.08
2010-01-21,140818.21
2010-01-22,140140.29
2010-01-26,138890.36
2010-01-27,137598.06
2010-01-28,139398.8
2010-01-29,138254.8
2010-02-01,141157.18
2010-02-02,142534.22
2010-02-03,142375.33
2010-02-04,135267.68
2010-02-05,133043.24
2010-02-08,133583.46
2010-02-09,136665.91
2010-02-10,137809.91
2010-02-11,139970.81
2010-02-12,139653.03
2010-02-17,142358.09
2010-02-18,143542.83
2010-02-19,143207.33
2010-02-22,142274.21
2010-02-23,140282.16
2010-02-24,139202.26
2010-02-25,139485.34
2010-02-26,140491.85
2010-03-01,142483.9
2010-03-02,143333.14
2010-03-03,143008.12
2010-03-04,143427.5
2010-03-05,145461.49
2010-03-08,144507.4
2010-03-09,147034.16
2010-03-10,148145.51
2010-03-11,147830.98
2010-03-12,146226.85
2010-03-15,145629.24
2010-03-16,147747.1
2010-03-17,147243.85
2010-03-18,147097.06
2010-03-19,145000.17
2010-03-22,145713.12
2010-03-23,146258.31
2010-03-24,145063.08
2010-03-25,143846.88
2010-03-26,144580.79
2010-03-29,147369.66
2010-03-30,147128.52
2010-03-31,148082.6
2010-04-01,149298.8
2010-04-05,149843.99
2010-04-06,149319.77
2010-04-07,148827.0
2010-04-08,150850.5
2010-04-09,149875.45
2010-04-12,148040.67
2010-04-13,148533.44
2010-04-14,149340.86
2010-04-15,147705.44
2010-04-16,145386.87
2010-04-19,144517.4
2010-04-20,145076.34
2010-04-22,145117.75
2010-04-23,145221.26
2010-04-26,143772.15
2010-04-27,138658.87
2010-04-28,139114.3
2010-04-29,142012.52
2010-04-30,141184.46
2010-05-03,140490.96
2010-05-04,135388.03
2010-05-05,135853.81
2010-05-06,132282.8
2010-05-07,130626.67
2010-05-10,136733.63
2010-05-11,134042.43
2010-05-12,135905.57
2010-05-13,134901.54
2010-05-14,131827.36
2010-05-17,130875.09
2010-05-18,126610.58
2010-05-19,124012.53
2010-05-20,120814.15
2010-05-21,125171.82
2010-05-24,124302.36
2010-05-25,123070.61
2010-05-26,123650.26
2010-05-27,128960.2
2010-05-28,128349.51
2010-05-31,130316.15
2010-06-01,128349.51
2010-06-02,131247.72
2010-06-04,127728.46
2010-06-07,126796.89
2010-06-08,128194.24
2010-06-09,127417.94
2010-06-10,130626.67
2010-06-11,131848.06
2010-06-14,131361.58
2010-06-15,133524.89
2010-06-16,134156.89
2010-06-17,133606.31
2010-06-18,132892.6
2010-06-21,134360.8
2010-06-22,133952.97
2010-06-23,134789.03
2010-06-24,132240.07
2010-06-25,134258.85
2010-06-28,132668.29
2010-06-29,127764.09
2010-06-30,125266.11
2010-07-01,126224.52
2010-07-02,126336.68
2010-07-05,125419.05
2010-07-06,127855.86
2010-07-07,130394.62
2010-07-08,130710.69
2010-07-12,129619.74
2010-07-13,130710.69
2010-07-14,130364.03
2010-07-15,130608.73
2010-07-16,128059.77
2010-07-19,129915.42
2010-07-20,132331.83
2010-07-21,132178.89
2010-07-22,135176.47
2010-07-23,136318.41
2010-07-26,136257.23
2010-07-27,136991.33
2010-07-28,136695.65
2010-07-29,137236.03
2010-07-30,138276.01
2010-08-02,140315.18
2010-08-03,139275.2
2010-08-04,139835.97
2010-08-05,140294.78
2010-08-06,139417.94
2010-08-09,138367.77
2010-08-10,137531.71
2010-08-11,134116.1
2010-08-12,134544.33
2010-08-13,134809.42
2010-08-16,136359.19
2010-08-17,137888.57
2010-08-18,137427.77
2010-08-19,135804.37
2010-08-20,135664.08
2010-08-23,133800.17
2010-08-24,132367.17
2010-08-25,131254.84
2010-08-26,128889.89
2010-08-27,132768.01
2010-08-30,130072.37
2010-08-31,131745.87
2010-09-01,135924.62
2010-09-02,134962.61
2010-09-03,134301.22
2010-09-06,134692.04
2010-09-08,134241.1
2010-09-09,134331.29
2010-09-10,135163.03
2010-09-13,137407.73
2010-09-14,136726.3
2010-09-15,137447.81
2010-09-16,136656.15
2010-09-17,135203.11
2010-09-20,137708.36
2010-09-21,136606.05
2010-09-22,138269.53
2010-09-23,138660.35
2010-09-24,137968.9
2010-09-27,138600.22
2010-09-28,139702.53
2010-09-29,139672.47
2010-09-30,139552.22
2010-10-01,141486.27
2010-10-04,141305.89
2010-10-05,143229.92
2010-10-06,141596.5
2010-10-07,140353.9
2010-10-08,141957.25
2010-10-11,142077.51
2010-10-13,143889.57
2010-10-14,143672.89
2010-10-15,144086.54
2010-10-18,143121.37
2010-10-19,139240.98
2010-10-20,140816.77
2010-10-21,139950.08
2010-10-22,138650.05
2010-10-25,139063.7
2010-10-26,141259.96
2010-10-27,140541.01
2010-10-28,140245.54
2010-10-29,140934.95
2010-11-01,142313.77
2010-11-03,143613.8
2010-11-04,145307.78
2010-11-05,144677.46
2010-11-08,144795.65
2010-11-09,142215.29
2010-11-10,142313.77
2010-11-11,141614.51
2010-11-12,139792.5
2010-11-16,137093.96
2010-11-17,138177.32
2010-11-18,140265.24
2010-11-19,140442.52
2010-11-22,137881.86
2010-11-23,134356.02
2010-11-24,138098.53
2010-11-25,137389.42
2010-11-26,135006.03
2010-11-29,134552.99
2010-11-30,134237.84
2010-12-01,137113.66
2010-12-02,137241.69
2010-12-03,137822.76
2010-12-06,137034.87
2010-12-07,136010.6
2010-12-08,134139.35
2010-12-09,133755.25
2010-12-10,134572.69
2010-12-13,136148.48
2010-12-14,135124.22
2010-12-15,133217.31
2010-12-16,132065.47
2010-12-17,133585.13
2010-12-20,132336.49
2010-12-21,134156.21
2010-12-22,134165.89
2010-12-23,134253.01
2010-12-27,132994.69
2010-12-28,133691.6
2010-12-29,135395.17
2010-12-30,135317.74
2011-01-03,136740.61
2011-01-04,137834.38
2011-01-05,138812.0
2011-01-06,137892.45
2011-01-07,136517.98
2011-01-10,136905.16
2011-01-11,137766.62
2011-01-12,139876.73
2011-01-13,137853.74
2011-01-14,138444.18
2011-01-17,137427.84
2011-01-18,138424.82
2011-01-19,136256.64
2011-01-20,135279.02
2011-01-21,134446.6
2011-01-24,135220.95
2011-01-26,133604.49
2011-01-27,132200.98
2011-01-28,129432.68
2011-01-31,128880.95
2011-02-01,131862.2
2011-02-02,129297.16
2011-02-03,129384.28
2011-02-04,126161.05
2011-02-07,126606.3
2011-02-08,127535.52
2011-02-09,124447.79
2011-02-10,125173.75
2011-02-11,127187.06
2011-02-14,128735.76
2011-02-15,128503.46
2011-02-16,131161.09
2011-02-17,131189.77
2011-02-18,131868.51
2011-02-21,130367.62
2011-02-22,128761.56
2011-02-23,129440.31
2011-02-24,129191.76
2011-02-25,129612.39
2011-02-28,130396.3
2011-03-01,127652.62
2011-03-02,129860.95
2011-03-03,131505.24
2011-03-04,131562.6
2011-03-09,129660.19
2011-03-10,127337.15
2011-03-11,128579.93
2011-03-14,129784.47
2011-03-15,129249.12
2011-03-16,127126.83
2011-03-17,127079.03
2011-03-18,129249.12
2011-03-21,128293.13
2011-03-22,129813.15
2011-03-23,130530.14
2011-03-24,130166.86
2011-03-25,130434.54
2011-03-28,129038.8
2011-03-29,129535.91
2011-03-30,130472.78
2011-03-31,131314.04
2011-04-01,133101.73
2011-04-04,133742.24
2011-04-05,134134.2
2011-04-06,132193.55
2011-04-07,132270.03
2011-04-08,131457.44
2011-04-11,130568.38
2011-04-12,127796.02
2011-04-13,127101.06
2011-04-14,126500.02
2011-04-15,127758.45
2011-04-18,125279.16
2011-04-19,126274.63
2011-04-20,128002.62
2011-04-25,127439.15
2011-04-26,127551.84
2011-04-27,125842.63
2011-04-28,125260.38
2011-04-29,125786.29
2011-05-03,121860.75
2011-05-04,120733.8
2011-05-05,120771.36
2011-05-06,122405.44
2011-05-09,122555.7
2011-05-10,122724.74
2011-05-11,120245.45
2011-05-12,121550.84
2011-05-13,119550.5
2011-05-16,118517.47
2011-05-17,120564.76
2011-05-18,119212.42
2011-05-19,117456.26
2011-05-20,118104.25
2011-05-23,118169.99
2011-05-24,119738.33
2011-05-25,119512.94
2011-05-26,121344.23
2011-05-27,121466.32
2011-05-30,120480.24
2011-05-31,121917.1
2011-06-01,119644.41
2011-06-02,121090.67
2011-06-03,120602.32
2011-06-06,118517.47
2011-06-07,119080.94
2011-06-08,118648.94
2011-06-09,119174.85
2011-06-10,117860.08
2011-06-13,116545.31
2011-06-14,117005.48
2011-06-15,115619.22
2011-06-16,114399.26
2011-06-17,114500.92
2011-06-20,114787.43
2011-06-21,115277.26
2011-06-22,115046.21
2011-06-24,114325.32
2011-06-27,114916.82
2011-06-28,116894.64
2011-06-29,116940.85
2011-06-30,116543.44
2011-07-01,118918.67
2011-07-04,119574.86
2011-07-05,117855.82
2011-07-06,117097.96
2011-07-07,116192.23
2011-07-08,114963.03
2011-07-11,112365.99
2011-07-12,111367.84
2011-07-13,113382.62
2011-07-14,111552.68
2011-07-15,111035.12
2011-07-18,109621.07
2011-07-19,109963.03
2011-07-20,110129.39
2011-07-21,112199.63
2011-07-22,112014.79
2011-07-25,111395.56
2011-07-26,110240.29
2011-07-27,108170.05
2011-07-28,109057.3
2011-07-29,109297.6
2011-08-01,108872.46
2011-08-02,105859.52
2011-08-03,103539.74
2011-08-04,97402.96
2011-08-05,98123.84
2011-08-08,89815.16
2011-08-09,94676.52
2011-08-10,95194.08
2011-08-11,98558.22
2011-08-12,99408.5
2011-08-15,100988.91
2011-08-16,100425.14
2011-08-17,101591.39
2011-08-18,98220.2
2011-08-19,96589.27
2011-08-22,96507.27
2011-08-23,99477.56
2011-08-24,98721.32
2011-08-25,97582.4
2011-08-26,98347.76
2011-08-29,101117.6
2011-08-30,101773.62
2011-08-31,103978.56
2011-09-01,106967.08
2011-09-02,103759.89
2011-09-05,100953.6
2011-09-06,104042.34
2011-09-08,105855.5
2011-09-09,102775.86
2011-09-12,102684.75
2011-09-13,101627.84
2011-09-14,102994.54
2011-09-15,103413.66
2011-09-16,104944.36
2011-09-19,104607.24
2011-09-20,102876.09
2011-09-21,102374.97
2011-09-22,97436.62
2011-09-23,97482.18
2011-09-26,98001.53
2011-09-27,98566.43
2011-09-28,96835.27
2011-09-29,97855.74
2011-09-30,95213.46
2011-10-03,92224.94
2011-10-04,92744.28
2011-10-05,92607.61
2011-10-06,95031.23
2011-10-07,93564.3
2011-10-10,97454.84
2011-10-11,97764.63
2011-10-13,98843.84
2011-10-14,100183.82
2011-10-17,98376.19
2011-10-18,100354.69
2011-10-19,99842.08
2011-10-20,97962.51
2011-10-21,100489.59
2011-10-24,103250.49
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2013-12-20,86029.1
2013-12-23,86304.65
2013-12-26,86171.05
2013-12-27,86371.45
2013-12-30,86663.69
2014-01-02,84200.47
